From 59d6d1e1446e5fa3d4bcaf08d3f305316047a7ff Mon Sep 17 00:00:00 2001 From: Miriam <108756842+Odeyiany2@users.noreply.github.com> Date: Tue, 31 Oct 2023 23:58:04 +0100 Subject: [PATCH] New GPA Prediction File with the New Data I created a version 2 of the python file using the updated data of 145 points. --- .../GPA_Prediction_Version_2 (1).ipynb | 4980 +++++++++++++++++ 1 file changed, 4980 insertions(+) create mode 100644 Project_3/GPA_Prediction_Odeyiany2/GPA_Prediction_Version_2 (1).ipynb diff --git a/Project_3/GPA_Prediction_Odeyiany2/GPA_Prediction_Version_2 (1).ipynb b/Project_3/GPA_Prediction_Odeyiany2/GPA_Prediction_Version_2 (1).ipynb new file mode 100644 index 00000000..4f7d381b --- /dev/null +++ b/Project_3/GPA_Prediction_Odeyiany2/GPA_Prediction_Version_2 (1).ipynb @@ -0,0 +1,4980 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "fMQaNeqZTv4X" + }, + "source": [ + "# GPA Prediction" + ], + "id": "fMQaNeqZTv4X" + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SW9DxpPKTv4Z", + "outputId": "d64c47a0-08b8-4022-dbde-c2697ed87ea7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Importation complete\n" + ] + } + ], + "source": [ + "# Import necessary libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.linear_model import LinearRegression, LogisticRegression\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", + "from sklearn.preprocessing import OrdinalEncoder, LabelEncoder, StandardScaler\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.ensemble import RandomForestRegressor, BaggingRegressor, GradientBoostingRegressor\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.svm import SVR\n", + "from sklearn import svm\n", + "import warnings\n", + "import joblib\n", + "from time import time\n", + "# Set display options to show all columns\n", + "pd.set_option('display.max_columns', None)\n", + "\n", + "# Ignore warnings\n", + "warnings.filterwarnings('ignore')\n", + "print(\"Importation complete\")" + ], + "id": "SW9DxpPKTv4Z" + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o0KPLH8VTv4b", + "outputId": "958fefca-c42c-4fde-a11e-769c70861eb4" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['ID', 'Start time', 'Completion time', 'Email', 'Name',\n", + " 'Last modified time', 'Jamb score', 'English', 'Maths', 'Subject 3',\n", + " 'Subject 4', 'Subject 5', 'What was your age in Year One', 'Gender',\n", + " 'Do you have a disability?', 'Did you attend extra tutorials? ',\n", + " 'How would you rate your participation in extracurricular activities (tech, music, partying, fellowship, etc.) in Year One?',\n", + " 'How would you rate your class attendance in Year One',\n", + " 'How well did you participate in class activities (Assignments, Asking and Answering Questions, Writing Notes....)',\n", + " 'Rate your use of extra materials for study in Year One (Youtube, Other books, others).',\n", + " 'Morning', 'Afternoon', 'Evening', 'Late Night',\n", + " 'How many days per week did you do reading on average in Year One?',\n", + " 'On average, How many hours per day was used for personal study in Year One',\n", + " 'Did you teach your peers in Year One',\n", + " 'How many courses did you offer in Year One?',\n", + " 'Did you fall sick in Year One? if yes, How many times do you remember (0 if none)',\n", + " 'What was your study mode in Year 1',\n", + " 'Did you study the course your originally applied for?',\n", + " 'What was your monthly allowance in Year One?',\n", + " 'Rate the teaching style / method of the lectures received in Year One',\n", + " 'What type of higher institution did you attend in Year One\\n',\n", + " 'What was your CGPA in Year One?',\n", + " 'What grading system does your school use ( if others, type numbers only)'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "execution_count": 2 + } + ], + "source": [ + "# Load the GPA data from year1_gpa.csv\n", + "data_path = \"/content/year1_gpa (1).xlsx\" # Adjust the path as needed\n", + "gpa_data = pd.read_excel(data_path)\n", + "gpa_data.columns" + ], + "id": "o0KPLH8VTv4b" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZGNBBmreTv4c" + }, + "source": [ + "## Data Preprocessing\n", + "In the preprocessing stage, we carefully handle the GPA dataset by addressing missing values, performing feature engineering, and ensuring uniform data formatting to prepare it for accurate model training and prediction." + ], + "id": "ZGNBBmreTv4c" + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 313 + }, + "id": "jWKCf8aVTv4c", + "outputId": "3846d3e5-8c25-4d37-f655-4990272d517d" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " id start_time completion_time email name \\\n", + "0 2 2023-09-30 09:42:21 2023-09-30 09:43:00 anonymous NaN \n", + "1 3 2023-09-30 10:06:49 2023-09-30 10:12:07 anonymous NaN \n", + "2 4 2023-10-02 07:00:32 2023-10-02 07:13:14 anonymous NaN \n", + "3 5 2023-10-02 10:47:15 2023-10-02 10:52:56 anonymous NaN \n", + "4 6 2023-10-02 10:51:42 2023-10-02 10:53:39 anonymous NaN \n", + "\n", + " last_modified_time jamb_score english maths subject_3 subject_4 subject_5 \\\n", + "0 NaN 300 B A A B B \n", + "1 NaN 313 B A A A B \n", + "2 NaN 249 C B B B C \n", + "3 NaN 213 C B B C B \n", + "4 NaN 345 C A A A A \n", + "\n", + " age_in_year_one gender has_disability attended_tutorials \\\n", + "0 16 Male No Yes \n", + "1 17 Male No No \n", + "2 22 Male No No \n", + "3 17 Female No No \n", + "4 18 Male No Yes \n", + "\n", + " extracurricular_participation class_attendance_rating \\\n", + "0 7 10 \n", + "1 1 10 \n", + "2 2 5 \n", + "3 3 5 \n", + "4 6 4 \n", + "\n", + " class_participation_rating used_extra_study_materials morning_study \\\n", + "0 10 NaN 3 \n", + "1 9 NaN 3 \n", + "2 2 NaN 3 \n", + "3 5 NaN 3 \n", + "4 3 NaN 3 \n", + "\n", + " afternoon_study evening_study late_night_study days_per_week_reading \\\n", + "0 5 5 1 6.0 \n", + "1 2 5 4 7.0 \n", + "2 1 4 4 4.0 \n", + "3 1 1 1 2.0 \n", + "4 3 4 5 3.0 \n", + "\n", + " hours_per_day_personal_study taught_peers courses_offered \\\n", + "0 6.0 Yes, but just a few times 16 to 20 \n", + "1 10.0 Yes, but just a few times 13 to 16 \n", + "2 8.0 No, I studied alone 5 to 8 \n", + "3 2.0 No, I studied alone 16 to 20 \n", + "4 3.0 Yes, but just a few times 0 to 4 \n", + "\n", + " times_fell_sick study_mode studied_original_course financial_status_rating \\\n", + "0 2 Full Time Yes NaN \n", + "1 1 Full Time Yes NaN \n", + "2 6 Full Time No NaN \n", + "3 0 Full Time No NaN \n", + "4 2 Full Time Yes NaN \n", + "\n", + " teaching_style_rating institution_type cgpa_year_one grading_system \n", + "0 6 Public (Federal) 4.83 5 \n", + "1 6 Public (Federal) 4.80 5 \n", + "2 2 Public (Federal) 3.1 5 \n", + "3 1 Public (State) 3.33 5 \n", + "4 5 Public (Federal) 4.6 5 " + ], + "text/html": [ + "\n", + "
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242023-10-02 07:00:322023-10-02 07:13:14anonymousNaNNaN249CBBBC22MaleNoNo252NaN31444.08.0No, I studied alone5 to 86Full TimeNoNaN2Public (Federal)3.15
352023-10-02 10:47:152023-10-02 10:52:56anonymousNaNNaN213CBBCB17FemaleNoNo355NaN31112.02.0No, I studied alone16 to 200Full TimeNoNaN1Public (State)3.335
462023-10-02 10:51:422023-10-02 10:53:39anonymousNaNNaN345CAAAA18MaleNoYes643NaN33453.03.0Yes, but just a few times0 to 42Full TimeYesNaN5Public (Federal)4.65
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13313BAAAB17MaleNoNo1109NaN32547.010.0Yes, but just a few times13 to 161Full TimeYesNaN6Public (Federal)4.805
24249CBBBC22MaleNoNo252NaN31444.08.0No, I studied alone5 to 86Full TimeNoNaN2Public (Federal)3.15
35213CBBCB17FemaleNoNo355NaN31112.02.0No, I studied alone16 to 200Full TimeNoNaN1Public (State)3.335
46345CAAAA18MaleNoYes643NaN33453.03.0Yes, but just a few times0 to 42Full TimeYesNaN5Public (Federal)4.65
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\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 4 + } + ], + "source": [ + "# List of columns to drop\n", + "columns_to_drop = ['start_time', 'completion_time', 'email', 'name', 'last_modified_time']\n", + "\n", + "# Drop the specified columns\n", + "gpa_data.drop(columns=columns_to_drop, inplace=True)\n", + "\n", + "# Print the DataFrame after dropping columns\n", + "gpa_data.head()" + ], + "id": "lUaaACHFTv4c" + }, + { + "cell_type": "markdown", + "source": [ + "# Exploratory Data Analysis" + ], + "metadata": { + "id": "vDMp47g-EC1v" + }, + "id": "vDMp47g-EC1v" + }, + { + "cell_type": "code", + "source": [ + "gpa_data.info() #summary of the dataset" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m4o0rbO0SUIr", + "outputId": "f89a2b89-cd3b-4a00-a047-78703b237050" + }, + "id": "m4o0rbO0SUIr", + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 145 entries, 0 to 144\n", + "Data columns (total 31 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 145 non-null int64 \n", + " 1 jamb_score 145 non-null int64 \n", + " 2 english 145 non-null object \n", + " 3 maths 145 non-null object \n", + " 4 subject_3 145 non-null object \n", + " 5 subject_4 145 non-null object \n", + " 6 subject_5 145 non-null object \n", + " 7 age_in_year_one 145 non-null int64 \n", + " 8 gender 145 non-null object \n", + " 9 has_disability 145 non-null object \n", + " 10 attended_tutorials 145 non-null object \n", + " 11 extracurricular_participation 145 non-null int64 \n", + " 12 class_attendance_rating 145 non-null int64 \n", + " 13 class_participation_rating 145 non-null int64 \n", + " 14 used_extra_study_materials 135 non-null float64\n", + " 15 morning_study 145 non-null int64 \n", + " 16 afternoon_study 145 non-null int64 \n", + " 17 evening_study 145 non-null int64 \n", + " 18 late_night_study 145 non-null int64 \n", + " 19 days_per_week_reading 145 non-null float64\n", + " 20 hours_per_day_personal_study 145 non-null float64\n", + " 21 taught_peers 145 non-null object \n", + " 22 courses_offered 145 non-null object \n", + " 23 times_fell_sick 145 non-null int64 \n", + " 24 study_mode 145 non-null object \n", + " 25 studied_original_course 145 non-null object \n", + " 26 financial_status_rating 135 non-null object \n", + " 27 teaching_style_rating 145 non-null int64 \n", + " 28 institution_type 145 non-null object \n", + " 29 cgpa_year_one 145 non-null object \n", + " 30 grading_system 145 non-null object \n", + "dtypes: float64(3), int64(12), object(16)\n", + "memory usage: 35.2+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "gpa_data.isnull().sum() #to get the columns that have missing values" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "b4uI2O0DsVRF", + "outputId": "0767eafb-9a9d-415c-d23a-2ed03583beb6" + }, + "id": "b4uI2O0DsVRF", + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "id 0\n", + "jamb_score 0\n", + "english 0\n", + "maths 0\n", + "subject_3 0\n", + "subject_4 0\n", + "subject_5 0\n", + "age_in_year_one 0\n", + "gender 0\n", + "has_disability 0\n", + "attended_tutorials 0\n", + "extracurricular_participation 0\n", + "class_attendance_rating 0\n", + "class_participation_rating 0\n", + "used_extra_study_materials 10\n", + "morning_study 0\n", + "afternoon_study 0\n", + "evening_study 0\n", + "late_night_study 0\n", + "days_per_week_reading 0\n", + "hours_per_day_personal_study 0\n", + "taught_peers 0\n", + "courses_offered 0\n", + "times_fell_sick 0\n", + "study_mode 0\n", + "studied_original_course 0\n", + "financial_status_rating 10\n", + "teaching_style_rating 0\n", + "institution_type 0\n", + "cgpa_year_one 0\n", + "grading_system 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#two columns have missing values used_extra_study_materials and financial_status_rating\n", + "#using the mode to take care of the financial_status_rating\n", + "gpa_data[\"financial_status_rating\"].fillna(gpa_data[\"financial_status_rating\"].mode().iloc[0], inplace = True)" + ], + "metadata": { + "id": "CX3f9lxHGfNK" + }, + "id": "CX3f9lxHGfNK", + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "\n", + "#using the mean to take care of the used_extra_materials column\n", + "gpa_data[\"used_extra_study_materials\"].fillna(round(gpa_data[\"used_extra_study_materials\"].mean()), inplace = True)" + ], + "metadata": { + "id": "ItfEu6BhJzdu" + }, + "id": "ItfEu6BhJzdu", + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "gpa_data.isnull().sum() #check to see if the missing values have been filled" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0kt_2cNaL92S", + "outputId": "667599f0-6ed4-4791-8b5c-85b2a362bc88" + }, + "id": "0kt_2cNaL92S", + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "id 0\n", + "jamb_score 0\n", + "english 0\n", + "maths 0\n", + "subject_3 0\n", + "subject_4 0\n", + "subject_5 0\n", + "age_in_year_one 0\n", + "gender 0\n", + "has_disability 0\n", + "attended_tutorials 0\n", + "extracurricular_participation 0\n", + "class_attendance_rating 0\n", + "class_participation_rating 0\n", + "used_extra_study_materials 0\n", + "morning_study 0\n", + "afternoon_study 0\n", + "evening_study 0\n", + "late_night_study 0\n", + "days_per_week_reading 0\n", + "hours_per_day_personal_study 0\n", + "taught_peers 0\n", + "courses_offered 0\n", + "times_fell_sick 0\n", + "study_mode 0\n", + "studied_original_course 0\n", + "financial_status_rating 0\n", + "teaching_style_rating 0\n", + "institution_type 0\n", + "cgpa_year_one 0\n", + "grading_system 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now we will be observing some columns that are meant to have a different dtype from the one they have" + ], + "metadata": { + "id": "0IOwtf-WTBL4" + }, + "id": "0IOwtf-WTBL4" + }, + { + "cell_type": "code", + "source": [ + "gpa_data[\"days_per_week_reading\"].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QQEagcHnRzbJ", + "outputId": "b586f397-dca7-47c1-a4e7-842ca3c07313" + }, + "id": "QQEagcHnRzbJ", + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "3.0 31\n", + "5.0 26\n", + "4.0 22\n", + "2.0 21\n", + "6.0 19\n", + "7.0 15\n", + "1.0 6\n", + "0.0 3\n", + "5.5 1\n", + "0.3 1\n", + "Name: days_per_week_reading, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the above it shows that our days_per_week_reading column has a float number 5.5 and that is why the entire column is considered a float. Since there is nothing like 5.5 days we will change that" + ], + "metadata": { + "id": "AoTnSRpsSP-W" + }, + "id": "AoTnSRpsSP-W" + }, + { + "cell_type": "code", + "source": [ + "#changing the dtype to int\n", + "gpa_data[\"days_per_week_reading\"] = gpa_data[\"days_per_week_reading\"].astype(\"int64\")" + ], + "metadata": { + "id": "Bx-PhngYYLED" + }, + "id": "Bx-PhngYYLED", + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "gpa_data[\"grading_system\"].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dKwF4fVHQ_1e", + "outputId": "8adeda4e-0f00-473d-a43e-60abdb7e23cf" + }, + "id": "dKwF4fVHQ_1e", + "execution_count": 12, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "5 130\n", + "4 13\n", + "10 1\n", + "A 1\n", + "Name: grading_system, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#replace the A with the most common grading system\n", + "map = {\"A\": \"5\"}\n", + "gpa_data[\"grading_system\"] = gpa_data[\"grading_system\"].replace(map)\n", + "\n", + "#changing the dtype to int\n", + "gpa_data[\"grading_system\"] = gpa_data[\"grading_system\"].astype(\"int64\")" + ], + "metadata": { + "id": "1YAvwIllc6G8" + }, + "id": "1YAvwIllc6G8", + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data = gpa_data[\"cgpa_year_one\"].unique() # checking the column to see why it's dtype is object\n", + "data" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Yi4YKV54M2ve", + "outputId": "159c155f-0c53-42a8-ef43-b66491dd81b0" + }, + "id": "Yi4YKV54M2ve", + "execution_count": 14, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['4.83', '4.80', '3.1', '3.33', '4.6', '4.06', '4.44', '4.35',\n", + " '3.5', '3.70', '3.78', '3.91', '4.75', '4.27', '3.9', '4.89',\n", + " '2.67', '4.4', '3.8', '4.51', '3.82', '4.54', '4.73', '3.76',\n", + " '3.6', '4.74', '4.3', '3.20', '4.60', '4.10', '4.67', '4.7',\n", + " '4.57', '3.3', '2.97', '3.4', '3.97', '4.77', '3.7', '4.5', '4.92',\n", + " '4.03', '4.52', '3.87', '4.34', '3.69', '4.2', '4.21', '3.49',\n", + " '3.85', '4.30', '4.45', '4.91', '3.23', '4.23', '4.49', '4.66',\n", + " '2.23', '4.20', '4.82', '3.03', 'no idea ', '4.25', '4.81', '4.39',\n", + " '4.42', '2.2', '4.85', '4.48', '3.0', '3.31', '2.50', '3.52',\n", + " '4.50', '3.75', '4.0', '3.o', '2.6', '4.1', '4.8', '1.9', '4.264',\n", + " '3.00', '2.20', '4.79', '4.46', '3.46', ' 3.6', '4.61', '4.43',\n", + " '3.27', '4.56', '215', '3.90', '4.55', '4.33', '3.65', '3.43',\n", + " '2.56', '3.77'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In the cgpa_year_one column we can see that we have some incorrectly imputed data(\"3.o\") and also a \"no idea value\" so we have to change that." + ], + "metadata": { + "id": "hr5BJVdJRj3K" + }, + "id": "hr5BJVdJRj3K" + }, + { + "cell_type": "code", + "source": [ + "# Convert the array to a NumPy array of floats, ignoring non-numeric values\n", + "#numeric_data = [float(val) for val in data if val.replace('.', '', 1).isdigit()]\n", + "\n", + "# Calculate the mean of the numerical elements\n", + "#mean_value = np.mean(numeric_data)\n", + "#print(mean_value)\n", + "\n", + "#replacing the value for \"no idea\" with nan since using the mean of the entire column won't work in all cases\n", + "gpa_data['cgpa_year_one'] = gpa_data['cgpa_year_one'].replace(\"no idea \", np.nan)" + ], + "metadata": { + "id": "O0NmGQy3zeae" + }, + "id": "O0NmGQy3zeae", + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "mapping_1 = {\n", + " '3.o':'3.0'\n", + "}\n", + "# Replace the values\n", + "gpa_data['cgpa_year_one'] = gpa_data['cgpa_year_one'].replace(mapping_1)\n", + "\n", + "gpa_data['cgpa_year_one'].unique()\n", + "\n", + "#changing the dtype to float\n", + "gpa_data['cgpa_year_one'] = gpa_data['cgpa_year_one'].astype(\"float64\")" + ], + "metadata": { + "id": "4u5-Fj5KLxD2" + }, + "id": "4u5-Fj5KLxD2", + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "\n", + "gpa_data.info()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NfFT3wang-Rb", + "outputId": "a0f625de-d05c-4de2-81ef-7aeb01119626" + }, + "id": "NfFT3wang-Rb", + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 145 entries, 0 to 144\n", + "Data columns (total 31 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 145 non-null int64 \n", + " 1 jamb_score 145 non-null int64 \n", + " 2 english 145 non-null object \n", + " 3 maths 145 non-null object \n", + " 4 subject_3 145 non-null object \n", + " 5 subject_4 145 non-null object \n", + " 6 subject_5 145 non-null object \n", + " 7 age_in_year_one 145 non-null int64 \n", + " 8 gender 145 non-null object \n", + " 9 has_disability 145 non-null object \n", + " 10 attended_tutorials 145 non-null object \n", + " 11 extracurricular_participation 145 non-null int64 \n", + " 12 class_attendance_rating 145 non-null int64 \n", + " 13 class_participation_rating 145 non-null int64 \n", + " 14 used_extra_study_materials 145 non-null float64\n", + " 15 morning_study 145 non-null int64 \n", + " 16 afternoon_study 145 non-null int64 \n", + " 17 evening_study 145 non-null int64 \n", + " 18 late_night_study 145 non-null int64 \n", + " 19 days_per_week_reading 145 non-null int64 \n", + " 20 hours_per_day_personal_study 145 non-null float64\n", + " 21 taught_peers 145 non-null object \n", + " 22 courses_offered 145 non-null object \n", + " 23 times_fell_sick 145 non-null int64 \n", + " 24 study_mode 145 non-null object \n", + " 25 studied_original_course 145 non-null object \n", + " 26 financial_status_rating 145 non-null object \n", + " 27 teaching_style_rating 145 non-null int64 \n", + " 28 institution_type 145 non-null object \n", + " 29 cgpa_year_one 144 non-null float64\n", + " 30 grading_system 145 non-null int64 \n", + "dtypes: float64(3), int64(14), object(14)\n", + "memory usage: 35.2+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "h-wQyYGDTv4c", + "outputId": "bcaa4659-ee4f-4a7f-8432-4f37162b33bd" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Numeric Columns:\n", + "['id', 'jamb_score', 'age_in_year_one', 'extracurricular_participation', 'class_attendance_rating', 'class_participation_rating', 'used_extra_study_materials', 'morning_study', 'afternoon_study', 'evening_study', 'late_night_study', 'days_per_week_reading', 'hours_per_day_personal_study', 'times_fell_sick', 'teaching_style_rating', 'cgpa_year_one', 'grading_system']\n", + "\n", + "Categorical Columns:\n", + "['english', 'maths', 'subject_3', 'subject_4', 'subject_5', 'gender', 'has_disability', 'attended_tutorials', 'taught_peers', 'courses_offered', 'study_mode', 'studied_original_course', 'financial_status_rating', 'institution_type']\n" + ] + } + ], + "source": [ + "# Separate columns into numeric and categorical\n", + "numeric_columns = gpa_data.select_dtypes(include=[np.number]).columns.tolist()\n", + "categorical_columns = gpa_data.select_dtypes(include=[np.object]).columns.tolist()\n", + "\n", + "# Print the lists\n", + "print(\"Numeric Columns:\")\n", + "print(numeric_columns)\n", + "\n", + "print(\"\\nCategorical Columns:\")\n", + "print(categorical_columns)\n" + ], + "id": "h-wQyYGDTv4c" + }, + { + "cell_type": "code", + "source": [ + "#grading system for id 119 and the cgpa for id 133 is wrong so we have to correct it\n", + "#getting the target id\n", + "target_id = 119\n", + "target_id_2 = 133\n", + "new_cgpa = 2.15\n", + "new_grading_system = 5\n", + "\n", + "gpa_data.loc[gpa_data[\"id\"]==target_id, \"grading_system\"] = new_grading_system\n", + "gpa_data.loc[gpa_data[\"id\"]==target_id_2, \"cgpa_year_one\"] = new_cgpa" + ], + "metadata": { + "id": "X08BXl4qF5PF" + }, + "id": "X08BXl4qF5PF", + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "\n", + "# Create GPA_normalised and drop unnecessary columns\n", + "gpa_data['GPA_normalised'] = gpa_data['cgpa_year_one'] / gpa_data['grading_system']\n", + "gpa_data.drop(['grading_system', 'cgpa_year_one'], axis=1, inplace=True)\n", + "\n", + "\n", + "# Print the DataFrame after engineering\n", + "gpa_data\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 635 + }, + "id": "2riXhPwerZUj", + "outputId": "b1412328-9ad7-4b9d-d96f-ddf4cbe5a515" + }, + "id": "2riXhPwerZUj", + "execution_count": 20, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " id jamb_score english maths subject_3 subject_4 subject_5 \\\n", + "0 2 300 B A A B B \n", + "1 3 313 B A A A B \n", + "2 4 249 C B B B C \n", + "3 5 213 C B B C B \n", + "4 6 345 C A A A A \n", + ".. ... ... ... ... ... ... ... \n", + "140 142 279 C A A B B \n", + "141 143 261 B A A C B \n", + "142 144 289 C B B B B \n", + "143 145 267 B A A B A \n", + "144 146 282 B A B B B \n", + "\n", + " age_in_year_one gender has_disability attended_tutorials \\\n", + "0 16 Male No Yes \n", + "1 17 Male No No \n", + "2 22 Male No No \n", + "3 17 Female No No \n", + "4 18 Male No Yes \n", + ".. ... ... ... ... \n", + "140 17 Male No No \n", + "141 15 Male No No \n", + "142 17 Male No No \n", + "143 17 Female No No \n", + "144 17 Male No No \n", + "\n", + " extracurricular_participation class_attendance_rating \\\n", + "0 7 10 \n", + "1 1 10 \n", + "2 2 5 \n", + "3 3 5 \n", + "4 6 4 \n", + ".. ... ... \n", + "140 3 10 \n", + "141 6 9 \n", + "142 1 2 \n", + "143 6 8 \n", + "144 1 6 \n", + "\n", + " class_participation_rating used_extra_study_materials morning_study \\\n", + "0 10 7.0 3 \n", + "1 9 7.0 3 \n", + "2 2 7.0 3 \n", + "3 5 7.0 3 \n", + "4 3 7.0 3 \n", + ".. ... ... ... \n", + "140 10 10.0 5 \n", + "141 8 2.0 5 \n", + "142 1 2.0 3 \n", + "143 9 10.0 5 \n", + "144 2 3.0 2 \n", + "\n", + " afternoon_study evening_study late_night_study days_per_week_reading \\\n", + "0 5 5 1 6 \n", + "1 2 5 4 7 \n", + "2 1 4 4 4 \n", + "3 1 1 1 2 \n", + "4 3 4 5 3 \n", + ".. ... ... ... ... \n", + "140 4 3 4 0 \n", + "141 3 3 2 3 \n", + "142 2 3 1 3 \n", + "143 1 2 5 5 \n", + "144 2 3 5 2 \n", + "\n", + " hours_per_day_personal_study taught_peers \\\n", + "0 6.0 Yes, but just a few times \n", + "1 10.0 Yes, but just a few times \n", + "2 8.0 No, I studied alone \n", + "3 2.0 No, I studied alone \n", + "4 3.0 Yes, but just a few times \n", + ".. ... ... \n", + "140 0.5 No, I studied alone \n", + "141 4.0 Yes, but just a few times \n", + "142 2.0 No, I didn't interact with my peers \n", + "143 2.0 Yes, but just a few times \n", + "144 2.0 No, I studied alone \n", + "\n", + " courses_offered times_fell_sick study_mode studied_original_course \\\n", + "0 16 to 20 2 Full Time Yes \n", + "1 13 to 16 1 Full Time Yes \n", + "2 5 to 8 6 Full Time No \n", + "3 16 to 20 0 Full Time No \n", + "4 0 to 4 2 Full Time Yes \n", + ".. ... ... ... ... \n", + "140 9 to 12 0 Part Time Yes \n", + "141 9 to 12 2 Full Time Yes \n", + "142 9 to 12 1 Full Time Yes \n", + "143 9 to 12 1 Full Time Yes \n", + "144 16 to 20 1 Full Time Yes \n", + "\n", + " financial_status_rating teaching_style_rating institution_type \\\n", + "0 0 to 5k 6 Public (Federal) \n", + "1 0 to 5k 6 Public (Federal) \n", + "2 0 to 5k 2 Public (Federal) \n", + "3 0 to 5k 1 Public (State) \n", + "4 0 to 5k 5 Public (Federal) \n", + ".. ... ... ... \n", + "140 21 to 30k 6 Public (Federal) \n", + "141 6 to 10k 4 Public (Federal) \n", + "142 11 to 20k 5 Public (Federal) \n", + "143 11 to 20k 5 Public (Federal) \n", + "144 11 to 20k 4 Public (Federal) \n", + "\n", + " GPA_normalised \n", + "0 0.966 \n", + "1 0.960 \n", + "2 0.620 \n", + "3 0.666 \n", + "4 0.920 \n", + ".. ... \n", + "140 0.512 \n", + "141 0.760 \n", + "142 0.754 \n", + "143 0.910 \n", + "144 0.954 \n", + "\n", + "[145 rows x 30 columns]" + ], + "text/html": [ + "\n", + "
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idjamb_scoreenglishmathssubject_3subject_4subject_5age_in_year_onegenderhas_disabilityattended_tutorialsextracurricular_participationclass_attendance_ratingclass_participation_ratingused_extra_study_materialsmorning_studyafternoon_studyevening_studylate_night_studydays_per_week_readinghours_per_day_personal_studytaught_peerscourses_offeredtimes_fell_sickstudy_modestudied_original_coursefinancial_status_ratingteaching_style_ratinginstitution_typeGPA_normalised
02300BAABB16MaleNoYes710107.0355166.0Yes, but just a few times16 to 202Full TimeYes0 to 5k6Public (Federal)0.966
13313BAAAB17MaleNoNo11097.03254710.0Yes, but just a few times13 to 161Full TimeYes0 to 5k6Public (Federal)0.960
24249CBBBC22MaleNoNo2527.0314448.0No, I studied alone5 to 86Full TimeNo0 to 5k2Public (Federal)0.620
35213CBBCB17FemaleNoNo3557.0311122.0No, I studied alone16 to 200Full TimeNo0 to 5k1Public (State)0.666
46345CAAAA18MaleNoYes6437.0334533.0Yes, but just a few times0 to 42Full TimeYes0 to 5k5Public (Federal)0.920
.............................................................................................
140142279CAABB17MaleNoNo3101010.0543400.5No, I studied alone9 to 120Part TimeYes21 to 30k6Public (Federal)0.512
141143261BAACB15MaleNoNo6982.0533234.0Yes, but just a few times9 to 122Full TimeYes6 to 10k4Public (Federal)0.760
142144289CBBBB17MaleNoNo1212.0323132.0No, I didn't interact with my peers9 to 121Full TimeYes11 to 20k5Public (Federal)0.754
143145267BAABA17FemaleNoNo68910.0512552.0Yes, but just a few times9 to 121Full TimeYes11 to 20k5Public (Federal)0.910
144146282BABBB17MaleNoNo1623.0223522.0No, I studied alone16 to 201Full TimeYes11 to 20k4Public (Federal)0.954
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idjamb_scoreage_in_year_oneextracurricular_participationclass_attendance_ratingclass_participation_ratingused_extra_study_materialsmorning_studyafternoon_studyevening_studylate_night_studydays_per_week_readinghours_per_day_personal_studytimes_fell_sickteaching_style_ratingGPA_normalised
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mean74.000000263.23448317.7448284.1310347.2482766.6206906.8275862.9724142.5103453.0551723.0965524.0206904.7327591.4689664.5241380.812342
std42.00198438.2393801.7311662.4699732.6154752.7840542.6016681.4951071.2478721.3477311.5693421.8084253.7550491.8486301.9758360.135647
min2.000000180.00000014.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000000.0000000.0000000.0000001.0000000.369000
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50%74.000000263.00000017.0000004.0000008.0000007.0000007.0000003.0000002.0000003.0000003.0000004.0000004.0000001.0000005.0000000.848000
75%110.000000292.00000018.0000006.0000009.0000009.0000009.0000004.0000003.0000004.0000005.0000005.0000006.0000002.0000006.0000000.915500
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Data Visualization" + ], + "metadata": { + "id": "hGCzehkM1Ztd" + }, + "id": "hGCzehkM1Ztd" + }, + { + "cell_type": "markdown", + "source": [ + "#### Univariate Analysis" + ], + "metadata": { + "id": "OyvJItMj1c4p" + }, + "id": "OyvJItMj1c4p" + }, + { + "cell_type": "code", + "source": [ + "#plotting our target variable\n", + "sns.histplot(gpa_data, x=\"GPA_normalised\", kde= True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "v5BcjivC1mBr", + "outputId": "bfe3bfa3-a39b-4a24-d1c9-2b470cce02e7" + }, + "id": "v5BcjivC1mBr", + "execution_count": 23, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 23 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#plotting our gender distribution\n", + "gender = dict(gpa_data[\"gender\"].value_counts())\n", + "palette = sns.color_palette(\"icefire\")\n", + "plt.pie(gender.values(), labels = gender.keys(), autopct = \"%.0f%%\", colors =palette)\n", + "plt.title(\"Gender Distribution\")\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "id": "BZ6PlwMWHy7G", + "outputId": "6c687521-0ee0-4791-a4ac-a2ae25e20a9f" + }, + "id": "BZ6PlwMWHy7G", + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "#plotting our gender distribution\n", + "disability = dict(gpa_data[\"has_disability\"].value_counts())\n", + "palette = sns.color_palette(\"pastel\")\n", + "plt.pie(disability.values(), labels = disability.keys(), autopct = \"%.0f%%\", colors =palette)\n", + "plt.title(\"Disablity Distribution\")\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "id": "f--vuBEkKTeG", + "outputId": "4184bbbc-bf3a-49c2-8d5c-b1889f5a381b" + }, + "id": "f--vuBEkKTeG", + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "age = gpa_data[\"age_in_year_one\"].value_counts().to_frame().reset_index()\n", + "plt.figure(figsize = (15,6))\n", + "sns.barplot(x= age[\"index\"], y= age[\"age_in_year_one\"], palette = \"rocket\")\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Count\")\n", + "plt.title(\"Age Distribution\")\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 433 + }, + "id": "OY0CusquKuJ2", + "outputId": "87cff9f4-2a65-41df-ec30-946ec6ef193c" + }, + "id": "OY0CusquKuJ2", + "execution_count": 26, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Bivariate Analysis" + ], + "metadata": { + "id": "cgi1WHeHM344" + }, + "id": "cgi1WHeHM344" + }, + { + "cell_type": "code", + "source": [ + "#gpa_normalised by age\n", + "sns.relplot(data=gpa_data, x=\"age_in_year_one\", y=\"GPA_normalised\")\n", + "plt.title(\"GPA vs Age\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 546 + }, + "id": "af3b3E3FM-VZ", + "outputId": "51aa8e2b-1915-4d62-8622-fa8e3a26cdd7" + }, + "id": "af3b3E3FM-VZ", + "execution_count": 27, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'GPA vs Age')" + ] + }, + "metadata": {}, + "execution_count": 27 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#GPA by teaching\n", + "sns.regplot(data=gpa_data, x=\"teaching_style_rating\", y=\"GPA_normalised\")\n", + "plt.title(\"GPA vs Teaching Rate\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 489 + }, + "id": "fJOdva2jODtF", + "outputId": "b3fd490b-deae-41c9-b29c-2250941d6c27" + }, + "id": "fJOdva2jODtF", + "execution_count": 28, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'GPA vs Teaching Rate')" + ] + }, + "metadata": {}, + "execution_count": 28 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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pLrvsMpGXlyeEOHaF4trta2gq+IwZM+rctkePHmLKlClR21asWCFOOeUU4XA4RE5OjnjhhRfEHXfcIVwu13H/XvVVKNbl5eUJRVHCj3fkyBExdepUkZaWJhISEsSECRPEtm3b6m3T4sWLRe/evYWiKHWmha9cuVJMmDBBJCcnC5fLJXJycsR1110nvvvuu+O2lyjWJCHasX+WiIjCLr74YmzZsiU8Q4mIWgdzboiI2kFVVVXU7zt37sQnn3zCldCJ2gB7boiI2kFWVhauu+469O7dG3v27MHChQvh8/mwYcMGnHjiibFuHpGlMKGYiKgdnHvuufh//+//oaCgAE6nE6NGjcLcuXMZ2BC1AfbcEBERkaUw54aIiIgshcENERERWUqHy7nRNA0HDx5EYmJig+XHiYiIyFiEECgvL0d2dvZxF+ntcMHNwYMH0b1791g3g4iIiJph3759x63g3uGCm8TERAChP05SUlKMW0NERESN4fF40L179/B5/Fg6XHCjD0UlJSUxuCEiIjKZxqSUMKGYiIiILCWmwc2aNWswceJEZGdnQ5IkvP/++8e9zapVqzBs2DA4nU706dMHr7zySpu3k4iIiMwjpsFNZWUlhgwZggULFjRq/927d+OCCy7AWWedhY0bN+K2227DDTfcgM8++6yNW0pERERmEdOcm/POOw/nnXdeo/dftGgRevXqhSeeeAIA0L9/f3z11Vf4xz/+gQkTJrRVM4mIiMhETJVzs27dOowfPz5q24QJE7Bu3boGb+Pz+eDxeKIuREREZF2mCm4KCgqQkZERtS0jIwMejwdVVVX13mbevHlITk4OX1jjhoiIyNpMFdw0x6xZs1BWVha+7Nu3L9ZNIiIiojZkqjo3mZmZKCwsjNpWWFiIpKQkxMXF1Xsbp9MJp9PZHs0jIiIiAzBVz82oUaOwYsWKqG3Lly/HqFGjYtQiIiIiMpqYBjcVFRXYuHEjNm7cCCA01Xvjxo3Yu3cvgNCQ0uTJk8P7/+lPf8KuXbvwl7/8Bdu2bcOzzz6Lt956C7fffnssmk/U5jRNYNP+MqzecQib9pdB00Ssm0REZHgxHZb67rvvcNZZZ4V/nzlzJgBgypQpeOWVV5Cfnx8OdACgV69e+Pjjj3H77bfjqaeeQrdu3fDCCy8YYhq4pglsOehBidePVLcDA7KTIMtcdZyab21uMRauzkNeUQUCqoBdkZCTnoDpY3Mwuk9arJtHRGRYkhCiQ30V9Hg8SE5ORllZWautLcWTELW2tbnFuPu9TajwBdHJ7YBDkeFXNRzxBpDgVDD3kkF8bRFRh9KU87epcm6MSD8Jbc33IN5pQ3qiE/FOG7bml+Pu9zZhbW5xrJvYJMGghvd+OIBnvtyJ9344gGBQi3WTOhxNE1i4Og8VviAyk1xw2RXIsgSXXUFmkhMVPhULV+dxiIqIqAGmmi1lNLVPQvpKpS5ZQWaSjAKPDwtX5+G03p1NMUS1eE0eFqzKQ3lVABpCke/sj7ZgxrgcTDszJ9bN6zC2HPQgr6gCndyOOqvfSpKEFLcdeUUV2HLQg0HdkmPUSiIi42LPTQs05SRkdIvX5OHRZdtR5g1AliU4FAmyLKHMG8Cjy7Zj8Zq8WDexwyjx+hFQBRxK/W9PpyIjoAmUeP3t3DIiInNgcNMCVjkJBYMaFqzKg6oJOGwSbLIMWZJhk2U4bBJUTWDBqjwOUbWTVLcDdkWCX63/7+1TNdhlCaluRzu3jIjIHBjctIBVTkIf/pSP8qoAbIoEWYp+SciSDJsiobwqgA9/yo9RCzuWAdlJyElPwBFvALXz/YUQKPUGkJOegAHZrZMQ3x44pZ2I2hNzblpAPwltzS9HZpIcNTSln4T6ZyUa/iR0oNQLDYCtgbQgWQLUmv2o7cmyhOljc3D3e5tQ4PEhxW2HU5HhUzWU1syWmj42xxR5XABnExJR+2PPTQvoJ6EEp4ICjw9VARWaJlAVUFHg8ZnmJNQ1xQ0ZQENfpjUBSDX7UfsY3ScNcy8ZhP5ZifD6giiq8MHrC6J/VqKppoFbbTYhEZkD69y0gqhvppqAXTbXN9NgUMPwuV+gzBuAwxY9NKUJDf6gQLLbju/uHg+bjfFwe/L7VSxaswt7SirRIzUefzqzNxwOJdbNahRNE5jy8npszfcgI8kJX0AgqGmwyTKcdgmFHj/6ZyXi1akjDP8FQMdindRW+No6vqacvzks1QpG90nDab07m/aFabPJmDEuB48u2w5/UMCmaJClUI9NUBVQZAkzxuUwsGln9U3Nf2ntbtNMzddnEzptCvYcroIvqEIIQJIAp01Bcpy5prSvzS3Gs6tysa2gHIGggN0moV9mIm4c18cUX2LIuDh02/oY3LQSWZZM8QHdEP1k+czKXJRXBRFEaCgqKc6Gm87qY4qTqZXoU/NVTcCmSLDVBJv61HwAhn9OSrx+VPpVeH1BCACKLEGSASGA6oAKX0CF22kz/GxCIHTyuf2tjSip9CPc1+0Hvtldgp1FG/GPy4ea7iTEngJjaKgauT50a6ZhaCNhcNNKrPBBMSA7GQOzk7El34NAUIPdJmNAVhIGZJs3aDOj2lPz9WFCWQJkKTRMuGBVHqaO7mXo3rSUODuqAyo0EQrQAEDTQj03ihzqFawOqEiJs8e4pcemaQLzPt2KQ+U+SBIgSxIgAEiAJgQOlfsw79Ot+GDG6aZ5z7OnwBisVgjWSBjctAIrfFBEfnvokuAMf3vYXlhhym8PZg42jz81XwtPzb9kWNcYtbJxhAhdAkGB0H+hHkEp4nqj23SgDNsLKgCEgjMt4jiAULC2vaACmw6UYUj3lFg1s9HYU2AcrEbedhjctJAVPiis9u3B7MGmVabml1YFYJcl+NXo7aLmAgB2RUJpVaC9m9YkG/aVIqBq4TZHBWeoCd40DRv2lRo+uLHae93sGlMItswEhWCNyLh92iZglQUOrbSMhBWmHkdOzRdCQBMCqhb6N/S7Oabmp8TZEdAEZCk6INB/liUgoArDD0sJIaICm0iRPVBmmHga+V4HgCq/ivLqAKpqIlAzvdetwCqFYI2IwU0LWCUosMoyElYJNicOzkJinB0BVcAX1OAPavCroX99QQ0BVSAxzo6Jg7Ni3dTjkmoCG6ddhsMmw6GE/nXa5VCQY4LOgSTX0eBL1HOpbz+j0t/r/qCGXw5XYk9JJfYfqcKekkr8crgSgaBmive6VVixGrlRMLhpAasEBVb59mCVYNNmk3HBwEwA0SfQyJ8vGJhp6GRiIDQs5bIrkCUJATXU8wSEknADqoAshQJPow9LpSY4cLwRGlkK7Wd0qW4HNKHhYFkVqgIaZEmCTZYgSxKqAqHtmqYZ/r0eycxLe1ilEKwRMeemBSKDApdct7CaWYICqywjYZXxa00T2HukCvEOJfRhF/FZLUtAnF3B3iNV0DRh6A+9VLcD8Q4FNllCqTeAgHY0PFMkCUluO5w22fDvj1S3A7IkhYOz+siS8d/nANA/MxFqTf2q0Ey80OtHAmCTBfxBAVWE9jMDs+fXAUerkevHUVZTCLZ/VqKpjsNoGNy0gFWCAqusZWSVYFPvgcpOiYPTJqO0KoCAqsGuyKHp1UHNFDMoBmQnoXOCA5sPeFA7LFCFQEmlHwO7Jhn+/QGEavRoNclOtYNNiND1ZrC1oByKJEGRJagaAFlAkkI5Q6oWOg5FkrC1oNzQry3AGpM5dGYvBGtExu7XNjgrdSlaYS2jyPFrTWhRyZKa0Ewzfh3ZAyVJEjq5HUhPdIWH28wy3AkAFTUF/Oojaq43On14TZElSAjN8NIvEkIBgRmG14DQa0uWJHTtFAeXXYEmBII1Q4Yuu4KuneIgy5LhX1tWya+LpBeCHXtSFwzqlmyK84aRseemhazUpWj2bw96sHn7Wxuxo7AiNMulpty/JEnoHO8wRbBplR6oTQfKcLC0OvQNqqZ3IFznpqbH42BpteHrw+jDawlOG8qqAlHLSMQ5bEiOs0MIYfjnAzj62nIoMnqmuVHt18LrfbkcMqoDGuyy8XNuWB+GjofBTSswe1AQyezLSESTombjmOU7nFWGOzfuDdWHCRUjlMI1YfQZVKHEYg0b9xq7Pkzk89Gjc1yDC4Aa/fkAar+2nIhzKABCAbSZXltWya+jtsNhqVbCLsXY07uqVU3gpPQE9Owcj26d4tCzczxOSk+AqsEUXdXRw53VKPX6UVblR6nXjwJPtWmGO0XtwjaRIrYJYx9G1PNR6PEDEhDvsAESUOjxm+b5AKwzlG6VGZ7UdhjckGVEdlXLsow4h4JElx1xDgWyLJtmKjgQ6g28euQJCGoCB0ursP9IFQ6WViGoCVw98gRTDHee0j0FNllGUBXwBWrV6wloCKoCNlnGKQbutdFZISdNZ4Vjicqv02rl12nmya+jtsNhKbIMK3VVr80txpJv9kKRgOyUuPBUZK9fxZJv9mJAdrLhT0KDuiajaycXdhdHLxMRrtsjgK6dXBjU1RzDoFYafjb7sUTl1xVVRK1RJklAqkny66jtMLghy7BKIm7tmSC+YCjHw6koSHLZUFjuN836PwlOG2pyh+uQaq43EyvlpFnpWICjkwfqjoFSR8RhKbIMq5Qy14fXnDYZe0q8USXy95R44bBJphhe23LQg8MVfmSnxCHOJoU/bGQAcTYJ2SlxOFzhN/xxkPFE5ddlJKBn5wR0T3WjZ+cEnJRhnvw6ajsMbsgyrJIsWeL1o9Kn4lC5r94S+cXlPlT6VcMPr+nDhAFVg08V0FM/NQC+mu1mqddDxhKVXyfVyq+TzJVfR22DwQ1ZihWSJVPi7KgKqFBraibJkgRJCv1rlyWomkCVXzX8atqpbgd8wSCKyn2o/QVaE0BRuQ++QNDww4RkPFZZ14/ajrkGvIkawezJkkDEatn1TaGGOVbT7pueAK//6FTdqJpDNcGO16+hb3pCO7eMzM4q+XXUdthzQ5Zk5rpDkatp66XxBUS4VL5ZVtP+eHNB9GKTota/CBXy+3hzQbu2i8zPKvl11HYY3BAZjF7uP71mzZza6/+kJ7kQ71AM/630QKkXAqgZWgtt089DshTaru9H1BRWya+jtsNhKSKDsUq5/64p7vC6Ug5Fhqodna6r1OQOSSK0H1FTWWldP2p9DG4oiqYJU+eqWIH+rfTu9zah0ONHituOeIcNPlUzVbn/iYOzMPujLSj1BhBURVStG/33FLcdEwdnxaqJTWal94cVjsUK+XXUNhjcUNja3OLwt6CAKmBXJOSkJ/BbUAxY4VupzSbjgoGZWLJ+X50ifvrvFwzMhM1mjtFxK70/rHQs1ipGSK1FErWzsSzO4/EgOTkZZWVlSEoydrd+e1qbW4y739uECl8QndwOOBQZflXDEW8ACU7FNNOorcbM3641TeDs+avqLL8QqVeaGytmjjP8MVnp/WGlY6GOpSnnb3N8ZaI2Vbvcv8uuQJZDM3Iyk5yo8Kmmq/apaQKb9pdh9Y5D2LS/zFRtj2TmWV8/7SvFL4ePnSz8y2EvftpX2j4NaiYrvT+sdCxEx8JhKYqq9inVKqAiSVJUtU8zdP9aqcvdzD03n24pCM+Oqq8ujxChy6dbCjC0R6f2bVwTWOn9YaVjIToWBjdkudW06+ty35pfjrvf22SqLnezB2mV/mD452MNfkfuZ0RWen9Y6ViIjoXDUhRV7bM+Zqn2aaUudz1I25rvQbzThvREJ+KdtnCQtja3ONZNPK5TujeuN6ax+8VK5PtDILT0RXl1AFV+FQLCNO8PwDrvdaLjYXBDlqn22ZQudyOzSpB20ZBs2JVjD6HZFQkXDclupxY1j/7+KCqvxu5DlVGrtO8+VIlD5dWmeH8A1nmvEx0PgxuyTLVPqyymFxmkQUJUTwEkmCZIA0LF+lpyvRHIsoQzT0xDpU+F168CAPSXmNevotKn4swT0wz//gCs816PZJXJA9S6mHNDAKxRV8Uqi+npQZpf1ZBfVg1fUA1X9nXaFHROcJgiSPvwp3wEghpkCXVWBQdCSzAEgho+/Ckflwzr2v4NbCRNE1izsxhuhwJVCz0vqhZ6PtwOBYosY83OYlx/em9TBAVWeK/rzJ6XRm2HwQ2Fmb3aZ+SyBZlJctTQlN7lboZlC1LdDmhC4MCRKgCh3g1JDiXlVgdUHDhSheQ4u+GDtAOlXmgAHIoEqWYRUIHQwuY2RYIQAgFVGH5tKb0nLSPJBadNRnVACy+H4bLLqA5qppthNLpPGkb0TMWHP+XjQKkXXVPcmDg4yzQFFQFrTR6g1sfghqKYudpn5LIFBR4fUtx2OBUZPlVDaU2BMjN0uffPTIQqBFRNwGGTQquCa/qaTIA/KKAKgf6ZibFu6jHpa0upWs3K5gLh4EYTArIU+tnoa0tZcYbR2txiPPPlTvx0wIOAqsGuyPj3d3tx069PNEVAUDsvTf8i45IVZCbJKPD4sHB1Hk7r3dnw73dqG4YI0xcsWICePXvC5XJh5MiRWL9+fYP7BgIBzJkzBzk5OXC5XBgyZAiWLVvWjq2tH8d9jUHvcu+flQivL4iiCh+8viD6ZyWa5pvc1oJyKFIomPEFQ70bQS30ry8oQkGOFNrPyCYOzkKcQ0FQOzospXemaQIIakCcQzH82lL6cGdplR+/HI5OKP7lcCWOVPlNMdypW5tbjP977Tus3VWCCl8QvqCGCl8Qa3eVhLabYCaeVSYPUNuJec/Nm2++iZkzZ2LRokUYOXIknnzySUyYMAHbt29Henp6nf3vvfdevP7661i8eDH69euHzz77DJdccgnWrl2LU045JQZHwHFfozH78FqJ14/qgFZvngoQCgyqA5rhewpkWUKXRCcqfKFhJxH+31FdEp2Gf14GZCehc4IDWw56IEmATZYhSaFDqQqEkowHZCcZfrgTCH0Jm/nWRlT41Hqvr/CpmPnWRqy962xDPy+RvWlCiDpDhWbsTaPWFfOem/nz52PatGmYOnUqTj75ZCxatAhutxsvvfRSvfu/9tpruPvuu3H++eejd+/emD59Os4//3w88cQT7dzyECvUI7EiMy9bkOSyhWflNMTrV5Hkivl3k2PactADX0BDWrwdtWeEKxLQOd4OX0Az17drPTiTav1uEhv2HUGBx3fMfQo8PmzYd6SdWtQ8VutNo9YX0+DG7/fj+++/x/jx48PbZFnG+PHjsW7dunpv4/P54HK5orbFxcXhq6++anB/j8cTdWktVqlHQsay61Bl1DlUkiIuNdtFzX5Gpn+7zkiKQ7/MRHRLiUNGohPdUkK/ZybFmWLW15aDHhyu8CMrOQ4uuwJV0+APalA1DS67gqzkOByu8JsiSFuybm+r7hcrem9aflk1qgIqZEmCTZYgS1JoWntZNTonOEzRm0ZtI6bBTXFxMVRVRUZGRtT2jIwMFBQU1HubCRMmYP78+di5cyc0TcPy5cvx7rvvIj8/v979582bh+Tk5PCle/furdZ+jvsal5lzoPLLqqI7BsTRS2TQk19WFYPWNV7k1HxJCgX9cQ4FLrsCSZJMNzXfpmdAQ6p5fkK/22TJFEEaAJRWB1p1P0MweW8atQ1j92vX46mnnsK0adPQr18/SJKEnJwcTJ06tcFhrFmzZmHmzJnh3z0eT6sFOFacRWEFZs+B6priDs0kqqkPEznLSJZCFyGMP8tIn5r/476yUG+HqoXr9TgUGYosY0j3ZMN/uw5NzddwsMwPTYSCGQkSBEK5TwfLqpDkshk+SAOAwd2S8eW2okbtZ2SRvWllVYFQLaiaGYVxDhuS4+zh3jSzzv6klolpz01aWhoURUFhYWHU9sLCQmRmZtZ7my5duuD9999HZWUl9uzZg23btiEhIQG9e/eud3+n04mkpKSoS2vhOi3GY4UcqImDs5AYZ4eqhZYncNhkOBQZDpsMuyJB1YDEOLvhZxnplX29/mC9lX29/qApKvuGpuYDQVXAJgOyFKrbExoKCW1XBQw/NR8Abjwzp07+U22KFNrPyPQvlilxdvToHIeMRBc6xzuQkehCj85xSImzm6Y3jdpGTIMbh8OBU089FStWrAhv0zQNK1aswKhRo455W5fLha5duyIYDOKdd97BRRdd1NbNrYPrtBiLVXKgbDYZM8blQJGlUE0bTYMQoibXQ0CRJcwYl2P4gmt6Zd94pwK3I1QxWv8e4HYoiHcqWLOz2PDPR2hqvgRFDgWWmhAQCNXuUbVQkUVFkgw/NR8AHA4F4/p2OeY+4/p2gcNRt8K3kUQmFO857EVheTUOV/pRWF6NPYe9TCim2M+WmjlzJhYvXoxXX30VW7duxfTp01FZWYmpU6cCACZPnoxZs2aF9//mm2/w7rvvYteuXfjvf/+Lc889F5qm4S9/+Uu7t92K67SYmZVyoKadmYNJw7tBkSUENSCgCQRrTqSThnfDNIN/swaOPh/piS706hKPHqnx6NYpDj1S49GrSzy6JLpM8XyUeP2QJQldO4USijUhEFRDwY3LrqBrpzjIsmSKXgJNE/CrAs4Gum+cigy/KgwfcDKhOPY0TaA6oKLCF0Sp149D5T7kl1VhX4kX+0piX3U85jk3kyZNwqFDh3D//fejoKAAQ4cOxbJly8JJxnv37oUsH43Bqqurce+992LXrl1ISEjA+eefj9deew0pKSkxab+V1mkxOyvlQK3NLcbXeYeRHGeDTZZrKvpKCGoavs47jLW5xYZ/bUU+HxIkxDkUAEd7BMzyfOi9BA5FRs80N6r9ETVVHKHlGOyyZopeAj3gPKFzPOwyUFwRgF/V4FBkpCXY4ddguqUkohKKBZhQ3IqCqoaAKhDQNARVEfpdC/2rHiMAtjfwGdyeYh7cAMBNN92Em266qd7rVq1aFfX72LFj8fPPP7dDqxrP7EXjImmaMO1xWGXhzMjhtazkuDprZJmltHzk8+GU5TpBgVmej+g1y5xRQZqZ1iwDogNOWZaQkRz9PnFKwhQBJxOKW4cQoYVgQ4HL0SAmoGoIaqJOuoWZGCK4sQIzr8mkM/sso8iTUEaiBF9QhE+mTptkmpNQU4bXjPya05+Pn/aXIlizynnkbCmbImFwtxTDPx9WWbMMsM4XAD1IS090oFO8vU7gLDSgqMJn+CCtPQRrApVATRATGcAcq/fF7BjcEABrrLCrn4Ruf2sjdhRVIPJLhyQBqfEOU5yErDK8ps+WWpd3GKomYFMkKHJoervXr0Kpud7ozwdgneHn6F4ouU6voFm+ANQO0moPeVarqimCtOZSNRFekFarWWQ3fBECmgZL9L60BIMbsvAKuyLcU3C0wpfxWeXbtT5byu1QoGqhnhu1ZujA7VCgyDLW7CzG9af3NsXrygrDz1bphbJKkHY8QugL5qrwBzX4gqHq2FoHDViagsENWWYYRA/SVE3gpIwE+AIRw1J2CYUevymCNKt8cOuvq4wkF5w2uc7ihtVBzRSvq0hWGH62Qi+UVYI0nRACQS2U9+IPavCpoWAmoHbcnpeWYnBDlhkGiQzSZElGnAOI7Ko2S5BmlQ/uqNlSknlnS1nR6D5pGNEzFR/+lI8DpV50TXFj4uAsw9dOimSmIE3Vjua4BGuGj4La0UTeoFZ/IVhqPgY3ZJlhEKsEaYC5PrgbEjVbSqrbc2OW11UkM88mjFTf5IF3N+w3zWtLZ4ShQk0LJemGApijgYuq6YELe19igcENWWYYxCpBms4IH9wtYZW1pXRrc4vx7KpcbCsoRyAoYLdJ6JeZiBvH9TFVQGCFyQOR2muoMKiGXsOBYCh/TJ99xF4XY2JwQ5YZBrFKkBbJzDkex58tpZlmttTa3GLc/tZGlFT6j87C8wPf7C7BzqKN+MflQ00REFh38kDr0QvX+YOhYCYU0DCJ12zMM8BKbUofBumflQivL4iiCh+8viD6ZyWa5pscl8MwFqusLaVpAvM+3YpD5T5oIrS2l00OrTWlCYFD5T7M+3Sr4Y8DsNYSJS0RVDVUB1SUVwdQUulHkaca+4948UtxJfaWeJFfVoXDlT6UVwfgC6gMbEyIPTcUZvZhEMAauSpWEbm2lNNet0JxdcAcs6U2HSjD9oIKSADs8tEeQf33gKphe0EFNh0ow5DuKbFs6nFZKS/tePRho1AF3lDNF3+wY9d+6UgY3LQSqyQamnkYRGeFIM0KrLK21IZ9paGgTJEAqWZV8JrcIUkCFEVCUNWwYV+p4YMbq+WlAdHDSD5VDa2FxGGkDo/BTSsw+7IFVmSFIM3srHIilWrOkZomEKwJbARCPTeSBOgxs2SCc6kZ89L0GjD6NOrwYo4qC9pRwxjctJDVZh4QtRYznkjrM/SEFCiyhIAaOonqQQ1EKDlaE4BdkTD0hJRYNrNRjDR5QAhRq+7L0WnUmobwdGorr39EbYfBTQtEzjzISHTCFxSo9Adhk2VkJDpQWG6OirhkXGYe7jTSibQlBmQlwWmTEVDVoxtrnW+dNhkDsowdpOnaOi+tdk+LqkXXfom8ELUVBjctoCdMOm0y9pR44QserePhtMlIijNHRVwyJisMd1ohwXtrQTmcNhlVgdDJufYpWZElOG0ythaUm+Z93py8NK0mWNH04KWmxouq98CoRxdzJIo1BjctUOL1o9KnoioQhCoEZEkKL89YFQitDRLnsBk+YZKMx0rDnWYv9V/i9UOWZHRLiUNxha/mS4yAJIWCmrQEJ7wB1XTv8/ry0sL5LFqotos+w4hBC5kNg5sWSImzoyqg1kwtBDSIcKIhAAhJoMqvIiXOHstmkslYrdCa2Uv964nRDpuMXmnx9S4Aalc1wydG6/Rp0fpU6UBNobqgygCGrIPBTQsJCOhDxxIiAhugZlaFuT4sgkHNtN+wrSKy0BoAVPnVqJOpWRYABazRAxWdGO2MmtJutMTohhZo5DpH1NEwuGmBI5Gl2HU1syh0QoT2M4PFa/KwYFUeyqsC0BAqXz37oy2YMS4H087MiXXzOgy9Pow/qCG/rKpOLlfneCcCJqgPY5UeKKMkRusLNEauJF17thEDF6IQBjctcMQbgBACtpr1ckTNRUKo9oUshb7ZHfEGYt3U41q8Jg+PLtseXgPIJoWOqcwbwKPLtgOAqQIcM88ySnU7oAkNB8v80ARgkyVIUihmrgpoOFhWhSSXzfDDIE0p9W/0Hqj2mGGkaiKcnBtQRZ3hIw4ZETUeg5sWSIm3Q65ZX8auhAal9G/YQOiblCxLSIk3ds5NMKhhwao8qJqAwyZBlkLDUKEATYM/KLBgVR6mju5liiEqs6/e3D8zEaoAgmro+QBCgaYkATYZ8AcFVBHaz8giKxQLiDrLL5ilQrGupZWv60vW1YeQOC2aqHUxuGmBtHgnklw2eKqDCGqhE49c8w07qAGyJCHJZUNavDPWTT2mD3/KR3lVADblaGCjkyUZNkVDeVUAH/6Uj0uGdY1RKxvHCqs3by0ohyJJkKVQIBOZt6X3CiqSZPipx3oibmlVAGVVAfiCasTwmoLkOLspKhRHaqjydVT9FnF0mjTXMyKKDQY3LTAgOwknZyfjx31lULXQjAP9w9tlk6HIMk7OTjZEouGxHCj1QgNga+ALqCwBas1+Rha5enOol0MOp0AFNS28evMHM0439BBVideP4HG+yQdN0OMxIDsJnRMc2HLQAwmATZEhyaGh2yp/EF5/EAOykwz5/ohKxNUENE2v4RJaW0oTR4OZ0JA0AxciI2Fw0wKRiYbl1UF0indAkSSoIjQFPNFlM0UF1q4pbsgIDX3U11StJo+oa4q7vZvWJFZZvTklzo7qQKgartMuH83lqlmoMRDUUB0wWYmByGmE+u8xiAdql/ePLPMf1AvRCfayEJmd8RMoDE5PNDw5OwmaJuANqNA0gZOzk0wxzRUAJg7OQmKcvSZpUYu6ThOhZMbEODsmDs6KUQsbR1+9WVGkehNYFUVCUAut3mx04XOrCA1vKrIEWc8qjrzewLYc9OBwhR9ZyS7E2ZVwZVtNCMTZFWQmu3C4wo8tBz2t/ti+oIry6gBKKv0o8lRj/xEvfimuxJ7DlThwpAr5ZVU4VO7D4UofyqoCqPAFUR0ITblnYENkfuy5aQUtTTSMNZtNxoxxOXh02Xb4gwI2RYNcM1sqqAoosoQZ43IMn0wsRQQEeqZKuMejZnvUfgZVWhVAnF1BVUAgoIVm4x0dXgs9H3EOBaVVxp6FpycUpyc60cntqFP8TgigqMLX6OG1yDWL9GEhAUBooaEiVQj4gqGVohmgEHVsDG5aSUOJhmahT/PW69yoCJ1Qk91209S5GXpCCuyKjEBQAyRRU0QxehVnu002/OrNqW4H4p0KElxKTSLu0VyuOHtozTIIGD4RV08o9qsaXHYlqvgdAFQH1aiE4nDFXE2rScitScrlmkVE1EQMblqREAL5ZdWQa2a6SOHhhNDPshRaZE+CBH3UJNSrcHQf/URce1ilPUw7MwdTR/cybYXiQV2TkZ3iwu5ib3QhRRwdxslOcWFQV2MHoZEVcXukuuELinCPh9MmobDc364VcfUaLHoyLaAn1db8W+s6XXqiE91T3dhZWIH0RAcQ8ZoWQuBwhR990uOR5LJhd3Ele1uIqNUwuGlleiJoS0mSFJoOLIcCIqVmbEVfnFOWpHAQpA+76AGUHjxJET/LjQycbDbZ8NO9jyXBaWswV1Wuud7oIhPVC8v9SHHbEe+wwadqKCz3N7kirqYP39QEJAI1a6FFBCj60I6+LXK2UEtqsFw+vBvmL9+BwnIfEl12OBQJflWgvDoAt0PBFb/qDpVBDRG1MuN/0ndQQggEQ6txtolwcBTRiwREBz9CiDqJq1LtHqaaaTDhvJZaPVH6+VcKXdFgIHYsUsR9RN5eqrXP5gNlKC73ISvZhbKqAKoDR+uquOwKUtyOcAKrkYYQ9b+zHoAIAMN6dML9F56Mxf/dhd2HKnFEE7DJEvqkx+O60T3RLysJhyt8UcGKEIBa05Oi/xzr3pBTTuiEmb85CW+s34d9hytRLgTskoTeXRJw1YjuOOWETjFtHxFZE4ObDkrTz6YmW9jzWLYWeFAd1NA5PpSz4gsIqEKDIslw2kPVow97/fg534NEl61u0CRFB11ARNAW2jFqf6DurCU9ONF7QOojhIAW0VPSkJ5p8Xjo4oHILaxEWbUfyS4H+mTEQ5YklBq8xk2kU07ohCHdU+o9DiKKDX242RcM1WjzBzX4gqHq2frv4X9rrov83V9rP1/E9qCmQYKEG87ohXMGZMbk+BjckGUkuxywyxICqoDTJsNllxBZ7cCnarBLEpJd9ojgDjBygCdLEk7KTIh1M1rMKsehCWGZIM1Kx2JWQojwIrmhAEGtN3DwBwX8+nWNCTzq+VnfJxCxva1X/bgghuVDGNyQZfTJiEf3zvHYdagCaQkORA5cCYTyPHp3SUCfjPgYtpLMasPeI+HhtUDNwpndO8ebcnjNSsfSUpoQ9QYCgcYED/X0ZPjqCzDqu03Nv1bWWjmozcHghixDliRcNaI75i/fgeIKf70JrFeN6M5vp9RkG/YewfzlO+D1q0hy2ZGkhHoIdx2qwPzlOzDzNyeZJigw4rGomqgVIKh1ex0iAw61aQFF7eAk8n4CqnF7btubIktw2mQ4FBkOW82lnp+dEb/ba/4Nb7PJNUU64zA4hrmNDG7IUpjASq1NEwJvrN8Hr1+N6hF02iSkJThQXOHHG+v3YUj3FMMHzg0di0MBOsfbUVzhx6vr9iAz2RVawbyJvRbNGS7x16yMTiF2RYoOKhQZTpsChy1yu1Ir8JBC+0QEG7WDkMjf7Urd7XZFhtJKhWftiozuqbFdrofBDVkOE1ipNeUWVmLf4UokueyInqMXSi5PdNmx73AlcgsrW5RXVDv/4miAoB4zb6LeXosGci7Kq4M4UFoFCYCnOhg1U09Xur8MV7+wvtnHYXYScMxeCz04cOrBQk1AUTuQsNfqzYgOVmrfTyhYsSkSP6daCYMbIgNj0mf7UjVRZ+hje5EHVUENdpuGoF8LT7vXp+CrQqDSF8Q7G/YhPdF1jOESPVlU1JplotYMlbD3QidLqNWzENlTIYV7HiK31w0upHAPh7NWsBEOShQZDnv07/Z61qYj82FwQ5ZjlWRJqxxHU0XmX0T2WtSebho4Xq9FI/MvIq8LHmN4pLw6eMx2L/+5qLX/FDFlk6W6vRcRQYDTVqtnolbvhF2R4awVONS3r7NWEGNXJNgUc1RFJ+OSRKyrfLUzj8eD5ORklJWVISmpdcvXCyGwu7iyVe+TmqZ2sqS9JlnSU5NQbJbEz1geh75AZe1AoHb9C1+gbsAQOF4gEe7BEA1OfWX6xVF6/oWeT3E0iTMy8TMUEDgjeikiey4igwebIuGNb/ai0FONlDh7rWKeAiXeAHqlJeDR3w2CnQEGNVNb5dw05fzNnhuyDKskfmpCYMk3e1HpC6JTvAP+gEB1IAhZkpHgVFDqDeC5NbswZVRPBDTtaNJnPb0WxyrKdaxZJowvQvT8C0WWwtNaQ+vFSaFijTWrtPfNSESXRGedngxn7d6MY+RfRPZcOG1Km+VfpMTZMX/5DlT6VSTWBM5+VaC8KogEpw3XnnYCAxsyPQY3ZBmtnfipaqLe4Y5AZK9EAwFDIPxzTS9Fo4ZL1HCPiD48UlpV/1BIeWEF7nl/c8v/aCag519E9l5E9lRE92ZE91Q0lAgauc3ZQODhtMmwyUfzL6KGCWtm4ZlxmJAzCqkjYHBDhhYqD15/1c7a+RfbCspR4VehCaDSV7MgJGqSP2uWQ6gOqnj6y52h5RmOUxvjWPkXHY1e/0JPzKyvZyJqdkjkDJJa001rT0dtaJaJHry01vTUlrLSLDwrHQtRfRjc0DGFp6fW6nVoqP5F/bNDNPjrmeLqDyeL1u0h0QOa5sQXXv+xq2L+nO9p5l/DWDKTXEhw2SKGOI7ODmmozkWdGSP1BRz11MQwSoARa1ZZRgKw1rGQcWhCYFtBOXYVVyLV7cCA7CTIMfj8MERws2DBAjz++OMoKCjAkCFD8M9//hMjRoxocP8nn3wSCxcuxN69e5GWlobLLrsM8+bNg8vlasdWtx89wKhdtbO+gEJP6IwKPCKSPwP1BiHHnmXC/osQCTh6wm8gn6L2kEed3oxas0zqVPdUZOwvrcK8j7dCFYBNPrpKuyRJoWRfNZTncf/Ek9EvMzG2fxQiohrhoduSSgghwa5IyElPwPSxORjdJ61d2xLz4ObNN9/EzJkzsWjRIowcORJPPvkkJkyYgO3btyM9Pb3O/m+88QbuuusuvPTSSxg9ejR27NiB6667DpIkYf78+TE4gpBtBR7sL/Fi35GqOtU5A1FTWvVZKGpUsFG7/kXkFFjWvzgqMv+ibt6FhCOVAewvrQJQs4i3BKCmSJkE4Fc9O+HUnql1AhOnPbp3o06J8Xasf1FaFYDLboMvGIQqAKVmZXKtZhVfRQacdgXl1YE2bwsRUWNEzvBMjrMj3mGDX9WwNb8cd7+3CXMvGdSuAU7Mg5v58+dj2rRpmDp1KgBg0aJF+Pjjj/HSSy/hrrvuqrP/2rVrMWbMGFx11VUAgJ49e+LKK6/EN998067trm3xmt1454f9MW1De7HV5F/Uzr1osCJnvfkUDe/T8NRX5ZjDI5oQ+Os7m1Ba5Q8XYxMCkGSEh1ZUAfxuWFdD5xYkuxxwO2S4nQ5UVAfDq/dKEuCyyUhw2QAR2o+IKNZqz1SVJRmyLMElK8hMklHg8WHh6jyc1rtzuw1RxTS48fv9+P777zFr1qzwNlmWMX78eKxbt67e24wePRqvv/461q9fjxEjRmDXrl345JNPcO2119a7v8/ng8/nC//u8bRNvoXT3r5TJyNnjNRXJKtOPsUxFkLTh1Pq7FdPUGLk/At9tlTneCccNgm+gIAqNCiSDKddgi8oWqVMfluLXN08K8WFimoVQU2DTZaR4FJQUsnVzYnIOI45U1WSkOK2I6+oAlsOejConRbTjGlwU1xcDFVVkZGREbU9IyMD27Ztq/c2V111FYqLi3H66aeH8g+CQfzpT3/C3XffXe/+8+bNw+zZs1u97bVlJ7twUkbohHm8FVUbnmVSsziaUrf3InIIhuXB61dW7UdAE0hSJEiQ4LJLAI4GnQ4FKBcCZdX+2DWyEfTVzed+shV7DnvD5f4lCThcGapTwtXNicgoIj976+NUZJRpAiXe9vvsjfmwVFOtWrUKc+fOxbPPPouRI0ciNzcXt956Kx566CHcd999dfafNWsWZs6cGf7d4/Gge/furd6um359Imac1YcVimMo2eWAXQ5V8nXa6r7J/GqonocZh3Mi4xhmYBGRkRzvs9enarDLElLd7ffZG9PgJi0tDYqioLCwMGp7YWEhMjMz673Nfffdh2uvvRY33HADAGDQoEGorKzE//3f/+Gee+6BLEcPDzmdTjidzrY5ADKUyOGcyArFQGiRw/Jqcwzn6OPXmgB6do6HP3h0eM1hk3C40hyVlomoYzjmZ68QKPUG0D8rEQOyW3fJo2OJaY1th8OBU089FStWrAhv0zQNK1aswKhRo+q9jdfrrRPAKIoCIPRHpI5LH85xOxQUV/hRHdSgCYHqoIbiCj/cDsUUwzmR49eyJMFllxHvsMFllyFL0ZWWiYhire5nrwpNE6gKqCjw+JDgVDB9bE671ruJ+QIiM2fOxOLFi/Hqq69i69atmD59OiorK8OzpyZPnhyVcDxx4kQsXLgQS5cuxe7du7F8+XLcd999mDhxYjjIoY5LLy3fu0sCqv1BHPb6Ue0PoneXBNMsmqmPX9sbGL92KBICJsgdIqKOI/Kzt8ofRFGFD15fEP2zEtt9GjhggJybSZMm4dChQ7j//vtRUFCAoUOHYtmyZeEk471790b11Nx7772QJAn33nsvDhw4gC5dumDixIl45JFHYnUIAEIL6G0+UIatBR6WMo8xs5eWP+b4tQQEVAG7LKFLggtuhw2yBMg1izlKOJqfo3cNH12GQkTl60TesxRxWwkSBEQokbnm9o2h7xZ+lJriQno7pJp6PbUfC1Ld6zQhoGk1tX2ECB2DOFrrR0+yjjw2Ioot/bN3d7EXDpsc0wrFkuhgnwpNWTK9sdbmFmPh6jzkFpajOhhKnDLjgnrUfhRZir5IoX9lWQIE8KfXv8f2gnKkJ4VWBdengrscMgo9fvTPSsSrU0fE5EPDiPS1w4KaBk0L/atq4uilprJzZJDUHJoQpg2aidqLXZHRPdXd6vfblPN3zHtuzG5tbjHufm8TKnxBpMTZEe8MfbPedagC85fvMM1QCDVMqekVkWuCkMieEjmi90GPM8LLJSDUI6Gf/PT9Ffn4U/lvOqsPbn9rI3KLKkM9LjVTwSVJQud4R7uPXxudJElQJECR9aHp4w9R63/X6PtpeH/9S0xeUUWo90wJraR9wxm98KtencOBVFANLbqqagJBTbBXiSgGGNy0gKYJLFydhwpfEJlJoXWt/EENTpuEtAQHiis4q8XIQidECTYldHEoMmyKDFtEb4oxAgiJU8HbgCRJxwxmIq3NLcY9729GhS+ITm4HHIoMv6phe2EFZn/48zFzCkJBTqgnSRNHhweFwNGhu4hhOV3kMKKoGaLTh+G0mt4oVQsN36mCQRRRJAY3LbDloAd5RRXo5HaEFzXUSYie1WLkirhWow/12GQZsoyoIR9ZkmCTay5KzPPp66UHzaomcFJ6AnzBo8NSTpuEwnJ/u5cy78hqf4nRA5DGlpYPvR7bfrKDVtNTpAkR7jkSEcNw4fwpgVCQhVCwBUTnLOk/6kN4zGkiM2Jw0wIlXj8CqoCjgZOkQ5FMURHXbGxyaK0pmyzXBCk1PyuhoEWSJGiawJaDHpR4/TFNamuOyKBZlmXEOYDIYZZYlDLvyGp/iYkUq9Ly9ZFlCY42eo3rOU3h3qOahO7IxHM9AIrsldL313us2NtE7YXBTQukuh2wKxL8qgZXPd/MzFwRN1ZssgylJkhRanpYZFmCXQ6tadWYpSfqy43ISU/A9LE57T4dsTmOFzTHopR5R8bnIyKnCa0bPImIwEeLDJZq9TYJUc++Nf+qQkDTooMoIgY3LTAgOwk56QnYml+OzKToDz4zVcRtD5IUHbDYahbgrL2tpSITvCNzI7bml+Pu9zbFpN5CUx0vaI5FKfOOLPL5cMoyqv1a1Ow1Ph/NpwdNaMWgSc9H0ssJ6L1FQhydOadv14MiVWNAZDUMblpAliVMH5uDu9/bhAKPD8lxNkgI9diUVwdMUxG3pSJzXMIBS1TvS/usJN7S3AijqB00104yjUUp845Mfz5+2l+KoCrgV7Xw7LVQErqEwd1S+HwYhCxLkJsRLOmz3fShNH34LDKRW+9BCv8cMSwHRM/AExHDctT+GNy00Og+aZh7yaCjdW5UDXYpNEXUCnVulJoelXASbj3DRkZZodwsuRHHUztoTnHb4VRCPQSl3kBMSpl3ZLIs4cwT07Au7zBUTcCmSFDkUFKu169Cqbmez4e56V/S2kJ9OUu1Ayi9J0nV940ItqjpGh3cRK6sfTzz589vVmPManSfNIzomYr//HgQmw+WISPJhV/3TYfSQPl8o4lM0HUooZ/tNQGNUQKXxrBSbkRk0JxXVIEyLVSVuH9Womlyh6xC0wTW7CyG26FA1UI9N6oW6rlxOxQosow1O4tx/em9GeBQvVqSsxTOLYoYQtMDoaAmWBagAY0ObjZs2BD1+w8//IBgMIi+ffsCAHbs2AFFUXDqqae2bgtNoL4KxZ//XGi4nhs9iLErMhy2mkBGaZ8ho/ZgtVyV0X3ScFrvzqad9WUVeo9gRpILTpuM6kBEzo1dRnVQM0WPIJnT0QKVjX/fRw6vRQ6t6T1Cek+RELWH46yTkN3o4GblypXhn+fPn4/ExES8+uqr6NQpdPI+cuQIpk6dijPOOKP1W2lgRqtQrA8j2SOK0uk/N6YXxsxTqK2Yq6JpArlFFThQ6kXXFDf6Zyaa5vmIZObXVVSPYO0mS+bqEaSOQZGlZs9si+wJEgIRvUJ1E7WNPHTWrJybJ554Ap9//nk4sAGATp064eGHH8Y555yDO+64o9UaaGTtWaFYr6Yry4haiyhc30UJTZduyQnD7FOorZarsnhNHhasykN5VQAaABnA7I+2YMa4HEw7MyfWzWs0s7+u9B7B0qoAyqoC8AXVcEKx06YgOc5uqh5BomPRE7LtTaw7GdkDZIRYp1nBjcfjwaFDh+psP3ToEMrLy1vcKLNorQrFx5ttFFoioG2r6VphCjVgnVyVxWvy8Oiy7eEEVpsUSmAt8wbw6LLtAGCKACfydRVnV2BTJAgBbM33mOZ1NSA7CZ0THNhy0AMJgE2RIcmh2TBV/iC8/iAGZCeZqkeQqLW1ZUJ2czQruLnkkkswdepUPPHEExgxYgQA4JtvvsGf//xnXHrppa3aQCNrSoXiyDwXmyKFc12MkLRrlSnUOrPnqgSDGhasCi2/4LBJkKXQ60uWAFnS4A8KLFiVh6mje8FmM+YSEsDR19URrx+BoIZSrx+aCB2HQ5ERUDVTva4AHB2WEhG/G+BbKhFFa1Zws2jRItx555246qqrEAgEQndks+H666/H448/3qoNNLJ6E1hrVomWJSAQFHApMvplJrXJ8u+txSpTqCPJsmSattb24U/5KK8KwKYcDWx0siTDpmgorwrgw5/yccmwrjFq5fFtOejBzwc9KK8OhtcwAkI9UEFNgxzU8PNBj+FfV1sOenC4wo+sZFfNsNTROjdxdgVJcXYcrvAb/jiIOpJmBTdutxvPPvssHn/8ceTl5QEAcnJyEB/fsSrx1pfA6rSFghwhBMqrg+iflYhBXY39gWelKdRWcKDUCw2ArYHODFkC1Jr9jOxwhQ+lVf6owCaSJoDSKj8OV/jat2FNpL8/0hOd6OR21JktJQRQVOHj+4PIQFrUp52fn4/8/HyceOKJiI+Pt8wUssbSE1gTnAoKPD5UBVRomkBVQEWBx2eaBNbIHqj6mG0Ktdl1TXFDRuTKzRGJejUrOUs1+xnZ4Uo/Il9SUsRFp2qh/YzMqu8PTRPYtL8Mq3ccwqb9ZdC4BAFZSLN6bg4fPozLL78cK1euhCRJ2LlzJ3r37o3rr78enTp1whNPPNHa7TQsKySwWnEKtZlNHJyF2R9tQZk3gKB6dKXlyKAg2W3HxMFZMWlfY3mqA1G/N3TqrL2f0ejvjx/3lUHVtDrLLyiyjCHdk031/jD7DDai42lWz83tt98Ou92OvXv3wu0++u1x0qRJWLZsWas1zixG90nDq1NH4Llrh+Pvvx+C564djlenjjDNh4RVeqCswmaTccHAzND6NYhYtybicsHATEMnEwOADOm4lTakmv2MTF9+wesPwutXAQD6CK7Xr8LrD5pq+QV9BtvWfA/inTakJzoR77SFZ0auzS2OdROJWqxZn46ff/45Hn30UXTr1i1q+4knnog9e/a0SsPMRk9gHXtSFwzqlmyaDzqd3gPVPysRXl8QRRU+eH2hnCEzTNe1Ek0T2HukCm67jNovI1kC3HYFe49UGX4YYUi35OMv9izV7Gdg+vIL8U4Fbkcop04foXI7FMQ7FazZWWz45wOoOzPSZVcgyxJcdgWZSU5U+FQsXJ1nimMhOpZmDUtVVlZG9djoSkpK4HQ6W9woig2zT6G2Cn32WtdObtgVoLg8AL+qwaHISEu0w6/CFLPXJFmCTZIQqMnFi3wV6adOmyRBMvjrS38+0hNdcNplVPsjEoodoeUYzPB8ANacGUlUn2YFN2eccQb+9a9/4aGHHgIQelNomobHHnsMZ511Vqs20CzMXF4+kpmnUEcy8/Ohz87xqxoOlvlQ7VfDOTeVgSDSEpwImGD2WmlVAG6HDZX+IIKaqJNzY5MluJ02lFYZO+cmcjahBAlxDgXA0fKtZppNyJmR1FE0K7h57LHHcPbZZ+O7776D3+/HX/7yF2zZsgUlJSX4+uuvW7uNhsfkPGMx+/OR6nZAEwL7Srx1plFX+lRU+b3o5HYYfnZOqtuBeKeCBJeC0qoAfAENQohQyQS7jOQ4OyBgiuOwyoKsVjoWomNpVs7NwIEDsWPHDpx++um46KKLUFlZiUsvvRQbNmxATo7xS8K3JibnGYsVno/+mYmo9AePWR+m0h9E/8zE9m1YE+mzjHxBgZ6pbvTsHI/uNf/2THXDHxTISU8w/Cwj/TiOeAN1yl3oswnNcByAtY6F6FiaPd0iOTkZ99xzD9566y188sknePjhh5GVZeypqa2NyXnGYpXnY9PBMlQH6q+poqsOaNh0sKydWtQ8kbPwCsv9gATEO2yABBSW+00zC89KswmtdCxEx9Ks4GbZsmX46quvwr8vWLAAQ4cOxVVXXYUjR460WuOMrinJedT2rPJ8fLq5oFX3iyWrzMKzynEA1joWooY0K+fmz3/+Mx599FEAwKZNmzBz5kzccccdWLlyJWbOnImXX365VRtpVEzOMxarPB9VPrVV94s1q8zCs8pxANY6FqL6NCu42b17N04++WQAwDvvvIOJEydi7ty5+OGHH3D++ee3agONjMl5xmKV52PoCSl47ZtQvaj6FozXUyWGnpDSfo1qIavMwrMSPidkZc0KbhwOB7ze0KJ9X3zxBSZPngwASE1Nhcdj7C7/1sRlC4zFKs/HRUOy8cB/NqPCp4bK/AOh/4mj9WESnAouGpIdu0Z2QGafhUfUkTQr5+b000/HzJkz8dBDD2H9+vW44IILAAA7duyoU7XYypicZyxWeT5sNhm3nn0ilJpmCoR6a/TARpGAW88+0fDLL1iJFWbhEXUkzfp0fOaZZ2Cz2fD2229j4cKF6Nq1KwDg008/xbnnntuqDTQ6JucZi1Wej2ln5uCu8/ohJc4OWapZg0kCUuLsuOu8fph2ZscquRBLVpmFR9SRSKJ2sQOL83g8SE5ORllZGZKSWm94wswVca3IKs9HMKjhw5/ycaDUi64pbkwcnMUem3a2aX8Z/vjad4h32uCy183lqgqo8PqCeO7a4cxhIWpDTTl/NzrnxuPxhO/seHk1rRk0mAWT84zFKs+HzSbjkmFdY92MDi1yFp6AqLO2lFlm4RF1JI0Objp16oT8/Hykp6cjJSWlTh0RAOHS6qpqjimqRETHo8/CK60KoKwqAF+wJtFbApw2BclxdlPMwiPqSBod3Hz55ZdITU0FAKxcubLNGkREZCQDspPQOcGBLQc9kADYFBmSHEryrvIH4fUHMSA7yfCz8Ig6kkYHN2PHjq33ZyKiDkPvsBYRv3eorEUic2h0cPPTTz81+k4HDx7crMYQERnNloMeHK7wIyvZVTMspYWHpeLsCpLi7Dhc4ceWgx5L5HkRWUGjg5uhQ4dCkqQ6K8nWxpwbIrISPaE4PdGJTm4HqgMRCcV2GUIARRU+JhQTGUijg5vdu3e3ZTuIiAwpalkPu4I4hwLg6JTw6qDKhGIig2l0cNOjR4+2bAcRkSFZZVkPoo6kWWtL6X7++Wfs3bsXfn90d+xvf/vbFjWKiMgo9GU97n5vEwo8PqS47XAqMnyqhlJvwDTLehB1JM0Kbnbt2oVLLrkEmzZtisrD0b/RMOeGYs0qFYrJGPRlPfSFM8s0AbssoX9WIhfOJDKgZgU3t956K3r16oUVK1agV69eWL9+PQ4fPow77rgDf//731u7jURNwtWbqS2M7pOG03p3ZtBMZALNCm7WrVuHL7/8EmlpaZBlGbIs4/TTT8e8efNwyy23YMOGDa3dTsPjGkDGoK/eXOELopPbAYciw69q4dWbzbR4ppWwJ42I2lOzghtVVZGYmAgASEtLw8GDB9G3b1/06NED27dvb/L9LViwAI8//jgKCgowZMgQ/POf/8SIESPq3XfcuHFYvXp1ne3nn38+Pv744yY/dmtYvCYPC1blobwqAA2hpdZnf7QFM8blcPXmdlR79WZ9mNQlK8hMklHg8WHh6jyc1rszT6ztyCo9aWtzi/HsqjxsLyiHX9XgUGT0zUzEjePMdRxEHUGzuhYGDhyIH3/8EQAwcuRIPPbYY/j6668xZ84c9O7du0n39eabb2LmzJl44IEH8MMPP2DIkCGYMGECioqK6t3/3XffRX5+fviyefNmKIqC3//+9805lBZbvCYPjy7bjjJvALIswaFIkGUJZd4AHl22HYvX5MWkXR3RloMe5BVVoJPbUWftM0mSkOK2I6+oAlsOHnvhV2o9ek/a1nwP4p02pCc6Ee+0hXvS1uYWx7qJjbI2txi3v7UR3+w+jCNeHyqqAzji9eGb3Ydx+1sbTXMcRB1Fs4Kbe++9F5qmAQDmzJmD3bt344wzzsAnn3yCp59+ukn3NX/+fEybNg1Tp07FySefjEWLFsHtduOll16qd//U1FRkZmaGL8uXL4fb7Y5JcBMMaliwKg+qJuCwSbDJMmRJhk2W4bBJUDWBBavyEAxq7d62jihy9eb6OBUZAa7e3G5q96S57ApkWYLLriAzyYkKn4qFq/OgacZev0DTBOZ9uhWHyn3QNAFFlmG3yVBkGZomcKjch3mfbjX8cRB1JM0alpowYUL45z59+mDbtm0oKSlBp06d6l0tvCF+vx/ff/89Zs2aFd4myzLGjx+PdevWNeo+XnzxRVxxxRWIj4+v93qfzwefzxf+3eNpvW/tH/6Uj/KqAGyKBFmKPqHKkgyboqG8KoAPf8rHJcO6ttrjUv2iiq3JSp3rfarGYmvtqCk9aUZetmDTgTLsKKyABMBukyHVLDAlSaHfA0ENOworsOlAGYZ0T4lpW4lizSj5dS2qcxNJXzG8KYqLi6GqKjIyMqK2Z2RkYNu2bce9/fr167F582a8+OKLDe4zb948zJ49u8lta4wDpV5oAGwNPG+yBKg1+1HbY7E1Y2lMT1qZCXrSNu4tRUDVYJOlcGCjkyBBkSUEVA0b95YyuKEOzUj5dc0alqqursbjjz+O888/H8OHD8ewYcOiLu3lxRdfxKBBgxpMPgaAWbNmoaysLHzZt29fqz1+1xQ3ZAAN9UZrIrRocNcUd6s9JjVML7aW4FRQ4PGhKqBC0wSqAioKPD4WW2tnkT1p9TFLT5rQXy4NvWykWvsRdUBGy69rVs/N9ddfj88//xyXXXYZRowY0aShqEhpaWlQFAWFhYVR2wsLC5GZmXnM21ZWVmLp0qWYM2fOMfdzOp1wOp3Nat/xTBychdkfbQklE0ta1NCUJjQEVYFktx0TB2e1yeNTXSy2ZhxW6Uk7pXsKbLIMVdUgK6LOcaiqgE2WcQp7baiDMuJM1WYFNx999BE++eQTjBkzpkUP7nA4cOqpp2LFihW4+OKLAQCapmHFihW46aabjnnbf//73/D5fLjmmmta1IaWsNlkzBiXg0eXbYc/KGBTNMhSqMcmqAoosoQZ43JY76adje6ThhE9U1l3KMassmzBoK7J6JuZgC0HPQjUrAYuARAAgpoGAaBvZgIGdTVu3hBRWzJifl2zgpuuXbuG69y01MyZMzFlyhQMHz4cI0aMwJNPPonKykpMnToVADB58mR07doV8+bNi7rdiy++iIsvvhidO3dulXY0l17HRq9zoyLUS53strPOTYzUN+777ob97LmJASv0pMmyhFnn9cftb21ESaUfasQ4tCxJSE1wYNZ5/Q0fpBG1FSPm1zUruHniiSfw17/+FYsWLWrxauGTJk3CoUOHcP/996OgoABDhw7FsmXLwknGe/fuhSxH/8G2b9+Or776Cp9//nmLHru1TDszB1NH92JPgQGwQrHxWGHZgtF90vCPy4fi2VW52FZQHg6a+2Um4sZxffiaog7NiDNVJaGvetkEhw4dwuWXX441a9bA7XbDbrdHXV9SUtJqDWxtHo8HycnJKCsrQ1KSscf6qWk0TWDKy+uxNd8TNe4LhHIjCjw+9M9KxKtTR5jmxGqUaZUUYqXnw0rHQrF19LO3HJlJzjb77G3K+btZPTdXXnklDhw4gLlz5yIjI6PZCcVErcmI474tYaRplRQiy5IpXjvHw9cWtSYj5tc1K7hZu3Yt1q1bhyFDhrR2e4iazYjjvs3F4TVqK3xtUVswWn5ds4Kbfv36oaqqqrXbQtQiRhz3bQ4jTqska+Bri9qSkfLrmpXx+re//Q133HEHVq1ahcOHD8Pj8URdiGJBr6tyxBtA7VQyva5KTnqC4euqcAFQait8bVFb04dux57UBYO6JccsSG5Wz825554LADj77LOjtgsRKnClqmrLW0bUREYc920OKw2vkbHwtUUdRbOCm5UrV7Z2O4hahdHGfZvDKsNrZDx8bVFH0eTgJhAIYM6cOVi0aBFOPPHEtmgTUYuYvUKxVZYtIOPha4s6iiYHN3a7HT/99FNbtMXUWDPCOMxeodgqw2tkPHxtUUfRrCJ+t99+O5xOJ/72t7+1RZvaVFsU8WPNCONoaJrrkZoPbjNNc416XdUMr/F1Ra2Bry0yo6acv5sV3Nx8883417/+hRNPPBGnnnoq4uPjo66fP39+U++y3bR2cGOlk6nZsUIxtTUrPR9WOhbqGNq8QvHmzZsxbNgwAMCOHTuirutI1YpZM8JYIqe56vkDAVWDXZGRHGczXYViMhar9dBapdoyUX04W6oFrFbu3+z0aa5lVQEcrvBBjeiTzC8DOic4IWr2MwOrnUzNjFV9icylxdNH9u/fj/3797dGW0ynMTUjAqwZ0W5S3Q74gkEUlUcHNgCgCqCo3AdfIGiKaa76yXRrvgfxThvSE52Id9rCJ9O1ucWxbmKHUbuH1mVXIMsSXHYFmUlOVPhULFydB01r8gg/EbWRZgU3mqZhzpw5SE5ORo8ePdCjRw+kpKTgoYcegqZprd1Gw4qsGVEfM9aM0DSBTfvLsHrHIWzaX2aqD+y+6Qnw+o8+F5J09KLz+jX0TU+IQesajydTY2FVXyLzadaw1D333IMXX3wRf/vb3zBmzBgAwFdffYUHH3wQ1dXVeOSRR1q1kUZltZoRZh8G+XhzAbTI/HgBQKr5t4YmBD7eXIBLhnVt7+Y1Goc7jYVVfYnMp1k9N6+++ipeeOEFTJ8+HYMHD8bgwYNx4403YvHixXjllVdauYnGpdeMSHAqKPD4UBVQoWkCVQEVBR6fqWpGWGEY5ECpFwKAXZag/8n1WEeWQtv1/YyMw53GYsUeWiKra1ZwU1JSgn79+tXZ3q9fP5SUlLS4UWail/vvn5UIry+IogofvL4g+mclmibJ0CrDIF1T3KEXtAQ4bHLoosjhnyGFOnK6prhj3NJj48nUWKyyICtRR9KsYakhQ4bgmWeewdNPPx21/ZlnnsGQIUNapWFmYqRl3pvDKsMgEwdnYfZHW1DmDUCWAFkKBTQAoAkNQVUg2W3HxMFZsW3ocVhtuBMwd00VVvUlMp9mBTePPfYYLrjgAnzxxRcYNWoUAGDdunXYt28fPvnkk1ZtoFmYuWaEVXIKbDYZM8bl4NFl2+EPCtgUDbIEaAIIqgKKLGHGuBzDrzFltZOp2XO5AGssyErUkTSrQjEAHDx4EAsWLMC2bdsAAP3798eNN96I7OzsVm1ga2uL5RfMbtP+Mvzxte8Q77TBZa+7UnBVQIXXF8Rz1w43RQC3eE0eFqzKQ3lVIJxTnBhnx4xxOZh2Zk6sm9doViiRb7UK3mbugSIyuzZffsHMGNzUdXTZgnJkJjktsWxBMKiZdlXwSGY+mVpxOQwiip02X34BAEpLS7F+/XoUFRXVqW0zefLk5t4txYDVhkGA0BCVkad7N5aZhzutkstFRObTrODmww8/xNVXX42KigokJSVFfXBJksTgxoSYU0CtzSq5XERkPs0Kbu644w784Q9/wNy5c+F2G3taLTWe2Wd9kbFETml3yXVzuTilnYjaSrOCmwMHDuCWW25hYGNBZh4GIWOx4pR2IjKHZmVYTpgwAd99911rt4WILMRKFbyJyFya1XNzwQUX4M9//jN+/vlnDBo0CHa7Per63/72t63SOCIyN+ZyEVEsNGsquCw33OEjSRJUVW1Ro9oSp4ITtT8zT2knImNo86ngtad+ExEdC3O5iKg9tWlVs0GDBmHfvn1t+RBEREREUdo0uPnll18QCATa8iGIiIiIopivHj0RERHRMTR7+QWyJiZ+EhGR2TG4obCoVahVAbtivlWoiYiIOCxFAEKBzd3vbcLWfA/inTakJzoR77Rha3457n5vE9bmFse6iURERI3C4IagaQILV+ehwhdEZpILLrsCWZbgsivITHKiwqdi4eo8aFqTSyIRERG1u1YNbkpLS/HMM8+Ef3/uueeQkZHRmg9BbWDLQQ/yiirQye2IWv8HCBVlTHHbkVdUgS0HPTFqIRERUeO1SnCzYsUKXHXVVcjKysIDDzwQ3n7VVVchPj6+NR6C2lCJ14+AKuBQ6n85OBUZAU2gxOtv55YRERE1XbODm3379mHOnDno1asXzjnnHEiShPfeew8FBQWt2T5qB6luB+yKBL9af+Vpn6rBLktIdTvauWVERERN16TgJhAI4N///jcmTJiAvn37YuPGjXj88cchyzLuuecenHvuuXUW0STjG5CdhJz0BBzxBlB7qTEhBEq9AeSkJ2BANtfioubRNIFN+8uweschbNpfxvwtImpTTZoK3rVrV/Tr1w/XXHMNli5dik6dOgEArrzyyjZpHLUPWZYwfWwO7n5vEwo8PqS47XAqMnyqhlJvAAlOBdPH5rDeDTULSwwQUXtrUs9NMBiEJEmQJAmKorRVmygGRvdJw9xLBqF/ViK8viCKKnzw+oLon5WIuZcM4kmImoUlBogoFprUc3Pw4EG88847ePHFF3HrrbfivPPOwzXXXFNnhg2Z0+g+aTitd2dWKKZWUbvEgP454ZIVZCbJKPD4sHB1Hk7r3ZmvMSJqVU3quXG5XLj66qvx5ZdfYtOmTejXrx9uueUWBINBPPLII1i+fDlUVW1yIxYsWICePXvC5XJh5MiRWL9+/TH3Ly0txYwZM5CVlQWn04mTTjoJn3zySZMfl4jaTmSJASEEjlT6UeSpxpFKP4QQLDFARG2m2csv5OTk4JFHHsFDDz2Ezz77DC+++CIuvPBCJCYmori48V3Nb775JmbOnIlFixZh5MiRePLJJzFhwgRs374d6enpdfb3+/34zW9+g/T0dLz99tvo2rUr9uzZg5SUlOYeCtVgbgS1Jr3EQFlVAIcrfFAjcojzy4DOCU6Imv2IiFqTJGpPjzmO//3vf/jwww/h9/tx9tln49xzzw1fd+jQIbz22muYOXNmo+9v5MiR+NWvfhUu/qdpGrp3746bb74Zd911V539Fy1ahMcffxzbtm1r1swsj8eD5ORklJWVISmJs390em5EhS+ITm4HHIoMv6rhSE1CMfNuqKk27S/D1S+sg6e64d7cJJeCJTeMwqBuye3YMiIyo6acv5s0LPX2229jzJgxeOqpp/DCCy/gggsuwN///vfw9V26dGlSYOP3+/H9999j/PjxRxskyxg/fjzWrVtX723+85//YNSoUZgxYwYyMjIwcOBAzJ07t1nDYRTC5ReoLfRNT4DXf7R2kiQdvei8fg190xNi0DoisrImBTfz5s3DtGnTUFZWhiNHjuDhhx/G3Llzm/3gxcXFUFW1zhINGRkZDRYD3LVrF95++22oqopPPvkE9913H5544gk8/PDD9e7v8/ng8XiiLhSNyy9QW/h4cwG0yI5hUetfAJoQ+HgzC38SUetqUnCzfft23HnnneFp4HfccQfKy8tRVFTUJo2rj6ZpSE9Px/PPP49TTz0VkyZNwj333INFixbVu/+8efOQnJwcvnTv3r3d2moWXH6B2sKBUi8EALssQZ8Mpcc6shTaru9HRNSamhTceL3eqHEuh8MBl8uFioqKZj14WloaFEVBYWFh1PbCwkJkZmbWe5usrCycdNJJUXV2+vfvj4KCAvj9dU++s2bNQllZWfiyb9++ZrXVyrj8ArWFrinu0AeMBDhscuiiyOGfIQFSzX5ERK2pybOlXnjhBSQkHB0jDwaDeOWVV5CWdjTZ9JZbbmnUfTkcDpx66qlYsWIFLr74YgChnpkVK1bgpptuqvc2Y8aMwRtvvAFN0yDLodhsx44dyMrKgsNR9+TrdDrhdDobe3gdkr78wtb8cmQmyVFDU/ryC/2zErn8AjXJxMFZmP3RFpR5A5AlQJZCAQ0AaEJDUBVIdtsxcXBWbBtKRJbTpNlSPXv2PG7BPkmSsGvXrkY34M0338SUKVPw3HPPYcSIEXjyySfx1ltvYdu2bcjIyMDkyZPRtWtXzJs3D0Bowc4BAwZgypQpuPnmm7Fz50784Q9/wC233IJ77rnnuI/H2VL1OzpbSq13+QXOlqLmWLwmD48u2w5VE7ApoeEpTQBBVUCRJfz13L6YdmZOrJtJRCbQlPN3k3pufvnll5a0q16TJk3CoUOHcP/996OgoABDhw7FsmXLwknGe/fuDffQAED37t3x2Wef4fbbb8fgwYPRtWtX3HrrrfjrX//a6m3rSPTlF/Q6N2WagF2W0D8rkXVuqNn0wGXBqjyUVwWgItR5k+y2Y8a4HAY2RNQmmtRzU11djS+++AIXXnghgFA+i8/nC19vs9kwZ84cuFyu1m9pK2HPzbFpmuDyC9TqgkENH/6UjwOlXnRNcWPi4CzYbE1K+SOiDq7Nem5eeeUVfPzxx+Hg5plnnsGAAQMQFxcHANi2bRsyMzObVOuGjEWWJRZUo1Zns8m4ZFjXWDeDiDqIJn11WrJkCf7v//4vatsbb7yBlStXYuXKlXj88cfx73//u1UbSERERNQUTQpucnNzMWjQoPDvLpcrKh9mxIgR+Pnnn1uvdURERERN1KRhqdLS0qgcm0OHDkVdr2la1PVERERE7a1JPTfdunXD5s2bG7z+p59+Qrdu3VrcKCIiIqLmalJwc/755+P+++9HdXV1neuqqqowe/ZsXHDBBa3WOCIiIqKmatJU8MLCQgwdOhQOhwM33XQTTjrpJAChNaeeeeYZBINBbNiwoc5CmEbCqeBERETm02ZTwTMyMrB27VpMnz4dd911F/S4SJIk/OY3v8Gzzz5r6MCGiIiIrK/Ja0v16tULy5YtQ0lJCXJzcwEAffr0QWpqaqs3joiIiKipmhzc6FJTUzFixIjWbAsRERFRi7H+OREREVkKgxsiIiKylGYPSxFR2+NCpkRETcfghsig1uYWY+HqPOQVVSCgCtgVCTnpCZg+Ngej+6TFunlERIbFYSkiA1qbW4y739uErfkexDttSE90It5pw9b8ctz93iaszS2OdROJiAyLwQ2RwWiawMLVeajwBZGZ5ILLrkCWJbjsCjKTnKjwqVi4Og+a1uj6m0REHQqDGyKD2XLQg7yiCnRyOwAAVX4V5dUBVPlVAECK2468ogpsOeiJZTOJiAyLOTdEBlPi9SOgCviDGvLLquALahACkCTAaZPROd6JgCZQ4vXHuqlERIbE4IbIYFLdDmhCw8EyPzQB2GQJkgQIAFUBDQfLqpDksiG1pmeHiIiicViKyGD6ZyZCFUBQFbDJgCxJkCQJsiTBJoe2qyK0HxER1cXghshgthaUQ5EkKLIEVQM0ISAgoAkBVQMUWYIiSdhaUB7rphIRGRKDGyKDKfH6IUsSunaKg8uuQBMCQTUU3LjsCrp2ioMsS8y5ISJqAHNuiAwm1e2AXZHgUGT0THOj2q8hqGmwyTJcDhnVAQ12WWPODRFRA9hzQ2QwA7KTkJOegCPeACCAOIeCRJcdcQ4FEECpN4Cc9AQMyE6KdVOJiAyJwQ2RwciyhOljc5DgVFDg8aEqoELTBKoCKgo8PiQ4FUwfm8M1poiIGsDghsiARvdJw9xLBqF/ViK8viCKKnzw+oLon5WIuZcM4tpSRETHwJwbIoMa3ScNp/XuzFXBiYiaiMENkYHJsoRB3ZJj3QwiIlPhsBQRERFZCoMbIiIishQGN0RERGQpDG6IiIjIUphQTERtTtMEZ30RUbthcENEbWptbjEWrs5DXlEFAqqAXZGQk56A6WNzWK+HiNoEh6WIqM2szS3G3e9twtZ8D+KdNqQnOhHvtGFrfjnufm8T1uYWx7qJRGRBDG6IqE1omsDC1Xmo8AWRmeSCy65AliW47Aoyk5yo8KlYuDoPmiZi3VQishgGN0TUJrYc9CCvqAKd3A5IUnR+jSRJSHHbkVdUgS0HPTFqIRFZFXNuiKhNlHj9CKgCDqX+71BORUaZJlDi9bdzy5qPidFE5sDghojaRKrbAbsiwa9qcMlKnet9qga7LCHV7YhB65qOidFE5sFhKSJqEwOyk5CTnoAj3gCEiM6rEUKg1BtATnoCBmQnxaiFjcfEaCJzYXBDRG1CliVMH5uDBKeCAo8PVQEVmiZQFVBR4PEhwalg+tgcww/rMDGayHwY3BBRmxndJw1zLxmE/lmJ8PqCKKrwwesLon9WIuZeMsgUwzlMjCYyH+bcEFGbGt0nDaf17mzaRFwrJkYTWR2DGyIDs8rsHFmWMKhbcqyb0SxWS4wm6ggMMSy1YMEC9OzZEy6XCyNHjsT69esb3PeVV16BJElRF5fL1Y6tJWofa3OLMeXl9fjja9/hzrd+xB9f+w5TXl7P5NV2ZqXEaKKOIubBzZtvvomZM2figQcewA8//IAhQ4ZgwoQJKCoqavA2SUlJyM/PD1/27NnTji0manucnWMcVkmMJupIYh7czJ8/H9OmTcPUqVNx8sknY9GiRXC73XjppZcavI0kScjMzAxfMjIy2rHFRG2Ls3OMxwqJ0UQdSUxzbvx+P77//nvMmjUrvE2WZYwfPx7r1q1r8HYVFRXo0aMHNE3DsGHDMHfuXAwYMKDefX0+H3w+X/h3j4czGsjYmjI7x6x5LGZk9sRooo4kpj03xcXFUFW1Ts9LRkYGCgoK6r1N37598dJLL+GDDz7A66+/Dk3TMHr0aOzfv7/e/efNm4fk5OTwpXv37q1+HEStqTGzcwKcnRMTemL02JO6YFC3ZAY2RAYV82Gppho1ahQmT56MoUOHYuzYsXj33XfRpUsXPPfcc/XuP2vWLJSVlYUv+/bta+cWEzVN5Oyc+nB2DhHRscV0WCotLQ2KoqCwsDBqe2FhITIzMxt1H3a7Haeccgpyc3Prvd7pdMLpdLa4rUTtRZ+dszW/HJlJctTQlD47p39WImfnEBE1IKY9Nw6HA6eeeipWrFgR3qZpGlasWIFRo0Y16j5UVcWmTZuQlZXVVs0kalecnUNE1DIxH5aaOXMmFi9ejFdffRVbt27F9OnTUVlZialTpwIAJk+eHJVwPGfOHHz++efYtWsXfvjhB1xzzTXYs2cPbrjhhlgdAlGr4+wcIqLmi3mF4kmTJuHQoUO4//77UVBQgKFDh2LZsmXhJOO9e/dClo/GYEeOHMG0adNQUFCATp064dRTT8XatWtx8sknx+oQiNoEZ+cQETWPJGqX3LQ4j8eD5ORklJWVISmJOQtERERm0JTzd8yHpYiIiIhaE4MbIiIishQGN0RERGQpDG6IiIjIUhjcEBERkaUwuCEiIiJLYXBDRERElsLghoiIiCyFwQ0RERFZCoMbIiIishQGN0RERGQpDG6IiIjIUhjcEBERkaUwuCEiIiJLYXBDRERElsLghoiIiCyFwQ0RERFZCoMbIiIishQGN0RERGQpDG6IiIjIUhjcEBERkaXYYt0AIiKi5tI0gS0HPSjx+pHqdmBAdhJkWYp1syjGGNwQEZEprc0txsLVecgrqkBAFbArEnLSEzB9bA5G90mLdfMohjgsRUREprM2txh3v7cJW/M9iHfakJ7oRLzThq355bj7vU1Ym1sc6yZSDDG4ISIiU9E0gYWr81DhCyIzyQWXXYEsS3DZFWQmOVHhU7FwdR40TcS6qRQjDG6IiMhUthz0IK+oAp3cDkhSdH6NJElIcduRV1SBLQc9MWohxRpzboiozTHpk1pTidePgCrgUOr/fu5UZJRpAiVefzu3jIyCwQ0RtSkmfVJrS3U7YFck+FUNLlmpc71P1WCXJaS6HTFoHRkBh6WIqM0w6ZPawoDsJOSkJ+CINwAhovNqhBAo9QaQk56AAdlJMWohxRqDGyJqE0z6pLYiyxKmj81BglNBgceHqoAKTROoCqgo8PiQ4FQwfWwOhz47MAY3RNQmmPRJbWl0nzTMvWQQ+mclwusLoqjCB68viP5ZiZh7ySAOeXZwzLkhojbBpE9qa6P7pOG03p2ZrE51MLghojbBpE9qD7IsYVC35Fg3gwyGw1JE1CaY9ElEscLghojaBJM+iShWGNwQUZth0icRxQJzboioTTHpk4jaG4MbImpzTPokovbEYSkiIiKyFAY3REREZCkMboiIiMhSGNwQERGRpTC4ISIiIkthcENERESWYojgZsGCBejZsydcLhdGjhyJ9evXN+p2S5cuhSRJuPjii9u2gURERGQaMQ9u3nzzTcycORMPPPAAfvjhBwwZMgQTJkxAUVHRMW/3yy+/4M4778QZZ5zRTi0lIiIiM4h5cDN//nxMmzYNU6dOxcknn4xFixbB7XbjpZdeavA2qqri6quvxuzZs9G7d+92bC0REREZXUyDG7/fj++//x7jx48Pb5NlGePHj8e6desavN2cOXOQnp6O66+//riP4fP54PF4oi5ERERkXTENboqLi6GqKjIyMqK2Z2RkoKCgoN7bfPXVV3jxxRexePHiRj3GvHnzkJycHL507969xe0mIiIi44r5sFRTlJeX49prr8XixYuRlta41YRnzZqFsrKy8GXfvn1t3EoiIiKKpZgunJmWlgZFUVBYWBi1vbCwEJmZmXX2z8vLwy+//IKJEyeGt2maBgCw2WzYvn07cnJyom7jdDrhdDrboPVERERkRDHtuXE4HDj11FOxYsWK8DZN07BixQqMGjWqzv79+vXDpk2bsHHjxvDlt7/9Lc466yxs3LiRQ05EREQU254bAJg5cyamTJmC4cOHY8SIEXjyySdRWVmJqVOnAgAmT56Mrl27Yt68eXC5XBg4cGDU7VNSUgCgznYiIiLqmGIe3EyaNAmHDh3C/fffj4KCAgwdOhTLli0LJxnv3bsXsmyq1CAiIiKKIUkIIWLdiPbk8XiQnJyMsrIyJCUlxbo5RB2CpglsOehBidePVLcDA7KTIMtSrJtFRCbSlPN3zHtuiMja1uYWY+HqPOQVVSCgCtgVCTnpCZg+Ngej+zRu1iMRUVNwvIeI2sza3GLc/d4mbM33IN5pQ3qiE/FOG7bml+Pu9zZhbW5xrJtIRBbE4IaI2oSmCSxcnYcKXxCZSS647ApkWYLLriAzyYkKn4qFq/OgaR1qZJyI2gGDGyJqE1sOepBXVIFObgckKTq/RpIkpLjtyCuqwJaDXBKFiFoXgxsiahMlXj8CqoBDqf9jxqnICGgCJV5/O7eMiKyOCcVE1CZS3Q7YFQl+VYNLVupc71M12GUJqW5HDFrXPJz1RWQODG6IqE0MyE5CTnoCtuaXIzNJjhqaEkKg1BtA/6xEDMg2R0kGzvoiMg8OSxFRm5BlCdPH5iDBqaDA40NVQIWmCVQFVBR4fEhwKpg+NscUPR+c9UVkLgxuiKjNjO6ThrmXDEL/rER4fUEUVfjg9QXRPysRcy8ZZIoeD876IjIfDksRUZsa3ScNp/XubNpclabM+hrULTlGrSSiSAxuiKjNybJk2hN/Y2Z9lXHWF5GhcFiKiOgYImd91ceMs76IrI7BDRHRMeizvo54A6i9zrA+6ysnPcE0s76IOgIGN0REx2ClWV9EHQWDGyKi47DCrC+ijoQJxUREjWD2WV9EHQmDGyKiRjLzrC+ijoTDUkRERGQpDG6IiIjIUhjcEBERkaUwuCEiIiJLYXBDRERElsLghoiIiCyFwQ0RERFZCoMbIiIishQGN0RERGQpHa5Csb6qr8fjiXFLiIiIqLH087Z+Hj+WDhfclJeXAwC6d+8e45YQERFRU5WXlyM5+djLoEiiMSGQhWiahoMHDyIxMRGSxAXv6uPxeNC9e3fs27cPSUlJsW5Oh8fnw1j4fBgPnxNjaavnQwiB8vJyZGdnQ5aPnVXT4XpuZFlGt27dYt0MU0hKSuIHhYHw+TAWPh/Gw+fEWNri+Thej42OCcVERERkKQxuiIiIyFIY3FAdTqcTDzzwAJxOZ6ybQuDzYTR8PoyHz4mxGOH56HAJxURERGRt7LkhIiIiS2FwQ0RERJbC4IaIiIgshcENERERWQqDGwqbN28efvWrXyExMRHp6em4+OKLsX379lg3i2r87W9/gyRJuO2222LdlA7rwIEDuOaaa9C5c2fExcVh0KBB+O6772LdrA5JVVXcd9996NWrF+Li4pCTk4OHHnqoUesOUetYs2YNJk6ciOzsbEiShPfffz/qeiEE7r//fmRlZSEuLg7jx4/Hzp0726VtDG4obPXq1ZgxYwb+97//Yfny5QgEAjjnnHNQWVkZ66Z1eN9++y2ee+45DB48ONZN6bCOHDmCMWPGwG6349NPP8XPP/+MJ554Ap06dYp10zqkRx99FAsXLsQzzzyDrVu34tFHH8Vjjz2Gf/7zn7FuWodRWVmJIUOGYMGCBfVe/9hjj+Hpp5/GokWL8M033yA+Ph4TJkxAdXV1m7eNU8GpQYcOHUJ6ejpWr16NM888M9bN6bAqKiowbNgwPPvss3j44YcxdOhQPPnkk7FuVodz11134euvv8Z///vfWDeFAFx44YXIyMjAiy++GN72u9/9DnFxcXj99ddj2LKOSZIkvPfee7j44osBhHptsrOzcccdd+DOO+8EAJSVlSEjIwOvvPIKrrjiijZtD3tuqEFlZWUAgNTU1Bi3pGObMWMGLrjgAowfPz7WTenQ/vOf/2D48OH4/e9/j/T0dJxyyilYvHhxrJvVYY0ePRorVqzAjh07AAA//vgjvvrqK5x33nkxbhkBwO7du1FQUBD1uZWcnIyRI0di3bp1bf74HW7hTGocTdNw2223YcyYMRg4cGCsm9NhLV26FD/88AO+/fbbWDelw9u1axcWLlyImTNn4u6778a3336LW265BQ6HA1OmTIl18zqcu+66Cx6PB/369YOiKFBVFY888giuvvrqWDeNABQUFAAAMjIyorZnZGSEr2tLDG6oXjNmzMDmzZvx1VdfxbopHda+fftw6623Yvny5XC5XLFuToenaRqGDx+OuXPnAgBOOeUUbN68GYsWLWJwEwNvvfUWlixZgjfeeAMDBgzAxo0bcdtttyE7O5vPB3FYiuq66aab8NFHH2HlypXo1q1brJvTYX3//fcoKirCsGHDYLPZYLPZsHr1ajz99NOw2WxQVTXWTexQsrKycPLJJ0dt69+/P/bu3RujFnVsf/7zn3HXXXfhiiuuwKBBg3Dttdfi9ttvx7x582LdNAKQmZkJACgsLIzaXlhYGL6uLTG4oTAhBG666Sa89957+PLLL9GrV69YN6lDO/vss7Fp0yZs3LgxfBk+fDiuvvpqbNy4EYqixLqJHcqYMWPqlEbYsWMHevToEaMWdWxerxeyHH0KUxQFmqbFqEUUqVevXsjMzMSKFSvC2zweD7755huMGjWqzR+fw1IUNmPGDLzxxhv44IMPkJiYGB4XTU5ORlxcXIxb1/EkJibWyXeKj49H586dmQcVA7fffjtGjx6NuXPn4vLLL8f69evx/PPP4/nnn4910zqkiRMn4pFHHsEJJ5yAAQMGYMOGDZg/fz7+8Ic/xLppHUZFRQVyc3PDv+/evRsbN25EamoqTjjhBNx22214+OGHceKJJ6JXr1647777kJ2dHZ5R1aYEUQ0A9V5efvnlWDeNaowdO1bceuutsW5Gh/Xhhx+KgQMHCqfTKfr16yeef/75WDepw/J4POLWW28VJ5xwgnC5XKJ3797innvuET6fL9ZN6zBWrlxZ7zljypQpQgghNE0T9913n8jIyBBOp1OcffbZYvv27e3SNta5ISIiIkthzg0RERFZCoMbIiIishQGN0RERGQpDG6IiIjIUhjcEBERkaUwuCEiIiJLYXBDRERElsLghoiO6cEHH8TQoUOPuc+4ceNw2223tUt72sorr7yClJSUWDejXr/88gskScLGjRtj3RQiU2BwQ2QiRg0i3n33XTz00EOxbgYA8wcC1113XZ3y9N27d0d+fj6X3SBqJK4tRUQtlpqaGusmGF4gEIDdbm/WbRVFaZeVlImsgj03RCZx3XXXYfXq1XjqqacgSRIkScIvv/yCzZs347zzzkNCQgIyMjJw7bXXori4OHy7ZcuW4fTTT0dKSgo6d+6MCy+8EHl5eVH3vX//flx55ZVITU1FfHw8hg8fjm+++SZqn9deew09e/ZEcnIyrrjiCpSXl4evq92j1LNnT8ydOxd/+MMfkJiYiBNOOKHOApNr167F0KFD4XK5MHz4cLz//vuN7nE5cuQIrr76anTp0gVxcXE48cQT8fLLLwNAeDX7U045BZIkYdy4cVizZg3sdnt4MVjdbbfdhjPOOKPBx/nggw8wbNgwuFwu9O7dG7Nnz0YwGDxu+wBAkiQsXLgQv/3tbxEfH49HHnkEqqri+uuvR69evRAXF4e+ffviqaeeCt/mwQcfxKuvvooPPvgg/ByvWrWqTm/UqlWrIEkSVqxYgeHDh8PtdmP06NF1Vi1/+OGHkZ6ejsTERNxwww246667jjvESGQJ7bKCFRG1WGlpqRg1apSYNm2ayM/PF/n5+aK4uFh06dJFzJo1S2zdulX88MMP4je/+Y0466yzwrd7++23xTvvvCN27twpNmzYICZOnCgGDRokVFUVQghRXl4uevfuLc444wzx3//+V+zcuVO8+eabYu3atUIIIR544AGRkJAgLr30UrFp0yaxZs0akZmZKe6+++7wY9Re0LNHjx4iNTVVLFiwQOzcuVPMmzdPyLIstm3bJoQQoqysTKSmpoprrrlGbNmyRXzyySfipJNOEgDEhg0bjvu3mDFjhhg6dKj49ttvxe7du8Xy5cvFf/7zHyGEEOvXrxcAxBdffCHy8/PF4cOHhRBCnHTSSeKxxx4L34ff7xdpaWnipZdeEkII8fLLL4vk5OTw9WvWrBFJSUnilVdeEXl5eeLzzz8XPXv2FA8++GCjni8AIj09Xbz00ksiLy9P7NmzR/j9fnH//feLb7/9VuzatUu8/vrrwu12izfffDP8XFx++eXi3HPPDT/HPp9P7N69O+pvoy9YOHLkSLFq1SqxZcsWccYZZ4jRo0eHH//1118XLpdLvPTSS2L79u1i9uzZIikpSQwZMqRR7ScyMwY3RCZSO4h46KGHxDnnnBO1z759+wSABlffPXTokAAgNm3aJIQQ4rnnnhOJiYnhIKC2Bx54QLjdbuHxeMLb/vznP4uRI0c22K4ePXqIa665Jvy7pmkiPT1dLFy4UAghxMKFC0Xnzp1FVVVVeJ/Fixc3OriZOHGimDp1ar3X1Q4EdI8++qjo379/+Pd33nlHJCQkiIqKCiFE3eDm7LPPFnPnzo26j9dee01kZWUdt31ChIKb22677bj7zZgxQ/zud78L/z5lyhRx0UUXHfOY9ODmiy++CO/z8ccfCwDhv+nIkSPFjBkzou5nzJgxDG6oQ+CwFJGJ/fjjj1i5ciUSEhLCl379+gFAeOhp586duPLKK9G7d28kJSWhZ8+eAIC9e/cCADZu3IhTTjnlmHkzPXv2RGJiYvj3rKwsFBUVHbNtgwcPDv8sSRIyMzPDt9m+fTsGDx4Ml8sV3mfEiBGNPu7p06dj6dKlGDp0KP7yl79g7dq1x73Nddddh9zcXPzvf/8DEJoddfnllyM+Pr7e/X/88UfMmTMn6m87bdo05Ofnw+v1Nqqdw4cPr7NtwYIFOPXUU9GlSxckJCTg+eefDz8XTRX5N87KygKAqL9x7b9pU/7GRGbGhGIiE6uoqMDEiRPx6KOP1rlOP9lNnDgRPXr0wOLFi5GdnQ1N0zBw4ED4/X4AQFxc3HEfp3YirCRJ0DSt1W/TWOeddx727NmDTz75BMuXL8fZZ5+NGTNm4O9//3uDt0lPT8fEiRPx8ssvo1evXvj000+xatWqBvevqKjA7Nmzcemll9a5LjIoO5bagdPSpUtx55134oknnsCoUaOQmJiIxx9/vE5+U2NF/o0lSQKAVvsbE5kZgxsiE3E4HFBVNfz7sGHD8M4776Bnz56w2eq+nQ8fPozt27dj8eLF4cTZr776KmqfwYMH44UXXkBJSUm7zXrq27cvXn/9dfh8PjidTgDAt99+26T76NKlC6ZMmYIpU6bgjDPOwJ///Gf8/e9/h8PhAICov5PuhhtuwJVXXolu3bohJycHY8aMafD+hw0bhu3bt6NPnz5NatexfP311xg9ejRuvPHG8Lbayd21n+Pm6tu3L7799ltMnjw5vK2pf2Mis+KwFJGJ9OzZE9988w1++eUXFBcXY8aMGSgpKcGVV16Jb7/9Fnl5efjss88wdepUqKqKTp06oXPnznj++eeRm5uLL7/8EjNnzoy6zyuvvBKZmZm4+OKL8fXXX2PXrl145513sG7dujY7jquuugqapuH//u//sHXrVnz22WfhXhe9B+JY7r//fnzwwQfIzc3Fli1b8NFHH6F///4AQj00cXFxWLZsGQoLC1FWVha+3YQJE5CUlISHH34YU6dOPe5j/Otf/8Ls2bOxZcsWbN26FUuXLsW9997b7OM+8cQT8d133+Gzzz7Djh07cN9999UJOHr27ImffvoJ27dvR3FxMQKBQLMe6+abb8aLL76IV199FTt37sTDDz+Mn376qVF/XyKzY3BDZCJ33nknFEXBySefjC5dusDv9+Prr7+Gqqo455xzMGjQINx2221ISUmBLMuQZRlLly7F999/j4EDB+L222/H448/HnWfDocDn3/+OdLT03H++edj0KBB+Nvf/gZFUdrsOJKSkvDhhx9i48aNGDp0KO655x7cf//9ABo35ONwODBr1iwMHjwYZ555JhRFwdKlSwEANpsNTz/9NJ577jlkZ2fjoosuCt9OlmVcd911UFU1qkejPhMmTMBHH32Ezz//HL/61a9w2mmn4R//+Ad69OjR7OP+4x//iEsvvRSTJk3CyJEjcfjw4aheHACYNm0a+vbti+HDh6NLly74+uuvm/VYV199NWbNmoU777wTw4YNw+7du3Hdddc1ekiNyMwkIYSIdSOIiJYsWYKpU6eirKysUXlAzXX99dfj0KFD+M9//tNmj2FUv/nNb5CZmYnXXnst1k0halPMuSGimPjXv/6F3r17o2vXrvjxxx/x17/+FZdffnmbBTZlZWXYtGkT3njjjQ4R2Hi9XixatAgTJkyAoij4f//v/+GLL77A8uXLY900ojbHYSkiiomCggJcc8016N+/P26//Xb8/ve/D1cx/tOf/hQ1BTvy8qc//alZj3fRRRfhnHPOwZ/+9Cf85je/aVHblyxZ0mD7BgwY0KL7bi2SJOGTTz7BmWeeiVNPPRUffvgh3nnnHYwfPz7WTSNqcxyWIiLDKSoqgsfjqfe6pKQkpKent3OLopWXl6OwsLDe6+x2e4vycoio5RjcEBERkaVwWIqIiIgshcENERERWQqDGyIiIrIUBjdERERkKQxuiIiIyFIY3BAREZGlMLghIiIiS2FwQ0RERJby/wF+YRFOiPUbTAAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#gpa_normalised by gender\n", + "sns.catplot(data=gpa_data, x=\"gender\", y=\"GPA_normalised\")\n", + "plt.title(\"GPA vs Gender\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 546 + }, + "id": "xFcsXHsWPDkk", + "outputId": "19e4627b-71d1-4c6b-e58c-a4615fe4a61b" + }, + "id": "xFcsXHsWPDkk", + "execution_count": 29, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'GPA vs Gender')" + ] + }, + "metadata": {}, + "execution_count": 29 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#gpa_normalised by financial_status\n", + "sns.catplot(data=gpa_data, x=\"financial_status_rating\", y=\"GPA_normalised\")\n", + "plt.xticks(rotation = 90)\n", + "plt.title(\"GPA vs Financial Status\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 598 + }, + "id": "Lw0SjsQ3fSHp", + "outputId": "0eeaf8bc-53e8-4f58-cee3-40bc099fe4fd" + }, + "id": "Lw0SjsQ3fSHp", + "execution_count": 30, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'GPA vs Financial Status')" + ] + }, + "metadata": {}, + "execution_count": 30 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#gpa_normalised by tutorials\n", + "sns.catplot(data=gpa_data, x=\"attended_tutorials\", y=\"GPA_normalised\")\n", + "plt.title(\"GPA vs Gender\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 546 + }, + "id": "kwZO_K1BZmap", + "outputId": "c78f1589-5338-4b4e-de67-24f2298c47a4" + }, + "id": "kwZO_K1BZmap", + "execution_count": 31, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'GPA vs Gender')" + ] + }, + "metadata": {}, + "execution_count": 31 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "sns.pairplot(gpa_data);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 952 + }, + "id": "a3ePyCaCSTag", + "outputId": "09b80d9c-4604-4194-8057-ac60dcc28da4" + }, + "id": "a3ePyCaCSTag", + "execution_count": 32, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Multivariate Analysis" + ], + "metadata": { + "id": "xD2qMjyNbiGd" + }, + "id": "xD2qMjyNbiGd" + }, + { + "cell_type": "code", + "source": [ + "sns.relplot(\n", + " data=gpa_data,\n", + " x=\"used_extra_study_materials\", y=\"GPA_normalised\",\n", + " hue=\"gender\", palette=\"ch:r=-.5,l=.75\"\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 524 + }, + "id": "jZFqQrElbnHc", + "outputId": "bb8ed309-fa82-491b-f7bb-c41766dcd85a" + }, + "id": "jZFqQrElbnHc", + "execution_count": 33, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 33 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig = px.scatter_3d(\n", + " gpa_data,\n", + " x = 'extracurricular_participation',\n", + " y = 'class_attendance_rating',\n", + " z = 'GPA_normalised',\n", + " color = 'gender',\n", + " title = \"3D Scatter Plot of Extracurricular_participation, Class_Attendance and GPA_normalised by Gender\"\n", + ")\n", + "fig.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "Mt3EXqqcXS2H", + "outputId": "05803ee6-dcce-4191-fd4f-4fc82b3d85ca" + }, + "id": "Mt3EXqqcXS2H", + "execution_count": 34, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Data Preprocessing 2" + ], + "metadata": { + "id": "Fo919OIIIm_G" + }, + "id": "Fo919OIIIm_G" + }, + { + "cell_type": "code", + "source": [ + "# Ordinal encoding map\n", + "ordinal_encoding_map = {'A': 5, 'B': 4, 'C': 3, 'D': 2, 'E': 1, 'F': 0}\n", + "\n", + "# Features to encode\n", + "features_to_encode = ['english', 'maths', 'subject_3', 'subject_4', 'subject_5']\n", + "\n", + "# Apply ordinal encoding for the specified features\n", + "gpa_data[features_to_encode] = gpa_data[features_to_encode].apply(lambda col: col.map(ordinal_encoding_map))\n", + "\n", + "# Perform label encoding for other categorical columns\n", + "categorical_columns = gpa_data.select_dtypes(include=['object']).columns\n", + "label_encoder = LabelEncoder()\n", + "\n", + "for col in categorical_columns:\n", + " gpa_data[col] = label_encoder.fit_transform(gpa_data[col])\n", + "\n", + "gpa_data.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "id": "_omRAh-8IXbd", + "outputId": "1c7d94b1-f3a5-460f-a220-b785078b0d82" + }, + "id": "_omRAh-8IXbd", + "execution_count": 35, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " id jamb_score english maths subject_3 subject_4 subject_5 \\\n", + "0 2 300 4 5 5 4 4 \n", + "1 3 313 4 5 5 5 4 \n", + "2 4 249 3 4 4 4 3 \n", + "3 5 213 3 4 4 3 4 \n", + "4 6 345 3 5 5 5 5 \n", + "\n", + " age_in_year_one gender has_disability attended_tutorials \\\n", + "0 16 1 0 1 \n", + "1 17 1 0 0 \n", + "2 22 1 0 0 \n", + "3 17 0 0 0 \n", + "4 18 1 0 1 \n", + "\n", + " extracurricular_participation class_attendance_rating \\\n", + "0 7 10 \n", + "1 1 10 \n", + "2 2 5 \n", + "3 3 5 \n", + "4 6 4 \n", + "\n", + " class_participation_rating used_extra_study_materials morning_study \\\n", + "0 10 7.0 3 \n", + "1 9 7.0 3 \n", + "2 2 7.0 3 \n", + "3 5 7.0 3 \n", + "4 3 7.0 3 \n", + "\n", + " afternoon_study evening_study late_night_study days_per_week_reading \\\n", + "0 5 5 1 6 \n", + "1 2 5 4 7 \n", + "2 1 4 4 4 \n", + "3 1 1 1 2 \n", + "4 3 4 5 3 \n", + "\n", + " hours_per_day_personal_study taught_peers courses_offered \\\n", + "0 6.0 3 2 \n", + "1 10.0 3 1 \n", + "2 8.0 1 4 \n", + "3 2.0 1 2 \n", + "4 3.0 3 0 \n", + "\n", + " times_fell_sick study_mode studied_original_course \\\n", + "0 2 0 1 \n", + "1 1 0 1 \n", + "2 6 0 0 \n", + "3 0 0 0 \n", + "4 2 0 1 \n", + "\n", + " financial_status_rating teaching_style_rating institution_type \\\n", + "0 0 6 1 \n", + "1 0 6 1 \n", + "2 0 2 1 \n", + "3 0 1 2 \n", + "4 0 5 1 \n", + "\n", + " GPA_normalised \n", + "0 0.966 \n", + "1 0.960 \n", + "2 0.620 \n", + "3 0.666 \n", + "4 0.920 " + ], + "text/html": [ + "\n", + "
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\n" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wkBwHfvvTv4d" + }, + "source": [ + "### Mutual Information" + ], + "id": "wkBwHfvvTv4d" + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "id": "8qfu35mbTv4d" + }, + "outputs": [], + "source": [ + "from sklearn.metrics import mutual_info_score\n", + "\n", + "def mutual_information_score(series):\n", + " return mutual_info_score(series, gpa_data.GPA_normalised)" + ], + "id": "8qfu35mbTv4d" + }, + { + "cell_type": "code", + "source": [ + "#forward filling our nan value in the dataframe\n", + "gpa_data = gpa_data.fillna(method = \"ffill\")" + ], + "metadata": { + "id": "lFNxQCU7Cagw" + }, + "id": "lFNxQCU7Cagw", + "execution_count": 37, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "id": "um74DWSaTv4e", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "10eb81f6-dc92-471f-b1b8-fe065ed692da" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "financial_status_rating 1.132850\n", + "courses_offered 0.978714\n", + "taught_peers 0.670930\n", + "institution_type 0.376373\n", + "gender 0.364384\n", + "studied_original_course 0.354625\n", + "attended_tutorials 0.334152\n", + "study_mode 0.244686\n", + "has_disability 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 38 + } + ], + "source": [ + "gpa_data[categorical_columns].apply(mutual_information_score).sort_values(ascending=False)" + ], + "id": "um74DWSaTv4e" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ysG_cSSTTv4e" + }, + "source": [ + "### Correlation" + ], + "id": "ysG_cSSTTv4e" + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "_yn4BzzJTv4e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 653 + }, + "outputId": "51042114-99db-4677-f7a9-6a5ce3a5e1b1" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 39 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "sns.heatmap(gpa_data.corr(numeric_only=True),cmap=sns.cubehelix_palette(start=.5, rot=-.5, as_cmap=True))" + ], + "id": "_yn4BzzJTv4e" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ksjQBkCsTv4e" + }, + "source": [ + "## Machine Learning Modeling\n", + "\n", + "In this section, we will walk through the steps involved in building and evaluating a machine learning model for our GPA prediction task.\n" + ], + "id": "ksjQBkCsTv4e" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Kqj8zogXTv4e" + }, + "source": [ + "### Train and Test Data" + ], + "id": "Kqj8zogXTv4e" + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "a6wCyZukTv4e" + }, + "outputs": [], + "source": [ + "X = gpa_data.drop(['id', 'GPA_normalised'], axis=1) # Features excluding 'id' and 'GPA_normal'\n", + "y = gpa_data['GPA_normalised'] # Target variable\n", + "\n", + "#feature scaling\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)\n", + "\n", + "# Train-test split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ], + "id": "a6wCyZukTv4e" + }, + { + "cell_type": "code", + "source": [ + "X_test.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6gBbfXjmiyQ3", + "outputId": "8ead625d-c6b1-4eb4-fa28-fbac431b66c5" + }, + "id": "6gBbfXjmiyQ3", + "execution_count": 41, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(29, 28)" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zrqHglV2Tv4e" + }, + "source": [ + "### Model Selection and Evaluation" + ], + "id": "zrqHglV2Tv4e" + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "id": "pkK_28sMTv4f", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "bcfdc5f4-790b-4624-ee7b-a008c785cde7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "LinearRegression()\n", + "\tTraining time: 0.029s\n", + "\tPrediction time: 0.002s\n", + "Root Mean Squared Error (RMSE): 0.14955814515628812\n", + "\n", + "GradientBoostingRegressor()\n", + "\tTraining time: 0.109s\n", + "\tPrediction time: 0.002s\n", + "Root Mean Squared Error (RMSE): 0.171334255301594\n", + "\n" + ] + } + ], + "source": [ + "#create a list of models\n", + "regressors = [\n", + " LinearRegression(),\n", + " GradientBoostingRegressor()\n", + "]\n", + "\n", + "#model training and prediction\n", + "for model in regressors:\n", + " #train the model\n", + " start = time()\n", + " model.fit(X_train, y_train)\n", + " train_time = time() - start\n", + "\n", + " #predict on test data\n", + " start = time()\n", + " y_pred = model.predict(X_test)\n", + " predict_time = time() - start\n", + "\n", + " print(model)\n", + " print(\"\\tTraining time: %0.3fs\" % train_time)\n", + " print(\"\\tPrediction time: %0.3fs\" % predict_time)\n", + " print('Root Mean Squared Error (RMSE):', mean_squared_error(y_test, y_pred, squared=False))\n", + " #print(\"Accuracy:\", accuracy_score(y_test, y_pred))\n", + " print()" + ], + "id": "pkK_28sMTv4f" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Tf5oaWQSTv4f" + }, + "source": [ + "### Hyperparameter Tuning for XGBoost" + ], + "id": "Tf5oaWQSTv4f" + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "id": "WsYLkE3nTv4f", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "43459022-5cbf-4d3f-eac5-433d60267be7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Root Mean Squared Error (RMSE): 0.15486013343448177\n" + ] + } + ], + "source": [ + "xgb = GradientBoostingRegressor()\n", + "\n", + "#hyperparameter values to search\n", + "params ={\n", + " 'learning_rate' : [0.05,0.25,0.50,1],\n", + " 'criterion' : ['friedman_mse', 'squared_error'],\n", + " 'max_features' : ['auto', 'sqrt', 'log2'],\n", + " 'max_depth': [3,6,9]\n", + "}\n", + "\n", + "grid = GridSearchCV(estimator=xgb, param_grid=params)\n", + "\n", + "#fitting the train data\n", + "grid.fit(X_train, y_train)\n", + "\n", + "#getting the best estimator\n", + "best_model = grid.best_estimator_\n", + "\n", + "#making predictions\n", + "y_pred_xgb = best_model.predict(X_test)\n", + "\n", + "#evaluate the model\n", + "rmse = mean_squared_error(y_test, y_pred_xgb, squared = False)\n", + "print('Root Mean Squared Error (RMSE):', rmse)\n" + ], + "id": "WsYLkE3nTv4f" + }, + { + "cell_type": "markdown", + "source": [ + "### Support Vector Regressor" + ], + "metadata": { + "id": "UB-l6vNyTumT" + }, + "id": "UB-l6vNyTumT" + }, + { + "cell_type": "code", + "source": [ + "#support vector regression\n", + "svr = SVR(epsilon = 0.2)\n", + "\n", + "svr.fit(X_train,y_train)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 75 + }, + "id": "fHLQ67QLShs4", + "outputId": "6bb5dc39-f68d-4409-83af-e20128c7d1c4" + }, + "id": "fHLQ67QLShs4", + "execution_count": 44, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SVR(epsilon=0.2)" + ], + "text/html": [ + "
SVR(epsilon=0.2)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "metadata": {}, + "execution_count": 44 + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_pred_svr = svr.predict(X_test)\n", + "#evaluate the model\n", + "rmse = mean_squared_error(y_test, y_pred_svr, squared = False)\n", + "print('Root Mean Squared Error (RMSE):', rmse)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uQ9ekTXxTFBY", + "outputId": "0fe2d5b8-eb44-4279-8758-4a1afc39221a" + }, + "id": "uQ9ekTXxTFBY", + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Root Mean Squared Error (RMSE): 0.15734902400493475\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bI3Vh3NvTv4f" + }, + "source": [ + "### Ensemble Learning" + ], + "id": "bI3Vh3NvTv4f" + }, + { + "cell_type": "code", + "source": [ + "#initializing a Random Forest Regressor since it uses bagging (Bootstrap Aggregating)\n", + "model_2 = RandomForestRegressor()\n", + "\n", + "# Train the model\n", + "model_2.fit(X_train, y_train)\n", + "\n", + "# Predict on the test set\n", + "y_prediction = model_2.predict(X_test)\n", + "\n", + "# Evaluate the model\n", + "rmse = mean_squared_error(y_test, y_prediction, squared=False)\n", + "print('Root Mean Squared Error (RMSE):', rmse)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "trUal6UQv1gb", + "outputId": "0d6daf47-f228-4745-e3cb-50e9c8029646" + }, + "id": "trUal6UQv1gb", + "execution_count": 46, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Root Mean Squared Error (RMSE): 0.1510884961332037\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "mae = mean_squared_error(y_test, y_prediction)\n", + "print(mae)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FSDzXBB8pUtQ", + "outputId": "65332469-3c2c-41a7-b4fb-b348fb215505" + }, + "id": "FSDzXBB8pUtQ", + "execution_count": 47, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0.022827733663793103\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#hyperparameter tuning\n", + "params = {\n", + " \"n_estimators\":[100,200,500],\n", + " \"max_depth\": [2,4,6,8],\n", + " \"max_features\": ['auto', 'sqrt', 'log2']\n", + "}\n", + "grid = GridSearchCV(estimator=model_2, param_grid=params)\n", + "\n", + "#fitting the train data\n", + "grid.fit(X_train, y_train)\n", + "\n", + "#getting the best estimator\n", + "best_model = grid.best_estimator_\n", + "\n", + "#making predictions\n", + "y_pred = best_model.predict(X_test)\n", + "\n", + "# Evaluate the model\n", + "rmse = mean_squared_error(y_test, y_prediction, squared=False)\n", + "print('Root Mean Squared Error (RMSE):', rmse)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JBIA8WKvzW7g", + "outputId": "31f22a50-9489-4fcc-8050-f8b1f3a68788" + }, + "id": "JBIA8WKvzW7g", + "execution_count": 48, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Root Mean Squared Error (RMSE): 0.1510884961332037\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "id": "kKIfMZu0Tv4f", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "5f1179fb-3bb8-41be-a063-8da5193a1d70" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Out of the Bag Score: 0.18497044769152482\n", + "Root Mean Squared Error (RMSE): 0.14433821923368403\n" + ] + } + ], + "source": [ + "# Initialize the Bagging Regressor model\n", + "bagged_model = BaggingRegressor(\n", + " base_estimator = model_2,\n", + " n_estimators = 100, #this is the number of subgroups to create and you can experiment with this number here\n", + " #max_sample = 0.8, #using 80 percent of our dataset\n", + " oob_score = True, #oob means out of bag\n", + " random_state = 0\n", + ")\n", + "\n", + "#Train the model\n", + "bagged_model.fit(X_train,y_train)\n", + "\n", + "#get the oob score(optional)\n", + "oob_score = bagged_model.oob_score_\n", + "print(\"Out of the Bag Score:\", oob_score)\n", + "\n", + "#predict on the test set\n", + "y_preds = bagged_model.predict(X_test)\n", + "\n", + "#Evaluate the model\n", + "rmse = mean_squared_error(y_test, y_preds, squared = False)\n", + "print(\"Root Mean Squared Error (RMSE):\", rmse)" + ], + "id": "kKIfMZu0Tv4f" + }, + { + "cell_type": "markdown", + "source": [ + "#### Prediction Visualization for Random Forest Regressor and XGBoost\n" + ], + "metadata": { + "id": "M04D1Q9XywHe" + }, + "id": "M04D1Q9XywHe" + }, + { + "cell_type": "code", + "source": [ + "# Our predictions for rfr\n", + "plt.scatter(y_test,y_pred)\n", + "plt.xlabel(\"Actual\")\n", + "plt.ylabel(\"Predicted\")\n", + "plt.title(\"Random Forest Regressor: Actual vs Predicted\")\n", + "\n", + "# Perfect predictions\n", + "plt.plot(y_test,y_test,'r');" + ], + "metadata": { + "id": "9Tt35c-izD5V", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "outputId": "cee6d721-bb9a-4f79-a3ab-27c9f712aba6" + }, + "id": "9Tt35c-izD5V", + "execution_count": 51, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Our predictions for xgb\n", + "plt.scatter(y_test,y_pred_xgb)\n", + "plt.xlabel(\"Actual\")\n", + "plt.ylabel(\"Predicted\")\n", + "plt.title(\"XGBoost: Actual vs Predicted\")\n", + "\n", + "# Perfect predictions\n", + "plt.plot(y_test,y_test,'r');" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "NyMrY5DbYG_D", + "outputId": "70549f7f-2d2d-4712-f4d2-4421adaa990a" + }, + "id": "NyMrY5DbYG_D", + "execution_count": 52, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ldfLz88PYWFh+Pzzz5Gfn695fu/evTh58uRD38PJyQl9+/bF9u3b8dtvv2k9X/n9q9zT6MHvnyVqJDKanDO1ieQyfvx44eTkJNLT0yXt5eXlom3btsLf318UFBRo2nNzczWreF566SWxcOFCsXr1ajF//nzRrVs3TXulypVAgwYNEuvWrRPr1q0Ty5YtE/379xcARMeOHSUrxOLj4wUA8cILL4glS5aIcePGCWdnZ/HUU0+J0tJSzXGVK4c6dOggEhMTxZQpU0StWrVEYGCgZtXa0aNHRf369cXbb78tPv74Y7Fs2TLx/PPPCwDiq6++0pxr9OjRQqFQiDlz5oiNGzeK1NRUzXP6rBo7fPiwACASExOrPKZdu3aiTZs2mmvbtWtXAUAMHDhQLF26VPzrX/8SL7zwgti2bZvmNS1bthS+vr5i6dKlYuPGjeL48eNCCCFOnjwpnJycRHh4uFiyZImYMWOG8Pb2Fm3atJHUmpqaKgCIzp07i+XLl4tZs2YJb29v8eSTT4oH/5Onz6qxSocOHRIAhLu7u+Yz3a9t27aiR48eYt68eeKzzz4TEydOFEqlUvTq1euh5638WXnUKr/K772uVVsbNmwQTk5OonXr1mLu3Lli5cqVYurUqSIsLEyMGTNGc9zu3bs1xy1atEhMmzZNeHp6ilatWj1y1diff/4pfH19Ra1atcQ777wjVq5cKWbOnClatWql+dnLzs4Wzs7O4umnnxZr164VGzduFLm5uWarkcgUGITI4fz222/C2dlZjB07Vufz6enpwsnJSYwfP17SfvfuXZGYmCgiIyOFh4eHqFGjhvD19RUvv/yy2LBhg2RJs67l8zVq1BBBQUHivffeE4WFhVrvu2TJEhESEiJcXFyEj4+PGDVqlGRJfqXNmzeL8PBwoVQqRf369cWQIUPEn3/+qXk+Ly9PjBkzRoSEhIjatWsLT09P0aFDB/Hll19KzpOTkyN69uwp3N3dBQDJ0nR9gtC4ceMEAJGVlVXlMTNnzhQAxLFjx4QQFcvap06dKpo2bSpcXFyEr6+vePXVVyXn+Pnnn0W7du2Eq6ur1i/j9evXi6CgIOHq6irCwsLEnj17dC6fT0pKEs2aNRNKpVKEhISINWvWaMLm/QwJQmq1WgQEBAgAYu7cuVrPr1y5Ujz77LOiQYMGQqlUiuDgYPHee++J/Pz8h57XFEFICCH2798voqOjhaenp3BzcxPBwcHijTfeEL/99pvkuK1bt4oWLVoIpVIpWrZsKZKTk3VewwevvRBCXLp0SQwfPlw0bNhQKJVKERQUJMaMGSNKSko0x6xatUoEBQUJZ2dnraX0pq6RyBQUQhjQp09ERERkRzhHiIiIiBwWgxARERE5LAYhIiIicliyBqGDBw+iV69e8Pf3h0Kh0Gt564EDB9C2bVsolUo8/vjjWLt2rdnrJCIiIvskaxAqKipCaGgoli5dqtfxFy5cQM+ePfHcc88hMzMT77zzDt566y3s2bPHzJUSERGRPbKaVWMKhQJff/01+vbtW+UxH3zwAXbu3CnZ3XTgwIG4desWUlJSLFAlERER2RObusVGWlqa1vbs0dHReOedd6p8TUlJiWQ3XbVajb///hsNGjQw+R2viYiIyDyEECgsLIS/vz+cnEw3oGVTQSgnJwc+Pj6SNh8fHxQUFODu3btaNyMEgISEBL1ueEhERETW78qVK2jcuLHJzmdTQcgYU6ZMQVxcnObr/Px8PPbYY7hy5Qo8PDxkrIyIiIj0VVBQgICAALi7u5v0vDYVhHx9fZGbmytpy83NhYeHh87eIABQKpWSO1BX8vDwYBAiIiKyMaae1mJT+whFRkYiNTVV0rZ3715ERkbKVBERERHZMlmD0O3bt5GZmYnMzEwAFcvjMzMzcfnyZQAVw1rDhw/XHP/222/j/PnzeP/993H69GksW7YMX375Jd599105yiciIiIbJ2sQ+u233xAeHo7w8HAAQFxcHMLDwzFjxgwAQHZ2tiYUAUDTpk2xc+dO7N27F6GhoVi4cCE+++wzREdHy1I/ERER2Tar2UfIUgoKCuDp6Yn8/HzOESIiIrIR5vr9bVNzhIiIiIhMiUGIiIiIHBaDEBERETksBiEiIiJyWAxCRERE5LAYhIiIiMhhMQgRERGRw2IQIiIiIofFIERERESmc/cuYEN7NTMIERERUfWpVED9+kCtWsDEiXJXozcGISIiIqqekyeBGjWAmzcrvr51S9ZyDMEgRERERMabOxdo1ere1xERQFKSfPUYqIbcBRAREZENKi4GataUtm3YAAweLE89RmKPEBERERlmwwbtEJSTY3MhCGCPEBERERlCodBus6FVYg9ijxARERE9Wm6udggaNMimQxDAHiEiIiJ6lIgI4NdfpW2nTgEhIfLUY0IMQkRERFQ1OxsKexCHxoiIiEjb5ct2H4IABiEiIiJ6UNOmQJMm0rZ9++wuBAEcGiMiIqL7OUAv0P3YI0RERERAWprDhSCAQYiIiIgUCqBjR2lbaqrdhyCAQ2NERESOzQF7ge7HHiEiIiJHtGePw4cggD1CREREjkdXANq3D3juOcvXIjMGISIiIkfCXiAJDo0RERE5gs2bGYJ0YI8QERGRvdMVgH79FWjf3vK1WBkGISIiInvGXqCH4tAYERGRPfrgA4YgPbBHiIiIyN7oCkCnTgEhIZavxcoxCBEREdkT9gIZhENjRERE9mD4cIYgI7BHiIiIyNZxKMxoDEJEROQwVGqB9At/41phMbzd3RDRtD6cnXSECFshBOCkY3CHvUB6YxAiIiKHkHIiG7O2n0R2frGmzc/TDfG9WuLF1n4yVmak7t0rbovxIIYgg3COEBER2b2UE9kYtT5DEoIAICe/GKPWZyDlRLZMlRlJodAOQVeuMAQZgUGIiIjsmkotMGv7SeiKCJVts7afhEptAyFCra56QnTjxpavxw4wCBERkV1Lv/C3Vk/Q/QSA7PxipF/423JFGeOJJwBnZ+129gJVC+cIERGRXbtWWHUIMuY4WejqBbpxA6hf3/K12BkGISIismve7m4mPc6iSksBpVK7nb1AJsMgRA7H7pbPEtFDRTStDz9PN+TkF+ucJ6QA4OtZ8d8Cq6JUVgShBzEEmRSDEDkUu1s+S0SP5OykQHyvlhi1PgMKQBKGKv8Eiu/V0rr+INI1FHb7NlC7tuVrsXOcLE0Ow+6WzxKR3l5s7YflQ9vC11M6/OXr6YblQ9tazx9Ct29XvSqMIcgsZA9CS5cuRWBgINzc3NChQwekp6dXeWxZWRlmz56N4OBguLm5ITQ0FCkpKRaslmyVXS2fJSKjvNjaD4c+6IaNI57G4oFh2DjiaRz6oJv1hCCFAnB3l7a5u3MozMxkDUKbN29GXFwc4uPjkZGRgdDQUERHR+PatWs6j582bRpWrlyJTz75BCdPnsTbb7+Nfv364ejRoxaunGyN3SyfJaJqcXZSIDK4AfqENUJkcAPrGQ7T1QtUWgoUFFi+FgcjaxBatGgRRowYgdjYWLRs2RIrVqxArVq1sHr1ap3Hr1u3Dh9++CF69OiBoKAgjBo1Cj169MDChQstXDnZGrtYPktE9ic3t+qhMBcXy9fjgGQLQqWlpThy5AiioqLuFePkhKioKKSlpel8TUlJCdzcpOO7NWvWxKFDh6p8n5KSEhQUFEge5HhsevksEdknhQLw9ZW21avHoTALky0I5eXlQaVSwcfHR9Lu4+ODnJwcna+Jjo7GokWLcPbsWajVauzduxfJycnIzq56kmtCQgI8PT01j4CAAJN+DrINlctnq+oEV6Bi9ZjVLZ8lIvukqxdIpQL+5vC8pck+WdoQixcvRrNmzRASEgJXV1eMHTsWsbGxcHKq+mNMmTIF+fn5mseVK1csWDFZi8rlswC0wpDVLp8lIvtz/nzVQ2EP+V1G5iPbVffy8oKzszNyc3Ml7bm5ufB9sKvw/zRs2BDbtm1DUVERLl26hNOnT6NOnToICgqq8n2USiU8PDwkD3JMNrN8lojsk0IBBAdL28LDORQmM9k2VHR1dUW7du2QmpqKvn37AgDUajVSU1MxduzYh77Wzc0NjRo1QllZGbZu3YrXX3/dAhWTPXixtR+eb+nLnaWJyLJ09QJVdSd5sihZd5aOi4tDTEwM2rdvj4iICCQmJqKoqAixsbEAgOHDh6NRo0ZISEgAAPzyyy+4evUqwsLCcPXqVcycORNqtRrvv/++nB+DbEzl8lkiIrPLzKzo9XkQe4GshqxBaMCAAbh+/TpmzJiBnJwchIWFISUlRTOB+vLly5L5P8XFxZg2bRrOnz+POnXqoEePHli3bh3q1q0r0ycgIiKqgq7ent69gW++sXwtVCWFEI4VSwsKCuDp6Yn8/HzOFyIiIvOoakI0Gc1cv785RZ2IiMhUfviBIcjGMAgRERGZgkIBdO0qbRs92ugQpFILpGXdwDeZV5GWdYP3QjQTWecIERER2QUT9wKlnMjGrO0nJfdI9PN0Q3yvltzqw8TYI0RERGSs5GSzhKBR6zO0bhSdk1+MUeszkHKi6rspkOEYhIiIiIyhUAD9+0vb5sypVghSqQVmbT8JXWeobJu1/SSHyUyIQ2NERESGMtOE6PQLf2v1BEneAkB2fjHSL/zN/dBMhD1CRERk90w28XjlSrOuCrtWWHUIMuY4ejT2CBERkV0z2cRjXQHo00+BESNMUGUFb3e3Rx9kwHH0aOwRIiIiu2WyicdV9QKZMAQBQETT+vDzdENVdyBToCLERTStb9L3dWQMQkREZJdMMvF4zhyLbpDo7KRAfK+WAKAVhiq/ju/VkjeKNiEGISIiskuGTDzWSaEAZsyQtiUnm32X6Bdb+2H50Lbw9ZQOf/l6umH50Lay7SNkrxs8co4QERHZpWpNPJb5NhkvtvbD8y19kX7hb1wrLIa3e8VwmFw9Qfa8wSN7hIiIyC4ZNfF49GjZQ1AlZycFIoMboE9YI0QGN5A1BNnzBo8MQkREZJcMnnisUADLl0sP+uEHh75hqiNs8MggREREdsmgicdV9QI9+6xZa7R21Z5nZQMYhIiIyG49cuLxlJFWMxRmjRxhg0dOliYiIrtW5cRjZx19AZmZQGioxWu0Vo6wwSODEBERWQWVWphtlVTlxGMAFb09TjpCEHuBtFTOs8rJL9Y5T0iBit41W97gkUGIiIhkZ7Hl2WFhwLFj2u0MQTpVzrMatT4DCkArDAnY/gaPnCNERESystjybIVCOwSdP88Q9AiV86w8a7loPVdXR5utYRAiIiLZWGR5tlpd9YTopk2NP6+Dyb9TprPN1vcSYhAiIiLZmH15tkIBODvrODF7gfRl73sJcY4QERHJxqzLs3X1AmVnA76+hp/LDMw5OdyU5zckrGompNsQBiEiIpKNWZZnl5QAbjqOt6JeIHNPDjfl+e19LyEOjRGR1bLXu13TPQbfBuNRFAqbCEHmnBxu6vPb+15C7BEiIqtkz3e7pnsetjxb6zYYj6JrKOzWLcDTs/qFmsij5tsoUDHf5vmWvkYNY5nj/Pa+lxB7hIjI6tj73a5J6pG3wXhU8C0oqHpVmBWFIMD8k8NNcf4He2IB6H/PNhvEHiEisirm/ouZrFOVt8F41PdYVwACrGoo7H7mnm9T3fM/rCd2+dC2Ws/52kEvLYMQEVkVe1+hQlWT3AZDH7pCUHExoFSarigTM/d8m+qcv7In9sEIWdkTu3xoWxz6oJtZV7rJgUGIiKyKva9QIRPIzdW9BN5Ke4HuZ+75NpXnf9gfE7omnxvSE2tvf4BwjhARWRV7X6FC1aRQ2GwIAu5NDgfMM9/G2UmB3qEPH6bqHeqndX6zb2xpxRiEiMiqmHw5NdkPXUNh5eU2E4IqVXty+EOo1ALfHnv4YoJvj2VrbUXhyD2xHBojIqti0uXUZB/OnweCg7XbbSwA3c/oyeGP8KieHUD3HDtH7olljxARWR1z/sVMNkah0A5BgYE2HYIqVU4O7xPWCJHBDUwS7o3t2XHknlj2CBGRVTLXX8xkQ3QNhVV1J3kbZsp7jhnbs+PIPbEMQkRktQxeTk32ITMTCA/XbreDXqAHmXoH9eqsSqvsibXHvYIeRiGEHf5kPURBQQE8PT2Rn58PDw8PucshIqL76ert6doV2L/f4qWYW1X79lReAWOHgSvPC+ju2XnUeU3ZQ2VK5vr9zTlCRERkHaq6TYYdhqBH7dsDVOzbY8yNho2dY1d5a40d//sLAPDyk/4mm7tkzTg0RkRE8kpLAzp21G634wELc++gbugcO0e+yTF7hIiISD4KhXYIGj/erkMQYJl9e/RdleboNzlmjxAREcmjqqEwB2At+/bwJsfsESIiIkvbtcuhQxBgPfv2OPKtNSoxCBERkeUoFEDPntK2+fMdKgQB5r/nmL4c+dYalTg0RkTkgGRZIu3gvUAPsoZ9e6xliE5ODEJERA7G4iuE/vtfICZGu92BQ1AluXdQr84GjPZC9qGxpUuXIjAwEG5ubujQoQPS09MfenxiYiKaN2+OmjVrIiAgAO+++y6Ki+23y46IyJQsvkJIodAOQZ99xhB0H3Pcc8yQ97aGITo5yRqENm/ejLi4OMTHxyMjIwOhoaGIjo7GtWvXdB7/xRdfYPLkyYiPj8epU6eQlJSEzZs348MPP7Rw5doqN6L6JvMq0rJuGLUJFhGROZlzEz+dqhoKe/NN05yfTMLRb3Is6y02OnTogKeeegpLliwBAKjVagQEBGDcuHGYPHmy1vFjx47FqVOnkJqaqmmbOHEifvnlFxw6dEiv9zTHFt2OvBEVEdmOtKwbGLTq8COP2zji6erd423hQmDSJO129gJZNWu9tUYlu7vFRmlpKY4cOYKoqKh7xTg5ISoqCmlpaTpf07FjRxw5ckQzfHb+/Hns2rULPXr0qPJ9SkpKUFBQIHmYkqNvREVEtsMiK4QUCu0Q9PXXDEE2QM4hOjnJNlk6Ly8PKpUKPj4+knYfHx+cPn1a52sGDx6MvLw8dOrUCUIIlJeX4+23337o0FhCQgJmzZpl0torcSMqIrIlZl8hxFVhZINknyxtiAMHDmD+/PlYtmwZMjIykJycjJ07d2LOnDlVvmbKlCnIz8/XPK5cuWKyergRFRHZErNt4vf++xYNQZyTSaYkW4+Ql5cXnJ2dkZubK2nPzc2Fr6+vztdMnz4dw4YNw1tvvQUAaNOmDYqKijBy5EhMnToVTk7auU6pVEKpVJr+A4AbURGRbalcITRqfQYUgKQ32+gVQroC0A8/AM8+W41Kq8Y5mWRqsvUIubq6ol27dpKJz2q1GqmpqYiMjNT5mjt37miFHWdnZwCAHHO+uREVEdkak64QqqoXyIwhiHMyydRk3VAxLi4OMTExaN++PSIiIpCYmIiioiLExsYCAIYPH45GjRohISEBANCrVy8sWrQI4eHh6NChA86dO4fp06ejV69emkBkSdyIiohsUbU38RsyBPjiC+12Pf8gNWZ1EudkkrnIGoQGDBiA69evY8aMGcjJyUFYWBhSUlI0E6gvX74s6QGaNm0aFAoFpk2bhqtXr6Jhw4bo1asX5s2bJ0v9ZulmJiKygMoVQgbT1QuUmQmEhur1cmOHtgyZk1mtpf/kcGTdR0gO3EeIiMgIQgA65mEaMiG6cmjrwVdURquHDc19k3kVEzZlPvI9Fg8MQ5+wRnrXRLbDXPsI8V5jJiD3vWKIiMzqueeAAwe02w0IQdUd2uKcTDIXBiETMbqbmYjImukaCjt/Hmja1KDTVHdoi3MyyVxsah8hIiKyELW66lVhBoYgoPrbjfDmoGQuDEJERCTVuTOgayVuNaaUmmJoy9FvDkrmwaExIiK6R1cv0PXrgJdXtU5rqqEtzsm0HtZ+k1Z9MQgRERFQXg64uGi3m2hhsSm3G+GcTPnZ02ppDo0RETm6wECzhqBKHNqyD4/a4Xvx92dt6j5w3EeIiMiR6RoKKywE6tQx21vay5CKI1KpBTp9tO+hKwDvZ8peIu4jRGRn+MvAdtjl96q4GKhZU7vdAn8bc2jLdj1qG4QHVfYSWXOPH4MQkQzsaXzd3tnl9+rxx4GsLGlb/frAjRvy1EM2Q99tECrZwn3gOEeIyMJ4B23bYZffK4VCOwSVlDAEkV6M2bn7/s0yrRGDEJEFPeo2A0DFX062MMHQ3tnd96qgoOoNEl1dLV8PQaUWSMu6YVMTiyu3QTCmX8fQ3iRL4dAYkQXxDtq2w66+V25uFb0+9+vZE9ixQ556yGaHXB+2DcKjWOt94NgjRGRB1b3NAFmO3XyvFArtEKRSMQTJqKoh1+z8Yry9PgOLv//DqnuHqtoGoSoKVIQ8a70PHHuEiCyId9C2HTb/vbpxQ/du0I61Y4rVediQa6X/fH8WG9OvYGZv6+0denCH74t5RfjP92ervVmmHNgjRGRBjxpft/a/nByJTX+vGjTQDkFvvskQZAX0XX6eU2D9E/Irt0HoE9YIE6KewAob3SyTPUJEFmTK2wyQedns90rXhOiq7iRPFmfoUKo1Lzt/kK3eB449QkQWxtsM2A6b+l799VfVq8IYgqyGIUOp1r7sXJf7e4kigxtYfQgC2CNEJAtb/cvJEdnE90pX0Fm4EIiLs3wt9FCVQ645+cV6r7iy+gn5No5BiEgmvM2A7bDq71VVvUBkle4fctWX1U7ItxMcGiMiskXnzjEE2SjNkKuH8qHHWfWEfDvCIEREZGsUCqBZM2nb6tUMQTbkxdZ++Glyd7wb9YTO5616Qr6d4dAYEZGVU6mFZo5Sn/DG2gcwANkkZycFJkQ1Q3PfOlq7TPvawC7T9oJBiIjIilXeiqHu2ZPYvWa89gEMQTbPJibk2zEGISIiK1V5K4YLH72s9dz/6/ch+s0eixdlqItMz6on5Ns5BiEiIitUeSsGXSEo8IMdUAD4nw1ttkdkrThZmojICp3Y+QPSPozSag/8oOJmqY/abE+lFkjLuoFvMq8iLeuGVd/Ek0hO7BEiIrI2CgVCH2jqM2whjvk31zpU12Z7lfOK7p9868fJt0Q6sUeIiMia6NgbKPCDHTpDEKC92V7lvKIHb+yZk2/9N/EkkgODENH/4VACyeqnn3SGoKb/NxT2IF2b7VXOK9L1k1vZNmv7Sf5sE92HQ2NE4FACyUzXDtHHjyMFDYD1GVAAknBT1WZ76Rf+1uoJut/984q4QomoAnuEyOFxKIFkVdVtMlq3vncrBk/p8JevpxuWD22rFdL1vTknb+JJdA97hMihPWooQYGKoQQuUSaTS0kBXnpJ2ubsDJSXS5oM2WxP35tz8iaeRPcwCJFD41ACyUJXL9C5c0BwsM7D9d1sL6Jpffh5uiEnv1hnuFegojfJUW7ief+tSbhbM1WFQYgcGocSyOLMeMd4ZycF4nu1xCgD5hU9jC0HCc77I31xjhA5NA4lkMV89ZV2CGrUyOT3CjN0XlFVUk5ko9NH+zBo1WFM2JSJQasOo9NH+2xizhzn/ZEhFEI41h37CgoK4Onpifz8fHh4eMhdDslMpRbo9NG+Rw4lHPqgm838JUxWSFcv0NWrgL+/2d6yOr05lUHiwX8Tla82JFBZWuW/6aqGvPlv2naZ6/e33kNjBQUFep+UAYNshamHEoi0mHEo7GGMvYmnrS8g4Lw/MpTeQ2N169ZFvXr19HoQ2RJTDSUQSSQlaYeg8HCLhKDqMCRIWCPO+yND6d0jtH//fs3/v3jxIiZPnow33ngDkZGRAIC0tDR8/vnnSEhIMH2VRGZmyBJlokfS1QuUlwc0sP4eCFsPEpz3R4bSOwh16dJF8/9nz56NRYsWYdCgQZq23r17o02bNvj0008RExNj2iqJLMDYoQQiDSEAJx0d7VbeC3Q/Ww8S3EKADGXUqrG0tDS0b99eq719+/ZIT0+vdlFERDZn4ULtEPTCCzYVgoB7QaKqvlBd9zizJpXz/gBofQbO+yNdjApCAQEBWLVqlVb7Z599hoCAgGoXRURkUxQKYNIkaVtBAbBnjzz1VIM9BAnO+yNDGLV8fteuXejfvz8ef/xxdOjQAQCQnp6Os2fPYuvWrejRo4fJCzUVLp8nIpNRqytui/EgG+sF0sUeNiS05Q0hSZu5fn8bvY/QlStXsHz5cpw+fRoA0KJFC7z99ttW3yPEIEREJjF9OjB3rrRt8GBgwwZ56jEDBgmyJlYXhExp6dKlWLBgAXJychAaGopPPvkEEREROo/t2rUrfvjhB632Hj16YOfOnY98LwYhIqo2XavC7t4F3KxzAjGRPTDX72+jb7Hx448/YujQoejYsSOuXr0KAFi3bh0OHTpk0Hk2b96MuLg4xMfHIyMjA6GhoYiOjsa1a9d0Hp+cnIzs7GzN48SJE3B2dsZrr71m7EchItJPWVnVGyQyBBHZJKOC0NatWxEdHY2aNWsiIyMDJSUlAID8/HzMnz/foHMtWrQII0aMQGxsLFq2bIkVK1agVq1aWL16tc7j69evD19fX81j7969qFWrFoMQEZnXmDGAq6u0bdw4u5gPROTIjApCc+fOxYoVK7Bq1Sq4uLho2p955hlkZGTofZ7S0lIcOXIEUVFR9wpyckJUVBTS0tL0OkdSUhIGDhyI2rVr63y+pKQEBQUFkgcRkUEUCmDZMmlbaSnw8cfy1ENEJmNUEDpz5gyeffZZrXZPT0/cunVL7/Pk5eVBpVLBx8dH0u7j44OcnJxHvj49PR0nTpzAW2+9VeUxCQkJ8PT01DysfTI3EVmRkpKqh8Lu+yOQiGyXUUHI19cX586d02o/dOgQgoKCql2UvpKSktCmTZsqJ1YDwJQpU5Cfn695XLlyxWL1EZENmzZNe97PZ59xKIzIzuh9i437jRgxAhMmTMDq1auhUCjw119/IS0tDZMmTcL06dP1Po+XlxecnZ2Rm5srac/NzYWvr+9DX1tUVIRNmzZh9uzZDz1OqVRCqVTqXRMRkc5eIJVK9+0ziMimGRWEJk+eDLVaje7du+POnTt49tlnoVQqMWnSJIwbN07v87i6uqJdu3ZITU1F3759AQBqtRqpqakYO3bsQ1+7ZcsWlJSUYOjQocZ8BCIibUVFQJ062u3sBSKyW9XaR6i0tBTnzp3D7du30bJlS9TR9R+QR9i8eTNiYmKwcuVKREREIDExEV9++SVOnz4NHx8fDB8+HI0aNdK6q33nzp3RqFEjbNq0yaD34z5CRKTTuHHAkiXSts2bgddfl6ceIpIw1+9vo3qE/vGPf2Dx4sVwd3dHy5YtNe1FRUUYN25clUvfdRkwYACuX7+OGTNmICcnB2FhYUhJSdFMoL58+TKcHuiOPnPmDA4dOoTvvvvOmPKJiKR0DYWp1brbiciuGNUj5OzsjOzsbHh7e0va8/Ly4Ovri/LycpMVaGrsESIijVu3gHr1tNs5FEZkdaxiZ+mCggLk5+dDCIHCwkLJ3jw3b97Erl27tMIREZFVGjpUOwTt2MEQRORgDBoaq1u3LhQKBRQKBZ544gmt5xUKBWbNmmWy4oiIzKKqvYGIyOEYFIT2798PIQS6deuGrVu3on79+prnXF1d0aRJE/j7+5u8SCIik7h2DXhgA1cADEFEDsygINSlSxcAwIULF/DYY49BwYmERGQrevYEdu2Sth04APzff9eIyDEZtWps3759qFOnjtaNTrds2YI7d+4gJibGJMUREZkEh8KIqApGbZOakJAALy8vrXZvb2+D7z5PRGQ2V64wBBHRQxkVhC5fvoymTZtqtTdp0gSXL1+udlFERNX29NPAY49J29LTGYKISMKooTFvb2/873//Q2BgoKT92LFjaNCggSnqIiIyHnuBiEhPRvUIDRo0COPHj8f+/fuhUqmgUqmwb98+TJgwAQMHDjR1jURE+jl3TjsE1avHEEREVTKqR2jOnDm4ePEiunfvjho1Kk6hVqsxfPhwzhEiInk8/jiQlSVtO34caN1annqIyCZU66arf/zxB44dO4aaNWuiTZs2aNKkiSlrMwveYoPIDnEojMjuWdVNVys98cQTOneYJiKyiOPHgSeflLY1awb88Yc89RCRzdE7CMXFxWHOnDmoXbs24uLiHnrsokWLql0YEdFD1atXcdPU+507BwQHy1IOEdkmvYPQ0aNHUVZWpvn/VeFu00RkdhwKIyITqdYcIVvEOUJENuzXX4GICGnb008DaWny1ENEFmOVc4SIiCxGVy/QlStA48aWr4WI7IbeQeiVV17R+6TJyclGFUNEpBOHwojITPTeUNHT01Pz8PDwQGpqKn777TfN80eOHEFqaio8PT3NUigROaCjR7VDUM+eDEFEZDJ69witWbNG8/8/+OADvP7661ixYgWcnZ0BACqVCqNHj+a8GyIyjaeeAu77YwsAkJsLeHvLUw8R2SWjJks3bNgQhw4dQvPmzSXtZ86cQceOHXHjxg2TFWhqnCxNZAM4FEZEDzDX72+j7jVWXl6O06dPa7WfPn0aarW62kURkYNKT9cOQf/6F0MQEZmNUavGYmNj8eabbyIrKwsR/7eU9ZdffsE///lPxMbGmrRAInIQzZpVbIh4v8JCoE4deeohIodgVBD697//DV9fXyxcuBDZ2dkAAD8/P7z33nuYOHGiSQskIjsnBOCko3OavUBEZAHV3lCxoKAAAGxmvg3nCBFZkYMHgS5dpG3LlgGjRslTDxFZLavbULG8vBwHDhxAVlYWBg8eDAD466+/4OHhgTrsyiaiR/HyAh5cWHH3LuDmJk89ROSQjApCly5dwosvvojLly+jpKQEzz//PNzd3fHRRx+hpKQEK1asMHWdRGQvOBRGRFbEqFVjEyZMQPv27XHz5k3UrFlT096vXz+kpqaarDgisjMpKdoh6PPPGYKISDZG9Qj9+OOP+Pnnn+Hq6ippDwwMxNWrV01SGBHZGScn7cBTWgq4uMhTDxERjAxCarUaKpVKq/3PP/+Eu7t7tYsiIjuiUgE1dPynhr1ARGQFjBoae+GFF5CYmKj5WqFQ4Pbt24iPj0ePHj1MVRsR2brkZO0Q9NVXDEFEZDWMWj5/5coVvPjiixBC4OzZs2jfvj3Onj0LLy8vHDx4EN5WfC8gLp8nshBdt8koLwf+7/6ERESGMNfvb6P3ESovL8fmzZtx7Ngx3L59G23btsWQIUMkk6etEYMQkZmVlQEPzB8EwF4gIqoWqwlCZWVlCAkJwY4dO9CiRQuTFWIpDEJEZrR+PTBsmLRt1y7gpZfkqYeI7IbVbKjo4uKC4uJikxVARHZC11CYSqV7zyAiIith1H+hxowZg48++gjl5eWmroeIbE1xsXYIqlu36o0TiYisiFHL53/99Vekpqbiu+++Q5s2bVC7dm3J88nJySYpjois3IoV2vcF278f6NpVlnKIiAxlVBCqW7cu+vfvb+paiMiW6BoKU6t1txMRWSmDgpBarcaCBQvwxx9/oLS0FN26dcPMmTOtfqUYEZlQURHw4I2Vg4KArCx56iEiqgaDBvDnzZuHDz/8EHXq1EGjRo3w8ccfY8yYMeaqjYiszb//rR2CDh9mCCIim2XQ8vlmzZph0qRJ+H//7/8BAL7//nv07NkTd+/ehZONTIrk8nkiI+ka8uLeQERkIeb6/W1Qerl8+bLkFhpRUVFQKBT466+/TFYQEVmZ/HztEBQezhBERHbBoCBUXl4ONzc3SZuLiwvKyspMWhQRWYmZMyuWwt8vMxPIyJChGCIi0zNosrQQAm+88QaUSqWmrbi4GG+//bZkCT2XzxPZAQ6FEZEDMCgIxcTEaLUNHTrUZMUQkRXIywMaNpS2desGpKbKUw8RkRkZFITWrFlj8gKWLl2KBQsWICcnB6Ghofjkk08QERFR5fG3bt3C1KlTkZycjL///htNmjRBYmKiZO4SERlp4kRg0SJp26lTQEiIPPUQEZmZURsqmsrmzZsRFxeHFStWoEOHDkhMTER0dDTOnDkDb29vreNLS0vx/PPPw9vbG1999RUaNWqES5cuoe6DcxiIyHAcCiMiB2Tw3edNqUOHDnjqqaewZMkSABUbNgYEBGDcuHGYPHmy1vErVqzAggULcPr0abi4uBj1nlw+T/SA7GzA31/a9sorwNat8tRDRKSDVSyfN6XS0lIcOXIEUVFR94pxckJUVBTS0tJ0vubbb79FZGQkxowZAx8fH7Ru3Rrz58+HSqWyVNlE9mXECO0QdP48QxAROQzZhsby8vKgUqng4+Mjaffx8cHp06d1vub8+fPYt28fhgwZgl27duHcuXMYPXo0ysrKEB8fr/M1JSUlKCkp0XxdUFBgug9BZMs4FEZEJF+PkDHUajW8vb3x6aefol27dhgwYACmTp2KFStWVPmahIQEeHp6ah4BAQEWrJjICl26pB2C3niDIYiIHJJsQcjLywvOzs7Izc2VtOfm5sLX11fna/z8/PDEE0/A2dlZ09aiRQvk5OSgtLRU52umTJmC/Px8zePKlSum+xBEtmbAACAwUNp29SpghhWhRES2QLYg5Orqinbt2iH1vr1J1Go1UlNTERkZqfM1zzzzDM6dOwe1Wq1p++OPP+Dn5wdXV1edr1EqlfDw8JA8iBySQgF8+aW0TQjtOUJERA5E1qGxuLg4rFq1Cp9//jlOnTqFUaNGoaioCLGxsQCA4cOHY8qUKZrjR40ahb///hsTJkzAH3/8gZ07d2L+/PkYM2aMXB+ByPqdPas9FDZ+PIfCiIgg8z5CAwYMwPXr1zFjxgzk5OQgLCwMKSkpmgnUly9fltzVPiAgAHv27MG7776LJ598Eo0aNcKECRPwwQcfyPURiKzbiy8Ce/ZI265d0945mojIQcm6j5AcuI8QOQyuCiMiO2J3+wgRkZkcP64dgqZOZQgiItJB1qExIjKxp58GfvlF2nbzJsDb0BAR6cQgRGQvOBRGRGQwDo0R2bpff9UOQQkJDEFERHpgjxCRLQsJAc6ckbYVFgJ16shTDxGRjWEQIrJFQgBOOjp02QtERGQQDo0R2Zoff9QOQUuWMAQRERmBPUJEtsTHp2JDxPvduQPUrClPPURENo5BiMgWcCiMiMgsODRGZO2++047BK1ZwxBERGQC7BEismYuLkB5ubStpARwdZWnHiIiO8MgRGSNVCqgho5/nuwFIiIyKQ6NEVmbbdu0Q9CXXzIEERGZAXuEiKyJrttklJcDzs6Wr4WIyAGwR4jIGpSVVX2vMIYgIiKzYRAiktsXX2hPft6xg0NhREQWwKExIjnp6gVSqXTvGURERCbH/9oSyeHuXe0Q5OFR9caJRERkFvwvLpGlzZ8P1KolbfvmGyA/X556iIgcGIfGiCxJ11CYWq27nYiIzI49QkSWcPt21avCGIKIiGTDIERkbpMnA+7u0ra9e7kqjIjICnBojMicquoFIiIiq8AeISJzuHlTOwS5ujIEERFZGQYhIlMbNQqoX1/a9tNPFXeNJyIiq8KhMSJT4lAYEZFNYY8QkSnk5mqHIH9/hiAiIivHIERUXYMHA76+0raMDODqVXnqISIivXFojKg6OBRGRGTT2CNEZIwrV7RDUKtWDEFERDaGQYjIUC+9BDz2mLTt5EngxAl56iEiIqNxaIzIEBwKIyKyK+wRItLHuXPaIahzZ4YgIiIbxx4hokeJjAQOH5a2ZWUBQUHy1ENERCbDIET0MBwKIyKyaxwaI9Ll99+1Q1CfPgxBRER2hj1CRA9q3hz44w9p29WrFTtFExGRXWEQIrofh8KIiBwKh8aIgIrJzw+GoOHDGYKIiOwce4SIYmOBtWulbdeuAQ0bylIOERFZDoMQOTYOhREROTQOjZFjOnVKOwQlJTEEERE5GPYIkeP58ktgwABpW1ERUKuWPPUQEZFsGITIcQhRcVuMn37SbiciIofEoTFyDDk5gJOTNAQdP84QRETk4KwiCC1duhSBgYFwc3NDhw4dkJ6eXuWxa9euhUKhkDzc3NwsWC3ZnHXrAD+/e1+7uwNlZUDr1vLVREREVkH2ILR582bExcUhPj4eGRkZCA0NRXR0NK5du1blazw8PJCdna15XLp0yYIVk80QAmjbtmI/oEoJCUBBAVCDo8JERGQFQWjRokUYMWIEYmNj0bJlS6xYsQK1atXC6tWrq3yNQqGAr6+v5uHj42PBiskm/PlnxVDY0aP32k6fBiZPlq8mIiKyOrIGodLSUhw5cgRRUVGaNicnJ0RFRSEtLa3K192+fRtNmjRBQEAA+vTpg99//90S5ZKt+OwzICDg3te+vkB5ecU9xIiIiO4jaxDKy8uDSqXS6tHx8fFBTk6Oztc0b94cq1evxjfffIP169dDrVajY8eO+PPPP3UeX1JSgoKCAsmD7JQQQEgIMGLEvbb//AfIzgacneWri4iIrJbNTZSIjIxEZGSk5uuOHTuiRYsWWLlyJebMmaN1fEJCAmbNmmXJEkkOFy8CTZtK286dA4KDZSmHiIhsg6w9Ql5eXnB2dkZubq6kPTc3F76+vnqdw8XFBeHh4Th37pzO56dMmYL8/HzN48qVK9Wum6zM0qXSEBQUBKhUDEFERPRIsgYhV1dXtGvXDqmpqZo2tVqN1NRUSa/Pw6hUKhw/fhx+9y+Pvo9SqYSHh4fkQXZCrQYeewwYO/Ze27JlFXeSd5J9HQAREdkA2YfG4uLiEBMTg/bt2yMiIgKJiYkoKipCbGwsAGD48OFo1KgREhISAACzZ8/G008/jccffxy3bt3CggULcOnSJbz11ltyfgyytHPngGbNpG0XLwJNmshSDhER2SbZg9CAAQNw/fp1zJgxAzk5OQgLC0NKSopmAvXly5fhdN9f9zdv3sSIESOQk5ODevXqoV27dvj555/RsmVLuT4CWdrChcCkSfe+btWqYpdoXXeSJyIiegiFEI51j4GCggJ4enoiPz+fw2S2RqUCfHyAGzfutSUlAf/4h3w1ERGRRZjr97fsPUJEejl1Cniw1+/PP4FGjeSph4iI7AJnlJL1mzdPGoKeeqpiojRDEBERVRN7hMh6lZcDnp7AnTv32tavB4YMka8mIiKyKwxCZJ3+9z8gNFTalpNTMUeIiIjIRDg0RtZn+nRpCOrateL2GQxBRERkYuwRIutRWgooldK2LVuAV1+Vpx4iIrJ7DEJkHTIygHbtpG3XrwNeXvLUQ0REDoFDYyS/996ThqAXX6wYCmMIIiIiM2OPEMmnuBioWVPa9s03QO/e8tRDREQOh0GI5PHLL8DTT0vb/v4bqFdPnnqIiMghcWiMLG/sWGkI6tevYiiMIYiIiCyMPUJkOXfuALVrS9t2766YE0RERCQDBiGyjB9/BJ59VtqWnw/wxrdERCQjDo2R+b35pjQEDR1aMRTGEERERDJjjxCZz+3bgLu7tC01FejWTZ56iIiIHsAeITKPffu0Q1BhIUMQERFZFQYhMr3Bg4Hu3e99/dZbFUNhderIVxMREZEOHBoj08nPB+rWlbb9+CPQqZMs5RARET0Ke4TINFJStEPQnTsMQUREZNUYhKj6+vYFXnrp3tdjx1YMhT14+wwiIiIrw6ExMt7Nm0D9+tK2w4eBDh3kqYeIiMhA7BEi43zzjXYIKi5mCCIiIpvCIESGi46uGA6r9N57FUNhSqVsJRERERmDQ2Okv+vXAW9vaVtGBhAeLk89RERE1cQeIdLPli3SEOTkBJSUMAQREZFNYxCihxOi4j5hr79+r236dEClAlxd5auLiIjIBDg0RlXLyQH8/KRtx48DrVvLUw8REZGJsUeIdFu/XhqC6tQBysoYgoiIyK4wCJGUEEC7dsCwYffa5s2ruGFqDXYgEhGRfeFvNrrn6lWgcWNp26lTQEiIPPUQERGZGXuEqEJSkjQEeXsD5eUMQUREZNcYhBydEECLFsBbb91rW7gQyM0FnJ3lq4uIiMgCODTmyC5dAgIDpW1nzwKPPy5LOURERJbGHiFHtWyZNAQ1aVKxNxBDEBERORD2CDkatRoICqroDaq0dCkwerR8NREREcmEQciRZGVp9/hcvFjRG0REROSAODTmKBYtkoagli0reocYgoiIyIGxR8jeqVQVO0Rfv36v7bPPgDfflK8mIiIiK8EgZM9On65YGn+/K1e0N00kIiJyUBwas1fz50tDUPv2FUNhDEFEREQa7BGyN+XlgKcncOfOvbZ164ChQ+WriYiIyEoxCNmT48eBJ5+UtmVnA76+8tRDRERk5Tg0Zi/i46UhqHPniqEwhiAiIqIqsUfI1pWWAm5uFfcMq/Tll8Brr8lXExERkY1gELJlR48CbdtK265fB7y85KmHiIjIxljF0NjSpUsRGBgINzc3dOjQAenp6Xq9btOmTVAoFOjbt695C7RG778vDUEvvFDRK8QQREREpDfZg9DmzZsRFxeH+Ph4ZGRkIDQ0FNHR0bh27dpDX3fx4kVMmjQJnTt3tlClVqKkBFAogAUL7rVt2wbs2SNbSURERLZK9iC0aNEijBgxArGxsWjZsiVWrFiBWrVqYfXq1VW+RqVSYciQIZg1axaCgoIsWK3MfvmlYj7Q/W7cAPr0kaceIiIiGydrECotLcWRI0cQFRWlaXNyckJUVBTS0tKqfN3s2bPh7e2NNx3pNhHjxgFPP33v6759K4bC6teXrSQiIiJbJ+tk6by8PKhUKvj4+EjafXx8cPr0aZ2vOXToEJKSkpCZmanXe5SUlKCkpETzdUFBgdH1yuLOHaB2bWnbrl3ASy/JUw8REZEdkX1ozBCFhYUYNmwYVq1aBS89JwUnJCTA09NT8wgICDBzlSZ06JB2CLp1iyGIiIjIRGQNQl5eXnB2dkZubq6kPTc3F746NgLMysrCxYsX0atXL9SoUQM1atTAf//7X3z77beoUaMGsrKytF4zZcoU5Ofnax5Xrlwx2+cxqREjKjZFrDRoUMVQmKenfDURERHZGVmHxlxdXdGuXTukpqZqlsCr1WqkpqZi7NixWseHhITg+PHjkrZp06ahsLAQixcv1tnbo1QqoVQqzVK/Wdy+Dbi7S9u+/x7o3l2eeoiIiOyY7BsqxsXFISYmBu3bt0dERAQSExNRVFSE2NhYAMDw4cPRqFEjJCQkwM3NDa1bt5a8vm7dugCg1W6T9u3TDjyFhUCdOvLUQ0REZOdkD0IDBgzA9evXMWPGDOTk5CAsLAwpKSmaCdSXL1+Gk5NNTWUyztChwIYN975+803gs8/kq4eIiMgBKIS4/yZV9q+goACenp7Iz8+Hh4eH3OUABQXa834OHpTODyIiInJw5vr97QBdLVYsJUU7BBUVMQQRERFZCIOQXF55RboMfuzYilVhtWrJVxMREZGDkX2OkMO5eVN7N+jDh4EOHeSph4iIyIGxR8iSvv1WOwTdvcsQREREJBMGIUt56SXpzVEnTaoYCnvwJqpERERkMRwaM7e8PKBhQ2nbkSNA27by1ENEREQa7BEyp6++0g5BJSUMQURERFaCQcgchAC6dAFee+1e27RpFe2urvLVRURERBIcGjO13FzgwRvG/u9/QJs28tRDREREVWKPkClt2CANQbVqAWVlDEFERERWikHIVPLyKu4XVmnu3Ipdomuw042IiMha8be0qbi5AaGhwLFjwMmTQIsWcldEREREj8AgZCp16gCZmXJXQURERAbg0BgRERE5LAYhIiIiclgMQkREROSwGISIiIjIYTEIERERkcNiECIiIiKHxSBEREREDotBiIiIiBwWgxARERE5LAYhIiIiclgMQkREROSwGISIiIjIYTEIERERkcNiECIiIiKHVUPuAixNCAEAKCgokLkSIiIi0lfl7+3K3+Om4nBBqLCwEAAQEBAgcyVERERkqBs3bsDT09Nk51MIU0crK6dWq/HXX3/B3d0dCoVC7nL0VlBQgICAAFy5cgUeHh5yl2PVeK30x2ulP14r/fFa6Y/XSn/5+fl47LHHcPPmTdStW9dk53W4HiEnJyc0btxY7jKM5uHhwX8seuK10h+vlf54rfTHa6U/Xiv9OTmZdnozJ0sTERGRw2IQIiIiIofFIGQjlEol4uPjoVQq5S7F6vFa6Y/XSn+8VvrjtdIfr5X+zHWtHG6yNBEREVEl9ggRERGRw2IQIiIiIofFIEREREQOi0GIiIiIHBaDkBVZunQpAgMD4ebmhg4dOiA9PV2v123atAkKhQJ9+/Y1b4FWxJBrtXbtWigUCsnDzc3NgtXKy9Cfq1u3bmHMmDHw8/ODUqnEE088gV27dlmoWnkZcq26du2q9XOlUCjQs2dPC1YsH0N/rhITE9G8eXPUrFkTAQEBePfdd1FcXGyhauVlyLUqKyvD7NmzERwcDDc3N4SGhiIlJcWC1crn4MGD6NWrF/z9/aFQKLBt27ZHvubAgQNo27YtlEolHn/8caxdu9bwNxZkFTZt2iRcXV3F6tWrxe+//y5GjBgh6tatK3Jzcx/6ugsXLohGjRqJzp07iz59+limWJkZeq3WrFkjPDw8RHZ2tuaRk5Nj4arlYei1KikpEe3btxc9evQQhw4dEhcuXBAHDhwQmZmZFq7c8gy9Vjdu3JD8TJ04cUI4OzuLNWvWWLZwGRh6rTZs2CCUSqXYsGGDuHDhgtizZ4/w8/MT7777roUrtzxDr9X7778v/P39xc6dO0VWVpZYtmyZcHNzExkZGRau3PJ27dolpk6dKpKTkwUA8fXXXz/0+PPnz4tatWqJuLg4cfLkSfHJJ58IZ2dnkZKSYtD7MghZiYiICDFmzBjN1yqVSvj7+4uEhIQqX1NeXi46duwoPvvsMxETE+MwQcjQa7VmzRrh6elpoeqsi6HXavny5SIoKEiUlpZaqkSrYcy/wfv95z//Ee7u7uL27dvmKtFqGHqtxowZI7p16yZpi4uLE88884xZ67QGhl4rPz8/sWTJEknbK6+8IoYMGWLWOq2NPkHo/fffF61atZK0DRgwQERHRxv0XhwaswKlpaU4cuQIoqKiNG1OTk6IiopCWlpala+bPXs2vL298eabb1qiTKtg7LW6ffs2mjRpgoCAAPTp0we///67JcqVlTHX6ttvv0VkZCTGjBkDHx8ftG7dGvPnz4dKpbJU2bIw9ufqfklJSRg4cCBq165trjKtgjHXqmPHjjhy5IhmSOj8+fPYtWsXevToYZGa5WLMtSopKdEauq9ZsyYOHTpk1lptUVpamuTaAkB0dLTe/2YrMQhZgby8PKhUKvj4+EjafXx8kJOTo/M1hw4dQlJSElatWmWJEq2GMdeqefPmWL16Nb755husX78earUaHTt2xJ9//mmJkmVjzLU6f/48vvrqK6hUKuzatQvTp0/HwoULMXfuXEuULBtjrtX90tPTceLECbz11lvmKtFqGHOtBg8ejNmzZ6NTp05wcXFBcHAwunbtig8//NASJcvGmGsVHR2NRYsW4ezZs1Cr1di7dy+Sk5ORnZ1tiZJtSk5Ojs5rW1BQgLt37+p9HgYhG1RYWIhhw4Zh1apV8PLykrscqxcZGYnhw4cjLCwMXbp0QXJyMho2bIiVK1fKXZrVUavV8Pb2xqeffop27dphwIABmDp1KlasWCF3aVYtKSkJbdq0QUREhNylWKUDBw5g/vz5WLZsGTIyMpCcnIydO3dizpw5cpdmdRYvXoxmzZohJCQErq6uGDt2LGJjY01+x3W6p4bcBRDg5eUFZ2dn5ObmStpzc3Ph6+urdXxWVhYuXryIXr16adrUajUAoEaNGjhz5gyCg4PNW7RMDL1Wuri4uCA8PBznzp0zR4lWw5hr5efnBxcXFzg7O2vaWrRogZycHJSWlsLV1dWsNculOj9XRUVF2LRpE2bPnm3OEq2GMddq+vTpGDZsmKbHrE2bNigqKsLIkSMxdepUu/0lb8y1atiwIbZt24bi4mLcuHED/v7+mDx5MoKCgixRsk3x9fXVeW09PDxQs2ZNvc9jnz99NsbV1RXt2rVDamqqpk2tViM1NRWRkZFax4eEhOD48ePIzMzUPHr37o3nnnsOmZmZCAgIsGT5FmXotdJFpVLh+PHj8PPzM1eZVsGYa/XMM8/g3LlzmmANAH/88Qf8/PzsNgQB1fu52rJlC0pKSjB06FBzl2kVjLlWd+7c0Qo7lWFb2PHtLqvzc+Xm5oZGjRqhvLwcW7duRZ8+fcxdrs2JjIyUXFsA2Lt3r96/CzQMnMhNZrJp0yahVCrF2rVrxcmTJ8XIkSNF3bp1Ncu8hw0bJiZPnlzl6x1p1Zih12rWrFliz549IisrSxw5ckQMHDhQuLm5id9//12uj2Axhl6ry5cvC3d3dzF27Fhx5swZsWPHDuHt7S3mzp0r10ewGGP/DXbq1EkMGDDA0uXKytBrFR8fL9zd3cXGjRvF+fPnxXfffSeCg4PF66+/LtdHsBhDr9Xhw4fF1q1bRVZWljh48KDo1q2baNq0qbh586ZMn8ByCgsLxdGjR8XRo0cFALFo0SJx9OhRcenSJSGEEJMnTxbDhg3THF+5fP69994Tp06dEkuXLuXyeVv3ySefiMcee0y4urqKiIgIcfjwYc1zXbp0ETExMVW+1pGCkBCGXat33nlHc6yPj4/o0aOHQ+zJUcnQn6uff/5ZdOjQQSiVShEUFCTmzZsnysvLLVy1PAy9VqdPnxYAxHfffWfhSuVnyLUqKysTM2fOFMHBwcLNzU0EBASI0aNHO8QvdyEMu1YHDhwQLVq0EEqlUjRo0EAMGzZMXL16VYaqLW///v0CgNaj8vrExMSILl26aL0mLCxMuLq6iqCgIKP28VIIYcf9kkREREQPwTlCRERE5LAYhIiIiMhhMQgRERGRw2IQIiIiIofFIEREREQOi0GIiIiIHBaDEBERETksBiEioiooFAps27ZN7jKIyIwYhIjIKqSlpcHZ2Rk9e/Y06HWBgYFITEw0T1FEZPcYhIjIKiQlJWHcuHE4ePAg/vrrL7nLISIHwSBERLK7ffs2Nm/ejFGjRqFnz55Yu3at5Pnt27fjqaeegpubG7y8vNCvXz8AQNeuXXHp0iW8++67UCgUUCgUAICZM2ciLCxMco7ExEQEBgZqvv7111/x/PPPw8vLC56enujSpQsyMjLM+TGJyAoxCBGR7L788kuEhISgefPmGDp0KFavXo3K2yDu3LkT/fr1Q48ePXD06FGkpqYiIiICAJCcnIzGjRtj9uzZyM7ORnZ2tt7vWVhYiJiYGBw6dAiHDx9Gs2bN0KNHDxQWFprlMxKRdaohdwFERElJSRg6dCgA4MUXX0R+fj5++OEHdO3aFfPmzcPAgQMxa9YszfGhoaEAgPr168PZ2Rnu7u7w9fU16D27desm+frTTz9F3bp18cMPP+Dll1+u5iciIlvBHiEiktWZM2eQnp6OQYMGAQBq1KiBAQMGICkpCQCQmZmJ7t27m/x9c3NzMWLECDRr1gyenp7w8PDA7du3cfnyZZO/FxFZL/YIEZGskpKSUF5eDn9/f02bEAJKpRJLlixBzZo1DT6nk5OTZmitUllZmeTrmJgY3LhxA4sXL0aTJk2gVCoRGRmJ0tJS4z4IEdkk9ggRkWzKy8vx3//+FwsXLkRmZqbmcezYMfj7+2Pjxo148sknkZqaWuU5XF1doVKpJG0NGzZETk6OJAxlZmZKjvnpp58wfvx49OjRA61atYJSqUReXp5JPx8RWT/2CBGRbHbs2IGbN2/izTffhKenp+S5/v37IykpCQsWLED37t0RHByMgQMHory8HLt27cIHH3wAoGIfoYMHD2LgwIFQKpXw8vJC165dcf36dfzrX//Cq6++ipSUFOzevRseHh6a8zdr1gzr1q1D+/btUVBQgPfee8+o3icism3sESIi2SQlJSEqKkorBAEVQei3335D/fr1sWXLFnz77bcICwtDt27dkJ6erjlu9uzZuHjxIoKDg9GwYUMAQIsWLbBs2TIsXboUoaGhSE9Px6RJk7Te++bNm2jbti2GDRuG8ePHw9vb27wfmIisjkI8OJBORERE5CDYI0REREQOi0GIiIiIHBaDEBERETksBiEiIiJyWAxCRERE5LAYhIiIiMhhMQgRERGRw2IQIiIiIofFIEREREQOi0GIiIiIHBaDEBERETksBiEiIiJyWP8f+hf5o6F55BUAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Jrgopgw4Tv4g" + }, + "source": [ + "### Feature Importance Visualization" + ], + "id": "Jrgopgw4Tv4g" + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "id": "rfHDcgBwTv4g", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 340 + }, + "outputId": "a26eb5d3-b287-4f8c-9139-17d344c3bcf2" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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CAmjWrNkL34eIiIiIiIiIiIiIyLOkGT3yXJo2bRrp6enZHYaIiIiIiIiIiIiIyHNNiR55Ljk6OmZ3CM+VlJQUrKyssjsMEREREREREREREXnOaOk2eS7du6zajz/+SM2aNXFyciJPnjw0adKEM2fOmOrGxMRgMBhYtmwZtWrVwtbWlipVqnDy5EkiIiLw8fHBaDTSqFEjLl26lKGv4OBgXFxccHBwoGfPnqSkpGQpxhUrVuDl5YWtrS158uShQYMG3Lhxw1Q+b948ypYti7W1NQUKFKB3796mstjYWN566y2MRiMODg60atWKixcvmsqDgoKoWLEiX331FcWKFcPGxgaAa9eu0bVrV1O89erVIyoq6rHGVkREREREREREREReHkr0yHPvxo0bfPTRR+zbt4+tW7eSI0cOmjdvTlpamlm9kSNH8sknn3DgwAEsLS1p164dgwYNYtq0afz888+cPn2aESNGmN2zdetWjh8/Tnh4OEuWLGHVqlUEBwc/Mqa4uDjatm1L586dTfe3aNHCtNzc7Nmz+eCDD+jevTuHDx9m7dq1lCxZEoC0tDTeeustrly5wrZt29i8eTO//vorrVu3Nuvj9OnTrFy5klWrVhEZGQlAy5YtiY+PZ8OGDezfvx9vb2/q16/PlStXHhhrcnIyiYmJZoeIiIiIiIiIiIiIvBy0dJs8995++22z83nz5uHi4sKxY8coV66c6XpgYCD+/v4A9O3bl7Zt27J161Zq1KgBQJcuXQgLCzNry8rKinnz5pErVy7Kli3LqFGjGDhwICEhIeTI8eA8aFxcHLdv36ZFixa4ubkB4OXlZSofPXo0AwYMoG/fvqZrVapUAe4klw4fPszZs2cpUqQIAAsWLKBs2bJERESY6qWkpLBgwQJcXFwA2LFjB3v37iU+Ph5ra2sAJk2axJo1a1ixYgXdu3fPNNZx48ZlKXklIiIiIiIiIiIiIi8ezeiR596pU6do27YtxYsXx8HBAXd3d+DO8mf3Kl++vOlz/vz5AfPkS/78+YmPjze7p0KFCuTKlct07uvrS1JSEufPn39oTBUqVKB+/fp4eXnRsmVL5s6dy9WrVwGIj4/njz/+oH79+pnee/z4cYoUKWJK8gCUKVMGJycnjh8/brrm5uZmSvIAREVFkZSURJ48eTAajabj7NmzZkvZ3W/o0KEkJCSYjkc9m4iIiIiIiIiIiIi8ODSjR557TZs2xc3Njblz51KwYEHS0tIoV65chr10cubMafpsMBgyvXb/cm9PysLCgs2bN7Nr1y42bdrEjBkzGDZsGHv27CFv3rxPpQ87Ozuz86SkJAoUKEB4eHiGuk5OTg9sx9ra2jQDSEREREREREREREReLprRI8+1y5cvEx0dzSeffEL9+vXx9PQ0zZx5GqKiovjrr79M57/88gtGo9Fsts2DGAwGatSoQXBwMAcPHsTKyorVq1djb2+Pu7s7W7duzfQ+T09Pzp8/bzaz5tixY1y7do0yZco8sD9vb28uXLiApaUlJUuWNDueVnJJRERERERERERERF4smtEjz7XcuXOTJ08e5syZQ4ECBYiNjWXIkCFPrf2UlBS6dOnCJ598QkxMDCNHjqR3794P3Z8HYM+ePWzdupXXX3+dfPnysWfPHi5duoSnpycAQUFB9OzZk3z58tGoUSOuX7/Ozp07+fDDD2nQoAFeXl60b9+eqVOncvv2bXr16kWdOnXw8fF5YJ8NGjTA19eXZs2aMWHCBEqVKsUff/zBunXraN68+UPvFREREREREREREZGXkxI98lzLkSMHS5cupU+fPpQrV47SpUszffp0/Pz8nkr79evXx8PDg9q1a5OcnEzbtm0JCgp65H0ODg5s376dqVOnkpiYiJubG5MnT6ZRo0YAdOzYkb///pspU6YQGBhI3rx5eeedd4A7M4G+++47PvzwQ2rXrk2OHDlo2LAhM2bMeGifBoOB9evXM2zYMDp16sSlS5dwdXWldu3apj2JREREREREREREROS/xZCenp6e3UGI3K9t27ZYWFjwzTffZHcoL53ExEQcHR2ZvWEKtna22R2OiIiIiIiIiIiIiJmOtXpkdwjPhbu/5SYkJODg4PDAeprRI8+V27dvc/LkSXbv3k2PHvrH/Cy1q975oX8cREREREREREREROT59/CNSET+ZUeOHMHHx4eyZcvSs2fPbIsjNjYWo9H4wCM2NjbbYhMRERERERERERERuUszeuS5UrFiRW7evJndYVCwYEEiIyMfWi4iIiIiIiIiIiIikt2U6BHJhKWlJSVLlszuMJ6pedu+1h49IiLyr+lRL/tm6oqIiIiIiIi8zLR0m4iIiIiIiIiIiIiIyAtKiZ4siomJwWAwPHQ5r5dVQEAAzZo1y1Ldf3OcwsPDMRgMXLt27Zn39Sy86PGLiIiIiIiIiIiISPZTokdMHpSkmTZtGmFhYVlqo0iRIsTFxVGuXLmnGpufnx/9+vUzu1a9enXi4uJwdHR8qn09Cy96/CIiIiIiIiIiIiLyfNIePQJASkrKA8seJxFhYWGBq6vr0wjpkaysrP61vh7k1q1b5MyZ84nufR7iFxEREREREREREZEXm2b03CctLY0JEyZQsmRJrK2tKVq0KGPGjMlQLzU1lS5dulCsWDFsbW0pXbo006ZNM6sTHh5O1apVsbOzw8nJiRo1anDu3DkAoqKiqFu3Lvb29jg4OFC5cmX27dv3yPjCwsJwcnJizZo1eHh4YGNjg7+/P+fPnzfVOXPmDG+99Rb58+fHaDRSpUoVtmzZYtaOu7s7ISEhdOjQAQcHB7p3706xYsUAqFSpEgaDAT8/PyDj0m0PG6P7ZwXdXZ5s3bp1lC9fHhsbG1599VWOHDliau/y5cu0bduWQoUKkStXLry8vFiyZImpPCAggG3btjFt2jQMBgMGg4GYmJhMlz5buXIlZcuWxdraGnd3dyZPnpzhuceOHUvnzp2xt7enaNGizJkz55Hjfu+zffvtt9SpUwcbGxsWLVr01OK/+243btyIp6cnRqORhg0bEhcXZ2rr9u3b9OnTBycnJ/LkycPgwYPp2LFjlpfWExEREREREREREZGXixI99xk6dCjjx49n+PDhHDt2jMWLF5M/f/4M9dLS0ihcuDDLly/n2LFjjBgxgo8//phly5YBd36Qb9asGXXq1OHQoUPs3r2b7t27YzAYAGjfvj2FCxcmIiKC/fv3M2TIkCzPDLl58yZjxoxhwYIF7Ny5k2vXrtGmTRtTeVJSEo0bN2br1q0cPHiQhg0b0rRpU2JjY83amTRpEhUqVODgwYMMHz6cvXv3ArBlyxbi4uJYtWrVPxqjew0cOJDJkycTERGBi4sLTZs25datWwD8/fffVK5cmXXr1nHkyBG6d+/Oe++9Z4pn2rRp+Pr60q1bN+Li4oiLi6NIkSIZ+ti/fz+tWrWiTZs2HD58mKCgIIYPH55h2bnJkyfj4+PDwYMH6dWrF++//z7R0dEPH/R7DBkyhL59+3L8+HH8/f2fWvxw591OmjSJhQsXsn37dmJjYwkMDDSVf/rppyxatIjQ0FB27txJYmIia9aseWi8ycnJJCYmmh0iIiIiIiIiIiIi8nLQ0m33uH79OtOmTePzzz+nY8eOAJQoUYKaNWsSExNjVjdnzpwEBwebzosVK8bu3btZtmwZrVq1IjExkYSEBJo0aUKJEiUA8PT0NNWPjY1l4MCBvPLKKwB4eHhkOc5bt27x+eefU61aNQDmz5+Pp6cne/fupWrVqlSoUIEKFSqY6oeEhLB69WrWrl1L7969Tdfr1avHgAEDTOcWFhYA5MmT54FLij1sjB5m5MiRvPbaa6Z4CxcuzOrVq2nVqhWFChUyS2Z8+OGHbNy4kWXLllG1alUcHR2xsrIiV65cD13q7LPPPqN+/foMHz4cgFKlSnHs2DEmTpxIQECAqV7jxo3p1asXAIMHD2bKlCn873//o3Tp0g99hrv69etHixYtzK49jfjhzrv94osvTN+Z3r17M2rUKFP5jBkzGDp0KM2bNwfg888/Z/369Q9tc9y4cWbfVRERERERERERERF5eWhGzz2OHz9OcnIy9evXz1L9mTNnUrlyZVxcXDAajcyZM8c0a8bZ2ZmAgAD8/f1p2rQp06ZNM1uC66OPPqJr1640aNCA8ePHc+bMmSzHaWlpSZUqVUznr7zyCk5OThw/fhy4M6MnMDAQT09PnJycMBqNHD9+PMOMHh8fnyz3edfjjtFdvr6+ps/Ozs6ULl3aFG9qaiohISF4eXnh7OyM0Whk48aNGeLNSmw1atQwu1ajRg1OnTpFamqq6Vr58uVNnw0GA66ursTHx2e5n/vH7WnFD5ArVy5TkgegQIECptgSEhK4ePEiVatWNZVbWFhQuXLlh7Y5dOhQEhISTMe9y/yJiIiIiIiIiIiIyItNiZ572NraZrnu0qVLCQwMpEuXLmzatInIyEg6depESkqKqU5oaCi7d++mevXqfPvtt5QqVYpffvkFgKCgII4ePcobb7zBTz/9RJkyZVi9evVTeY7AwEBWr17N2LFj+fnnn4mMjMTLy8ssNgA7O7vHbvtxxiirJk6cyLRp0xg8eDD/+9//iIyMxN/fP0O8T8v9S+QZDAbS0tKyfP/94/Y0488stvT09Mdu517W1tY4ODiYHSIiIiIiIiIiIiLyclCi5x4eHh7Y2tqydevWR9bduXMn1atXp1evXlSqVImSJUtmOiunUqVKDB06lF27dlGuXDkWL15sKitVqhT9+/dn06ZNtGjRgtDQ0CzFefv2bfbt22c6j46O5tq1a6al4Xbu3ElAQADNmzfHy8sLV1fXDEvPZcbKygrAbPbL/R5njO51N8EFcPXqVU6ePGkW71tvvcW7775LhQoVKF68OCdPnswQ28PigjtL4+3cudPs2s6dOylVqpRpWbpn4WnF/yiOjo7kz5+fiIgI07XU1FQOHDjwj9oVERERERERERERkReXEj33sLGxYfDgwQwaNIgFCxZw5swZfvnlF77++usMdT08PNi3bx8bN27k5MmTDB8+3OwH+LNnzzJ06FB2797NuXPn2LRpE6dOncLT05O//vqL3r17Ex4ezrlz59i5cycRERFme/g8TM6cOfnwww/Zs2cP+/fvJyAggFdffdW0pJeHhwerVq0iMjKSqKgo2rVrl6UZK/ny5cPW1pYff/yRixcvkpCQ8I/G6F6jRo1i69atHDlyhICAAPLmzUuzZs1M8W7evJldu3Zx/PhxevTowcWLF83ud3d3Z8+ePcTExPDnn39m+jwDBgxg69athISEcPLkSebPn8/nn39utn/Os/C04s+KDz/8kHHjxvHdd98RHR1N3759uXr1KgaD4Wk8ioiIiIiIiIiIiIi8YJTouc/w4cMZMGAAI0aMwNPTk9atW2e6f0uPHj1o0aIFrVu3plq1aly+fJlevXqZynPlysWJEyd4++23KVWqFN27d+eDDz6gR48eWFhYcPnyZTp06ECpUqVo1aoVjRo1Ijg4OEsx5sqVi8GDB9OuXTtq1KiB0Wjk22+/NZV/9tln5M6dm+rVq9O0aVP8/f3x9vZ+ZLuWlpZMnz6dL7/8koIFC/LWW2/9ozG61/jx4+nbty+VK1fmwoULfP/996YZRJ988gne3t74+/vj5+eHq6urKQl0V2BgIBYWFpQpUwYXF5dM97/x9vZm2bJlLF26lHLlyjFixAhGjRpFQEDAI5/9n3ha8WfF4MGDadu2LR06dMDX1xej0Yi/vz82NjZP4UlERERERERERERE5EVjSP+nG4DIvyosLIx+/fpx7dq17A4lS8LDw6lbty5Xr17Fyckpu8N56aSlpeHp6UmrVq0ICQnJ0j2JiYk4OjoyZe1n2No9/T2XREREMtOjXs/sDkFERERERETkhXL3t9yEhISH7r1u+S/GJCL/0N1lAOvUqUNycjKff/45Z8+epV27do/dVuc6XR76x0FEREREREREREREnn9auu0506hRI4xGY6bH2LFjszu8l9rYsWMfOPaNGjXK7vAAyJEjB2FhYVSpUoUaNWpw+PBhtmzZkuX9nURERERERERERETk5aKl254zv//+O3/99VemZc7Ozjg7O//LEf13XLlyhStXrmRaZmtrS6FChf7liJ6NrE73ExEREREREREREZHso6XbXlAvSzLhRfRfS6TN2vIVNtqjR0TkP6+f//vZHYKIiIiIiIiI/ANauu0JhYWF4eTklN1hvND8/Pzo169fdofxr3rcZw4PD8dgMHDt2rVnFpOIiIiIiIiIiIiIvLiU6HlBGAwG1qxZk91hPDdx/FuCgoKoWLHiU2tv1apVhISEPLX2REREREREREREROS/TUu3vURSUlKwsrLK7jAkE3ffzX9paTgRERERERERERERefZemhk97u7uTJ061exaxYoVCQoKIj09naCgIIoWLYq1tTUFCxakT58+pnrJyckEBgZSqFAh7OzsqFatGuHh4WZthYWFUbRoUXLlykXz5s25fPnyY8X33Xff4e3tjY2NDcWLFyc4OJjbt28DMGrUKAoWLGjW5htvvEHdunVJS0vD3d0dgObNm2MwGEznd2ebfPXVVxQrVgwbGxsAfvzxR2rWrImTkxN58uShSZMmnDlzJktxpqSk0Lt3bwoUKICNjQ1ubm6MGzcO4IFxBAQE0KxZM7N2+vXrh5+fn+n8xo0bdOjQAaPRSIECBZg8ebJZ/VGjRlGuXLkM8VSsWJHhw4c/Mu67MYwdO5b8+fPj5OTEqFGjuH37NgMHDsTZ2ZnChQsTGhpqdt/gwYMpVaoUuXLlonjx4gwfPpxbt24Bd955cHAwUVFRGAwGDAYDYWFhAFy7do2uXbvi4uKCg4MD9erVIyoqytTug97N/Uu3LVy4EB8fH+zt7XF1daVdu3bEx8c/8DnPnTtH06ZNyZ07N3Z2dpQtW5b169c/cnxERERERERERERE5OX00iR6HmblypVMmTKFL7/8klOnTrFmzRq8vLxM5b1792b37t0sXbqUQ4cO0bJlSxo2bMipU6cA2LNnD126dKF3795ERkZSt25dRo8eneX+f/75Zzp06EDfvn05duwYX375JWFhYYwZMwaAYcOG4e7uTteuXQGYOXMmu3btYv78+eTIkYOIiAgAQkNDiYuLM50DnD59mpUrV7Jq1SoiIyOBO0mVjz76iH379rF161Zy5MhB8+bNSUtLe2Ss06dPZ+3atSxbtozo6GgWLVpkSug8LI5HGThwINu2beO7775j06ZNhIeHc+DAAVN5586dOX78uFmbBw8e5NChQ3Tq1ClLffz000/88ccfbN++nc8++4yRI0fSpEkTcufOzZ49e+jZsyc9evTgt99+M91jb29PWFgYx44dY9q0acydO5cpU6YA0Lp1awYMGEDZsmWJi4sjLi6O1q1bA9CyZUvi4+PZsGED+/fvx9vbm/r163PlyhVT25m9m/vdunWLkJAQoqKiWLNmDTExMQQEBDzwGT/44AOSk5PZvn07hw8f5tNPP8VoND50XJKTk0lMTDQ7REREREREREREROTl8J9Yui02NhZXV1caNGhAzpw5KVq0KFWrVjWVhYaGEhsbS8GCBQEIDAzkxx9/JDQ0lLFjxzJt2jQaNmzIoEGDAChVqhS7du3ixx9/zFL/wcHBDBkyhI4dOwJQvHhxQkJCGDRoECNHjsTCwoJvvvmGihUrMmTIEKZPn85XX31F0aJFAXBxcQHAyckJV1dXs7ZTUlJYsGCBqQ7A22+/bVZn3rx5uLi4cOzYsUxnzdw/Vh4eHtSsWRODwYCbm5up7GFxPExSUhJff/0133zzDfXr1wdg/vz5FC5c2FSncOHC+Pv7ExoaSpUqVYA7CaU6depQvHjxLPXj7OzM9OnTyZEjB6VLl2bChAncvHmTjz/+GIChQ4cyfvx4duzYQZs2bQD45JNPTPe7u7sTGBjI0qVLGTRoELa2thiNRiwtLc2ed8eOHezdu5f4+Hisra0BmDRpEmvWrGHFihV0794dyPzd3K9z586mz8WLF2f69OlUqVKFpKSkTBM4sbGxvP3226ZEZVbGZty4cQQHBz+ynoiIiIiIiIiIiIi8eP4TM3patmzJX3/9RfHixenWrRurV682LZt2+PBhUlNTKVWqFEaj0XRs27bNtNzZ8ePHqVatmlmbvr6+We4/KiqKUaNGmbXfrVs34uLiuHnzJnDnB/tJkybx6aef8uabb9KuXbsste3m5pYhkXDq1Cnatm1L8eLFcXBwMM3IiY2NfWR7AQEBREZGUrp0afr06cOmTZuy/JwPcubMGVJSUszG0NnZmdKlS5vV69atG0uWLOHvv/8mJSWFxYsXmyVCHqVs2bLkyPF/X+n8+fObzdyysLAgT548Zkujffvtt9SoUQNXV1eMRiOffPLJI8cpKiqKpKQk8uTJY/ZOz549a7ZEXmbv5n779++nadOmFC1aFHt7e+rUqQM8+F316dOH0aNHU6NGDUaOHMmhQ4ce2j7cSXAlJCSYjvPnzz/yHhERERERERERERF5Mbw0M3py5MhBenq62bW7e60UKVKE6OhotmzZwubNm+nVqxcTJ05k27ZtJCUlYWFhwf79+7GwsDC7/1FLYmVVUlISwcHBtGjRIkPZ3b1bALZv346FhQUxMTHcvn0bS8tHvx47O7sM15o2bYqbmxtz586lYMGCpKWlUa5cOVJSUh7Znre3N2fPnmXDhg1s2bKFVq1a0aBBA1asWPHAex429o+jadOmWFtbs3r1aqysrLh16xbvvPNOlu/PmTOn2bnBYMj02t0l7Hbv3k379u0JDg7G398fR0dHli5dmmH/oPslJSVRoECBDPs4wZ3ZTndl9m7udePGDfz9/fH392fRokW4uLgQGxuLv7//A99V165d8ff3Z926dWzatIlx48YxefJkPvzwwwf2Y21tbZp5JCIiIiIiIiIiIiIvl5cm0ePi4kJcXJzpPDExkbNnz5rObW1tadq0KU2bNuWDDz7glVde4fDhw1SqVInU1FTi4+OpVatWpm17enqyZ88es2u//PJLlmPz9vYmOjqakiVLPrDOt99+y6pVqwgPD6dVq1aEhISYLbeVM2dOUlNTH9nX5cuXiY6OZu7cuabn2bFjR5ZjBXBwcKB169a0bt2ad955h4YNG3LlyhWcnZ0zjcPFxYUjR46YXYuMjDQlWUqUKEHOnDnZs2ePaTm6q1evcvLkSdMMFgBLS0s6duxIaGgoVlZWtGnTBltb28eK/XHs2rULNzc3hg0bZrp27tw5szpWVlYZntfb25sLFy5gaWlpmi31JE6cOMHly5cZP348RYoUAWDfvn2PvK9IkSL07NmTnj17MnToUObOnfvQRI+IiIiIiIiIiIiIvLxemkRPvXr1CAsLo2nTpjg5OTFixAjTDJ2wsDBSU1OpVq0auXLl4ptvvsHW1hY3Nzfy5MlD+/bt6dChA5MnT6ZSpUpcunSJrVu3Ur58ed544w369OlDjRo1mDRpEm+99RYbN27M8v48ACNGjKBJkyYULVqUd955hxw5chAVFcWRI0cYPXo0v/32G++//z6ffvopNWvWJDQ0lCZNmtCoUSNeffVV4M7+MVu3bqVGjRpYW1uTO3fuTPvKnTs3efLkYc6cORQoUIDY2FiGDBmS5Vg/++wzChQoQKVKlciRIwfLly/H1dXVNFMlszjq1avHxIkTWbBgAb6+vnzzzTccOXKESpUqAXdmRnXp0oWBAweSJ08e8uXLx7Bhw8yWWbura9eueHp6ArBz584sx/0kPDw8iI2NZenSpVSpUoV169axevVqszru7u6cPXuWyMhIChcujL29PQ0aNMDX15dmzZoxYcIESpUqxR9//MG6deto3rw5Pj4+Weq/aNGiWFlZMWPGDHr27MmRI0cICQl56D39+vWjUaNGlCpViqtXr/K///3PNF4iIiIiIiIiIiIi8t/z0uzRM3ToUOrUqUOTJk144403aNasGSVKlADuLKc1d+5catSoQfny5dmyZQvff/89efLkASA0NJQOHTowYMAASpcuTbNmzYiIiDDNPnn11VeZO3cu06ZNo0KFCmzatIlPPvkky7H5+/vzww8/sGnTJqpUqcKrr77KlClTcHNzIz09nYCAAKpWrUrv3r1N9d9//33effddkpKSAJg8eTKbN2+mSJEipgRKZnLkyMHSpUvZv38/5cqVo3///kycODHLsdrb2zNhwgR8fHyoUqUKMTExrF+/3pSUySwOf39/hg8fzqBBg6hSpQrXr1+nQ4cOZu1OnDiRWrVq0bRpUxo0aEDNmjWpXLlyhv49PDyoXr06r7zySoZ9kZ62N998k/79+9O7d28qVqzIrl27GD58uFmdt99+m4YNG1K3bl1cXFxYsmQJBoOB9evXU7t2bTp16kSpUqVo06YN586dI3/+/Fnu38XFhbCwMJYvX06ZMmUYP348kyZNeug9qampfPDBB3h6etKwYUNKlSrFrFmznuj5RUREREREREREROTFZ0i/f3MVkWyUnp6Oh4cHvXr14qOPPsrucF5KiYmJODo6Mm7lZGzsnt3SeCIi8mLo5/9+docgIiIiIiIiIpm4+1tuQkICDg4OD6z30izdJi++S5cusXTpUi5cuECnTp2yO5yXXq8GXR/6x0FEREREREREREREnn8vzdJt2als2bIYjcZMj0WLFmV3eGbGjh37wFgbNWqUrbHly5ePUaNGMWfOnAx7ED0oZqPRyM8//5xNEYuIiIiIiIiIiIiIZC8t3fYUnDt3jlu3bmValj9/fuzt7f/liB7sypUrXLlyJdMyW1tbChUq9C9HlDWnT59+YFmhQoWwtdUSZFmV1el+IiIiIiIiIiIiIpJ9svpbrhI9Iv8xd/84DP92Ija5lCATEfmv+LjJB9kdgoiIiIiIiIg8hqwmerR0m4iIiIiIiIiIiIiIyAtKiZ4XmJ+fH/369Xtq7QUFBVGxYsWn1t7z4nGfy2AwsGbNmmcWz10xMTEYDAYiIyOfeV8iIiIiIiIiIiIi8nL6Tyd6wsPDMRgMXLt2LbtDeSKrVq0iJCQku8N4rmSWpAkMDGTr1q1ZbiMuLo5GjRo91bgCAgJo1qyZ2bUiRYoQFxdHuXLlnmpfIiIiIiIiIiIiIvLfYZndAbwIUlJSsLKyypa+b926Rc6cOTONx9nZOVtiepjM4v03POwdGY1GjEZjlttydXV9WmE9lIWFxb/Wl4iIiIiIiIiIiIi8nF74GT1paWmMGzeOYsWKYWtrS4UKFVixYgXp6ek0aNAAf39/0tPTAbhy5QqFCxdmxIgRxMTEULduXQBy586NwWAgICAAuLMkWu/evenXrx958+bF398fgM8++wwvLy/s7OwoUqQIvXr1IikpySyenTt34ufnR65cucidOzf+/v5cvXoVAHd3d6ZOnWpWv2LFigQFBZnODQYDs2fP5s0338TOzo4xY8aYlh776quvKFasGDY2NqY47126LTk5mcGDB1OkSBGsra0pWbIkX3/9NQBhYWE4OTmZ9b1mzRoMBsMDxzYiIoLXXnuNvHnz4ujoSJ06dThw4IBZnczifZi7s6jWrVtH+fLlsbGx4dVXX+XIkSOmOpcvX6Zt27YUKlSIXLly4eXlxZIlS8zayewdubu7A9C8eXMMBoPpPLOl2+bNm0fZsmWxtramQIEC9O7d2+yZ7s4Kuru82tKlS6levTo2NjaUK1eObdu2meqnpqbSpUsX03ewdOnSTJs2zVQeFBTE/Pnz+e677zAYDBgMBsLDwzNdum3btm1UrVrVFNeQIUO4ffu22XP36dOHQYMG4ezsjKurq9n3R0RERERERERERET+W174RM+4ceNYsGABX3zxBUePHqV///68++67bN++nfnz5xMREcH06dMB6NmzJ4UKFWLEiBEUKVKElStXAhAdHU1cXJzZj/Pz58/HysqKnTt38sUXXwCQI0cOpk+fztGjR5k/fz4//fQTgwYNMt0TGRlJ/fr1KVOmDLt372bHjh00bdqU1NTUx3qmoKAgmjdvzuHDh+ncuTMAp0+fZuXKlaxateqBe7p06NCBJUuWMH36dI4fP86XX375WDNZ7nf9+nU6duzIjh07+OWXX/Dw8KBx48Zcv379kfE+ysCBA5k8eTIRERG4uLjQtGlTbt26BcDff/9N5cqVWbduHUeOHKF79+6899577N2716yN+99RREQEAKGhocTFxZnO7zd79mw++OADunfvzuHDh1m7di0lS5Z8ZLwDBgzg4MGD+Pr60rRpUy5fvgzcSTYWLlyY5cuXc+zYMUaMGMHHH3/MsmXLgDtLx7Vq1YqGDRsSFxdHXFwc1atXz9DH77//TuPGjalSpQpRUVHMnj2br7/+mtGjR2d4bjs7O/bs2cOECRMYNWoUmzdvfmDsycnJJCYmmh0iIiIiIiIiIiIi8nJ4oZduS05OZuzYsWzZsgVfX18Aihcvzo4dO/jyyy9ZvHgxX375JR06dODChQusX7+egwcPYml557HvLn2WL1++DLNdPDw8mDBhgtm1e2fPuLu7M3r0aHr27MmsWbMAmDBhAj4+PqZzgLJlyz72c7Vr145OnTqZXUtJSWHBggW4uLhkes/JkydZtmwZmzdvpkGDBqax+Cfq1atndj5nzhycnJzYtm0bTZo0eWi8jzJy5Ehee+014E7ionDhwqxevZpWrVpRqFAhAgMDTXU//PBDNm7cyLJly6hatarpembvCMDJyemhS6KNHj2aAQMG0LdvX9O1KlWqPDTe3r178/bbbwN3EkU//vgjX3/9NYMGDSJnzpwEBweb6hYrVozdu3ezbNkyWrVqhdFoxNbWluTk5IfGNWvWLIoUKcLnn3+OwWDglVde4Y8//mDw4MGMGDGCHDnu5GXLly/PyJEjTWPw+eefs3XrVtN43m/cuHFm8YmIiIiIiIiIiIjIy+OFTvScPn2amzdvZviBOyUlhUqVKgHQsmVLVq9ezfjx45k9ezYeHh5Zarty5coZrm3ZsoVx48Zx4sQJEhMTuX37Nn///Tc3b94kV65cREZG0rJly3/8XD4+Phmuubm5PTDJA3dmE1lYWFCnTp1/3P9dFy9e5JNPPiE8PJz4+HhSU1O5efMmsbGxj4z3Ue4m5uBOwq106dIcP34cuLMU2tixY1m2bBm///47KSkpJCcnkytXLrM2MntHjxIfH88ff/xB/fr1nzheS0tLfHx8TPECzJw5k3nz5hEbG8tff/1FSkpKhuXiHuX48eP4+vqaLadXo0YNkpKS+O233yhatChwJ9FzrwIFChAfH//AdocOHcpHH31kOk9MTKRIkSKPFZuIiIiIiIiIiIiIPJ9e6ETP3f1x1q1bR6FChczKrK2tAbh58yb79+/HwsKCU6dOZbltOzs7s/OYmBiaNGnC+++/z5gxY3B2dmbHjh106dKFlJQUcuXKha2t7UPbzJEjh2m/oLvuLlf2sL4fdO1eT6vve3Xs2JHLly8zbdo03NzcsLa2xtfXl5SUlMeK7XFNnDiRadOmMXXqVNOeSP369Xsq/T5qnJ7E0qVLCQwMZPLkyfj6+mJvb8/EiRPZs2fPU+8LIGfOnGbnBoOBtLS0B9a3trY2/XsQERERERERERERkZfLC71HT5kyZbC2tiY2NpaSJUuaHXdnLAwYMIAcOXKwYcMGpk+fzk8//WS638rKCiBLe+js37+ftLQ0Jk+ezKuvvkqpUqX4448/zOqUL1+erVu3PrANFxcX4uLiTOeJiYmcPXv2sZ75Qby8vEhLS2Pbtm0P7Pv69evcuHHDdO1Be/3ctXPnTvr06UPjxo0pW7Ys1tbW/Pnnn08l3l9++cX0+erVq5w8eRJPT09Tv2+99RbvvvsuFSpUoHjx4pw8eTJL7ebMmfOh79Pe3h53d/eHvqdHxXv79m32799vFm/16tXp1asXlSpVomTJkpw5c8bsfisrq0d+zzw9Pdm9e7dZQm7nzp3Y29tTuHDhx4pXRERERERERERERP4bXuhEj729PYGBgfTv35/58+dz5swZDhw4wIwZM5g/fz7r1q1j3rx5LFq0iNdee42BAwfSsWNHrl69CtxZDs1gMPDDDz9w6dIl0wyhzJQsWZJbt24xY8YMfv31VxYuXMgXX3xhVmfo0KFERETQq1cvDh06xIkTJ5g9e7YpOVKvXj0WLlzIzz//zOHDh+nYsSMWFhZPZSzc3d3p2LEjnTt3Zs2aNZw9e5bw8HCWLVsGQLVq1ciVKxcff/wxZ86cYfHixYSFhT20TQ8PDxYuXMjx48fZs2cP7du3f2ozYkaNGsXWrVs5cuQIAQEB5M2bl2bNmpn63bx5M7t27eL48eP06NGDixcvZqndu0mcCxcumN7z/YKCgpg8eTLTp0/n1KlTpu/Mw8ycOZPVq1dz4sQJPvjgA65evUrnzp1N8e7bt4+NGzdy8uRJhg8fTkRERIa4Dh06RHR0NH/++Wems6l69erF+fPn+fDDDzlx4gTfffcdI0eO5KOPPjLtzyMiIiIiIiIiIiIicq8X/tfjkJAQhg8fzrhx4/D09KRhw4asW7cOd3d3unTpQlBQEN7e3gAEBweTP39+evbsCUChQoUIDg5myJAh5M+fn969ez+wnwoVKvDZZ5/x6aefUq5cORYtWsS4cePM6pQqVYpNmzYRFRVF1apV8fX15bvvvsPS8s4KeUOHDqVOnTo0adKEN954g2bNmlGiRImnNhazZ8/mnXfeoVevXrzyyit069bNNIPH2dmZb775hvXr1+Pl5cWSJUsICgp6aHtff/01V69exdvbm/fee48+ffqQL1++pxLr+PHj6du3L5UrV+bChQt8//33phlWn3zyCd7e3vj7++Pn54erq6spCfQokydPZvPmzRQpUsS0T9P9OnbsyNSpU5k1axZly5alSZMmj1zWb/z48YwfP54KFSqwY8cO1q5dS968eQHo0aMHLVq0oHXr1lSrVo3Lly/Tq1cvs/u7detG6dKl8fHxwcXFhZ07d2boo1ChQqxfv569e/dSoUIFevbsSZcuXfjkk0+y9OwiIiIiIiIiIiIi8t9jSL9/4xaRZyg8PJy6dety9epVnJycsjucR4qJiaFYsWIcPHiQihUrZnc4T0ViYiKOjo4M/3YiNrme/p5FIiLyfPq4yQfZHYKIiIiIiIiIPIa7v+UmJCTg4ODwwHqW/2JMIvIcCWzY/aF/HERERERERERERETk+ffCL90mz5eePXtiNBozPe4umSciIiIiIiIiIiIiIk+Hlm6Tpyo+Pp7ExMRMyxwcHJ7aHj/y5LI63U9EREREREREREREso+WbpNskS9fPiVzXhCj136BtfboERH514S0+DC7QxARERERERGRl5CWbnuKYmJiMBgMREZGZncoL4SgoCAqVqyY3WFkm/DwcAwGA9euXcvuUERERERERERERETkBaVEz3+Un58f/fr1M7umxMOzk9l4V69enbi4OBwdHbMnKBERERERERERERF54SnRI/IP3Lp164nvtbKywtXVFYPB8BQjEhEREREREREREZH/EiV6nkBaWhoTJkygZMmSWFtbU7RoUcaMGZOhXmpqKl26dKFYsWLY2tpSunRppk2bZlYnPDycqlWrYmdnh5OTEzVq1ODcuXMAREVFUbduXezt7XFwcKBy5crs27fvkfFdvnyZtm3bUqhQIXLlyoWXlxdLliwxlQcEBLBt2zamTZuGwWDAYDAQExND3bp1AcidOzcGg4GAgADT844bN870HBUqVGDFihVmz2AwGNi6dSs+Pj7kypWL6tWrEx0dbRbX+PHjyZ8/P/b29nTp0oW///7brDwiIoLXXnuNvHnz4ujoSJ06dThw4IBZHYPBwFdffUXz5s3JlSsXHh4erF271qzO0aNHadKkCQ4ODtjb21OrVi3OnDljKv/qq6/w9PTExsaGV155hVmzZj1yTOH/lub79ttvqVOnDjY2NixatOiJx/v+GVRhYWE4OTmxceNGPD09MRqNNGzYkLi4OFNbt2/fpk+fPjg5OZEnTx4GDx5Mx44dadasWZaeQUREREREREREREReLkr0PIGhQ4cyfvx4hg8fzrFjx1i8eDH58+fPUC8tLY3ChQuzfPlyjh07xogRI/j4449ZtmwZcOdH+2bNmlGnTh0OHTrE7t276d69u2mGR/v27SlcuDARERHs37+fIUOGkDNnzkfG9/fff1O5cmXWrVvHkSNH6N69O++99x579+4FYNq0afj6+tKtWzfi4uKIi4ujSJEirFy5EoDo6Gji4uJMSalx48axYMECvvjiC44ePUr//v1599132bZtm1m/w4YNY/Lkyezbtw9LS0s6d+5sKlu2bBlBQUGMHTuWffv2UaBAgQwJluvXr9OxY0d27NjBL7/8goeHB40bN+b69etm9YKDg2nVqhWHDh2icePGtG/fnitXrgDw+++/U7t2baytrfnpp5/Yv38/nTt35vbt2wAsWrSIESNGMGbMGI4fP87YsWMZPnw48+fPf+S43jVkyBD69u3L8ePH8ff3f+LxzszNmzeZNGkSCxcuZPv27cTGxhIYGGgq//TTT1m0aBGhoaHs3LmTxMRE1qxZ89B4k5OTSUxMNDtERERERERERERE5OVgSE9PT8/uIF4k169fx8XFhc8//5yuXbualcXExFCsWDEOHjxIxYoVM72/d+/eXLhwgRUrVnDlyhXy5MlDeHg4derUyVDXwcGBGTNm0LFjx38cd5MmTXjllVeYNGkScGfPmIoVKzJ16lRTnfDwcOrWrcvVq1dxcnIC7iQJnJ2d2bJlC76+vqa6Xbt25ebNmyxevNh035YtW6hfvz4A69ev54033uCvv/7CxsaG6tWrU6lSJWbOnGlq49VXX+Xvv/8mMjIy05jT0tJwcnJi8eLFNGnSBLgzo+eTTz4hJCQEgBs3bmA0GtmwYQMNGzbk448/ZunSpURHR2eaFCtZsiQhISG0bdvWdG306NGsX7+eXbt2PXQM777fqVOn0rdv34fWfZLxDgsLo1OnTpw+fZoSJUoAMGvWLEaNGsWFCxcAcHV1JTAw0JT8SU1NpXjx4lSqVOmBCZ+goCCCg4MzXB+48FOsc9k+9DlEROTpCWnxYXaHICIiIiIiIiIvkMTERBwdHUlISMDBweGB9TSj5zEdP36c5ORkU0LjUWbOnEnlypVxcXHBaDQyZ84cYmNjAXB2diYgIAB/f3+aNm3KtGnTzJbp+uijj+jatSsNGjRg/PjxZsuPPUxqaiohISF4eXnh7OyM0Whk48aNpn4fx+nTp7l58yavvfYaRqPRdCxYsCBDPOXLlzd9LlCgAADx8fHAnXGrVq2aWf17E0cAFy9epFu3bnh4eODo6IiDgwNJSUkZ4r63Hzs7OxwcHEz9REZGUqtWrUyTPDdu3ODMmTN06dLF7FlGjx6d5bEF8PHxMTt/muOdK1cuU5IH7ozj3WdLSEjg4sWLVK1a1VRuYWFB5cqVH9rm0KFDSUhIMB3nz59/7LhERERERERERERE5Plkmd0BvGhsbbM+A2Lp0qUEBgYyefJkfH19sbe3Z+LEiezZs8dUJzQ0lD59+vDjjz/y7bff8sknn7B582ZeffVVgoKCaNeuHevWrWPDhg2MHDmSpUuX0rx584f2O3HiRKZNm8bUqVPx8vLCzs6Ofv36kZKS8tjPm5SUBMC6desoVKiQWZm1tbXZ+b3JlbvLz6WlpWW5r44dO3L58mWmTZuGm5sb1tbW+Pr6Zoj7/iSOwWAw9fOw93P3WebOnZsh6WRhYZHlOO3s7MzOn+Z4Z/Zs/3TSnbW1dYZ3JSIiIiIiIiIiIiIvB83oeUweHh7Y2tqydevWR9bduXMn1atXp1evXlSqVImSJUtmOnOkUqVKDB06lF27dlGuXDkWL15sKitVqhT9+/dn06ZNtGjRgtDQ0Cz1+9Zbb/Huu+9SoUIFihcvzsmTJ83qWFlZkZqamuEaYHa9TJkyWFtbExsbS8mSJc2OB+0zkxlPT0+zBBfAL7/8kiHuPn360LhxY8qWLYu1tTV//vlnlvuAO7N9fv75Z27dupWhLH/+/BQsWJBff/01w7MUK1bssfq5P+4nGe/H5ejoSP78+YmIiDBdS01N5cCBA/+oXRERERERERERERF5cWlGz2OysbFh8ODBDBo0CCsrK2rUqMGlS5c4evRohuXcPDw8WLBgARs3bqRYsWIsXLiQiIgIU1Lh7NmzzJkzhzfffJOCBQsSHR3NqVOn6NChA3/99RcDBw7knXfeoVixYvz2229ERETw9ttvPzJGDw8PVqxYwa5du8idOzefffYZFy9epEyZMqY67u7u7Nmzh5iYGIxGI87Ozri5uWEwGPjhhx9o3Lgxtra22NvbExgYSP/+/UlLS6NmzZokJCSwc+dOHBwcsrx/UN++fQkICMDHx4caNWqwaNEijh49SvHixc3iXrhwIT4+PiQmJjJw4MDHmkEFd/ZAmjFjBm3atGHo0KE4Ojryyy+/ULVqVUqXLk1wcDB9+vTB0dGRhg0bkpyczL59+7h69SofffTRY/V1b9xPMt5P4sMPP2TcuHGULFmSV155hRkzZnD16lXTDCoRERERERERERER+W/RjJ4nMHz4cAYMGMCIESPw9PSkdevWpn1U7tWjRw9atGhB69atqVatGpcvX6ZXr16m8ly5cnHixAnefvttSpUqRffu3fnggw/o0aMHFhYWXL58mQ4dOlCqVClatWpFo0aNCA4OfmR8n3zyCd7e3vj7++Pn54erqyvNmjUzqxMYGIiFhQVlypTBxcWF2NhYChUqRHBwMEOGDCF//vz07t0bgJCQEIYPH864cePw9PSkYcOGrFu37rFmwbRu3Zrhw4czaNAgKleuzLlz53j//ffN6nz99ddcvXoVb29v3nvvPfr06UO+fPmy3AdAnjx5+Omnn0hKSqJOnTpUrlyZuXPnmpZE69q1K1999RWhoaF4eXlRp04dwsLC/tGMnicd7ycxePBg2rZtS4cOHfD19cVoNOLv74+Njc0Txy8iIiIiIiIiIiIiLy5D+j/dAEREsk1aWhqenp60atWKkJCQLN2TmJiIo6MjAxd+inWux5sxJSIiTy6kxYfZHYKIiIiIiIiIvEDu/pabkJCAg4PDA+tp6TaRF8i5c+fYtGkTderUITk5mc8//5yzZ8/Srl27x27rkzd7PvSPg4iIiIiIiIiIiIg8/7R02wuoUaNGGI3GTI+xY8dmd3gvrLFjxz5wXBs1apTd4QGQI0cOwsLCqFKlCjVq1ODw4cNs2bIFT0/P7A5NRERERERERERERLKBlm57Af3+++/89ddfmZY5Ozvj7Oz8L0f0crhy5QpXrlzJtMzW1pZChQr9yxE9G1md7iciIiIiIiIiIiIi2UdLt73EXpaEw/Pmv5YkG75qNta5bLI7DBGRF9aEVn2zOwQRERERERERES3dJiIiIiIiIiIiIiIi8qLK1kSPn58f/fr1y84QXmgav6fL3d2dqVOnZncYZgICAmjWrFl2hyEiIiIiIiIiIiIizynN6BF5yp7HhJGIiIiIiIiIiIiIvJz+c4melJSU7A4hg+cxpn/Lf/nZRURERERERERERET+qWxP9KSlpTFo0CCcnZ1xdXUlKCjIVBYbG8tbb72F0WjEwcGBVq1acfHiRVN5Zsta9evXDz8/P9O5n58fvXv3pl+/fuTNmxd/f3/S09MJCgqiaNGiWFtbU7BgQfr06ZOleN3d3QkJCaFt27bY2dlRqFAhZs6caVbn2rVrdO3aFRcXFxwcHKhXrx5RUVGm8qCgICpWrMhXX31FsWLFsLGxeWS/N27coEOHDhiNRgoUKMDkyZMz1Fm4cCE+Pj7Y29vj6upKu3btiI+PByA9PZ2SJUsyadIks3siIyMxGAycPn36kTEYDAZmz55No0aNsLW1pXjx4qxYscKszvnz52nVqhVOTk44Ozvz1ltvERMTYyq/+87GjBlDwYIFKV26NACzZs3Cw8MDGxsb8ufPzzvvvGO6Jzk5mT59+pAvXz5sbGyoWbMmERERpvLw8HAMBgNbt27Fx8eHXLlyUb16daKjo011zpw5w1tvvUX+/PkxGo1UqVKFLVu2PPKZM/Ow74+fnx/nzp2jf//+GAwGDAYD8H/v/F5Tp07F3d3ddJ6amspHH32Ek5MTefLkYdCgQaSnp5vKFyxYQJ48eUhOTjZrp1mzZrz33ntP9CwiIiIiIiIiIiIi8mLL9kTP/PnzsbOzY8+ePUyYMIFRo0axefNm0tLSeOutt7hy5Qrbtm1j8+bN/Prrr7Ru3fqJ+rCysmLnzp188cUXrFy5kilTpvDll19y6tQp1qxZg5eXV5bbmzhxIhUqVODgwYMMGTKEvn37snnzZlN5y5YtiY+PZ8OGDezfvx9vb2/q16/PlStXTHVOnz7NypUrWbVqFZGRkY/sc+DAgWzbto3vvvuOTZs2ER4ezoEDB8zq3Lp1i5CQEKKiolizZg0xMTEEBAQAd5I0nTt3JjQ01Oye0NBQateuTcmSJbP07MOHD+ftt98mKiqK9u3b06ZNG44fP27q39/fH3t7e37++Wd27tyJ0WikYcOGZjN3tm7dSnR0NJs3b+aHH35g37599OnTh1GjRhEdHc2PP/5I7dq1TfUHDRrEypUrmT9/PgcOHKBkyZL4+/ubjSfAsGHDmDx5Mvv27cPS0pLOnTubypKSkmjcuDFbt27l4MGDNGzYkKZNmxIbG5ul577Xw74/q1atonDhwowaNYq4uDji4uKy3O7kyZMJCwtj3rx57NixgytXrrB69WpTecuWLUlNTWXt2rWma/Hx8axbt87sWe+XnJxMYmKi2SEiIiIiIiIiIiIiLwfL7A6gfPnyjBw5EgAPDw8+//xztm7dCsDhw4c5e/YsRYoUAe7MaChbtiwRERFUqVIly314eHgwYcIE0/m6detwdXWlQYMG5MyZk6JFi1K1atUst1ejRg2GDBkCQKlSpdi5cydTpkzhtddeY8eOHezdu5f4+Hisra0BmDRpEmvWrGHFihV0794duLNk2YIFC3BxcXlkf0lJSXz99dd888031K9fH7iTvCpcuLBZvXt/7C9evDjTp0+nSpUqJCUlYTQaCQgIYMSIEezdu5eqVaty69YtFi9enGGWz8O0bNmSrl27AhASEsLmzZuZMWMGs2bN4ttvvyUtLY2vvvrKNJMlNDQUJycnwsPDef311wGws7Pjq6++wsrKCriTHLGzs6NJkybY29vj5uZGpUqVgDszmWbPnk1YWBiNGjUCYO7cuWzevJmvv/6agQMHmmIbM2YMderUAWDIkCG88cYb/P3339jY2FChQgUqVKhgqhsSEsLq1atZu3YtvXv3zvLzw52ZZg/6/jg7O2NhYWGaVfU4pk6dytChQ2nRogUAX3zxBRs3bjSV29ra0q5dO0JDQ2nZsiUA33zzDUWLFjWbxXa/cePGERwc/FixiIiIiIiIiIiIiMiLIdtn9JQvX97svECBAsTHx3P8+HGKFCliSvIAlClTBicnJ9MMkqyqXLmy2XnLli3566+/KF68ON26dWP16tXcvn07y+35+vpmOL8bU1RUFElJSeTJkwej0Wg6zp49y5kzZ0z3uLm5ZSnJA3eWHUtJSaFatWqma87OzqZlz+7av38/TZs2pWjRotjb25uSHndnrRQsWJA33niDefPmAfD999+TnJxsSho8jWc/ffo09vb2pud2dnbm77//Nnt2Ly8vU5IH4LXXXsPNzY3ixYvz3nvvsWjRIm7evGl69lu3blGjRg1T/Zw5c1K1atUM34N7v0sFChQAMC1dl5SURGBgIJ6enjg5OWE0Gjl+/PgTzej5p9+fzCQkJBAXF2f2ji0tLfHx8TGr161bNzZt2sTvv/8OQFhYGAEBAabEWmaGDh1KQkKC6Th//vw/ilVEREREREREREREnh/ZnujJmTOn2bnBYCAtLS1L9+bIkcNsDxO4s3zY/ezs7MzOixQpQnR0NLNmzcLW1pZevXpRu3btTO99XElJSRQoUIDIyEizIzo62mz2yf0x/VM3btzA398fBwcHFi1aREREhGnZr3uXTevatStLly7lr7/+IjQ0lNatW5MrV66nEkNSUhKVK1fO8OwnT56kXbt2pnr3P7u9vT0HDhxgyZIlFChQgBEjRlChQgWuXbv2WP3f+126m/i4+10KDAxk9erVjB07lp9//pnIyEi8vLzMxiarnuT7k9Xv6qNUqlSJChUqsGDBAvbv38/Ro0dNy/M9iLW1NQ4ODmaHiIiIiIiIiIiIiLwcsj3R8yCenp6cP3/ebPbBsWPHuHbtGmXKlAHAxcUlwx4oWdnvBu4sg9W0aVOmT59OeHg4u3fv5vDhw1m695dffslw7unpCYC3tzcXLlzA0tKSkiVLmh158+bNUvv3K1GiBDlz5mTPnj2ma1evXuXkyZOm8xMnTnD58mXGjx9PrVq1eOWVV0yzWe7VuHFj7OzsmD17Nj/++OND93bJzKOe/dSpU+TLly/Dszs6Oj60XUtLSxo0aMCECRM4dOgQMTEx/PTTT5QoUcK0v9Jdt27dIiIiwvQ9yIqdO3cSEBBA8+bN8fLywtXVlZiYmKw/+H0e9v2xsrIiNTXVrL6LiwsXLlwwS/bc+111dHSkQIECZu/49u3b7N+/P0PfXbt2JSwsjNDQUBo0aGA2601ERERERERERERE/lue20RPgwYN8PLyon379hw4cIC9e/fSoUMH6tSpY1rOql69euzbt48FCxZw6tQpRo4cyZEjRx7ZdlhYGF9//TVHjhzh119/5ZtvvsHW1hY3N7csxbZz504mTJjAyZMnmTlzJsuXL6dv376muH19fWnWrBmbNm0iJiaGXbt2MWzYMPbt2/dEY2E0GunSpQsDBw7kp59+4siRIwQEBJAjx/+9vqJFi2JlZcWMGTP49ddfWbt2LSEhIRnasrCwICAggKFDh+Lh4ZFhKbZHWb58OfPmzePkyZOMHDmSvXv3mva4ad++PXnz5uWtt97i559/5uzZs4SHh9OnTx9+++23B7b5ww8/MH36dCIjIzl37hwLFiwgLS2N0qVLY2dnx/vvv8/AgQP58ccfOXbsGN26dePmzZt06dIly3F7eHiwatUqIiMjiYqKol27dlmeOXa/R31/3N3d2b59O7///jt//vknAH5+fly6dIkJEyZw5swZZs6cyYYNG8za7du3L+PHj2fNmjWcOHGCXr16ZTqrqV27dvz222/MnTv3sRN1IiIiIiIiIiIiIvJyeW4TPQaDge+++47cuXNTu3ZtGjRoQPHixfn2229Ndfz9/Rk+fDiDBg2iSpUqXL9+nQ4dOjyybScnJ+bOnUuNGjUoX748W7Zs4fvvvydPnjxZim3AgAHs27ePSpUqMXr0aD777DP8/f1Nca9fv57atWvTqVMnSpUqRZs2bTh37hz58+d/ssEAJk6cSK1atWjatCkNGjSgZs2aZnsPubi4EBYWxvLlyylTpgzjx49n0qRJmbbVpUsXUlJS6NSp02PHERwczNKlSylfvjwLFixgyZIlppk1uXLlYvv27RQtWpQWLVrg6elJly5d+Pvvvx+6XJiTkxOrVq2iXr16eHp68sUXX7BkyRLKli0LwPjx43n77bd577338Pb25vTp02zcuJHcuXNnOe7PPvuM3LlzU716dZo2bYq/vz/e3t6P/fx3433Y92fUqFHExMRQokQJ0z5Mnp6ezJo1i5kzZ1KhQgX27t1LYGCgWbsDBgzgvffeo2PHjvj6+mJvb0/z5s0z9O/o6Mjbb7+N0WikWbNmT/QMIiIiIiIiIiIiIvJyMKTfv3GIPJS7uzv9+vWjX79+2R3KE/v555+pX78+58+ff6zkk8FgYPXq1UouPAfq169P2bJlmT59+mPfm5iYiKOjI31Cx2Ody+YZRCci8t8woVXf7A5BRERERERERF5id3/LTUhIeOhkCst/MSbJZsnJyVy6dImgoCBatmz5j2YYSfa4evUq4eHhhIeHM2vWrH/UVkiL9x/6x0FEREREREREREREnn/P7dJt2eHnn3/GaDQ+8HhWYmNjH9pvbGzsU+lnyZIluLm5ce3aNSZMmGBWtmjRogf2f3cJtf+K53ksKlWqREBAAJ9++imlS5fO1lhEREREREREREREJPtp6bZ7/PXXX/z+++8PLC9ZsuQz6ff27dvExMQ8sNzd3R1Ly2c7+er69etcvHgx07KcOXPi5ub2TPt/nrzsY5HV6X4iIiIiIiIiIiIikn2y+luuEj0i/zF3/zh0nzMWK1vt0SMi8qRmvNs/u0MQERERERERkZdYVhM9WrpNhDuzpqZOnfqP64iIiIiIiIiIiIiI/JuU6BHJooiICLp37/7U2nvcxFFMTAwGgyHD8csvvzy1mERERERERERERETkxfJsN34ReYm4uLhkdwgAbNmyhbJly5rO8+TJk43RiIiIiIiIiIiIiEh20oweeWmsWLECLy8vbG1tyZMnDw0aNODGjRv4+fnRr18/s7rNmjUjICDA7Nr169dp27YtdnZ2FCpUiJkzZ5qV3z8D59q1a3Tt2hUXFxccHByoV68eUVFRZvd8//33VKlSBRsbG/LmzUvz5s0B8PPz49y5c/Tv3980Myer8uTJg6urq+nImTNnlu8VERERERERERERkZeLEj3yUoiLi6Nt27Z07tyZ48ePEx4eTosWLUhPT89yGxMnTqRChQocPHiQIUOG0LdvXzZv3vzA+i1btiQ+Pp4NGzawf/9+vL29qV+/PleuXAFg3bp1NG/enMaNG3Pw4EG2bt1K1apVAVi1ahWFCxdm1KhRxMXFERcXl+U433zzTfLly0fNmjVZu3btI+snJyeTmJhodoiIiIiIiIiIiIjIy0FLt8lLIS4ujtu3b9OiRQvc3NwA8PLyeqw2atSowZAhQwAoVaoUO3fuZMqUKbz22msZ6u7YsYO9e/cSHx+PtbU1AJMmTWLNmjWsWLGC7t27M2bMGNq0aUNwcLDpvgoVKgDg7OyMhYUF9vb2uLq6Zik+o9HI5MmTqVGjBjly5GDlypU0a9aMNWvW8Oabbz7wvnHjxpnFICIiIiIiIiIiIiIvD83okZdChQoVqF+/Pl5eXrRs2ZK5c+dy9erVx2rD19c3w/nx48czrRsVFUVSUhJ58uTBaDSajrNnz3LmzBkAIiMjqV+//pM9UCby5s3LRx99RLVq1ahSpQrjx4/n3XffZeLEiQ+9b+jQoSQkJJiO8+fPP7WYRERERERERERERCR7aUaPvBQsLCzYvHkzu3btYtOmTcyYMYNhw4axZ88ecuTIkWEJt1u3bv2j/pKSkihQoADh4eEZypycnACwtbX9R31kRbVq1R66vByAtbW1adaRiIiIiIiIiIiIiLxcNKNHXhoGg4EaNWoQHBzMwYMHsbKyYvXq1bi4uJjtgZOamsqRI0cy3P/LL79kOPf09My0L29vby5cuIClpSUlS5Y0O/LmzQtA+fLl2bp16wPjtbKyIjU19Uke1SQyMpICBQr8ozZERERERERERERE5MWlGT3yUtizZw9bt27l9ddfJ1++fOzZs4dLly7h6emJnZ0dH330EevWraNEiRJ89tlnXLt2LUMbO3fuZMKECTRr1ozNmzezfPly1q1bl2l/DRo0wNfXl2bNmjFhwgRKlSrFH3/8wbp162jevDk+Pj6MHDmS+vXrU6JECdq0acPt27dZv349gwcPBsDd3Z3t27fTpk0brK2tTQmiB5k/fz5WVlZUqlQJgFWrVjFv3jy++uqrfzZ4IiIiIiIiIiIiIvLCUqJHXgoODg5s376dqVOnkpiYiJubG5MnT6ZRo0bcunWLqKgoOnTogKWlJf3796du3boZ2hgwYAD79u0jODgYBwcHPvvsM/z9/TPtz2AwsH79eoYNG0anTp24dOkSrq6u1K5dm/z58wPg5+fH8uXLCQkJYfz48Tg4OFC7dm1TG6NGjaJHjx6UKFGC5OTkDMvLZSYkJIRz585haWnJK6+8wrfffss777zzhKMmIiIiIiIiIiIiIi86Q3pWfl0WEQoUKEBISAhdu3bN7lD+kcTERBwdHek+ZyxWtjbZHY6IyAtrxrv9szsEEREREREREXmJ3f0tNyEhAQcHhwfW04wekUe4efMmO3fu5OLFi5QtWza7w3lqJrb+4KF/HERERERERERERETk+ZcjuwMQed7NmTOHNm3a0K9fP3x9fZ9ZP40aNcJoNGZ6jB079pn1KyIiIiIiIiIiIiIvLi3dJvKc+P333/nrr78yLXN2dsbZ2fmp9JPV6X4iIiIiIiIiIiIikn20dJvIC6ZQoUL/an99vpmhPXpE5IU2p9OA7A5BRERERERERCTbaek2ERERERERERERERGRF5QSPf9BQUFBVKxY8aF1/Pz86Nev378Sz7MSFhaGk5NTdoeRqZiYGAwGA5GRkdkdioiIiIiIiIiIiIi8wJToyWbPa0Jl1apVhISEZHcYwIufFAkICKBZs2Zm14oUKUJcXBzlypXLnqBERERERERERERE5KWgPXokU87OztkdwnPv1q1b5MyZ84nutbCwwNXV9SlHJCIiIiIiIiIiIiL/NZrRk40CAgLYtm0b06ZNw2AwYDAYiImJ4ciRIzRq1Aij0Uj+/Pl57733+PPPP033/fjjj9SsWRMnJyfy5MlDkyZNOHPmjFnbv/32G23btsXZ2Rk7Ozt8fHzYs2ePWZ2FCxfi7u6Oo6Mjbdq04fr166ay+2caubu7M3bsWDp37oy9vT1FixZlzpw5Zu3t2rWLihUrYmNjg4+PD2vWrMnyTJyrV6/Svn17XFxcsLW1xcPDg9DQUACKFSsGQKVKlTAYDPj5+bF9+3Zy5szJhQsXzNrp168ftWrVemA/3333Hd7e3tjY2FC8eHGCg4O5ffv2I+MDMBgMzJ49mzfffBM7OzvGjBlDamoqXbp0oVixYtja2lK6dGmmTZtmuicoKIj58+fz3Xffmd5xeHh4hllK4eHhGAwGtm7dio+PD7ly5aJ69epER0ebxTB69Gjy5cuHvb09Xbt2ZciQIY9chk9EREREREREREREXl5K9GSjadOm4evrS7du3YiLiyMuLg57e3vq1atHpUqV2LdvHz/++CMXL16kVatWpvtu3LjBRx99xL59+9i6dSs5cuSgefPmpKWlAZCUlESdOnX4/fffWbt2LVFRUQwaNMhUDnDmzBnWrFnDDz/8wA8//MC2bdsYP378Q+OdPHkyPj4+HDx4kF69evH++++bEhGJiYk0bdoULy8vDhw4QEhICIMHD87yWAwfPpxjx46xYcMGjh8/zuzZs8mbNy8Ae/fuBWDLli3ExcWxatUqateuTfHixVm4cKGpjVu3brFo0SI6d+6caR8///wzHTp0oG/fvhw7dowvv/ySsLAwxowZk+U4g4KCaN68OYcPH6Zz586kpaVRuHBhli9fzrFjxxgxYgQff/wxy5YtAyAwMJBWrVrRsGFD0zuuXr36A9sfNmwYkydPZt++fVhaWpo9y6JFixgzZgyffvop+/fvp2jRosyePfuRMScnJ5OYmGh2iIiIiIiIiIiIiMjLQUu3ZSNHR0esrKzIlSuXaRmv0aNHU6lSJcaOHWuqN2/ePIoUKcLJkycpVaoUb7/9tlk78+bNw8XFhWPHjlGuXDkWL17MpUuXiIiIMC3BVrJkSbN70tLSCAsLw97eHoD33nuPrVu3PjTp0bhxY3r16gXA4MGDmTJlCv/73/8oXbo0ixcvxmAwMHfuXGxsbChTpgy///473bp1y9JYxMbGUqlSJXx8fIA7M4jucnFxASBPnjxmy5116dKF0NBQBg4cCMD333/P33//bZYUu1dwcDBDhgyhY8eOABQvXpyQkBAGDRrEyJEjsxRnu3bt6NSpU4Z27ypWrBi7d+9m2bJltGrVCqPRiK2tLcnJyVlaqm3MmDHUqVMHgCFDhvDGG2/w999/Y2Njw4wZM+jSpYup/xEjRrBp0yaSkpIe2ua4cePMYhQRERERERERERGRl4dm9DxnoqKi+N///ofRaDQdr7zyCoBpebZTp07Rtm1bihcvjoODgykpEhsbC0BkZCSVKlV66D477u7upiQPQIECBYiPj39obOXLlzd9NhgMuLq6mu6Jjo6mfPny2NjYmOpUrVo1y8/9/vvvs3TpUipWrMigQYPYtWvXI+8JCAjg9OnT/PLLLwCEhYXRqlUr7OzsMq0fFRXFqFGjzMb27myqmzdvZinOu4moe82cOZPKlSvj4uKC0Whkzpw5pnfxuO4d4wIFCgCYjfH9Y5qVMR46dCgJCQmm4/z5808Um4iIiIiIiIiIiIg8fzSj5zmTlJRE06ZN+fTTTzOU3f3hv2nTpri5uTF37lwKFixIWloa5cqVIyUlBQBbW9tH9pMzZ06zc4PBYLa029O6J6saNWrEuXPnWL9+PZs3b6Z+/fp88MEHTJo06YH35MuXj6ZNmxIaGkqxYsXYsGED4eHhD6yflJREcHAwLVq0yFB2b4LqYe5PIi1dupTAwEAmT56Mr68v9vb2TJw4McN+SFl17xgbDAaAfzzG1tbWWFtb/6M2REREREREREREROT5pERPNrOysiI1NdV07u3tzcqVK3F3d8fSMuPruXz5MtHR0cydO5datWoBsGPHDrM65cuX56uvvuLKlSsPndXzNJUuXZpvvvmG5ORkU1IhIiLisdpwcXGhY8eOdOzYkVq1ajFw4EAmTZqElZUVgNk43dW1a1fatm1L4cKFKVGiBDVq1Hhg+97e3kRHR2dYxu6f2LlzJ9WrVzctaQf/N/Pqrvvf8ZMqXbo0ERERdOjQwXTtccdYRERERERERERERF4uWrotm7m7u7Nnzx5iYmL4888/+eCDD7hy5Qpt27YlIiKCM2fOsHHjRjp16kRqaiq5c+cmT548zJkzh9OnT/PTTz/x0UcfmbXZtm1bXF1dadasGTt37uTXX39l5cqV7N69+5k9R7t27UhLS6N79+4cP36cjRs3mmbj3J2Z8jAjRozgu+++4/Tp0xw9epQffvgBT09P4M7MHVtbW3788UcuXrxIQkKC6T5/f38cHBwYPXp0hr1zMutjwYIFBAcHc/ToUY4fP87SpUv55JNPnvi5PTw82LdvHxs3buTkyZMMHz48Q/LF3d2dQ4cOER0dzZ9//smtW7eeqK8PP/yQr7/+mvnz53Pq1ClGjx7NoUOHsjS+IiIiIiIiIiIiIvJyUqInmwUGBmJhYUGZMmVwcXEhJSWFnTt3kpqayuuvv46Xlxf9+vXDycmJHDlykCNHDpYuXcr+/fspV64c/fv3Z+LEiWZtWllZsWnTJvLly0fjxo3x8vJi/PjxWFhYPLPncHBw4PvvvycyMpKKFSsybNgwRowYAWRtWTQrKyuGDh1K+fLlqV27NhYWFixduhQAS0tLpk+fzpdffknBggV56623TPflyJGDgIAAUlNTzWa6ZMbf358ffviBTZs2UaVKFV599VWmTJmCm5vbEz93jx49aNGiBa1bt6ZatWpcvnzZbHYPQLdu3ShdujQ+Pj64uLiwc+fOJ+qrffv2DB06lMDAQLy9vTl79iwBAQFZXnZORERERERERERERF4+hvT09PTsDkJeTosWLaJTp04kJCRkad+gJ9WlSxcuXbrE2rVrn1kfz6vXXnsNV1dXFi5cmOV7EhMTcXR0pOPM0VjZKkkkIi+uOZ0GZHcIIiIiIiIiIiLPzN3fchMSEnBwcHhgPe3RI0/NggULKF68OIUKFSIqKorBgwfTqlWrZ5bkSUhI4PDhwyxevPg/keS5efMmX3zxBf7+/lhYWLBkyRK2bNnC5s2bn6i96e9++NA/DiIiIiIiIiIiIiLy/NPSbfLUXLhwgXfffRdPT0/69+9Py5YtmTNnDgA9e/bEaDRmevTs2fOJ+nvrrbd4/fXX6dmzJ6+99to/in3RokUPjK9s2bL/qO2nxWAwsH79emrXrk3lypX5/vvvWblyJQ0aNMju0EREREREREREREQkm2jpNvlXxMfHk5iYmGmZg4MD+fLl+5cjMnf9+nUuXryYaVnOnDn/0T4+z5usTvcTERERERERERERkeyjpdvkuZIvX75sT+Y8jL29Pfb29tkdxr+qx7zp2qNHRJ5r83sEZncIIiIiIiIiIiLPPS3d9pT5+fnRr1+/7A7jPyMsLAwnJ6fsDiNLAgICaNasmelc3xURERERERERERER+ac0o0ckm6xatYqcOXNmdxgiIiIiIiIiIiIi8gJTokeyLCUlBSsrq+wO45lJT08nNTUVS8t/55+Fs7Pzv9KPiIiIiIiIiIiIiLy8tHTbP3Djxg06dOiA0WikQIECTJ482ax84cKF+Pj4YG9vj6urK+3atSM+Ph64k1QoWbIkkyZNMrsnMjISg8HA6dOnSU9PJygoiKJFi2JtbU3BggXp06dPlmJzd3cnJCSEtm3bYmdnR6FChZg5c6ZZnWvXrtG1a1dcXFxwcHCgXr16REVFmcqDgoKoWLEiX331FcWKFcPG5uH7ufzwww84OTmRmppq9ixDhgwx1enatSvvvvuu6XzHjh3UqlULW1tbihQpQp8+fbhx44apPDk5mcDAQAoVKoSdnR3VqlUjPDz8gTFcunQJHx8fmjdvTnJy8kPjDQ8Px2AwsGHDBipXroy1tTU7duwgLS2NcePGUaxYMWxtbalQoQIrVqww3ZeamkqXLl1M5aVLl2batGlmbaempvLRRx/h5OREnjx5GDRoEOnp6WZ17l+6zd3dnbFjx9K5c2fs7e0pWrQoc+bMMbtn165dVKxYERsbG3x8fFizZg0Gg4HIyMiHPquIiIiIiIiIiIiIvJyU6PkHBg4cyLZt2/juu+/YtGkT4eHhHDhwwFR+69YtQkJCiIqKYs2aNcTExBAQEACAwWCgc+fOhIaGmrUZGhpK7dq1KVmyJCtXrmTKlCl8+eWXnDp1ijVr1uDl5ZXl+CZOnEiFChU4ePAgQ4YMoW/fvmzevNlU3rJlS+Lj49mwYQP79+/H29ub+vXrc+XKFVOd06dPs3LlSlatWvXIZEKtWrW4fv06Bw8eBGDbtm3kzZvXLDGzbds2/Pz8ADhz5gwNGzbk7bff5tChQ3z77bfs2LGD3r17m+r37t2b3bt3s3TpUg4dOkTLli1p2LAhp06dytD/+fPnqVWrFuXKlWPFihVYW1tnaZyGDBnC+PHjOX78OOXLl2fcuHEsWLCAL774gqNHj9K/f3/effddtm3bBkBaWhqFCxdm+fLlHDt2jBEjRvDxxx+zbNkyU5uTJ08mLCyMefPmsWPHDq5cucLq1asfGcvkyZPx8fHh4MGD9OrVi/fff5/o6GgAEhMTadq0KV5eXhw4cICQkBAGDx78yDaTk5NJTEw0O0RERERERERERETk5WBIv3+agWRJUlISefLk4ZtvvqFly5YAXLlyhcKFC9O9e3emTp2a4Z59+/ZRpUoVrl+/jtFo5I8//qBo0aLs2rWLqlWrcuvWLQoWLMikSZPo2LEjn332GV9++SVHjhx57L1c3N3d8fT0ZMOGDaZrbdq0ITExkfXr17Njxw7eeOMN4uPjzRIiJUuWZNCgQXTv3p2goCDGjh3L77//jouLS5b6rVy5Mm3btiUwMJDmzZtTpUoVgoODuXz5MgkJCRQuXJiTJ0/i4eFB165dsbCw4MsvvzTdv2PHDurUqcONGzeIj4+nePHixMbGUrBgQVOdBg0aULVqVcaOHUtYWBj9+vVjz549vPbaazRv3pypU6diMBgeGWt4eDh169ZlzZo1vPXWW8CdpIizszNbtmzB19fXVLdr167cvHmTxYsXZ9pW7969uXDhgmnmT8GCBenfvz8DBw4E4Pbt2xQrVozKlSuzZs0a4M6MnooVK5q+K+7u7tSqVYuFCxcCd2Z9ubq6EhwcTM+ePfniiy/45JNP+O2330yzq7766iu6devGwYMHqVixYqaxBQUFERwcnOF6mykhWNk+fJaWiEh2mt8jMLtDEBERERERERHJNomJiTg6OpKQkICDg8MD62lGzxM6c+YMKSkpVKtWzXTN2dmZ0qVLm873799P06ZNKVq0KPb29tSpUweA2NhY4E4y4I033mDevHkAfP/99yQnJ5sSRy1btuSvv/6iePHidOvWjdWrV3P79u0sx3hvouLu+fHjxwGIiooyJauMRqPpOHv2LGfOnDHd4+bmluUkD0CdOnUIDw8nPT2dn3/+mRYtWuDp6cmOHTvYtm0bBQsWxMPDwxRDWFiYWf/+/v6kpaVx9uxZDh8+TGpqKqVKlTKrs23bNrMY//rrL2rVqkWLFi2YNm1alpI89/Lx8TF9Pn36NDdv3uS1114z63PBggVmfc6cOZPKlSvj4uKC0Whkzpw5pveakJBAXFyc2XfD0tLSrJ8HKV++vOmzwWDA1dXVtNxfdHQ05cuXN1tCr2rVqo9sc+jQoSQkJJiO8+fPP/IeEREREREREREREXkx/Du7zv8H3bhxA39/f/z9/Vm0aBEuLi7Exsbi7+9PSkqKqV7Xrl157733mDJlCqGhobRu3ZpcuXIBUKRIEaKjo9myZQubN2+mV69eTJw4kW3btj32DJ/7JSUlUaBAgUz3u3FycjJ9trOze6x2/fz8mDdvHlFRUeTMmZNXXnkFPz8/wsPDuXr1qinZdTeGHj16ZLrvUNGiRTl06BAWFhbs378fCwsLs3Kj0Wj6bG1tTYMGDfjhhx8YOHAghQoVeqyY733GpKQkANatW5ehnbszn5YuXUpgYCCTJ0/G19cXe3t7Jk6cyJ49ex6r38zc/14NBgNpaWn/qE1ra+ssL2MnIiIiIiIiIiIiIi8WJXqeUIkSJciZMyd79uyhaNGiAFy9epWTJ09Sp04dTpw4weXLlxk/fjxFihQB7izddr/GjRtjZ2fH7Nmz+fHHH9m+fbtZua2tLU2bNqVp06Z88MEHvPLKKxw+fBhvb+9HxvjLL79kOPf09ATA29ubCxcuYGlpibu7+5MMQabu7tMzZcoUU1LHz8+P8ePHc/XqVQYMGGCq6+3tzbFjxyhZsmSmbVWqVInU1FTi4+OpVavWA/vMkSMHCxcupF27dtStW5fw8HCzpd4eR5kyZbC2tiY2NtYsKXWvnTt3Ur16dXr16mW6du9sH0dHRwoUKMCePXuoXbs2cGfptrv7ID2p0qVL880335CcnGxK3ERERDxxeyIiIiIiIiIiIiLy4tPSbU/IaDTSpUsXBg4cyE8//cSRI0cICAggR447Q1q0aFGsrKyYMWMGv/76K2vXriUkJCRDOxYWFgQEBDB06FA8PDzMllsLCwvj66+/5siRI/z6669888032Nra4ubmlqUYd+7cyYQJEzh58iQzZ85k+fLl9O3bF7izz42vry/NmjVj06ZNxMTEsGvXLoYNG5ZpQiqrcufOTfny5Vm0aBF+fn4A1K5dmwMHDpiSYHcNHjyYXbt20bt3byIjIzl16hTfffcdvXv3BqBUqVK0b9+eDh06sGrVKs6ePcvevXsZN24c69atyzCOixYtokKFCtSrV48LFy48Ufz29vYEBgbSv39/5s+fz5kzZzhw4AAzZsxg/vz5AHh4eLBv3z42btzIyZMnGT58eIaES9++fRk/fjxr1qzhxIkT9OrVi2vXrj1RTHe1a9eOtLQ0unfvzvHjx9m4cSOTJk0CeOzl6kRERERERERERETk5aBEzz8wceJEatWqRdOmTWnQoAE1a9akcuXKALi4uBAWFsby5cspU6YM48ePN/0of78uXbqQkpJCp06dzK47OTkxd+5catSoQfny5dmyZQvff/89efLkyVJ8AwYMYN++fVSqVInRo0fz2Wef4e/vD9xJDKxfv57atWvTqVMnSpUqRZs2bTh37hz58+f/B6NyZ5+e1NRUU6LH2dmZMmXK4OrqaraHUfny5dm2bRsnT56kVq1aVKpUiREjRpjNxgkNDaVDhw4MGDCA0qVL06xZMyIiIkyzqO5laWnJkiVLKFu2LPXq1TPtbfO4QkJCGD58OOPGjcPT05OGDRuybt06ihUrBkCPHj1o0aIFrVu3plq1aly+fNlsdg/cGfv33nuPjh07mpZ3a968+RPFc5eDgwPff/89kZGRVKxYkWHDhjFixAgAs317REREREREREREROS/w5Cenp6e3UH81/3888/Ur1+f8+fP/+Mky13u7u7069ePfv36PZX25Pm0aNEiOnXqREJCAra2tlm6JzExEUdHR9pMCcHKVgkiEXl+ze8RmN0hiIiIiIiIiIhkm7u/5SYkJODg4PDAetqjJxslJydz6dIlgoKCaNmy5VNL8sjLa8GCBRQvXpxChQoRFRXF4MGDadWqVZaTPPf6snOfh/5xEBEREREREREREZHnn5Zuy0ZLlizBzc2Na9euMWHChCzf9/PPP2M0Gh94PCuxsbEP7Tc2NvaZ9f0kevbs+cBYe/bsmd3hPZELFy7w7rvv4unpSf/+/WnZsiVz5szJ7rBEREREREREREREJJto6bYX0F9//cXvv//+wPKSJUs+k35v375NTEzMA8vd3d2xtHx+JonFx8eTmJiYaZmDgwP58uX7lyN6PmR1up+IiIiIiIiIiIiIZJ+s/parRI/If8zdPw4tJgSTU3v0iMhjWtp7UHaHICIiIiIiIiLyn5DVRI+WbhMREREREREREREREXlBKdEjLzWDwcCaNWuyOwwRERERERERERERkWdCiR555vz8/OjXr192h5Gp8PBwDAYD165dy+5QREREREREREREREQemxI9Ii+IlJSU7A5BRERERERERERERJ4zSvTIMxUQEMC2bduYNm0aBoMBg8HAmTNn6NKlC8WKFcPW1pbSpUszbdo0s/symwXUrFkzAgICTOdxcXG88cYb2NraUqxYMRYvXoy7uztTp041u+/PP/+kefPm5MqVCw8PD9auXQtATEwMdevWBSB37twYDAaz9h/Ez8+P3r1707t3bxwdHcmbNy/Dhw8nPT3dVCc5OZnAwEAKFSqEnZ0d1apVIzw83KydHTt2UKtWLWxtbSlSpAh9+vThxo0bpnJ3d3dCQkLo0KEDDg4OdO/enZSUFHr37k2BAgWwsbHBzc2NcePGPTJmEREREREREREREXk5KdEjz9S0adPw9fWlW7duxMXFERcXR+HChSlcuDDLly/n2LFjjBgxgo8//phly5Y9VtsdOnTgjz/+IDw8nJUrVzJnzhzi4+Mz1AsODqZVq1YcOnSIxo0b0759e65cuUKRIkVYuXIlANHR0cTFxWVIOD3I/PnzsbS0ZO/evUybNo3PPvuMr776ylTeu3dvdu/ezdKlSzl06BAtW7akYcOGnDp1CoAzZ87QsGFD3n77bQ4dOsS3337Ljh076N27t1k/kyZNokKFChw8eJDhw4czffp01q5dy7Jly4iOjmbRokW4u7s/NNbk5GQSExPNDhERERERERERERF5OVhmdwDycnN0dMTKyopcuXLh6upquh4cHGz6XKxYMXbv3s2yZcto1apVlto9ceIEW7ZsISIiAh8fHwC++uorPDw8MtQNCAigbdu2AIwdO5bp06ezd+9eGjZsiLOzMwD58uXDyckpy89VpEgRpkyZgsFgoHTp0hw+fJgpU6bQrVs3YmNjCQ0NJTY2loIFCwIQGBjIjz/+SGhoKGPHjmXcuHG0b9/eNGvJw8OD6dOnU6dOHWbPno2NjQ0A9erVY8CAAaZ+Y2Nj8fDwoGbNmhgMBtzc3B4Z67hx48zGW0REREREREREREReHprRI9li5syZVK5cGRcXF4xGI3PmzCE2NjbL90dHR2NpaYm3t7fpWsmSJcmdO3eGuuXLlzd9trOzw8HBIdOZP4/j1VdfxWAwmM59fX05deoUqampHD58mNTUVEqVKoXRaDQd27Zt48yZMwBERUURFhZmVu7v709aWhpnz541tXs3iXVXQEAAkZGRlC5dmj59+rBp06ZHxjp06FASEhJMx/nz5//Rs4uIiIiIiIiIiIjI80MzeuRft3TpUgIDA5k8eTK+vr7Y29szceJE9uzZY6qTI0cOsz1vAG7duvVE/eXMmdPs3GAwkJaW9kRtZUVSUhIWFhbs378fCwsLszKj0Wiq06NHD/r06ZPh/qJFi5o+29nZmZV5e3tz9uxZNmzYwJYtW2jVqhUNGjRgxYoVD4zH2toaa2vrf/JIIiIiIiIiIiIiIvKcUqJHnjkrKytSU1NN5zt37qR69er06tXLdO3uTJe7XFxciIuLM52npqZy5MgR6tatC0Dp0qW5ffs2Bw8epHLlygCcPn2aq1evPnZsd9t/HPcmpQB++eUXPDw8sLCwoFKlSqSmphIfH0+tWrUyvd/b25tjx45RsmTJx+oXwMHBgdatW9O6dWveeecdGjZsyJUrV0zL0ImIiIiIiIiIiIjIf4eWbpNnzt3dnT179hATE8Off/6Jh4cH+/btY+PGjZw8eZLhw4cTERFhdk+9evVYt24d69at48SJE7z//vtcu3bNVP7KK6/QoEEDunfvzt69ezl48CDdu3fH1tbWbEm1R3Fzc8NgMPDDDz9w6dIlkpKSsnRfbGwsH330EdHR0SxZsoQZM2bQt29fAEqVKkX79u3p0KEDq1at4uzZs+zdu5dx48axbt06AAYPHsyuXbvo3bs3kZGRnDp1iu+++47evXs/tN/PPvuMJUuWcOLECU6ePMny5ctxdXV9rP2FREREREREREREROTloUSPPHOBgYFYWFhQpkwZXFxc8Pf3p0WLFrRu3Zpq1apx+fJls9k9AJ07d6Zjx4506NCBOnXqULx4cdNsnrsWLFhA/vz5qV27Ns2bN6dbt27Y29tjY2OT5dgKFSpEcHAwQ4YMIX/+/I9MtNzVoUMH/vrrL6pWrcoHH3xA37596d69u6k8NDSUDh06MGDAAEqXLk2zZs2IiIgwLctWvnx5tm3bxsmTJ6lVqxaVKlVixIgRFCxY8KH92tvbM2HCBHx8fKhSpQoxMTGsX7+eHDn0T1lERERERERERETkv8iQfv9GKCIvqN9++40iRYqwZcsW6tev/8z68fPzo2LFikydOvWZ9fEsJSYm4ujoSIsJweS0zXpSTEQEYGnvQdkdgoiIiIiIiIjIf8Ld33ITEhJwcHB4YD3t0SMvrJ9++omkpCS8vLyIi4tj0KBBuLu7U7t27ewO7YUQ2qPfQ/84iIiIiIiIiIiIiMjzT4keeWHdunWLjz/+mF9//RV7e3uqV6/OokWLyJkz5xO3GRsby/9j707Dsqr2/4+/b2ZkFERBQ3ACccCJLDWH1FIrT2g5ZSoqmpqZAzkcJ9QSNS0tT5mWoKVZmVmJM4kZljPkgKgoYkWSKSCpiMD/QT/vf3egAg4gfl7Xta/D3mv6ro3xYH/PWqtOnTo3LD9y5Eix+xYRERERERERERERudO0dZvIP1y7do2kpKQblnt7e2NhcX/nRwu73E9ERERERERERERESo62bhMpBgsLC2rWrFnSYdwTvRe+haWNzugReVCtGT2+pEMQEREREREREZE7wKykAxBp06YNI0eOLOkwRERERERERERERETuO1rRIyVuzZo1t3WujoiIiIiIiIiIiIjIg0qJHilxLi4uJR3Cbbt69SpWVlYlHYaIiIiIiIiIiIiIPGC0dZuwceNGHnvsMZydnXF1deWZZ54hMTHRWL5z504aNmyIjY0NAQEBrF27FoPBQGxsrLHOoUOH6NSpE/b29lSqVIk+ffpw7ty5Qo3/763bvL29mTlzJgMGDMDBwYGqVauyePHiQvXVtm1bhg8fbvLsjz/+wMrKiqioKACysrIICQmhSpUq2NnZ8cgjjxAdHW2s/+eff9KrVy+qVKlCuXLlqF+/Pp9++mm+mIcPH87IkSOpUKECHTp0uGVsycnJPPvss9jb2+Po6Ej37t05e/assTw0NJSGDRvy8ccf4+3tjZOTEz179uTixYvGOrm5uYSFhVGtWjVsbW1p0KABq1evLtS7EREREREREREREZGyR4ke4a+//mL06NHs3buXqKgozMzM6NKlC7m5uWRkZNC5c2fq16/P/v37mTFjBuPGjTNpn5aWRtu2bWnUqBF79+5l48aNnD17lu7duxc7pnnz5hEQEMCBAwcYNmwYQ4cOJSEh4ZbtgoODWblyJVlZWcZnn3zyCVWqVKFt27YADB8+nB9//JFVq1bx888/061bNzp27Mjx48cBuHLlCk2aNCEyMpJDhw4xePBg+vTpw+7du03GWrZsGVZWVsTExLBo0aKbxpWbm8uzzz7L+fPn2b59O1u2bOHkyZP06NHDpF5iYiJr165l3bp1rFu3ju3btzNr1ixjeVhYGMuXL2fRokUcPnyYUaNG8eKLL7J9+/Ybjp2VlUVGRobJJSIiIiIiIiIiIiJlgyEvLy+vpIOQ0uXcuXO4ublx8OBBfvjhByZNmsQvv/yCjY0NAB9++CGDBg3iwIEDNGzYkNdff50dO3awadMmYx+//PILnp6eJCQk4OPjc9Px2rRpQ8OGDZk/fz7w94qeli1b8vHHHwOQl5eHu7s706ZNY8iQITft68qVK1SuXJlFixYZE00NGjSga9euTJ06leTkZKpXr05ycjKVK1c2tmvfvj1NmzZl5syZBfb7zDPPULt2bebOnWuMOSMjg/379980nuu2bNlCp06dOHXqFJ6engAcOXKEunXrsnv3bh5++GFCQ0N58803+f3333FwcABg7NixfP/99/z0009kZWXh4uLC1q1badasmbHv4OBgLl26xMqVKwscOzQ0lGnTpuWf0xtTsfy/36mIPHjWjB5f0iGIiIiIiIiIiMhNZGRk4OTkRHp6Oo6OjjespzN6hOPHjzNlyhR27drFuXPnyM3NBf7eaiwhIQF/f39jkgegadOmJu3j4uLYtm0b9vb2+fpOTEy8ZaKnIP7+/safDQYD7u7upKam3rKdjY0Nffr0YenSpXTv3p39+/dz6NAhvvnmGwAOHjxITk5OvpiysrJwdXUFICcnh5kzZ/L555/z66+/cvXqVbKysihXrpxJmyZNmhR6PvHx8Xh6ehqTPAB16tTB2dmZ+Ph4Hn74YeDvJNf1JA+Ah4eHcd4nTpzg0qVLPPHEEyZ9X716lUaNGt1w7AkTJjB69GjjfUZGhkkcIiIiIiIiIiIiInL/UqJH6Ny5M15eXixZsoTKlSuTm5tLvXr1uHr1aqHaZ2Zm0rlzZ2bPnp2vzMPDo1gxWVpamtwbDAZjAupWgoODadiwIb/88gvh4eG0bdsWLy8vY6zm5ubs27cPc3Nzk3bXE1VvvvkmCxYsYP78+dSvXx87OztGjhyZ733Y2dkVa243c7N5Z2ZmAhAZGUmVKlVM6llbW9+wT2tr65uWi4iIiIiIiIiIiMj9S4meB9yff/5JQkICS5YsoWXLlgD88MMPxnJfX18++eQTsrKyjMmCPXv2mPTRuHFjvvzyS7y9vbGwKPl/UvXr1ycgIIAlS5awcuVKFi5caCxr1KgROTk5pKamGuf7bzExMTz77LO8+OKLwN/n6xw7dow6deoUOyY/Pz/OnDnDmTNnTLZuS0tLK3S/derUwdramuTkZFq3bl3sWERERERERERERESk7DAr6QCkZJUvXx5XV1cWL17MiRMn+O6770y2+XrhhRfIzc1l8ODBxMfHs2nTJuM5NQaDAYCXX36Z8+fP06tXL/bs2UNiYiKbNm2if//+5OTklMi8goODmTVrFnl5eXTp0sX43MfHh969e9O3b1/WrFnDqVOn2L17N2FhYURGRgJQq1YttmzZws6dO4mPj+ell17i7NmztxVP+/btqV+/Pr1792b//v3s3r2bvn370rp1awICAgrVh4ODAyEhIYwaNYply5aRmJjI/v37effdd1m2bNltxSciIiIiIiIiIiIi9ycleh5wZmZmrFq1in379lGvXj1GjRrFm2++aSx3dHTk22+/JTY2loYNGzJx4kSmTJkCYDy3p3LlysTExJCTk8OTTz5J/fr1GTlyJM7OzpiZlcw/sV69emFhYUGvXr1MzhcCCA8Pp2/fvowZMwZfX18CAwPZs2cPVatWBWDSpEk0btyYDh060KZNG9zd3QkMDLyteAwGA19//TXly5enVatWtG/fnurVq/PZZ58VqZ8ZM2YwefJkwsLC8PPzo2PHjkRGRlKtWrXbik9ERERERERERERE7k+GvLy8vJIOQu4vK1asoH///qSnp2Nra1vS4RQoKSmJGjVqsGfPHho3blzS4ZQqGRkZODk58cwbU7H8VxJMRB4ca0aPL+kQRERERERERETkJq5/y01PT8fR0fGG9Ur+QBUp9ZYvX0716tWpUqUKcXFxjBs3ju7du5fKJE92djZ//vknkyZN4tFHH1WS5yZWDB990z8OIiIiIiIiIiIiIlL6aes2uaXff/+dF198ET8/P0aNGkW3bt1YvHhxodomJydjb29/wys5OblIscycOfOGfXXq1ImYmBg8PDzYs2cPixYtKs50i2XFihU3jKtu3br3LA4RERERERERERERebBo6za5q65du0ZSUtINy729vbGwKPzCsvPnz3P+/PkCy2xtbalSpUpRQ7wjLl68yNmzZwsss7S0xMvL6x5HdGOFXe4nIiIiIiIiIiIiIiWnsN9ylegRecBc/+PQIXSKzugRKYO+HTehpEMQEREREREREZE7oLCJHm3dJiIiIiIiIiIiIiIicp9SokfuuOjoaAwGA2lpaSUdyg3FxMRQv359LC0tCQwMLFSbNm3aMHLkSOO9t7c38+fPv+1YitJPREQEzs7Otz2miIiIiIiIiIiIiJQNhT8cReQG2rRpQ8OGDY3JiubNm5OSkoKTk1PJBnYTo0ePpmHDhmzYsAF7e/sSjWXPnj3Y2dmVaAwiIiIiIiIiIiIicn/Sih6546ysrHB3d8dgMJR0KDeUmJhI27Zteeihh0p8hYybmxvlypUr0RhERERERERERERE5P6kRI/clqCgILZv386CBQswGAwYDAYiIiJMtm67vt3YunXr8PX1pVy5cjz//PNcunSJZcuW4e3tTfny5RkxYgQ5OTnGvrOysggJCaFKlSrY2dnxyCOPEB0dbSw/ffo0nTt3pnz58tjZ2VG3bl3Wr19/03iTkpIwGAz8+eefDBgwwBgvwKFDh+jUqRP29vZUqlSJPn36cO7cudt+R3l5eYSGhlK1alWsra2pXLkyI0aMMJb/e+u2tLQ0XnrpJSpVqoSNjQ316tVj3bp1Bfb9xx9/EBAQQJcuXcjKyrrtWEVERERERERERETk/qKt2+S2LFiwgGPHjlGvXj2mT58OwOHDh/PVu3TpEu+88w6rVq3i4sWLdO3alS5duuDs7Mz69es5efIkzz33HC1atKBHjx4ADB8+nCNHjrBq1SoqV67MV199RceOHTl48CC1atXi5Zdf5urVq3z//ffY2dlx5MiRW27D5unpSUpKCr6+vkyfPp0ePXrg5OREWloabdu2JTg4mLfffpvLly8zbtw4unfvznfffXdb7+jLL7/k7bffZtWqVdStW5fff/+duLi4Auvm5ubSqVMnLl68yCeffEKNGjU4cuQI5ubm+eqeOXOGJ554gkcffZSPPvqowDrwd8Lsn0mgjIyM25qPiIiIiIiIiIiIiJQeSvTIbXFycsLKyopy5crh7u4OwNGjR/PVy87O5v3336dGjRoAPP/883z88cecPXsWe3t76tSpw+OPP862bdvo0aMHycnJhIeHk5ycTOXKlQEICQlh48aNhIeHM3PmTJKTk3nuueeoX78+ANWrV79lvObm5sZt5ZycnIwxz5s3j0aNGjFz5kxj3aVLl+Lp6cmxY8fw8fEp9jtKTk7G3d2d9u3bY2lpSdWqVWnatGmBdbdu3cru3buJj483jlnQvBISEnjiiSfo0qUL8+fPv+k2eWFhYUybNq3Y8YuIiIiIiIiIiIhI6aWt2+SeKFeunDHJA1CpUiW8vb1NVuBUqlSJ1NRUAA4ePEhOTg4+Pj7Y29sbr+3bt5OYmAjAiBEjeP3112nRogVTp07l559/LnZ8cXFxbNu2zWSs2rVrAxjHK65u3bpx+fJlqlevzqBBg/jqq6+4du1agXVjY2N56KGHbppYunz5Mi1btqRr167GLfNuZsKECaSnpxuvM2fO3NZ8RERERERERERERKT0UKJH7glLS0uTe4PBUOCz3NxcADIzMzE3N2ffvn3ExsYar/j4eBYsWABAcHAwJ0+epE+fPhw8eJCAgADefffdYsWXmZlJ586dTcaKjY3l+PHjtGrVqlh9Xufp6UlCQgLvvfcetra2DBs2jFatWpGdnZ2vrq2t7S37s7a2pn379qxbt45ff/21UPUdHR1NLhEREREREREREREpG5TokdtmZWVFTk7OHe2zUaNG5OTkkJqaSs2aNU2u69utwd9JlCFDhrBmzRrGjBnDkiVLijVe48aNOXz4MN7e3vnGs7Ozu+352Nra0rlzZ9555x2io6P58ccfOXjwYL56/v7+/PLLLxw7duyGfZmZmfHxxx/TpEkTHn/8cX777bfbjk9ERERERERERERE7k9K9Mht8/b2ZteuXSQlJXHu3Dnjqpzb4ePjQ+/evenbty9r1qzh1KlT7N69m7CwMCIjIwEYOXIkmzZt4tSpU+zfv59t27bh5+dXrPFefvllzp8/T69evdizZw+JiYls2rSJ/v3733YSKyIigo8++ohDhw5x8uRJPvnkE2xtbfHy8spXt3Xr1rRq1YrnnnuOLVu2cOrUKTZs2MDGjRtN6pmbm7NixQoaNGhA27Zt+f33328rRhERERERERERERG5PynRI7ctJCQEc3Nz6tSpg5ubG8nJyXek3/DwcPr27cuYMWPw9fUlMDCQPXv2ULVqVQBycnJ4+eWX8fPzo2PHjvj4+PDee+8Va6zKlSsTExNDTk4OTz75JPXr12fkyJE4OztjZnZ7/5k4OzuzZMkSWrRogb+/P1u3buXbb7/F1dW1wPpffvklDz/8ML169aJOnTqMHTu2wGSThYUFn376KXXr1qVt27bG841ERERERERERERE5MFhyMvLyyvpIETk3snIyMDJyYkOoVOwtLEp6XBE5A77dtyEkg5BRERERERERETugOvfctPT02969roSPSIPmML+cRARERERERERERGRklPYb7nauk3KnCFDhmBvb1/gNWTIkDs+3ooVK244Xt26de/4eCIiIiIiIiIiIiIi12lFj5Q5qampZGRkFFjm6OhIxYoV7+h4Fy9e5OzZswWWWVpa4uXldUfHu11a0SMiIiIiIiIiIiJS+hX2W67FPYxJ5J6oWLHiHU/m3IyDgwMODg73bLw7peucN7HQGT0ipcrGSRNLOgQREREREREREbnPaOu2uywvL4/Bgwfj4uKCwWDA2dmZkSNHlnRYJpKSkjAYDMTGxha6TVBQEIGBgXctprIuOjoag8FAWlpaSYciIiIiIiIiIiIiIvcxrei5yzZu3EhERATR0dFUr14dMzMzbG1tSzosE56enqSkpFChQoV7PnZQUBBpaWmsXbu2SO1CQ0NZu3ZtkZJTJaVNmzY0bNiQ+fPnG581b96clJQUnJycSi4wEREREREREREREbnvKdFzlyUmJuLh4UHz5s1LOpQbMjc3x93dvaTDuO9kZ2djaWlZrLZWVlZ65yIiIiIiIiIiIiJy27R1210UFBTEK6+8QnJyMgaDAW9vb9q0aWOydZu3tzczZ85kwIABODg4ULVqVRYvXmzSz7hx4/Dx8aFcuXJUr16dyZMnk52dbSwPDQ2lYcOGfPzxx3h7e+Pk5ETPnj25ePGisU5ubi5z5syhZs2aWFtbU7VqVd544w0g/9ZtOTk5DBw4kGrVqmFra4uvry8LFiwo9ntYvXo19evXx9bWFldXV9q3b89ff/1FaGgoy5Yt4+uvv8ZgMGAwGIiOjr7lnCMiIpg2bRpxcXHGdhEREQVuQZeWlmbS74ULF+jduzdubm7Y2tpSq1YtwsPDbzmH631/9tlntG7dGhsbG1asWMGff/5Jr169qFKlCuXKlaN+/fp8+umnxnZBQUFs376dBQsWGGNNSkrKt3VbREQEzs7ObNq0CT8/P+zt7enYsSMpKSnGvq5du8aIESNwdnbG1dWVcePG0a9fP22hJyIiIiIiIiIiIvIA04qeu2jBggXUqFGDxYsXs2fPHszNzenWrVu+evPmzWPGjBn897//ZfXq1QwdOpTWrVvj6+sLgIODAxEREVSuXJmDBw8yaNAgHBwcGDt2rLGPxMRE1q5dy7p167hw4QLdu3dn1qxZxmTOhAkTWLJkCW+//TaPPfYYKSkpHD16tMC4c3Nzeeihh/jiiy9wdXVl586dDB48GA8PD7p3716kd5CSkkKvXr2YM2cOXbp04eLFi+zYsYO8vDxCQkKIj48nIyPDmGxxcXG55Zx79OjBoUOH2LhxI1u3bgXAycmJs2fP3jKeyZMnc+TIETZs2ECFChU4ceIEly9fLvR8xo8fz7x582jUqBE2NjZcuXKFJk2aMG7cOBwdHYmMjKRPnz7UqFGDpk2bsmDBAo4dO0a9evWYPn06AG5ubiQlJeXr+9KlS8ydO5ePP/4YMzMzXnzxRUJCQlixYgUAs2fPZsWKFYSHh+Pn58eCBQtYu3Ytjz/++E1jzsrKIisry3ifkZFR6PmKiIiIiIiIiIiISOmmRM9d5OTkhIODwy23RnvqqacYNmwY8PdKlrfffptt27YZEz2TJk0y1vX29iYkJIRVq1aZJHpyc3OJiIjAwcEBgD59+hAVFcUbb7zBxYsXWbBgAQsXLqRfv34A1KhRg8cee6zAeCwtLZk2bZrxvlq1avz44498/vnnxUr0XLt2ja5du+Ll5QVA/fr1jeW2trZkZWXlez83m7OtrS329vZYWFgUefuz5ORkGjVqREBAgLHvohg5ciRdu3Y1eRYSEmL8+ZVXXmHTpk18/vnnNG3aFCcnJ6ysrChXrtwtY83OzmbRokXUqFEDgOHDhxuTQwDvvvsuEyZMoEuXLgAsXLiQ9evX3zLmsLAwk9+niIiIiIiIiIiIiJQdSvSUAv7+/safDQYD7u7upKamGp999tlnvPPOOyQmJpKZmcm1a9dwdHQ06cPb29uY5AHw8PAw9hEfH09WVhbt2rUrdEz/+9//WLp0KcnJyVy+fJmrV6/SsGHDIs+tQYMGtGvXjvr169OhQweefPJJnn/+ecqXL3/TdoWZc3EMHTqU5557jv379/Pkk08SGBhYpPOTrieIrsvJyWHmzJl8/vnn/Prrr1y9epWsrCzKlStX5NjKlStnTPKA6e8wPT2ds2fP0rRpU2O5ubk5TZo0ITc396b9TpgwgdGjRxvvMzIy8PT0LHJ8IiIiIiIiIiIiIlL66IyeUsDS0tLk3mAwGD/e//jjj/Tu3ZunnnqKdevWceDAASZOnMjVq1cL3YetrW2R4lm1ahUhISEMHDiQzZs3ExsbS//+/fONWRjm5uZs2bKFDRs2UKdOHd599118fX05derUDdsUds7/Zmb29z/nvLw847N/nmUE0KlTJ06fPs2oUaP47bffaNeuncmKnFuxs7MzuX/zzTdZsGAB48aNY9u2bcTGxtKhQ4divauCfof/nEtxWVtb4+joaHKJiIiIiIiIiIiISNlQ7ETPxx9/TIsWLahcuTKnT58GYP78+Xz99dd3LDiBnTt34uXlxcSJEwkICKBWrVrG911YtWrVwtbWlqioqELVj4mJoXnz5gwbNoxGjRpRs2ZNEhMTixM+8HfCokWLFkybNo0DBw5gZWXFV199BYCVlRU5OTkm9Qsz54Laubm5AX9vF3ddbGxsvnjc3Nzo168fn3zyCfPnz2fx4sXFnltMTAzPPvssL774Ig0aNKB69eocO3bslrEWlZOTE5UqVWLPnj3GZzk5Oezfv/+2+hURERERERERERGR+1uxEj3vv/8+o0eP5qmnniItLc34EdvZ2Zn58+ffyfgeeLVq1SI5OZlVq1aRmJjIO++8Y0ySFJaNjQ3jxo1j7NixLF++nMTERH766Sc++uijG465d+9eNm3axLFjx5g8ebJJgqEodu3axcyZM9m7dy/JycmsWbOGP/74Az8/P+DvLed+/vlnEhISOHfuHNnZ2YWas7e3N6dOnSI2NpZz586RlZWFra0tjz76KLNmzSI+Pp7t27ebnPUDMGXKFL7++mtOnDjB4cOHWbdunTGW4qhVqxZbtmxh586dxMfH89JLL3H27Nl8se7atYukpCTOnTt3y63WbuSVV14hLCyMr7/+moSEBF599VUuXLiAwWAodvwiIiIiIiIiIiIicn8rVqLn3XffZcmSJUycOBFzc3Pj84CAAA4ePHjHghP4z3/+w6hRoxg+fDgNGzZk586dTJ48ucj9TJ48mTFjxjBlyhT8/Pzo0aOHyTlA//TSSy/RtWtXevTowSOPPMKff/7JsGHDihW/o6Mj33//PU899RQ+Pj5MmjSJefPm0alTJwAGDRqEr68vAQEBuLm5ERMTU6g5P/fcc3Ts2JHHH38cNzc3Pv30UwCWLl3KtWvXaNKkCSNHjuT11183aWdlZcWECRPw9/enVatWmJubs2rVqmLNDWDSpEk0btyYDh060KZNG9zd3QkMDDSpExISgrm5OXXq1MHNzY3k5ORijTVu3Dh69epF3759adasGfb29nTo0AEbG5tixy8iIiIiIiIiIiIi9zdDXjEOAbG1teXo0aN4eXnh4OBAXFwc1atX5/jx4/j7+3P58uW7EauI/ENubi5+fn50796dGTNmFLpdRkYGTk5OtJs4CQsliURKlY2TJpZ0CCIiIiIiIiIiUkpc/5abnp5+07PXLYrTebVq1YiNjcXLy8vk+caNG29rGywRubHTp0+zefNmWrduTVZWFgsXLuTUqVO88MILxepvzdjXbvrHQURERERERERERERKv2IlekaPHs3LL7/MlStXyMvLY/fu3Xz66aeEhYXx4Ycf3ukYpRRLTk6mTp06Nyw/cuQIVatWvYcRFc/MmTOZOXNmgWUtW7Zkw4YN9zii/MzMzIiIiCAkJIS8vDzq1avH1q1blVwVEREREREREREReYAVa+s2gBUrVhAaGkpiYiIAlStXZtq0aQwcOPCOBiil27Vr10hKSrphube3NxYWxcon3lPnz5/n/PnzBZbZ2tpSpUqVexzR3VPY5X4iIiIiIiIiIiIiUnIK+y23yImea9eusXLlSjp06EClSpW4dOkSmZmZVKxY8baDFpG77/ofh5bjJmJhrTN6REqL76ZNKukQRERERERERESkFClsosesqB1bWFgwZMgQrly5AkC5cuWU5BERERERERERERERESkBRU70ADRt2pQDBw7c6VhEHnhJSUkYDAZiY2NLOhQRERERERERERERuQ8U6/CUYcOGMWbMGH755ReaNGmCnZ2dSbm/v/8dCU6kLAsKCiItLY21a9eWdCgiIiIiIiIiIiIicp8qVqKnZ8+eAIwYMcL4zGAwkJeXh8FgICcn585EJyIiIiIiIiIiIiIiIjdUrK3bTp06le86efKk8X9Fypo2bdrwyiuvMHLkSMqXL0+lSpVYsmQJf/31F/3798fBwYGaNWuyYcMGAHJychg4cCDVqlXD1tYWX19fFixYYOwvNDSUZcuW8fXXX2MwGDAYDERHRxvLT548yeOPP065cuVo0KABP/74o7Hs9OnTdO7cmfLly2NnZ0fdunVZv379PXsXIiIiIiIiIiIiIlJ6FGtFj5eX152OQ6TUW7ZsGWPHjmX37t189tlnDB06lK+++oouXbrw3//+l7fffps+ffqQnJyMpaUlDz30EF988QWurq7s3LmTwYMH4+HhQffu3QkJCSE+Pp6MjAzCw8MBcHFx4bfffgNg4sSJzJ07l1q1ajFx4kR69erFiRMnsLCw4OWXX+bq1at8//332NnZceTIEezt7W8Yd1ZWFllZWcb7jIyMu/uiREREREREREREROSeMeTl5eUVtdHy5ctvWt63b99iByRSGrVp04acnBx27NgB/L1ix8nJia5duxr/e/j999/x8PDgxx9/5NFHH83Xx/Dhw/n9999ZvXo1UPAZPUlJSVSrVo0PP/yQgQMHAnDkyBHq1q1LfHw8tWvXxt/fn+eee46pU6cWKvbQ0FCmTZuW73nLcROxsLYp0nsQkbvnu2mTSjoEEREREREREREpRTIyMnByciI9PR1HR8cb1ivWip5XX33V5D47O5tLly5hZWVFuXLllOiRMsnf39/4s7m5Oa6urtSvX9/4rFKlSgCkpqYC8L///Y+lS5eSnJzM5cuXuXr1Kg0bNizyWB4eHsZ+a9euzYgRIxg6dCibN2+mffv2PPfccyb1/23ChAmMHj3aeJ+RkYGnp2eh4hARERERERERERGR0q1YZ/RcuHDB5MrMzCQhIYHHHnuMTz/99E7HKFIqWFpamtwbDAaTZwaDAYDc3FxWrVpFSEgIAwcOZPPmzcTGxtK/f3+uXr1a5LH+2S9AcHAwJ0+epE+fPhw8eJCAgADefffdG/ZlbW2No6OjySUiIiIiIiIiIiIiZUOxEj0FqVWrFrNmzcq32kfkQRQTE0Pz5s0ZNmwYjRo1ombNmiQmJprUsbKyIicnp1j9e3p6MmTIENasWcOYMWNYsmTJnQhbRERERERERERERO4zdyzRA2BhYWE8TF7kQVarVi327t3Lpk2bOHbsGJMnT2bPnj0mdby9vfn5559JSEjg3LlzZGdnF6rvkSNHsmnTJk6dOsX+/fvZtm0bfn5+d2MaIiIiIiIiIiIiIlLKFeuMnm+++cbkPi8vj5SUFBYuXEiLFi3uSGAi97OXXnqJAwcO0KNHDwwGA7169WLYsGFs2LDBWGfQoEFER0cTEBBAZmYm27Ztw9vb+5Z95+Tk8PLLL/PLL7/g6OhIx44defvtt+/ibERERERERERERESktDLk5eXlFbWRmZnpQiCDwYCbmxtt27Zl3rx5xsPjRaT0ycjIwMnJiZbjJmJhbVPS4YjI//lu2qSSDkFEREREREREREqR699y09PTb3r2erESPSJy/yrsHwcRERERERERERERKTmF/ZZbrDN6pk+fzqVLl/I9v3z5MtOnTy9OlyIiIiIiIiIiIiIiIlJExVrRY25uTkpKChUrVjR5/ueff1KxYkVycnLuWIAicmdpRY+IiIiIiIiIiIhI6VfYb7kWxek8Ly8Pg8GQ73lcXBwuLi7F6VJE7rEO02fpjB6RYtjxxpSSDkFERERERERERMSoSFu3lS9fHhcXFwwGAz4+Pri4uBgvJycnnnjiCbp37363YpUS0qZNG0aOHHnX+g8NDaVhw4Z3rX9vb2/mz59/1/oXERERERERERERESkpRVrRM3/+fPLy8hgwYADTpk3DycnJWGZlZYW3tzfNmjW740FKyVqzZg2WlpZ3pC+DwcBXX31FYGCg8VlISAivvPKK8T4oKIi0tDTWrl1bpL4jIiIYOXIkaWlpJs/37NmDnZ3dbURdNG3atKFhw4ZKLomIiIiIiIiIiIjIXVekRE+/fv0AqFatGs2bN79jH/+ldLvb2/HZ29tjb29/1/p3c3O7a32LiIiIiIiIiIiIiJSkIm3ddl3r1q2NSZ4rV66QkZFhcknZ8s+t27y9vZk5cyYDBgzAwcGBqlWrsnjxYmPdq1evMnz4cDw8PLCxscHLy4uwsDBjW4AuXbpgMBiM9//cui00NJRly5bx9ddfYzAYMBgMREdHEx0djcFgMFmtExsbi8FgICkpiejoaPr37096erqxXWhoqHHcf66uSU5O5tlnn8Xe3h5HR0e6d+/O2bNnjeXX4/n444/x9vbGycmJnj17cvHixVu+q6CgILZv386CBQuMcZw6dYqaNWsyd+5ck7rX4z9x4gTw92qn999/n06dOmFra0v16tVZvXq1SZszZ87QvXt3nJ2dcXFx4dlnnyUpKemWcYmIiIiIiIiIiIhI2VSsRM+lS5cYPnw4FStWxM7OjvLly5tcUrbNmzePgIAADhw4wLBhwxg6dCgJCQkAvPPOO3zzzTd8/vnnJCQksGLFCmNCZ8+ePQCEh4eTkpJivP+nkJAQunfvTseOHUlJSSElJYXmzZvfMqbmzZszf/58HB0dje1CQkLy1cvNzeXZZ5/l/PnzbN++nS1btnDy5El69OhhUi8xMZG1a9eybt061q1bx/bt25k1a9Yt41iwYAHNmjVj0KBBxjiqVq3KgAEDCA8PN6kbHh5Oq1atqFmzpvHZ5MmTee6554iLi6N379707NmT+Ph4ALKzs+nQoQMODg7s2LGDmJgY7O3t6dixI1evXr1hTFlZWUrGioiIiIiIiIiIiJRRxUr0vPbaa3z33Xe8//77WFtb8+GHHzJt2jQqV67M8uXL73SMUso89dRTDBs2jJo1azJu3DgqVKjAtm3bgL9Xy9SqVYvHHnsMLy8vHnvsMXr16gX8/y3UnJ2dcXd3L3BLNXt7e2xtbbG2tsbd3R13d3esrKxuGZOVlRVOTk4YDAZju4K2g4uKiuLgwYOsXLmSJk2a8Mgjj7B8+XK2b99uknjKzc0lIiKCevXq0bJlS/r06UNUVNQt43BycsLKyopy5coZ4zA3NycoKIiEhAR2794N/J20WblyJQMGDDBp361bN4KDg/Hx8WHGjBkEBATw7rvvAvDZZ5+Rm5vLhx9+SP369fHz8yM8PJzk5GSio6NvGFNYWBhOTk7Gy9PT85bzEBEREREREREREZH7Q7ESPd9++y3vvfcezz33HBYWFrRs2ZJJkyYxc+ZMVqxYcadjlFLG39/f+PP1xEpqairw99ZlsbGx+Pr6MmLECDZv3lxSYRYoPj4eT09Pk2RHnTp1cHZ2Nq6cgb+3e3NwcDDee3h4GOdYHJUrV+bpp59m6dKlwN//DWVlZdGtWzeTes2aNct3fz2uuLg4Tpw4gYODg/FcIxcXF65cuUJiYuINx54wYQLp6enG68yZM8Weh4iIiIiIiIiIiIiULhbFaXT+/HmqV68OgKOjI+fPnwfgscceY+jQoXcuOimVrp/PdJ3BYCA3NxeAxo0bc+rUKTZs2MDWrVvp3r077du3z3fWTFGZmf2dk8zLyzM+y87Ovq0+b+Zmcyyu4OBg+vTpw9tvv014eDg9evSgXLlyhW6fmZlJkyZNCkymFrQ66jpra2usra2LFbOIiIiIiIiIiIiIlG7FWtFTvXp1Tp06BUDt2rX5/PPPgb9XKTg7O9+x4OT+5OjoSI8ePViyZAmfffYZX375pTEZaGlpSU5Ozk3bW1lZ5atzPZGRkpJifBYbG3vLdv/m5+fHmTNnTFa1HDlyhLS0NOrUqXPLuRXGjeJ46qmnsLOz4/3332fjxo35tm0D+Omnn/Ld+/n5AX8n0Y4fP07FihWpWbOmyeXk5HRHYhcRERERERERERGR+0uxEj39+/cnLi4OgPHjx/O///0PGxsbRo0axWuvvXZHA5T7y1tvvcWnn37K0aNHOXbsGF988QXu7u7GBKC3tzdRUVH8/vvvXLhwocA+vL29+fnnn0lISODcuXNkZ2dTs2ZNPD09CQ0N5fjx40RGRjJv3rx87TIzM4mKiuLcuXNcunQpX9/t27enfv369O7dm/3797N792769u1L69atCQgIuCPvwNvbm127dpGUlMS5c+eMK4Gun9UzYcIEatWqlW+bNoAvvviCpUuXcuzYMaZOncru3bsZPnw4AL1796ZChQo8++yz7Nixg1OnThEdHc2IESP45Zdf7kjsIiIiIiIiIiIiInJ/KVaiZ9SoUYwYMQL4+8P50aNHWblyJQcOHODVV1+9owHK/cXBwYE5c+YQEBDAww8/TFJSEuvXrzduvTZv3jy2bNmCp6cnjRo1KrCPQYMG4evrS0BAAG5ubsTExGBpaWlMIPn7+zN79mxef/11k3bNmzdnyJAh9OjRAzc3N+bMmZOvb4PBwNdff0358uVp1aoV7du3p3r16nz22Wd37B2EhIRgbm5OnTp1cHNzIzk52Vg2cOBArl69Sv/+/QtsO23aNFatWoW/vz/Lly/n008/Na40KleuHN9//z1Vq1ala9eu+Pn5MXDgQK5cuYKjo+Mdi19ERERERERERERE7h+GvH8eelIMV65cwcbG5k7FI1Km7dixg3bt2nHmzBkqVapkUmYwGPjqq68IDAy8qzFkZGTg5OTEo2MmYGGt/3ZFimrHG1NKOgQREREREREREXkAXP+Wm56eftP/s79FcTrPyclh5syZLFq0iLNnz3Ls2DGqV6/O5MmT8fb2ZuDAgcUOXKQsysrK4o8//iA0NJRu3brlS/KUhE1TxmslkIiIiIiIiIiIiMh9rlhbt73xxhtEREQwZ84crKysjM/r1avHhx9+eMeCEyltkpOTsbe3v+H1z23a/unTTz/Fy8uLtLS0AreUExEREREREREREREpjmJt3VazZk0++OAD2rVrh4ODA3FxcVSvXp2jR4/SrFkzLly4cDdiFSlx165dIykp6Ybl3t7eWFgUa6HcPVPY5X4iIiIiIiIiIiIiUnLu6tZtv/76KzVr1sz3PDc3l+zs7OJ0KXJfsLCwKPDf/v2o7eQwndEjcgs/zZla0iGIiIiIiIiIiIjcVLG2bqtTpw47duzI93z16tU0atTotoMSERERERERERERERGRWyvWip4pU6bQr18/fv31V3Jzc1mzZg0JCQksX76cdevW3ekYRW6pTZs2NGzYkPnz55d0KHect7c3I0eOZOTIkSUdioiIiIiIiIiIiIiUMkVa0XPy5Eny8vJ49tln+fbbb9m6dSt2dnZMmTKF+Ph4vv32W5544om7FavIDa1Zs4YZM2aUdBgAJCUlYTAYiI2NLelQRERERERERERERKSMK9KKnlq1apGSkkLFihVp2bIlLi4uHDx4kEqVKt2t+EQKxcXFpaRDEBERERERERERERG554q0oicvL8/kfsOGDfz11193NCC5/+Tm5hIWFka1atWwtbWlQYMGrF69mtzcXB566CHef/99k/oHDhzAzMyM06dPA5CWlkZwcDBubm44OjrStm1b4uLijPVDQ0Np2LAhH3/8Md7e3jg5OdGzZ08uXrxorNOmTRuTrc28vb2ZOXMmAwYMwMHBgapVq7J48WKTOHbu3EnDhg2xsbEhICCAtWvXFnolzoULF+jduzdubm7Y2tpSq1YtwsPDAahWrRoAjRo1wmAw0KZNmwJjBAgMDCQoKMh4n5qaSufOnbG1taVatWqsWLHCpP6AAQN45plnTJ5lZ2dTsWJFPvroo1vGLSIiIiIiIiIiIiJlS5ESPf/278SPPJjCwsJYvnw5ixYt4vDhw4waNYoXX3yRHTt20KtXL1auXGlSf8WKFbRo0QIvLy8AunXrRmpqKhs2bGDfvn00btyYdu3acf78eWObxMRE1q5dy7p161i3bh3bt29n1qxZN41r3rx5BAQEcODAAYYNG8bQoUNJSEgAICMjg86dO1O/fn3279/PjBkzGDduXKHnPHnyZI4cOcKGDRuIj4/n/fffp0KFCgDs3r0bgK1bt5KSksKaNWsK3W9QUBBnzpxh27ZtrF69mvfee4/U1FRjeXBwMBs3biQlJcX4bN26dVy6dIkePXoU2GdWVhYZGRkml4iIiIiIiIiIiIiUDUVK9BgMBgwGQ75n8uDKyspi5syZLF26lA4dOlC9enWCgoJ48cUX+eCDD+jduzcxMTEkJycDf6/+WbVqFb179wbghx9+YPfu3XzxxRcEBARQq1Yt5s6di7OzM6tXrzaOk5ubS0REBPXq1aNly5b06dOHqKiom8b21FNPMWzYMGrWrMm4ceOoUKEC27ZtA2DlypUYDAaWLFlCnTp16NSpE6+99lqh552cnEyjRo0ICAjA29ub9u3b07lzZwDc3NwAcHV1xd3dvdDbyh07dowNGzawZMkSHn30UZo0acJHH33E5cuXjXWaN2+Or68vH3/8sfFZeHg43bp1w97evsB+w8LCcHJyMl6enp6FnqeIiIiIiIiIiIiIlG5FOqMnLy+PoKAgrK2tAbhy5QpDhgzBzs7OpF5RVjDI/e3EiRNcunSJJ554wuT51atXadSoEQ0bNsTPz4+VK1cyfvx4tm/fTmpqKt26dQMgLi6OzMxMXF1dTdpfvnyZxMRE4723tzcODg7Gew8PD5OVLgXx9/c3/mwwGHB3dze2SUhIwN/fHxsbG2Odpk2bFnreQ4cO5bnnnmP//v08+eSTBAYG0rx580K3L0h8fDwWFhY0adLE+Kx27do4Ozub1AsODmbx4sWMHTuWs2fPsmHDBr777rsb9jthwgRGjx5tvM/IyFCyR0RERERERERERKSMKFKip1+/fib3L7744h0NRu4/mZmZAERGRlKlShWTsusJwd69exsTPStXrqRjx47GxE5mZiYeHh5ER0fn6/ufCQ5LS0uTMoPBQG5u7k1jK06bwurUqROnT59m/fr1bNmyhXbt2vHyyy8zd+7cG7YxMzPLt91hdnZ2kcfu27cv48eP58cff2Tnzp1Uq1aNli1b3rC+tbW18XchIiIiIiIiIiIiImVLkRI91w+bF7muTp06WFtbk5ycTOvWrQus88ILLzBp0iT27dvH6tWrWbRokbGscePG/P7771hYWODt7X2PogZfX18++eQTsrKyjEmQPXv2FKkPNzc3+vXrR79+/WjZsiWvvfYac+fOxcrKCoCcnJx89f95tk5OTg6HDh3i8ccfB/5evXPt2jX27dvHww8/DPy98igtLc2kH1dXVwIDAwkPD+fHH3+kf//+RYpbRERERERERERERMqOIp3RI/JvDg4OhISEMGrUKJYtW0ZiYiL79+/n3XffZdmyZcDf2641b96cgQMHkpOTw3/+8x9j+/bt29OsWTMCAwPZvHkzSUlJ7Ny5k4kTJ7J37967FvcLL7xAbm4ugwcPJj4+nk2bNhlX4xTm3KkpU6bw9ddfc+LECQ4fPsy6devw8/MDoGLFitja2rJx40bOnj1Leno6AG3btiUyMpLIyEiOHj3K0KFDTZI4vr6+dOzYkZdeeoldu3axb98+goODsbW1zTd+cHAwy5YtIz4+Pt9KOxERERERERERERF5cCjRI7dtxowZTJ48mbCwMPz8/OjYsSORkZFUq1bNWKd3797ExcXRpUsXk8SFwWBg/fr1tGrViv79++Pj40PPnj05ffo0lSpVumsxOzo68u233xIbG0vDhg2ZOHEiU6ZMATA5t+dGrKysmDBhAv7+/rRq1Qpzc3NWrVoFgIWFBe+88w4ffPABlStX5tlnnwVgwIAB9OvXj759+9K6dWuqV69uXM1zXXh4OJUrV6Z169Z07dqVwYMHU7FixXzjt2/fHg8PDzp06EDlypVv93WIiIiIiIiIiIiIyH3KkPfvQ0NEHlArVqygf//+pKenF7iKpjTJzMykSpUqhIeH07Vr1yK1zcjIwMnJiSYjxmNhfeuklsiD7Kc5U0s6BBEREREREREReUBd/5abnp6Oo6PjDesV6YwekbJk+fLlVK9enSpVqhAXF8e4cePo3r17qU7y5Obmcu7cOebNm4ezs7PJNnhF9d2MCTf94yAiIiIiIiIiIiIipZ+2bpMH1u+//86LL76In58fo0aNolu3bixevBiAIUOGYG9vX+A1ZMiQEos5OTmZSpUqsXLlSpYuXYqFhXK1IiIiIiIiIiIiIg8ybd0mUoDU1FQyMjIKLHN0dCzw3Jz7RWGX+4mIiIiIiIiIiIhIydHWbSK3oWLFivd1MqcwWo0Pw9zauqTDELlt+94OLekQRERERERERERESoy2bhMA2rRpw8iRI0s6jJsKDQ2lYcOGRWpzP8zrRpKSkjAYDMTGxpZ0KCIiIiIiIiIiIiJSSinRI0UWHR2NwWAgLS3tno4bEhJCVFTUHe/XYDCwdu3aO9JXREQEzs7Od6QvEREREREREREREZFb0dZtct+wt7fH3t6+pMMQERERERERERERESk1tKJH8vn4448JCAjAwcEBd3d3XnjhBVJTU4G/txN7/PHHAShfvjwGg4GgoCAAcnNzCQsLo1q1atja2tKgQQNWr15dqDGvrxKKiooiICCAcuXK0bx5cxISEox1/r1127Vr1xgxYgTOzs64uroybtw4+vXrR2BgoEnfubm5jB07FhcXF9zd3QkNDTWWeXt7A9ClSxcMBoPx/mbi4uJ4/PHHcXBwwNHRkSZNmrB3716io6Pp378/6enpGAwGDAaDcayCVg05OzsTERFhvN+9ezeNGjXCxsaGgIAADhw4YCzLy8ujZs2azJ0716SP2NhYDAYDJ06cuGXcIiIiIiIiIiIiIlL2KNEj+WRnZzNjxgzi4uJYu3YtSUlJxmSOp6cnX375JQAJCQmkpKSwYMECAMLCwli+fDmLFi3i8OHDjBo1ihdffJHt27cXeuyJEycyb9489u7di4WFBQMGDLhh3dmzZ7NixQrCw8OJiYkhIyOjwC3Yli1bhp2dHbt27WLOnDlMnz6dLVu2ALBnzx4AwsPDSUlJMd7fTO/evXnooYfYs2cP+/btY/z48VhaWtK8eXPmz5+Po6MjKSkppKSkEBISUqh5Z2Zm8swzz1CnTh327dtHaGioSVuDwcCAAQMIDw83aRceHk6rVq2oWbPmDfvOysoiIyPD5BIRERERERERERGRskFbt0k+/0yuVK9enXfeeYeHH36YzMxM7O3tcXFxAaBixYrG82iysrKYOXMmW7dupVmzZsa2P/zwAx988AGtW7cu1NhvvPGGse748eN5+umnuXLlCjY2Nvnqvvvuu0yYMIEuXboAsHDhQtavX5+vnr+/P1OnTgWgVq1aLFy4kKioKJ544gnc3NyAv1fXuLu7FyrG5ORkXnvtNWrXrm3s8zonJycMBkOh+7pu5cqV5Obm8tFHH2FjY0PdunX55ZdfGDp0qLFOUFAQU6ZMYffu3TRt2pTs7GxWrlyZb5XPv4WFhTFt2rQixSMiIiIiIiIiIiIi9wet6JF89u3bR+fOnalatSoODg7GxEtycvIN25w4cYJLly7xxBNPGM/Ssbe3Z/ny5SQmJhZ6bH9/f+PPHh4eAMZt4/4pPT2ds2fP0rRpU+Mzc3NzmjRpctM+r/dbUJ+FNXr0aIKDg2nfvj2zZs0q0vxuJD4+Hn9/f5OE1vWE2XWVK1fm6aefZunSpQB8++23ZGVl0a1bt5v2PWHCBNLT043XmTNnbjteERERERERERERESkdlOgRE3/99RcdOnTA0dGRFStWsGfPHr766isArl69esN2mZmZAERGRhIbG2u8jhw5UuhzegAsLS2NPxsMBuDvM3Zuxz/7vN7v7fQZGhrK4cOHefrpp/nuu++oU6eO8R3diMFgIC8vz+RZdnZ2kccODg5m1apVXL58mfDwcHr06EG5cuVu2sba2hpHR0eTS0RERERERERERETKBiV6xMTRo0f5888/mTVrFi1btqR27dr5Vr9YWVkBkJOTY3xWp04drK2tSU5OpmbNmiaXp6fnHY/TycmJSpUqmZypk5OTw/79+4vcl6WlpclcCsPHx4dRo0axefNmunbtajw7x8rKqsC+3NzcSElJMd4fP36cS5cuGe/9/Pz4+eefuXLlivHZTz/9lK+fp556Cjs7O95//302btx40zOMRERERERERERERKTsU6JHTFStWhUrKyveffddTp48yTfffMOMGTNM6nh5eWEwGFi3bh1//PEHmZmZODg4EBISwqhRo1i2bBmJiYns37+fd999l2XLlt2VWF955RXCwsL4+uuvSUhI4NVXX+XChQvGlUCF5e3tTVRUFL///jsXLly4ad3Lly8zfPhwoqOjOX36NDExMezZswc/Pz9jX5mZmURFRXHu3DljMqdt27YsXLiQAwcOsHfvXoYMGWKy0uiFF17AYDAwaNAgjhw5wvr16ws8e8fc3JygoCAmTJhArVq18m3vJiIiIiIiIiIiIiIPFiV6xISbmxsRERF88cUX1KlTh1mzZuVLOFSpUoVp06Yxfvx4KlWqxPDhwwGYMWMGkydPJiwsDD8/Pzp27EhkZCTVqlW7K7GOGzeOXr160bdvX5o1a4a9vT0dOnQwOeemMObNm8eWLVvw9PSkUaNGN61rbm7On3/+Sd++ffHx8aF79+506tSJadOmAdC8eXOGDBlCjx49cHNzY86cOcYxPD09admyJS+88AIhISEmW67Z29vz7bffcvDgQRo1asTEiROZPXt2gTEMHDiQq1ev0r9//yLNU0RERERERERERETKHkPevw8OEblP5ebm4ufnR/fu3fOtQipLduzYQbt27Thz5gyVKlUqcvuMjAycnJxoMHQ85tbWdyFCkXtr39uhJR2CiIiIiIiIiIjIHXf9W256evpNz163uIcxidxRp0+fZvPmzbRu3ZqsrCwWLlzIqVOneOGFF0o6tLsiKyuLP/74g9DQULp161asJM8/fT9rwk3/OIiIiIiIiIiIiIhI6aet2+SeGDJkCPb29gVeQ4YMKVafZmZmRERE8PDDD9OiRQsOHjzI1q1bjeflFFfdunVvGOuKFStuq+/b8emnn+Ll5UVaWppxSzgRERERERERERERebBp6za5J1JTU8nIyCiwzNHRkYoVK97jiG7s9OnTZGdnF1hWqVIlHBwc7nFEd1Zhl/uJiIiIiIiIiIiISMnR1m1SqlSsWLFUJXNuxsvLq6RDuCdavDYTcyud0SP3n9h3p5V0CCIiIiIiIiIiIqWGtm4TERERERERERERERG5TynRI/e90NBQGjZsWNJh3BVBQUEEBgaWdBgiIiIiIiIiIiIiUkop0SP3vZCQEKKioko6DCNvb2/mz59f0mGIiIiIiIiIiIiIyANAZ/RIqXX16lWsrKxuWc/e3h57e/t7EJGIiIiIiIiIiIiISOmiFT1SLG3atOGVV15h5MiRlC9fnkqVKrFkyRL++usv+vfvj4ODAzVr1mTDhg3GNtu3b6dp06ZYW1vj4eHB+PHjuXbtmkmfw4cPZ+TIkVSoUIEOHToQHR2NwWAgKiqKgIAAypUrR/PmzUlISDC2+/fWbde3O5s7dy4eHh64urry8ssvk52dbayTkpLC008/ja2tLdWqVWPlypWFXomTl5dHaGgoVatWxdramsqVKzNixAjjHE6fPs2oUaMwGAwYDIYCYwSYP38+3t7exvucnBxGjx6Ns7Mzrq6ujB07lry8PGP58uXLcXV1JSsry6SfwMBA+vTpc8u4RURERERERERERKTsUaJHim3ZsmVUqFCB3bt388orrzB06FC6detG8+bN2b9/P08++SR9+vTh0qVL/Prrrzz11FM8/PDDxMXF8f777/PRRx/x+uuv5+vTysqKmJgYFi1aZHw+ceJE5s2bx969e7GwsGDAgAE3jW3btm0kJiaybds2li1bRkREBBEREcbyvn378ttvvxEdHc2XX37J4sWLSU1NLdS8v/zyS95++20++OADjh8/ztq1a6lfvz4Aa9as4aGHHmL69OmkpKSQkpJSyLcJ8+bNIyIigqVLl/LDDz9w/vx5vvrqK2N5t27dyMnJ4ZtvvjE+S01NJTIy8qbvIysri4yMDJNLRERERERERERERMoGbd0mxdagQQMmTZoEwIQJE5g1axYVKlRg0KBBAEyZMoX333+fn3/+mW+//RZPT08WLlyIwWCgdu3a/Pbbb4wbN44pU6ZgZvZ3zrFWrVrMmTPHOMb1RMkbb7xB69atARg/fjxPP/00V65cwcbGpsDYypcvz8KFCzE3N6d27do8/fTTREVFMWjQII4ePcrWrVvZs2cPAQEBAHz44YfUqlWrUPNOTk7G3d2d9u3bY2lpSdWqVWnatCkALi4umJub4+DggLu7e5He5/z585kwYQJdu3YFYNGiRWzatMlYbmtrywsvvEB4eDjdunUD4JNPPqFq1aq0adPmhv2GhYUxbdq0IsUiIiIiIiIiIiIiIvcHreiRYvP39zf+bG5ujqurq3FlC0ClSpWAv1edxMfH06xZM+NWZgAtWrQgMzOTX375xfisSZMmtxzLw8PD2O+N1K1bF3Nzc5M21+snJCRgYWFB48aNjeU1a9akfPnyN5/w/+nWrRuXL1+mevXqDBo0iK+++spkC7riSE9PJyUlhUceecT4zMLCwpiIum7QoEFs3ryZX3/9FYCIiAiCgoJM3uu/TZgwgfT0dON15syZ24pVREREREREREREREoPJXqk2CwtLU3uDQaDybPryYfc3NxC92lnZ3fLsQrTb0GxFSWOm/H09CQhIYH33nsPW1tbhg0bRqtWrUzOAPo3MzMzk/N2gJvWv5FGjRrRoEEDli9fzr59+zh8+DBBQUE3bWNtbY2jo6PJJSIiIiIiIiIiIiJlgxI9ck/4+fnx448/miQ7YmJicHBw4KGHHrqnsfj6+nLt2jUOHDhgfHbixAkuXLhQ6D5sbW3p3Lkz77zzDtHR0fz4448cPHgQACsrK3Jyckzqu7m58fvvv5vMPzY21vizk5MTHh4e7Nq1y/js2rVr7Nu3L9/YwcHBREREEB4eTvv27fH09Cx03CIiIiIiIiIiIiJStijRI/fEsGHDOHPmDK+88gpHjx7l66+/ZurUqYwePdp4Ps+9Urt2bdq3b8/gwYPZvXs3Bw4cYPDgwdja2t50C7TrIiIi+Oijjzh06BAnT57kk08+wdbWFi8vLwC8vb35/vvv+fXXXzl37hwAbdq04Y8//mDOnDkkJibyv//9jw0bNpj0++qrrzJr1izWrl3L0aNHGTZsGGlpafnGf+GFF/jll19YsmQJAwYMuP0XIiIiIiIiIiIiIiL3LSV65J6oUqUK69evZ/fu3TRo0IAhQ4YwcOBAJk2aVCLxLF++nEqVKtGqVSu6dOnCoEGDcHBwwMbG5pZtnZ2dWbJkCS1atMDf35+tW7fy7bff4urqCsD06dNJSkqiRo0auLm5AX+vaHrvvff43//+R4MGDdi9ezchISEm/Y4ZM4Y+ffrQr18/mjVrhoODA126dMk3vpOTE8899xz29vYEBgbe/ssQERERERERERERkfuWIe/fB4eIPIB++eUXPD092bp1K+3atSvpcG6pXbt21K1bl3feeafIbTMyMnBycqLe4HGYW1nfhehE7q7Yd6eVdAgiIiIiIiIiIiJ33fVvuenp6Tc9e12JHnkgfffdd2RmZlK/fn1SUlIYO3Ysv/76K8eOHcPS0rKkw7uhCxcuEB0dzfPPP8+RI0fw9fUtch+F/eMgIiIiIiIiIiIiIiWnsN9yLe5hTCKlRnZ2Nv/97385efIkDg4ONG/enBUrVmBpacmKFSt46aWXCmzn5eXF4cOH73G0/1+jRo24cOECs2fPLlaSR0RERERERERERETKFq3oEfmXixcvcvbs2QLLLC0t8fLyuscR3Vla0SMiIiIiIiIiIiJS+mlFj0gxOTg44ODgUNJh3HWPjHxDZ/TIfePQouklHYKIiIiIiIiIiEipZFbSAcj95+jRozz66KPY2NjQsGHDkg6nzDMYDKxdu7akwxARERERERERERGRUkiJHimyqVOnYmdnR0JCAlFRUURERODs7FzSYZUa0dHRGAwG0tLSSjoUERERERERERERESnjtHWbFFliYiJPP/30HT+rJicnB4PBgJmZ8o8iIiIiIiIiIiIiIoWhL+qSz8aNG3nsscdwdnbG1dWVZ555hsTERODvbcT27dvH9OnTMRgMtGnThv79+5Oeno7BYMBgMBAaGgpAVlYWISEhVKlSBTs7Ox555BGio6ON41xfCfTNN99Qp04drK2tSU5Oxtvbm5kzZzJgwAAcHByoWrUqixcvNonx4MGDtG3bFltbW1xdXRk8eDCZmZnG8tzcXKZPn85DDz2EtbU1DRs2ZOPGjcbypKQkDAYDa9as4fHHH6dcuXI0aNCAH3/8sVDv6PTp03Tu3Jny5ctjZ2dH3bp1Wb9+PUlJSTz++OMAlC9fHoPBQFBQEADe3t7Mnz/fpJ+GDRsa3xfA8ePHadWqFTY2NtSpU4ctW7aY1G/bti3Dhw83efbHH39gZWVFVFRUoWIXERERERERERERkbJDiR7J56+//mL06NHs3buXqKgozMzM6NKlC7m5uaSkpFC3bl3GjBlDSkoK33zzDfPnz8fR0ZGUlBRSUlIICQkBYPjw4fz444+sWrWKn3/+mW7dutGxY0eOHz9uHOvSpUvMnj2bDz/8kMOHD1OxYkUA5s2bR0BAAAcOHGDYsGEMHTqUhIQEY3wdOnSgfPny7Nmzhy+++IKtW7eaJEAWLFjAvHnzmDt3Lj///DMdOnTgP//5j8nYABMnTiQkJITY2Fh8fHzo1asX165du+U7evnll8nKyuL777/n4MGDzJ49G3t7ezw9Pfnyyy8BSEhIICUlhQULFhTqvefm5tK1a1esrKzYtWsXixYtYty4cSZ1goODWblyJVlZWcZnn3zyCVWqVKFt27YF9puVlUVGRobJJSIiIiIiIiIiIiJlgxI9ks9zzz1H165dqVmzJg0bNmTp0qUcPHiQI0eO4O7ujoWFBfb29ri7u+Po6IiTkxMGgwF3d3fc3d2xt7cnOTmZ8PBwvvjiC1q2bEmNGjUICQnhscceIzw83DhWdnY27733Hs2bN8fX15dy5coB8NRTTzFs2DBq1qzJuHHjqFChAtu2bQNg5cqVXLlyheXLl1OvXj3atm3LwoUL+fjjjzl79iwAc+fOZdy4cfTs2RNfX19mz55Nw4YN862oCQkJ4emnn8bHx4dp06Zx+vRpTpw4cct3lJycTIsWLahfvz7Vq1fnmWeeoVWrVpibm+Pi4gJAxYoVcXd3x8nJqVDvfevWrRw9epTly5fToEEDWrVqxcyZM03qdO3aFYCvv/7a+CwiIoKgoCAMBkOB/YaFheHk5GS8PD09CxWPiIiIiIiIiIiIiJR+SvRIPsePH6dXr15Ur14dR0dHvL29gb+TG4V18OBBcnJy8PHxwd7e3nht377duA0cgJWVFf7+/vna//PZ9SRSamoqAPHx8TRo0AA7OztjnRYtWpCbm0tCQgIZGRn89ttvtGjRwqTPFi1aEB8ff8NxPDw8AIzj3MyIESN4/fXXadGiBVOnTuXnn3++ZZtbiY+Px9PTk8qVKxufNWvWzKSOjY0Nffr0YenSpQDs37+fQ4cOGbeHK8iECRNIT083XmfOnLntWEVERERERERERESkdLAo6QCk9OncuTNeXl4sWbKEypUrk5ubS7169bh69Wqh+8jMzMTc3Jx9+/Zhbm5uUmZvb2/82dbWtsCVKJaWlib3BoOB3NzcIs7k1v45zvU4CjNOcHAwHTp0IDIyks2bNxMWFsa8efN45ZVXbtjGzMyMvLw8k2fZ2dlFjjk4OJiGDRvyyy+/EB4eTtu2bfHy8rphfWtra6ytrYs8joiIiIiIiIiIiIiUflrRIyb+/PNPEhISmDRpEu3atcPPz48LFy7ctI2VlRU5OTkmzxo1akROTg6pqanUrFnT5HJ3d7+tGP38/IiLi+Ovv/4yPouJicHMzAxfX18cHR2pXLkyMTExJu1iYmKoU6fObY39T56engwZMoQ1a9YwZswYlixZAvz9PoB878TNzY2UlBTjfUZGBqdOnTKZ15kzZ0zq/PTTT/nGrV+/PgEBASxZsoSVK1cyYMCAOzYnEREREREREREREbm/KNEjJsqXL4+rqyuLFy/mxIkTfPfdd4wePfqmbby9vcnMzCQqKopz585x6dIlfHx86N27N3379mXNmjWcOnWK3bt3ExYWRmRk5G3F2Lt3b2xsbOjXrx+HDh1i27ZtvPLKK/Tp04dKlSoB8NprrzF79mw+++wzEhISGD9+PLGxsbz66qu3NfZ1I0eOZNOmTZw6dYr9+/ezbds2/Pz8APDy8sJgMLBu3Tr++OMPMjMzAWjbti0ff/wxO3bs4ODBg/Tr189ktVP79u3x8fGhX79+xMXFsWPHDiZOnFjg+MHBwcyaNYu8vDy6dOlyR+YkIiIiIiIiIiIiIvcfJXrEhJmZGatWrWLfvn3Uq1ePUaNG8eabb960TfPmzRkyZAg9evTAzc2NOXPmABAeHk7fvn0ZM2YMvr6+BAYGsmfPHqpWrXpbMZYrV45NmzZx/vx5Hn74YZ5//nnatWvHwoULjXVGjBjB6NGjGTNmDPXr12fjxo1888031KpV67bGvi4nJ4eXX34ZPz8/OnbsiI+PD++99x4AVapUYdq0aYwfP55KlSoxfPhw4O+zclq3bs0zzzzD008/TWBgIDVq1DD2aWZmxldffcXly5dp2rQpwcHBvPHGGwWO36tXLywsLOjVqxc2NjZ3ZE4iIiIiIiIiIiIicv8x5P370BARKfWSkpKoUaMGe/bsoXHjxkVqm5GRgZOTE7X7j8XcSmf3yP3h0KLpJR2CiIiIiIiIiIjIPXX9W256ejqOjo43rKdEj8h9JDs7mz///JOQkBBOnTqV7xyiwijsHwcRERERERERERERKTmF/ZarrdtECtCpUyfs7e0LvGbOnFliccXExODh4cGePXtYtGhRicUhIiIiIiIiIiIiIqWDVvSIFODXX3/l8uXLBZa5uLjg4uJyjyO6c7SiR0RERERERERERKT0K+y3XIt7GJPIfaNKlSolHcJd1/Tl13VGj5SIwx/NKOkQREREREREREREygxt3SYiIiIiIiIiIiIiInKfUqJHBPD29mb+/Pm3XUdERERERERERERE5F5SokekkPbs2cPgwYPvWH+3kzg6ceIEDg4OODs737F4REREREREREREROT+o0SPSCG5ublRrly5kg6D7OxsevXqRcuWLUs6FBEREREREREREREpYUr0SJmxevVq6tevj62tLa6urrRv356//vqLNm3aMHLkSJO6gYGBBAUFmTy7ePEivXr1ws7OjipVqvC///3PpPzfK3DS0tIIDg7Gzc0NR0dH2rZtS1xcnEmbb7/9locffhgbGxsqVKhAly5dAGjTpg2nT59m1KhRGAwGDAZDoec5adIkateuTffu3QvdRkRERERERERERETKJiV6pExISUmhV69eDBgwgPj4eKKjo+natSt5eXmF7uPNN9+kQYMGHDhwgPHjx/Pqq6+yZcuWG9bv1q0bqampbNiwgX379tG4cWPatWvH+fPnAYiMjKRLly489dRTHDhwgKioKJo2bQrAmjVreOihh5g+fTopKSmkpKQUKsbvvvuOL774Il8S6maysrLIyMgwuURERERERERERESkbLAo6QBE7oSUlBSuXbtG165d8fLyAqB+/fpF6qNFixaMHz8eAB8fH2JiYnj77bd54okn8tX94Ycf2L17N6mpqVhbWwMwd+5c1q5dy+rVqxk8eDBvvPEGPXv2ZNq0acZ2DRo0AMDFxQVzc3McHBxwd3cvVHx//vknQUFBfPLJJzg6OhZ6XmFhYSYxiIiIiIiIiIiIiEjZoRU9UiY0aNCAdu3aUb9+fbp168aSJUu4cOFCkfpo1qxZvvv4+PgC68bFxZGZmYmrqyv29vbG69SpUyQmJgIQGxtLu3btijehAgwaNIgXXniBVq1aFandhAkTSE9PN15nzpy5YzGJiIiIiIiIiIiISMnSih4pE8zNzdmyZQs7d+5k8+bNvPvuu0ycOJFdu3ZhZmaWbwu37Ozs2xovMzMTDw8PoqOj85U5OzsDYGtre1tj/Nt3333HN998w9y5cwHIy8sjNzcXCwsLFi9ezIABAwpsZ21tbVx1JCIiIiIiIiIiIiJlixI9UmYYDAZatGhBixYtmDJlCl5eXnz11Ve4ubmZnIGTk5PDoUOHePzxx03a//TTT/nu/fz8ChyrcePG/P7771hYWODt7V1gHX9/f6Kioujfv3+B5VZWVuTk5BR6fj/++KNJ/a+//prZs2ezc+dOqlSpUuh+RERERERERERERKTsUKJHyoRdu3YRFRXFk08+ScWKFdm1axd//PEHfn5+2NnZMXr0aCIjI6lRowZvvfUWaWlp+fqIiYlhzpw5BAYGsmXLFr744gsiIyMLHK99+/Y0a9aMwMBA5syZg4+PD7/99huRkZF06dKFgIAApk6dSrt27ahRowY9e/bk2rVrrF+/nnHjxgHg7e3N999/T8+ePbG2tqZChQo3neO/k0579+7FzMyMevXqFe+liYiIiIiIiIiIiMh9T4keKRMcHR35/vvvmT9/PhkZGXh5eTFv3jw6depEdnY2cXFx9O3bFwsLC0aNGpVvNQ/AmDFj2Lt3L9OmTcPR0ZG33nqLDh06FDiewWBg/fr1TJw4kf79+/PHH3/g7u5Oq1atqFSpEgBt2rThiy++YMaMGcyaNQtHR0eT83WmT5/OSy+9RI0aNcjKysq3vZyIiIiIiIiIiIiIyK0Y8vR1WaRQPDw8mDFjBsHBwSUdym3JyMjAyckJ3xdfw9xKZ/fIvXf4oxklHYKIiIiIiIiIiEipd/1bbnp6Oo6OjjespxU9Irdw6dIlYmJiOHv2LHXr1i3pcO6Y3f+bdNM/DiIiIiIiIiIiIiJS+pmVdAAipd3ixYvp2bMnI0eOpFmzZndtnE6dOmFvb1/gNXPmzLs2roiIiIiIiIiIiIjcv7R1m0gp8euvv3L58uUCy1xcXHBxcbkj4xR2uZ+IiIiIiIiIiIiIlBxt3SZyn6lSpco9Ha/pS9N1Ro8U2+Flb5R0CCIiIiIiIiIiIoK2bhMptEuXLvHcc8/h6OiIwWAgLS2twGf3UkREBM7Ozvd0TBEREREREREREREpPbSiR6SQli1bxo4dO9i5cycVKlTAycmJRYsW5XsmIiIiIiIiIiIiInKvKNEjpcbVq1exsrIq6TBuKDExET8/P+rVq3fTZ0WVk5ODwWDAzEwL7ERERERERERERESkaPRlWW4oNzeXOXPmULNmTaytralatSpvvPH3uRwHDx6kbdu22Nra4urqyuDBg8nMzDS2bdOmDSNHjjTpLzAwkKCgIOO9t7c3M2bMoG/fvjg6OjJ48GCuXr3K8OHD8fDwwMbGBi8vL8LCwoxt0tLSCA4Oxs3NDUdHR9q2bUtcXJyxPC4ujscffxwHBwccHR1p0qQJe/fuLdR8v/zyS+rWrYu1tTXe3t7MmzfPZD7z5s3j+++/x2Aw0KZNmwKfAWRlZRESEkKVKlWws7PjkUceITo62tjX9e3WvvnmG+rUqYO1tTXJycm3bHe9bdWqVSlXrhxdunThzz//LNTcRERERERERERERKRs0ooeuaEJEyawZMkS3n77bR577DFSUlI4evQof/31Fx06dKBZs2bs2bOH1NRUgoODGT58OBEREUUaY+7cuUyZMoWpU6cC8M477/DNN9/w+eefU7VqVc6cOcOZM2eM9bt164atrS0bNmzAycmJDz74gHbt2nHs2DFcXFzo3bs3jRo14v3338fc3JzY2FgsLS1vGce+ffvo3r07oaGh9OjRg507dzJs2DBcXV0JCgpizZo1jB8/nkOHDrFmzRrjyqOCng0fPpwjR46watUqKleuzFdffUXHjh05ePAgtWrVAv4+72f27Nl8+OGHuLq6UrFixVu227VrFwMHDiQsLIzAwEA2btxofG83k5WVRVZWlvE+IyOj8L8gERERERERERERESnVlOiRAl28eJEFCxawcOFC+vXrB0CNGjV47LHHWLJkCVeuXGH58uXY2dkBsHDhQjp37szs2bOpVKlSocdp27YtY8aMMd4nJydTq1YtHnvsMQwGA15eXsayH374gd27d5Oamoq1tTXwd6Jo7dq1rF69msGDB5OcnMxrr71G7dq1AYyJlVt56623aNeuHZMnTwbAx8eHI0eO8OabbxIUFISLiwvlypXDysoKd3d3Y7t/P0tOTiY8PJzk5GQqV64MQEhICBs3biQ8PJyZM2cCkJ2dzXvvvUeDBg0K3W7BggV07NiRsWPHGmPcuXMnGzduvOncwsLCmDZtWqHeg4iIiIiIiIiIiIjcX7R1mxQoPj6erKws2rVrV2BZgwYNjEkegBYtWpCbm0tCQkKRxgkICDC5DwoKIjY2Fl9fX0aMGMHmzZuNZXFxcWRmZuLq6oq9vb3xOnXqFImJiQCMHj2a4OBg2rdvz6xZs4zPCzPfFi1amDxr0aIFx48fJycnp9DzOXjwIDk5Ofj4+JjEuH37dpNYrKys8Pf3L1K7+Ph4HnnkEZPxmjVrdsuYJkyYQHp6uvH65wopEREREREREREREbm/aUWPFMjW1va22puZmZGXl2fyLDs7O1+9fyaLABo3bsypU6fYsGEDW7dupXv37rRv357Vq1eTmZmJh4dHvnNrAJydnQEIDQ3lhRdeIDIykg0bNjB16lRWrVpFly5dbms+hZWZmYm5uTn79u3D3NzcpMze3t74s62tLQaDocjtisPa2tq4AkpEREREREREREREyhYleqRAtWrVwtbWlqioKIKDg03K/Pz8iIiI4K+//jImamJiYjAzM8PX1xcANzc3UlJSjG1ycnI4dOgQjz/++C3HdnR0pEePHvTo0YPnn3+ejh07cv78eRo3bszvv/+OhYUF3t7eN2zv4+ODj48Po0aNolevXoSHh98y0ePn50dMTIzJs5iYGHx8fPIlXm6mUaNG5OTkkJqaSsuWLe9oOz8/P3bt2mXy7Keffir0GCIiIiIiIiIiIiJS9mjrNimQjY0N48aNY+zYsSxfvpzExER++uknPvroI3r37o2NjQ39+vXj0KFDbNu2jVdeeYU+ffoYz+dp27YtkZGRREZGcvToUYYOHUpaWtotx33rrbf49NNPOXr0KMeOHeOLL77A3d0dZ2dn2rdvT7NmzQgMDGTz5s0kJSWxc+dOJk6cyN69e7l8+TLDhw8nOjqa06dPExMTw549e/Dz87vluGPGjCEqKooZM2Zw7Ngxli1bxsKFCwkJCSnSe/Px8aF379707duXNWvWcOrUKXbv3k1YWBiRkZG31W7EiBFs3LiRuXPncvz4cRYuXHjL83lEREREREREREREpGxTokduaPLkyYwZM4YpU6bg5+dHjx49SE1NpVy5cmzatInz58/z8MMP8/zzz9OuXTsWLlxobDtgwAD69etH3759ad26NdWrVy/Uah4HBwfmzJlDQEAADz/8MElJSaxfvx4zMzMMBgPr16+nVatW9O/fHx8fH3r27Mnp06epVKkS5ubm/Pnnn/Tt2xcfHx+6d+9Op06dmDZt2i3Hbdy4MZ9//jmrVq2iXr16TJkyhenTpxMUFFTk9xYeHk7fvn0ZM2YMvr6+BAYGsmfPHqpWrXpb7R599FGWLFnCggULaNCgAZs3b2bSpElFjk9EREREREREREREyg5D3r8PUhGRMi0jIwMnJyd8e47B3Epn90jxHF72RkmHICIiIiIiIiIiUqZd/5abnp6Oo6PjDevpjB6RB9TuD6bc9I+DiIiIiIiIiIiIiJR+2rpNHgidOnXC3t6+wGvmzJklHZ6IiIiIiIiIiIiISLFoRY88ED788EMuX75cYJmLi8s9jkZERERERERERERE5M5QokceCFWqVCnpEEqdRwZOw9xSZ/TI3w6t1Mo2ERERERERERGR+5G2bhMREREREREREREREblPKdEjco8FBQURGBhovG/Tpg0jR44sVNui1BURERERERERERGRsk9bt4mUsDVr1mBpaVnSYYiIiIiIiIiIiIjIfUiJHpES5uLiUtIhiIiIiIiIiIiIiMh9Slu3ifxDbm4uYWFhVKtWDVtbWxo0aMDq1asBiI6OxmAwEBUVRUBAAOXKlaN58+YkJCSY9PH6669TsWJFHBwcCA4OZvz48TRs2PCGY/57O7b33nuPWrVqYWNjQ6VKlXj++efzxTh27FhcXFxwd3cnNDT0Tk1fRERERERERERERO4zSvSI/ENYWBjLly9n0aJFHD58mFGjRvHiiy+yfft2Y52JEycyb9489u7di4WFBQMGDDCWrVixgjfeeIPZs2ezb98+qlatyvvvv1/o8ffu3cuIESOYPn06CQkJbNy4kVatWpnUWbZsGXZ2duzatYs5c+Ywffp0tmzZcsM+s7KyyMjIMLlEREREREREREREpGzQ1m0i/ycrK4uZM2eydetWmjVrBkD16tX54Ycf+OCDDxg8eDAAb7zxBq1btwZg/PjxPP3001y5cgUbGxveffddBg4cSP/+/QGYMmUKmzdvJjMzs1AxJCcnY2dnxzPPPIODgwNeXl40atTIpI6/vz9Tp04FoFatWixcuJCoqCieeOKJAvsMCwtj2rRpRX8hIiIiIiIiIiIiIlLqaUWPyP85ceIEly5d4oknnsDe3t54LV++nMTERGM9f39/488eHh4ApKamApCQkEDTpk1N+v33/c088cQTeHl5Ub16dfr06cOKFSu4dOmSSZ1/jn89huvjF2TChAmkp6cbrzNnzhQ6HhEREREREREREREp3bSiR+T/XF91ExkZSZUqVUzKrK2tjckeS0tL43ODwQD8fW7OneDg4MD+/fuJjo5m8+bNTJkyhdDQUPbs2YOzs3O+8a/HcLPxra2tsba2viPxiYiIiIiIiIiIiEjpohU9Iv+nTp06WFtbk5ycTM2aNU0uT0/PQvXh6+vLnj17TJ79+/5WLCwsaN++PXPmzOHnn38mKSmJ7777rkh9iIiIiIiIiIiIiMiDQSt6RP6Pg4MDISEhjBo1itzcXB577DHS09OJiYnB0dERLy+vW/bxyiuvMGjQIAICAmjevDmfffYZP//8M9WrVy9UDOvWrePkyZO0atWK8uXLs379enJzc/H19b3d6YmIiIiIiIiIiIhIGaREj8g/zJgxAzc3N8LCwjh58iTOzs40btyY//73v4Xanq13796cPHmSkJAQrly5Qvfu3QkKCmL37t2FGt/Z2Zk1a9YQGhrKlStXqFWrFp9++il169a93amJiIiIiIiIiIiISBlkyMvLyyvpIETKsieeeAJ3d3c+/vjjkg4FgIyMDJycnKj9/GjMLXV2j/zt0MqZJR2CiIiIiIiIiIiI/MP1b7np6ek4OjresJ5W9IjcQZcuXWLRokV06NABc3NzPv30U7Zu3cqWLVtKOrR8dn009aZ/HERERERERERERESk9FOiR+QOMhgMrF+/njfeeIMrV67g6+vLl19+Sfv27Us6NBEREREREREREREpg5ToEbmDbG1t2bp1a0mHISIiIiIiIiIiIiIPCCV6RB5QzfqF6oyeB8TPn4eVdAgiIiIiIiIiIiJyl5iVdADy4PL29mb+/Pm31UdoaCgNGza8I/HcK0FBQQQGBha6flJSEgaDgdjY2LsWk4iIiIiIiIiIiIjcn5ToeQDdKHFQ1ATE/aa484uIiMDZ2fmOxbFgwQIiIiLuWH8iIiIiIiIiIiIi8uDS1m0i90hOTg4GgwEnJ6eSDkVEREREREREREREygit6CmjNm7cyGOPPYazszOurq4888wzJCYmAlCtWjUAGjVqhMFgoE2bNoSGhrJs2TK+/vprDAYDBoOB6OhoAM6cOUP37t1xdnbGxcWFZ599lqSkJONY11fKzJ07Fw8PD1xdXXn55ZfJzs421klNTaVz587Y2tpSrVo1VqxYkS/mtLQ0goODcXNzw9HRkbZt2xIXF2dSZ9asWVSqVAkHBwcGDhzIlStXCvU+bjS/6OhoDAYDaWlpxrqxsbEYDAaSkpKIjo6mf//+pKenG9uFhoYCcOHCBfr27Uv58uUpV64cnTp14vjx48Z+rq8E+uabb6hTpw7W1tYkJyfnW1l0s99VQS5cuEDv3r1xc3PD1taWWrVqER4eXqj3ICIiIiIiIiIiIiJlixI9ZdRff/3F6NGj2bt3L1FRUZiZmdGlSxdyc3PZvXs3AFu3biUlJYU1a9YQEhJC9+7d6dixIykpKaSkpNC8eXOys7Pp0KEDDg4O7Nixg5iYGOzt7enYsSNXr141jrdt2zYSExPZtm0by5YtIyIiwmR7sqCgIM6cOcO2bdtYvXo17733HqmpqSYxd+vWjdTUVDZs2MC+ffto3Lgx7dq14/z58wB8/vnnhIaGMnPmTPbu3YuHhwfvvfdeod7HjeZ3K82bN2f+/Pk4Ojoa24WEhBjntHfvXr755ht+/PFH8vLyeOqpp0wSXJcuXWL27Nl8+OGHHD58mIoVKxbpd1WQyZMnc+TIETZs2EB8fDzvv/8+FSpUuOEcsrKyyMjIMLlEREREREREREREpGzQ1m1l1HPPPWdyv3TpUtzc3Dhy5Ahubm4AuLq64u7ubqxja2tLVlaWybNPPvmE3NxcPvzwQwwGAwDh4eE4OzsTHR3Nk08+CUD58uVZuHAh5ubm1K5dm6effpqoqCgGDRrEsWPH2LBhA7t37+bhhx8G4KOPPsLPz884zg8//MDu3btJTU3F2toagLlz57J27VpWr17N4MGDmT9/PgMHDmTgwIEAvP7662zdurVQq3rs7e0LnN+tWFlZ4eTkhMFgMGl3/PhxvvnmG2JiYowJoxUrVuDp6cnatWvp1q0bANnZ2bz33ns0aNDghmPc7HdVr169fPWTk5Np1KgRAQEBAHh7e990DmFhYUybNq1Q8xURERERERERERGR+4tW9JRRx48fp1evXlSvXh1HR0djMiA5OblI/cTFxXHixAkcHBywt7fH3t4eFxcXrly5YrK9WN26dTE3Nzfee3h4GFfsxMfHY2FhQZMmTYzltWvXxtnZ2WSczMxMXF1djePY29tz6tQp4zjx8fE88sgjJvE1a9asSPO5U67P6Z/xuLq64uvrS3x8vPGZlZUV/v7+N+2rqL+roUOHsmrVKho2bMjYsWPZuXPnTfufMGEC6enpxuvMmTOFnKWIiIiIiIiIiIiIlHZa0VNGde7cGS8vL5YsWULlypXJzc2lXr16JtutFUZmZiZNmjQp8Eyd6yuDACwtLU3KDAbDDbceu9E4Hh4exnOB/umfCaE7zczs71xnXl6e8dk/t167Xba2tsaVUDdS1N9Vp06dOH36NOvXr2fLli20a9eOl19+mblz5xZY39ra2rhKSkRERERERERERETKFq3oKYP+/PNPEhISmDRpEu3atcPPz48LFy4Yy62srADIyckxaWdlZZXvWePGjTl+/DgVK1akZs2aJpeTk1Oh4qlduzbXrl1j3759xmcJCQmkpaWZjPP7779jYWGRb5zr58/4+fmxa9cuk75/+umnQsVwo/ldT1alpKQYn8XGxt6ynZ+fH9euXTOJ5/p7r1OnTqFjutXv6kbc3Nzo168fn3zyCfPnz2fx4sWFHlNEREREREREREREyg4lesqg8uXL4+rqyuLFizlx4gTfffcdo0ePNpZXrFgRW1tbNm7cyNmzZ0lPTwf+Puvl559/JiEhgXPnzpGdnU3v3r2pUKECzz77LDt27ODUqVNER0czYsQIfvnll0LF4+vrS8eOHXnppZfYtWsX+/btIzg4GFtbW2Od9u3b06xZMwIDA9m8eTNJSUns3LmTiRMnsnfvXgBeffVVli5dSnh4OMeOHWPq1KkcPny40O+loPnVrFkTT09PQkNDOX78OJGRkcybNy9fu8zMTKKiojh37hyXLl2iVq1aPPvsswwaNIgffviBuLg4XnzxRapUqcKzzz5b6Jhu9bsqyJQpU/j66685ceIEhw8fZt26dSbnHYmIiIiIiIiIiIjIg0OJnjLIzMyMVatWsW/fPurVq8eoUaN48803jeUWFha88847fPDBB1SuXNmYmBg0aBC+vr4EBATg5uZGTEwM5cqV4/vvv6dq1ap07doVPz8/Bg4cyJUrV3B0dCx0TOHh4VSuXJnWrVvTtWtXBg8eTMWKFY3lBoOB9evX06pVK/r374+Pjw89e/bk9OnTVKpUCYAePXowefJkxo4dS5MmTTh9+jRDhw4tdAwFzc/S0pJPP/2Uo0eP4u/vz+zZs3n99ddN2jVv3pwhQ4bQo0cP3NzcmDNnjnFOTZo04ZlnnqFZs2bk5eWxfv36fNvY3cytflcFsbKyYsKECfj7+9OqVSvMzc1ZtWpVoccUERERERERERERkbLDkPfPw0lEpMzLyMjAycmJOoGjMLfU2T0Pgp8/DyvpEERERERERERERKSIrn/LTU9Pv+nCC4t7GJOIlCI/Lgst0qosERERERERERERESl9tHWblBn29vY3vHbs2FHS4YmIiIiIiIiIiIiI3HFa0SNlRmxs7A3LqlSpcu8CERERERERERERERG5R5TokTKjZs2aJR3CfaVF7yk6o6eUil0zu6RDEBERERERERERkfuEtm4TERERERERERERERG5TynRIwJ4e3szf/78264jIiIiIiIiIiIiInIvKdEjUkh79uxh8ODBd6y/oiaOEhISePzxx6lUqRI2NjZUr16dSZMmkZ2dfcdiEhEREREREREREZH7i87oESkkNze3Eh3f0tKSvn370rhxY5ydnYmLi2PQoEHk5uYyc+bMEo1NREREREREREREREqGVvRImbF69Wrq16+Pra0trq6utG/fnr/++os2bdowcuRIk7qBgYEEBQWZPLt48SK9evXCzs6OKlWq8L///c+k/N8rcNLS0ggODsbNzQ1HR0fatm1LXFycSZtvv/2Whx9+GBsbGypUqECXLl0AaNOmDadPn2bUqFEYDAYMBsMt51e9enX69+9PgwYN8PLy4j//+Q+9e/dmx44dhX9JIiIiIiIiIiIiIlKmKNEjZUJKSgq9evViwIABxMfHEx0dTdeuXcnLyyt0H2+++SYNGjTgwIEDjB8/nldffZUtW7bcsH63bt1ITU1lw4YN7Nu3j8aNG9OuXTvOnz8PQGRkJF26dOGpp57iwIEDREVF0bRpUwDWrFnDQw89xPTp00lJSSElJaXIcz5x4gQbN26kdevWN62XlZVFRkaGySUiIiIiIiIiIiIiZYO2bpMyISUlhWvXrtG1a1e8vLwAqF+/fpH6aNG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+ }, + "metadata": {} + } + ], + "source": [ + "#depending on the model that performs well we get the feature importance (BAgging regressors don't have feature importance\n", + "#implemented\n", + "feature_importance = grid.best_estimator_.feature_importances_\n", + "\n", + "# Create a DataFrame to associate feature names with their importance scores (assuming your features are named)\n", + "feature_names = list(X_train.columns) # Replace with your feature names\n", + "feature_importance_df = pd.DataFrame({'Feature': feature_names, 'Importance': feature_importance})\n", + "\n", + "# Sort the DataFrame by importance\n", + "feature_importance_df = feature_importance_df.sort_values(by='Importance', ascending=False)\n", + "\n", + "# Create a bar plot to visualize feature importance\n", + "plt.figure(figsize=(18, 6))\n", + "sns.barplot(x='Importance', y='Feature', data=feature_importance_df, palette = \"crest\")\n", + "plt.title('Feature Importance')\n", + "plt.xlabel('Importance Score')\n", + "plt.xticks(rotation = 90)\n", + "plt.ylabel('Feature')\n", + "plt.show()" + ], + "id": "rfHDcgBwTv4g" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JR0fzPrGTv4g" + }, + "source": [ + "### Save the model" + ], + "id": "JR0fzPrGTv4g" + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "id": "wyDW60r-Tv4g", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "0cc4416b-11f6-4435-e799-2ac1242b7680" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model saved to random_forest_regression_model.joblib\n" + ] + } + ], + "source": [ + "# Save the model to a file\n", + "model_filename = 'random_forest_regression_model.joblib'\n", + "joblib.dump(model, model_filename)\n", + "\n", + "print('Model saved to', model_filename)" + ], + "id": "wyDW60r-Tv4g" + }, + { + "cell_type": "markdown", + "source": [ + "# Final Note\n", + "1. The bagged model which was created using the Random Forest model performed well with a **Root Mean squared Error (RMSE) score of 0.14433821923368403**\n", + "\n", + "2. From our feature importance visualization we can see that the Jamb score of the students plays a big role in the GPA Prediction while the Disability features plays no role. This could be due to the fact 100 percent of the students aren't disabled. More data might probably help to see where the feaure stands.\n", + "\n" + ], + "metadata": { + "id": "jaxs3dZT7FAp" + }, + "id": "jaxs3dZT7FAp" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oOAYymPFTv4g" + }, + "source": [ + "### Tips to Improve Model Performance\n", + "\n", + "1. **Data Quality:**\n", + " - Ensure clean, high-quality data without missing values or outliers.\n", + "\n", + "2. **Feature Engineering:**\n", + " - Create relevant and new features that capture essential patterns in the data.\n", + "\n", + "3. **Model Selection:**\n", + " - Choose appropriate models and tune hyperparameters for better performance.\n", + "\n", + "4. **Ensemble Learning:**\n", + " - Combine multiple models to improve accuracy and robustness.\n", + "\n", + "5. **Regularization:**\n", + " - Implement regularization to prevent overfitting.\n", + "\n", + "7. **Domain Understanding:**\n", + " - Understand the problem domain to make informed model decisions.\n", + "\n", + "8. **Feedback Loop:**\n", + " - Continuously iterate and improve the model based on feedback and new data.\n", + "\n", + "---\n", + "\n", + "## HAPPY HACKING!!\n", + "\n", + "\n" + ], + "id": "oOAYymPFTv4g" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1rmFDC3JTv4g" + }, + "outputs": [], + "source": [], + "id": "1rmFDC3JTv4g" + } + ], + "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": "3.7.4" + }, + "colab": { + "provenance": [] + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file