tests NewsAPI.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8fe025ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "api_NewsAPI = \"24723a0894f94deea8cf83a9efaca4d8\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa011e2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# basis stuff\n",
    "import requests\n",
    "import datetime as dt\n",
    "import pandas as pd\n",
    "import seaborn as sea\n",
    "from pprint import pprint\n",
    "from newsapi import NewsApiClient\n",
    "import math\n",
    "\n",
    "# für die wordcloud usw.\n",
    "import numpy\n",
    "import re\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk import pos_tag\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from collections import defaultdict\n",
    "from nltk.corpus import wordnet as wn\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn import model_selection, naive_bayes, svm\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1a4a06d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pip install newsapi-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fb998bfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "apicode = NewsApiClient(api_key=\"24723a0894f94deea8cf83a9efaca4d8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7685ed5f-b901-4c70-901e-8dbe8f0629b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# automatisieren des scrapings von newsapi mittels einer funktion\n",
    "def scraper_newsapi(domain, sorting, page):\n",
    "    # apicode eingeben\n",
    "    apicode = NewsApiClient(api_key=\"24723a0894f94deea8cf83a9efaca4d8\")\n",
    "    # get_everything für die parameter der funktion\n",
    "    data = apicode.get_everything(domains=f\"{domain}\", sort_by=f\"{sorting}\", page=page, page_size=100)\n",
    "    # aus dem ergebnis (data): herausziehen von den artikeln und kopieren in eigenes objekt\n",
    "    articles = data['articles'].copy()\n",
    "    # einen pd.DataFrame aus articles machen, datum mit to_datetime als solches kennzeichnen und alles ausgeben lassen\n",
    "    df = pd.DataFrame(articles)\n",
    "    df[\"publishedAt\"] = pd.to_datetime(df[\"publishedAt\"])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f924025d-9a5e-4ba1-9d08-7655ebb8e679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>author</th>\n",
       "      <th>title</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>urlToImage</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Associated Press</td>\n",
       "      <td>Triathlete rides out the pandemic on her way t...</td>\n",
       "      <td>Australian triathlete Ashleigh Gentle had just...</td>\n",
       "      <td>https://www.foxnews.com/sports/triathlete-ride...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:48:52+00:00</td>\n",
       "      <td>Australian triathlete Ashleigh Gentle had just...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Associated Press</td>\n",
       "      <td>Miller hits 3 HRs, Phillies rout reeling Cubs 8-0</td>\n",
       "      <td>Brad Miller hit three home runs in a game for ...</td>\n",
       "      <td>https://www.foxnews.com/sports/miller-hits-3-h...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:44:54+00:00</td>\n",
       "      <td>Brad Miller hit three home runs in a game for ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Sam Dorman</td>\n",
       "      <td>San Francisco Gay Men's Choir faces backlash f...</td>\n",
       "      <td>The San Francisco Gay Men's Choir faced a wave...</td>\n",
       "      <td>https://www.foxnews.com/us/gay-choir-your-chil...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:41:04+00:00</td>\n",
       "      <td>The San Francisco Gay Men's Choir faced a wave...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Associated Press</td>\n",
       "      <td>García HR in 8th, Brewers beat Reds to boost N...</td>\n",
       "      <td>Avisaíl García hit a tiebreaking, two-run home...</td>\n",
       "      <td>https://www.foxnews.com/sports/garcia-hr-in-8t...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:39:59+00:00</td>\n",
       "      <td>Avisaíl García hit a tiebreaking, two-run home...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Brie Stimson</td>\n",
       "      <td>Gavin Newsom asks Californians to voluntarily ...</td>\n",
       "      <td>California Gov. Gavin Newsom asked residents o...</td>\n",
       "      <td>https://www.foxnews.com/politics/gavin-newsom-...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:37:59+00:00</td>\n",
       "      <td>California Gov. Gavin Newsom asked residents o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Jessica Napoli</td>\n",
       "      <td>Christina Haack addresses new relationship wit...</td>\n",
       "      <td>The interior designer finalized her divorce fr...</td>\n",
       "      <td>https://www.foxnews.com/entertainment/christin...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:58:22+00:00</td>\n",
       "      <td>Christina Haack is addressing her new relation...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Lindsay Kornick</td>\n",
       "      <td>Twitter mocks CNBC article 'The upside to infl...</td>\n",
       "      <td>CNBC published an article which appeared to ce...</td>\n",
       "      <td>https://www.foxnews.com/media/twitter-mocks-cn...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:50:28+00:00</td>\n",
       "      <td>CNBC published an article which appeared to ce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Charles Creitz</td>\n",
       "      <td>Gen. Keane: Biden wrong on no 'Mission: Accomp...</td>\n",
       "      <td>Gen. Jack Keane, Ret., chairman of the Institu...</td>\n",
       "      <td>https://www.foxnews.com/media/gen-keane-biden-...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:32:22+00:00</td>\n",
       "      <td>Retired Gen. Jack Keane, chairman of the Insti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Lauryn Overhultz</td>\n",
       "      <td>Arnold Schwarzenegger's son Christopher shows ...</td>\n",
       "      <td>Arnold Schwarzenegger's son Christopher steppe...</td>\n",
       "      <td>https://www.foxnews.com/entertainment/christop...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:32:01+00:00</td>\n",
       "      <td>Photographers captured Christopher Schwarzeneg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Peter Aitken</td>\n",
       "      <td>Houston teen on life support with head gunshot...</td>\n",
       "      <td>Houston authorities are searching Thursday for...</td>\n",
       "      <td>https://www.foxnews.com/us/houston-teen-life-s...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:29:22+00:00</td>\n",
       "      <td>Houstonauthorities are searching Thursday for ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    source            author  \\\n",
       "0   {'id': 'fox-news', 'name': 'Fox News'}  Associated Press   \n",
       "1   {'id': 'fox-news', 'name': 'Fox News'}  Associated Press   \n",
       "2   {'id': 'fox-news', 'name': 'Fox News'}        Sam Dorman   \n",
       "3   {'id': 'fox-news', 'name': 'Fox News'}  Associated Press   \n",
       "4   {'id': 'fox-news', 'name': 'Fox News'}      Brie Stimson   \n",
       "..                                     ...               ...   \n",
       "95  {'id': 'fox-news', 'name': 'Fox News'}    Jessica Napoli   \n",
       "96  {'id': 'fox-news', 'name': 'Fox News'}   Lindsay Kornick   \n",
       "97  {'id': 'fox-news', 'name': 'Fox News'}    Charles Creitz   \n",
       "98  {'id': 'fox-news', 'name': 'Fox News'}  Lauryn Overhultz   \n",
       "99  {'id': 'fox-news', 'name': 'Fox News'}      Peter Aitken   \n",
       "\n",
       "                                                title  \\\n",
       "0   Triathlete rides out the pandemic on her way t...   \n",
       "1   Miller hits 3 HRs, Phillies rout reeling Cubs 8-0   \n",
       "2   San Francisco Gay Men's Choir faces backlash f...   \n",
       "3   García HR in 8th, Brewers beat Reds to boost N...   \n",
       "4   Gavin Newsom asks Californians to voluntarily ...   \n",
       "..                                                ...   \n",
       "95  Christina Haack addresses new relationship wit...   \n",
       "96  Twitter mocks CNBC article 'The upside to infl...   \n",
       "97  Gen. Keane: Biden wrong on no 'Mission: Accomp...   \n",
       "98  Arnold Schwarzenegger's son Christopher shows ...   \n",
       "99  Houston teen on life support with head gunshot...   \n",
       "\n",
       "                                          description  \\\n",
       "0   Australian triathlete Ashleigh Gentle had just...   \n",
       "1   Brad Miller hit three home runs in a game for ...   \n",
       "2   The San Francisco Gay Men's Choir faced a wave...   \n",
       "3   Avisaíl García hit a tiebreaking, two-run home...   \n",
       "4   California Gov. Gavin Newsom asked residents o...   \n",
       "..                                                ...   \n",
       "95  The interior designer finalized her divorce fr...   \n",
       "96  CNBC published an article which appeared to ce...   \n",
       "97  Gen. Jack Keane, Ret., chairman of the Institu...   \n",
       "98  Arnold Schwarzenegger's son Christopher steppe...   \n",
       "99  Houston authorities are searching Thursday for...   \n",
       "\n",
       "                                                  url  \\\n",
       "0   https://www.foxnews.com/sports/triathlete-ride...   \n",
       "1   https://www.foxnews.com/sports/miller-hits-3-h...   \n",
       "2   https://www.foxnews.com/us/gay-choir-your-chil...   \n",
       "3   https://www.foxnews.com/sports/garcia-hr-in-8t...   \n",
       "4   https://www.foxnews.com/politics/gavin-newsom-...   \n",
       "..                                                ...   \n",
       "95  https://www.foxnews.com/entertainment/christin...   \n",
       "96  https://www.foxnews.com/media/twitter-mocks-cn...   \n",
       "97  https://www.foxnews.com/media/gen-keane-biden-...   \n",
       "98  https://www.foxnews.com/entertainment/christop...   \n",
       "99  https://www.foxnews.com/us/houston-teen-life-s...   \n",
       "\n",
       "                                           urlToImage  \\\n",
       "0   https://static.foxnews.com/foxnews.com/content...   \n",
       "1   https://static.foxnews.com/foxnews.com/content...   \n",
       "2   https://static.foxnews.com/foxnews.com/content...   \n",
       "3   https://static.foxnews.com/foxnews.com/content...   \n",
       "4   https://static.foxnews.com/foxnews.com/content...   \n",
       "..                                                ...   \n",
       "95  https://static.foxnews.com/foxnews.com/content...   \n",
       "96  https://static.foxnews.com/foxnews.com/content...   \n",
       "97  https://static.foxnews.com/foxnews.com/content...   \n",
       "98  https://static.foxnews.com/foxnews.com/content...   \n",
       "99  https://static.foxnews.com/foxnews.com/content...   \n",
       "\n",
       "                 publishedAt  \\\n",
       "0  2021-07-09 10:48:52+00:00   \n",
       "1  2021-07-09 10:44:54+00:00   \n",
       "2  2021-07-09 10:41:04+00:00   \n",
       "3  2021-07-09 10:39:59+00:00   \n",
       "4  2021-07-09 10:37:59+00:00   \n",
       "..                       ...   \n",
       "95 2021-07-08 20:58:22+00:00   \n",
       "96 2021-07-08 20:50:28+00:00   \n",
       "97 2021-07-08 20:32:22+00:00   \n",
       "98 2021-07-08 20:32:01+00:00   \n",
       "99 2021-07-08 20:29:22+00:00   \n",
       "\n",
       "                                              content  \n",
       "0   Australian triathlete Ashleigh Gentle had just...  \n",
       "1   Brad Miller hit three home runs in a game for ...  \n",
       "2   The San Francisco Gay Men's Choir faced a wave...  \n",
       "3   Avisaíl García hit a tiebreaking, two-run home...  \n",
       "4   California Gov. Gavin Newsom asked residents o...  \n",
       "..                                                ...  \n",
       "95  Christina Haack is addressing her new relation...  \n",
       "96  CNBC published an article which appeared to ce...  \n",
       "97  Retired Gen. Jack Keane, chairman of the Insti...  \n",
       "98  Photographers captured Christopher Schwarzeneg...  \n",
       "99  Houstonauthorities are searching Thursday for ...  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foxnews_base = scraper_newsapi(domain=\"foxnews.com\", sorting=\"publishedAt\", page=1)\n",
    "foxnews_base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2e7f9e9c-8999-4466-8161-47f0f131893d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source                      object\n",
      "author                      object\n",
      "title                       object\n",
      "description                 object\n",
      "url                         object\n",
      "urlToImage                  object\n",
      "publishedAt    datetime64[ns, UTC]\n",
      "content                     object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(foxnews_base.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dd911c49",
   "metadata": {},
   "outputs": [],
   "source": [
    "#nyt_data = apicode.get_everything(domains=\"nytimes.com\", sort_by=\"publishedAt\", page=1, page_size=100)\n",
    "#artikel = nyt_data['articles'].copy()\n",
    "#pddf = pd.DataFrame(artikel)\n",
    "#pddf\n",
    "\n",
    "## mit dem newsapi package kann man direkt über eine methode zugreifen und muss nicht über requests anfragen schreiben!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cf03d70f",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'nyt_data' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-cbcaf422b38f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;31m## nicht mehr an... Versuchen wirs nochmal\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mpages\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mceil\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnyt_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'totalResults'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mp\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpages\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'nyt_data' is not defined"
     ]
    }
   ],
   "source": [
    "## problematik mit paginationen: man bekommt (z. B.) ca. 3000 artikel raus, aber mehr zeigt einem der dev account\n",
    "## nicht mehr an... Versuchen wirs nochmal\n",
    "\n",
    "pages = math.ceil(nyt_data['totalResults']/100)\n",
    "\n",
    "for p in range(2, pages):\n",
    "    data = apicode.get_everything(domains=\"nytimes.com\", sort_by=\"publishedAt\", page=p, page_size=100)\n",
    "    results.extend(data['articles'])\n",
    "    \n",
    "    ## OK klappt nicht..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8647602c",
   "metadata": {},
   "outputs": [
    {
     "ename": "NewsAPIException",
     "evalue": "{'status': 'error', 'code': 'maximumResultsReached', 'message': 'You have requested too many results. Developer accounts are limited to a max of 100 results. You are trying to request results 100 to 200. Please upgrade to a paid plan if you need more results.'}",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNewsAPIException\u001b[0m                          Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-0ac66e40bb02>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# rein aus neugier: kann ich mit meiner scraperfunktion einfach die seite 2 ansteuern?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mscraper_newsapi\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdomain\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"foxnews\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msorting\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"publishedAt\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m## auch das geht leider nicht. somit steht fest, dass man mittels newsapi und dem kostenfreien dev-account maximal\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-5-91cc8da67883>\u001b[0m in \u001b[0;36mscraper_newsapi\u001b[0;34m(domain, sorting, page)\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mapicode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNewsApiClient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mapi_key\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"24723a0894f94deea8cf83a9efaca4d8\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0;31m# get_everything für die parameter der funktion\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mapicode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_everything\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdomains\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"{domain}\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msort_by\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"{sorting}\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpage_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m     \u001b[0;31m# aus dem ergebnis (data): herausziehen von den artikeln und kopieren in eigenes objekt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0marticles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'articles'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/newsapi/newsapi_client.py\u001b[0m in \u001b[0;36mget_everything\u001b[0;34m(self, q, qintitle, sources, domains, exclude_domains, from_param, to, language, sort_by, page, page_size)\u001b[0m\n\u001b[1;32m    324\u001b[0m         \u001b[0;31m# Check Status of Request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    325\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus_code\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcodes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mok\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 326\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mNewsAPIException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    327\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    328\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNewsAPIException\u001b[0m: {'status': 'error', 'code': 'maximumResultsReached', 'message': 'You have requested too many results. Developer accounts are limited to a max of 100 results. You are trying to request results 100 to 200. Please upgrade to a paid plan if you need more results.'}"
     ]
    }
   ],
   "source": [
    "# rein aus neugier: kann ich mit meiner scraperfunktion einfach die seite 2 ansteuern?\n",
    "\n",
    "scraper_newsapi(domain=\"foxnews\", sorting=\"publishedAt\", page=2)\n",
    "\n",
    "## auch das geht leider nicht. somit steht fest, dass man mittels newsapi und dem kostenfreien dev-account maximal\n",
    "## die ersten 100 nachrichten ziehen kann, bevor man in einen \"paid plan\" wechseln müsste!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "84f49164-5e2a-4f21-b2c4-fa8f13123099",
   "metadata": {},
   "outputs": [],
   "source": [
    "## vorbereitungsfunktion: sätze splitten\n",
    "def vorbereitung_dfs(i, a):\n",
    "    # nas rausschmeißen\n",
    "    i[f'{a}'].dropna(inplace=True)\n",
    "    \n",
    "    # alles in kleinbuchstaben umwandeln\n",
    "    i[f'{a}'] = [entry.lower() for entry in i[a]]\n",
    "    \n",
    "    # tokenization: erstellen einzelner worte\n",
    "    i[f'{a}'] = [word_tokenize(entry) for entry in i[a]]\n",
    "    \n",
    "    return i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "923a3cc5-6878-4ede-bd38-e31b6440ab90",
   "metadata": {},
   "outputs": [],
   "source": [
    "## testen der überführung meiner lemmatization words funktion\n",
    "def newcol_lemmawords(i):    \n",
    "    # shenanigans welches für NLP gebraucht wird, damit wörter richtig erkannt werden\n",
    "    tag_map = defaultdict(lambda : wn.NOUN)\n",
    "    tag_map['J'] = wn.ADJ\n",
    "    tag_map['V'] = wn.VERB\n",
    "    tag_map['R'] = wn.ADV\n",
    "    \n",
    "    for index,entry in enumerate(i[\"description\"]):\n",
    "    # Declaring Empty List to store the words that follow the rules for this step\n",
    "        Final_words = []\n",
    "    # Initializing WordNetLemmatizer()\n",
    "        word_Lemmatized = WordNetLemmatizer()\n",
    "    # pos_tag function below will provide the 'tag' i.e if the word is Noun(N) or Verb(V) or something else.\n",
    "        for word, tag in pos_tag(entry):\n",
    "        # Below condition is to check for Stop words and consider only alphabets\n",
    "            if word not in stopwords.words('english') and word.isalpha():\n",
    "                word_Final = word_Lemmatized.lemmatize(word,tag_map[tag[0]])\n",
    "                Final_words.append(word_Final)\n",
    "    # The final processed set of words for each iteration will be stored in 'text_final'\n",
    "    e = i\n",
    "    e.loc[index,'text_final'] = str(Final_words)\n",
    "    return e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bb305c6e-9522-4bdd-9ef5-9c8cccd01ebf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def lemmawords(i, a):\n",
    "    # shenanigans welches für NLP gebraucht wird, damit wörter richtig erkannt werden\n",
    "    tag_map = defaultdict(lambda : wn.NOUN)\n",
    "    tag_map['J'] = wn.ADJ\n",
    "    tag_map['V'] = wn.VERB\n",
    "    tag_map['R'] = wn.ADV\n",
    "    \n",
    "    for index,entry in enumerate(i[\"description\"]):\n",
    "    # Declaring Empty List to store the words that follow the rules for this step\n",
    "        Final_words = []\n",
    "    # Initializing WordNetLemmatizer()\n",
    "        word_Lemmatized = WordNetLemmatizer()\n",
    "    # pos_tag function below will provide the 'tag' i.e if the word is Noun(N) or Verb(V) or something else.\n",
    "        for word, tag in pos_tag(entry):\n",
    "        # Below condition is to check for Stop words and consider only alphabets\n",
    "            if word not in stopwords.words('english') and word.isalpha():\n",
    "                word_Final = word_Lemmatized.lemmatize(word,tag_map[tag[0]])\n",
    "                Final_words.append(word_Final)\n",
    "    # The final processed set of words for each iteration will be stored in 'text_final'\n",
    "    return Final_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "68471bc1-669d-4cc4-8ab0-b6f431b53033",
   "metadata": {},
   "outputs": [],
   "source": [
    "foxnews_vorbereitet = vorbereitung_dfs(foxnews_base, \"description\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "75619212-a557-41eb-9de8-a379f3ce967a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# shenanigans welches für NLP gebraucht wird, damit wörter richtig erkannt werden\n",
    "tag_map = defaultdict(lambda : wn.NOUN)\n",
    "tag_map['J'] = wn.ADJ\n",
    "tag_map['V'] = wn.VERB\n",
    "tag_map['R'] = wn.ADV\n",
    "    \n",
    "for index,entry in enumerate(foxnews_vorbereitet[\"description\"]):\n",
    "    Final_words = []\n",
    "    # Initializing WordNetLemmatizer()\n",
    "    word_Lemmatized = WordNetLemmatizer()\n",
    "    # pos_tag function below will provide the 'tag' i.e if the word is Noun(N) or Verb(V) or something else.\n",
    "    for word, tag in pos_tag(entry):\n",
    "        # Below condition is to check for Stop words and consider only alphabets\n",
    "        if word not in stopwords.words('english') and word.isalpha():\n",
    "            word_Final = word_Lemmatized.lemmatize(word,tag_map[tag[0]])\n",
    "            Final_words.append(word_Final)\n",
    "    # The final processed set of words for each iteration will be stored in 'text_final'\n",
    "    foxnews_vorbereitet.loc[index,'text_final'] = str(Final_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6c171cfc-8fd9-4a61-9a3f-8c74d6101818",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>author</th>\n",
       "      <th>title</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>urlToImage</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>content</th>\n",
       "      <th>text_final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Associated Press</td>\n",
       "      <td>Triathlete rides out the pandemic on her way t...</td>\n",
       "      <td>[australian, triathlete, ashleigh, gentle, had...</td>\n",
       "      <td>https://www.foxnews.com/sports/triathlete-ride...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:48:52+00:00</td>\n",
       "      <td>Australian triathlete Ashleigh Gentle had just...</td>\n",
       "      <td>['australian', 'triathlete', 'ashleigh', 'gent...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Associated Press</td>\n",
       "      <td>Miller hits 3 HRs, Phillies rout reeling Cubs 8-0</td>\n",
       "      <td>[brad, miller, hit, three, home, runs, in, a, ...</td>\n",
       "      <td>https://www.foxnews.com/sports/miller-hits-3-h...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:44:54+00:00</td>\n",
       "      <td>Brad Miller hit three home runs in a game for ...</td>\n",
       "      <td>['brad', 'miller', 'hit', 'three', 'home', 'ru...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Sam Dorman</td>\n",
       "      <td>San Francisco Gay Men's Choir faces backlash f...</td>\n",
       "      <td>[the, san, francisco, gay, men, 's, choir, fac...</td>\n",
       "      <td>https://www.foxnews.com/us/gay-choir-your-chil...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:41:04+00:00</td>\n",
       "      <td>The San Francisco Gay Men's Choir faced a wave...</td>\n",
       "      <td>['san', 'francisco', 'gay', 'men', 'choir', 'f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Associated Press</td>\n",
       "      <td>García HR in 8th, Brewers beat Reds to boost N...</td>\n",
       "      <td>[avisaíl, garcía, hit, a, tiebreaking, ,, two-...</td>\n",
       "      <td>https://www.foxnews.com/sports/garcia-hr-in-8t...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:39:59+00:00</td>\n",
       "      <td>Avisaíl García hit a tiebreaking, two-run home...</td>\n",
       "      <td>['avisaíl', 'garcía', 'hit', 'tiebreaking', 'h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Brie Stimson</td>\n",
       "      <td>Gavin Newsom asks Californians to voluntarily ...</td>\n",
       "      <td>[california, gov, ., gavin, newsom, asked, res...</td>\n",
       "      <td>https://www.foxnews.com/politics/gavin-newsom-...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-09 10:37:59+00:00</td>\n",
       "      <td>California Gov. Gavin Newsom asked residents o...</td>\n",
       "      <td>['california', 'gov', 'gavin', 'newsom', 'ask'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Jessica Napoli</td>\n",
       "      <td>Christina Haack addresses new relationship wit...</td>\n",
       "      <td>[the, interior, designer, finalized, her, divo...</td>\n",
       "      <td>https://www.foxnews.com/entertainment/christin...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:58:22+00:00</td>\n",
       "      <td>Christina Haack is addressing her new relation...</td>\n",
       "      <td>['interior', 'designer', 'finalize', 'divorce'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Lindsay Kornick</td>\n",
       "      <td>Twitter mocks CNBC article 'The upside to infl...</td>\n",
       "      <td>[cnbc, published, an, article, which, appeared...</td>\n",
       "      <td>https://www.foxnews.com/media/twitter-mocks-cn...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:50:28+00:00</td>\n",
       "      <td>CNBC published an article which appeared to ce...</td>\n",
       "      <td>['cnbc', 'publish', 'article', 'appear', 'cele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Charles Creitz</td>\n",
       "      <td>Gen. Keane: Biden wrong on no 'Mission: Accomp...</td>\n",
       "      <td>[gen., jack, keane, ,, ret., ,, chairman, of, ...</td>\n",
       "      <td>https://www.foxnews.com/media/gen-keane-biden-...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:32:22+00:00</td>\n",
       "      <td>Retired Gen. Jack Keane, chairman of the Insti...</td>\n",
       "      <td>['jack', 'keane', 'chairman', 'institute', 'st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Lauryn Overhultz</td>\n",
       "      <td>Arnold Schwarzenegger's son Christopher shows ...</td>\n",
       "      <td>[arnold, schwarzenegger, 's, son, christopher,...</td>\n",
       "      <td>https://www.foxnews.com/entertainment/christop...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:32:01+00:00</td>\n",
       "      <td>Photographers captured Christopher Schwarzeneg...</td>\n",
       "      <td>['arnold', 'schwarzenegger', 'son', 'christoph...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>{'id': 'fox-news', 'name': 'Fox News'}</td>\n",
       "      <td>Peter Aitken</td>\n",
       "      <td>Houston teen on life support with head gunshot...</td>\n",
       "      <td>[houston, authorities, are, searching, thursda...</td>\n",
       "      <td>https://www.foxnews.com/us/houston-teen-life-s...</td>\n",
       "      <td>https://static.foxnews.com/foxnews.com/content...</td>\n",
       "      <td>2021-07-08 20:29:22+00:00</td>\n",
       "      <td>Houstonauthorities are searching Thursday for ...</td>\n",
       "      <td>['houston', 'authority', 'search', 'thursday',...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    source            author  \\\n",
       "0   {'id': 'fox-news', 'name': 'Fox News'}  Associated Press   \n",
       "1   {'id': 'fox-news', 'name': 'Fox News'}  Associated Press   \n",
       "2   {'id': 'fox-news', 'name': 'Fox News'}        Sam Dorman   \n",
       "3   {'id': 'fox-news', 'name': 'Fox News'}  Associated Press   \n",
       "4   {'id': 'fox-news', 'name': 'Fox News'}      Brie Stimson   \n",
       "..                                     ...               ...   \n",
       "95  {'id': 'fox-news', 'name': 'Fox News'}    Jessica Napoli   \n",
       "96  {'id': 'fox-news', 'name': 'Fox News'}   Lindsay Kornick   \n",
       "97  {'id': 'fox-news', 'name': 'Fox News'}    Charles Creitz   \n",
       "98  {'id': 'fox-news', 'name': 'Fox News'}  Lauryn Overhultz   \n",
       "99  {'id': 'fox-news', 'name': 'Fox News'}      Peter Aitken   \n",
       "\n",
       "                                                title  \\\n",
       "0   Triathlete rides out the pandemic on her way t...   \n",
       "1   Miller hits 3 HRs, Phillies rout reeling Cubs 8-0   \n",
       "2   San Francisco Gay Men's Choir faces backlash f...   \n",
       "3   García HR in 8th, Brewers beat Reds to boost N...   \n",
       "4   Gavin Newsom asks Californians to voluntarily ...   \n",
       "..                                                ...   \n",
       "95  Christina Haack addresses new relationship wit...   \n",
       "96  Twitter mocks CNBC article 'The upside to infl...   \n",
       "97  Gen. Keane: Biden wrong on no 'Mission: Accomp...   \n",
       "98  Arnold Schwarzenegger's son Christopher shows ...   \n",
       "99  Houston teen on life support with head gunshot...   \n",
       "\n",
       "                                          description  \\\n",
       "0   [australian, triathlete, ashleigh, gentle, had...   \n",
       "1   [brad, miller, hit, three, home, runs, in, a, ...   \n",
       "2   [the, san, francisco, gay, men, 's, choir, fac...   \n",
       "3   [avisaíl, garcía, hit, a, tiebreaking, ,, two-...   \n",
       "4   [california, gov, ., gavin, newsom, asked, res...   \n",
       "..                                                ...   \n",
       "95  [the, interior, designer, finalized, her, divo...   \n",
       "96  [cnbc, published, an, article, which, appeared...   \n",
       "97  [gen., jack, keane, ,, ret., ,, chairman, of, ...   \n",
       "98  [arnold, schwarzenegger, 's, son, christopher,...   \n",
       "99  [houston, authorities, are, searching, thursda...   \n",
       "\n",
       "                                                  url  \\\n",
       "0   https://www.foxnews.com/sports/triathlete-ride...   \n",
       "1   https://www.foxnews.com/sports/miller-hits-3-h...   \n",
       "2   https://www.foxnews.com/us/gay-choir-your-chil...   \n",
       "3   https://www.foxnews.com/sports/garcia-hr-in-8t...   \n",
       "4   https://www.foxnews.com/politics/gavin-newsom-...   \n",
       "..                                                ...   \n",
       "95  https://www.foxnews.com/entertainment/christin...   \n",
       "96  https://www.foxnews.com/media/twitter-mocks-cn...   \n",
       "97  https://www.foxnews.com/media/gen-keane-biden-...   \n",
       "98  https://www.foxnews.com/entertainment/christop...   \n",
       "99  https://www.foxnews.com/us/houston-teen-life-s...   \n",
       "\n",
       "                                           urlToImage  \\\n",
       "0   https://static.foxnews.com/foxnews.com/content...   \n",
       "1   https://static.foxnews.com/foxnews.com/content...   \n",
       "2   https://static.foxnews.com/foxnews.com/content...   \n",
       "3   https://static.foxnews.com/foxnews.com/content...   \n",
       "4   https://static.foxnews.com/foxnews.com/content...   \n",
       "..                                                ...   \n",
       "95  https://static.foxnews.com/foxnews.com/content...   \n",
       "96  https://static.foxnews.com/foxnews.com/content...   \n",
       "97  https://static.foxnews.com/foxnews.com/content...   \n",
       "98  https://static.foxnews.com/foxnews.com/content...   \n",
       "99  https://static.foxnews.com/foxnews.com/content...   \n",
       "\n",
       "                 publishedAt  \\\n",
       "0  2021-07-09 10:48:52+00:00   \n",
       "1  2021-07-09 10:44:54+00:00   \n",
       "2  2021-07-09 10:41:04+00:00   \n",
       "3  2021-07-09 10:39:59+00:00   \n",
       "4  2021-07-09 10:37:59+00:00   \n",
       "..                       ...   \n",
       "95 2021-07-08 20:58:22+00:00   \n",
       "96 2021-07-08 20:50:28+00:00   \n",
       "97 2021-07-08 20:32:22+00:00   \n",
       "98 2021-07-08 20:32:01+00:00   \n",
       "99 2021-07-08 20:29:22+00:00   \n",
       "\n",
       "                                              content  \\\n",
       "0   Australian triathlete Ashleigh Gentle had just...   \n",
       "1   Brad Miller hit three home runs in a game for ...   \n",
       "2   The San Francisco Gay Men's Choir faced a wave...   \n",
       "3   Avisaíl García hit a tiebreaking, two-run home...   \n",
       "4   California Gov. Gavin Newsom asked residents o...   \n",
       "..                                                ...   \n",
       "95  Christina Haack is addressing her new relation...   \n",
       "96  CNBC published an article which appeared to ce...   \n",
       "97  Retired Gen. Jack Keane, chairman of the Insti...   \n",
       "98  Photographers captured Christopher Schwarzeneg...   \n",
       "99  Houstonauthorities are searching Thursday for ...   \n",
       "\n",
       "                                           text_final  \n",
       "0   ['australian', 'triathlete', 'ashleigh', 'gent...  \n",
       "1   ['brad', 'miller', 'hit', 'three', 'home', 'ru...  \n",
       "2   ['san', 'francisco', 'gay', 'men', 'choir', 'f...  \n",
       "3   ['avisaíl', 'garcía', 'hit', 'tiebreaking', 'h...  \n",
       "4   ['california', 'gov', 'gavin', 'newsom', 'ask'...  \n",
       "..                                                ...  \n",
       "95  ['interior', 'designer', 'finalize', 'divorce'...  \n",
       "96  ['cnbc', 'publish', 'article', 'appear', 'cele...  \n",
       "97  ['jack', 'keane', 'chairman', 'institute', 'st...  \n",
       "98  ['arnold', 'schwarzenegger', 'son', 'christoph...  \n",
       "99  ['houston', 'authority', 'search', 'thursday',...  \n",
       "\n",
       "[100 rows x 9 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foxnews_vorbereitet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b504dc14-003d-4e61-a802-58f5dd7a85dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "nytimes_base = scraper_newsapi(domain=\"nytimes.com\", sorting=\"publishedAt\", page=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c38c4822-267a-4574-b874-4783ad3751d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "nytimes_vorbereitet = vorbereitung_dfs(nytimes_base, \"description\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "badbc65b-ee08-4f96-b3f8-f8f322ad0024",
   "metadata": {},
   "outputs": [],
   "source": [
    "# wn (wordnet): funktion zur lemmatization der wörter; hat als default nomen\n",
    "tag_map = defaultdict(lambda : wn.NOUN)\n",
    "tag_map['J'] = wn.ADJ\n",
    "tag_map['V'] = wn.VERB\n",
    "tag_map['R'] = wn.ADV\n",
    "    \n",
    "# forloop: für jeden eintrag in aufgelisteter spalte \"description\" des vorbereiteten pd.DataFrame\n",
    "for index,entry in enumerate(nytimes_vorbereitet[\"description\"]):\n",
    "    # leere liste erstellen\n",
    "    Final_words = []\n",
    "    # die lemmatization-funktion als objekt sichern\n",
    "    word_Lemmatized = WordNetLemmatizer()\n",
    "    # pos_tag (\"parts of speech\") aus dem nlp-package nltk: das wird für jeden eintrag festlegen, welche wortart es ist\n",
    "    for word, tag in pos_tag(entry):\n",
    "        # prüfung für stopwords (also z. B. \"by\", \"the\", usw.) und ob es sich um ein wirkliches wort handelt (isalpha checkt\n",
    "        # auf buchstaben). wenn abgeschlossen, wird dieses objekt an die leere liste geklebt\n",
    "        if word not in stopwords.words('english') and word.isalpha():\n",
    "            word_Final = word_Lemmatized.lemmatize(word,tag_map[tag[0]])\n",
    "            Final_words.append(word_Final)\n",
    "    # die leere liste wird an den datensatz als neue column geklebt\n",
    "    nytimes_neue = nytimes_vorbereitet\n",
    "    nytimes_neue.loc[index,'text_final'] = str(Final_words)\n",
    "    \n",
    "## diese funktionen zur lemmatization habe ich mir von auswärts geholt, so transparent muss ich sein,\n",
    "## da ich bisher keine erfahrung mit nlp habe/hatte. ich habe aber, wie den kommentaren zu entnehmen ist, \n",
    "## nachvollzogen, wie die funktionen arbeiten. in dem artikel wurde das dann eingesetzt, um ein machine learning modell zu\n",
    "## bauen um artikel zu kategorisieren. da mir das zu abgehoben erschien und ich das noch nie gemacht habe und auch die \n",
    "## algorithmen dahinter in der kurzen zeit nicht verstehen konnte, habe ich davon abgesehen und mich für eine wordcloud\n",
    "## entschieden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fbce550e-8930-46ee-90c6-0bf50c3227f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>author</th>\n",
       "      <th>title</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>urlToImage</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>content</th>\n",
       "      <th>text_final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Alan Rappeport</td>\n",
       "      <td>I.M.F. Board Backs $650 Billion Aid Plan to He...</td>\n",
       "      <td>[the, expansion, of, emergency, reserves, to, ...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/09/us/politics...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/09/us/...</td>\n",
       "      <td>2021-07-09 10:58:56+00:00</td>\n",
       "      <td>VENICE, Italy The International Monetary Fund ...</td>\n",
       "      <td>['expansion', 'emergency', 'reserve', 'fund', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Michael J. de la Merced</td>\n",
       "      <td>How Much Longer Can Martin Shkreli Control a P...</td>\n",
       "      <td>[a, group, of, shareholders, has, set, up, a, ...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/09/business/de...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/09/bus...</td>\n",
       "      <td>2021-07-09 10:58:36+00:00</td>\n",
       "      <td>Since moving to the low-security prison, in Al...</td>\n",
       "      <td>['group', 'shareholder', 'set', 'showdown', 'm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>David Leonhardt</td>\n",
       "      <td>Biden’s New Push</td>\n",
       "      <td>[the, u.s., economy, suffers, from, a, lack, o...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/09/briefing/us...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/09/len...</td>\n",
       "      <td>2021-07-09 10:31:49+00:00</td>\n",
       "      <td>As word began spreading this week that Biden w...</td>\n",
       "      <td>['economy', 'suffers', 'lack', 'competition', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Elian Peltier and Marc Santora</td>\n",
       "      <td>Violence is a threat Haitians know. Covid is s...</td>\n",
       "      <td>[a, shifting, political, crisis, after, the, a...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/09/world/ameri...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/09/wor...</td>\n",
       "      <td>2021-07-09 10:14:31+00:00</td>\n",
       "      <td>But even before the assassination of President...</td>\n",
       "      <td>['shifting', 'political', 'crisis', 'assassina...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Kalee Thompson</td>\n",
       "      <td>Why We Love the Micro Maxi Deluxe Scooter</td>\n",
       "      <td>[spotting, my, kid, gliding, down, the, sidewa...</td>\n",
       "      <td>https://www.nytimes.com/wirecutter/reviews/mic...</td>\n",
       "      <td>https://cdn.thewirecutter.com/wp-content/media...</td>\n",
       "      <td>2021-07-09 10:00:58+00:00</td>\n",
       "      <td>The three-wheeled Micro Maxi Deluxe, a lean-to...</td>\n",
       "      <td>['spot', 'kid', 'glide', 'sidewalk', 'micro', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Ben Rothenberg</td>\n",
       "      <td>Why Denis Shapovalov Is Having a Wimbeldon to ...</td>\n",
       "      <td>[&lt;, ol, &gt;, &lt;, li, &gt;, why, denis, shapovalov, i...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/08/sports/tenn...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/08/spo...</td>\n",
       "      <td>2021-07-08 17:41:09+00:00</td>\n",
       "      <td>There have been, as Bautista Agut hinted, less...</td>\n",
       "      <td>['ol', 'li', 'denis', 'shapovalov', 'wimbeldon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Reed Abelson</td>\n",
       "      <td>Social Isolation in U.S. Rose as Crisis Began ...</td>\n",
       "      <td>[the, findings, suggest, recovery, from, the, ...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/08/health/coro...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/08/us/...</td>\n",
       "      <td>2021-07-08 17:33:08+00:00</td>\n",
       "      <td>The findings suggest recovery from the pandemi...</td>\n",
       "      <td>['finding', 'suggest', 'recovery', 'pandemic',...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>James Poniewozik</td>\n",
       "      <td>Review: ‘The White Lotus’ Offers Scenery From ...</td>\n",
       "      <td>[mike, white, ’, s, one-percenter, satire, for...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/08/arts/televi...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/08/art...</td>\n",
       "      <td>2021-07-08 16:40:36+00:00</td>\n",
       "      <td>As the resort manager, Armond (Murray Bartlett...</td>\n",
       "      <td>['mike', 'white', 'satire', 'hbo', 'tale', 'mo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Shira Ovide</td>\n",
       "      <td>A New Digital Life, Same Old Problems</td>\n",
       "      <td>[despite, our, hopes, ,, the, internet, hasn, ...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/08/technology/...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/08/bus...</td>\n",
       "      <td>2021-07-08 16:39:42+00:00</td>\n",
       "      <td>This article is part of the On Tech newsletter...</td>\n",
       "      <td>['despite', 'hope', 'internet', 'erase', 'pres...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>{'id': None, 'name': 'New York Times'}</td>\n",
       "      <td>Emily Anthes</td>\n",
       "      <td>Covid Lambda Variant of Peru: What Scientists ...</td>\n",
       "      <td>[spreading, fast, in, south, america, ,, the, ...</td>\n",
       "      <td>https://www.nytimes.com/2021/07/08/health/lamb...</td>\n",
       "      <td>https://static01.nyt.com/images/2021/07/08/sci...</td>\n",
       "      <td>2021-07-08 16:34:04+00:00</td>\n",
       "      <td>But big questions remain unanswered. It is not...</td>\n",
       "      <td>['spread', 'fast', 'south', 'america', 'varian...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    source                          author  \\\n",
       "0   {'id': None, 'name': 'New York Times'}                  Alan Rappeport   \n",
       "1   {'id': None, 'name': 'New York Times'}         Michael J. de la Merced   \n",
       "2   {'id': None, 'name': 'New York Times'}                 David Leonhardt   \n",
       "3   {'id': None, 'name': 'New York Times'}  Elian Peltier and Marc Santora   \n",
       "4   {'id': None, 'name': 'New York Times'}                  Kalee Thompson   \n",
       "..                                     ...                             ...   \n",
       "95  {'id': None, 'name': 'New York Times'}                  Ben Rothenberg   \n",
       "96  {'id': None, 'name': 'New York Times'}                    Reed Abelson   \n",
       "97  {'id': None, 'name': 'New York Times'}                James Poniewozik   \n",
       "98  {'id': None, 'name': 'New York Times'}                     Shira Ovide   \n",
       "99  {'id': None, 'name': 'New York Times'}                    Emily Anthes   \n",
       "\n",
       "                                                title  \\\n",
       "0   I.M.F. Board Backs $650 Billion Aid Plan to He...   \n",
       "1   How Much Longer Can Martin Shkreli Control a P...   \n",
       "2                                    Biden’s New Push   \n",
       "3   Violence is a threat Haitians know. Covid is s...   \n",
       "4           Why We Love the Micro Maxi Deluxe Scooter   \n",
       "..                                                ...   \n",
       "95  Why Denis Shapovalov Is Having a Wimbeldon to ...   \n",
       "96  Social Isolation in U.S. Rose as Crisis Began ...   \n",
       "97  Review: ‘The White Lotus’ Offers Scenery From ...   \n",
       "98              A New Digital Life, Same Old Problems   \n",
       "99  Covid Lambda Variant of Peru: What Scientists ...   \n",
       "\n",
       "                                          description  \\\n",
       "0   [the, expansion, of, emergency, reserves, to, ...   \n",
       "1   [a, group, of, shareholders, has, set, up, a, ...   \n",
       "2   [the, u.s., economy, suffers, from, a, lack, o...   \n",
       "3   [a, shifting, political, crisis, after, the, a...   \n",
       "4   [spotting, my, kid, gliding, down, the, sidewa...   \n",
       "..                                                ...   \n",
       "95  [<, ol, >, <, li, >, why, denis, shapovalov, i...   \n",
       "96  [the, findings, suggest, recovery, from, the, ...   \n",
       "97  [mike, white, ’, s, one-percenter, satire, for...   \n",
       "98  [despite, our, hopes, ,, the, internet, hasn, ...   \n",
       "99  [spreading, fast, in, south, america, ,, the, ...   \n",
       "\n",
       "                                                  url  \\\n",
       "0   https://www.nytimes.com/2021/07/09/us/politics...   \n",
       "1   https://www.nytimes.com/2021/07/09/business/de...   \n",
       "2   https://www.nytimes.com/2021/07/09/briefing/us...   \n",
       "3   https://www.nytimes.com/2021/07/09/world/ameri...   \n",
       "4   https://www.nytimes.com/wirecutter/reviews/mic...   \n",
       "..                                                ...   \n",
       "95  https://www.nytimes.com/2021/07/08/sports/tenn...   \n",
       "96  https://www.nytimes.com/2021/07/08/health/coro...   \n",
       "97  https://www.nytimes.com/2021/07/08/arts/televi...   \n",
       "98  https://www.nytimes.com/2021/07/08/technology/...   \n",
       "99  https://www.nytimes.com/2021/07/08/health/lamb...   \n",
       "\n",
       "                                           urlToImage  \\\n",
       "0   https://static01.nyt.com/images/2021/07/09/us/...   \n",
       "1   https://static01.nyt.com/images/2021/07/09/bus...   \n",
       "2   https://static01.nyt.com/images/2021/07/09/len...   \n",
       "3   https://static01.nyt.com/images/2021/07/09/wor...   \n",
       "4   https://cdn.thewirecutter.com/wp-content/media...   \n",
       "..                                                ...   \n",
       "95  https://static01.nyt.com/images/2021/07/08/spo...   \n",
       "96  https://static01.nyt.com/images/2021/07/08/us/...   \n",
       "97  https://static01.nyt.com/images/2021/07/08/art...   \n",
       "98  https://static01.nyt.com/images/2021/07/08/bus...   \n",
       "99  https://static01.nyt.com/images/2021/07/08/sci...   \n",
       "\n",
       "                 publishedAt  \\\n",
       "0  2021-07-09 10:58:56+00:00   \n",
       "1  2021-07-09 10:58:36+00:00   \n",
       "2  2021-07-09 10:31:49+00:00   \n",
       "3  2021-07-09 10:14:31+00:00   \n",
       "4  2021-07-09 10:00:58+00:00   \n",
       "..                       ...   \n",
       "95 2021-07-08 17:41:09+00:00   \n",
       "96 2021-07-08 17:33:08+00:00   \n",
       "97 2021-07-08 16:40:36+00:00   \n",
       "98 2021-07-08 16:39:42+00:00   \n",
       "99 2021-07-08 16:34:04+00:00   \n",
       "\n",
       "                                              content  \\\n",
       "0   VENICE, Italy The International Monetary Fund ...   \n",
       "1   Since moving to the low-security prison, in Al...   \n",
       "2   As word began spreading this week that Biden w...   \n",
       "3   But even before the assassination of President...   \n",
       "4   The three-wheeled Micro Maxi Deluxe, a lean-to...   \n",
       "..                                                ...   \n",
       "95  There have been, as Bautista Agut hinted, less...   \n",
       "96  The findings suggest recovery from the pandemi...   \n",
       "97  As the resort manager, Armond (Murray Bartlett...   \n",
       "98  This article is part of the On Tech newsletter...   \n",
       "99  But big questions remain unanswered. It is not...   \n",
       "\n",
       "                                           text_final  \n",
       "0   ['expansion', 'emergency', 'reserve', 'fund', ...  \n",
       "1   ['group', 'shareholder', 'set', 'showdown', 'm...  \n",
       "2   ['economy', 'suffers', 'lack', 'competition', ...  \n",
       "3   ['shifting', 'political', 'crisis', 'assassina...  \n",
       "4   ['spot', 'kid', 'glide', 'sidewalk', 'micro', ...  \n",
       "..                                                ...  \n",
       "95  ['ol', 'li', 'denis', 'shapovalov', 'wimbeldon...  \n",
       "96  ['finding', 'suggest', 'recovery', 'pandemic',...  \n",
       "97  ['mike', 'white', 'satire', 'hbo', 'tale', 'mo...  \n",
       "98  ['despite', 'hope', 'internet', 'erase', 'pres...  \n",
       "99  ['spread', 'fast', 'south', 'america', 'varian...  \n",
       "\n",
       "[100 rows x 9 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nytimes_neue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0dc87852",
   "metadata": {},
   "outputs": [],
   "source": [
    "nytimes_neue['text_final'] = nytimes_neue['text_final'].str.strip('[]')\n",
    "nytimes_neue.to_csv(\"nytimes_neue_test.csv\", encoding = \"UTF-8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "12e92412-ed49-426d-b057-610e8cf4ee2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pip install wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "19f427ce-6213-4499-bfa9-57358c86f482",
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "efa167df-43a8-428b-8064-e5f6373f68d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fun_wordcloud(wort):\n",
    "    wordcloud = WordCloud(width = 800, height = 500, random_state=21, max_font_size=110).generate(wort)\n",
    "    plt.figure(figsize=(10,7))\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "09bd7d20",
   "metadata": {},
   "outputs": [],
   "source": [
    "def passend(series, i):\n",
    "    leereliste = []\n",
    "    \n",
    "    for i in series[int(i)+1]:\n",
    "        leereliste.append(series[i])\n",
    "    return leereliste"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2576a374",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'fullcontent' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-29-a3715431d044>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpassend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfullcontent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'fullcontent' is not defined"
     ]
    }
   ],
   "source": [
    "passend(fullcontent, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "061a3ea8-0e56-45b0-a109-36a98d430715",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     'expansion', 'emergency', 'reserve', 'fund', '...\n",
       "1     'group', 'shareholder', 'set', 'showdown', 'ma...\n",
       "2     'economy', 'suffers', 'lack', 'competition', '...\n",
       "3     'shifting', 'political', 'crisis', 'assassinat...\n",
       "4     'spot', 'kid', 'glide', 'sidewalk', 'micro', '...\n",
       "5     'night', 'warm', 'faster', 'day', 'across', 'p...\n",
       "6     'sixteen', 'african', 'country', 'report', 're...\n",
       "7     'zaila', 'harvey', 'word', 'become', 'first', ...\n",
       "8     'meatless', 'italian', 'hero', 'three', 'impre...\n",
       "9     'octopus', 'squid', 'full', 'cephalopod', 'cha...\n",
       "10    'margot', 'robbie', 'barbie', 'daniel', 'kaluu...\n",
       "11    'omar', 'degan', 'bear', 'italy', 'somali', 'p...\n",
       "12    'one', 'thing', 'reporter', 'eats', 'sardine',...\n",
       "13    'many', 'theater', 'get', 'boost', 'pandemic',...\n",
       "14    'pandemic', 'ebb', 'loop', 'nearby', 'neighbor...\n",
       "15    'measure', 'ban', 'abortion', 'six', 'week', '...\n",
       "16    'gathering', 'begin', 'crucial', 'stretch', 'y...\n",
       "17    'order', 'president', 'late', 'acknowledgment'...\n",
       "18    'landlord', 'queen', 'say', 'tenant', 'curse',...\n",
       "19    'black', 'woman', 'suffer', 'reproductive', 'p...\n",
       "20    'vicky', 'guo', 'patrick', 'roath', 'meet', 'j...\n",
       "21    'night', 'warm', 'faster', 'day', 'across', 'p...\n",
       "22    'war', 'drug', 'end', 'figure', 'peace', 'look...\n",
       "23    'drs', 'valerie', 'sidhoum', 'edward', 'horton...\n",
       "24    'wrench', 'process', 'learn', 'live', 'within'...\n",
       "25    'many', 'recovery', 'clinic', 'spring', 'aroun...\n",
       "26    'many', 'recovery', 'clinic', 'spring', 'aroun...\n",
       "27    'jason', 'bolicki', 'adam', 'schloff', 'never'...\n",
       "28    'white', 'evangelicals', 'ca', 'tolerate', 'be...\n",
       "29    'cancer', 'treatment', 'rob', 'ability', 'eat'...\n",
       "30    'blake', 'song', 'bailey', 'kinsolving', 'plan...\n",
       "31    'sociologist', 'poet', 'marvel', 'comic', 'wri...\n",
       "32    'karina', 'lopez', 'curtis', 'rogers', 'meet',...\n",
       "33    'new', 'deeply', 'report', 'book', 'time', 're...\n",
       "34           'six', 'new', 'paperback', 'check', 'week'\n",
       "35    'reader', 'respond', 'recent', 'issue', 'sunda...\n",
       "36    'one', 'department', 'official', 'reassign', '...\n",
       "37    'fear', 'grow', 'power', 'struggle', 'lawlessn...\n",
       "38    'mountain', 'lush', 'green', 'valley', 'string...\n",
       "39    'al', 'principio', 'los', 'síntomas', 'infanti...\n",
       "40    'part', 'world', 'reopen', 'uganda', 'lock', '...\n",
       "41    'ex', 'injure', 'brain', 'fall', 'thought', 's...\n",
       "42                                 'european', 'travel'\n",
       "43    'dozen', 'people', 'rescue', 'flooded', 'highw...\n",
       "44    'scientist', 'critical', 'announcement', 'poin...\n",
       "45    'killing', 'discover', 'pinetree', 'country', ...\n",
       "46    'biden', 'administration', 'ask', 'mexico', 'r...\n",
       "47    'ol', 'li', 'white', 'house', 'set', 'ethics',...\n",
       "48    'supporter', 'trump', 'big', 'lie', 'poise', '...\n",
       "49    'million', 'democratic', 'national', 'committe...\n",
       "50    'president', 'insist', 'united', 'state', 'do'...\n",
       "51    'two', 'prime', 'minister', 'one', 'interim', ...\n",
       "52    'disaster', 'happen', 'middle', 'night', 'many...\n",
       "53    'despite', 'interim', 'prime', 'minister', 'cl...\n",
       "54    'american', 'flock', 'national', 'park', 'reco...\n",
       "55                    'still', 'pay', 'price', 'policy'\n",
       "56    'coverage', 'tonight', 'final', 'contender', '...\n",
       "57    'ol', 'li', 'ashleigh', 'barty', 'karolina', '...\n",
       "58    'west', 'coast', 'prepare', 'yet', 'another', ...\n",
       "59    'know', 'lambda', 'variant', 'first', 'discove...\n",
       "Name: text_final, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fullcontent = nytimes_neue[\"text_final\"][0:60]\n",
    "fullcontent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4f19f089",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "61    'facebook', 'enter', 'subscription', 'newslett...\n",
       "62    'chief', 'new', 'york', 'spend', 'month', 'inv...\n",
       "63    'assassination', 'rock', 'nation', 'stoke', 'f...\n",
       "64    'draw', 'cartoon', 'new', 'yorker', 'populate'...\n",
       "65    'protest', 'ban', 'fan', 'new', 'sport', 'like...\n",
       "66    'economy', 'remain', 'hot', 'future', 'look', ...\n",
       "67    'two', 'documentary', 'take', 'different', 'ap...\n",
       "68    'contribute', 'movie', 'husband', 'bernardo', ...\n",
       "69    'economy', 'remain', 'hot', 'future', 'look', ...\n",
       "70    'second', 'attempt', 'pass', 'sweeping', 'elec...\n",
       "71    'european', 'union', 'reopen', 'visitor', 'uni...\n",
       "72                         'suspect', 'detain', 'haiti'\n",
       "73    'follow', 'heart', 'even', 'disappoint', 'parent'\n",
       "74    'island', 'queen', 'vanessa', 'riley', 'introd...\n",
       "75    'leonardo', 'magic', 'name', 'dealer', 'say', ...\n",
       "76    'least', 'afghan', 'security', 'force', 'civil...\n",
       "77    'suggest', 'reading', 'critic', 'editor', 'new...\n",
       "78    'haitian', 'official', 'identify', 'american',...\n",
       "79    'fidji', 'simo', 'new', 'chief', 'work', 'face...\n",
       "80    'haitian', 'official', 'urge', 'angry', 'citiz...\n",
       "81    'new', 'york', 'time', 'cover', 'spell', 'bee'...\n",
       "82    'pope', 'francis', 'often', 'muse', 'mortality...\n",
       "83    'raffaella', 'carrà', 'spend', 'five', 'decade...\n",
       "84    'kathryn', 'garcia', 'maya', 'wiley', 'place',...\n",
       "85    'letter', 'winred', 'actblue', 'process', 'onl...\n",
       "86    'daughter', 'founding', 'president', 'sukarno'...\n",
       "87    'loan', 'servicer', 'decision', 'almost', 'cer...\n",
       "88    'scientist', 'take', 'crack', 'recreate', 'hyp...\n",
       "89    'scientist', 'take', 'crack', 'recreate', 'hyp...\n",
       "90    'stay', 'warm', 'frigid', 'sea', 'marine', 'ma...\n",
       "91    'perfect', 'crystal', 'ice', 'microfiber', 'sh...\n",
       "92    'agency', 'face', 'criticism', 'approve', 'adu...\n",
       "93    'filmmaker', 'manuel', 'crosby', 'darren', 'kn...\n",
       "94    'debut', 'feature', 'performance', 'richard', ...\n",
       "95    'ol', 'li', 'denis', 'shapovalov', 'wimbeldon'...\n",
       "96    'finding', 'suggest', 'recovery', 'pandemic', ...\n",
       "97    'mike', 'white', 'satire', 'hbo', 'tale', 'mon...\n",
       "98    'despite', 'hope', 'internet', 'erase', 'press...\n",
       "99    'spread', 'fast', 'south', 'america', 'variant...\n",
       "Name: text_final, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fullcontent2 = nytimes_neue[\"text_final\"][61:]\n",
    "fullcontent2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b0fad7f1-4de5-46cb-9a52-cb8f3453dabf",
   "metadata": {},
   "outputs": [],
   "source": [
    "#with open(\"fullcontent.txt\", \"w\") as output:\n",
    "#    output.write(str(fullcontent))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "05067486-b1fe-495f-ba1c-2b05a2ef6103",
   "metadata": {},
   "outputs": [],
   "source": [
    "#with open(\"fullcontent2.txt\", \"w\") as output:\n",
    "#    output.write(str(fullcontent2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6d4518ba-5991-4f2c-8384-4a157281e41d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#fullcontent.to_csv(\"fullcontent.csv\", encoding=\"UTF-8\")\n",
    "#fullcontent2.to_csv(\"fullcontent2.csv\", encoding=\"UTF-8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "fd634ee2",
   "metadata": {},
   "outputs": [],
   "source": [
    "fully = fullcontent.append(fullcontent2)\n",
    "fully.to_csv(\"fully.csv\", encoding = \"UTF-8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e4f7944b",
   "metadata": {},
   "outputs": [],
   "source": [
    "text = open('wordlist.txt', mode = 'r', encoding = 'utf-8').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ea5cd0d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "wc = WordCloud(background_color='white', height=1000, width=1000)\n",
    "plt.imshow(wc.generate(text), interpolation=\"bilinear\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e1e9a485",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fac68196050>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Lf/Y83//iHrY9sIIHPrARw7y94f2WEwJCCNT5l0xl4dpuMR/u5Ucf1BoWrL9VYRLSG5gsHKfopAnqDfNGsgKThZNMFk+QtSew3QIFexbbLS7ww3t90QjrrQteMEWoKEKbFwCeMTBTGcVQAgtiAQB8WgxDCVa/O7JCqjxE2c3xxtSfz2snHmxZouzmKNhzuNKeP5dW9fMrqKhCqxocBSrzHvbbu7HzcKVNqjyET40u0HoWg0/X8ek6ZdtBFQKfrlEXCFbV9GuhKgohw6TiOGi3cAuuSNTTEgqzur4Bv26wvqGJlnCYVKkWTRHMFgoAvDRwidFMmt+64y76amoRQhAyDD6yYhVPnD/LUxfO8Y7uJRiqWm276FT4xuB+lkeaMeY9SWXHM45+b+Qwn7B28NrkWQpOmb5wExLJ8+MnqbgOWbtEplLk7vo3F7ciXckzX9vHvpdPc//7NvKJX3uY0PyaPzWb46//n8d5+XuH6V3dyrs+ug2hCOyKw7f+9hXOHh3iQz9zDx/4qZ1YfgMkTI7O8cf/8et87wt76FvTxtb7V1z3rIRYKACe+NIedjy8mk/8+juJxAO39OJcxltOCNwKUroUysdRlSCm3jW/VSCEet2+CjoSF4nnRiu5ad6Y+guGc68TMzuJmd2E9SaKWg0TxevtlgIxby2/SX+QuNgIoaJcczsFKspV/bpsiVeFhqmGF7RtEqIrdA9Ro/2aaxHXfP7HBYxIJI4sowi9atj854YAYpaFEAJDUdFVhbjPhxACTfGWebbr4krJ0YkJhBAcHh9jOJ2utpGtlHGky0gmTdG2FwiBrF3ElZJtiW50RaPs2JxOj3qDvFKk5Nisj7fz8sQZzqTH6AomOJMeJ6iZaMr179HtIJ3Ms+uZY4Sifh75+DZCUX91EEbiAR79kTvY//JpXn78MDsfWUcw4mNydI79r5yhoTXOgx/cfEXtF1DXHOORj2/nxP4v8NLjh9lwV9+CmV0oAt3QrhIAr3P3u9byY7/6MOGY/7YFALzFhIAry5QqZ7HdJJbeh+1MAmDqXZQql5CyjGX0IXEoVs5eJQQkJSe9oC2JS8lNowoTTfg81Su3jwuZ51gZ+xBrYh/31tJCMF44xumr1PY3A4GCoQRxZImKLCz4zZFlHFmuflfRMZUwphpmU+3PEtTqrm2u2urCv/90UISKqYZJlvupuDkg/k9+jttBdbAJT9hq4nrNwZGSdKlIoVLhW2dOXaddhAyThmDoursU1CxUobBr8hxxM0ijL8qZ9Dh3Jno5kx5DCG9J0hdpZPfUeZKVPMsjTZQcmyZ/lI7gdUF1t8TMRIrJkSSNbTXUt8QXDEIhBE3tNdQ2RBkZmGZ2Kk0w4mNsYIbkdJYNd/USS4QWtCeEoKO3gXAsQP/ZcbLpPPHEFY+NogiEovD1v36Z739xD/e+ez0/9isPVbWPN4O3lBCo2GPkSgdw3DRIB9ud84x3soTjJsmXj6AoAVQliO1MLTh2pnQWWxbQhXcTik6S2dIFgno9Ps0zGmUqYwig0bcWQ/XW7lK6zJbOY7vFH6zTAmrMJZxLP8VM8Rxxo7vqZ06VBxcIJ0Xo1PtWMVo4wFTxJMFg/aKxCW9Gir/57qrUWcsZyL7GaP7gvL3jyuC6vCRaPCD3nxeKEFi6To3fzx888DDN4fB1++iKcp3r0lJ13t+2kXOZCQQQMXw82rKWTKXIe1s3ENX9lF2HUtHmgcYVNPmiJKwQp1NjlJwK5g8QjJZLFymXKgTD1qI+fcPUCYQsxodmyGW8dy2dzOPYDuFYYFErvuU3sPwG+WyRYr583e+vPXWUkwf6cWyHzr5G/KEfLET8LSUEVCWA46bxG2tQlACKLCKEStm+hOOmUYSBlEWkdHFlATm/dkYIpoqnOJn8Ju3BuwDJ2dT3SZeHWFfzE1Vrd0hvRAKj+f3zarfCZOEEp1Pf/YFfeYGgyb+RkN7IieTXCGgJwkYz2coEJ5Jfx5VXIvqE8AyNl7IvcnDmb3HcMjVWLwJB0UkxUzpHk389cbP7Tfej4hYoOikcWSZnTyFxyVTGSZWHUIWOqUbRFU8Fbwveyfn0MxyZ/T9IHOp9q1HQKLlpspVxWgNbMa+KExDC6/tihr4fJlQhWF6b4KX+S6RKRdb5G29LQAohqLVC1FpXZtel4cYF+7RrNbQHaqrfNVTWxdt/4L4q83EHrithUYOo5zoUQlTdfqqqgADXcRc17Ugpka70XIvXuAod2+HiyRHufGgVR/de5CufeYGmjlrWbut505PIW0oIVJwZFCVA2RnGr65BEX7AJWjdQaF8DBCoSpRi5Twgcdwk4A3EtsB2BrO7OZ16HFfa2LJEd/gd9EYers50Tf6NdATv4kzqCQayryGEhio0esPv5ELmOdSr1siKUNEU34JZ8jI0YaEqZnW2DOtNbKz5afbN/BUvjv8OuhJAQaUjdBdSugsMgEGtge11v8yB6c+yd/rPuGwGdXGw1CgJa7l3flR0xap6Qrz+WNX+VPs334f+7Cscm/syjlum4uZQ0Dgy+384kfw6qjBYF/9xOkN3AxDSGr0+zPwNB6Y/iyI0BAouNmG9hUbfOsyrlsY+XSdkmPQnk0zmsiT8ARwpEYCuXh19CI7rUnIcXClxpKTkOChCoCrKDyRo7+vs5isnj/HXh/ZTHwjSGfWCqYq2zWgmTdSyaAp5AsuVknSlQFi3FniQ/jkQjgXwBUxSszmKhfJ11vxCrkQmmcMftAhGPG01nghhmDqzk2kqFRtVW3hMNlUgny0Rqwvhv85NKHjnR7fxoZ+9hz3PnuDPf+dbfPb3v8ev/6+P0tZT/y/XJuCF8AYABVWJ4zM8F0vZdQhZ912J7tKujq4aQiKJmz2sr/kk06UzVNwcQa2BuNmNrvg9zQEXUw2zve6XmSyeJG9Poys+JAbN/rU0+zdhqFcs+a2BbUSNDiJGI+XyUXR9GULoGEqAO+p/FUVoVcOaEAot/l7C2i+StHM4skxUbyZm9pCzp/BS4kpU7CE0rZdas497Gn+budJFMvY4IPGpcSJGC4F5O0G9byX3Nv4uUcMLMW70r+fext8hrDcD0OLfTMzoIKh74cVN/g2E9RaunlIG8yMkzBp8qo+w7s2E6UqWolMkYS3n3sbfYbZ0kaw9gZQulhohqDfTn58BZukNdaErOhHT4uGeJfzlwX383BOP0xIOU7RtHupewvuXrQAgVSrxv/e9zlA6RbpUYiidYiKX5VNPPk5A1+mJ1/BvN25+k++DoCcW599v28H/fP01fvr736EtEkFXVOYKBeaKBf7jjp1VIVBxbb4zdJAPtG8ioC3uW5dScjE7RaMvgv8G+/wgqG2I0LG0gTNHBrl0eow1V83IUkounBxlaizFyk2dxOfX/82dCRrbahg4N8HYwAwdSxsWHHPy0ACZZJ4t9y0nEPZdd85Q1I9h6mx/x0qmJ1L8wx8/w2d///v84n/7ADV14X9Z3gGJpOhUsGlFNRKUHBcpwkwVs6hCcDo1wYpoI4aika4UiBo+snaZ6twy/94H9TqCujeI5spjnEnvIm62IqXLXHkEQwlQZ3WSqmQwlCgxs4sDs99BotERWI+mXJHEPi2GT4vhulmyxadR1UYUJYjAImZ0IGUBKCOlCTggS0SMFuK+JqSsUCq9jHR0wno7YOK6swuu2VAM6qwu6sUKvPA0LzdB4CClZ7xLXKWSW2oES40gpY3rTGMqCpa5pKoZBLRa/GoNZbeCi4uh6OydHaXB10TEqMFUDFzpUpqPK/D6EKLWWklU9mEqJiC5lBvi4NwJttWsr2oZmqLw42vW0xwK8/rIELlKBcMoUBe8MohURRDylVlu1qArOne0tiKR1TyFWr8fRShELZOfXr+JVXVeOGzQUHj/ylbWNHjCLOEP8G83bmFFom6+XYWHupfQE6/hhUsXODs7g+O6LInXsKa+ga3NVyYECUyXMjw/fhJT0dhR10vWLrF/5hI+1WBzbRdjhSR/d+FVVkSauSOxhPbgQrdutS0pcR0Xx3EpFSo4tgtISsUKpUIZRVNQVaUaeuwLmDz4wc2cPjzIV/7iBcKxAM2dCZCSoYtTfPUzLyCE4IH3b/LcgEC0NsT979vA5/7nU3zlMy/wb375QWobIjiOy7ljw3znc68Sjvm57z3rb5rirBsa7/zoVqZGkzzx5df5wp88y0/+5iP4g+ZtCYK3hBBwpOTA9CCOlJRdG0UIglqauXKe1bFmLmamq+pmf3aG3nA944U0G2vbbqhiCrycfIEg5ySps7qZLF6gP3eIFv9KZkoDuNKmxmih1b/6pq5A15mkkP86UhbxBz6O605TKu1Culn8gY8ihEmh8Di6vgpVbcKxBynkv4mmLcG07kPX+yiXXsNxJ9C0JYBNsfAUtjOEqjZgmneTy/0dihJDyjKBwI8hRHBeCyqgKyaZyhSmGkJzh3CdQRS1EVWLVPsopWQgP8zBuWNYqsXm+FpKbonXZw4Cks3xdSTMGvbNHqbWiFNn1ZKuZNg1vY+Ka9MeaKEj0MrR5EnmyknSdnbBrKSpDo/09vCObs+Wsm/2JdoCkLXTBNQguurwrr4WWn1daIrGxexpHOnQ5u/GpwYoODls8gSNID+6em2137pms77dpjVqUHZLxH0+PrxiKa60caVL2S2hKwadsRCfjK3DdSU5J4Ol+vCrfspuiXQlSUDzZteiU6HFF+NYapjT6TGOJ4dZFmlmqpjm9ekLbIp3UmMEWR/voM663tB4GWePDvHtz71GIVekkCtz8fQopUKFz/737xOrDWL5DNp7G/jQz96DaXmZlVvuXc77fuIuvv25V/ndn/0crT11IGHw/AT5bIn3/sQONt+zrHpfFcUTCqMDM7zw7QOcPzFCc0ctlbJN/9lxkPDxX3yAvrXttxzMls/gwz93L1NjSV787kHqm2O8/yfvvq3Eo7eEENCEwlQxS3swzlzZk7gAzf4oNWYAn2pgSxcBRA0fcdOPLR0afWHGC4u3qQqdgBZjsngRQ/EzUbyAK23iRjMzpQEqbhGfGkZTDKZKl2j0LUW9we0QIoDP/16Kxedw7AFUrQVdW0ap9DK2PYBhbEbXVyClF72oal3o+kos60FUrcvzhxsbyRe+Pt+igqp1gtApl/ZgGBuRsoDf/7Pkcp/HdSdRlCAlN8+5zC4SZien068S0etYGexAummkiHK16i+RHJo7wYbYapp8DfORlSproyvI2TkG8yO0+ZvpDrQzXvQ8K2czF5ktJ2nxNXI0eZJl4R7WRJfj13ysi65c0PaJ9AH8aoCxwhA1Zj1zlSlKmQJkYFVkE7qiczZzjHqzGReXi7nTgCCkR0nbSU6nj+BKh+7gctoDPQvaHi8Oczy1H1vaLA2t5lT6MKpQafS1MVOaYGloNROlUXRhMF0ep+yWSJgNNFntHEruBiCsx+gLrSdmBFgSbmCqlCE3H/jTHUzgVw2OJ4fxawYBzaTGDOLTbh6FpyjeDO8LmMTrli66z9UGPdPS+eBP7aR9WQPPP36Q8YFZENC5rpV73rWW1dt7kBrk7QoKAiFA8av8yK88SMfqJvY+e5Lx0TmClsnW+5az89F1LF/fgaYvjF1o66ln56Nraem84soUQhCtCfIT//5dxBMhZifTTI+naGyr4VZ4SwgBV0qiho+uUC2qUMjbZcKGhZSeP/nB5mXzqqVCulIkols0+rw1T0CrZ2XsQ9RaCyO8TDVAwmynNbCKodwxgmoNCbMDSw2StWfQhIlPDbMktJ2Sk7/OJSalxHZcFAFCCSBEECEsJGXy+a+j68tAGMDV+fxegpMntQWSCuByJRtlPo3Z7qdYfBrT2MrlqD9FhBHCj8BESne+Dw55O8mAfZi+8A6G8seRIui1LRcmJlXPX+0H6EIjoPmpuBXcy21edX0gMBWTOitBW6AZTWjV+7DAz41AEzpjxWHKssRseYqgFmZZeC3pSpK5yjR9oTX4VD8SF0vx0WS141P9NFlt7J19kVRlDp/qZ64yTTs9V3eaWqOeDbEdvDz1BP25szT72qk1Gzg4txtFKLh4GoFQBH41QMHOEVBDTJXGGSsMUm81M1eexpUuuuIZWlWhYCo6XcE6Xpw4Tc4usjra5mmZusWe6fNsqemi3hdhMSxd00bvNfkF10Fc7841LJ2a9fU8uuI+pjNZkqUiZdXFDvl5fWYIV0pMVSNbKRExLCSQ8AVo2tHKg5vqyOVLbKhvIRr0oajKohrA5p3L2HR333Ueg8vxCD/32+8ByW0zEb0lhIAQgk2Jdvyqp1YF9YUGm6u/+6+R3mGjiQ21n7yuTUPxYZieEa3e6sZUA1jzhr+wfiVIx1KD1e1Xo1Sx+ezje3lwSzuNsUYv+k+JI0QYVW3CrlxACD+KEsZxLlEpH0TKCpragaavQNdXUiw8jWlV0LRWiqUXcJwJSqWX0LU+hDCw7YuoWhtCmKhqIyBQ1DrEfGiwJ8g6cXGIGo0UnQxC5jyx4SYBm8uPUCBYF1vJwbmjnEx7y4GYEUEXGj7VIqyHmC7Ncjpznqyd53y2n95QF1OlGc5nL9Lhb0UgMFWDqL5QTRZCENKi9OfOUm+1kK7M4VcDaMJAEQqOa1N08hSdInk7S1CLoCoaKXuOgpMjpEWRpqQt0E1Yi3EtdMVEmU8I82tBkhXPfuJT/bjSYao0zlRxlGZfB41WG7piciy1n5WRjcTNOnqCK/GpfizV4JGWtfg0gw01HWjzgmAoP4OhaDT5YwgEj7asZTQ/d9P8ACEEQv3BHMemqlEXC1JRJLKkoCsqRcfGdh0ihkXEtCi7DnX+IMlSgaJje301dYSuEAhaqJo3+2crRVwkYf2KYVAo4oZxHFenR98ufihsw28Wb0V6sYrtsOvoJVZ2NVAT0QEDb9Bd5iYoIYQ+/91FysuJPAag483Gxeo+Uhbx5mEVISygXP3u/bfnj6sAGkIonnFK2ihCpejm0IWJQhFkAdedQdWWLggx9nIjbFwpMRQdRzoo8xmEnoYCZbcCgCpUdKHh4lJxbXRFQ0Hx/NnSRbsmYCZTSTFeHCJq1JC3syhCJW4kKDp5HOlQcHIMF/qJ6DGWBFdSkWXOZU5QZzVRa9RzIXeKklOgK9hHRL8SpVh08owXR2j1dzGQO0ejr5WB3HnKbonOwFIqskx/7iyGYtJotZKa1zzqzEaafG0M5M4zV5mmyWqnwbp5LsQ/JaSU5PNlBoZm0DWVrs4ExWLFIylRPKHsuK7HiSi80AFXStT5AezOk9A4UqIrKrbroipekJl+VejyWDGJKyUt/ji3Gqu3unYhxAEp5cbrtv9LEQJSSiZmM5y4NE4mX6KxNsyaniZUReHIeY+5LFso0d4Q4/TAJGt7mmmoCVGxHU72TzAwPkddLMianiZ8po7tuBw8O0xLIsrpgQnypQqbl7VRHw8xOZfh9RMDuFKyY3UXNZFAtQ/Fss2JS+MMTSaxDI11vS00xEOkc0WOXRxjai5LJGixbkkLkaDFVDLLwPgcuqYyMD5LfTzMuiXNmLdhsCk7eS5k3yBhdXI8+Rw1Zit9/kYUxYfjjKEbm+YFys0hpaTiuhTsCkXbExKKEPg0Hb+uVdOyf5iQ8zED+UqZsuMg8aL9fLqOpWooP8AMdjvndKWkYNsU7Aq266IIgaGq+DUdQ72eeep2MTeX428+9woDA9PU1UX49V95iK9/cz+bNnTSt7SRS9kpUpU8q6Ot7Jo6y/JIMxezk1zITNLoi3JnYimjhTlenz6PpijcW7+Ciuvw6tRpbNfhrvplGIrGU6NHWBVtZWW0laNzg1zMTlJwymyId9IWqGX31FmmSxlWR9tYGvaCqYrFCtPTGWKxAIGr4gtuJATeEsuB28XRC2P0j80S8pv8n6f2M7m5j3s3LuGLzxygs6mGM4OTxMN+ApbBmcFJPvW+O/ne7pMcOjvMis5Gnn7jDMcvjvHj79xMqWLz5ecOEQ/7aar1eObSuSL18RCGruE3Df7hmf10NdVUhUDFdvjcE29wcXSGlZ0NTJRtWhJRGuIhBifmOHR2hEQ0wAsHznPo7Ai/+MEdDE4k+X+/+CJbV7TTEA/x90/uYy6T56Etfbd8AW1ZIWvPUMil6QltZaxwBqnU4tgnEEocTztZHJcH3bm5GV4fHeTQxBgj2TSZUgl7fu0cMS06IlE2N7awtamVllAE9U0OxulCni+cOEy24oW1LonV8L7eFWiKUu3DqZlJXh7q58jkGOO5LPmKp41Ymkbc8rEkVsP25nY2NTYTt3z/aGHgSpfxXJZ9YyPsHR3iQnKW2WKBkmOjCoWArtMQCLEqUc8dze0sr03g0/Q3dd79B/sJh3z8zE/dwxNPHUVVPJdh/8A0fUsbCWgGL06coNGKciY9xsZ4FwkzjAReHD/Jymgrz4wdZWNNF83+OD7N4Jmh/TT4oiwLNxPSLXRFpcGKMFn0Qs8HctNIJMsjLeyePkfWLnIyNcKySBNPjB6mI1iLpRqkUnkOHuynb2kjvUsbb34h/AsSAkII7lnfQ6FUIV+qUKrYnOgf594NS1BUhQc29eK3dFRFYcvydr747EFmUjme23+WD92zlp7WWlrro/zt9/by6B0rCPpNiuUKG5a28NDWZQtWWNGgj+2rOvj+noW1UoanUhw6N8Kn/80DtNZH5+mvPSzrqKejMU6+WKE+HuIbLx6hWPbCmv2Wzo88uIFENIhpaBw9P8pDW26dqmqqAfxqDBebGqOVXGXCWztrHbjOLN6S4npNwHFdTs5M8vnjh3h58BIzxcINQ34PTozy3XOnaQmHeXfPMj6ybDUNgeBtD4hkscAXTh5hMp8DYF1dIw92LiFsmPSnkvzVkX08c+kcs8XCDZOe94wO8dXTx1mVqOdn1m7i7tbOaiTim4GUkrligW+ePcnXzxznYnKO8iJErADHpyd5fuACf3fsINub2/jEqvWsq2+6ZQr0ZWSzRZqbooRD1nyuCNi2Uw0JrjFDWKrBq1NnaA/UUnZtnhs/Tk+oHld6S7CSa9Psj1NjBJFIcnbJ+256Niovy1Kj7HrvkSoUmnwxEpZHtpKpFCm7NlLCppoub+knPdr0pb2NBIK3Fwz1L0YIlCs2j+86wan+CUJ+i4HxWeLzM7SueiSUuqYRsAxU1bsZmUKJqbksT75+CuuQjuu61MdD1ZfR0DRa62I3zI+/FnOZPD5DJxHzBsnlo1wpef3EAC8cOEfQZ5DJlylVnGoIeW0kQNjvvSx+y6gSZN4KCiq94e3k7CSaYtAZXAfuCK5bQMqct9C8puslx+Y7507xJwf2MJxJL97wNbClS38qyf8++Dp7Rof4jS07WFffdNv35WpM5LPMFgoMplP851ef4/Dk2G0xHhQdm33jI1x4aZZf3XQnH1q2csHa+FaQUnJubob/vvcVXhnqp+Le+h5LIFkq8sTFsxycGOVT67fywaUrsW6DHLV3SQNf/9Y+KrZDKpXn1V1nOHN2nLvu9FyJl8lJvjt8gE9278SdD4jL2SUsVcdUdZaGm/je8CESVojtiV5WRlt5YfwEdVaYTTXdKAjOZsaxpcOSfCOmqqErKioKPlVnabiRC9kJsnaRkB5Fm7cPzcxkSabyBEP/fyYERqfTPLX3NL/+sXvpaIjx9RePcGnsqig8seAPAAHLIBEN8pH719PX7nkEpJRYhk6+VJ5PjLn9PoQDFsVyhblMHsu4YkHPF8t89YXDPHbHCu5c3cWxi6N89ntvXOmaEAs6drtWGFfaHE8+z1TpEquiDzBXHmFpaDuqpiLdWbiGD6DiOHzx5FH+cN8u0uXSgt8MVaXW5ydm+tBVlaJdYaZYYK5QwJ53HzpS8sbYMP/+paf5r3c9wJbGK4a2281wTBaLHJgY4aunj3Nocqy63dI0an1+oqYPTVHIV8pM5nOkSsUF92O2WOAP9++iPRLhjmYvSKaQLVLMlQjXhpgemSXRUrOAe09KydnZaX7z5WeuEzqaUIj5fNRYPixNx3ZdkqUC0/k8Rceu7jeey/I/9r5CxXH40RVrb6mJLO1t5N6dy3nuhROk0gV2v36edz+yjrZWz+gp8IRAoy9KrRlCQfCxju2UXJs7Er2EdB931/UxXcrgIglpFuvjHbQHaim5NjVGkJJbYWe9l0sS1Cy21PSgKQqqUHm4aQ0R3c8H27YwV84TNfwe24QQxONBLl2aIhz20dx808vw7tGtd3lrwGfq6JrKvlODnLw0zoGzw9Qswjx7NaJBH/es7+Erzx9ifW8LtutiaCrv3rHyhsdIKRkYn6N/bJaZVI6j50dxXUlfex1tdTH62uv5s2+8xtreZoolm1XdjfS11xEN+jh+cZxyxeHQuWHeLOPPYii7BRxZpsW/AkfapIpHKOlzaMKPK1OY1qMwH+kopeS5gQv8yYE9CwSApWrc2dLO+3qXs7y2jrBpoc6TdswU8hyaGOMbZ09wcGIUe372vJCc5Xd3vcgf3/dOemJesEk6X0TXVAqlCiG/haEtPkgKdoX/tW8XEzkvcCpkGNzf0cNj3X30xGoIGgaKEJQdh7Fshmf6z/OV08eYml9OgGdn+OzRA6ypayRkmMxNpBi7NMmK7b0c33WGu96/BcW4wvQ8Vcjz315/eYHQ0RSFjQ3NvL93BWvqGqjx+dEUxStsUi5zdm6ab589xfMDF8jbno0iUy7zvw++Tls4wn3t3TcVeIoCd25fwqaNnZTLNqahoWlqtfIQgKFo1FtX4hDi5jWuaAENvuiCTYmrohgNVSOkX58zABA1vHc/pPsI6T5c1+XI6xdobKvBDJhEIr4FRKo3w78YIZCIBvnFD+zg6IUxTEPjZ969jVS2iKGrPLSlj1jQx/reZnRNpTYS4B2bl2LoGu/esZLu5lrODk1iaCoruxpQFQVD03jkjhXUx0PXnWtiNsPoTJr7N/YihGBgfI7u5hqCPpOfemwrB88OMzSRJOQ3aYiHMHWNn3n3dvaeHKBYrvD+nWuYSmYxdZXmRIR3bluGNj+zLG2tIxK4vbxvQ/WhKz4GcofRFYtW32osazNSZlClDfPxBFJKBtMp/uTAHuaKV0IoQ4bBz6/fyseWryGoX180pMbnZ0mshnvbu/jzQ3v54skjlBxvDX1qZpI/Pfg6/+2uB/BpOvvPjZAvlgn6DLYua8dza14PCYxlMwDU+QP8xpa7eFd3L6Z6fa2GhD/A8to6ViXq+fQrzzJVyFd/OzA+ysnpSbY0tRKtC3P01VM88/mXaeyqr/rQwVvK/MOJw7w2PFDdZqoa/2blWn5m7WZqFjE0xiwfLaEw25pa+dKpo/zhvt1Vw+ZsscCfH3qD1YkG6gLXx49cxqEjg9TEg7S31WCZOpWKw0uvnCbgN9m65c2ngv9j4TqSp7++j53vWkvHiibmZnMkaq9/txfDvxgX4b9GSCmpyCKZyjSKUAlpteBcwrX7AYlu3YsQBo7r8kf7d/Nnh/ZWDYCaUPiZtZv4hQ3bMG/hCpNSki6X+J1dL/CtsyerOoxf1/mfOx/i4a5eZjN5L5DLZ6JfFcl2fm6Gjz3+1aph8DIsTePT23bykWWrb2lsq7gOf7R/N39x6I1q/wXwq5vv5FPrvBKWlZJNqVAiny54y4H5hJoT0xP85JPfZiyXqR73vt4V/PYd9xIyDCaLWTShUGMtrjUW7Qr/dc/L/MOJw9Xr1hWF373zfj6ybNUN79uBg/089ewx/s3H76AmHuC73z/MmbPjfOLf3ElrS5xSoUJmnj48FPFVS5GVChVUXSWfKRIIW1g+o0pCY1ccj21YUwlH/SiqQqVsU8iVMEydTCrvFS2J+KrHlIsVMqkChqXzF//lO+x811r6NrQzODhDa2ucaPTKdf+LchF6gTfadbyBXoFjBXELbjwpJY4r5w1bklyhjKoo+OYLSJQrDsVSBZ/lLTEWqyZ0eR8pJbqmYln6db7sy35oKb0susttF0oVBOCzDHRNWbCulhJc1ys8eaPoLteVuK6LTYnB/GF6QluwZZkL6adp07N4jMpX3INjuQxPXDy7wAOwrCbBj6xYe1tGLiEEYcPkp9dsYu/oMCNZz6CYr1T42pnj3N3aSaZQpmzb6KqK5jNuyQ2wramVx3qW3Za1XVdUHu7s5cunjjEzrw1I4PTMFLPTaab6p5kY8GoNzozN8ejPPoChKjiuy+PnzzA+LwAAGgIhPrl6AyHDIFMp8b3BE+xo6CZdKeFKl7gZYDSfotkfYaKQIaibfKhvFU9dPMdUwRNkFdflyUtneWxJHwF9cTfs2jVtZHMlPv8PuzANDVVT+Nmf2kldIszY4Axf/cuXqJRtbNth5cZO3vXRrVw8NcZ3/v41YrUhZqcyGKbGxz51P/UtMeams3zzs68wO5XGcVzWbOnmgfdvZHRghi/9+fPEaoOkZnMU8mXe9xM7WLmxk5nJNF/6s+fJpotEYn4mR+YAKBYrOPMZkLeDt4wQkPYFkDaozVB6DpQEUl8L7jjIMqhtUH4VMJDGJpAZcJOgdSLEwnVTMlPgs1/bw9Y1HaQyBb7z/FH8lsGPvmczjYkIf/uNPZzvn6K3q45PfmAbdTWhKivMwMgsrx24wNEzI0zNZnEcl1DApK+7gXftXEFXa+2Cgfv0q6c4fGqYH3vvFs5cnOSZ104xNpVCEYK2pjiP3LOS9Staq6mgR8+M8PWnDrF+RSvvvn816iIC6JnXTvHKvvPcu6OVUNfoPJOSw5ydo8O/DpwzeOq4NxscGB9lMJ2stiEQPNzdS/1N1Nlr4eXu13BXawdfOnW0uv3w5BjnkjO0WGFODs6RL5ZZ0d6AcgObAHiD+rGeZYRus2IRQHMoTGMgVBUCAFP5HIqlEYz4cZrjxOojDJ4aqd7/2WKBV4YuLbC+bG5qoSdWgxACXVGJGX4CmsFTw6cJ6yZLIgmOzY6RjZSYKmbZ0dBNNOqjN17D1MgVbebMzDSj2QxLYlcScFxXkkrlsW1vcC3tbWBuLsdzL5zg5376XpT5QJ2TBweolG0++Rvv8uoROi5CEZTLNpfOjPPuH7uTxrYavvKZF3n2m/v5+M/fz7Pf3I+qq/zMpx9jbirDX/7Xx+ld3YoQcP7kCD/579/Fyk2dPPON/bzwnUMsW9fOK98/gutKfu4/Pcb0RIr/9RtfBcAwNBKJMMVC5bbu/VtECDhQfBH0FaA2gZv2/iLBGYPKMTDvBjcLai3ILLLwbS9E150G864FrZVKNnsPX2JgZAYQBHwmR8+M8OdfeJWWhihTsxkMQ+Wpl09SEw3wUx+6AyE8V9+3nzvCEy+foKE2TGMijKapDI/N8fUnD3HwxBD/5d89QmujF/8uJVwcnOa5XWeoVBwOnRiiIRGhtSHG9FyWV/ad5/CpYf7Tpx5iw8o2hBDURAOcvjDBwMgsd27opq5m4botmy/x3eePcWl4ho8+ug5bGeGN2W9WMyA1NYGkgOOMAB4j796x4QUusbBpsq2p9U27+DRF4a7WDr5x5kTVv54sFjk4PkpTW4hkrkChVKGvVXIzDuaE38/autujArsMn6YT9y0U5gXbRugqiZY4sYYo/qCF5TdR5w1eF5OzDKavJFIpQrC1sRW9aphTaQlEiBo+WgIRYqafvF3BUnX8mkFLIErE8CpcdUdr2DUyWG1rrlRgIJVcIASKpQqf/8IuRkbnFpyzXHH4m8+9gqYpvPexDSxb18aB187yuT94io07ell/Z291//rmGO099Vh+g9Wbu3j+2wco5EucOjiAUARf/osXcB2X5GyWqbEkdU1Rausj9K1rIxj20dZdx+nDg9hlh0tnPPKSSDyAP2jR3OFxIziOy0D/NPUNiydHXYu3iBBQwFgPlSOg9YJSAyIG7izY/fMWcOfKdvC0Bn0lqDfmhesfnuX3fvkRetoT/L9/8zzP7TpNJGTxX/7do+QKJX7t97/F0dMjlMoVfJaBqggeu28129d30dOeIBQwUYRgJpnjD//uRV7df4Hdhy7xoYboghe8WKqw68BFfurDd/DQXcvwWQb5QpkvfHcfX/zuPr7/0gnW9LWg6yqNdRE2rW7nyZdPcPjUMA/c0bdguXBhcJrzA1Os6m2iu60e3XiA2dLQfKx+C0LOYNsDKFoboJO3K5ybnV5w3fX+AC2h618A15Wk5nI4jks0HkDTvFLpLnI+tVXQE40TtazqGl8Cx6bG2VnfSdhvkSl4BUNvhuZQmIT/5p6ba6EIgXmNW86RLo7rcuHIMDNjSVr7mjh38BL3fGgbQhecmZ0mV7lCwGmpGh2R6FW5EoJ1NS2oisI9jT3zsfsK62qaq8sUd54mrda/kKW34jiMZhfGWVimzo9+dDsVe/EAJIBwyMLnM/jUb7+H00cGeenxw5w5OsSP/8pD3jU5btXd6jguYp5iXdUUlqxqYcV8paQ7H1pFa1cdMxMpdEOrapLeqyLnMxgVXOdKIdrLKpGUkC+U/qV5B6Sn2qttoPhB7wP7AuirQK3DdV0cO4aux3DLR3HcejRjG8hZEDemWG5IhOlqq8XvM1je08Bzu0+zdnkL8agfn6VTVxMilSlQLNn45okhulpr6GqtWTDI62pC3L99KbsPXmRwZHbRc61Z1sy7dq7AP88tFw5avOOOPr7/4nH6h2fIF8tEdB+aqnDv1l6e23WaF18/y12berDMy24+2HPoEsVyhR2be7BMjYHcIYbzJxAodAU3UqfZCCWE6wyD1ku2LBe41wDqAsFFy4EPD0xz5EA/qqrQ3BpnzcZOXFwGch5FW6PVQMzyEbN8Cwx9Q5k0AZ/Ouu4mktniDd2D1fvuDy2wRUgpGS9OMF2aQVM0ugIdmOpigSyLaA5SUsgWmR6ZRVEFXavbUHUVCVxMzi1YClRch786sp+vnj5+0/4thrNzCwWpBFKlhQzUiiKoqbmqmIzjYttXgsIANE1lbHAG23bp7G0ke1eBV544gl3xBMf40CwnDvTT0pVg/ytnWLKyGctvsmZrNxdOjbLtvhWYPp30nGcEvNG9UVWF3tUtHN59jpUbO5idzDDSPz3fBwVD19D12wu2eosIAQXMezw2VikQSheYXd7NNeo5uOcC+WySzTuWcPpYH3Ozk2y9azWWzyujzbzBDSkX5FCHgxaG7rmm/D4vkvBytJ+iiGp566tntsusuoVimVy+RLHkGXcy80Uey4vMAgJYvbS5ani8jGDAxGcZlCr2gijBvu56lnbVc+zMKP0jsyztrEMIQTKdZ++Rfuprwmxc2UrZzTFV6mdD/DEqbomzmdeoDa3AdWc8Snb7HNlyC7nKwrVfzPItGm2Xz5WIRP34AyZDAzMkGiIkGsOU3TKOdEhWUoS1GBFzoQtzrlBg95kBIrrlVd2NBNBvIgiilrXA1mFLm1PpM7QH2jAV402RgCqqwqodywhEA0QTIfwhb8ngSvc64VdxXV4cvHjbbd8KZefGM34qleer39hH/8A0tu1475Qq+OD7NlGezfPy9w4DoBkaj3x8e3VAx2pDHH3jIi985xA19WHuf+8GhID73rMBu+LwpT9/HiklDa1xGj95N4al09gaR1U9+48vYBFvjDBTynPXw6uZmUjz93/0DPUtMdo2NKEHPC9EQ2OU0G1SkL9FhACMDc1y4sgQbZ0JHMehoTnO4MVJIrEAe185w9rNXSRnc7z+8mmWrW4llynyxmtnvTjplS2cODSA5TdYu6mz2qauqdV18eWgvZtJRyklE9MZnnntFPuPDzI1k6Vie8y5pVKFSmXxl0IognhkkaovwmOPubZaWNBvcs/WXv7k8y+y68AFejvqAMmpC+MMjc7xwJ191NeGkaKMlC4TxQvYsowqjKpnRNWXoOnLKTlJKtfEx/s1fVF7QKIhwtxsjnLJJhL1k5zNEav3k6pksKVNd7ATKRUs9ZpIRNehJREl4fMT8pn4zJtXZbrWIyEQ2NJmpDBCQAtSa9ag39SqsBCpqTRHXj5Jy5IGHNtl+6MbsBXI2ddz8f9T4mbO8/2H+pmYTHPXnUs5fHSQ7Vt7eG33OWriQVpWtbJ6cxe27WCYOoZ5JUYiFPXz4Z+5ByHAtAzUee+RP2jynh+/k2K+gnRdTJ/3mz9k8eO/9jBJikzlCvSuasFq9fPk6Gl+rHcTH/+F+ykVyuimztHpUTqjtfgUL27hdr3/bxkhUKk4FAtlFFUwPpomEgswNjxHW1eCrt4GVqxrIxzx07W0gZXr27lwZpyhS9Poukq8NkQ+V2b7Pcs8TrXcVSGzC8bCjckYAEYmUvy3zzzN6QsTrF3WwmP3r6KhNozfZ3Cuf5K/+squRY8TLF4n8UYQQrBlTQf1tWFe23+B9zywhkjQ4rUDF0HAXZt60FQFsFga3sFI4SSq0Fka3oGQU0g3ieuMg74G97oKilcE3tXIZYuUixU6uhKUSjaz0xmWr26d5xdsJWfnUIWKI693W3oyTDKVynFmeIq7V3VhGTcexNcKIFWodAc7mSnNUmPE33RhE8301sSXjg3R1teEoipI16lGOFavGwgsEhT1g0DAdTaKqzE7m2PDunZWrWyhf2CabVu6mZ3LceHiJG2tNTetJKzp6jWq/hUyEH/QpGhXeHHiAtPFHBtrW6i1Anzp7CFylTI7G7vpCMXpz87ytYuHiZo+7m1awoX0DMey43TX1GKZOkaNwTPjZ7GnXO5rWkLCd2NP0VtGCPgDJrGaIGdPjFJbF+LcyVHmZrKoqoJh6miqiqII77OmUJMIkagP09RWQzQeIBTxLZC4bxZSSp7bdZqjp0Z46K7l/NKP7yTov8LWWq7Y/6RVeRoSYbau7eR7Lxzj2JkRlnbWc/DEEJ0tNSzv8ainK26JgpNiWXinJ76EwHUcDOtBFKUG0NAV5To3Y8XxvAZXbz9/eozx0SQ+v0GpWKleV9bOMpgfIqx5iVWulNjXaBaaoqCrCnP5Ak3xsFdg403AkQ4DuSFsaWOqJiEteAObwOKIJsLc85HtpKYzhKKBKq3XtaXLanx+fvfO+2gI3DhSLuckmS4NUG91YynXD4yKLDFeOEdIr6Uv5tGgVdwSWXuWqH6FErwmHmR4ZI5g0CSZzHH0+DCjY0n8vhuVlvM8A3c/sgZNUynZU6TLx6jx3YEiFt6Lo7NjHJsdoy9axzf7j/Lzy3fQE6pFVQQbaluYK3tZoZsSbXyz/yir4010huI8O3KGbKVM1PDx5PApWgJR+qL1hPSb3+u3lBBo7axl9YYghqkxPZFm+do2AiGLTXf0VIsvrN/aTSBoEor4CYY9HsJ4TZDQIrzsbwaOKxkc9YghN61uWyAApJT0D89i32SN+GahKoKdW5bw9KsneXX/BYolm4npNA/u2EJ4ft1ryzKjhdPUWV0o8zkCrjs+Ty0GiurHrxnXqd+ZcglHygWBvb3Lm1m+po1SsYKqKuSyntEroPlptBpwpFe1t+BWrrMx+DSd9toYq5u93PQ363oUQmCpFoP5ITRFoyd4+2G1mbkcg2cuIfGq8Zx+4zwP/MgONF1d1PjZE6uhN36FRtzzftgePZxQKDph9s0eojPYQ6Ov6brjbbfMmcwAtjtNU3D9PFvTlRLwl7FmdSu1tUECfpMN6zv4wpf2EIv6ee9j6ynYwxQqg/j1LsAlV7lIQO8iXC9Zc2+FkryEpbZQskdx3CIFZwhLa6FoD+PTW5kr5ynYZRzXZX1NC7rikaCoikJAN0mWizT5w7QFo4R0i4rreIVd5+1ALl4EaHdDDY2+W4cOv2WEQCBkEbjKkNHcHkXKDEK4RGJX3E2Rqwou1jda8+m0GqZ1+2vMxaAIQTjoFS4dnUjhuBJV8dxqpy9O8NQrJ297jXU7EEKwtLOOZd0NHDszSjJdIOA32b6+qzrINKFTsNPsnf46lhokpNXSGVg6r5F4nQkZBlHTx2j2StTcdCFHyVlYqdfnNxgZmuWlp4+xan07mqZSWxcGBMlKEkMxsF2bbLm8IP8AvBnWp3sv4e3ClRVc6aAJC8ct0BHw4iQ6/e3zNQ5uD+mZDIVckWhdGOlKjPnnrApx3Yyfr1SYvSrYyJUu/blDTJUG8Kkh+sJ3YqlBAlqMG634NcUgotcxUxoGvHLyFzL7sGWZhNVR3S8eCxAKWhSKFTZt7GLZ0iYMQyUU0RjPPo6q+CnYg4SNVRTtYUr2KLoSRwgVv+4JdSF0EIKCPULZnaVQGcSnt7M82sD59DQV16HOF0RTFBK+IK+MXSBq+Kj3hbA0zyhuqR457KnkJKP5NEdmR4gYFqvijXx/6BRN/jDb6juov4kweMsIgWvh2P1k079NMPwf0fTli+5TyH0B1xkmEP4P3Ixl53YgBGzf0Mkzu07xjacPk8oUqK8NMzqZYv/xQRoTYWaSuVs39Cbg9xncs62XP/7ci0zNZtm8up32piv8e6rQWR65B3u+srGh+FCVKEK9sk/QMGkPRzg5M1ndNpHLMVPIEzIWDrZMuoBp6YyPJgnPa0660Fge7sOrryyYyM1cJwS6ojFM9U28KlKSLF8ib08QNbsZzx9moGjiSJgsTWEoOnHz9qohN3bWEeltZWpkllwqT9eqtmoCUW+8BkVcqZFYtG3Ozc2ypanVo9lyMgzlT7Ax/hjnMnuYKFygNXDjDNLFoAqdZn8fp9KvLdjePzDN1765j/w1hUIffrCPhl4dn9aKqTaQLO1HU8I4bg4hNCytCUONY7sZbDeL42YJGksZyXyJuG87Ao2WQISPdq1ntpSnxvJShFfGGoibfgxFJW76ebRtBaoQPNK2nKDuxbN8rHs9qvCe4/a6Dmo1z4sTNW6uJd/yyQohWoG/Bxrw+LP/Skr5x0KIOPAVoAPoBz4kpZybP+a3gE/i8XH/opTy6du439eghGNfmK/0cwPIApXyG0iZnyf49KBrKt1ttbQ0RKur+EjIx9KuOkJBT9tQFEFrYwy/z0CbT7BZt7yVX/qxnXzzmSO8uPccAPGIn4fvWs79d/TxN1/dTeNV5aGF8GII+roaCAet+QIpsmo70FWF7rZaVEVZNHBDCMGmVe0k4iHGplLcNR8bUP19nvhzongBVai0+FdxrclPVxTWNzTx9KXzuPOz23Qhx5nZadrDC4Oa2jpqGR2aIZ8r09XbUO2DypV6gkemxsiWr7zYmqKwrq7xTVlDvIpSc6TK/TiyREhvwSrnGCmMoSs6XcHOWzcyD0VVmJtIsf+ZozR0JIjUhqo2gb6aBBHTqgotF8me0UE+1LcSU9OQuAgEumKhCQNHVhbUCrhCD39V369S96ocClVy2Sv7nzg5QiwW4KMf2rrAKBwJ+1CMIAV7AE0JE7M2U3GS6EYNquJHE/NUdU4Kn9ZKxU3j19rQlCAB/UrpsrjlJ25d0Xo1odIW9ALlHNdlLlmgYnl1Hi/NzhIP+KnXQxTLFY4PTGAZGulCCV1VqTdDmP4bD/XbEe828KtSyoNCiBBwQAjxLPDjwPNSyt8XQvwm8JvAbwghlgMfAVYATcBzQoheKeU/3YKaKw9IyjJIx4v7PzfOxPAcfWvb+MWP3kWsNkSqXCIoDPr6Gvhfv/k+zPlBpmsqP/exHbhSVv37uqbyjjuXsW1dF8lMASSEgyahoIUiBL/+k/dd99K8+/7VvPPuFZimxkTxImOFc7QGluNTI0TDYT79qYcBroshuAxdU9E1lcZEhPXLWxe0X3bznEm/SpNvGbYsczr1Mhtq3rOgSIoQgi1NrcR8vmrcfclxeLb/PDvbOhfM4LPTGdLJAoahMTeTpe6asNJspczz/RerwgSgIRBkdV3Dddd9MwihUO9bR621DK/+AjS6M1SkTdyIYSq3r7XlUnkGDl4kn86j6SraVQStnZEYy2oS7L4q3Hff2AinZqdYk2jAp4apMVs5PPckEklXcCPjxfPMloexZYmgFiekLyxDlrGnGc6fJO8kmSheIGLU0587QroyyVD+OC3+5ShCZfmyZvYf7OeJp47i91+5ns0bu1ja24JPb+Fm8OnePlK6JEsHCBnL0ZXYbd0Tx3U5Nz5DYzTEdCZHwDI4Nz5DRyLGdCaHrqn4TYNUvkjZcbg4Ocu6juvtH5dxSyEgpRwDxuY/Z4QQp4Bm4N3AzvndPg+8BPzG/PYvSy8V8JIQ4jywGdhzG+dCujNIWcRxJkDauM4kjj187Z7zpcBeQFFrEcJiejLF3hdPkc8UideFuXhmlPadnZyYnmRTYzMzhTwraus4MzdNwh/wGGaKReoDQc5NzlB7FemEBOaUIi2hCCO5DBEqNIfC+Kzr3TqmoWEamkdukR3ElmVmS2NEDZeAFSHguzkZ6NHTI4xMJHnknpXX5REA6IpFUI9TcUtMlfpJV6YIajF05Yr9ZEm0hm1NrXzvwpnqthcHL3FoYqzKDlQslBkZmqW+KUpXT/11/HOulLw81M/BydEF2+9s6Vg0BPlWKDkpUuVLZO0xQKCpK6k1axgpjNERaCOi3F6bQlGI1UcJRgMYlo50r8zkQd3g0e6l7BsbqcZKTBVyfPbIAX7vrvuJmBbLwjsoOtmqNqAKja01HwBYtN6EX42wMnIv4NVD0BSTntBmeoKbUBW9qhWcOz+B60qam6JoVwVO+Xw6C0qK31J4CqLmOrzs2Ou1Rdf1wpqFIiiXbC6cGKFjeSPxoI9ssUQs4COZL9JWG2VkLo3P0KkPB0nli8QCPkKWSekmYc7wJm0CQogOYB2wF6ifFxBIKceEEJd9I83A61cdNjy/7dq2fhr4aYC2trb5rTb57J9TLj2PdLO47hTZ1H+okmdcgUTKPEiHQOQ/g/BRKRUIhX0oisLsZJpUsUR/ag5VeGWxJ3JZlsRqODc7g5QwmE6yrqGJi8lZKq5TJcJQhCBdKpEtl8lXKswVi9zVFl149vkIRSEW0m3VmC2cTe9BU0za9MXXnlerm5MzGb717BH8lsEDd/YtoMzy+qKioHIm/RpSehEBZ9OvsSS0jbh5ZaaxNI2PLV/D7pFBZudV45lCnj/Yt4v/sfNB2sNRZqYypOZyVCoO+VyJjq46gvN2ASklJ6Yn+NMDe6pMwOCRgnyob2U1IefNQBEayfJFYmYPJSftUZhJ0IX6pgysvqCJHfGRnnFo6m7g+GunaV/WXK3Oc39HD98+d4q9Y1cmiqf7z1EfCPCp9VuJmhb+q2o2mmoAU108r8FjR4aRjENbOIo5X5wkuEjBlHg8QHNTlNbWGo8+fv7RhUIWju2y94WTbNixFNOnV3P/Ly8nrnxn3rCtLNh2tdw4eaCfWCJEY1sNxUKZV548QvvSBta2Nc4vY8F2XDRFoa8x4ZWAn9/mlaJbJGjkGty2EBBCBIFvAP9OSpm+iYRb7IfrHruU8q+AvwKPVORyd3yBn0A3NlMuPU+p8B00fSVCubaemkBRQujmnRjmXQihkGiMEo4HuHBqDNdx2f6uVZx10jiKpFjx3F65SpmY5aNgV6jzBxhMJYn7fFyYm6U9EiVdKmGoKk3BMOO5DE2hMEHDJHiNga1UsXn28DnuW9OD37wy01fcIk2+pdRZHRjK4saY8wNTvPzGeSq2w5FTw5y5NMkHH15HX1f9fMiyQ6oyial4Jb1aAqsIaTXknTRBLY6h+K6LVxBCsLGhmQ/3reKvj+yvcgbuGxvhN19+hl/asI21TY080Lr22mdAvlJh9+ggf7hvN2euSkTSFIWPLlvNqto3V+v+Mkw1QnNgG54FO8FAPkWqkiGiR0hVUuiKRkC7dZKR67gMnBjm4rEhhk6PUt+RQLnKvlLr8/Op9Vu4+MJslZmo7Dh8/vghLqXm+NEV61hT10DYMBfwQVwucFt2HNKlIkOZFIcmxnhluJ+5QoG/ePCxW2pAE5NpHv/+YdSrKhXdt3M55Zkc3/viHoYvTbFu+xI6ljbyxkunGBucobmjlk139zE7meaNl04zM+kFxr3jA5u4eGqUM0eHiMT83PHgKkYHZ/j2518j0RhlxYZ2VmzsJJsq8Ow39lEp2dz58GritSH2vnCSiZE52nvq2bCjl/MnRhkdmGZ2Mk33sibWbOu5yVXcphAQXhmdbwBfkFJ+8/I9EEI0zmsBjcBl8/QwcHURtxZgoY554/Ogai2oWgua3kelfAh/6BfQ9A2L7Q0sVLc27ljKlnuWAxLHdmny1TCXLeC4LitCCSyh0e6L4NN1EpEAjnS93PCiRLMV2mvrsQzP5bIkXkM6V6RQLjORzJIIBxACssUyJwbGeXL/aRpiIUI+k7ZE1FPDrE6G8qc4NPc0a2MPEDOu53yfSeZ46pWTFEsVQkGLjzyygY+8awOG7j2KiltionixWnmo5OTI6XNIJFl7ho7A2kXvnaGqfHL1Bi6l5nim//z8skby+ugQZ2an2dzYzObGFlpCEUxVo2BX6E/N8froEAcnxshcxUuoCMGDnUv4sZXrfyDqb4CSk2Qo+wqurKCrEaZKUaJGjNHCGI50COthbifPUNVUNj+8jqWbutFNHcNaWB9ACMH25nZ+aeN2/sfeV6v8ihXX5fmBi+wdHaY7Fqc3VktTMERANzyewUqZmUKesWyGkWyaiVyWTLmEBJqDN65WfBnr17azZpFahYoimJvKcHDXWe55bB2ReJDzJ4YZODvO/e/byHPf3E8sEeLSqTFitSEi8QCzkxnymSIvf/8I9757HYd2nePQ7nNsuHMprV0J1mztoXd1C3bFoVSq0Le2ndH+aQ68coaWrgQXT4+x7b7lPPON/TS11zI2OMPA2XEe+vAWfIFblye/He+AAD4LnJJS/sFVP30X+DHg9+f/fueq7V8UQvwBnmFwCfAGbxJCqUHT+wDrOoahxTA+NMv0RJp123uYm85w5PUL7HxkLbtP9vPG2SGK5Qp+02P6SedL/OYH70FTFP7mmTdIZr0IrHjIz089tIWwz+TguWG+8/oJfKZOJl/i0S3LuXtlF2eGJ3n64Fn6J+Z49tA5gpbB++9YhS+uM168SNHJ0hfeTkhbvBrsuuWt/NGnP0DFdgj4DOLRQJWVCKDoZCk5OQzFhyNtdMVCVyzydhJLuzlJSI3Pz6e370Qiea7/As683j1XLPD0pfM8c8mrdqMIpZqme62KpgmF+zu6+a2tdxOzbi8BZTG40iFitFNyM9huGVWo+FU/IT1EX7iXiH77doZCtsCLX9lDKV+ivr2WB370rgU8g5qi8MG+lShC8Ef7dy/IgMxWyhyZHOfI5DjAVREW/zio88sRV7pV/sjL8AdMDFMjFPFjWjozk2nqW+LUNUWpa4oxM5GmoTXOvpfPEIkHWL2li0wqz+ToHMfeuIRdcTAtA9OnY/p0/CELf9AincwTrw3R1lOHU3E4fWSQyZE5JkfmOPL6BYJhX3WJ2rG0kfrm2G1pcbejCdwB/ChwTAhxeH7bf8Ab/F8VQnwSGAQ+CCClPCGE+CpwEs+z8KkfxDMgRIBg+D8jlFtL5Wy6wO5njzN8aZpzx4Yo5Mt09XmzcKliEwlYfOSuNfzRd17lP33kfv7yqb1MzGU4PTxFoVThV993F7bj8v987UX2nh5k89JWvvLqET54x2rWdjdx4NwwX33tKOu6mlnf3YLfNJhIZvi5d24l7LeqNGZNviWo/mUU7CwlN4+2iBXcNDSa6yNeLvl8NiMwz1IrCOm1LA1vB2AwfxzHrRDTG0mY7QuMgVJKbNtrQ1WvUJU1B8P83o4H6IzE+drp48wUrwTPSJgnH1mcD6DW5+fDfav4xOr1nn/6BwzBdtwyqmJS51tL0ZlDQaPBH2KyNMnycB9h7dbP9GqUChWae+op5csL8vGvhqlqfKhvFR2RGH9xaC/7xkYWUIpfxq0EgKVqtx0XMTyV5PzINPeuX7Jgu6qpuI7k/MkR2rrraG6v5dUnj3Lm6BDD/VPc/c415LJFdEOlZ0UzdU0xVE2htauO3lUt6KZGyzxBiOUz6D87Rjjq92b1y8VI5x9NW089owMzrJxPnKttiHD+5OibKut2O96B17ixaeG+GxzzX4H/els9uAGEUBDqjeOwr4Y/aLLx7j5au2fpXNqIqinErmJaTcwX/4gF/cRDfgxNpWQ7nBqa5NzYNH/8ndeQwFQqy3Q6x2wmT//EHI+/cYrnDp+jUK6QK5bJl8pEAl46rcAzOKqK4pW9Kp5nrjxG2S2Qt1N0BTcQ0KKL9vf0qVHeeOMiHR213LljKa4ree2VM2ze2k0gYGKpQaSUdAc3eBVlxPUlsrLZIs88fQxD13jXo+uqxiQhBLU+P7+y6Q7uaevk62eOs2d0iMl87rrUWC9JRqMhGGRbYyv3xNpY39S0QADkMgUKuTI19WEKuRK5TJGa+khVeKlCEDQMCvaVAWfLaQazL+BXE0TNLlRhElTDRI2bz/5+TZsPcPJqOwV0j8uwtjlGMLqSkfPj88xCi2uGmqKwramV5TUJXhnu53vnz3BseoKZQp7KfP3Da69fUxSCukFjMMSaukbubu1gQ0MztT4/6VyR8yPTGJpKb2sChOD8/MSxpCVBoVxhJpUjWygxOZeloyGGoiiYPp373rOe/rPjRONB2nsbKBUrDJ6bYMs9y2jpSvDUV98gHPUzPjTDoV1n+djPP8DDH97CyUP9aLpGa5eXXn7Hg6s4sOssFy6Os3ZjF5vu7kPTVRKNHnlK5/ImbNtl4NwE8UQIoQg65mNAbhdv2YhBT9p7pbcXknvaSHcOiTtfKlxHURQ6extoaInj2N7Dtm3HyyiEBenElyEAn6GxtrOJx7Yun98miAV9ZItlogGLd29dTl3UU8F1VaV2vs6BN+/LqpVbIEiY7SiohPUEOXsOXbEWBA5dvqZMpsgrL59mSW8jy5c3I4Qgk8nT3BLDMNRqtVspJaWS7UX2aVAolMnlSvh8Bn6/QTBosWZtOy+/dIrLg6Z6bUKgKTZrEnlWJzYxkd/M2dkZLqVSTOdzVFwHS9OpDwTpjMTojsZwporsfuIoc/eECPgtDEunXKqQz5bY9dRR3vXx7ZQKZV578ggPf3Qbls+gVK6QmS7yS0u20twQQSpewE5jwKAs32CufB5bFrHUOKYvirgBTTl4g/GXN93BJ1dfIcP1aRpuWfLUwdMUSxViYT87lrTfdIYTQhC1fDza3ccDHT2MZtKcmJlkOp9nKp/jbHKahC9Arc8LxmkMhmgJRWgMhojO12S43H6hXKFYqrDv1KBX6VlTefnQBdYsaZ5PKIN8qcJTe0+zpCVRPU4IwdI1bSxd01bt17J17Sxb57FglUs2qdkczZ21IMEXMFFVhZauBC1diWoBWcd1ideHMTbWMFEq4mqC1ds9hqSahghpy2GikGP5+nb61rXhSImmKDR1eVqEK70K01JyU8LXt7AQyJLP/imGsQ3d3DnvQilSyH2eYv6rgJdN5w9+CkUJk00XePwLe5gaTaIbGmu2dnPnQ6tu2L4QgjtXdPIPLx5kYi5LPORnNpMnErCoiwRY2lLHoQsj3LO6h4rtUHFcWmq9mcxvGpQqDicGx2mIhWiMhbEMg5KbJ1OZxq9FGMx77DZRo756TteVnDkzxsDANIap0dAQIV4T5Py5CXbvOscnPnkXoZCPx797kHy+jADq6sK846HV7Nl9jomJNKlkjvd/cDOJRBhDv8KULKXEdqdAVlDVWvLF3RQqx4j4303CHCbRKLi/fQ2SCo6bQlPqcGQKKYso6BwZGccu2/gDJrufOcb6O5dyfN8FNt+zvCpMg1E/hqnDPMvyd184zt9+aw+KEPzMh++kcXmUXKVEW7gV230HrixjqLfHfa8IQUckhiNdLqRm6Q7HURWFS8Mz/MWXX2U2laevq56W7hhZKoQNE01RaPSHq6zBl9KzNAfCWKrOhfQMDf4QiioYLaa4v30J9b4ge8YH2FLfiqoonE1OEzd9mKrGQGaOyYLG0lgCdZ7AdXwmw9hMmlyhTCpbZHV3I4lokIuj03Q0eG7Do+dHWdpWx7L2uttWv3VD5dEf2c7Y4AyKIth0dx+m70ow2UyhwGvD/QgEGxqaeG14kA0NTSRLRZ68eJa4z8/GhmaOTU2wNJ4gV6nw/MAFDEVlU2MzhybGmM7nWV1Xz4HxUTRF4e62G0dpvmWFgOsMUsp/HVVtQ2eeBrz0CvnMn6LqPShKnGLuC6hqC5b/R5ibznqGl8Yord11jA3OAFAfC1Gu2PgMnd6mBJqq0N1YQ8hnsrK9nlLF5vnD5yg7Do2xML3NtSgIHl65hDcuDfOllw+DlKxtb2R9txfu0BAP8Z6tK3j6wFlCfpOP71xHgxFkujSEKjRUoaMJg6nSwAIhoCiCjRs7OX5siJ07l9HRmQBgzdo2Duy/NJ+iK0mnC2zd2kNjU5Svfnkvtu2wbHkz9fURXnjhJONjKRKJhetq2xkjW3wZRZgYeheOO4emxFFEgLLdjyL8OG6adOF7gIuuNlOqnMPQOlGUEC1d68imCiSaohx89QzlUoVs6sZFRB3H5cDJQZJpLy7h0KlhIksCnJidJFepsDSWoDsS5/jMOP2ZOXqjCXoiNRyfHac/PUdrMMqa2kbOJqeZLeZIl0tsbWjjXHKaL547zL3N3Wxv7Fhwzorj8MLwBVY1NnJwZBhT1XmovZddYwOUHBuJ5NDUKEtjCfrTs8QtP5rwQq8jhoWhqkwVc+TtCsdnJ7BUjTNzUwgBQd1kppin3h+kxgogJRw8M0R7Q5y5TAGEl2na117H0QujnBmcoikRZk1PE9Ggj9dPDnDnqq7rYj1uhEDYx5LVraiLBBQlS949PTM7zX0dXayorWNjYzMl20YRgp1tndUEqoJdYSSTRlcUHujsIVUqUrRtxnMZommLqGVR5w8yepO6lG9ZIeA4Y4BE01d4WoCbp5j/MoraQDj6RwillkzylykXn8Xyf4BIPEBNfQSk5JUnj7J0tee+2dLTQqlQwR+w+Mj21SgufGj7Kuyyg0CwuiFBKOPQu6aNsbEkbtHh9OAYo8OzvG/LSo9ZVsDUZIbBoRmiET+TU2m2drXSHggRiwVoiHmzXdxoYro0SIUSAkGtudCFVFUXuXHNAQBD1wiHfei6hhAwPZXh+987zLr17cj5mgTX3S83iarE0dQaHDeFrrUjZQVNrUVXm1HVKEKoOM4MPnMdioigqjP4zA0UygfQDY1Q1O8VvogFOLTrLKbPYPjiJMnpDEMXJiiVbKbGkgyen6BrRQvNdVEUxTNutjfGQECuUiLhC/B4/0ne27mS7w+cZkOima+dP8qnVm3DVDSipo/H+0/SFYmzd2IQVShsqm/BVDVqfQHChsWKeD0B3SDNldwRiVcvMaybKGLeFpPPkK14bsG2YJSGQIgGf4hMucThqVHubekmoBnVbDtFCPJ2hbLjkLAC1WewJFJLxZ2kMk8DJwTcv6mDC0Pn2bC0jabaIOAykxqnvd5idU8zjmNzx6oOGmtCnB+ZwnEKINMIpQ7P+KpwrRsb4OLwDH/3zddZu6yF992/hmtfg5FMGtt151OlBTgSIUFVFKKWD1UICrbNSCbt5XY0NJIsFtnVP0DYbzJXLBA0DExVJWAY3rLqJhFab1khIGUBhIFQIvOW8LNUygfxBT6BorYBAl1fTbHwOFIWCMeirN7SBRJauhKE59OPzx0ZYno8STwRZmJkFt3Q8AcspidStHQlSE5nKJdsupY3Mzg4i+O6tLfV0NwcI50u0N8/TUtzDFVVGBicIRsvcvbcODU1ITRNIZUq0NzoJeq0B1bT5l+BECoFJ4N5g4Ah3VCrXIiFQpmjRwaZmkxz6GA/6zd0oBvqfHESj0NeSkm5bJNM5nFdF1VVmJnOcOTIIONjSY4eGWLZ8hbgImV7kIB1J66bRuIZAnWtjUJ5P5pSj9/cguOmMIxOpGxDET5U0UDGdkh01pLNlWhe3kQ8GiCZzuOzDHa+byP5YoVMtkTXli7ijVFURfCRd26gqS6CoavctbGHY5lxVsTrWRavY/d4P5OFLBN5739zIEzOrrB7fICwYZK3K9iug6YorIw3sDTqaUVx00dYN2kORq6z0OuKytaGVgYycyhCsLGuhbF8hjW1jTT5w5xJTmHNx0BoikJPpJ6gbtITqaU/M0utFcBSdaYKOTbWNXN8doK+WIKgbhI1rPnPnkdHCEFz3KYxAorq4FReRajNbO+bAOFDUQ1cjhOq68N1DrOirRkhwLUHEUoKp3wIRW1ENXfANXahw6eGeXHvWYJ+Y54XaqEU2NLUymwhj6Vp2AUbfdShFCujqArdRpTZOc8Y2aoESaUKWDUq60MNjE2naAzX0NgZQlMUfJoOwjPe3swr8pYVAooIgXSQbgpUh1LxSQQqpnXfVTHWAnBBSibHkqRmcyxd3YrPb3Lq4ADr7vBcNy1ddYwPzVAu2VU/bSjqB+nxvIGgWKrguC7hkEUk4sPnMygW57POhKClOUal4pDOFPD7TcJhH7Gon0zGI+cQ4rLrxutbQLuxJfwdD66qpvKqqkJdXZgPf3Qbqqqg61r1d1VVePTd66mtDfHhj2ylUCizYWMnfr+BY7v09TXR29uIZemoaoCQ8fDluwfKlcQYQ+vE0NoABU2tx0vuVDG0bkDB1CKcPH2WdavbOHh4gNlkjt6eemZnc5TKNqapsaSrnnSuhKgoDI7OUZsIk4gHef871l55ZlmBpqge3ZpQaA6G6QjF5md3EwGM5tK0hdowFK94iiYWMiPpisckvGd8kPWJhUkvQsDSaII+o469E0Msj9ezsuaKJbw1FK1+7gxfSVXe3niFlv69XSuqn+v9C+0Vtb4r4Uvec7eQbgYp0gi1EenOItQEQoRxnUGkzHuTlaygaEs9g7WbAWGBEEiZ4opG4MF2XI6cGbnpzGxpGk0hb7mXsYs01URIzuWJxwIMX5ohky3S1BiluTaMURSMjyYZGZujo60WVQpqA8E35d59ywoBVetCKEHy2b9A01dSyn8Nw7oPVfMGtpQujjOIUIKUinBs70XGh2eZm86QmslVfckdSxtRVIX6ljiFXMmTpitaSM1miSfCzE6lMS2dmtowd+9YWg0CAcnQ8Bx1iTCxqJ+O9iuDynHc+f3mQ7/fpD/96vW8YWh0di10hQau4qerr/eEyWKFJG7OprTQW7DwUS+0FAuhUFsTpCYeoKYmiKIITEOnUCzj95n4/Qazczl8Pp14LEC+sDjB57J4Pbbr4td0HmpvpsHv5z1drUwWBHErQJ0vyIeXrKFoV/iJZRsJ6SZ3NXUSvIr+yqfpfGTJGqYKOdQbsBIHNIO7m7r+CcnebgBZQAg/QokghA+UBIgA0p1A1VfhKhEUtRWUOKCALCJEAKHEUfW1eFWiFl7DXDrPuYHJRU62OCxLp6Pdo8D3+wxy+RLNTTEkkoDfxI56GbRdVp1X7egHYL55ywoBRW3GF/gp8tk/oVJ6FU1fgS/wU1wmD5EyiV05haYvR9UC+EOWZ8WWUFMfpmeFZ8QLRf3YjstMModjqARDPgLzRR1LZRvH0hhJ5xhKZgkHLeprwgT9BkIotLXGaWmOVesGXsbl/PFsrkQ6V/Q4DyMBVFXxli6Oy/Rclum5HOWKV7Y6FvYTjwSwboMHUUpJvlhhai5LKp3Hdlx8lkFtLEA87L9KUN0aXl1Gl2S6wEwqRy5fxnUlhq4SClrEQj6CfpNVy71swxV9TRRLFUxDo6U5hqYqKIqgWLLJ5IvYtktItxidTC04TzhoEfPP06K5JVRxlPH8ALpqsSGxuaq99UQWRlLW+0NkskXOjk6SzZfQVIWaaIAV8TqP1lxcL2Q9fsHFr/9yENVMKsdMMkexVEHTVOJhP7Wx4C3vf8V2mEl6k0gsXI9ltSClpFi2mZzRSKbz2E4Yn+lQG1tKPOJHVb3SdEJrQdGuTyGWUlKxXXKFEodPDTMx4yWr5YsVxibTixoTfZZONORD11Vqr8ouLSWmyLk2a6JrUIRCNLqw7kbOzrFnZg/LwsuIGbeXmvyWFQJCqFj+D6Ebm5Eyhaq2I5Sr6wCq+IM/g6otRdVMNt29lLXbevAHzWvd5szMZflPf/p9pmYz/Ohjm3ns3tUcOT3M1585zMkL42RyRaQEv6XT0RznkZ0r2bmpF8u8Uvmlyl/AZaIJwdO7TvEPj79BfW2Y//KLj1ATCXBuYJJvPHuYQyeHSWa8unWaphIKmHS3JvjUx3bQ0bx4SLGUkmy+xEv7zvHs7jP0j8yQy5dwXYmua8QjftYvb+XRe1bS21F3S7ovx3E5eXGcJ14+wdEzI8yk8pTLNq6UaKqCZerURgMs6ajjjnVdbF3TgWXqBPzezHx1iqzquPzx/3mJ0xcnFnlW8BPv386jO73MSVXo1PnWYcsClhrj2jXv5WvN5Eo8vesUT792ipGJJMVyBUVRiAQt1va18IF3rCUYMG+b1qxiOxw/O8rjLx3n+Lkx5tJ5bNvxKgP7TXraEjx813K2r+26oTAYHk/y2//7+2TzJX7+Y3ezY2M3+44N8K3nj3L20gTZfBnXdT2W60iADStaef8Da+lsqbmuPSklR86MsOfwJQZGZxmdTDE5k6FQ9DI1L9e8XAw7Ny/hFz5+94LkJID9s/spukVWR1cvelzeyfP42OPois6m+Kbbum9vWSEAIISOpi9Z9DdFiWD6Hql+L5dsJkfmCIR9vP78SdbfsYTWbk/NdlyXqdks49MZTl4Yx28Z/NmXXmV6LoumKqiqgu24zKYqzKbynLowwcWhGT7x3q3VikIFp8iBuaNU3AoJq5YV4V5yhTLj0xnKFYdMtsjFoWn+4HMvMDg2N99/QEKxbJPNl5DyxtTkUkomZjL8+Zde5eV95yhXnGqdBCEEuUKJTK7IwOgsrx+5xM9++E7u27r0hu05jsszu0/zmS+/yuRsdv6eiWrRkGKpQq5QZiaZ40z/JGcvTbJySWO1GtLiz0NgOy6lsu3FTthOlXn46iWCEApFZxZHFtGEybUxQlJKUpki//uLL/PMrtPVsl6apqBKmJjJ8OSrJzl6ZoQfeWwzhnHr3JFiucK3nj3CPzy+j9mUFyp9+dmWKzYTM2UmZjIcOjXEIztX8sn3bye0SHKN7ThMzmZJZQqcujhOMpPnr762m1SmUL1/risp5kpkciUGR2c5fm6M//DT76C3Y2GsgJTw3J4zfOf5KwVer1bXi+UKleTiEfXZfOkHynHQhY5AkLWzt33MW1oIvBnMTKTpPztOPlciHPNz/EB/VQhcjb1HB3j9SD/KvHV7zdJmgn6TdLbA7sOXeOmNc+QKZb729CHqa0K874G1KIogVUmjKxorIksxFH1BJGCxbHPg5BDffPYI08kcW9d0sHZZC3XxEI7jMjye5Pj5UeriIeriiwfPpLJF/uQfXuLlN84jBKxc0si9W3rpaK5B11Sm5rLsPnSRXYcuMjaV5k/+4WXCQYstqzsWndH6R2b4m6/tZnI2S9Bvcu+WXjasaCUW8dTHVKbIpeFpjp8b48LQNJtXtxML37ikm2Vo/Non7iOTK1IoVcgXyjz+4nGe3nXqhscUnSS6cv312o7Ll588wNOvncJ2XKJhH+/YvowNK1rxWzozyTy7D1/itYMX+Kuv7qJUvj4H4Go4jsvjLx7nr7++m0KxQn1NiHu29LJmaTOhgEmuUOb4uVGe3X2G8ek033z2CKah8ZMf2F7N3lwML7x+lnyxjG07PHjHMrat7aQmGqBUtjl+fpQnXznJxEyGs/2TfP7be/n0zz2E/yriGSHgsXtWsWnlFcPksbMjfOmJA7iuZNPKdt57/5pFn199TaiaWLZYrsRlKrsF25DMlmcpOkV05faJd9+yQsB1M9iVY2haL0K5XtW6FsGIj6GLU4Sjfpbe0crJQwOL7jc9l6U2FuS3fuodbF7VvmAmvWN9N92ttfzl/Iv39WcOs31dF011EUzVZKwwSaqSod5KsDqyrHpcsVjhc996HU1T+fVP3MddG3vwXZXyenmNXypXMBapgOS6kideOcGr+y8gkdy/rY9Pfeyuasm0y23cs3kJX3nyIH/7zT3MJHP8/XfeoK+znugig/fw6RHGp9MIAR94cC2feO/W6154KXsplmxGJpOEg9ZNA12E8Coq10QD1f4cPr24Kgsen0CmPIDt5rl6fSal5PzAFN976Tj2fNn3f/ej93Dftt4F2Xh3b+rhOy/U85mvvEaxdGMhIKXk3OAUX3h8H4VihbamGL/1k+9gVW/TNc+2i61rOvm9zzzF2FSa775wjC2rO66jdLsao1Mpgn6TX/j43Ty0ow9dzSCUEFLm2ba2g5U9TfzeZ54imSlw8NQw/SMzLO++kj4uhKC3o26+wpQH23GqbNGNiTA7NnbfcrkzWZrk1alXsaXNxdxFbGnzteGvXccrYUubc1mPG7PVd32a843w5ilj/pngVE6RmfsFymWv6o/jVnDljavhxmtDPPLxbbzjAxuJ1gXYvLPvhvs+sG0pm64RAOBl+D2ycyWrl3pGxeGJJPuPDyKlxK/6aPY1oAsNXWgLHoA7v5b/sXdv5oE7+vD7FlbBEUJ4acORwKIv3Ewyy5OvnMB2XBoTEX78PVsXCIDLbVimzmP3rqq+VKcujHP8/Nii15jMeOnRihC0N8YXrR0ohMBn6fS0JaiLhzx133WuYxu+DCklc8XCLasSA1TcLIowKLtZrs7dkxJeOXCe2ZSX7nvn+m52bl5yXTquZeo8cvdK1vbdnKvPcSVPverNyJqm8NF3bmR1X/N1z1ZVFNb0NfPwjuUI4Wlez+05g3OLQir3bu3loR3L0dUUpeJ3qZRewrWHUBSFjSvbWL/cG2yZXJFLwzO3vC8/CDShUZZlzmXPMVWaYqY0w+szr7NnZs+C//vn9gPw7uZ30+y7jszrxu3/UHr9TwDXnUJSRlU9ST1RvAQSgnp8ns02iy5MKrKEpQSwZZlSKA9KAEeWCQbjzJRGiOiJBe1apsaWNR3zZb6uR9Bvcuf6LvYfH8BxXA6dGuKddy1npjLHTHkOS7WYKSevU8U6W2rZuXnJm+LmB29gnbo4wdBYEoC1fS20Nt44DzwS9LFqSRPHz41RLNscPTPKHeu6rtu/oTaEqio4jsuze86wqreJxkTklmGtuUqFF4cvsrq2gahpMT4f6DORzxI0DM7OTdMeitJ0C+INS61FMQ1MJcrVc02hVObo6RGkpBpktJh2BB4l+7a1new92n9DSrJkOs++4x7RaH08xOZV7TcsjqIqCuuWt/Kl7x+gUKpw8sI42VxxUU0KPAv9fVt65/sXwTDvAuFHUaKA1/+e9gQv7D2L60qm5/5pKekvo8as4SOtHyHv5PnK0FdIVVJ8oOUDqNfwbCgoBLQAQS34poq+vmWFAMKHYL7qMB5JRcHJkLFnkEhst4wjbXxaiAkni08NIRBYRoCik8N2K7g4RPSFdoGQ36Kh9sYvsBCCnrYEpqFTLFUYGk9SKFUIGUGWhrq5mBvEr17vn1/aWUck+INVQTpzaYJSxVN5a6IBxqdSN93/6qKqo5NJHMddYMkHWLeslc7mGs4PTvH64Uv81myGB+9cxh3rumiui6Jpi7sZL4+1c8kZSo5Nrc/P+eQMMdPifLJMslxktlig9RbUW4rQSJW85U29bz0B3VOT09ki4/MuslDAor0pftOlXmdzDYau3dAuMD6dZnK+vUjIR65QZnh87obtlUo2uqZSKFVIpvOkc6UbCoFY2F8VyFIKXGcS15lA1brQjNWe794yqvEi5crNbRf/GChCIagF6Qp0cSZzhmZf83VC4AfFW1YIaHofitpIpXwQTV9N3GjCkTapyiSq0Mjas8SNFgzFouIWcaSDTw1hywqW+v9x999xlpznfSf6fSufnDrn6TA5JwCDDJAgwEyRlEQlKtCSbFHy2mtbDru+3ru2JF9bWmuttEpUosQgiqRIAgQRiBwGmMEMJsfOOZwcK7z3jzp9pnu6e6ZBUjbu/eEzmOnTVXWq6px63if8nt8TxlACOLKKvElAI2Dpq5I36yEWtgiYGpWq3UiENQVD/siuQCvzlbVuX0sysmqVrbpFhFA21BpchufJVTX3rz59mm+/eP6W+5SrNzLxpYq9LkGkrTnKZ3/8Pn7nr1/g+tgCV0bnuTa+wJeffIv927q478gg+7Z1kogFV62cmvDpyooQdISiLFSKdEdiLJZLRE2TmGnh1bUJbwXbK2BpKcJ6J7Z3Q9ikUKo1KgnhoEk4uPE0IiEE0bCFaWxsBBbSPhcA4OrYPP/8P3/lljMjHdcjX/J7DWq2e8sHNxq2GtUh35txUbRehHKDWfg96q58z9gZ3Unyexjqeiu8a42AorQRjPxzyoU/QIggpnkXKEE0PYgmDFL1vxEaQltfU/3GCnMjxlUVZU3t9WbomtqIUR3XY6GcZk6dYro8ixCCslOmM9i2Zh9/xfAouhlmyhcJaSliehuOrGLWh1+qQsXDw/VqVLwCmgxTXFFeK5SqFEur596te23L/5ByXVdZEYKje3r59X/2Yb71/Dmefe0Sk7MZZhfyPLlwge8ev8xAdxOP3beLh+/cRiIa8HMXusGWSJJUIEBYN+lxYwgEPeG4341nWmsGga4H16vieCWK9gytgYON123Hxak36eiaestR8cvbbBS6gV+aXI7ra7bL4iZdclH/360IdoamrujDr7MuZQlo3ninf2C0mC20mJsT29ks3rVGwHOnqZa/geuOUcj+OxS1GSGCrJnAY9zD9Ys/ztRohlrVQdNVXMdjYGcHuw71rT2ulLedquvV++XBt/RRPULAipA04kS0EBPl6TXnsWxvcs48I4UTVL0imrA4W3qSNmsbphqiYC8S1lOUnDQ5e46aV6bN2LlKjOJDD+xmx8BqA7NULrFYLjOYWOs6t6Qi2NJjqZCnPby6HCeEoLMlxmc+fhcfuH8Xr58e4YU3r3JxeJZcocKF67NcHZvn5ZPX+OyP389At0/GytUqTBfzvmiGY1OybRQh0FWV+7v6aAmG1y1brbqHOChCbzQx3XyfYFmY5ftT/BPihm7g9v5WPvSArzWYXiz4AiPJEAh/7kI+WyLVHGVhLkc8GSIctmhJ3kK3UbDiY/bw3Bk8bwldhPD1c//HY1mavOpVqbiVdQbT+0S2sBZGUzb3eL9rjYDf5OKh6bvhFiVPRW2lpTNJteJx8dQYh+7dxtyUL764nhGo2Q41+9aSh5Wq03ATTUMnaBokDD9u9JDE9diGzljZyRLWUoTxWYGGEqAruJusPYvtTVBzi3jSpeaVCWlJkmYn0fB4fW/J9v5WPvrwajZYulLmzekp7urs4vTsDKlgEF1RmS0W6I7GeH58mICmrzECUFdwVgVdrXE637uPR+/dydXROZ5+9RLfPX6FxUyR198eBZ7nP/zS+4lHg3SFY9Q8l8VyibBhoCsqjuf5UmK3GXO9DEOJkK+NEdTbWGkwTUNrJAKrNYfabTgANdvFdjauRoRDFqqq4DkuiUiQD9y/G7fm8J2vnWTP4S1YQQPpecSTYd567Rp3PbSDt49fp2tLs68MPJOlWqhSqzoYpobrbmSUBKrWhyLbABXpFVeFBf+jUHWrvLr4KseXjpOxM+saUkMx+Om+n6Y/3L+pY74rjYBju5QKScKx/7qJmEshGFaRnmDs6hyxRIhSscrS7PrJtUKpRiZfpqNl48TW3FK+UZtOxYLkyXF6/lS9h11SdEo81v7guvvGjDYWqiO40qbN2oorWxAIgmoMW1ZZqk0QNzqQ0sWVNUreEr3tCX81kzA8sYjnyUZ+wdcYVFAEjOdynF+YpzcWR1cVrqXTZKsVwoaxqYEey6XKvds62TnYzv1Hhvgvf/o0Y9NpTl2c5OyVae45NMCWmM85lyuo58urre1VsT2JJm5NRtGUIGG9i7K7gN9J5z/40ZBFNGSxlC2RL1ZI1we/rgcpJelciWpt4/xDaypCKGCQyZeZWcyRL1aIBk3CUYtwxOLqhSkUVcG0DFRVQREC09JxHJfrF6cJBE3OnxqjkKvQ3BajfcdG+nwujnMJpAdCBaGhKTs22PYfBlJKTqRP8MXxLxLTY7QH2tGFvoaVrQsdS928UvS70wg4Lm+/cpWjD+8iny2hqgqGpVPIlEi2xtDWiSNbOhL0DrXy8lNnCUUs7nxo/UnGpXKVyyNz7Ohff6iG50nevjTZoLIO9jYTMHQG9S1EtBAeksnS2nBgGZYSYWfsISR+yaaZfkBgKEF2xR5GAgV7gUxtGk2YVLwCu4c6CAVNCqUqpy5OsJAprOIJpCtlSrZNxDTZmkrREY4yWyywJR6nOxJjJJuhI7I5GS/wjYGuqRzc2c17jm3nT7/yKjXbYWI2A0DZLbBYm0UXOhKJh+dr1SGR0sORNboD69O5l+F4ZYrONDGjn5UlwkjIoqcjycjUEoVijYvXZ9jWt7E016Xh2Vt6bm3NUXo7k2QuTjI9n+Xc1WnuPThAS3uCSDyIZqhIT2LXHAq5Mtl0kWymhKqrhCIBSsUq7d1JcpkSkVjwFiVUDU3bhidzSHcRfyznO8fKiUDuipFqm4ErXU6kT9BqtfKZLZ+h1WrdMEH4TioH70ojoBsaqqaQSxe5/PYY0pNE4kHSC3mOPrSrYQR8N8hnoymqQqo1hl1z2XWod8O43/Ukz7x2iQeODhELWzdxvSXjM2leOnkN8BuKju7ppdlK4UiXkeI4JbdMTI+gbHDzfV2BlZOFV/yu/npUb2EgfAceHiEtQbLPZe/WDl45NczwxCJff+ZtfuojdzTc5p5ojJ6o77l01l3+wUQS2/HQNYWh5OqGpOVORm0T3YbLKkVCCKy6lmDJLSAQ1LwqcaOJ8dJVym6RpNGCrhhka0t03aLoIaU/lVhXwpScOeLGQONOGLrK0b29vPzWdb+/4eWL3Hd4qJGYXHmMhXSRF05cu+X5h4MmD9+xlXNXpqlUHb74xEm29bWy80APqqpw8K5BqLd73/Pe3eimyoE7B/CkX2qVUqJpvqFAwPDkRoQfB9cdRVFS9ef2eysH+lOwff7G7EKOas1ZUYG4NVzpUnAKbI1spSPQ8Y64ALfCu5IxWC3VyGdKVErVhhRXvCmCXXUoFSqN7ezqC5SLfwp4LM5mOf7cBS6eHmN2MsMbz1/a8PinL07yx3/7ClPz2UYTjO24jE4t8ftfeJGxFcSd3UMdCCFYqC5yIXeFmcocY6XJdRMym4UQCmE9RVRvRhUaQcvgRz9wiFQ85PPqHz/JH3zxJa6NL9S56x6241Gp2ixmipy/NsMXnzjJ5776KlXbWSNVZjsun/u71/jSt9/i0vAs2UK5cZ1e3UDkixVePnmNp16+CPjlsKE6EzGuNxPVEzRbnYS0KD3BIbZHD9JsdpAy2tkeOYRAWRWLynrCVUpJyZklW7tO1c2sKdEKIbh7fz/9Xb7hOnN5ij/5yivMLuZxXK/xWUzMZvjDL7/MldG5W4aEihA8fNe2BnPv9MVJfv2PvsOJ8+Nk83WNREXgSoktPSZms7x0apjf/9JLTM1nMU0dVVX8iccbSJnX3wkhgrjONSQ1pFxfU+F2aG+ONXo0Llyf5bk3rlCu2P5n48lGg1a15qyJ9VWhEtEjVN3q9/X9uxnvSk9AM1QO3redcCxALOUrxiqKQjQRasiGATj2GWz7FIHQp7FrDuFoAEUIFueybORndbclsEyNrz19mjfOjLK1r4VYJECuUOH8tWmm5rJICR0tMX7qo3c0pgpbqslgpI+J0jTKD9h2CiE4sKObX/jhu/mDL77EUrbEF584wdOvXqSzJU4sYiElFMs1lup98oVSlYM7u/0V7CZIKTlzZYqT58aJhi3am6O0NcdIRHy1okKpyuRshusTCxRKNTRV4bF7djLY45e+NEUjqtxQ5lGcEK+eGmYpU6RYrvkzGMo1zl25MV3uqVcuMj6TJmgZBCyNgNVOIhrk2P4bXsAyWpoi/NRH7uC//unTZAsVvv7M25y6MMG2La0EAwbpXInLI3PMzOe4Y18fY9Npxqc3JgAlokE++2P38Z//5GnOX5vm+JlRzl2dprM1TlMihK6pVKo2mXyZhXSRbL5M0DL4wH27NjzmWigoShNIF6G2oGp972DfG2hvinL3gX7+7unTFEpV/tuff5enX71Ee11opliukc2XOXagn0+sUG0C3wgcThzmW9Pf4nL+MkPhoVu6/T+w4SP/o7DStTdMnab2OADWCjJXILQ6M+3JfOPfzR1x4skw1y9O43mShz5yYN33iUUsfvFH7uXPvvoapy5ONNp+l6EIwUBPE//4R+9h91B740YG1AC9wS66Ax2U3cotyRq+kIdcV0l2I2iqwmP37iQRDfKX3zjOxeuzLKSL61JRhfCZj32dKZR1aMpCCFqSEXRdJZMvk8mXubCBDkAqHuL99+3ixz94eEP67lK2yO/+9QvMLuY2TECevzbD+Wszq46djIXY2ttBNLw6i64Iwf1HBilVavz5V19neiHL9YlFrq/g3lumznuPbednP34Xv/P5529pBIQQDPY287//40f5y78/zosnrpErVLg8MsflkbXbm4ZGb0eyoZuwWQglBl4epI0Qm3Phb4amKfz4hw4zt5TntdMj5EtVXj01vGa7/q6mNa8JIegIdBDRIvzx8B+zPbKdNqttTcegKlQOJQ6RNJJrjrHuOX1PV/IPAM+bpVz8E3TjKIb5HqQ3T6X0ZSSVDfexq6+gqHVJbwmH7t3K0Yd2gPQHkq6HStVmoDvF//HZ9/PyW9c5fmaU2YW8P4swFmT/9i7uPzJIR0us8QB70uNqYYS8XaDVamKiPE3KTNLfleLRe/wM8ZauG3F5pebwxvkxju3dwjLPZWXGf/nfNxsITVO5+2A/OwfbOX1xghPnxxmfTlOok4eClkFTMshQb5I9Q730dzet++DqmuCXfuwYDxwd4uyVKcan02TyZSp1F9MyNFLxENu2tHJkTy8D3U3rNhgtI2AZdPQmiDUF6WtKUHNcFosl2mOrk2Ou5zGTLdAR95uRwgFjQ0agrql84P5d7Bxo47njVzh/dZpsoYKuqXS1xbnn4ABH9vQQtAzuPzKEZep0tMTWnKfnSfLVKiFDp6c9wb/4mYf50IN7eOPMKFdG50hnyziui6H76k59nUl2DbWzfUsrydjaEl8kZPHQHVspVWr0tPsCs6VaDV0RCOmTzlTtRmtwb0eS992zE6RksPf2JCIhBG1NUf7tL7yPV08Nc/zMKDPzWao1B01TiYUtOlri3Ht4YN39X118lbHSGK50OZk+ue42hmLQF+zbtBEQ3y9Z4weBw4cPy1df+QOyS5/BtB4jHPs/cZ1LZBZ/BKTNGlWKOqQsY1gPE038PuPX0yzOZjlwbGjVQFLw+fW/9H9+mZmFHFu6UvzO//bDJGPBRgKtVnOQ+Ekr/0smVsWhrvQ4m73IXHWBlJGgzWqh3Wqpn4O/jVghg1UoV/nLx9+gpzXB9r5WcsUKk/NZhrqbqdoOYzNp+jtS7Niy8djv5Xn2NfsGw05RXIQYR5BH1wcRKCAMPC+PIkJ4soAiwr6HJB2EEsa2r6Eo26jZRTxPIEQEVVHQ9RtMvHV7CKRkNl9gPl+kL5VgPJ3l6twiH9yzjeHFNAuFEge62xldylCxHboTMQrVGtcX0hzr76FYrTG6lKE1GqYlsn73ZOM6Adt2sB0PRQgMQ2t4Uf79leveZ4B0qcyvPf4c/+jeI2xtbWocE/zciG27eFJueM1SguO5qMIPOeVKBqaAmuPym0+9yN0Dndzdt4jnzqBqA2jG3hWf0/rndjsse4y1moPreQ3REk1VNzzWbGWWrH3r3hJFKHRYHQS11T0RQogTUsrDN2//rvEENH0XscQfoqjtLD/0QoQJRf9lQ1z0ZpSLf4SUZYr5Cq88dZbJ4QWunJnwB5LuWDsW/AaW2YD+Tb/VKgi+cu7u2DY8uRVNqGTsXGP/jT7zWCjArv523rw4ztR8ltZkhAsjs0zMZWiOh7k6scD2W5TGlpN9lnnD3a/WTmE7w0jpUrMvIoSJpnXheUuoageOM4qiRNHUdjyviEortnMZy2zG855HCItw8EObcmUL1RrfvXSdfV3+fYwFzFXVholMlp3tLXzn/FV2trcwkyuwq72F8XQGT3bz3cvX6YxHb8vz8KspPinLXOe0RJ3fu9FxXNdjIp1tNGAtHxP8+Q23Eg0B38v74htvc/dgH1uaEms+U11VeGTHEB2JMLDQEMBddf7fI41fCIGmCrRNVgcAWq1WWq3W22/4DvCuMQJCBNDNoze9FkTT924oMVar9OI4FwmGTI4+sJ3ZwXRjIGk8desx3u8EOTvPYjXNfHURD0mmluW9bfehbuChCARV2+HqxDzN8RC6qpCMhehqiaGpCtGQRU/r5sZGAxQLFSbHlujsswG9sUJqWhea0krFGUOINOD5sxqlg+ul0bV+FCXKstHTtE5AbayUN79/reowfHWWvsEW7Prw0o5YBFNTqTkuNdfFlZKArvuZbM8jFQqytbWJU+NTWLofm9quS9m26YhHiJgmnpRMZ3IkggFC9Sfd8yTT2RyxgEXYMrFdl+GFNJOZHMlggK1tTViarwNYc1wWC0UiAYvLswvkyhX6m5J0J9cSvmzXZTqbJx6wiAY2JsxIKSnbDmNLGZ46f5XmSAjH8wgZOu0xP5zJlavM5QskQgGiVgDNuAvwhUHms3kK1RrpUpmhlhSXZxdJBC0GWlIIwPG8xvX49yiFqWk+60I6gEQVJp60/bmawn8UV2b9PemgCQsPB086qEJHEdoavcv1sFxV2wzeNUbgZgglhRX8MRR14zhLURIIYfiTWIfa6BloRdNVPM+jXKw1Zuh9vzAVE03RCOsholpkQynsZVimxgfu2Um15tKSCGO7voJtMhbiocNDzKcLt5Tyuhmz01me+NoJPvMr92NabShKpF6iEgihEzDvwZU5hAhg6rvwZAVFiaEoEUzjIIqIEgw84huniseVi5Ps3Nu9ppEqnyvzza+8yad/8UESTWG2tjZxfGSCvZ1tTGby2I7LbC7PZCaHJyWLhRJbW1OETIOeZJzxdAZFCKazeY72dfP25CxDLSm6EzH+6MU32N3RyicO7fb1IfIF/t/ffJZ/+p672drSxFdOnuU756/SGY+ykC8y1NrEL95/lKBhMJPN85+ffIG+VJy5fBHX87hjSzddyT2rCg+24/LVU+d5c2SCX3n42C2NAMDr18f41plLXJ5b4CsnzhENmOxob+HTdx1EUwWji2m+fOIsp8an+OWH7uK9O/3FaC5f5D8+/hxt0TDnp+cYbE5huy5z+SK/9rFHaI2G+epb53jq/FXaYxFmcwV2trfwC/cfpSpnmCi+hiZMmgM7WaxcASS6EkQRGjWvgK4EqblFHFmmxdrDUvUqqmLQbO0gqLVyJX+FU5lTZO3suoZAExrvb38/HYH1G+vWbL+prf4nQFXbCIY/c8ttjMAH0M17qFY8VFVQLtVASkrFKhdOjvLgh9evEKyErCcRy+War7QTNBpJOyklds2lWnFIqEk6Qq0oikKr1YSQgmKxgut6mJaOYWir9rEUlUjExNBVTEMjHDB9gcpyjUTQwlyhpLMsk10p1RCKwAroDWWcStkmFg/yw5++h0AwjKJEfTJOxUbTVV892DWxgk0YhgJoKISpVGzKjo0VaELVVVQRwHE8rl+Z4omvnaS9M4FhaoTCPve+WrV93cWfuYd4MoSqKBzq8dVpXNcjrOgcaGslEDTpjMc43NNFpVyjLxmnXKoxEE8QCBqN8AFgoDnZuL6jfV188+2LPLp7K2HT4K2xKXRVpbduPL761nn+xSP3cqCng9lcgX/31e/w+vUJHti2BVd6XJ1b4K7+Hj774F2oiu8JCWgQgRzP4+/eOscr10b55YeO0Rm/tegJwD1DfQy0pBhdzPBPHryT7W3NKEI0tP12dbbS15TgX3z5carODdaiKyVLhRK/8tBdvHxtlLfGpvkPH3qYf//3TzGdzVNzXP7+9EX+5SP3sruzlesLaf7t3z3JfVu30NtaJaQ1Y6gRZkqnCOvtBLQkM6VTeNLBw8ZQIhSdWWJGD7bnG4Oe4N0YSoTzufP88fAfU/NqRLQIOSeHLnQCaoC8k6fm1dgb24smNv9ov2uNwGagqm1IpZXzbw1jWjrPf+sUwZBFtWL70uObQCFf4Suff5WZyTSu6zGwrZ2P/shRTEtnbHiBr3/xdX9UuCe57z07OfbAdoSr8OS3TvH2iRE8TxKNB/nUz9xLsinMpXOTPP7Vk1SrNtKTPPqRAxw42o/nSV546hxvvHIV1/MIBk1+5Kfvoa0jztJCga98/lWWFgt4nsfeg3089tGDKIrg5OvXeOm7F9BUlX/yLx8lUM+2f/VvXsOTkrnpLMVChe27O/nwDx9F1yXPPP42J49fx3U8QmGLH/npu2lpi/HaC5d49om3uX5llj/7vWeJxAJ88ifvJtkU5sqFaZ765ily2TKf/VfvJ9XsZ/5LxSrf+rsTXLs0jRCCvYf7ePjRvZTLNf7iD75LIhVmanyJWs3mvR/cz9G7h9a4oUIIDvd18cU3z3BpZp69Xe28eGWE+7ZuIWjoXJ9PY2oa29qa/UnDsQgDzUlOjU/xwLYtAIRMg6NbuggYN/Us1LUPvn3uMmcnZ/kPH36YgeZbC5Usn5Ouqpia6icjNRXrpvzBcufkescKGDqJYIB4IEBrJETEMjBUjZrjcm1+kfl8gRevjnB8ZIKa45ApVxhbytDbapCuDRNUUzRbO0nXhqm6WZqtHSxWL2OqzVhqAkMJYagRInoHJWfBDwOQHF86jiY0Pt3/aboD3fzN+N/QbrXzQPMDzFfneXzmcdoD7ZueOQDvIiMgZRnplRBKAvEO6ZC7DvWRns/zyMeP0NnXRKVU4/zJ0U3ta5o69zy4g1giSDZT4v/5v77D4bsGGNjaxivPXcAKGHzqZ++jWrUxTf92ZdJFnn/qHJ/6mXvo7ElRyFUIRfyHs7ktxsd+9A6iiSDHX7zME187ye79vVQqNZ554m0++IkjDG1vJ5ctE0v4IcGZk6MszOX42c++x882rygn3nHPVsLRAF/+i5dXUaGnJ9OUilV+5p88TKlY5Q//23c4dMcAW4Za2bark537ejAMlb/6o+d55blLfOxTd3D42KDvrTx+mp/97HswTI1g0I/Rd+zuIhoL8Lv/nydw6quelJIXnznP8NVZfuoXHqRWc/jzP/guqaYIg9vbuXBmgvvfu4uf/ezDnHpzhMf/7gR7DvQSDK01wE3hIEf6Onnm4jXiwQCzuQJ39vvScbbroimiMY5M4PfyVx234exqioKhrpODkfiViMUMnpQMz6cZaE79g08nUuqJWwEoilKPwf3fVR0XVVEI6jp63bj81F0H2NXRCmRImgO0BfZjKGFiZi9SuuhKiJS1FYGCECpSutheGUMN0x2+G02Y1Dybueocu2K72BPbU29MC6IIhaSRJGkk0RSNzw1/joPxg5vuInzX0IZr1ZfJZ/4XPM8f0eS585SLf47rztxyP79VViHVGqW9J0W5Pqxj1+G+xjaRkMWPvv8Qn/nEXXzikf0EVqShFcXX0j/x2jVOvTFMqVj1wwpgx95uxkcX+ObfvkEuUyKeCAGCcDTA0PZ2vvV3J3jz1WuEo1ZjcKiha8zNZHnluYuMjSyQz/khQyBosGNPF0994xSvPn+JYMjAsvxVbctQC7bt8tW/eY3piSWSTeHGtWm6irVCuXjldR+8Y4DOniQ9W5oIRy0K9bmIuqFx+fwkrzx3iWymRK6uwx8IGASCBpqmNrrslHrYoWoKVsBoDEoFP3l39tQYB+/op70rQW9/M9t3d3LmrVGQEAybHLl7iFRzhKHt7dRqDvYGrcGKEDy0fYAL0/M8ee4y/c0JOmK+y94Rj1Cq2aRLZT/UsR0m0jl6U/FNPcympvHz9x7hF+47yl++9hZvT0y/A50Cv6FnvUnP3ys64hEilsl7dw7yE3fsb/wZaE4S1tposfagiTBnJ+dQZABTjYJUGJkvgdRBqpRrgoCWQBU6uhJoLIwSiamYDbJaQA2QqWteCiFoNVvRFI3J8sZK0Ddj056AEEIF3gQmpZQfFEIkgS8CfcAI8MNSynR9238D/By+KMCvSCmfvN3xXWcE151C1DPunjfXmEOoqhu1d95APlviG3/1Kp7rIYRg697uhuJwJGTxI48dXHe/469c4cmvv8VDj+2luTXG6y9ebsSZew/20dYe5+Tx63zhz17i6LFB3v9DhzFNjR//zH1cuTjNay9c4rUXL/EL/+x9pJrC/OUfPoeqKRy6c8CfZHx9HvCJQJ/8yWNcvzLLqy9c5nf+8+P83C+/h76BFnq2NPPLv/p+Tp8Y4YmvneTMyVF+7DP3od+ivLWcvxB+Qdlf4YG56Sx/8Jvf5sDRfvoGWxgfWbjtvbsVZF2xeBmKIhoeiaapjVzI8iYbduMLwUBziuZIiG+fvcyvPnZ/I/YebGliR3sLf/jCcR7c1s/56Xkqts19Q+vPVFh9YL+MqKsq9wz1MZcv8nvffZ1/+/4HfCNym/1DpkEyFOBbZy6RLlWIBUx2d7bhSclbY1OMLWWYyeZ5Y2QCRQh2d7Ru1EDawNbWZna0t/Dbz7zCg9v9Sdlz+SL3b92CripkSlUCRprnLw2TLpXZ0pTA1DSGF9L0pOJcmZ7nlWtjvGfnILGAxZXZBVqjYbpTMeJ6nLnqHI500IVOi9nCy4svk7WzxPU4Fa9CzavhsXmj9k48gX8KrJw08a+BZ6SUQ8Az9Z8RQuwEfhTYBTwK/F7dgNwGftnke0V2qUhTa4wf/oUH+ZFffJBD99y61XUZI1fnaOtMcOjOAUJhk0K9QUlKydxMBsPUuPfhnRw5NsiFs5N4nkelYrO4UKBvoIUPf/Iotu0yN52hUrEZG57n8F2DbNvVSaVca7jWtZrD/GyOju4kH/rEYXRdZWp8CSklSwt5XNfjyLEhHn5sL1cvzVCrOvWEYZ3w4vmkJrdOHNroi7i4kKdcqnHX/dvo6kmRzaymHZumRqlYJbNUoFjwvZTl5Khdc/A8/2/HcVEUwa59PZw+McLifJ6ZqQwXz06yc0/Xjfd/B363qakc6esiEQqwu+MGUSqga3z2obsYbGni2UvXcT2PX330fjrqyb1kMMhP3HmAROhG66InJSOFBVAkP37HftpiEVQheHTPEB87uIv5YoGSc+smn1ytDIrHLz94jKrr8PUz5xhdzDSIWkvFEtlShQ/v20FPIs58vkihWiNqmXzy0G7CpsHuzlYe2taPIgQf2ruD7kSMgK7xTx86xuHeTl67Ps4bIxOETQNPSl66MsoLl4d5/fo4tusSNHRevz6OpevM5gq4nsQydMKmQSoc5OnzV7k0s8DT56/iuJKh8BDT5WnStbRPlw4PkrWz/OXoX/Kd2e/wpfEvUXSKtJqb5xJsyhMQQnQBHwD+E/DP6y9/BHig/u8/B54DfrX++heklFVgWAhxFTgKvHqr91DUDjxvnmrlCQzzPjx3DqSD587jOhO3OLcAQkkSCJlcOTtBMV/GtHR6t7ax+/CW217b0buH+Is/fYbf/60nSCYjbNvZiV6P/d989RpvnxhBKJBz8nz8h+5BVRXSiwW+9BcvUy3XkBIGtrbRv7WNYMjk7gd38PhXT/DSs+dJNUfo2dKMEFAu1fjq37xOPu9TT1va4+zY40tUXT4/xbNPnvVbTD2P93xgL4GgQbFQ5Zt/+waj1+fJZcv85f/zHDv2dPPQo3uIxYMEAnr9HkAiGcIwNLp6U/QNtvC533uWcMSioytJbEXTVU9/C53dSf7ot5+iqTXKj3z6HkIhkye+fpKrF/0JTl/6i1fYMtjC+z92iHsf3snSQp4/+u2nkEh27O7i4B0D1Ko2yaZwg4GnaSrJ+kTjm7HMCqzYNhem53jPjsFV5TshBMlggJ+8cz+elI1Ye9lIRAMm27ckmamlqYkwE6UlekIpFqoFFEtwx9ZOJkuLyKrLS7NXuHtgiLxTYb6ap+LZjBYXaTGjzFayRHSLoGaSqZVwPJeZcpbd8U5+9J5daIqfJHwrPcZApJmtVpykrtK3pZmL56doTkVwl2pMLCwwZMXILRbRih7qgs2YXKBbBLl+eorwfo1EIsSPHNnbkKlThKBUs1kqlmiOhMhXqrREw/Qk44wspHE8l5rjUqzWiFj+/EUp/f6T5kiIrkQUXVXYH99PSAsR0fzEbWegk4daHuI7M9/hbPYspmpyb9O9bAnd/rvfuP+biZ2EEH8L/DoQAf5FPRzISCnjK7ZJSykTQojfAV6TUv5V/fU/AZ6QUv7tTcf8eeDnAXp6eg5dv/4a+fRnse23UUQMkHjevN+5JTbO9Bvm/YRj/5Fq2WPs2myjZyDRFKGt+/bcacdzOTN7gQRJkrEYlzKX6Y/3EQ9EyVeKVAo2eIKzlbcZauqnI9COQDRyB4amE44GGhLeruORy/kxeDhiUSnbhMMW1A1BqVRFEYJINNDQRXBdj2K+gm27mJZOqD4NyHU9Muniqj4I09KJxgIUchV0Q8UKGEgpyWXLBIIGer1sWMhVMEwNw9RwbI9gyGiUMGtVh0K+gqarRKIWIMhmiti1G2UwXVeJJUJ+zsRxyWfLCMU/b1VV8FyPXK5MOGKhaSqO41LIV4jGAmuamsq2zedfO8X56TkE8K8fe4DmyOaluTwpeWr6HIeSvZzNTDJeWmJfogcBRPUAGbvE2+lx7moa4HJulofadzBVypB3KhSdKrpQmSpniOkBbM+l2YowU86SMsNUPQdXenQFExSdKplaCUUoBFWDpkKIyxenSabCjA7P09WdolCocPDIFq5f9VucK2WbWs3hrnu28vS3z6BqCvsP9tLSupbI5HmS89NzxAMWpZoNAroTMSYzOTRF4crsAn1NSXpTcc5MztSrDz5BqikcYqDlxvd5Veu4ZzNZniRtp4nrcToDnRjKWhbi90wbFkJ8EJiTUp4QQjywic9sPQdxjaWRUv4h8Ifg9w4oShuR+G9SrTyJ61zDc2ep1V5B03chlPWn+AJo+lZAUCpUeOuVq1TLNoVsib13DmzOCEibtLJAT7ydGmUu2xeJOEF0R+VS6SI5L899TffQVmjBw2OmMkvVrWJLm0QsTsJaXYpRNYXECvHKlXF9MGSumznXNHXVat04lqqQalpfwSYSu+EaCyGIrRhRbZo6ZvONUpphSArVGgFdR1MVTEvHtFaX2hK3ENzUNJXETQxMRVXqidIb28RvuoaFQpG5fJGtLSkO9Xayo72FbW1NpELBVYm7zTDb2gMxYkaALWGfPNZsRbiSm8GRLlXXodmMENEDxM0gi9UCebtMxi7THogxUUzTF2oirJsUnSoB1UBTVEKaSYsWJWeXydkV8naFimtT81x6Eyn0mkJzS5SunhS6rtLcEqVcrjE9laGtPc7UxBJtHXEURaBpCvsO9rK0WCAaXV9xRVEEuzvXuumDLf73u6/pxnfpUO+NCUJ3hntueW90Racv1Ecffbe9j+thM+HA3cCHhRDvBywgKoT4K2BWCNEupZwWQrQDc/XtJ4CVg9C6gCluAyF8IcdA6OcBD9e5hLv08wTDv4xmrJ/Uq+8JKMRSYT7wqTuRUjI1usjE8PwmLg0s1SKsh3ClS8JI0Ga1MRDuZ7biJ1+ytSw170ZsmTQSHF96A09K+kJ9m3qPmyGlxHU9SsUahVyZYrHqZ9WF/2UKBk1CEZNQ2GpMJb4dMqUyE0s52uMRFgtFVEXB0DRCho4rJeOLGba1NzORLlKu2QQNnYrjELHMBk12vfOsVh2K+QqFfMXPcbj1Jp860SgcsVYRrFZCV1Vm8wW64lEylQpN4RATmSyjSxk641EuzMyzv6udRPDWsxkEsDvehQB6Qkk6g3EUodBkhhthg5SgCkGT5RurViuKxO/76A83r1LhkUi2hJtWvOaLrUhgrLhIsxUholmIkKCt3tKeWoeG3t4RX/VzR2eCjk7/Qc7ZBUpOmaJbJqqHKTq+ItX14jgKgu3RfqSUTJRnKDhlmswEqlCYqyxhqQae9NgW6UdT3tmAEcdzmCxP0mw2r2kg2gi3NQJSyn8D/BuAuifwL6SUPyGE+C/Ap4HfqP/99foufw/8tRDit4AOYAg4vtmL8L9IKkLE/EYNoSI2wX4qFyucOX4dx3ZZmssR2sAa34ycnWOxuoShGMSNOJZqcjl/BUMxcKRLRI9Q8arMVeewbIsOqx1NaKiKhqWYLMznuXhmYtUAkGDQYM/BXsybxnx7nsfCXJ4zb43y1hvDjFybJ71UoFK2GwlEtb5SR6IBOroS7Nzbzf7DffT2Nzcy8ethOpOnbNuUajVeujJKKhQkGQ5SqFTZ39NBrlIlW6rw3MXrhAx/ao7Pe29a1RIspaRYqHL10gynTwxz6fwUs9NZCvkytaqD60o/G29oBAIGqeYwWwZb2Xewl517u2lqjjTKjALflZ/M5hldyqAqCmHTYL5QpDUaJl+pkq9UkWWX82+Pr5GE2zLYQldPqpEjWIZWzzMrK/PNwk++nnlrlGJh7dwG09LZe6CXQNBguSy4cuflVMZA5Iam/9xMlkvnp1Z5LaqisHNfN4nkrcOZolPmTPYyM5V5ugJtlNwyd6UOYCg6l3LXAWizmnlm9lXub7kDSzE4lblAya2QqeUIqBbtgRaSxq0nPa15X7fI58c+zye6PsHWyNZN7fP9kIV+A/iSEOLngDHgkwBSynNCiC8B5/FT/r8kpby1xvc6UJQEgdBnUNTN8Z8VRRAMW7iOS6I5wpZt7eu6nJ6UvDhznb5Ikt5wgqAa5J6mu1GFgiY0jiaP4EgHQzHoDHSgChVVqBxNHva5954v7TQYHkAIwZULU/zn//A1nBVimKnmML/+33+C7t4bra2ZdJGnH3+bp771NhNji6u2vxmFfIXF+Twj1+Z49YXLxBNBDt05wIc/6RONbh626XplQqZKNBAhEQzQm4rTEg2TDAU5MzFDxDIoVW0K1RoDLUlMTUMRColymaaIz33wH/4Kr714he988xRXLk6v+zAto1yqkcuUmJ3OcP7tCb7zjVN0dCe5/z07efixvbR1xMlWqrieRyJosb21mbZomKrjEg8G0FWVZCiIqWksTOb47V//VoPnsIwf+tQd/Nxn37PpLr352Sy//evfYn42t+Z34ajFf/ytT7Ft1+YGdUopeem7F/jj//70KiGVaDzAr/32j9/WCET1MOlalrAWZK66SIuZYroyx3hpmopXpeTWE8RWih0Rf5akJlS6A+2YilFvQnrnOoa2Z1NyS+9IfuwdGQEp5XP4VQCklIvAwxts95/wKwnfM4QSxAp+YtPbB8MW++5cLcTgScnz09fYnWijORBuvPb10bM81rWd3nACTdGIrGgNVYSCXh90sNKdCte3KTgFtkW20WT6cdxyea1RugOy6RJz01m6evxtrlyc5nO/9yynT4zg3EJDfz1IKUkv+Qbk7ZOj/OhP38N7P7B3lZexUH6WpugBLC2JAO7f1o9EoikKrbGwT9TZOYCqCAZakg3VI/C7zaT0uHR+ir/53EucPH6d2i1GgW8E23YZvT7PX/3xC7z83EV+5NP3cOz+bXTv8Eu1bdG1uY3WiH9PtapsMDZXYmxkAdt21nhUG2FidImlxcKqz2IZ+VyZ0eF5tu7s2FR45XmS4Wtzaz6veCLUIHPdCpZq4EqXLquNq4VRYnqYkeIUYS1AWbXqzMAbXg342pOKEPUwxX+Il2pLFJwCHVYHmqKRqWUouaUN3hUWqgtU3dtPsFqJdw1tGHzxjky1TMmpEdQMEqY/J6/k1Ki5LooQZGsVYoZFRDcb2e6iUyNTKxPUDOKGrzNoey6TxSxfGj6FKg5QdGqkrBABVUfgN4HMlvO4nkeTFUJX/Njbk5JMzT+HuBEgpPlZddtzydYqRHQL13OZKxdpstZfDao1h/GxRQ7e0c+Fs5P89q9/k+Grc+tu+04wN5Plj//701QrNh/+5JHGCC8Fg5J9GUX4QueGmkKpawZo9S/8Sl78SkfCcVxefPYCn/v9Z5mZzHzf5+h5kmuXZ/m/f+NbTI4t8kOfurPugm+McNSivTPB2PBqYtPsdIZSobopIyCl5Mql6Q0NmOdKrlyc5j3v37cpz6JStpkcW1rzekdXEsPSmZrNEIsENpQoU1C4v/koYS1IT7CdmB5hINzDeHmG3lAncT1CQLU4nNzT2GdXdBBd0WkP+CFJSAvwxfEvcDF/kc8OfpaeYA9Pzj7Ja4uvbXjernRX5bA2g3eVEXh1dpS/HT6NIgR5u8ont+zjvZ1bOT4/xldHzhDRLfJ2Bcfz+Gd77mcgkuJCZpbPXT6OK/3+9se6t/NI1zaG80t84dpJzixNYygqUd3iI7272Z/qxEPyxMQFnpm6TM6usjXazD/ZeTeGqvLUxGW+PXEBRSioQvCPtt/FULSJqVKO3z33Et3hONdyC+iKyv+y+/71L0T6JKSJsUV+/7ee3NAAKKpA1zU0zX8qbdvFsd1bjkkrFav8zedepL0zwV33bfUTqkqIdOU1CrULKMKkNfRBTO328+ocx+Wpb53mT3/32TWr8EoIAaqmYugqiqrUCUUujuNuqDlYyFf4wp+9RK3m8KmfvgfrFsIZhq6xZbCF11+6sur19GKR9FJxTWViPdg1lysXpm+5zfDVOSrl2roVmpuRy5bWDSu2DLYgJbz0+lXaWmLcd+f6pDQhBJ1BvxIQM254QXFjdXdjZ+BGtaDFWl0F86TH1shWdEVv8AJKTglLtdgV3bWuzmXRLXI2e/a217cS7yojsDvZxlCsiZBm8OTERb41fp4H2geoug5XsvP85h0foSsU4zfPPMezU1foHIzxJ5de52hLLx/o3sH1/CK/deZ5dsRbGYym+Pntd3Elt8A/3nGM/khTowXV9TyihsX/uucBFqsl/vc3n2C8mMZSdb40fIp/uus++iNJvnj9FH9x5Q3+Xwffh+t5nElPc0/bFj49dARHekR1k43alC6em+RPfucZLp9fzeHWdJWevib2HOhhaHsHza3RRg9BsVhlanyJt98a5czJUdJL6w/XzGXLfPHPX2b7rk6STWES1p1EjB0IoaEIq0G9vhU8T/LqC5f509/b2ADE4kG27+pk1/5uevqaiMaCPifA9XkDYyMLnH1rjAtnJ8hly2v2r1YdvvqF14knQ3z440dQtQ0IqgK2DLaiacoq97tYrDI7naF/6Pbst2y2xPjorSnSM1MZ0kvFTRmB+dlco+diGZqu0j/USihosKW3iVw9h1Gu2Jw8M0qpXGPfzm6KpSqKIuhqT3Dq3DjbBlqZmMowMrFIb1eSbQNttxhycgMCwd2puzmWOrbqgd8R2cGP9fzYukZgrjrHSHHktsdedV3vaOt/QEgpydcqvDgzzEK1yFghTcGuNrLug9EmBqJNGKpKTzjBYrVItlZmppznSFM3Yd1kW6yFoGYwkl+iL5JEV1QUBJqiNjrQHOmhCoU7W3qJGwF0RSWkGZQcm9lygdF8mi8Pn0ITKvOVAhXXpur6LmbCCHC0uYeocfsRT8NXZxm+OrtqpezuTfHRH72Du+7bSiIZXresJu/o59EP7+fqpRn+5s9e4s1Xr60b4165NM1rL13msY8cIF87y0zh74mYuzGUJCFjCEvbWF5NSsnItTn+7PefJZteawBMU+PYA9v58CePMDDUirlOAxPAnfdu5cOfPMKVC1N85a9f441Xrq6JoStlmy/9xSsMbm1j9/6edY8jhKCrJ0UwZK4yJo7tMj66yJ11FuGtMDOVYWn+hvq0ogjCEWvV8bLpItMTS3R03VrVSUrJxNgi1crq8WfLDMyV+0opeevsGJlsme6OBE+/eIEj+3o5dX6CgGVw7tIUrc1Rnnn5Igd2d/PU8xdoaYqSWocXsoxCtkQ+U6K9nlhe+bBH9ShBNbihcpCu6GvUh2+Hd40RKDo1/svbz7E72cZ7O7ZyITPLtycuNn5vqFqjkWW5LqwIBQWBI/0vnj9N2ENdR4Z7JYQQGMracpsqFJqsEO/v3klA9W9NSDewVP+maop622MvY+XDLwTsOdDLL/6z99E/1HrLVUAIX3J9x54u/tm//SC/95tP8uKz59e43Y7t8tKzF3jgvbsoeJdIBu7G9nLYXhrHywEbG4FyqcYX/uwlxkfXTtsJhU0+9TP38MEfOnyjQekW5xoIGOw50Etvfwt/+UfP8/hXT6wxBIvzeb78V6+yZajVZ0+ug6bmCMmmyBqPYvT6PJ4nbzlOXkrJ9SuzlFeMeA9HLB54ZDff/MqbjfCqWnW4fmWWQ3eur+R743gwcm1uTVjW1Bxp6CysRDpToqsjQX9vE6+fHKa1JUbl5DBvnh5hS08T1ZpDOlMinSnR151CEYKxKzOU8hXa+5qYHV/Crjn0bm0jPZ9n9JLfBdne28RMZQFPemTtPFEtTGdgC52BjRvqAmqAA/EDRLXbi6os413TSlx1HZaqRbZGmwnrJldyCzi3ae+MGxbb4618e/wiY4U0L8xcw/E8hqK+BdUVFVUoXMnOM1XMUrBvZE3X+0oNRlPEDIvZcp6kGawbHqXR5/69on+ojc/+y8cY2HprA7ASQggSqTA/9fP309m9PmPy+pVZZqezBPQ+0pXjZCrHqTgzmOrG7rOUkhOvXVsTf4PP+vuhT93JBz95pOEyVx0H23U3bM1dVsyNxgL8xGfu4/AGD9ipN4c59cbwhsfxV9m1QhhTE0trVuSb4XmSy+cnVxnKZCrM/sN9a5KSVy7NbChHv4xazWFiHQO57K0sZYqMjC8yPrXE7EKegb5mzl2a4vlXr9DZkSAcNOnrTnH6/ATbBlppSUXo7UpiGhotzREquTIvfOMtTr9yhZPPX+StFy+RXSxw8oVLnHrpEoqqNHgjS9UM46Vpik6ZyfIsFddGV9YaZ8fz8KTEUiw+3PFh2qzbd94u413jCcTNAJ/Ysp+/HztHWDfZGmvGUjWEgIiu0x2KQ30gZrMVQhW+0MRntt/BX119g/929nmCmsEv7riL5kAQT7qEdYMfHtjPt8cv8tz0NT41cIA9iXZ6w4mGS68KhS2RFEFNp9kK8yu77+Nvr5/iu1OXMVSVD/fspj+SRFegP5JEEwpenfYgNmFDgyGTH/+5e+ntb9608OMyhBB09aZ44JFdfP5PXljjDeSyJcZG5unu34mpNuN4eSytoyFKsV7zZqlY5fGvn1y1ai5j76Fe7vnALt6cnuJYbw+qEJyZmWWpVOa9QwN4nocnaZQXHc9DIHhheISjPV1EYgE+8RPHOH92ktxNeYZK2eaZJ85w+K7BRg5kJTRdZctgK6/cND5ucT5PLlu6ZRxfLFQYubaaIdremWDLYCuJZHgV32F8ZIFCvkL8FnX+Qr7MbH0U3Ur0D/l5C0UR7NraAfil1q39LUTDFuWqTVdbHCHg4J4eejqTpJJ+ifbD79vHzFyOcMiEmoOmqwzu6SYUsfCkpL2viatvjyMUhVA00NBl6Al1UHYqqIqKJlRszyFcL12XbJvr6SXaIxHOzM2SsCx6Y3HGc1m6IjFmigXChkFXJHrL7967xgioQuHDvbt4pGsrAoGhqlTcCqPFl9HVOR7r6aXgzJCujfPezkNcL7xK3p7DkfPc37GEIMC26D2MFF/iXOYUjqyxPfow7+vcxv1tA74Yg6qhIPiF7Xeh1d16S9X453vux6iXCHfFW+nac4D5yjgVd4GkWWC2cp6cM8pPb+um4g0zn58ipnfSYt1+NPWBI1sa7ucmm7XW/Hz4zgG+9sXja8g0juMxPrLIfPESjiwSM/dRqF1iqfwKycAxEtZda+LXy+enuHBmreCEFdD50McPY4VN3rx2iYVikaPdXXTFokzmckjgrekZri4scqSrk3Slwlg6w662FhaKRS7MzmHpOlt3trN7bzevvLB2FuSFMxNMTyyxZXB9T2XLYMua5GAuW2ZhLk9bx8ZyWfOzOeZuGkXf099MqilMe2eCibEbq/rCXI752dwtjcDSfIHMTZOfDEOjb6A+qzEaJH6TUGxHW3zVz6Gguap8GIsEiEV8FqvruOw7NkQ+WyLeHMEMGMSbImw/2Ec+UyKXLtK71Q/nwlqw8dBLKes6glUMRadk17i4uEDENJFSEjZM5ksl3pqZplCrMV8qcX9v34bXuYx3TTgAfrtlUDMIaDqqUCg6k8yUL5A0O5ksvY5AYa5yhaq3RM4eRQjB5dxzJIx2is4YOXucpeooHcE9mEqIheqwH7dqOkHNQBV+p5+l6Q1O9vLvl2N9P1+gU3SuU/MWWaxeo+YWkbgU7GEqTpqY3kWzdXtKpm6oPPjIbixLZ65ymuH8k8yU36TiLjFaeIbp0ussVi9QdhdZqJ6j6mXWHEMIQVtHYsNGooW5HLabJ6D1kK28RdG+QlPwAUr2CNwkLOF5ktdeukKpuJZM0jfQwu79fqNKWyTCUCrFxfkb2XbX88iWKxSqNS7Oz3Nudo6HBvvpi8dZKpd5eXSMnngM09Q5eGf/KoWiZWTSRS6dX7+NRAhBZ3eS0E05g0qlxtTE0i3DkdHr86sMpKopbBlowTB1+gZXl0qLxSqjI/O3PN7UZJpScbWnFI5at00obhZCEfTs7ODIgztp607RtqUJW4WWnhQ7D2/h6Ht2EeuIsZQtrspLSCTfnP4mfzb6ZxTdIrqiEjEMSrZNWzhCplImUykT1HXCukF3NErMtG57zu8qI3AzHK9a12RX6Y/cTVBLEtGauZZ/majehiZMXFlDIukK7SeiN2MoQcJaClON1PXd14eU9aaR+p+VMJQwUrrE9A5AkLUn0YWFqhioiomhhFDExjz+ZbS2xdm+26epFuwpYkYfudooRWcOicts+RQgmS+fJlO9hibW73cIhgwSqfVXrkK+gqF0ULQvU3GnKdkjlO3lwuXq88vnypw9NbbucfYe6CUStVCEIFepcG0pTdyymMzmmSsUmc7nGV5KEzYNLE0napqcmpphtlCkKRRke3Mzl+tGo3+otaF1sBKeJ7l0bnJDHkSqaW3izXMlY8MLG/IRpJRcvjC1Ks4PBk06u5MIAQNDratKk67jcfXi9IbHAxi9PremItPcEt0UX+FmOK7HxFxm1XesUK7x/MlrjclS85kif/3tE5y+4ntonuvx9tUp/vjrr1Gq3DBGtmczXhpHIDAVk4hpcn/vFralmtiWamJPSysH2zr40NB2dja3sLdlc3mBd004sB5SZh8zlYvk7BnCmj/GuzWwnVPpr3Iw8QksNUJXcD85ewZTCaNaOqYaRqDUH9pbl0peXniDiBZiX3znqtdVobMt9iiaMPDwFX580ccQCmpjUMTt0DfQ3HA7PemQt31xlFxtFImHKgwiehdTxddImFtRN9BNUDV1zQq5jFrNIW4ewxE9aEoEgUq+dp6Y3s9yTwD4K+3MVIaZqcyaY2i6yrZdHQ1xj4/u2onjujSHQyyWSjwY2ELcsvjgzm3YrkfcslAEzBWKxCyThwcHCOo6xZr/hU0mw4TC1prVFGBibIla1V6XPBQK+w/v9Surh6eOjy7g2C6Gufa+V8o21y6v3j6RDJFqjjRyKsGgST53o+pw/eoc1Yq9LpPRcTxGr6/lG3T1pm7LL3Bcj9HpJfKlKp3NMeKRAGeuTvGd1y/xyB3b6e9MEQoYTMxl6GlLNHIr3a1xBruaqVT9BKiqKhze2cObF8ZXNaaJOqU4oAb8ypgQWNqNe2LUK1qbrWAt411tBAwlxN74h6i4eQwlgEAhYXRzrOlnMdUwnhRElEN0hzwUVEw1ws7YoxhKgI7gntsqX40UJ2gyE+xjtREQQhDUVsegAeLv+Pz7Bloa1F5VGJhqjJbAfjRhUnLmaQ3sR6BiqnES5uCGnoWABqvwZnieh+2mSdsv43h5QsZWmoMPU3Q8npo5i+O53NOyjageYGx4Yd1QIBg0aOtINGS42yI3VryO6I1S081Fp77k6ofIrH8hA0FjQ6pwJl2kXKqtawT85GALLz57YdXrM1MZisXqukZgabHA9MRqem9bR5xIvYu0qSVKsim8yghMT6TJpIvrnmOpWGV6cu0E5IGttyf4XBqd5Znjl9nW24oiBNGQRTpfJluoUK7auPVqVyZf5pW3hxnqacZU6qPdBCx7bjd3TS5DExr9oX6uFK5QdsuEtR/MlK13tRFYLJe4nknTE40zW8yhK0WSgQBj2Ty9cZXLiwsslEpsb2qmbFdoCwsm8zn6E4JUYG0vtZSSrJ1jojxDSA3iyRsuX9mpMFmZoWCXiOkRuoJtaEJjtDRJRAuRNHzRyrxdZLY6z5ZQ9y1nwyuqoL0z0ehvSJiDhLQ2DNX/4AzVd3sz1eskzCFCdZpvqWajKqLxQAHUm+bXfyMJ6cprRIP7COp9zBWfpOxMUHabMBWNslOj5jpITTIxtrAu8Ug3NIqFyqoE2veDQr6yoVxkuVSjWl2/5CeEoG+gFV1XsVd0WaaXimSWCut27k2OLZG5qRLR29/cmD4VqZcelwVfwTdE05Np2jrWCpGmlwosLRZWvWaYGn39G8+NXEYsFEAogkrNpq0piqGrbO9t4cLwLHfu6W2s0Ft7mnnj/Ng7ltRUhMJ9zfcxUZ7gubnnuLf5XkLq+sNeFZRN5y/e1UZgrlj0yUCey2sTE7SGQrSFI5xbmGOxXCKg6ziexwujIyQsy5+4o+lEjfXdtsVamj8f+VvCWghDMbiUv9bga5/LXeZE+gxBNcBoaZI7Uwd4qOUY53NXyNSy/EjPh1EkvL54ksnyLFtC3eu+xzI0TW2EAkIIKtVWpjIlOiIqk7kcIcMgV6kiCdARbeXMzDzd8RiT2Ryt4TCZSpaSbTOUSmHcxr1ThEnVnUURBp4sowiDkGbSbEXpDCaJG0Fc12NuZi0XHiC9WODX/t3fbZrDcDt4UpJfh0YMPsnJvkUbdWd3gnDEWkWZLhYqzE5n11QVpPSbglY2DamqQt9AS8NmLlN9X33hcmObasVm+MosB46s1eGbncpQvKkKE40FaOuMb3jOy2hJhvnUI4d488IYX3/+DD/74TsQwpe0tx0XofmqzCtzUY25gityVMs/r/yz/EAvVBeIaBG+PfNtjqeP02Q0rZk2pCkaH2z/4P/vjyEDiJkWccsiEQiwvamJZCBAybZpD0foi8cZz/kPTHc0hqIImoMhTFVDV/2hm7WKjW5qjZHTpzMXsBSTn+n7JC4ev335TxvvtS++oz552OP40ilOZc7zQPOd7Ivt4M9HvsJSLUNEC3Eme4mHWo+h3CanqmkqwaDR+FCvLy2RCgaZyGZ5fXyCmGVRc12EEBSqNUYzGWzPAwnZaoWL8/PETIupfI6+WPyW75UM3EPefZVc9W1i1mEstZ2a55G3K4wWF2gyIwSkvmGPgOfJNSWxfyhIKW/ZIJWsJwdXGgGfPrzAHfesnm5k11yuXFzdNGQFdDrrQiTL6K8nB1cmDy9fnMZzPdQVE6mllIwO++3LK9HSFlsjnbYehqeWePn0dRzXY6jbH2lmBSWmJfnCd97iPUe3Yuoaz75xhcVsiaePX+a+gwNcGp3j0ugchq6RiATo60jy3RNXyeTLPHX8Mg8eGiQV89//Qu4CVwpXiOgRbM9murK2acpQDKre5tuJ3xVGQEpJIVuiVrWJJsKomkIxV8YsuUQSYQxV41CiDc/zcHA52NqBkNDsGFh13b5ivoLruOD6X+pSvsxzX3uTPXcO0tqdwgwYzFUWaAu0oCs6GpI2y9erk0gu5q9zYukMIFmoppF4SKDVaqLNauJc9hJdwXZs6dAf6r192UURaJoK1edA30siEKA1EsZxPbpiMdoiYQr1RJrtugR1HUvTWCgWcaVHWzhCMhjAvM3YdICaO08qcC+quDG0xPZsbM9hf6KXsGZRK9tU1iEI/U/BLdzgYMikqyfF1Us3hs5ICWPDC2vow7lsiYmbmoYSyTDNLTeyF37pMUU4Yq3qkxgfWaBQqK7SZvRcj9Hh+TWVg56+ptu2QwP0dcbwghE6gwOEAgYIcNQ8H39kB6aMEgoYSAnvu2s777tzO0IRhCyDHVtaGezyWa6m4Y9Tf+DgIPcfGEAICAdueLaPtj3Kgy0P3vI8BIKQtnkh13eFEaiUanz5d58ilgqTaI5y7LF9nHz+IovTGYyAzqM/fjdPfv5lFNXXErzzkT0cf+Yc2cUClVKVhz5+lO/8zasEwxa5TJEHPnqIasXm9EuX0HWNQMiiudMgqAXI2nlk/b+y67t9ObvA1yae5NH2+9keGeBU5jyvL74FgCpUjiT38ezcK0yV59gW6W+QN24FIQSKIpDONYQ2wLZUEEVxQAR4aIuGIhxQOxGAdGfwPIGqx3ESOlBEpYKipUCYeOvE8SuRrZzCMEwCWrhhnGzp+poKpSVarSiqK96xoMn/DGiawpahVp576tyq15fpwysz9DNTGRYXVsfvnT1JYvHVpdZUc4Tm1ugqIzA/l2NhLrfKCJQrNpM35UWEEPQPtVHysgznz1LzasT1JvrDuxkvXWa2Mk7CaGFLaCdXCic5W3qFmnaErdYhqrUy1wtnGYocIGYGyNsZrhVOI1AYjOwjay8wmp+k6pbpC+2g2exqfH7xyAblYi1IkM1PtN4M3hU8AelJugdbec8n72D00jS1ik28KUI0FWLs8jSO7VIqVDj80C4e+NgRXNfjxHfPY5g6mfk8U8Pz2DWHY+/fx9Z9PUyPLNC3vYPuoTaOPbaP5rr4487oEMOFMV5ZOMGrCycZKfolu+Ubn7MLXC+OczpzvnFuQggGwr040uVM9iL74js3TxgR9T/uGEr1WyArUH0J3X4ZtfoEqnMWxTmDWvsOuvM8Su0VDO8EevXLqPYriOqTm5rtoalRpvJfZrrwFWYKf0/NXQK5esGVwEbFcSH82Fn/H/BH09Xbinr0Dfh6iiuxMJdfleGXUnL96mxjZNwyBre1rRlJHwqb9PatHnFfzFcYG1lYVb/PZUoszOVXbWdaGr39zRSdHGPFy3QHh7haOE3FLRFUo6TMNi7m3qTqVWgyO0gabQxG9mMqFhHdF0TNOz7Z6Vz2VUJaDEsNcDH3BjPlUUpOniazg4u5N299U/4B8a7wBCSSfNqnSyqqYHJ4nrdfvsyeY0NcOT0GUqLpGlbAV7VVVZVIPER7b4r+XZ20dqc4+/pVDEtH1VRcx210GhbzZQJhy08QhXv4aNf7OJO9RMpI8KGO9xA3okS0EJ/ofoy30ufI2jnua76DpVq20bUYUC36Q77OfYd1e7GO1RdXQZa/ggh+GpQEsvYyKHGQNYQ7Du4UUuZBBBHuCCitCH0v6PuQpb9CYMNt9AEixk7Cip80E0JFESa6otIZTFB1HZ8dqcgN+/m7epv4qZ+/f9MyXr4XVQIkATWEQFDzqmiKhrLOuUokVa+CqfgzG5taN+5wE0LQ0ZkkHLVYWrHK57IllhYKtNbVfz1PcuXC6pmDuq4ytH2tfJiqKgxub+fZJ882tnccj6sXZ7j/PbsaRmlhLremizEWD9YVh3MkzTZSRjuGYlJy81zIHSdhtOJKByk9LDWIoZgE1Rvqzbqy7LlIym6BJrMdVzrMVsaJ6klarW6SRitjxYv+PMFNmH1PepTdMjWvtq6WoEAQ1sKbbil+VxgBgWBhOsMbT5/jyEO7aOtJEU4EmRldYGB3N4qq0DXQglFnoQXCJvd/9BDnj18nEDZp62mie6AVw9RJNEfxXA9NU9lxaAuvPvk2d71vL209TahCZW9sB3tjqzn/Qgi2RwbZHhlcc25SSqpejanKLHemDrzjXm3QEOaDYL8JWh9C7QClDbQu/+/aKwiZAH0nKAmonQZ3HJQEQljczgAAWFoHhnFDm972XKbK87yxeJ2wZjIUaUXRFCxr/bjWsnQOHulfNcvgVhgrXeNU+hytVhcHErvQhcHp7Ov0BgdJGE1rtq+4ZV6c/zZ3NT+Gqd4gPZXdIo7nENFXK+omm/y4fqURqJRtZqYybN/diRCCcqnG2E1zFqPxIF29azsufZe+BdPSqJRvlCevX51dRVyamkiv6VhsbY8TSwQpiAK60AHhk8ikS8nNk6AFTeggBIawqHkVLuVPsCW0i6KTZaE6RdUtkTLa6QwOciH3BlJKOoMDlJ0CilARKGiKL3vn2C5LsxmSrTG0dWZRlt0yz8w+w8nMSYrO+slcUzH5mS0/s+kpRO8KI4CAXUf7OfrILlRVBQQf+hlfuqvmVUm7c9z9/v03pKyFYOv+Xgb3dEM99r7ngwcQimBgj1+6E4rgyMO7OOjuWMWg2pCQs87rnvR4ZeEEb2cvogmVvfEd77wTUN8L2jZwR8CdA+uDUHsJ7ItgNoP5IFRfBPssGEdBKCAL4FwF61H8iO2dxfICMBSVg8k+HM/XZlQ1hWh8/Ye8VKpSrdpEuLUR8HkWS5zNvklQC9MTHEATOku1ecJqBEv1Y1VPuixU5yi6OQQKcT1J3skwW5lAFRotVgeOdDiZfoWaV2EovJs2qxtNuUE26uxJreozcF2PyfEb8Xp6qcD8TU1DbR1xUhuIgLZ3JognQ6t0FKcn0+Sy5cYUp/HRxTUU8p4tTVgBHZ0WgloEVajsT9xPSI1yV+r92LJKb2gHgTqb9I6mx6i55fo0YZNdsTsRCDShMxDeS8poQyCIG81U3BKq0FCFxr74fYAgu5jjj//DV/hH/8cnaO5cPTxHSskbS2/wzelv0mK10B/q52rhKmEtTKvVymxllrnqHHe03EGzuTr8uRXeFUbADBjsPDqAJ0fBi6MqCX/muxBU3RLncyfpC22jzeqi4OTIO1narC5qssJiZY4msw3bq5FzMqSMFjL2YsM9C6hBFkpzNJmtRLTYO3qIBYItoW6azCSdgTZC6jtNyAiEecz/p7pihQp8bPVmgQ80/imdUdAPI8w73+F73cDydJ3x0iKZWpnOYJKkEaL1pk63ZRTzFXLZMk0ttxeiqHhlKm4JgUKtXoZypM1bmVcJaVECgSCT5VHOZt8kpEWZqYzzntaPkrXTjJSuUHBydFR76Q9vI12bR+J7BHKFoVNVhf6hVp799plV7z05vtSoEExPZtZwEfqHWjfUMownQnR0JlcZgcxSgdmZLC1tMRzHY2p8NfNQKIKBrW0+k1KYDdc+qifrf6eQnmwsTp4niWpJ0Pw8V1iLE9biyHpJVCBImX53oJQSS/GJPp4nCam+NyQ9v1K2nAyWns8fUBSBK13OZM/QGejkF/p/gYSR4HMjn6Pdauf97e+n4BR4fPpxZiozmworlvGuMAKqqhBvilC1pyhVnkfTuggYh1l2hR3pUHCyXMwvMluZwFBMsrVFim6B3uAQjrS5mD9Nq9XJqcyruNLBkQ6WEqTqldEVg6nyCMea3nvbm7OSa++LRW5enOEHAuMwP4h8bUA1MBSdXTFfAwGgu68JVVXWsAaLhSozUxm2DN6aFSeEoM3qoiPQS1RP0Bvyw6cWs4OonmjEp1Wvgio0kkYTtXouIKxFOZS4h/nqDNcK59mn3UFHoBdFqAxFdq95n76BZgxTW0UEmpvJNjj/Y9fnqdVWk4S27ujYkPBkmDr9Q62cPH698VqlbDM+ssCe/T1UyjXm51aTqQKWTk9f04b3xPMkT37+JXbfOUQwYvF3v/c0H/jp+zAsnde+fZpHfvxuLp0Y4fhTb+M6Hvvv286hB3ei6RrXz01w5dQogZDJmVev0NKV5MOfWV36q1VsnvnyawTDFvd8+BAuLjk7x0B4gCbTD7sMxaDiVlBQiGpRHmh+gN+5+jtcL15nT2zPeqe9Bu+K6sAyFBFGUaL4A41XJHyEgakEsL0qIGi3emi1uvCkS0gLN+i7ATWE7dmEtChRLYGu6DjSIWW00Bfa2jAAUkoqbomKW/JjfrdMxS3jSofR0iXStbmGcMj/aAglglA2X+NdD26dDt0XasKWLh4+46y3v5lQeC2b0rZdLpyduGVn3UbwJw6v+E9KUkYLBSeHIx0OJ+5txLyqUFGE0jAWAoHj2XhyrXJRe0eiwf9fRnqxSLFYxXM9hq/NrTrfYMisMwU3Cvf8ysHKwS2eJxm+OovnSQr5CpmbhF3jyRAtbRtPAFIUQXo2x/C5CcYvz/D2K5e4dnac8aszzIwtMnx2gi//92+z48gAhx/exZOff5mTz533Z0nMZvnGn3yXxZks9374EFv39zWISwJBrerw+F+8wLUz4+y+a6ihR6kpWmMoyXICcLG2iCv9ZHhEj6ArOovVzVPA3xWewDKEsFCVJmx3DImLQMNSg7RYHdS8Ctsj+8nYi+TsNEEtzFB4FxPlEToDvfSFhkjX5tkdO4wjaw2q5Raxjfnq9IosLeSdDGcyr9JsddJktHEpfwpXugxF9nIpf5p2q5eQFsNU39kcuFtBSsnCVJpg2CIU+8HWeW+GJz3mqjlmy1mqnkNc99+vvTNOZ3eSXHatqMjpN0fIZ0vrDka9GZYaxFT8BJ8rHS7kTrFUneN87iSa0Kh5VUpugenyGNnaEvvid/ihGAqa0AnV+yZarS6OLz2HKx32x+9alTSMJ0O0tEZZXCEems+XyWfLBALGmnp+U0uE1ls8sEIIuvuaCEWsVapH4yOL1GoOmaUixcJqunBbR5xo/NafVc/WdiauzZCez7Hvnu1MXJkhkgjTNdjKWy9cYGBPN8ce2w8CFqYyvPL4aQ49uAuAaDLMIz92bN2ReU/9zSuk53P87L//IeJNfrVBQ6PFbGGqMkXFrRBQA3QGOnlz6U1GS6P0BHuYqcyQd/LvKIH9rjICUlaxnWF0rQ9RnwJkKAZbI3saDRErM8kxPUGr1YXEI6E30RnoW/e4zWbbqkKKX8NNUHLyLAB5J0tCb0JXDJrNdnpDW1d9IX8QWJxK83e//Tjt/a3su28HruMSa44yMzxHS0+Tz5pMF5kdW6B3Rxftm2hY2QiaUOkJpugJpii5tUY4EI5YHDjaz8Vzk2tW/ZFrc5w+Ocq9D90++bkzeqBBm1aFSn94O70hX3/fVCxeXvgO++N3kjJaeW3pWapelXua3oehmLRaHaQMv8zaZnXxSOvHAYmh+Mk5Dw8FhUDQoLuviQtnbxisStkmvVjACugs3OS692xpJhy99WfW3BqluSWyygjMzWYp5MoszOfWVAZ6+1tuWTYVQtDR38xbz59HM3WOPLyLV584TXaxwD0fOsjU9TmiybA/+lAIQrEA5UK5kSMIx4IY6yg555YKjFycxDB1nwW7/H4IdkV3MVwcJufkCGpBhsJDGIrBH17/Q9qtdmarsygo9ARvPcl4Jd5V4YDrpVGVBI43hz/GEK7k3+LE0tMb7mPLGs/P/S2LtY0HH1/Mvcmp9HcbPzvSRiAouyUSejMJo5mwHiOoRghrMUaLl6i6lQ2P973ACplomkpbbxPRVITzr17h7EuXePYLr3D6+fNcPH6NV75xgkgizLN/8zL5pcLtD7oBik6Vl+Yv89L8ZZ6bvUCm5n/phRDcdd/WdVf7SsXmG3/7Jtl06bYyaIZiotVXGiEUQlqEqB4nqscxFJPByC7mqzNczJ9mILSDlNGMpQaoeTYFp0LZtSm6ZaYrC4BKzZOU3Co5p8h4aZa0nWskB1c+H3bNYb4uD5bLrU4KbtvRsWZG480Ihy26+1aXMLPpEosLBWans6sYlYoqbqsMDZBqi5PPlCjlyvTv6saxXeYmFmnpTtG3o5PRS1OUCxVqVZurp8foHmpHWaaCb3DocDzIz/37jzO4t4cv/rcnKNavVQjB7thufqH/F2iql2JTRopPdn+SpJFkujJNRIvwye5Pbrp5CN5FnoCUEkUJUXMKqEqC5aRgzl5koTqJnyNYv2UyYbSiKxuvAll7nrxzI/MbUMMMRvagCg1dGMSMFJ50MRWTgfBual4FXbk9V/ydIBwPEWuO0t7fSrwlSqItxrXTo7T2NDFxeZr+vT0k2+LsvGuIsy9fIr9UIJpaX1LsdjBUjf2JHlwpKTlVYobv0goh2DLQytFjg3znm6fX7Hfu9Bhf+9JxPvUz92yaOHQzhBB0B/rpCmwBZH3mnv+5zVXTzFQWqbk1ApqFoWjYnkPZrWIqBqPFKXpC7Tie28hhGKbeWKE9TzI/m8Pz5KpV27R0+rfefkCJqikMbmvn+afONTyhcqnGzFR6jbBoIGjS3ddUz3n4q7FEotQfGVfaKEIlVF/Ng3GDcMok0RIhny4QSpgces8Orpwe5Xf/zefRdQO76vBj/+r9vmFTJIq+omMQF4nEw0G3VMyQzod+7gH+7Ne+yrf/6kU++vMP+4Q51aI9cENOXgjB7uhuBkIDlN0ylmr5cwnegRf5rjECjjuJ40xhGXvrRmCFJJS0GS1doOjkaLe2kDBa6739S4wUz6MKzSds1OELMi4xWb6KofgEjmV40mOhOsl8dRxLDdEZGMJUAhTcDPPVcVShsVidJqY30REYaKx4PwgEowEuHL+KGTRJdSR469lzbD86yPEn3qJ/bw/Pf/l13nzyNJ7rhwrfKwxFoyArvLU0AsDhVH/jd7qh8sGPH+bk8eE1LrXjeHzti8cJBAw+9MnDBAK3njuwEXxRjBtJ2FKxyux0FqtFRRMKec8mpcapen7uptVKka3lieghqm4NTfhdoG0dCaKxAPMrHvj52Rz5XHlVOJNIhtYMBdnovPqHWlcZFsdxGRteYG56NecgWc9JSDwuZJ9ASg9NsRiI3M9U6RTp2hiGEmIo+jCP/NJ2puwTXCo+zkM/uY/5TIIr1W+hKjof/1fHOHH2WZq0rXT1t5Mzz1F2Dey+M+z8dJkF5yLN+iAXso+joKKZUT76Lw6RDZylJXIfd/5iBD19o+aft/OYqokuboQRvghOcNUA3XeCd40RECJAzbmO6y2hqR1Yxj6WvYGx0kUsNYQnXU6mn+Gx9p+lyfT1/2yvyvGlb5MwWgnVBy4UnSxPTH+OkBYjoIa4XjhLb2g7ANcKp3lz6SnarD4y9hxX8m/xcOunmKuO8+3pP6M3uJ2QFuONpSe5M/UBdsa+93r9zbjno0cYPjMOUtKzrZMP/KOHaepMEuuwMDpLPPSpu5kbW+B9n37g+04eutKj4tnUXIezmQmONvU3Bq4MbmvjI588wl/84XNrevtLxSp/9ScvMDHuDxPtqZcV3wmklJTLNWYmM5x5a5TXX7pCoVDh3//GJ9nbvJWCUyJ6U5dbQo/QF1rtwsYTIVpaY6tmAq4nBd7ZnSSe2Nz96uhKEE8EmV3x0F+/MsvC/OqegfZOvzohkWRqE+yIPUZUb6fmlRguvExP6CiTpbdorg1ht13jSOgxYkYXIiaYC71Mf+Q95OxpFp1z7Ny/g5pXoiwmMAgyXT6DGqmyLbmT0dIrJKwesrVJDiQ/haVGceM2Z9J/R7Y2iYjk2dmzq0Gk+s7sd5iuTHMocYhtkW3E6/0J3w/eNUZAU1NEQ59EoK3Ry08Yrdzf8glUofH41J9wJX+SlNFORE+wK3YX53KvsrKkOFa6iCdd3tv6E2iKTsnJg/TzByfTzzAUOcDWyEHydprHp/+EheoUINGExr3NP0RUT2EuBhkpnmNH9I7vOUHnyhrD+VcASJlbmNEvEDwoCAVbma2cQva6CMsiMlij6KXp6u0knzrLgpxCqW2l5GZIV0cJK+2rrm8zMKoqd8UH0XS/LLdyBLamqbz/YwcZvjbLd79zrpGoWka1YvOdb5zi1BvDHL17iKPHBumuzyI0DO2GkrCUuK5HreZQKtbILPmKPVcuTnP5whTjowtk0yU8T9LVk6JasbHLDrHg5mSxAkGd7r4mzr093nhteSLRSgxsa9t0+BJPhGjrSKwyApfOT1KtrNYQ6BtsQTc0JC66YhFQ42iKSc3zy4iqMNgSvoew1tLwElSh+eVOJKrQUYWOJx2azEHOZb4BwM74B5kqnUYRGmGtmaTRi4KCoYax1CiaYqJKg5jRxdX8szRZW1HFjdA0aSR5M/0m57LnSBpJdsZ2cjB+kJ5gzzsOA5bxrjEC4CvkrIeonkITBgJBwmgla9+6BppzlghrCQzFl1tOGm0U3Sy2VyFTm+N87jVGin4ziakEGmy1iJ4iqPnlGEsN4d5CrXgz8KRHwVkgordQ9Yo4XoWo3sZC5RqZ6jhbY+8hoEbx8MiX3saVNkV7gc7QfuarV6i4eTRhoCsBNsoiVco1Tr12jWg8SDQeZGEuR+9AC8OXZ+jf1k5mtkAhV6alPc7Y9Xk6e5torWvw/ew/eZhCvsobr15dYwikhNnpLN/42zd58huniCdCJFNhIrGA/8AJn+deLtUoFqvks2UK+TKVsr2uhBlAeqHA/MQSu4/2k1ksEI4EsG0Hx3YJhkwyS0VCEQvHdtF0lVDEYmCrnxxcdv9vlv7SdJWtOzrWlThfD1bAJw2dPjHSeO3mzkFVU+gfbMXDxfZsAmqisTBZaoyu4EGWasOYSpQWaxtdwYNczT2LqUbpj9xLV/AAV/LPIqWkP3IvATVOQI3j4RBUE3QE91LIzbNYvUaTNYQQKkE10QihhBC0WtsZK77OztgHVz3Y9zXfx97YXi4XLvNW+i1OLJ3g1YVX6Qx0ciBxgD3RPbRYLWibUMNu3MNNbfU/GSUnhyddFKFScDKEtI3rwQBBNUzFLeJKBxWNouu7k5owCGtx9iUeYCC8t7G9oViMFM+hNHp/fzAQKDSZ/UyXz6EKjbKbqSsMt2KoQUwlhECh7KQpuRmqbgFTjWAqYRShN5SNQ9rappxlVMo2uWyJatUmlynR3BYjHAn4hKhSjeHLs+w9soXhyzOMXJlBNzRaO+KAXzL77L98jD/670/xyvOXNhzPVas6zM1kmZvJrvv7zSIQNMiWq1RKNc69MUw4FqSQK9M71MrcVIYrZybo7GtianSBQMjkvg/so2dLM6apU9lgFFkkGqC7d+P7czOWw6H1mJPLCAZNUl0hLueHUYVKyjpMyXXI2gu40qUlcBitNkdcj1N0HVSlnYFoOzk7BwRQlQ46gy3k7CJz1RphTbI99qjfJSgUgmqKPfGP4sgKuhJEQWN77FGUel7L9spk7AlarZ0EtdX9A6pQSZkp7jTu5FDiEHOVOc7mzvJ25m2+PfNtnp59mm2RbXys82MNVuHt8O43AgIWqlO8mX4KBYXp8jDva/8pAJaqMyzWpik5eabK11GERovZTXdwG6fSz/H64uME1DATpct0BYcwFJPd8Xt4O/MCFbeIIlRsr8L++K2VWr5XKMJ38/rCdwISU5mh2RokqncQ1dtQhY5EYqghOgJ70BWLntARLDWCJ13GnTfRlTiTpbdu+T65dIkt29pINUWIJkI4jku5WCOXLdHelWB8eJ62rgSO7dC+Yt6fEILW9hi/8q/eT1dPise/enJDCbLvGwJKhQr5TJnZyTTFQgUzYBAMmXT2NXHtwhSKKghFLFRNpa07iaL45xeNB6lsYIBa22MEQwbn3x5ncFv7KkViKSW1qoNhaquSaL39zQRDq2XIVyLZFCYdWMS0VWxpc61YwlB0POnhSpeQFiKsBZmr5HGly2C4j/lqlppnEzdcxkpTlJwKLVYKV9ogJZ6toNfPTQiBJkw0bni++oqZE7ZXxpU2A5H7ERvE+0IIDGHQFeyiM9DJvU33crVwlefnn+dU5hT3Nd/3/z9GoN3q55G2n6TgZMnZCzzc+inaLL9Fcq46zkxlhP7wXopOlvHSRRJGC3G9hfe2/SRXC6dwcbm/5ZNI6QKC3dFjxPRUo397uQIQ11vYEb2DYsUhZKq0mr0Evk/6riI0Uqbf1Vh2srQHd5E0+wAIK37GVwAJY61oaVRvI2H0YHsVWgM7gTfWfQ8zoHPwrkF6b5q0c+eD2wHRcKWFgLbO5BpBDyEE0XiQn/i5+9h7sI+vfuE13j459gOTIjPr/PuHHt1Ne3eSlrYYkUSIWCJEIGT6giaail11MC1fkuvOh3agqH5pMZ4I0doe29AL2TLQQjQe5LWXLtPelcB1dSbGFonGgxi6xvPPnGffoT46uhJMTaQxTY2mlihNzZENjUBHV4JUPErWyxFUA3hS0mwmKTnlxmpuew4B1aTi1ii5ZXShkTBjuNKl4JTQhUZcjzJfXSSzmOfy69c5/N496KaO63h4rotu6niuh+t6dT6C3+1pyCi9wbtwag6e8PymKU3BdVxUTW0YNCklZbfMWGmM09nTnM+dJ11L02K2EFJ/wPJiQog48MfAbvwM1c8Cl4AvAn3ACPDDUsp0fft/A/wc4AK/IqV8ctNndBO6gkONf0spuTy9QM3wsHSN7dEjbI8eWXe/ZqMHtBRl2yGsGTRHQuQrVaYzeSJWN/c076RUrVGs1rg+k6EtnqRLP8KXXzvL7u5Wtnd00Bm79Qjr+rWi6WvpxZqugvB7+6UETYRJGpsv+6mKTnfoEOCXsVT1hK9ZeBPCEYuO3tSa+G/lz8v/3ChEFEKgGxoHj25h+64Ozp4a5/mnz3Hu9DiL8/lVjTq3g6YphMIWrR1xdu7p4tCdA2zd3k4sEVpFvLl5kMe2fT30DrUSjFiN65RSYpgOff3NPnPwptyoogq27erEsnQCAQMklEo1JsaWmH39Og++bzf5XBnDULl4bpJL56eoVR0e+eA+OntTDT2C5c5E1/W79foGWtgW66fiVdGFjic8pCvRVP8BVISg6tWwFBNXejjSwVAMlHpp9EhyH5pQ0RWdqB6mPF/h/OtXSc9l2X5kgGK2xMj5Cfbdv5ORcxN4rkf31nbmJ5fYdniAK28No6gKsyPztPe3UCvbbD86wMXj1zjy6D48xWW2MsvZ7FlOZ08zWZ7EUAwGw4N8oP0DDIWHiOm3DplXfWab3O63gW9LKT8hhDCAIPBvgWeklL8hhPjXwL8GflUIsRP4UWAX0AE8LYTYKuX31pEzuZjl0tQ8/W0pIpbJlakFulIxrs0somsq2WKFHV0taDeVsfKVGn/83Tc4sKWDkbk0P3psHwv5EsNzS1ycmudHj+1lbCHDS5dG2dnZQsgycFyPkfk0nYkoVXtzX/xtuzr5337t437GesVDpmkqsZYQ/+n4c4zm06SsIP/q0H203CIzbnt58rVLmGozQa0HT1bI1S6iiiAf/7E7uO+9g1ScWYJad+OJjidCjcEkUnqUnHECWjuKWEt2qrlL5GuXiRjbMdT4mt8LIQiFLY7ePcihO/qZn8sxcm2Oa5dnGB9dZGmhQLFQ8cuK0k+gmaZGMGSSSIVp70jQ3ZeiqzdFS1ucUFgB4aIIC3DwPAeEhkAgZQ0hLCQOAg3N8AgbOsgqUhqAwJUF8tXv8tEfvZMjdw+tOV9FCIZ2tON5EsdxsR2Xa5dm/KawqkMwaBKNBYjFg4yNLBAIGAxubUPXNbbu7qSnv9mXAscfZT42tkhfXxOuhLfeHCUeD5HJFBkYbOX8uUm2bW+ntdV/uJa5+RpgcuNeu7UTmNXnAV8FwgCKlXbat7Sy444hxi9NoSgKTs1lZmSeQrrIXR88SLw5ysSVGU4/f55oKsKp587RvqWF/FKRYDTAiafPEGuKcLF4ge/OfZfrxevUvBpdgS4+0P4B9sT20GK+s4TgMm5rBIQQUeA+4KcBpJQ1oCaE+AjwQH2zPweeA34V+AjwBem3Ag4LIa4CR4FX39GZ1TGZzrGQLzHY3kQkYFKq2diOS9DU+fyLp7h/55bGOKeVkFISDVq8d/cQX33zHJNLOTwpqTkOuXKFbKmC7Xpsa2/i0X3+cFFPSrpSMQ73d9ES21wZK5kKs+doH2/PzXCko6shSQaQqZY5PjvOucU5OkIRyvtuGBafJebUx5v7wiFzxWdxZAHTSgEe6coJcrXzNAXuZXBbG31DYSquQVjfyvJQE4kNeEgpkDi4Xp32K3yj4L+HCigIoZOtnkYVJoZ6YMNrkkDOrhJrDnNnZ4I7792K63rYNRfbdvBcWXeLfUVlXVfRNBVFvRF3SykpVo9Tts8TNu+gal9F4hLQd1J1hnG9HIbWjeMtETbvolB9HcddQAgNTUmgiBA1dwLbmaKz5/10927c0j0zlcH1JFPjS7S0xZgcX2Lbzg4/FNnSzNVLM+zY1cU5zy81FosVYskQqZYImqay/0AvkxNL7NrXQyRq8erLV/A8iW6oZLNlHNvvckwvFRtGYMN7547hVh4Hr4SUOZBFpP0Q0eTPY9b7BBamljCDBmbAIBQLops6iqrQu7OTl772Jh98YCf5dAFNV+nZ1kEwGuAr//e3+dgvvY/vZJ5gujLN4cRhDia+v9LgMjbjCfQD88DnhBD7gBPAPwVapZTTAFLKaSHEclDaCby2Yv+J+murIIT4eeDnAXp6Nm526E7FWMgVOT0yTXyXRbFaI10sYzsuiVCAUtXGkxK1fhOKdo35chEcSBfLjMynSRfKWLrGN05e4IGd/VyZXYR6nGzoKyynlChCMJ3JE7YMAqbBpcV5qo6LJz1UoZCvVSnZNgfbOriSXiRXrbAt1cz1TJqwYRK3LDrCkVt+KFJKcrVzpCtvogiT1tB7qTpzLJRfJKB14GFTciaYKz2LvyKWkTgslF/C9rKE9SGk9Jgvv0ihdpWA1k5r6BFy1XMslF+hN9qJIg0y1dNkq6cRQqcz/FF0JYKptqyrS7cMT0ouzy/w8vAYDw/10xaJYHsuIcNANcFWJGFdZyafJ1etMhBJoioKJdsmqOi4UmK7LgIbx50D6VFzJnBlgaj1EIoSoFA9Tiz4KJnSNxGAJ6s47jxS1ogGHiZXfhqJQyzwKNnyExue6zLaOuJ86IcON34e2HrDYBw4fENi6+77fcJYLlemqytJNBZAUQQL83m6upJMTqaxLJ29+3owLR3T0OjsTGAFdJqbo+tOQLoZqvUYqnEMKSu4pS/hFH+faDLs5wMMg1R7glrVxnM9gvVyqFUfYd6zrYOP/OP3EkmEOPahQ+QW8wTDAWbHFujb2UWyPc791Qd4tO0xnySEAgJmswVaoiH8TiXfIV3OA23GOGzGCGjAQeCXpZSvCyF+G9/13wjrveuab52U8g+BPwQ4fPjwLZgwgtZ4hO5UjErNYXtnM67nETQNPnHXHjLFGxRSKSVPjFzm/3rrJX5sYD+GqnJpep69PW30tyS5b8cWptI5DvR2kIoEsQydmnNjdVaE4P4d/ZyfmCURDtBtGiyVy7w9O4MrJQFNY7FcIlwfB31xcYGYaSKEYDSTwZOSH9q+c4PrWHkzbOZLz9ER/jBFe5il8mu0hR4jbu4nZu4lrA8AgqR1FEUxiZv7AIW4tZ+p/N8DUHUXyVZO0RP7SVQRQKARNXexUH4ZD7+cZqktSGMns6WnqLrzaJtIdNquy5npWWzXJaDrnJ6a5uLcAnf0dnFlfhFPSo70dHFycoqpbJ6IaXJxdp7ZQoG+ZALbdUmXK2xtCtAaWkBRLBQliEoUIUwUEURVohQqL2FqfTjuAoXKy4BEVeMowkRVoijCpFh9rU4Q+MGVbQGi0QB79q5Nxi4PGEkmb3iBy+3J8fjmEm1CWKBavnFT/eSvqinoIQshFDRDw1qRDzFWtLyomup3HeKLoDR1JHEd3wu547H9zOYKXJwo05HQuV6dQlcV+poTXJycQ8pmTg5PYekayUiQuWyBwwNdpMK3Z1JuxghMABNSytfrP/8tvhGYFUK0172AdmBuxfYr73AXsHGL323QnojQnrjRSHOzmx4L3riLrvR4aWqEiUKOklOjIxHlsf3b0Ou6AEcHVn/wN6uwCSHY3tHM9o4bv0lagYZIR1s4ggS2p5pIBoLMl4psb2qmMxxlOJ1GVxQWSyU6I7dOAC4LcagigCoC1OQiQqh1peAbjEkh1AaDUkq/GWf5eZC4CKGiiSCi0Tdxg+fgyQpTha8TNfcACrIh3HGjaWW9VcLUNLa3NJOvVomYJrOFAq70mM0XaIuEGV5K43kefYkEzaEQqWCQt6am6U8mqNgOFcdmX0cb/ckEnvw4UrooStD/W5iAQiz4KJ6XR1XiSGnjyRJCmIBAERbRwHsRQsfz8ghhIN79Rax/MKiaSv8e31OenpzD1DWm0jkkkmNbezE1jYrtkK/UsF2XmuMwtpghGQpsOq9127srpZwRQowLIbZJKS8BDwPn638+DfxG/e+v13f5e+CvhRC/hZ8YHAKOb+J9cOtu/fca3yxVypxf9G1RJGDykd070d7hmOab0R2L8cGh7QggbgVYLBfJV2v0RGMEtgyQrVZJBAK8r3+IkOG7w7eDIgwS1iGmit8E6dIaegQAXYmuSuipIthgUTqywGL5NSrODEuV48TNfVhqG2O5v8bS2mkJPki6epKqO8ti+RVSgWMowqLsTKKJIIowyNcuUrCvUXPTWFobAW39dlNTU3E8DcdzyZarBDQdS9eRgON5ZCoVYgGLczNzdMdj7Gtvw5WSvmScqWyegOaHWKpYYQwFeM4Y0rmOou9GVSJ49mmkfQYpy6B2oRqHQQRR6x6LslKXEXxD5o7h2W8j3SlAR9EGUPS9oKzfQOQbvhrSvoznnEN6iwgRQeg7ULRdIAKr9pNSIp3LSG8WRT8AKHj2KTz7IuCgaFtQ9EMbvt/3Cv88baRzFc8+Uz/PIELbjqLvBuHfk2ypwp7uVjzA0jUKlRqmpqEqgh2dfkSuKoJ8uUo8uDn16M2a2F8GPl+vDFwHfgY/m/UlIcTPAWPAJ+sXc04I8SV8I+EAv7SZykCuVuXtuRkOtnbgSo+AppOr+V9AoBH3V12HsGGu+3Bfz6aZLPrsQFVRSIQ2dxNuhZBuEIrdeDCj5g1XLmT4rw8vpbk4N09TKMTBzvZNdbOlrDuJGbsQQkMVvsvWEnwIsWK4ZMI63DiWKgI0Be+lKXA3QugowqIj8jEcL4ciDBRhEjV2EdG3glDQlRg90R/DlWUUYdaHlVboi/40AJqycZvylmQCKUFXFT62Zwee9L9wVcdhqDlFtB4CPbZjK5au8dBQP/lqjZCh0x2PbWh4vcrT2IX/ih75VaQ7hVP+CsgS1L8ejr4NPfKrKMZda0gyUpZxS1/AKf450p3B93g8ECqKvgct/L+iGIdX7SelBG8Ou/C79WRd/v9L3X/HWZZe5b34993x5FQ55+qcw4SerMkaZSEkhEQyMgYMxjhhLhewEbYvBicMSCInRaRRntHk3NM556qu6q586uS84++PffpUVXdVdw9w72/8fD5ST+2zc1jvetd61rNoqDcLP7L+AEr4F0HuX/HMrPIXsStPo0Z/E6f2Gnb1ecAA1wJkJG0nauRXQNn0j2IIXNcFN4NV/BxW5WlwssvOU0fS70EN/zKd8U66EhEi/mUKTEE/D26+dSr7ZrgtI+C67jFg9yo/vWeN9T8LfPZ2T8JyHN64eoXFSomqZeG6MJxIcDGdoiUQZCKbwXZdAqo30q5PNDOSaMJ2HYqmQbpaYbqY55vjZyiZHsnlbHqB714+f8OxBDASb2YkdqM+ff3ccXDJVCtM5DOM59LMlovULAtdlmkNhBiKJhiJNRPTvdqEfLWKIklEfavXPqwGISRUeSnSXLFMDs7PUzBqCKAnHGVTU1sj2yAJBX3ZyGi7DvOlMmfSacZyafJGFV1WvO0SbfRHvMYX8jKdBceFQu0ojlsl5rsTIRTytcNUzQkC6ighfRO56kEMe56QtgUhmqlab2O7VWy3iajvLsrmOIvlM+hyF0FtPbnqQRy3ihASljOCYScJ69sw7AoVc5KIvmvZh2KDW8UqfQFEACX400jqBnDKWNVv41Sfw8z/B7T4HyCUpRfbdS3s8pcwC/8VIXeghH8ZSR0Ft4JdfR678l3M/K+hxf4nKKPLAr0FzMJ/xq58B0ndjhz+CELuxnVS2JXvYle/j+uk0WK/gyu1XneeeazC74EUQw3/MkLpx3XS2OWv4RhvYeY/ixb7HyC/w2Y0q6KKWfif2OUvIqlbkMP/Ytl5fsu7L06RSOx3EfU4QzlfwXEcQstiFa7rUsiUCEW9LtTXqj9L+fKK9a7Hu2Ky5QKKJKHLCjXbJqCoZKtVarZNcyDI2cUk3ZEIpu3QFgxRsSxMx+H3j7/Fy1OXWSgXyRpVqpbZiEB+49IZnh47c8OxBIJf2rmPkdhdN56H63Ihu8jTY2d5dfoyVwpZSqaxwsWXhCCoaGxItPBTm3bznt4h2sIhZvIFUuUyQ02JG/Z7K1Qskz8+dYg/Ovk2VctiXaKZ/3DnI6tHWF2XbK3KVy6e5GsXTzJZyGHYVuO6FSHREgjySO8wP7VpN33hWOPlzlRepWbNoUghkqXvEPPvI1c9QEvgSWQpTMm4QMk4R9x/D4vl79Pkfw+Zyht0RD5JsvgtNLmdxdKztASfIFN5Dcc1KBqnEAg0uYWCcwKBoCR0TDu9RkGYi+vk0GK/hqQ/ghBSnRS0F8Mt49Rexa58ExH6F41R3bUuY5X+DEQENfJZJG1PYztJuwdwsSvfwCp/CTXyq4DiTS9rL2FXnkGo61Fjv4OQ+xrpS1m7ByP/f+FUn8eqfA0l+M9YGYB0cd0aWuTXkdQdje0kdQdG5udwjEPYtZeQ/R/7B3kDruvi1N7GrnwdoYzWz7N/2XneiZH55zjGfuzqs8iBTyKEIDmdZvzEJCM7B1A0hVwyT9dwO5dPXmHdniEOPnOctv4WWroSzF5eYMMdNzbWuYZ3hRFQJYkNzS0IwK+qFA2DqO4jpGmENY2HB4awHAe/oqDJiqfA4rpcKWTJ1CqoskyLP0iuViVneAIiEV0not2oNiSAsLr6iO0CL1wd43Mn327EJ8KaTkz3o8syVcsiWSlRMGscmJ9iLJfmt3mUTj1CqlSmYlrYjrOi2cmtUDZN/vj0Qf7wxNuULZPNTW381l2PsK3lxmmF67okKyU+e/Blvnv5HKbjTZu6Q1ECqkrNtkhWysyWCvzV2aOcTs3z2bsfZX28BSEENWsG2ymhSGH86gCmnUGX2/Grg/VzOY+utBNQh7wyYbeCT+kmoA6hSGEsJ4cQMn51iJJxDtNJocoJZOFHk1s8L8C3h1T5B+C6tIU/uuoHIpRhJO2OxkcuhMAljux/P07tdZzaWxD8JyAi3kdivIZrTyP7P4ik7bxuuyCy73HsyndwjP2eKy03AwZ29VmghuL7QMMANLaTEij+H8aovYpdfRbF//GVvSEASduBpG5asR1yD7LvUaziaZzaa8j+DwP/EOEZ2ztPt4jsf+8q59mG5HsIxzyEXXsNOfBDgA6uSzAS4PKpq41/m7sS5NNFXNdF0WRiLRFUXSG7kLupZNy7wggA9ESWXOMmvzdHjvmWPmLXdblYnKRX68An67iuy6/ufZCavRQB/YszR/j8KY9j/6n1O/j4uqVKweVYzTiAZyAe6h7iO5fP0x2K8EDXAJub22j2BdFkmZptcy6T5HMnD3Bg7iqpapk/PXOY37n7cTa3t2G+QwNQsUy+cOoAf3TyAGXLZFtzB7919yNsaWpb9eOp2Ra/f3w/3x4/iwvc09nHj23YyYZEC35FpWbbXMqm+LMzh3ll+jKHF2b4fw69yu/d917iPj8RfRe52gFkKYCudKBIMbLVt0iWvo1P6cGvDrJQ/CbJ0ndQpAiqFK8HKgVCqPUPPshi6btUrWni/nso1k4h6hkNIRR8Sje2U0KV4qjS6l6RJHc3Al2Ney8EkjwEIojrzOE6OYQUAWwc8xQe/07Gqb3O9SlDx7oCQsZ10rhuDkEzOAVcaxyED6FuXpVWLZRBhJTAtadxnXnE9UZA7ge0G7aT1PWAimNf9WIa4vYpujfALeNY5wEZ3ApO7dUb13EygITrzIJbAaHjD/vpGGolt1igkCnR3JXArFlUSzUK6RIt3U2k5zPYVphyoUp5jToJeBcZgUvFK1woTBBRQtzRtIWp8jzTlXlKdpWd8Y1kjDxfn3qeDZFB9ia20OFvocW/cj4UXfZxR3Uf3aF39nCEEAzHmvj8Qx+kyR/AJ99IwewMhukMhvnMC09zpZDlfCbJwdlpHAP64zFsx2V1IR6xgrtfNg0+f+ognzt5gIplsru1i9+6+5HGqH09XNflrbmrfGPsNLbrsq+jj9+55wk6giuJSZ3BMCPxJn7x5e9wYH6KN2Ynef7qJT46vJmwvhVNbsFy8mhyB4oUoTPyoxjWAprcgiq30Bb6KJaTRle6kYRKs/QkApmW4FOocoL28A9Rs6aJ+e5CkWPocjsICQkVBxPXNVClOBHfnjUr4BAhVtW4lQIgdFy36r3sANi4jqcfYVe+gV351io7dAALRABcs36/ql47N3TEGkFQIQLeNk4a17m+QEmAtAbpS4RBKPWgZm31a7xduFVwcoCFVfxDVtf+dQDXC0zWg6gtXQlcXNoGoziOhSz82FS496O7kGSIdmgUa7OossU9H9mJtsbAB+8iIxBWgvQFOnlz8SjD4V5mq0lSRo59zTsJKwH8sk67r5k7mrbSrMVua5/XXCDTugw4qMoQ1wRLHbeAl5de4h14zR0kusM3168fjjWxo6WjHjMwydYqiJpE0TDWVKdVJKkh/V02DT5XNwBVy+SO9h7+412PMBK7sRDoGgzH5umxM/WMicJPbtp1gwG4dn4dgTAfGdnMkYUZarbNs5MXeWpgfT3V171ifU1uQZOXeBG60opO67K/2+r/eiw8SWgo2vql7ZWldR3XJF1+EVVuIaiNrnkPYY1kkXvt/8T1CwGB7HsMSd2+9m6FD7EiUCfq26/lCrvL1rv+vrv1D241stLNtvv7QkMO/DCSfBOpcCnhGUrwRFRcl7nq24BLRO0nb06gSRFMq0hAaceWqmSN83QG7kSS1iYNvSuMgIvLW6ljtOhxHFxsx0YIiS5/G816DADJkdAkhYDsa+it3QyOW6ZcewVV7kIIH5Y9hey2UqntR1NHsO0kstxC1TqM7WTwqdvR1IFb7hdAFhJt9UKga33imkNBIrq+onZgOXyygirJVCyz4QFULYt7u/r5zTsfZiASv2mAKVkucSzpca66glE2rzFlAM8QbIi3EFQ1ckaVS9kU2VqlkW5dC67rMjGeJBoLMDmxSG9fE5WKgevClYlF2jtitHVEuXR+Dquuh98/6H1058/N4NNVNm29n5npLFPpaSoVg01buhtMvMZxnCyeIZCvO34e3CpCikOD3aggpGbARaibkIM/dVuBOCEFPTfdXawfb7XrLXppQ+FDSLEbf3cyq5OqnIzncYgQiH9gf4r6sV17Clm/F0l/+B0FGm2niioFKVozGPa1gU0lpg2Srp3HciqNzlBr4V1hBADKVgVTDaPUW1WpQkaV5MbJS0IipATZnzrBjtgGmvXYTW+WbaeAOIrche0s4ro2lj2HZc8hCR+SFMNxCjhOBtcpY7tpYMkIeK3KLLK1KtlahYJRo2pbGLaNYdtczmeurclMvkB/e4KxVJrOSJiOyI0jtE9RcHD5izNH+NzJA9Qsiwd7BvjNOx6mJ3zrRqnTpTyLlSXBj1enJ27aIWm+XGzUCOSNGnmjRsdtMF8nJxYRAo4cmmD7zj5cF6aupNh9xxBvv3mJDZs6OXZ0EqNm0dwSplissXlrD6Ggj8OHLhMM+Th5/Ap+v4buU3n7rUs8+sTWlYQc+4r3IclLMuGu6+Ka58AtI+QteNXrADKSuh278k0c4yAEPn1DPGFViDCSuhHbOoNjHEHS7r6BQ+Ca53CdNELdiJBvLFByrYv1OfjyaaeDY54ETCRlEMQ/kIsiAgh1M5hHcYwDSPqDvJPPUpH8hLUe/HILVTuNKoUQQkISKlFtkIjWWy9Su8k+/mFX8I8DgeCpzgcoWRW2x9YTVAJE1RDlmsnFmUVGOpuREDzcdidzpTSnxpLcvzGGACo1k6ppEQuutMiK3IIkVCx7FtetNarpVKUbRe7Ers8zVWUYcJElLyjkuC5TxRzPX7nEazOTTOQyZI0KNdvGdhwc18tMXKMSA7SGQ2TKFZoCfix3dckqRZL47uVz/MGJ/ZQtE7+i8pHhzbdlAABS1TLVehD0Ui7Fv33jmZtv4IJTNwK242A6t25vLoSguSXMwf1j9PQ2cXlsgXUbOtE0hfUbO7kykSS1WKS52aNPt7ZFKOQrnD83QyZVolY1qVSMxvpCEpw6fvWG47jWRD3d9QmEUL0P0pnFrjwNgKTf3/i4hBBI+n0IZQjHOIBd+Rqy/4caTD9vkLDA8RqZLE0HZGT/+7CrP8CufBNZfxDUTY3UouvMYJX/BrCRfU+AuJHq7ZgncYzX66Oz3GAT2tXnAB1Jf4DrvZl3DhnZ917s6nexKt9G0vZ614+67PoMXHsBIUUQ0vKpqqA9sKdOHZfQ5JWxD02+vUrYd4URAIioIQJSgKNj06SLs+wc6mI6VSRfqjLc0cTRsRkmFjK0xUKcubxIpWwz0tXCxHya8dk0j+9et2LmJ4QPv+4JjpRNk7zVQ6sWRFOvkVBuzJtajsMPrlzkvx99g0vZFLbrossKCZ+f9kCYkKrhU1R0WeZidpGJfBaAbLnCxvZWKqZJe3j1YNJ4Ls3/PPYm+ToZqGKZfO7kAdbFmxmOrh0LuAaPROVdoSbJhDTttmejEc3XiEfcCommENlMiZ17Bnj+2ZMMDLUyObHIgf2XSC0W2bazj8mJxUbFJS5cHkvS29eEritIkkCSJaR6dHS1GImQm7CKn8OxLiCp28AtY1e/j2MeQVJ3IPufWjFqC7kHNfSLGPnfxCz8DnbtVW87EQA3i2tN4FgXUII/gRL4hLeNEEjaXpTgp7BKf4KR+5fIvicRch+us4hTfRbHPImkP4Ti/9CqQUwhRTHzv43sO4xQ1tXJO9/GtSeQfA8j6/dc5+EkPSq0WwSnhF3zqucd8xJ2+a9AhOpU4AGEss7LUAiBpO1ACf40VvH3MXK/gqztQ6jrARmcFI41hmtfQY38JlPVDTT7AyxWygRUlSu5HAG1Qk8kyrlUEr+i0BuNeQQ7x2VDcwu6cvPP/F1jBAAW8yVeO32ZpnCAS/4U/W1xphazWI7L+ekkPk3BpykEdJWhjiYuTCfpa4mjKTJdTVHEKmVKluPw+tVJXNdld2dXo8BnrlQkpHn970qmSV80xoH5q/zG/heYLxfRZZlHe4b40NAmRmNNxHQ/miwjCwkh4LMHXmYifwSAqN9HoVajORholDRfj2ytSkTT+fjoVrK1Ks9eucjJxTn+08FX+M/7HqPFH7ypIdAkua5G67KrrYv/a8+Dt10XISHouE7MxHVdTMtBVTwZr5phYdsOTc1hPvDRPTS3hHnsqe20tEZ4/L3bmLqa5u6H1tPcFKKlNYzjeI1MXMdFCJidyfLQo5uJ1+v043WGWiBwo7iJpD+AkDuwy1/CLn8VsEH46/TYf4WQOhrn6EEg+R5FE0Gs0h/jGIfrqTQvbYgIIikDiBuCahpK8GdARLHLX8Qqfg6PyS6B1IQc+BHU0GdAWo09KjwOgFtYRuV1QISQfe9FCf/LG1KDjnkKI/erXsT/WkBSBHHtCczC7+IFEWXkwIdQw7/KUlBRQQn+GEJqxir/FXbtRah+t74PBaSIx1eQWpgvFZku5LmSyxLWda7kslQtm6dG1pEslTizmOSJoRHenp7isaGRNWNUy/GuMgK6qtAaDTHU0cRgRxOpfIlMoUKlZiIJga/+ezTgIxr0IwuJgE9jbDZFobJ6qkYSAk2WaQuGWCyXeXt6ioFYDMtx2NzaxjPjl1CEhE9R+OL5E8yXiwjgI8Ob+ZXd9xPW9Bs+zmtTguV/39HbQ8zvW/OmRzSd/3DnwzzRP0qqWqFg1nhjZpKXp8b570ff5Ff23E9IXbvjT9znGSHLcrAch/5IjJB2ezTlxXSR1/aP8eQDmxrLbNvh2Jkptm/sRlNlxiaTvHLgEj/y/t0MDrVyZSbNa8cvE28J0dUWIxoP8MrFyySTFfb0dZMsllgsVxhtbcZ2HGKJEJIQ5KpVMsKgKxAnWSxh+6UVeg/XoAR/Gtn3OK51CdetIqR2L/8ulqZHLhaL5Zdp8t+LLPmQ9PvQtB241jiOPQ2ugZCCCKkdofQ0PkrbqdQrMrU6PfknkH2Pecdyst428gBC6eOa270qhI4S+hlk/4dxrMuAjZC7EXI/lrOI4lYRy2ICkrYTPf4FwK1nn0ASSy667eYRyEhyD8uzCt7xfcj+DyHr9+NY47jOHOAgRAQhdyLkLhAhRhJV/vLEUdY3taDIEjGfn8FYnKv5HEXTQAiPUt4WDNEdjtzWVPNdZQRiQR8P7xghW6wQ0FUqusq2wU7ShTIuoCoyJyfn2Lexn1jIz66RbmJBH7btNNR0rockBK3BIAm/nwupRTRZIqzpLJRLFA2DtmAQn6Jiuw5n0/UKRE3nI8ObVzUA4HkXycpSL/uSYfDG5Um6YxG2drSvShgKqRo7W7vwKSqdQYVf3fsg//LV73E2vcDXLp2kMxTmM5v3oMmrP5KuUISEL0C5mGOqmGO+XLxtI2BaNqlMiUrVYGouS393E1em00jSkrs+OtjGW0cvN5py9nTEiUcD1Or6grIk0RmLMJ8v4rpwfmERAQQ0lZcvXAZgfVsLsiRIlcqsa23h5YuXyZarvG/Lejqiy+er3ggnKcOgrE1ndV2HvHEGv9qLJsXR5BYcNKoihqS24pPbcFwT0y1h23lUSUIIhbnid9CVNiLaZiShIYSELHdjCj+qFG1Ie98aLkLoCHUjkrqkE+G6NaqV7+PXVYToxrJnEMKPEDqOFEcgYdplHCeHrg0jS83Y9gI1cwpV7gYksGeQ5XaWN9oRQgK5GVleWyU4rOmENZ3RpmaaAwFOzM+jyjIbIjEuZlL0RKK0h8IE1P9DW5MLIWiPh2mv6weE/d5LXjMteltiGKbF+v5WWmMhhBC0RL3TH+nyGkfKy+Z1FctspHdGE80IAXFfD6Zt41O8GgVJCLrCEUzbJmtUqNYFRnRZaRQHrYbpYr5hMABifj8Rn451G8G3a9e5Id7Cr+55gH/z+veZKRX4/MmDdAYjfGBww6pGpD0QZntLO1PFHAvlIi9OjTMQTdyWuwdgmBbPv3Ge9pYIkiTQNIW3jlxm00gHinxjfOFmI4gQ0B2NcDGZolQz8avec0iXy2zv7mAqm0eVJQaa4kjNgvbI7QWoVj3vunhKzV6gI/QBXBzytROUjMu0h54EYLrwNcLaBsL6RlQpSsE4h+Oa+JUebLdE2ZykJfAgs4Vv0h354XdgBNa6ft3TQsDFcUvUjBNY1gSy3I5lTyFQvRSla2LbSVRlCNMax3HzyFITtnmWmnmGUOBDqMqN4iY3w5nFBbrCEbrDEVRZZl/P0hSoI7xkaFsCt682/K5qTb4WdFVh38Z+Htw2TE/L6qlBIQQt/mDD7Tydmm9E0xVJQhYSmix7MlmSREBV8SlKY5lPUQnXR9aSaTBdzN+QW3Vdl4JR48/PHmaquMQw02WZmN/PXKGIfQtD4LhVLGsGx0lzd0cvv7zzXqKaj5xR5b8efo39c1dXzenqssxHhjcT0XRs1+XPzxzm9ZnJNQ2P67pYjsN8uUjZMhm7ssjkdJqNw56n0pII4dPV225uZlg2U5kcs/kCuUqV6VyeuXyRsmEQ0nXCPq+8ezqbZ6FQJF2uENZ1JtNZMuW1Kau3girFaA0+SkgboWSOg2sjkLHdMlVrHte10OU2OkIfIKSO4FPaCKqDxP17CWlDBNVBKtYUudoJVDmOfDvpxVvAE4VxAAfTHMN1azhuBRcTRe5Blttx3RqqMoQsN2Hal1HkdlRlENtewHLmAeEFEN8hNja38vDAUEMo5x8D7ypP4B+KDYkWEr4AyUqJ12cm+bMzh3lqYD0RTcdxXWq2Tck0SPj8JHwrGVQRTWdrcztn0guULZMvnDpIkz/AQCSOLCRqtsXlfIa/PneM74yfJahq5A0vDlExLWZyeXpjMZRbPBzDOIHrlpHlLlQlwfsG1zNXLvC/jr3FdCnPZw+8xH+7/72MxppXGDshBHd39PKxkS38+dkjTBXz/JvXvs9HRjZxf9cArYEQspAwHZtMtcLlfIZDC9OcTyf5maE9DPc1M9DTzGsHx3jo7lHmFwtkCxXmknl6OuIspotkCxVmkznCIZ1CsUYmV2IumaezNYqiyGxob8V2HFRZZrA5QU88RtSnM9rqua8uUDFMmoIBNEVmuKWJiF/Hp/79XzPvY5+lZi0S0kaZKz1DVN+C2lBLFsiS77p7JWHYi1hOF7IIElD6mS89S2/kR/9R6v9tJ4ltz2MKBUXuBGxUpQdZ7myoIElSEMuZReDDr99LtbYfFxNVGcS1yshyM9Iqaclb4R8qkrPqPv/R9/j/Egzb5kR6ht5QnLju50Rqlq5ghPbA0o0cjjXx1MB6/vLsEYqmwe8deZ2/PXe8YQQqtkXFMvm3u+/jI8ObV+xfERIfH93Km7OTXCnkeH1mgp98bpG+cAyfopCrVblazJGrVdnd1sUT/ev4L4dexbAtikaNgqhRtUws20FbpT8AgG1PY5hnkUQQIUKAgy4r/PiGncyVCvzt+eOcSS/w2wdf5j/ve5z2QGjFS+tTVH5u250Yts1XL51itlzgfx/fz5+fOUJI1VEkgWHbVCyLsmViuw4RTScU0rlv7wi9nXEuTSQxTJtMrsyOjd1kc2XaWyKksiW2re+iXDEwTZt0rsS6gTaPNFWziOkqXbFIw0sJ6iuj/snaAjW7Rle4e2UtQ3Tp+Qh1PXLgE0jaHq4P4Cz3fpaq6CTivj3MFE4S0qJE9M1IQqVoXCCg9OJXOpElPz55cAWzL+G7i3R1P6oUJaxtJKQNkzdO4lduQsldBknbDdhIykq9yGS6wPR8jq3rOoiEPs21aL+mbmR1p/oa5VgiFLim4iRB4/rFqozEQqnKufF5tq33gra3g2v37+9j5N4VRsBxXU6kZggqGmHNx2w5T0DR6AnFGM8vuZJZVgAAcd5JREFUIguJwXAT2VoFCUGzL0jRrDFZyK4wArqs8PPb7kQA3758jlS1zNVlbrsA/IraaPy4HEIItra081t3Pcp/P/oGp9PzzJeLzJc9l00Sgpjm48PDm/j5bXchC4k/P3OY6WIBXVYo1gzKhnmD/LmE8P4nBLLcgaaM4OLgOCkM8zS6tpWQpvOL2/cxXy7ywtUx3piZ5H8ce5Nf3fNAY4pyDXHdz7/bcz/bWjr44vnjnMskKZkGRXOpY5DAMxgdgSj3dPUz3NzcoDlvHPHSb9s3rqwh2DzayebRJbmxkf5WRvpXCma4rsvVyhX8sp8WfeVvOTNH0SrS5V+53+WQ9XuR9XtX/c3F5VzhLEPBYXRZr99zlbbgY5ydvUxI09AkB01aj8Iw5apJruyQCPg5eCXBnX0VSqZnhKP+dirVR4nrEarWDKnKmzT7H1i1F8P1EEKg+D8A/g/c8Nv0fI63jnpxFFVZvq/bGZ2Xf2oSmVyZCxML7NnSx/XfbSZX5pUDl9gw2H5bRsB1XU5fnCUa9tPTEb+Nc1n7zP7/BtOxObBwlb2tvUwWM5Qsk7xRZTyfYiyfwnRsPjKwhZDqReslIQip+grWXq5cpVSt0RGP8O/23M9HhjdzIjXHVCFHzbbwKyptgRB9kRhbmlZSRF3XZSadZyadZyAW43Pv+SDHkrOcyyTJGVV0SaErFGFTUxvr4s34ZAXTcfjNOx9mfDHN5ngbG9vb0BV5RaAuoGj88s57yRlV/IpKsz8EjsA0L+L1AVhiOTb7A/z6ne/hfYMbcFwXXZZXne8LIQiqGh8Z3sRDPYNcyCxyPrPIXLmAYduN6+yPxBmMJmj1B9d0Iat2lZyZxXEdKnaFDn8HPsmPg8NiLUnOzBFUQrTpbUhCYr46z8sLL9Hh76A30Ee3v4eAHCBZW8B0zBUGwHVdClaBhdo8fjnQ2MdCbQFVqGTMNGElTIveiuVaXC6N8+LCC9SaasS0GD3+3kaNiOU45Gs1Dl2ZoSMSYq5QpGyYJAJ+LNvGsC0sx+HFC2MENI2OSBhdkelLxJBEiJbAg/iUzjoDD2zHJleoYtkOIb9GwK812Hm27ZArrvwNIFuo0BwP8sFHtq5odOO6LoZpky9WUFWFSNCHJHm8i5phoSgSxVKNgE8jWOdMVKomh09f4eDJK3S3x9BUhUQ0gCQJiuUasizxw0/uxO9XVzmOp5cRDuromoLjuuQKFb73ymm2ru/yOkD5dcLB1TNbq+FdYQRUSWY02sKRxSna/WHCqk7ZMiiaNYKKynC0g7CqU7W9HgOmY1O1TSzHwa73A5hcyHBhZpEP37UZXVbY3NzG5ua2Wx+8jlLN4KWTYwR9Gj/7xF082jfCo303dr25Bk2WeaB7ECNpceriHHt6u2+46Zos82DPYONv13Vx3a0oSj+2nUJZxp0XQtAdit52+bMQgoQvwJ0dvdzZcXtu7vVYrCX5ytSXGQ2NUrbLiIzg/Z0fpOZUOZg+gCwUpipX2JPYy+bIVpK1BZK1BXyyj0D9w0YOULErHM4collr5rH2JwBIGYs8O/d94lqCtJFiMDjM7sQevjPzLXRZp0lrYrI0weMd76VZa2amMk3OzLBoJHFx6PYvRc2bAgHCPo3FYpmFYgnTsmkPh2gOBfEpMmFdx7Bt2sJh4gEfEZ9O1OerM+WiK2TcaobJV75/hLErXguycFDnJz96F4lokGyhwpe+c5jJmTSSJOhpj/PjH7kTXZV5+9gErx8eIxLy8Us/8RCq4tGI5xbzfPE7h8kXq9i2w727h3jPXeu4OLHAV585SjTsJ1eoYJg2P/HhOxjsaealty/wgzfOkUwV+KtvHqApFuQTT+0m6Nc4fXGW5988T6lS49//zGOE63T4TL7MX3zjbXKFCo7j0t/VxI++fw+5YoWv/+A4B09OMp8qcPzsNLu39PLQnTer4lyJd4URcFyXqm2yKd5O3qgyVcwyGGliY7yN4ymPBmg6DmXLpCZs0rUyRdPAcV1KpoFreenEezcONBz9Us3AcVyqpoXjODSFgyiyxxuvWTaZQhkEJEJeEGu0s4WdQ12cvbqU+itVDSzHIeLXsR2HbKlKIhRACMiWqtQsi5plNTICjuOQLlYwbYemcAC13lRz6TqzmOYFbCeD65TQ1KWS3Gu4ZvEBNFX+RwlkrQUXF01SebD1PQjgryb/gkVjkXZfO3sSd5Azs9ScKhOlCbZFd7ApupnT+VNsjW5jfWRDYz99wX5mqzOkjXTjGk7kjmO5Ft3+HjRJ50j2EFtiW7Fck7vj+9gQ3sizc9/navkKA8EBtsd2cLF4gbua9hFSllKKruvSqweoFGr0SD429bSg6kpDlVoAiUCAbLHCnb3d2K6LYVoEVY1KzaRYreFTFUJ+b2TM5MocPDHJP/3EPfR2JChVaoSDPq9nxSunSWaK/MKnHyDg1zBNG11VEAIeuWc9Ab/G82+ea1QS247L3z17jNZEiH/yQ3dxdTbL5770OhuH2zFMm/Pj8/zrf/IwI/2tfPE7h3j+rfP8s/5WHtm3Hst2OHtpjl/49APIktRw+/du7Sca9vO5L73utbar4/LVFFOzWf7lTz5E0K9TM0wUVaYpFuJH3reby1Mp3vfgZnZt7m1oC94u3hVGQJEkHu1ZB8DRxWkGI00MRDxVmvs7lwQnn+xdevEeq6/vui6nZub4xtunaY0E+czjXkzg7fNXePHEJRLhAOlCmR1DXXzojs0k80X+/IXDGJaFJATv27uRLWu0uHr7whXmMgU+cd92krkSf/bCIX7xffdwaXaRr75xgkQ4wGw6z0hnM47r8tyxixwZm0YSgnjIz6ce3ElgWQBNEhEUpQ+Ffk9me5W5pOO4HDg2wcRUio+/fzfqGkHGm8F1XRYzJeIR/6pNTJdDl3yokhcnUSQVw6lxLn+WQ5mDjIZHsVzL63TzDlG0iliuTdpIowiZvYk7kfGadEYVjxWoyRp2Q4h6dWNnGhZ/+VtPc+SlM4QTQX7lC5+hZ2Tl8ypVDI6NzVAxTCIBH4ZpYdoOIZ9GxfDiBE/sXk/QpxGPBti+oZu/+dYhtox2cu/uIRRZwrIczlya4+G719PRciPTThbihn6XlarBmUtzNMWC/PnX38a0bDL5Msm0F0fqao+xfqidoF+jvyvB0TNTgNf1SlVkJFlC15QVvBAhvKau1x+/v7uJ1qYwX/jyG+ze0sfdO7wBT0gCTfVqNlRVxqe/cw7Eu8IILMeWRMeKQMntRD0397WTKVU4PDbdWFYxvKnDZx67gyvJLH/50hGe2LmO545dJBby8akHdiEJkOUbb/g1VE2LUs0LuNmOS75SxbRtvnf4PA9sGeLejQP86fMHcVyv7uGZI+f54Xu2EfJr/PEPDnB+OsmOwaUObELI2PYCpnkeVR0GuQfTshmfTFKumAz2NhMJ+9i6oYtzY15jzXyxysxcFkkWWJbDQE8z1ZrJ5FSKRDxId3uccsVgbDKJLEuMDLSSTBf5+vePsGNTL5tGO0jcRGk2ZSwyXZlCIKg5NaJqlLP5M7T52tgY2cRsZbZRkiwQKEIhZSySN7223bJQMF0DwzExHZOaU0OTNHoDfeTMHBsiGxskLm+OL1b93mUhY7s2aSMFuATkIJKQyCYLnNp/ieRMBqNmYpkrBUlc12V8LoUsSaQLZfyaysbeNo5fnqVQqbGpr53zUwuUqgZBn4auKXz6Q3cwMZXitUNj/Pc/f4lf+omHaGv2Cr9uxfNYDiEEqiKxdV0nQ32eMMt77lrHYE8zlyaTaIrcCBR7eojX4TZ6VFxDIhrgFz59P+cvL/DCm+c5euYqv/QTDxEK6P9gWZN3DVnIcW1s16qTfRxs16uay5lzlO0s7holutcqsVZDf2uCoK7VmYculu0wlykw2tlCQFfxaeptky68+bxXlpsvV+luiqKrCj3NUSQhyJdrLOSK7D9/hZdPjtPVFF3hBSzbE7azgOPkAO/DLpRqTM1leP6Ncys0awAmp1K8eXicbz93gkMnJjlzcYbvvHCSYrnGK/svMjWXYf/Ry5wfn28UAQmgXDHx+9QbRq/r4ZN8nMyd4I3F17krcTcxNc622HayRpYX5p8jokbo8HXWz0mwK76bidJlnp//AVkzh+EYvL74GuOlSyRrC7y48DwFq8DGyCYGggN8Y+rbfHvmu5zNjSEQ+EQMpR6lj6lxYmoMgKASZEt0G68mX+Ht1H6s+vO/enGWxZnMWqcPeJRm07Zpj4exbIe3z1/xeklqKocuXEVTlEapebFcY/zqIrGIn/v3jnjTvEIZRZbYtr6Ll/Zf4NJkktlkjstTKSzLxnFcKlWDStXEtBxKlRqmaePXVbau62J6IUdzLEh7Uxi/ruLTbz22Bv0a6WyZ+WSedLaE7Tj1dKxJuWJiWTalikHNsOqeXZGZhRzd7THu2zPMYqZIteZJqUmSwK+rXJnJsJgpUihVb3n85XhXeAIuDmdzr2C7Jv2hnSxUxylaKfqDOzmbewW/EmFd5F788o1acdc+Tsfx1FMcx+Uae/j6MlYhBJ2JCGevzrNrqMtLB8kSPlVZuQ/XRcJruJEpVijXTCaTGYrVmtfUJOTn8kKG3pYYk8kssiQRC/roSkR5Ytc6eppjVE2LiF+/7lxtVGUYWWqqdxP2csJTc1kqFYNCqbYqS7G/O+E1x+yIsZguYRgWd+wYwDRtpmezjA628vqBMabnsqwfaqOlKURzIsToQCuR8M1FLyJqhEfbHkcWcqOtdaevi492f6zeKk1e8gSEYCA4SG+g12P/C4WcUaVJWs+Wtr3MlwtENB/5qsuCnWdrZC+K1UtXKMKRhVmmfAXCzgam8gY+UcXndhHVfMyVCuSMKoP+rfidPnrDcdQ6tffswXFqFWPN8xdCsGekB8u2kSSJ109fZtdwF13NUd46O8n6nlb6W+NLGvwVg2/VjagkBHds62eox9N1fOzejdQMi7/4htdxb6CnmU++bzelQoWvPnOU6fkcxVKVL3zlTXZv6eWBvSN85LHtPP38Cb7wlTfr2zTR2xnH71PpaF0qhgoHddqalt7fLes6OXpmis996Q26O2J88n17cHH5u2eOMT69SM02+ctvvM36oXaeemATC6kif/eDYzi2gyRJvO+hLcQjHuFNliXe+8Bmnn7+OGfG5rhv9zAP3LF2UPt6vCuMgOUYpIxJ/HKMvDmP6VQpWRlMp0JC76ZF78cnrc4/N22HZ4+c5/DYFKlCmb9++QhP7FpHoOEBgCJLNIUCSELwyI5R/vqlw/y3b72GLEm8b88G1ne38v0j5zl8aYpcucrfvHyUJ3atZ1NvG2+cneB/fucNArpKd1MUVZZ5as8GvvzacU5fmcN1obclRlM46C1//bjXiCTo40cf2ElMWfoITeuilx4UCq5TRAn0MHE1RbFUpastRqmSxLYdFlIFcsUqyVQRp04mEZI3Egf8GrIscer8DNPzWe7aOYgkBFs3dPHGoTEWUgV6OuIIAZcmk4wOtBGqN8C8fmqlCIWwEkERMoq0NJcUwnP7V4P329K6p1LzNPkCCGQm8nlsN4cmyaxPtKBJCulqlc5gDIGoszFtsrUqr85cZr5cpCMQptkf4HR6gfZAGE2WMewMLR1hquUaZw6O3fL9kSSBJnm9BnaNdONTvXn29sFOzyVf5g21NYX5hU8/QM2wkCWB36c2tARCAY1PPLWLSs3EcVx8moqiSKiKzI+8b88KA63VWZDRsJ9PfXAvlaoJLvh83rFH+lro60w0An67NvexfcNSCjUeCfBzn7yPqmGiyDK6LjNVnmTffa3ssePMVqcYDW8iZy+SthZIdNv88CcGwZEoOXk6wuEVreB3bOxmw1Ablu2847iAuJn22P9X2LFru/tnz/82MbUdXQ4xWzmP7ZoMhvZQMBepOUUGgrvQ5BvFEh3XJVusYNjeXFFCEAv5PRUgxyWgq9iOS6laIxzwusWatk2+XEMIQTSgIwmJTKmMaXtTDkkI4kE/iixRMUxKNZOQrmHathdlBopVA9PyXMJrx6G+vGKYBHWNgL6yTNVxKoCJ7WTBNVCUQUplk5PnpvHpKqGgTndHjJPnZsjkyrQ2h+lsjWLZDsVyDVWWCQU9ufWLE0ma40FGBlqZmssyOZUiGvazcaQDRZG4MpPmynSGjaMdNNVjAtlKlcNT0/TGY/REIyiyoOZUCcg31zK4GU6n5lmslmgPhDmdmiei+4hqPjY1tWE5nsjp5qY2zmeTBBWtkeLtCkW5WsgxGI1ztZCjZBl0BaO0+AOULZOtzR1MXZrnVz7yeySnvelAtCnEf/7GLzOw8YZO9//Hw3FtTueOo0oqca2ZjLFIVI2TM7OU7SICQV9giIXaLPPVGWJagq3R3e/ouQkhDruue0MnsXeFJyALhdHwPizXICDHCCkJJCHjk0JE1TbKdvaGyi9PIsqlWjFwSwZOxcCxHS8NlK+iB3R8AU80RJYE0WV9CTVFoTmy8tKbwqsHzwK61pjb+1wF23KoFKuUC1VMw6IiQPOpiIgfX0An5FvyQK6HED5qxglct4IsdwGCUFDnrl2DK0aZPdv6rttOUK4YnDg9xUCvp4PY2rykYNTXlaCva0nj33VdejsT9HYmGn8DhHWNvniMl8YuU6oZ3NXfw66uzhXrXH/c5fsEMGsWpXyZSqmGYzvEZIm4HiWmB+nti6HIEgKBLAS2JPNE/yiqJDMYTSDqsuu246DJChvirUhCMBprqU89BAIvgOY4DmMnr5BNFq47q5uLZt7sGm6Gtfa5WgMYx3apFKuUChXMmoWovwOBsA9fQEe6SbB5reO4QFAJUbUrBJUQi7V5NEnHdA1iagJZyISUMFWngkCgy77b2u9q13A93hVGACCgLBE6wtLKeuqI5FFUXdfFthzmr6Y4e3CMU/svMXVxjlyqQLVcwzJtJEmgaAr+oI9YS5iO/hZGtvUxvLWXzsFWghH/Ox71bMtm7soix187z4k3zjM9tkAhU8KomQgBul8n3hphcHM3ux/azIY9g4TjN46utj2DaV5AiEC9eGRJztp1XZ7/8n5OvrHUPzHWEuGHfuExIvEQsiwxO5/jBy+dIRLxsXNLL/oabt/4qat8+09exq4rAkuyxJM/dh/tGzs4NbfAcFOCwaYElxZTpCtVmv1+nvnr1zlbd719QZ2P/vxjtPU0Na5/amyeg8+d5MQbF5i/mqKUr+DYDrIi4Q/5aOlKsGHPIHves5mBTd3ImoIiSYSkGw2iKnkusk+ptwszbcqlGrnFAsnpNFNj80yem+HUWxcxjaXmMuVilb/8T98kFF1bPvsa9IDOR372ETr6r29A78FyHEpWDReXoKKTns7ytd//AdV6UG3j3iEe+9El+TDXdSnmypx88yIHnjvB5dPT5FIFjKqJEALdrxFpCtE91MbGvUNsunOYnuH2hszaNbiuy4tffZvjr53nGuHAF9T58D97hL6+Ic9QIlgf2YKERFxL1IVCvXelw9dNu+9GT6hWMfj6HzzH7ESysay5K8FHf+5RgpGbx4XeNUbgVnAch6sX53j2r1/nze8dIzmdxrZukc45C8dePccz0uuEogE27h3i53/nk7R03h6/2nVdUrNZnvnr13nxq/uZu5LCsVc/5szlBU6/fYkf/O2brNs1wIc+8x52PbQJVV9qYCLL7fh892LbKVyuT3XB2QNjPPeltxrLOgZaeN9PPUgkDqoisXNrL6VyjWjEX5/nuiuyTNeOk5zO8PxX9mNdEwSRJXY9tInBbb08MjqET1GYyRe4q78XTZZxbJeTb17gpb/zOsirusKeh7fQ2p2gmC3z3b94he//5WssTKVxndVHnCvnZzn80mm+86cvc/+H9vDRn3uU5s6by6gDTF2a44u/+z2uXpojPZejmCthVM1Vs2dmzeKt7x+/6f6uIRjx88CH99DSFUdWbiRdvbEwxkw5i09W2dc6RD5d5OWvH6CQ8cRi8ukS7/nYXWg+Ccd2OHd4nL/93e9x8s0LawYqZy4vcO7QOC9+dT93PbGdf/NHP4Xuv7GDke7XeOXpgxjVpeh+e28zH/7ZR5belbqAqWgImS6rklwlKTh5boZvfuFFcqml8uTHf/QedP+t4wP/RxgBs2by6jcP88Xf+x7TY/PvyB0EcB2vW6tRNQneIlre2MZ1uXBskj/5ja9xev8l7DU+/utRqxiceP0846eu8tRPPsBHf/ZRQrF6w4g6T8Cyp5GlOJ5G3u1laU3L4fgpT7m3syNGJOwnFFSo1N5GiGBdRXltRZq5fIFvnT6HJHkc+VS5wqd3bUeRJCx7pUEyDYvpsXnW7eznT//D13nxq2+vGJHXhAvZZIFv/8nLzIwv8PO/88mGN7EWktMZXv/OkcYH8Y+JK+dmOLv/IsPb+hjc2kskHvKadgB5s8LGWAcJPUBE85G7btt8uohR81h5b//gBJ//ta+uGGVvBsdx6Vvfiea78QMUQrD5rhH61ndy8dhkY/03vnuUR35kH5H4O9c7cByHQy+cJp9eUrvyBXXufu8O5Nsgm73rjYBRNfn2n77MF3/3uxRz5Rt+l2QJf1AnEPah6p58da1sUC5WqVWMxsglyxL3vG8n/tCtJblc1+X8kQn+xy/9JZfPTK/4TVZl4i0RmjpiBMN+HNshny6yOJulkC01jlfMlvm73/8BpVyFH//VDxII++rkkgEESr3P3u2zAR3HExAvFqssLBZYN9yO65oY1iRgIUm+mxoBhGBTeyuJgB/XhYuLqbVViVy4eHySxdkML3xlf4Ogo+kqifYoibYovqCOZVhkFvIkpzNUy0saj47tcOjF03zpv32Pn/nsD98wGi6H7tfo6GvGqN1oZArZEsXs0jOXJEFTewxFu9lr67nNgbCPkR39hKMBTrx+jpe/9jZD23q54/HttPY00RWIcTIzTUj1cU/r0A17KWTLVMs1Lhyd4A///ZdZuJq6dhvR/RqBiB+f3+vTWC3XKOUrGFWvUYsvqLPl7tE1vaBoU5h9793B2IkrDWrw5dNTnD88zu733Ng38VYoZEocfP7kisGxf30n63YO/J+nMXg9HMfhlW8c5G//63coXddQMRjxs3XfKHse3sLAxi6iTWFU3cv3V8s10nNZLp+d5szbY1w4Nomqyey4f8Nt3ZTkdJov/PpXVxgAIQkGN3Xz5KfvY+s964i3RlA1pWF05q4s8ub3jvH8l94iNZcFvBH1mb9+jURblI/+/KOomoJpXcIwTiLL7ajKALdrCHRNZceWHi5fSdHblSAY0BECgr57sewUitxx0+3bwyHWtTQ3quWMurzaWtj/zAls28YybWRVZuvdozz+o/ewbucA4UQQRZFxHJdSvsyl41f41h+/xLHXzjWmS67j8to3D3PfB3ez/d71a973kW19/Mcv/+Kq7LlvfP4FvvGHzzf+DkYD/Iv/8Wl6hm+keWfNNIZTo+ZU6fT3odTjDsdfPcviTIZt962nqSPOK197m/f/zMN19qO8oq37cpSLFcZOXOWv/59vs3A1hSQJukfaufvJ7Wy5e5TWrgR6wBtQquUaC1Npzh+5zLHXzmGbNn3rO1fZqwdJEtz5+Da+82evNIhQlVKN1751hO33bUC9qZG7ERePX2Hi3JLUthCCOx7bettexbvWCLiuy8TZGb74e99dYQCEgNEd/fzIv3qKbfvWoQe8MlDTsZGFQKrnfHtG2tmwb4T3/vj9LM5kyCYLtPY0rd5WahlMw+Lpz73I2QNL+WkhCe5+cgc/9esfpqOvpeFSXoMvoBNpCjG8tZcd92/gj/79l5g4Wy98qlk8/fkXWLeznx33b0BVRhAigOuarMWXX+1elMo1UukSd+8Z5PT5WYqlMop2Gtet4DhFhBDI2rY197FQKPLtM+eQ6uW0yVKJT+7ctmYX5XLBu+eqpvC+n3qAj/3iE0SbQjfcO39Qp6k9xsj2Pv7g332JN797pPE9F3NlXv/2EbbePbqmW6r5VFq7b+xe7LruDQEtSRIk2mK0XjfFqNhlcmWD6dI5+gIjtIWbkITE9Ng8rT1N3PH4doJRv5fHD+pIksRsJccdLf1MlbOkasUbTHExU+Yv/tPTXD4zje7XeOyT+3j8J+/HDqoMdjQ1zlGWJGzHpWu4jR33b+B9P/UgM9Mpzqcy3NESJlOs4NNUfJo3QMmSwHIcOgdb2Xn/Bn7wxTcbxzz26llmLy/Qu25tA3I9bMtm/zPHqJaWPLFYS5g9D2+53dfr3WsELNPmu3/+CjPXzcM27BniX/y3T9Mz2k7GKJOr1gipOrPlPO3+CDXHwnFdIqrORDHFYLgFX2eQjs4QSaNIqlZiJNJC3qwSkDVs16XmWCQ0j0w0fuoqL/3d2ysquNbt6Oen/8NHaetZu0mIEAJZkdl2zzp++j/8EL/zs39GNpkHILdY4OnPvcC6nQMEI83YZpR8qkDBzRJtDq86d7we45OLvLb/IpNTKTRVYd1wC7LchiT8uK6Bi31TA2e5LusScRKBAK7rcimVvrVIqYC737uDH/lXT92QVbk+LpNoi/LxX3qCc4fHSc1mG8vPHRqnkC0Ta169M/A/BmQhE1ajdPh6CchLo18oGuDYK2e4cPiyxyx8dCvrdnml3ZtjnRxKTRJSdLoDcWaZW7FPo2YyfmoKRZX5wGce4hP/8r3UcHjj9ASG5WkNnL26wPruFsbn0gy2J5jNFLBth22DnUxfuILtuIzNpuhpiXH40iKmZbOuu4WLMyna4yHu+9BuXvv2ESp1jYDF2QwHnjtFz0jHDQPNWkjNZTn26rkVyzbuHaJnpP22pxW3FZUSQvySEOK0EOKUEOKLQgifECIhhHhOCHGx/m982fq/IoS4JIQ4L4R47LbO5DpMj83z9rMnVjSUjbdG+PFf/SA9o+24uLw+P8az02e4lE8yXc6SN6u8OneRY6mrLNZKTBTT1GyLtxbGmSpnSBslZso5pkpZfjBzljeT47yVHGexWsDBxbEdXn36EJn6xwve/O+D//Q9NzUA190rtt2zjvs/tHuFJT751kXOHhzDdV0OPneSIy+d4czBsRumOWth/Ug7H3xyB088vIVHH9qET9dRpGbKtbew7FmqtSPYztqBq85wmA2tLRQNg7lCkfZwaE0v4BriLRE+9DMPr5pWtd0yC+UfMFt8mkz1AOAFwzbuXTm/Ts3lGsbw/y1oko7lmOiyn6yZxqlXJl48NoGmq9z55HbueGI7zV1xXNelYpkk9CAPtI/SF2oiVVtb8HPrvnV85GcfwVcXBJlO5TAsi6vJLOlCmYVciUhApykSpFT1ytuzpQo1y/b6LUgShUoNw7RpigQZm02TLpSZTRdYv3OQkW1LWhCO7fLm945SyJbWOp0VcF2X0/svMX8l1Vimagr73rvjtgaWa7ilERBCdAG/AOx2XXcz3iT248C/A15wXXcEeKH+N0KIjfXfNwGPA38glour3wZc1+X46+dJz2dXLN/31E427BlqvJBBRaPZ59GJa7ZFzqgQ1wO0+cPUbIuyZVC2DNr8EabLWWJaAJ+s4AI+SaUzECOgaPSFmlAlmVyqyJFXzq4wPH3rO9l+3+3FEq5BURUe+NAewsuq9yrFKm89cxzHdqhVDNp6m+hd19F4uW4GIQSO7ZBMFdBU2SPkCE+7DqBqnMLFxHFvUjgiYK5Y4tWxy5ycnefk7PyKBiqrYfNdI/Ss17CdHI5TXTH6G/YiruuQ8N9FSFsHCFRNYWTrSqJTtVwjn179I3Mcl7NTC5i258WMzacaVZvvFCElQt7MEFBCSPXXzR/ykU3myaeKFHMlTMOb/18uLvLM9GlemD3Pq/MXyRqrG2LNp/LEp+8lkvCmQX5N5Ynd60mEArTFw2zsbaOvJUZfa5ygrtHfFqclGsKvqcSDfgqVWqMUfLSrme7mKP1tcQbbEwx3NhOM+rn3A7tX0JrHT01x7tD4bWXAjJrJW98/tiJz0zHQctOg5Gq43emAAviFECYQAGaAXwEeqP/+F8DLwL8FPgB8yXXdGnBZCHEJ2Au8xW3CMm1OvXURx166Ef6Qj3ue2omiXsufCva29Hs3y4WEEiCo63QHYyhCwnZd9jT34VdU+kIJRiKthBQdTZKJqH6img9dUukLJvDJntWcHptnvq44cw2b7xz+e6VtekY66BluX8F9v+Yad4+0k57LYlsOTe0xbidpKUmCqekMtZpFOKSzbqQdRZFQ5A50dROGeQFZurl6rSbLbGpv40ome8upgCQJNt3VRNH6BlZtFCFkwr77ufbKSMJP2ZrELGfwKz00+fcBgnhbFEmWGgFCx3Kolm/8sF3XJVUs88rZcVRFRldkXjt7mce3r7tBxPR2YLoGqlAxHaNR8BRvjeAP6kyem0GSBJFEiEgixIZoO62+MHEtQMGsYuOSZvGGfbb3NbNhz2Djg9JVhZ6W2JrnMNzhZWcMu8i2kSABJUhzZOW70xwJ0te6xFPZ/dAm2vqamRn3xGyq5RqvffsIOx7YeMsA4ezlJGcOrKyt2P3QJhJtt6dOdQ23NAKu604LIf4rcAWoAD9wXfcHQog213Vn6+vMCiGuKU92AfuX7WKqvmwFhBCfAT4D0Nu7Uh6rlK8wNTa/Yllrd4LedR3LlGgFYdWjTk6enWJ+cpG9j29fsU1I9aK319YDaPF5c9OWVSoSr16cWxFgkRWJ4a29N8zPTMfmtdnLdAYjrI+1Xr8bAPxhH30bOlcYgcWZDIuzGQrZEtvv34AvcHsdhAAURWbT+k5SmSKaptQDfCaGeRGvXZWGbWeQpdia+2gJBkgE/Iy2NJOrVG8aN9IDOr3rWhAijWFdRZFXBu9UKYxf6cKntKPWjymEQFtGjoJrNFunrtXv1qnD3u+zmTzj82me5yKKLNEVj5AI3ZoNuBpMx0ST9PpUwDMCTR1xBjb3UMyVEULgCyzp7s1X8kQ1P1XHWnPU7R3pIJpYek9c1yVvTqLLMTQpSKY2RkwfJG9MUraSxLRhNDnMRPE5ylaSrsBdNPk2IK1RjAXee7334S08/YUXGh7osVfPMXN5gb6bBAhd1+XIy2dILyxNtYLRAHc+sf0GluKtcEsjUJ/rfwAYALLAV4UQP3qzTVY75xsWuO7ngc8D7N69e8XvhUyJXGolZ7y9t7lBurke5UKVTDJPMVsiPZ8j2hRmcSZDMVuic7CV5s4E81cWWbi6SNdwO67jovlUklNpWnubKeXKtPU2M3N5YUVAUPOptHQnEEIwVy5wKj2LKsvsbeklrvtZrJawHJsji9PkzRobY62czS5guw67mrs9yqpYuvpyscriTAbLsHjjO0eJNoUY3dFPJHHrDj2u63J1JkOpVCOXr9Lf24wm+9DUIRynCEjI8o1R9mvIVaqcmU8yWyjgOC6zhQI9sciacQF/UKe5fZCQHsN0kvivdcmto2YvYNgpZBGkas0RUAfq9NbVcaU8RdrI0u5rpcPf5pFmetv5mUfupKc5+g/W0w8rUWYqkzTrbUj18zx/aJzjr56lXKgQjAaItURItMdYqBT43vRpLuQXKNsGd7UMrrrP1p4mFG3lTLZsLZCpXSSuj7JQOYYsNK4UXyamDXEx/zQbY59AEiqaFMKvNN30noDHc7n3A7t44av7G2zF1FyGAz84Se9NAoTlQpW3nz2xgsE6vLWHoc0975hncDt3/mHgsuu6SdfLa30duBuYF0J0ANT/vSbONwUs763UjTd9uG2U8hVq17mQibYo6hpNLISAUq7Ci19+i0qxypVz0zz7l69QyBR55i9eZW4yyQtffINqqcYP/uo1Tu+/yMk3zvPtL7zAqTfPc+btiziOQ25x5dxV01WC9Zrt+UqBkmVQMg0uF9IokuRVJDoORdPgTGaeU5k5pkpZdFnhQi5JrDmMtOzlti2b3GKBkW19tHTGibVEGtObW8EwbapVg727BnBxqV6jnAo/jltBlTtu2szCpypoitfSfLApTns4xA1a18ug+zVkLQu4hH33UzUvwDKqsyrFESjkayfQ5ZZl9NbVkTXzzFTnSNaW3G6BV+b9vSPn+PqBU3z/2HnKtXfOHLQck+nKBH45SNpIYrveHNk0LDbfPUrnYBu96zsp1gNuMd3P/W0j7G7u49HOjfQGVzeewejKgKgQgoS+joI5xULlKE2+DZStBUrWPGU7iSoFEUImILcQVNoIqZ2s1vJ8OYQQDG7uYcOeJUN0LUCYz6weIHRdl4kz04zVGaTgGZO7nthOIOxbdZub4XaMwBXgTiFEQHh35D3AWeBbwI/V1/kx4Jv1//4W8HEhhC6EGABGgAPv5KSMqnGDjFQg4r9J2kRwom7xB7d4ghfD2/rZ+dBmHMdh9vICsZYIux/dhqzKSJLg8qmrtPU2M37iCvG2qKfqcl1nY1mR0eoqMa4LRdOgalsIIFUtk6qVuVrMMlFM45M9+ecWX4gmPYjjunX3c2l/rgOVYo3p8QXOHLiEWTNXcL1vBp+u0t0Z59U3L9DSFK5rBLg4bqXuYq/dOxFAVxR6YlG2dLQx1JRgV3fnTUdfRZWRFY2qeZ5y7SC2k+F6Jy/m205v9MfwKZ2s4uytQEKL0R/oIagEKZreNTuuy4unxogH/Yx2tDDYlkBV3rlHYDheIVDVKRNR4w2uyPD2PnrXd9KzroPZ8QW6Rzq8NCqCrYkumvQgVdtgvrJK9kKwKrdBkyL45WZStfPEtEFCahchpZOoNkCbfweK8KFKQfLmFNnaZVzXvnHf18EX0Lj/g3tWMCHHT68dIHQdl7efO7GCTdncEWPXgxv/XiXhtxMTeFsI8TXgCF5z96N4bnwI+IoQ4qfwDMUP1dc/LYT4CnCmvv7PubdzJ5bhmsLPctxMQdV1XbY/sBFVVzjx2llUTUFuBBAh0Rbj7IFLnH37IrWyQe/6Lg6/cIp7PrCbV79+gHs/vBfcG3PfQtAYLYXwBFFHoy30hGJUbYuAotLkC7K72ZMbb/GFcFyXoKrSZoc4J6W5/sNx6nUMkiwzPb5w25bbcRySqSKSJFhMFbBsB1VykKUEPnUry3sYrHWPLiQXWSyWGWpOcHxmlifWjyKtIa/mUZxb0NURDGsKv7ad5WNGzV4gXT1ISE1hOjl8SsdNXd/pyiwV28temI5Jn9vPXLbQUAQK6tqyrMc7Q0AJEVXjZI0UjuLguA6SkAlG/IyduEIxW2L7/RtJtMdwgfO5ec7n5zHqGaU7WwdZLfR7/Zl474eLX2mmmQ2oUghVCtIXfg8lcxZVCgCChD6Ci43j3l6mQwjBtnvX0TPc1mCp1soGr33rMDsfvDFAmEsVOPzi6RXLtu5bR3vv6hWTt8JtZQdc1/114NevW1zD8wpWW/+zwGf/XmeEZ4GvlwYzaktdhq9He18LwWiApo4YV87N0NQRJ9EeR9NV7nhiO53Dbdz91C7mJpI8+LG7aO9v5qGP383Apm5sBZq7E55q63WlubbtlbkCJPQAO5u7GYl6EeBtTZ31GniJJt/qsYqTNXMlHbZed75hzxBGxSCaCNHed3sPzjBtKhWDO3YNcuTEJPMLOdpafRjWeWwng66MNGICtmXfQMN1XEiXK4yl01Qsk/5E/JbzcNtOUzaOI4sQpj2LrvRzLS6gSCGa/ffhuFVqdpJb0dN6Al3MVuYxXYuQEiRXrrL/whWEEJydXuDyQpqgrvLIttG/V7NNTfJhODUs12x4AhePTnD81bP0b+zm6MuncXFZt2uQDbF24lqAuB4gb3oB0jw31zG8hmT1FFljjIHwY/V3URDV+ohqS6lRWei0+tdmb66GRGuUu57YzsTZmcZgdPz1c8yML6ygILuuy7nDl5m6tBQ41wMa+57acUP84nbxrmQM+gIaqq6uSC3l00Ucx0WWV75smVqZpK+G2qmDT8YeCWDpCgoq50oLxDY0Ycku5S6FnoFB4pqfiUoGfUsc0yc431PFX0uxwddG+LpUoGmYVEpV0pUyMc1P1bK4nMugyzJFw2ChXGJ7aztzpSIx3Ydh2xiOTXc4iiwEhWx5RS5ekiQi8SBzE0nu/eBuktMZ0vO5NWvel0NVJDRN4eCRy55m/YVZfL4u4rHtXofcem7cdV1qFWNFgBM8uure3h5aQ0Es2yGs68vUDFaH41bRRICAvh1JhLjmCbiuiy63otffOUUKrlreuhyF+hSg09dOl78D/PCxu7dy6uo8sYCP1miI2Uye189NcOdwD7Hg7VV7XoMiFHbG91GxS40UoWXY9G3oYsPeYSzTJp8qUi5UCYR8lKwary9cwi9r3N8+wu3SmZp862nS161oaVarmSTTRRKxYKNjkWFYGJZNsN7d6FaQZIm737uDZ/76ddLzXk1jajbLgedO0jPa0RgUbdPmre8fX1HO3DvawYbdg38vLwrepUYgFAvgD/ka0VLwSk6NioE/tNLtPZubJ1kpsKu5h1fmx5iv5KnZFjHNT5MvyLH0NAktQEDVOJ2dZTDczJnsHPe2DSEhKJhVAoqGJCTaepYKbACMiklmIY/TF2K6mEcWXvMSw7Fp9gdwXJfJfI79M1fpCkUwHZstLW1eQsD1CpHc67IN8dYImYUck+dmSE6n6Rm5eeHPNQghkGUJ3acy2p2gv7cZVV2kYhxFkVpwZQNZ8vLDuVRxVd2DdLnM8Zk5+uOx2xptvXSjQsU4hSp3ocptgMB00pTNK1TMq7i4mE6GnsgnbxocrNhVJCGhSkspRNdxef7kRQKaSnciSrpUIezXOTg2xSNbb18oE6BkFymYWSzXJKG1ggBfSOe1pw9y/vBlCukiwWiA5FSaBz5xF+fz8+xq6mO6nGGukr+t4JgQAhntBstZM21e3n+R0YFW9m7vByBfqpLJlRm+TU8PoHe0na37Rnn56wcBb+r45veO8eiP7CPa5GWQFqbTnFgmPCME3PHoViJNf39a9rtGcnw5wrEgTe0rCQ9zk4uk5q+v+vYuoD/slYaWrRoJPcjOph5USaZJ80aoglWjWfd07A3HpsMfYSDcRETzEdMCRFQvqNa7rn0F3dI0LSbPzdAZCpOuVBiOJ3BcF02WaQ+GsV0Hv6LQ5PczEIvR7A/QEQx7Etg1kyvnZ1ecayQRorkrzqY7R5gZX0DVVNr7lsp/rw98ustiI4ZhkS9UMAyL6dkspmkjCT+K1Iost6DKnoil67pMjy+wGiQhKJsmpuPNm28FFwvLSSJLkbo6sncuihRGk5sIakMk/HsJqsPcajqQ0GKejPiyAKIQ0BmPcMdwLxPJDAu5IkOtCcrGO88QJLRmXFxiahNy3Stq7U6w7b4N9K3vZPO+dTz26ft45FP3cKQwxdVShudnznIyM4NfXptiWzMsXjtwiedfP8ebh8cxTZuZ+SzPvHya1w+OUa2ZREI+ervimHUlp3LF4MjJK1QqnuqQbTscPzPFt547wYmz01iW9/f3XjzF+fElfQxVV7n/Q3vQl7FIJ85MceHo5bqqtsupty6SnE43fo8kwux9dMvNEj23xLvSCPhDPgY396xYllnIcebApRuCd+2BKC116vC9bUP4ZRVV8hqDXiwkGYm08ED7CDPlPH3BOEPhZvpC3txZINgUa+d8bgHLsekZbqepI7a0cxfOHBxDtyXeP7KennCUe7r7uKerj65whL0d3fRGYjzSP0x/JM6u9i60+gibmssyeX5lZrRnpJ14S4Qr52cpZEpkFnINnrgQnqLPchhVE6Pu9vl8Kv29zRSKVRKxIKGgjpACSFIE0xrHdjz+eLVUY/LsSg2Ea4j6ffTGojiOc1uuo+MUESiY9gKmPcc1IyAJDV1uJqD2ostthLTRW+bDU0aGtJFlsbbEc5eEYOdAF2em59nS286G7lbevDBJT5M3AKw+xVg9C7FYmydZm2W2erWRIrxyboaZ8Xn8IR+BkA/dr6KqCne1DLAx1kFU89MZiKLLazvEpmnx9rHL9HTEuTSxwKXJJM+/fo6ezji5QoVj9a5Cy6HrCvFokIkpLx06PZfl0IlJtm7ooqM1wsxCljcOjRGN+Hn25dMU6wQ1IQQb9w4xsKxjdKVUY3+dD2AaFgeeO7lCUWv9rgF6RztWPM9rBsN13UY/g5vhXTkdkCTBjvs38NwX32wozlimzQtf2c8dj24lusz16Q8t5Xjb/BEe7Yrgui5ly2A40kKb31v30a71y9bzlgkh2N60dMMT7TE23zncoHACXDg6weS56YZAg19dGjWCqmexFWklzdV1XY6+cpbFmeyKa9r14EZ0v0ZmIc/mu0YaNNZr5xK9zqUrFyosTGfoHvF62+mawic+vBdJ8lh3jutiWBeRpRiOW8F1Xa5cmOXKhZUeyDXkqzXGUxkGmuJM5/KMNDetmR0AUORWVKUHw7pKyLeda0FB17XJ1U5h2CkCai9F4yLtoaduaggGgn3IQqbDt8SwFEIw2tHMaJ1umy1XYR1E60Ktsrpyf3b9Q7gejusQVRMMBtdTtouNwKCQJU8LQJaQJEHnYCui09MRyBkVLNchIKRbxjNCAZ2ezjiXJhfI5MpUayZ9XU11r+BG71SWJEKBpVhArlChKR5qiMGevjBLvlglV6gw1N+6IggeSYS45307uXDkciOuc/KNC6QX8hgVgwtHJxrrKqrMvqd23CDaUqwZXJpL0RYNcWk+xV0jvTed/r0rPQEhBBv3DN0gzHDm7TGe+avXb0vqam9LHy2+d8b5V1SZ+z64Z0Ude3axwPf+4rWbNsBYDtd1WZzJ8OzfvNEQ+gSPfbb7PZsAr9772KvnOPziaYqZa56AoHOgZQV5qFoxOP7aOe9lcOHy5CJjE0mmZjJYlo1AJ+R/jIB+N5oygGlYvPjVt9cs2BF4AcLLqTRV07pl/YDjlrEdj7lZNo7jyaHVrxMT08lRsxeJ6ltvGg9I1lLMVxfQJY2pimegqqZFsVojVSxzNZXjairHK2fGqdRMJMlLFYZjwRVTpFrFIDmduWFkSxtJrpQvoUoaHb7ehjESQhCKBQnHg4TiwRV5eEWSka8ZgFs4RalMiVfevsjsfI6Bnia62uO8vP8Cpy7Mem3fUgUmp9JMTKVIpgrkCxUuTSaZnstydTZDZ1uUxXSB5147x8lzM3S2RelojaIqMi2J0ArBWCEEex/ZQvMy9ei5K4uMn7rKhaMTjaAheLUNW/etW+EFmLZNqWYwk83z128cJRHy37Ja9F3pCYCntPvYJ+9h4uw0Zm2JAfbV338W3a/x6I/swx9avQe7EAJ1WeGi67pYpk21VCMUC9xUE2DzHcPseXhzIziDC6998xBDW3p44tP33pBGXA7XdSlky/zt736XSyeuNJZLssSDH72DzoFW78WMBlBUT5lHWcaC7FvfSSQRWnrQLrz69CHuef9OBjf30NEWJZkqEPBrtLVEUBSBwAuUWpbN6986xItfe3tVkU6AeMDPA0MDZCtVemLRWxoBWYQI+e7GccuUaofwjICMEDJx3x3EfXsQqBj2Itwk1+DgENOiSEiolnf/cqUKmVKFV896tf6yJDGbybN7cMkza+9rQfOpDfaoWbPY/8xxdj+0acXoF1TCmI5JxljEVm2CStjT6V/fiVE1ycznSLRHV2R/BkPNHEld8RSHb+EuNyVCDPU2s3NzD61NYR7et47p+Rx+n0pbc4RsvszuevWkoshIksToQBvD/S2oikwiFuQjT+4kmSoQjwaIRwN84NGtLKQKREP+Rr/Ca+job2HXgxv5/l++BnjTwpNvXqCYq6wg0e18YCMtXfEV21YMkxNX53Bcl76WOLlyFcdxG41KVsO71ghIkuD+D+7myMtnePN7RxtTwWK2zJ/91jc4/fYlHvvkPoa39hKKBZBlufEOXvvoK4Uqi7NZxk5e4dhr5whG/HzmP37sptVZekDjh/75Y1w8Psn0mDctqJRq/OV//ibp+RyPf+oeWrsSK7TlXdfFNLwg4td+/we88Z0jK6LzG3YP8uSn720w0KbH5tn72Famx+ZZnM0QqUd+O/pbWLdrgLe+d6yx7dyVRf7oV77MT/76h9m0ox9VU1Yc17Ed0vM5XvraAb7+R89RzJYR4ka1LteFyUyWbKXKUHOCQ1eneWBo4KZuou0WKVYP4ro1dHUI17UAGdPJUbVmqVozuDjUrAW6Iz+85nQgpkbxy177b7VeTNMaDdMSCSFJEkNtCSQhOD01j19bMrI9I+20dCWYurgk+PHGd44wvLWXRz5+F/6QF9D1ywG2xvY25Lpd18U0LXKpImf2XyQQ9jMzPk9bbzOhenn3xfw8lusQlDXy5tol2LIsM9zXwkBPM2rdS9N1lcHepYBuIha8oenruqG2FX9f+/gb9yQSIBZZnV/ieaS7efXpQw29iZNvXliRMg+Efdz95I3FQhG/j7uGe5nPFRlsTXB2eoFbsTnftUYAvFThj/3KB0jPZTl3+HJjea3isakOvXiajv5mOgdbaWqP4Qvo2JZNMVchs5AjOZ0hNZelmC1hWw53PLb1VvcDIQQDm7r58V/9EP/7336xIYhRylX46v96lje+e5TNdwwzsKmbSCKIY7uk53NcODbBmQNjpOeyKz7AzoEWfuLXPkTzMpnzgY3dHH7hFP6Qn/W7ljjjul/j8U/ew4k3zlPKLdW4nzk4xmd/8nNs3TfK+l2DxJrDuEAhXWTi3AxnDowxPTbv6QEqHof81FsXyS4uFWE5rsOFZIrzySSXUim6ImsXDzXgWpj2ApLQKNbexLBniPofRRZ+JKGiSlE0+Zou/tojzXRllmjJjywkKnaN3mA3Qnj3uq85VmcOOkQDPiLLKiub2qPc+dhW/u7SUgS9XKjyZ//xGxx8/hTb7llHU0cMSZYwqyblQpVcquB5UgI27x1i010jbLt3A8deOcPM+AIdA15MYijcQsGqcSY7i09WWMsM+HSFh95hff4/FEIIRrf3M7K9r6EaNHZqakW6eXBzj1fhusp5VQyTS/OLJIJ+LswtMtTWxM1Eh9/VRsBL23XwC7/3KT7/a1/hxBsXVoywlWKV8VNTjJ+6MUL7D4EkeR+SWbP4s9/6eqMNlmM7TF2c80Ym4QWA3Pry1dAz2sE//a2PsXHv0IqHZdRMHvyhO8km81SK1UYMQggvIPreH7ufb3zu+cY0CCCzkOeVbxzilacPLR3XcVYYNUmWuPvJHXz633+A//qzf7rCCMiSxIPDA6xvbcZ2Xboi4VtK0DluFZ/ah1/dTLG2n5j/yUaNgl/pQZfbUKQgshS8aVCwL9DNcGiArJGjdVkGxHFdnjl2nql0nqCuEtQ1Ht++DtUvN67nyR+7jxNvXFgREKuWaxx64RSHXjhV98i8dOpyglRbTxP3f2A3J984z8TpKUr5Mg/98N2N3zfGOnBw2RrvwierjHF9pyMaz+RmBsB2HEqWgSwkAoqK7Xp/e9wTQc32nqFHsFK9NK1lIAmBX1bX3Hcg7OP+D+7h5JsXsC2n0UMCPC/5rie2E1yjCUsiGCCoazx36hKjHc3ot5Adf1cbAaiPzBu7+Fe//xN8609e4sWv7Cd13Wh7W/uRBIGQ7/bFF1WZ+z+0h6aOKH/7u9/l9NuXsIxlJRAua/Yi0AMaux/axCf+5XsZ3NxzAwV6enyBYNTP7OUkifbYCi9B1RU+9ouPI0mC7/75KxSy18msr3FcX0Dj/g/t4VP/9v3EWsK097Vw/sjEinUqpsnhqRlCusalxRSPjg7XW8GvcQ/kFmCSQvU1AtrWFUVKVXsOw14kom8hWz1Ka/CRNQ2BLGQuFcaZqy7QrDfR5lvqKFUxLD5yx2Za6uIby+MUQgg6+lv4Z//p43z+177C+cOXb2BCrmWAAdr7W+gZ7SCbzBNviRBfJrbhEX8EAeWdC5hcg+XYfOfqGeYreToCUd7TMcozU2fJmVV8ssKdLX18f+osZcvAr2jc0dKHLARHUlM4rsvj3RvoDcVX3bcQgp0PbKCjv5WpSyv1DxPtNy8Wcly3IWqar1Q9mbObPee/9x34/xBCCJo743z6372f+z+4hze+e4SjL59ldiJJKV/BsuwVrpKQBJIkoftVIk0hekY62Hn/BvY+smXN0l0vp+r1Lbx2c2VFYuu+dfSt72L/M8d59elDXD4zRSFbwjaX8q/XWp/FWsKMbu/ngQ/vZfv966nqGRwsJFYGE9ft7OfkGxcIRPwrKMNZYwGfHCIY8fMj//optuwb5Qd/+yZnD42TTeaxDKvxEXjCphLheJDhbX088vG72POezfjqHYiHt/Zy8s0LniKuIqPpKlXLQlcUemNRLi6mGk6EEJ4gRbx1qRQ50hRCSDaWnUJX+uodk7zAIIAqRchU3qZiXkWRIg0DoPlUEm2RRgBL1RRUXaE70IEkZLTl3Y/rYgt/+tJBmsNBQj6Np3ZtIOJfYoUKIVi/a4B/9/mf5vkvv8Wb3zvG3ESSarnmGUN32TOvMyrD8SCj2/uZujhLoi3K8LY+Lh6dIJPMM3xdn8drUOr9JBrKVUI07uVaWKyWuFxI8Zl1d6PJMnPlPHOVPP9k3V189fIxzuUWCKoaPlmlOxjlainDhVyS3lCcVLXE8fT0mkYAoLkzzh2PbmFqbG6Fx7flrhE6B1cXswHIlCpMZ3LoikKqUMaynZtO/d4VXYl3797tHjp0iJphUamZxG7SJcitW7lSvkxyKs381RSp2SzFfAXTsJBkiXDEjxzQ6O5voa2niXhLBFVXMeta+5IkMG0HTZYxbRshBAu5IhdmFrlztAdJCDRVwbYdHNelalpUDZOQrLBwJcXU2DyLMxkqpRqS5KWyWnua6BxsoaUzgaMaLNamuVI+w5bofRSsNH45RFhpYtGYRgAxtZXF2jS6HCCqNrNYm+Zq+RwDwS04OAgEzXoXluGQnE4zM77AwlSaYraMbTv4AjotXXG6h9po72/BtywvXTVMUgt5xibmmUrm2NLfztBwB1pQ4+0rV7mcznBPfx998ViDJp2ez1EuLM2MVU0h2lagaL6EIjXjYhIPvB9Rbwzrui6Wk8dyiuhKCwLPtS0XKqTnc2RrVVRJQldUpJhGWU9TtEq0+prpDSyxG3PlKlWz3i5NEsSDAZRVKkavkV/yqSLT4wvMTiTJJvMYNRNZlvGHfMSawzR1xGhqjxJtDnPitXOomsKOBzZx5KVTOLbLnke3rvpeGVWTxZlMw8sSwjOEkfjagi/zlQJ/c+kQP7nuTnRJIV0r8Y3Jk/z4yF6+NnGcdn+YTM2rH+kMRsnUykwU0qyPtdHmD9MViNIeWFsDwnVdnvmr1/lf//pvGh6P5lP5N3/4k+x7aueankCpZnAllWVsPoXjujy5bf21Cs13b1digEy+zJnxOSRJojkWRJYENdOmZpi0JsJk8mWaYyEMy6Jas4hHAlQDKuv3jZLOl5EliXLVIJ0rs319F5euLDLS10IqW+JKMkcs6ufgpSmCPg1NkZnNFFjf1cJUKsf67lYmkxlsx2EimeHs1QWGO5pIFyt0JSIUqgYL2SIPbh5kYFM3A5u617wO13U5lz+ELKkYTpXx0nFKVg7TqdEdGKViFenwD2G6BjkzyULxCt3+dVSdIqZTZb42Qbo2h4vDluh9yGaMnOuy7s4Roqk8mqoQ8KmkciXamiLMJnNkylUycxkUWZCIBjl3eZ6AX+NUJssXXzvK76x/ikDYR6pcZjKdxa+onJ5foCfmFToJIQgnQjiKvCJdZlkJVKmFmnWFsP8+lr8uQghUOYoqey62adoUilXCIR+tAy0cn7zkdYPW4FJ6ko5YjbgWQxEr93G7hULX5uaxlgixlgib7hi+5TZ967t45i9eYezEFUq5Mo//2P1rrqv51JuOrquhSQ+yKd7Bl8aP0BmI8nDnKMORZr48foS4HmBjrJ0LuQWPzqz5EbiMREbYn7zKQqXQIK2tBaNqcvil0yumPN3DbWzcO7ymAXBdF5+qMNrezGBLgiup7C0FZd81RuDSVY9imcqWGLu6SDioN0biK3NZOpojnLjolVnu3tjDfKqAUe9CfHUuQypXZtNgO6GAhk9VKJSrlCoG5yYW2LWhm5rjrVsxTJL5IkFdw3FdEuEAPU1RDNNTok3mS0iSwHG9oE9LNISuVnEcB+U2S1xN1yCiNKNKOoZdxS+H6PQPYTomPjlIQIkwU7mE4VRxXBvDqeCXQ1TlMqZTQ5U0Wn19+JUw6VyNiZk0CDhy9ipN0SCaprCur5XZZI5y1WRydtrjH/g1JmbSBAN6gzJq2k4jflI1LTRFZqgpweHpGcZTGfoSMTRZZuxykv/6P5+lUjEahuCD7xvlg+/b4tUOuLU1r9d1XZ5/+Qxf+fpBPvqBXTzyyGY0WaZimbjA/Z2j2FKRkBLEcG5NulqslJCFRNznGYhMteJ5Tz4/NdtCkSTkWyj2ALT1NfPoZx7k2eNnaGnrIdgR4dWrEziOw+aWNk4l5z1iWnMrpxe9dPCO1g6OJ708+862Tk4m56jZNns7ugmoMvPVKSzXpt3XTdpYYH1c4e627ZTsPPO1y9zb3k2qFvA8J01mS1OEopWjVY8wUZqj6szykf4tBJUImrT2++S6LlOX5jn99qUVy/c8vIVYy9rGI1ko8eKZsYb7nyqU+PQ9O9FuEhx81xiB5liQS1cXaW8OEw7qxCMBaoYnAqkqMvlSlfamMDXDYmohR6S+Dghs26U5FqQpFmTs6iLFikGlalIo1YiF/Uwt5GhKeIGnTT1tBHSVdLFCaySE7Xo8+raYd2M74mGmwwHaY2HiIT+lqkFrNIRlO9iOs6qrej16AxuYqYzRrHXT5utjrnoZCZkufz9Xy2eZq4wTU1sxnArdgVHafYPMVC4SVKJ0+AZI1qZwXQdFqGiqx0XXVIWe9jitiTCu6zKzmKMtESaZKdHeFEZTFTRVplQxWMyWaIreyJaM+nw0BwIslsv0RKMslIp0RSNoskxHW5Qf+aE7yGRLHD42yVtvj5HJTVOsziKEArZLQNsGrE6WmprOcOVKiunZLIoksbe9m+PJOaq2Rc1yqYgijutQtIpeKTF1kQ63AvYVcLJeObTUysWMQ6paY32ihZ5wlAvZRdoCITRZ4buXz9EXibGtpeOmnH+oC59GfbSNtHI6uUA8OUehVmNfdy9Vy2Ism+ZDoxuZyGUxbRtZkji5OM94Jk1/NIbtOoxn03SEIkgCak6V84XjdPr7yRiLHM++hSwUOv0FMkaSweAGBIKx0jFGQluw3BrHs2+gSTplK4ckFFRJJaj4b3nuuHDw+ZNkk0tZi3A8yJ2Pb7tptkKVZe4c6m0Ito7Np/7PYQz2dSRob47U5aUEpmVTMUwcxyXgU1FluX4x1wJ4EtcYn/fuHKRqWFi2w+hAKwG/xv27hpFlQX9nHMPyqub2re8nXOelx4J+T5+g3qU37F8aPYfbm5CEIBpYClANta/dXfdaUNHFRZEkYlorMW3JtYxprTiui207DId2I9Vd2ya90yP8OC5dynZM20F1FIaCS3zypqjGfTuHUGSJ/o44luOgyjJOXWAlEvLh1A1lQFeRhITtOEiS4PkTF1ecZ0jXeGB4cOl8680xAGKxAO95YAMAqiKz/8A4qtyKIgt86mhdXmztl+mpx7fR19PE1s3dCGAin6Vo1hiIJojoOu1qLwu1JAPBZYE5ZxG38DtgvIUX+ZJAXYdl/zzZmstbs1fQ5AGytSqykGj1h0hVywxE4zfh+y93fQUX0ikKNQNVltEkmbJlslgp41dU4j4/MZ+fUKXM1XzOS0lHomxtbefg7DR90ThbWto5ODvFUCxBTyTMQHADE6XzSEJGFirdgQHCSoyMkWz0PNAlP62+LgynhgDafT006+2UrAIlO498E/Xha8gk87zxnaMrpmcb9w7Rv6HrpkYgHvQTr0+xXNdlW1/HLRNi7xojkC1V+N/fepOdw130tcX56qvHuTC9iO04dCTCvHfvRh7YNoSmyFwzbK7rksyV+Pb+M7x1dpJssULAp7JtoJMP7dvMQLvHv37uyAUOX5ziZ993d+Nj/8Ybp3jj9ASP717Ho7tGAbiazPG5773Fk3s2cPfGPmxrzAt4yT1rnTbgpWS+9toJjo3N8FOP72G4s/mGqq79Zyf5+usneXLvBh7cNtTYbmwmxTffOsXJy3OUagbxoJ99m/p56o6NNEUCSJJAqruNmVKFP/j2m9yzaYBtg5187fUT7D97hVK1Rjjg47171vOhfVtQr5vbL4frukzMZ/jL5w+hKjI/9vBuuppX16l3cbCdCsXam6jy2vLXQgg62qN0LCv/1mWZ8VyGmmUxHG9iS3M7YXUpyOa6LlSfgdqzEPgUQn+Ya9RjpRJhY5POQrmIYduEVQ3TsdEVmWZ/kBZ/cE1VJNetevvV7kbIbWxpaSOkaWxv66A3EiXq81G1LNqCIe7s7EEAg7FE43n0RmKMZ9Pc29NHWzBExTK5q6uXznAYB5uqU6bN102Xvx8ZmapTIaom6A4McrU8Tm9giO7AILKQCcghNkR2kjMzaJKOXw9SKGUp2QWi0trK0I7j8MZ3jzKxrBpU92s89EN34Atot9WYxHYdTNfCJ91a1ORdYwSqhsX+c5OcuzqP7biE/BpbBzooVGocPH+V4+OzyJLgoe1LQZG5TIHPfvEFTk/Os3Wgg+HOJhZzJb574CyHLk7xG596lNGuZizb4YVjl3j/XZtojYWoGhYvHL3IwQtT+DSF9+wYQZEFY7OLvHbyMu/du6F+VhKOk0RCwrbOI8ntOPY0QkQQUgzHPIes70WSOkiE/bxycozuliiDHU0r8rKGZfOtt85w+OIUn3p4VyMif2J8lt/62+fJlirsHO6iKRzkajLLn/3gIMfGZ/iVjz9Ea3SpCWilZvLmmUkcx+X5oxcZm03R3xZHiBBTizlqln3TunLXdRmfS/OfvvQCM6kCv/yR+2hPrD2/tOw0QoQI6w/WNQxXfngLyTwHluXuBbBhfSfDg630R+J8ZGQTluM0CDMrYeOap0DEEf6PIZSl3hNtQU/NWZe9kvCFcgkElEyTDYkWzqaTNPuDjSrOlSc9hVv8AiI2BHIbYV1na+tSF+PRxBLdN6x5XqEixIrlm1uWKL8bm5cHCxXWhZdkwwZCS5WpQWXpPobVWOO/uwODLA8jb47uWeVeLMF1XcZOXuXpz72wolBuw55Bdty/EcMxOZ69RIe/iYVqBgeXDl8T05UkHf5m0rUcfsUHLoyXprmvZTtB5ebB13eNEbiGc1NJPnbfNn7mvXcSCfiwHYfnj17kP/7N83zv4Dnu2TyAXk/fffnlYxwfn+GXPnwfT+5Zj64qmJbNs4fP81++8jJ/9fxhfu2TDzPQnkAScDWZZedwF6lCmflska0DHUzMZyhUasSCPsZn0wR8Gl1N10Y0Aa6DY08iRAjbPI0kteI6Oe9/GAjhFSTtGulmoD3BqyfH+dh922iNLY16U4s5jo1Ps6m/nZEu72UrVGp8/nv7yRQr/NqPPMy+Tf0oskTFMPnaayf5o+++xZdfPs7Pvu9ulOuKP148PsZ7tg/z33/mA7TGgoCgWKmtGq+4ppXq1r2O3/7yiyzmSvzKxx/k7o39N50vSlIAw7pC1llEV/oI+x5gee+BhWSBb3z7KMVilUKxSqVi8E9/8gFCbX7my0Wmi3nMuuTacOxaJ18HMMAtg5sDoQImrlMvmhI+BqOJ+mhXBddkILKOa53sNjW1sTHRDG4J17URwt8QAAUDzGPgpMApLe0TAcKTA/fiEHXFKhG8zmMzvfMSfkRdPsx1HW99oQMquAVw6rLpUgxEbIWsuLf/cn0dE0QUpDq1elnNR+P5LFtmGTYXj0/wx7/xd0wva74TjPj5wE8/RDgWwHBMTMcibeTJGAWiapDzhUla9DhXSvPYrs2GSD8Zs0iH3YRfvnWDm3edEWgKB/jIPVuI1uc1iiyza7ibtliYmVSeqmGhqwrJfIlXTo4z0tXCwztG8NULTzRV4Z7NA/ztS0c5OjZNMlekPR4mFvIzPpvymngsZLBsm/u3DvKll48xnykQ9muMzXrdYhPhAOCCkwe3gqT041iXkdVtCOHDdSs41gVwXRzH6/oTDwd4aNswf/LsAQ5fnOLx3esaI/6Bc1fIFis8tH24USBzYSrJicuz3L91kLs39Td61gV0jafu2MCzh87z0vFLfOy+rbQnVuaSg7rKj75nJx2JcOMlioVWt/aSJFAVmUszKX77iy+QK1f59x9/iL3rem9gMl4PWYTQlQEsZwFFauJ6T2DdaDu/81s/RLVq8u3vH+NLX/OU5cOaTrJSpiMYxq+ozJWWUXKr38etfhOcDFjj4NZws7+IF3AUiOA/Af+T3v0v/RWusR8R/S1YPh2xp3Dz/zdCfxCCPw7UvHXNg2CeAzeHm/9NEPV7IsUR0f8IchdQxS38Z3ANROQ3QCyj3hqHcYu/iwj9c9Dv85Y5Gdz8/4XwPQlSArf0BbAuAw4oI4job4PseRqua4OxH7f852CNgWuDFEP4nsQNfAJR7wtx+cw0B547SSQRxOf3pONzqSIXjk5w/I3zpOeWyoUlWfDgR+9g5wPXGIKCsBrAJ+vUHBNZktkUGWS6kmQg1IFhm6iSQlQNMl9NU7UNAsrNlajfdUagLR5eMYqC92Hrmoxl2w1ZrLl0nmSuhOvCH377rRVusOU4pAsVqoZJrlRlsL2JrqYoE/NpDMvm3NUk4YCP7UOdfOXV41yeS9PZFOFqMstwZxMBXUUICVlbIpZIy9xVz5KruG4eSfJGOAHcv3WQr752gueOXOSBbUP4NZVyzeTVk+O0xsLsHV3qDjM+m6ZqmGzsbUO9vhIs4GOwI8FLx8eYSRduMAJdzVE6EpHbKmpRZImFbJE/+PabLGSL/ManHmXXaPet25IDpr0AxIn4H6NYfQO/tonl2QFVkUnEg7iuS3xZFV1Q1RiNN3E2nSRdrbC5eVlFndyN0B8A18GtfA2cBYTv/SCFvLuoXMv/u7jOLFgXwL1ObsytgnUeV91YD3oJUHoQUhAXCWpZ8D2MuGY4hB9E3V13HbAnvX1wHeXYLXhGxMktW2iCNYZb+SZQA2Uzwv9+cPK4br6xX9d1wTiIm/+/Qe5FBH8epABubT9u6U887yD08wihMj0+z1//l29h214Al3o6+vriNiFg+70b+NgvPN4ondZlla2xYRzXIaT46fB53bLb/SsD135ZZ1vs1lwKeBcaAb+m3DwNV79RpaqBYdlkihUOXrh6w2phv057PIwqy+iqwlBnE2/XR+QzV+bpa43T2xqnJRrk3NUF1ve0spgv8eSe9bccIYUQyOrQDcv6WuPsGe3hrbOTjM+m2NjbxthsirNXF3hk5+iK+Xe+Um2c5/UfsyQE4YAP07IpVW/Mq/tudY+WoWba/PH332YqlSMa+P+1d+bBcVxnYv+9vqbnnsFgcBM3SIIUSZHiaVm2btmWZcWOE8uxy07sdW0lW5vsbjaJXY6T2iRbW7vZ2nWlsklqy+tkN3bizdqy117FkWVTknVQPEWRFA8QBECCOIgBZjD30cfLHz0EARKkKCklgBF+VQP0dE9Pf93z+uv3vvcdJq50bzd8Ak2N48gcufIv8Ond8BZVhhYzms0wWcgRMXwcT03xcKfXIIWxDYxtXtfbOgRWBfyfRKjvLGc+gBA+MD/i3YhuBmpHEOajCH1578B3hHXC65H4HkKg1E2YLgu9I1lGlv4cRAAR+R2oG5OF8SGkTEP5h2B+HPRrCVSl683SLIeqKmz/8CC/+rufuSFnAIAiFNr8jcvs+fZZdUrgdiN8dE1FVQT7Bjv5p3/7w8uObYWAcL0K0Pr2JM8dHeLiTIZLMxme2LuZSMBHX2uCoYkUl2Yy1CyHvrYGarXD1KzTaFoHpu9+LOsstdoRFCWOaT5AtXoAn++DuO4sjjOFYezxPOg0lUfvWc/zbwzz4okRNnY08fKpURzH5cFt/UtkvDosqFj2DfUUJJJKzUJVxFtGgL0VNduhsynO5x7awbd+eog/fvol/u0XH7thBmNZpCTo242mxLDd1Ns6rqYolGwLEISWM+DdaWj93oyDuFbUZolSdKfAOgnGPhAGLLpeQhtAVn4BzgjoA+iGhhn0US5UcJ1ryWQVVcHnN2jrSfLhT+7i4c/sI94UoWo7XMnm6UzEbvqbOa7Lxdl5ogGT0Zk0Wztbb+kgtOTU3sn1WA00xUJEAybTmQKGrhEN3nrc090SRwJvXrxCoVJjQ0cSRQg2dTVz9PwEpy/NEPDptDWEqFSfRtf70bUBQEFRYuj6RkrlZ9CNu3DcWSz7HLY9jKb2LBxDCMHWnlbWdyR56dQIj+3cwIHTFxlob2RTV/OSH7C7OY6uqYxMzd0Q5VWuWoyn5okEzBuGRm8XQ1P59H1b2DvYhd/Q+YO/eoE/fvol/tXnH6E5FrqlIrDdNFVrFN3cSal6Ap/Ww+1mpFsXjjI8P8d8tcKelpu7Wd8xqI1wqypP7hzIAlRfQFpvLN0mC4ADrpf2bcveAf71X/wjUpMZcnMFKuXaQun0tp4k6wZaiTZ6v810Ns/ITJqpTJ6gz2Aik2NdQxTHlVxOZ1mX8DJEjaYynBqf5pO7NnN2MsVASyOpXIFkJEQqVyR5kwQmcAcrgdaGCPcMdPDCiQvsP36ex/dsQq9n+5H1oB/Lcuo9AUFLLEw44OP14QlMXaOjMYoQgr7WRqqWzfELE7TEw8TDYXza36FSfYlS+aeEgp+lXHkGVWkFXJAOPmMn5cqzAPjNjy65kaJBk4e3D/BfnjnATw+f5VJqni89tovwdWXIN6xrYqCtkQNnLjI8Ocv69qSXPNSVHB66zNDlFPsGu2+wB7wTFKGgKgoPbx8glS3wp//7IP/pJ6/y25/+8LLDkavoajOOO0+m+ANMfZC301xGsmlKlkWDGeDYzCSPdN3e+PT2kDemTvp/gsvNs868xVP1agp34x6Eb7kYBQHGdsCL2NzygfVvKU3Vsnnh9AgdDVGK1RrPvH4WRRGcm0xxd1cr56dnFzwCm6MhKpYXJWrWU9YNX5ljrlBieHqOx7dvvOlx7lglYGgqX3j4Hi5MzfEf/voV3hiZYlNnM0LAzHyBs5dTbO1p5csf2Y0AIkGTtoYIx4Yn2N7XRrweqdiWiBAwdU6OTfPEnk2YBtSqpxFCQ8oKUtq4bt4zAAoNhIamduC6GXRtI0IsfVILIfjg5h6+98JxfnzgTQI+nXs3d99giEuEA/yDR3fxe3+5n9/5znM8vnuQpliIkak0P3ntTRrCAT7/0A58t1m1+HbQNZVP37eNmfkiT79ykuZ4mF/5yG58N6n2rAg/seADgIPg9irpXEVKr4CrBFLlIokrk2xNNqPdwl9+KQKv1yG50YCXw6uC904Q9dd1N7yU4KZZXHn5baE0eDMNShL8f3dh2PBucKX04ltCAcZSGco1i4HWRhrDQY6NThIyDTLFMoamkggFMDQvKrZqe9WPBloa+dGRN9n2FkODVaMENFWhJR4mGQ3eaChTPN9+23UXSn0LIVjfkeTffOExvrv/GIeHxtl/3Au2MA2N9kTUc6Spf4ehqWzrbWN0Os32/vaFhh8NmmzpbsWyXbb2tnq15Y1tuG4Ov/kIQkQJBb+EK7OYvg+jKGFct4CiNGD4di17Y7Q3RtmzsZMfvHySx3ZuoDMZu+EzQgju29KLogi+s/8Y3372MLbjYBo6m7ua+cLDO+tK7dr3a6pCa0OYxsiN12g5okGT9sYo5qKcin5D48uP7SJbrPDyqRG29bRy7+bum36fQPViB94m68Ker4WUko0Njfg1/S1Te19/ZJSYZ1V3JpBqd72XZ0P1NS/mYLm9hB+J7XW9pVyYm7/2AQ1EBJxxby5feCXapSwhq1fdl98Bahvom6F2EOxhpHYtJZk35q8BOm9Vqnwxpq6xrbOVqfk8mzuavfF+KkPQZ7ChLUmmWKYjESXiNxmZSbOhNclMroipa0xmsmxsa0JTFPqaE7dsL6tGCSQiAX7/y497xrDrnkxBn8E3PvcIIBd8/8G7kQbaG/n6Zx9iJlsgky8j8SzuiUiA0HVd3afuv5uP7xlcst7QVH7zUx+iXLOYns8zPjtPZ7IZVb02raWqDah4bp5SVqnWXkHXN6OpyyeoUBVBMhrEp2s8fHf/gg/A9Wiqwoe29LK9v53pdJ5yzSJgqkQiKg2ByLX6c9LGkS5NsTD//itPoKnKkmlFrzRaFUNZer6funcLH9m5cYm9RAhBKKjxa5/agWvphEwT23YYvThHoVChXKlxbvgKIBm9OMvLB4bx+3UCfoPursYltfZGL85SKFQpV2oMj8wgJQyPzPDygfP4TZ1AwEdvVyOmefMMzTdDCEDfheQ7yMKfIAI5pBKG2uvI6rPLjs8FILUNgIYs/QXIqmekwwF9J0IJADrCdy+y9hKy8E0wnwQEsvoi2Gd5x7eECCICX0Lmvo7Mfg3hfxKptnmzBvYFkEVE6Dc8pbOITC1HQDXxqTcaT4UQ3LWuhcV1ePqal49h6W1qWLLsSsnxsUn6WhILWZtuxqpRAqqi0LhM5Bt4PYHETQwbop4ApKMxRkdj7KbfL4QgaBoETeOG9dGgl+AylStwbmqWjsYYl+eyFCs1OhJRpufzWLZDd1OcXLnGbG4XXck447N5ZvNF2hoiNNfde6WUZAplXn5zjJ6WBu7uu3XAhxCCSMAkUg9WKtg5Xpn9BT1yPevDXp2CvJUjZ8+zzt9DYyRA3s5SchyCmtegLGlxsTRMX2gQlWuZcUJ+HyH/jR5jeTvL4fzPuSf+QSL+GLNzeb75J88xfSWL47g4jovfb3Ds+EXeODmOoioEAwbf+BdPsGHAc4yZSxf4o//4M1Kp/MI+gYDBa4cucPjoKKqqEI34+cZXn6B32YKrApRmUEuwbNdZgLEDEfo1ZPl7yPy/A3TQOhGhX0eWf4xQrrshRH2f4JeQ5R/h5v6lVw9B60ZENwCed6c0Pwb2OLLyLNQOe96A2mZE+J/hFr8NIggLMzYaqB2gNHH9zNVVq/7VXAfS2I2I/C6y9N+QxW/jDVlUUOLgexiEdoPf/8G5kwxGeukMtHA7XG1jt9pev3ps7mhGVZU7J4rwnbD4RwAvo+5sNUvCF72tePPFXL1plFyRuVyRQ8PjJMNBxlIZJuay9LUkmEjnGEul8ekak5kcWzpbOTuR8noeoYBnkKzZ/PCVU4xMzfEPP76v7n3oYbsWl0oj1NwKPjVAZ6CXop1nvDSKXw3QGegjqIZpNTuoud6Yt+ZWmSiPEdU9TV+w87yU+hkBLcj68F20mh1MlMdwpFMvhCrJWhnGSyP4VJPe4AbStVmmK5eJ6DE6A73E9UYajCR2PbY/GgnwW7/+KJZ18/GwogjWdVx72iQaQvz2P34M23aplGtouop2XY9HVQVtLbGbfKPq3czSJjuvoyglwlH/EoUphI4MfA5hPupZ31E97zwRQRh7Wa75CuFHBr+Cqz/BoRcPsm13P4FwCyiLaz5GyFpf4cTRLdz7YDuKGgCllWIBXvy5i2EGeOiJem9EiSNif1g/1tI2dfCX5+gZaKG5LVY/too09nr+Ce6Vunuy4dkL6sVds1aBQ+lT1FybPQ13UXFqHE6/yRvzQ+xq2ERYD3Jw7hRFu8w9DYO4UnImN0rVqdEVbGUw0sOxzFmmyils6fBoyz4myjOMFC6T9MXZER9EU1SEuLFHfTNWjRK4ekNL5MLYcSEH3tXP1P9e3T5RnkUiafc3IhA40iVdy9NgRJALpS+Xft/1z+TFx6haNjXbpmzZGKpKLGgymy+iayrxkJ/RK2ks22WwvYHWeITp+Ryt8TAdDVG+98JxDg+Nky1WuDA1x56NnTy+e3CJ45ElaxxOv8SO+D7O5t7AUAzO5k7Q5u9konwRRzoMhDctkU8VGhLJxdIFOgLdGIqOpujE9ARhLYpAIaAGOTl/hP7QJiQOr809T1ewn4DqeeFJXHyKyeuZA8T0BmLG0ieorqv032ZWnVrVYmYqS0d3IwN9zUgpOX96kkRThMQtkl1cjxACRATXcTl7YoiRoWk+8yWvNoNtO8zM5GhtjXkGNrVlwTX32hfEvGtqecrPdeXC8F8IhWotSbJjH7q/CRSNWtXGdb2U7K7jUipJzp9T2XGvN29v+DQCIcn6LVt46WenuNpapFSolIMoisBnUq9p4GBbDiPnpmlsitDUGqVSrgEC06/jSj+2sw7HdlFVBUPTFp7gB+ZOENfDrA93EdT8ONKlxWzEp+q8MX+e+5vuYV2gmeH8ZY5nztHub2K2muGDjdt5fuYwzWaCofxFdjfcxdHMaRzp8OLMUe6JD3I0c4Y2f5KOwNKaB2/FqlEC81aBV2dPUXUs9jZuwlB0Xps7jZSS3YlBsrUC5/LjVF2LwUgnbf5GfjL5Kq502Z0YZEd8Paeyo1woTNITbKXmWuyf8eKxNaFyX9NWjqaH2JMYZKQwhanqBFSTw+mzKEKwMzZIKlekZjsYmkprPMJcvsS2rlaeO3Ge2VyRfRu6uDidZjKTpz0eYXQyjc/UGLqcQlMUcoUKmiL4/IM7eGBLHwGfwXyujK4pC2PpoBaiM9BHujZLpjZH2SnRExzAUHykqtMMcL0SUAlrMfKW58rqU/2EtQgNRpJIPVotrEXR6gk8a24FR9r0hzahKzq2azFWPI+LpOpWsK53wV1EejbP2PkrFPMV2joTdA80M3x6kumJDO1dCTr7mjj4yyGOvnqeDzw4yNadPeSyJS6PzZJsiXo5AOdLnH5jHMPQ2Ly9k+nLGWZncpSLVTbd3UkwbHLq2EVKxSqbtq0j0RRh/V3tnD8zuaCQq1WbV14ZYseOblpb45RLVdKZIq2tMXK5MqVSjWQyTCTi58KZScqlGlOX0wRDJqZfJ9kSZWY6y+sHLvD3fvV+bNvlR989QLVi4TN1bMth7/0bmb6c5pm/Oky1YvHRT+8k2RwlEDQWSp9JV3LswDBnT4wjpeS+R++ioTHMT/7yIKqqMHb+CrvvW8+pYxc5fnAEBNyzr59w1M+zPzxKKOKnXKrxiaf2kGiKIIGSXWEw0kPc8KZ+DUWn3Z9EIrlSSTOUv8RocQJNqNRcGyEEbf7kQu/WVA0kktO5ETZH+7Bdh5JToexU2RTpJaTd3B/gZqyaWoQH584Q1UM80LydhBHh1dk3aTMT9IbaeDl1gqlKGks6bI/3czQ9REjz0xdqY3t8PVujfSgI1oc7yFoFHOlSc20u5Ce4p2E96VqOqfIco8UpbOkwU80wV82xf+YYmqKSt8ucyA1z32APT+7aTEsszK7+Dh7c0k8yEmSwo4mHtw7QEPAzf6XIzq42JsbnEXmHRtVPbq5EWyDIJ7cP8tTerWxtbebU6QkOvj7Ka8dGOHLiEnY9T1zWmudc/iRztRmafC1E9Thncie4VLpAs9lGwc6RrqWYq85QsHNUnDKz1Wky1hyZmhcA5VcDjJdHma1ewXZtZqpT5K0sqeoUujAwFB+nske5UDhDySkyVblMVI+j1ZOEztfmmK+lSVWnKTvXUprPTGU59NIQDckwLz57klrFQjNU/EGD/c+8gVW1iTUEicaDdPc3o+kqkWiAmel55mZySCl58f+cRFEEmbkCR18d5sTRMSYveZmNDzzvFdIIBH2UilVe3X9m4djX99CKxRozV3IcOzbG7FyBkycvc+TIKM/vP00qlePgaxeQEvxBHxcvzJCazjI9kWF8bJZQxM/2PX2omoJju7iupFSoMjDYhj9gYAYMsukigZDJRz+9k9Z1DZw4PMr1FAsVfvmzUwxsbifeGObln5/mzIlxAkEfn/jsXqINQapVmwPPn+HBj2/jgY9u5ZX9p8nnypTLNT7x1F7iiRBjwzML57gh0sWB2RP8/MpBZqppfKqOKlRUoeJTdGquRc2xqLkWpmqg1TM0CwSm6sOV7sL2TC2HX/OxPtxFwS4hkcsaGN+KVdMTKDkVeoItxPQQEqg4VeK+MH7FR9mpIRC0+RMLGlQgMBQdQ9EwFO80NKGiLNJrMSNM0hcjpPmxpYPEm3etOhZ+1UfBKhPWArSZCToCy/uuhwMm927oBrwOYijoo6M1zvBYimjEj09XcWyHWs0LANE1lWrVImAaREImsYifYqnmZbHVIKxF8KsBdsT20ehrIazHmCpfotlso9lsJ2fN02J6HnaWayEUQViPEtBCC3aCjZFtTJQv1oc8XurzLdGdWK6Fpmh8oPEhpsrj6MIgoAbZl3iAol3g3saHiWgxslaG3tAGVKEulPGmfobd/U30D7Zx9MAwufkSJ4+MEQj6KJe83IOxhiCRWIBki+dspWkqobrPheNI5jNFPvjIZrLpIscPjWD6DboHmgmFTQ69NMT0RIYzJ8YRQlCt1G7q8+P36zQ3RzlzZpLZVI6AX6dUqhEKmQwMtHDo0AVAEk+ESF3J0tAYpla1KOeqRK7Wm1xkXzBMDX/QRyjip5Ar40qJP2Dg9xuEIn7Si9J4XcW2HcrFKrNXcuj1nk0+WyYYNvEHDEJhE7duFA2FTaT0qme7jiSRjOAPGvgDxkJhWiEEmyK9tJpJaq5F3IiwL7F14cZtMKKYqkFHoBmfomMoOqpQcKSLqRo80ryHqcocjb44d0X7eHn2OIORXh5t3stcLYuhaPiUtz8Ts2qUwOZIDwfnTnO+MMHdsX62RHs5NHcGgcLmaDe266AqKgqCgGYiBCR9MY6kz2EqBusjHZzKjjFXy3IyO0JfqI2A5lvQoD7FIGFEeG76CKnqPPv8m9mV2Mi53DiKEDfVoIoQKHWDl66pbNnYDsDu7T3kcmVi0QDzuRKGrnHi7ASbBlqJhEzS8yVCQR+q4nkBGrqGJR2Svha6g+vR6z+WXw3Quyg5RdxIEL9uzL4+fNeS9341QH9ocOF9T2ip91lQC9O/yLbQbLYv2d6kttJktt5wrl4tA6+mo6oqFAtVZmdy3LW9y8vHL8D0G2QzRc68MU7/YBvz6QKp6SzBkElze5yOrkaOvHKecrFGd38zqeksat2TU1EFqaksruMSjgawLQerZnNpJEV6tsDlsVk6e5Jomkpba5yLF2fZum0dk5PzlMs1kskIlmVjmjrr1iUAQSDow7FdmlqjpGcL2LaXM3LozQnSMznOnbpM74YW1Hp5cqVen0AIQXo2z0vPvcnIuSnue/QuspkiQ29OMnslx/nTk3T1NbF5exeO7RAI+ojFgySSEX76/cO8+OwppicymAGDnoFmXvjpSaSUdPc3Y/r1a+esKEsqKytCIeG7loFpcR2Gq8st5vLTgFEjjBAKk+UZhgvjbI32kzAiaIpG67sIJlo1dQcOHz5M1ipSdS3iRghNeJZUKSUxI0TVtRAIdEWjaFcIa35cJJlaHl2ohPQAc9UsluugKQpxI0LFqRHW/JScCoai40rJvFXAVA1MRUdXNOatIrZrEzfC6Mo714mulFSrNv5bzIlLKXGkgyrUt+V9915RyFeolKo0JMNMXc6QbI4yOT6HVXMIBA2a2+NedufRWWpVi+6BZlJTWWbqN3pXXxM+U+fSyAyaprKuN0lmrkAg4ENVFeYzRWINQcaGZzBNnUDIRzQeZGRommq5RiQWpKu/CfU2IyTBu6YTF+cIR/1YNQfbdognQowMTVMuVtENjXU9jRQLVUJhE8tycGwHn2mQz5UpFSqYpkFHTyP5bJlLF2awHYdgyKR3fQuO4zI2PINt2XT2NREK+5m8NEc+VyYUNkkkw6iaysV68dquviYc22E+U6JtXQOzV7Joukas4dZz9e8FN6s7sGqUwJEjR1ZajDXW+P+aVa0EhBB54NxKy/E2aARmV1qI2+ROkhXuLHnvJFkBuqSUNxi/VotN4NxyGmq1IoQ4cqfIeyfJCneWvHeSrLdi1UwRrrHGGivDmhJYY433OatFCfzpSgvwNrmT5L2TZIU7S947SdabsioMg2usscbKsVp6AmusscYKsaYE1ljjfc6KKwEhxEeEEOeEEMNCiK+uAnnWCSGeF0KcEUK8KYT4J/X1DUKI54QQ5+v/44v2+Vpd/nNCiMdWQGZVCPG6EOJv7gBZY0KI7wshztav8b7VKq8Q4jfrbeCUEOJ/CiHM1Srru0JKuWIvvBSuF4BewADeADatsEytwI76chgYAjYBfwB8tb7+q8Dv15c31eX2AT3181HfY5l/C/gfwN/U369mWf8c+JX6sgHEVqO8QDswCvjr7/8X8PdXo6zv9rXSPYHdwLCUckRKWQO+Bzy5kgJJKaeklMfqy3ngDF6DeBKvAVP//7fqy08C35NSVqWUo8Aw3nm9JwghOoDHgW8tWr1aZY0AHwL+DEBKWZNSzq9WefGc6fzCy7QaACZXsazvmJVWAu3A4hpil+vrVgVCiG5gO3AQaJZSToGnKICrqXhW+hy+CfxzlublXq2y9gIp4L/Why/fEkIEV6O8UsoJ4A+BS8AUkJVS/mw1yvpuWWklsFwo3aqYsxReQYEfAL8hpczd6qPLrHtPzkEI8XFgRkp59HZ3WWbde3m9NWAH8J+llNuBIl6X+mas5LWN4z3de4A2ICiE+Pytdllm3apoy2/FSiuBy8CihMp04HW5VhQhhI6nAL4rpXy6vvqKEKK1vr0VmKmvX8lzuBf4hBBiDG8o9aAQ4jurVNarx78spTxYf/99PKWwGuV9GBiVUqaklBbwNPCBVSrru2KllcBhYEAI0SOEMICngB+vpEDCC/T/M+CMlPKPFm36MfDF+vIXgb9etP4pIYRPCNEDDACH3gtZpZRfk1J2SCm78a7dfinl51ejrHV5p4FxIcSG+qqHgNOrVN5LwF4hRKDeJh7Csw+tRlnfHSttmQQ+hmeBvwB8fRXI80G8btwJ4Hj99TEgAfwCOF//37Bon6/X5T8HfHSF5L6fa7MDq1ZW4G7gSP36/giIr1Z5gd8BzgKngP+OZ/lflbK+m9ea2/Aaa7zPWenhwBprrLHCrCmBNdZ4n7OmBNZY433OmhJYY433OWtKYI013uesKYE11nifs6YE1ljjfc7/BaWk7seNBruJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(wc.generate(text), interpolation=\"bilinear\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d38807b8-edcf-46fc-8c31-a3604c68e8de",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fun_wordcloud(wort):\n",
    "    wordcloud = WordCloud(width = 1000, height = 1000, random_state=21, max_font_size=110).generate(wort)\n",
    "    plt.figure(figsize=(10,7))\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1ce29bc8-3c5a-4e32-9fd3-bb743126eed2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AsZDB3hYRr1ah/O6rG75rTU/Qmp7YtG3g2FRPvbHhu9rZdzdtVzt/Es6f3PR969oVWteubPiueupNAGQQUD399p7GfDOEAkefzfPYL/Zw4eXCByooIHS73Op6CZptgubmOItfquGXahu/q9bxqxtz2t35G3mX/prA2O5c2yFOGlNECAioyxI+PgJBlAQZ0UlcpNCEji89mrJKRRZoUd9zwFXHJCHSCAQt2cDihnsoQoy0yJMQWQxhIqXEwaIhqzRkhTaNPZ1HoBAlTlJkSYhMeCwkjrSoyzJ1Wcaize2+cQKFCDGSIkNcpDGJIIRKIH08HFqyQYs6bdnAxd7TWBOE49sObdmkzft/NlU0EiJDWuSJkkARCo60qMkSNVnCXp+H29eEBQoxEqREjrhIowsDicSW7fV5ttk9brjxmahj0Vr73iApcqREjghRhFDwpEtT1qjJIi3qBLvEbwQCBRUNHVNEyYteTMI4iYJKRnTisHWQOMCnJksEBKjJGOlnj1P68zdovDMOikL+l54h/QsP074yH8ZY7gGCpkXz9ATxh8fe9zHuiqBQdIN49xBGKo9VWqJ08a27cdiPPIyoyvAD6TBA+zGA0CwfVg/TI4ZwcXjPe4UWdQaUMfqUEaLEEdeT7UToIrFoshBcYy64uid3SVrkuE99CgWN6eAiE8FZFFR6xD4G1UPESaHcdA6AgIAmVc56r9Ni54KvCDH6lTF6lH1EiN0Y79rxAnxa1JkPJlgMpvYcAzCJMqAcoFsZJEJ84xjXPaESH5eWbFCUi8wGV3DY2dLdrx6lSwxs+/t0cImrwZltf98JMZLsV4/SIfrR0Vmf0LV5qMsK08FFqrK464J7K6IkGFQO0KUMYBLdNM8+Pk1ZZU5eZTmYwWf7WENGdHBMfRIFlengEpPBWbKiiyHlMBnRiYq6YewSiU2b5WCG6eDStnNsEmNQOUBSZIiIOAYmGsZ6+q+ByTH18W3H1abJCe+n2LRQExFERMdZXHOxBQH23CqxY8Mohk5gfXTrPe6KoIh1DqInMrSLC7RXZnfcVtUERlRF1UX4sHkSp+3jObcvTfWIghFVEQJ8T2K3/DBTZI/QzHB/VRX4XnDb48j2Regejd/2uLeCogrMuIqqK8ggnBPXuo0XT4SCy4go4UvmSKymh3yfyS5CgBlX0Yzw5XXtcH72cjyxlk+vSYOUkqOHIQaUAygoBPj4OIBARUMIQYwkI8oxYiLBZf/UHgKEAoGKIhRMEUVFZ0g5xD7lEJrQQYYpopJQcCFARSUIgl0FUZIsB9WHyIhOFKEgpSTAX18EVTQUVJIiywHlQVIixxX/9K6LeZQEh9VHyImem467lsYq5VoVQpj6rWOSFiaKVJgPNlvXt8KTLp5wEWu6r4KCQFlPzhDvMws+SYbD6qOk1/zxW81FWuQ5oj7GteACgdx7hlFadHBIeZiUyCJumWcBKGhoIjx+XKZIkOZacH7bZ+P6latCJSFSdIoBDqoPESFMqfbxkARrtkH47ESJs085hCmiXPJP4G1x7KiI0a+MoqFvONfN1ykQO9S83tgwcDwIJErkRjqtGosQuO5drvO4+5bJXREUzeWpMDe+ox+haFilpQ2/K6ogPxhl9NEMI49k6NwXJZrWwxTCukdhts2lnxe58HKRZmWzdhZLazz3W4OousJrfziH3fI5/gtdHHu+g/xAFFUXtKoui5ebnPzuEpOnqjsKjHhW5+hzeY4+10HHvhhmVMFu+ixfa3H2J6tceq2I3dzsPlNUQedQlPxglO6ROCOPZEitVdM+8+sDHPlEfsP2vi85/cMVrp3aml5EBiAUwf6H0jzylR4GjiSJpjU8O6C8YHHx50VO/2iFRmkHjVVA574oD36+m5FHMmR6TBRV0Cy7zJyrcfqHK8ycreFvMx+aIXjmNwbI9kV4+xuLLFxpkB+I8uhXehh7PEuqw0BKSa3gMHehzsu/N0t1eW9BUgWFIeUwJlFcbJaDWcpyGQcLgUJCpOkRQ6RFB4pQ6WGYttLkWnB+j+4hgUmUfmU/Q8phAIrBImW5Qlu2kARrrocsaSVPWS7vKISixDmkPkxGhOm/bdlgJZijLFdwsBEIYiToVAbI04MqNHoZxlM8rgTvbVvQJlDYpxwiL3oAgSMtloMZSnIFhzYBEg0NkxgpkSUt8sREkkKwsCe3y9XgDDPBOJrQ0dDRMdmvHiVBZtd9t4OOyZj6AGnRASIURqtynpVgDpvWmssoSZcySE50M6Lct+djx0lzWH2EpMiChKassxxMU5VFXGwUVGIiSbcYJCO60ITOoHKAAJ+J4Nyuqb4Z0UlSzREhRpMqS8EMNVnEw0VFIyly9CnDxEmjCIUuBqkoq8wFVzcdqyUbjPsnblh/QFrk6VNGEULg4jAVXMCVW78THh7emnLiVxpYV+dJfeo4QdtGiRgknjhM89REmI2kKmEGYsQIa8fi0TBpZQ9ZW8LUUWIR0BSUWAQlahDYLgQyrD2LGqHVEgm3k7Z7W3HGuyIo9FgKoWo0F6/RWpra9Hv/kQS/+c+P0rEvhmYIZACuFQ5S3xdj3/0p7nu+k9M/WuGb//IKrVuERSSh8djXeknmDZYnm4w9luXBz3ejGQqu7aMogq79MYYfSHP0uTzf+X9McOK7S1tqv137Y3z5749y+Jk8ekTBX8tR1wYUBo4lOfapDk59f5kf/qtrVFc23vxEXuev/g/H6BmLo+oCRRXrWtux5zs2nctzAlYmW9sKisCXHHsuz3N/Yx/ZvgieExD4Et1U6TuU4ODTOUYfzfCNf3GZRnGzsBAKHHwyx5f//ih9hxIoisCxwoykzqEYww+leeBzXfzk30zx5n9awHc3L76qrnD8s10MHU+xeKWBqgt+6R8fZOh4CkUVBD4oKnSPJsgPRHn9T+a3vJatIEQYl7Blm0v+uxTk4oaXvCJXKbDIYfUROuhDEQp9ygirwTx19hYPSYosSZHFxWHSP8eKnN3kChJSwQjMHYWPgsKgcpCMCO9jkyqX/BNUZGHjmFllxZ9nWDnCkHIYRSj0KkMU5SIFubDlsa9XSguh4Eufa8EF5oIrW7pqluTUGk9TGku29iQwXezQUpI3rqVPjpC4A49op+gnJ7oRQuBLn+ngEjPB+Ia5rbDKqj/PiHIfA8oYitjdclHRGFYPkyQUEjVKXPJPUJelDddaliusEh67XxlFCIU+ZZSCXKQiV3c4A+jCRJdQkstc9k/RoMrNWnZJLlOWK9ynPkmMJIpQ6Bb7WGJmk1XhYLEkN9Yk+AT0MrL2t8dyMLshTrYdpOdT/Nbr5L70BJ1//RdASqwr89R+HqZ/Rw8Pkvn0w2i5JEo8Qvf/7vPYMyuU/vyNHYWFEjXJ/8on0HtyKKZB5jMPk3j0IJUfvIM1uUjqUw8Qu28YozuL4QfoHRma712l9vLe3ZF3RVAIVUMIBSOVAxlQnTy74ffqsk2r6rJ0tcHVdyrMnKlSX1v4OodjPPX1PgaPJXn4i91Mn67y2h9tvRhphsJn/95+Up0GkycqnPzuEuUFC9VQGHssyxO/3Eu62+Qz/8UwsxdqLN9SxZrqMvjlf3yQg0/naNc83vrGAuOvl2jXPOJZnSOfzPPg57t44pd70U2Fb/yzy7TrN26Q3fT5+R/MEYmHlZ69BxM88cu9yADe+sYCS1c3PixBIJk8Wdl23rK9ET77X+zHavr88F9dY/pMFdcOyPdHeeJXetn/cIYHPtfF7IU6P/13M5v23/9gml/5J4fo2Bdl/mKdd7+9xMLlBjKQdAzFeOKXehk6nuaL/+UorarHe99f3jbzTlEEww+keeyrvWR7I7z1p4tcO1XBanjEMjpDx9O4drBna2IdEhaCSVblAluZxBZNJoNzpNQcJlEixOhSBqgHlS23vxWmiOJKh3H/JMtydst9JMGumnlCZOlW9q0HOyf9c5Tl1oRKHg4zwThZ0UWaPBoGvcp+Sv7yllaFjrFevevjUgqWt/XnX09r3e7cHwQ0dHqVIRQRPucVucpMcHnLWIyLzVRwgYzoICmy21J3XEda5OkU/QgRWlYT/llqsrjltg5WeGylk4RMY2DSqwxT9Qu7ClCbNleD0zSobPl7TRZZCCYZVY6jCIWYSBIhRuMu1kVsBW+1ysrvv4gaM8MC4Ja1HsS2riywsnDLXHh+aG3sgMByKH37jY31TTIMYgPUXz9P48TlDb9J5/Zqa+6KoDCSWcrjYQZS5sBD3MooVys4/NE/uUS77tEsORsWq6tvl5k7X+Nv/c795PqjHH0uz1vfWNgyViBE6MI6+Z0lvvk/XqVRvHFTr75Vpl50+MV/MEbHYJQDj2c3CApFhce/1seBJ7M4bZ/v/c4Eb/7pRi37witFVqdafOH/NMIDn+vi6jtl3vrG4vql2E2fd765uL79fS908PjXevE9yfmXC1z42dYP/HaIJFQqSx5/8n+9yJW3yusW0MQ7FabPVPlbv3M/3aNx7nuhkzf+ZB6r4W/Y94W/PUTnUJS583V+/x9dYHmyuT7Wq29XmHinwl/9F0cZeiDFp/7GIJMnKtsu9EKBh7/UTWGmzX/4RxeYPFnZ4L5755uLoQV3O3ETwMVhVc6z06LfkBXKcoVu9oGArOhGY3xLn/FWKMmlXc+xGzpF33omS12WKcnlHbd3sCjKRdIijxCCNKGrY6tA+c1+/etulYasvO+x3mvERJKEyAAhBciynN7xXti0WZXzJGVml8QOQZcYQFsTmhVZ2NU6sGhRDlZIKGmEEGTowCCys+CXUJSL1OXOVmlFFvDxUNYEuSHMe+He3wzPx69tpmKRjot/mwt4uKPc8njXEbRsaN1ZTc1d4XqyK6vkjz1N/thT2OUVNs22hNWpFo2is6VGu3C5wdR7VaSUpDpMzPj28qtecHj592Y3CAkIg9kXXi5QW7VRVEHvwY3pasm8yYOf60JRBRPvVDj5veVNrhjPDnj7zxaZPlNDN1Ue/UovsdQOslRu8/ceIQM49b1lrr5T2eQmW5lqcfXtCgC5vgix9EZ+pYFjKUYfyRD4ktf+eJ7lieamMaxOtzjx3SUCX9IzlmDoeGrbsQgRutJ+9v+b4eo75U0xnsAHp337ATebFm25s1keEKy5eEIyuaiIY7I33i0pJYVg4Y4I78KgbAesBWxDX/nuL2xTVtfdUgYRomLrxAYHi5asIaVERWNEvY9uMbghQPpRQoL0+thcHGrB7m7Aqizi73IPdHRSIh9mHUlJRa7umMl0HTcLVZMoptjt2ZCUgpVdrQ5XOuvnF2vJFR9ja9yVmanPjtNenV/LBLh9x6jvSuprC79mKqja9sdYmmiyNLH1wtOueTTLLtm+CNGkhgh5wQDoHonRsS9K4EvGXyvSrm39gDYqLpffLDHySIbeA3E69sWYOVvbcts7hdP2ufRaccvAuwygtNBGBqCvZWddhxAw8nCGSFKjXnCY2iYGgoT5Sw2cdoAZVxk8luTMj7fX4ErzFlfeKt9VrcqSbYI9LAYtGeazKyhr2l2Epty9x4iPS3OXdNfdoGMQFYm17JUABZWc6Np1v6i4oYwIFIw1i+RWeLjMBRMk1Cy6MEjINEfVJ6jKAsvBLCW5jEXrI8HHBBARifVMKRd7TwF1W7bx8XYUfgYRIiKGQBAQoGGQE917GE9s/W+Buu08X4eHt6e6kTAz7sbDvpvb7C8z7khQCE1Hj6dvcCQJhUT/GMVzr7PVaqNoglSHQbY3QqrTIJLQ0EwFzVAYOJLctP1WKM218ext/LuBxPfDvgNiLdB8/UHoGIqhmQqeHbA6vbPZunKthecGmDGVjsHoPRMU7bq3KWB+M3w3pNBAsIHqQyiCnrF4aAVogoe/3L1llhZAustE1QRCQCJvbNX7aR2VJWtbAfp+4eGsJarujLC4zAc0BMpazv7u8Anw5Z1xGekYaOuvgmBAGWOA0T3sKTYsLjtppKtyHt03GFaPEiGGKjRy9JBVu2jTpBQssSLnqa65Qz4sCAQG5vo77UpnT9aaj7fruHVhoqCun2dYOcIwh/c0qpv/UtmZDTbAv41n4qNBRaNmk0jXI2jce1LS94M7EhTRXC+p4aO47VCjE0JBi21e8FVNsP/hDI99rYf9D6ZJ5A00Q0FRQlNfStYWs90lutXw3tetjaW1MCvIl7RqOz9ErZoXZh8ZCrHMvXMPeHawrdDbCYoqiK+NK5E1+Ozf27/LHiFUTQmtrG3ee6cdvD8m2x2w12prKW9od2Ee/V6poeUdU2grQl3XoIUQ90SzDPCZlxPU/BL9yigd9GESRREqcVLElCQ9DFORq8wHE5Tk0q6unHsDsR7Evj7uvczv9aqQnaBy7+c5HIu87eK/DxNC18j+6vO4sytUf/Dmhz2cLXFHgsKuFVk9/Qq+fSOQEuse4mYpLRR47Gu9fOn/PEoip1MvOky+W2HhcoPaqoPd8nCtgMe/1svR5zanmN6Ku72QbYmbTnEvi66DNSF5uxDixriaZYcLrxTxnN1fjKn3qjsWzEl597sW7H0xuLHdh6njBTJgRc7tye11MySSmtyZKff6NnW/QoIrdCoDdCh9xEmjoqILgw7RR1Z0sRhMMRmc27WQ797g1jtwN1+C8NiB9FmSM7Tl7VGLSCQNuZuF/9GwEm4HStTcSP3/EcMdCQrf2hwr8K2N0feu/XE+/beHSOR1FsYbfPN/uML02RqutbHKd/Sx7J0MZVe0qh5BIFFUQTSx82VHk+o6I+zddsXcDQS+xFpzNTXKLt/97Yn1GM9OkB8C6auCumPl6vp2N2n1wAfqfvGlvx4fkITB8UV5bZe93j8kAXUqNIIqc8FVsqKTbmWIHF1owkAVGv3KKCC5Epz+gF1REv8mk1NF25Owv14ZvRP8mxooSSTLwcy2tSd/qSEEkYODKIkY7TNX0XvzKFGToGVjjvQivQBrfCYk/wQQoPfkMUf6QVVwri3gzK2ipuKYY/20z0yAqhB/+BD29BLu/CrGUA/C0LCv7I2M8I6ynlQzRrx/jHj/KPH+URIDB0iN3M/NGsj+h9Pk+iJ4juTl35vlyltlnNZGIaFquy/ed4rV6RauFaCbCh1Dse03FGFth2YouO2A4txHz2cYBJLlySZSSuIZnXhWx3flrv8+EGvsFhiYuy4gEGazXN8u7KDwwVFkhwVroTtSQSGya1bN3YEkJCxclrOc99/gjP8a5WAFJChCoUcZIi3yux/oHozpOg2/LoxdYwIAKvquWUOOtNeFnoKyh+ylv4QQgtgDY+R+/dNhdpjvEzm6n46/9WWyv/IpjH09JJ65n86/84uo2dDNHz02Quff+SrR+/YTOTBIx9/6MvHHjqAkoqS/8BRqKo7ekyf3Vz5D4sljoAiSn3ggFCx7xB0JCjPTQayjHy0SR4vEUSPxsIvZTYindRRN4DkBq1Nb5/om8ga9B+8OZ9J2WJ5sUphpoaiCg09mMeNbP/zRpMbY41mEAqszLVZnts9P9r3QdSSUsML5g4IMYPJEBaftE8voHHo6/5HlJYyI2Hre/E5IiPS6oHCwseUH53IJWVtr64kDKZH7wFMlfXxKcplL/on1WgwNY51O5INEmIG2xpyASWSbtN+bEREx1F0SEBws2rKxNs8irEH5ELsxv3/cI4VLSqL3j5D5xU9Q/eFbtE6MrxfjKYkIlW+/SvH3f0Dh338XJRnDHOpBRAzSX3iS1ntXWP2336Hw779L7acnSH/+ybA3jeOiZpMY/R04cytoXVmEaaB2pHAXC3se2h3dJau0TPH8G1QnzlCdPBv+f+IMN09kq+oS+BJNF2R7N6e1aabCY1/tpXvk3gqKRtHhvR+sEHiSsSey3P/pzk1NgxRN8ODnutj/YJrAk7z3wxWa5e0D362ai2v5aIZC74H4+25C9H4wfbrKtVNVhICnf62PsSey257fiKlk+yLsgWHhrsMgSnKteGs7aOjhgriWpdaUtQ/UN399kb5ex5EWHesFZx802jRu1A0I7l4/5ttAQ1bXObE0dLK7CitBRnTsanl4uOsV5wJBVnQRZ2/Zjh8lyJso1ffictsr9L4Ocr/+CzReP0fznUsb/MTuYhFnYRUk+I12yBUVi6AmY2idWdoXp8DzIQiwLs+Gv6Xi+JUGWmcGY6CL9vlrKBFzjerDxFvZewOjO1KbAjd0D5jZLlJDR0EIalMXNmwzc65GreCQ6TZ57m/uo133WJ5sIgRkeiM89PluHvpCF42SQ6pr937A73usPrz9zUVGH81w+JN5fvEfjNE5FGP8jRJW3SOW0jj8iTxP/mofelRl/LUS7357a76o6yjNWSxPNBl+KM1TX++nVfWYOlXF9wN0U8WMqaxca1Jdufu0AK2qx0/+9RT5/igdQ1F+858f5cyPV7j6doVm1UVRBIm8Ts9onKHjaeymxx/84wvvq2juTqAKlT5lhLK/si0dd170rGmXgkD6FIKFDzxFdDWYp08ZIUEagwjDyhEu+e/uqYYg1Iq3z77a7febEZIDXm9LG1pXHzTaNKjKAqYYRAhBjzLEcjC7bW3CdaLEvWQtLgez9CjDRIkTJcGweoRx/9SeXI0KytosfrjB6jCVO3yPtLUanJa8s1oeIQTGaD9Bs40x2IVi6gTtG3MiLedGv4rrAkSAUBWEIjbSfFzvQCkEzvwq5lAPWj5N68y7mEM9mPv7kJ6PX9t7m9+7Yl8n+g9Qnx0P/x44gF2+QX+wdKXJG388z6f/zjD77kvyW//zsZANVYQsrrqpcObHq1x4pciv/pNDd2M426JecPjW/3QVBBx8Ksdn/u4wz/71QVzLR4+EC3sQSC69WuTb/9NV6oWdF/hGyeGV35+jYyhGpsfka//NAdq1MGiu6SG99R//04s7FrndCSZOVPjTfzbOl/6rUfoPJ/nkXxvkmd8YwHcDhBLWWChKWENx8ee3Ry9yN3Ddz50XPexXjjETjG9YeMVaS8kR9T5UoSGlpEH1QwlwtmkyG1zmoPIQKhodoo/D6qPMBOPUZGmT4FLXFvSEyJAT3SzLmW35mTpEHznRRUEu0pCVMAawxWJnEFnrfRAmdng4VLfhQdoZd2bZBvgsBlPkRS+q0EiQZkw9zoR/9haKkpBNd0w9TpwUUspdhUWTKvPBVUaU8J53sw9UwUwwTlPWbplnsS44kyJLVnQyLyd3zS6712jLJjY2GmH8pl8ZpeFX9qRUbAcpofn2BRpvnKPjb32J5AuPUP3+mxs6VW4Fv2nhN9roPTmcqZBeSMulwlYD5TruQoHIC4+A5+MuFvEKFaLHRvCrdYL23hXYuyIoZOBjJHPh3/5GrdH3JD/73VkqSzYPfbGbjn1RIkkVw1RYuNLk5PeWOfmdZRRV8M63FvE9iWsH6KbAcyUyCCuYL7xcJJHVWRhvIoSKqhp4noWqGiiKhu/beJ7kyptlKosWM6fraGoUx2+jKCqqaiJlwMpkmz/8xxd54LOd3P8LXXTuSxGJx7GqDjNnypx5cYUzP1rdkEWkKgaKGvpffd8hCMJrlBLO/HgF11J4+leH6Box0aISGUhqVZvSvEV12UZRNFTVXNvHY368wXs/WKa6YuO0/ZAjXzPXePl9fN9ByoDV6Ranf7SK0/Y3kBPemHe49FqJ1akWD3yum4NPZcn1RzGiCoEfUrhXli2unapy/qeFLXmafE+GPFmrNtNna8i7HPCuyzIREWefcpCc0k05WMWiiUCQFFlyonu90tbDYcq/uN6d7IOFZCmYJkaSQeUAqtDopJ+M2kFT1mjRwJcuyloaq0GUiIhhEN7Xkr89N5RJlEHlIH2MYNGiJeu0ZB0HiwAfFY0oCVJKjgTptecgTNOtyu39yCoaWdGJQQRN6Kis0YyLkH32OjqUXlQ0PFw8XHxcPOlh06YiV7csqCvJJRaDKfqV0ZBdlUESWoZSsESbBgKFuEiREZ1ESVCTpbAXxC7U5hLJXHCVCHH6lZE1evkhcmo3TVmjTQNfeihCRcfEJEJExNExkQQs+zv3u/kgYNOiGCwQUw4ihKCTfkw1SlkuY9NGoITd8Ijg4TEZnNuDhSyRjoc7v0r5P/2U/G9+FnelTOvdSzvuFTRaNN86T+qFR5FrBIKpFx6lfW4Sd7UCikDvzmFdniVoWjhzKyQ+8QDV771+WymQdyYohAAEtanzxHtHAEl18tymzZy2z9vfXOS9Hy4TS+vEMxrPfCXP1Pkmb3/vhsb0jX92ef2wBx9JMHelTbPq0yi5/Kf/2/j6dsnkAEODn6RUvko+dxBdj9FqFZiZ/Tnf/e2w0Us0mufA6C+yuHSCzs5jJGLd+IHLxLUfUi/O89ofLTDxSpLRQ8eJxtI4ts3c1EWmJy/g+aGQUBSNjvwRuruOYxhJQNJsrjB57Uc4bhMhFLLpQ4jlh3jvd5OYCUm5doGl5TPYbRur4RPRezh04LNEIhmEUHDdJld/9ibvfDOcJ02LMjz0SdLpIRRFIwh8ypUJZude48LLYY+OHSGhOGfx0r+d5tU/mCWa0tH0kMrdsQOsuofnBghVAVVBKEpopq49I74HP/jXMyE3fSARWugmEbqK9NYa0QgBfoDQ1TCOcH1/IUBZS55UFaTrb4rzhb0hmowox0iSJaXmNl+CDFuMTgUXWJH3rnfwbvDXXmoHi0HlIBFiGCKCISJk2ZrSQ0qJy87Vy9epIq5r54kd+i1LKfGlx6qcY8I/u+MCEyHGYfWxbTmmriMhMiTUzKbvG7LKKe9nWwpmH59rwTlUodLNPhRUEiJNQt049uvcWOPBSXrF0JbnuRUeLleDsNlTvzK6zt8UZkFtTekRtrTdW5X4vYZEMhNcJiHSZOhCEaFlnGFzHVhNlpgKLuw4aikl7kIBrxTW7ljjM1S+9zqxB8awr8zhl+s486s3FvZA4swsh0SAEmovnSCwHBJP349QFKwrs9R/dnKt330De3Ie+8os0vWwp5dxZpexJ2/Par8jQWFmulCNCIpuhNTi2zj0hYDBQ1E6B0yWpmzmLzU5n1WJJsLgVyqvMXo8gWMFjJ+ok+0ySHfozFxqke7QGTgYZS0hhSunGqiKRiY9TBC4zM6/gUAwtO9Zhoee59LlbxIELopQSSb7UFWdQuEiS8vvYehxbDs0nePxXga6X2B+4hLF0kuYZpp9A0/j9AbMzr0GSDryhxkZ/gWWV89Qnns9pFI34uuCJJMeZnjoeRaXTlCbnSMR72aw/xlEu0y9cB5F0RkaeQ7PazMx+QMQgni0E9e94RvsyB+iI3+Eyakf4zhNTDO1rlHeLpx2gNPe7OvVMnE6v/IIgeWi5xLUz0xTfesKRlea3Av3ocYj2PMlaicnST8+RunFs3T/2tNUXh9HiegIRSFoO6SfPIBiaDTOzVJ56wqRwTypR0bAl+gdSYo/PoMzfZNgE2EdxXwwQVs2GFDGSJFDx0CgIAlC0jlZYi64shZQ3v26fTwsGihSw5HWXa3C9fGYCcYpy1V6xTBZpSuk3FivJ5Brfek8LMK+zoVggfIOLKhFuci14DxZ0UVMJNDQ1+pLlDWiZYlP2DO7LissBzOsyoVd2XMDgj33rNgKu+1rY3HZP0VdqdCrDBGVyTWqE0GAj02bQrDIbHCZFnViJNd99d4uGrSHy1RwgZJcplcZJksnBtH1eZZr9dVhonSbalCkIBeob8O66+PRpokiVWzZ3tNzJJFrcxDe1duJi7VpcMF/hwFljE6lH5NoGMy/qROgR9ibe1cKG8+n8q2fI6+7maSk+dYFWicvI12P5rsXaZ0cX49DSMel9Ac/Wu+KJ22X+s9O0XjtDOmRLInOGHUnfHaClkXh331nfVt3fpXl3/4TpHd7McA7dD1JkvsOYaY7MFN5pAxw6hUac5c3bNXRb/LQC1nOvFKhvUaVLW8xe+yWz+HHU9SKLsVFh4GxKBNnmuR6DPYfi5HK61RWXKpFl8ZyWNm5uHSKSmUSAFXVGRv9AtFojmYzdAMoQqVYuszC0gk2qrqCzo6jOG6TmbnX8H0b6rNomkl/3+Msr5zG8yx6uh6kXJlkeuZlgmDjxAqh0N31AO12kdXCBWTgY1tV8rnDdHYcpVgaX9tOIISK61lYVpla7VbTWawLhla7SL2x98ZAe4ViqMSPDLD4+68QtB26v/4U1kyB/GcfoH1thcaZaTq++BCph/ZjdKWJ7OvA7MsS3deBEjNxi3Vyzx+j/MoF/LZL19ceoz1TQI1HSD64n/l/+yJ+rY3f3CikBAJVqEgCCnKBsr9ClAQREUVBI8DHkq3Q3XAbL2lVFjjh/XTtk9yxa52R6yJz9GG0eAq3UaN06lX8VhiUFYpKYv9h4sOHEKpCa/Ya1Usnw45+soiT02kc6qd18i1UOyQLDHtaezjSwqGNi7PlYqtGYuQe+gTVSyexygUmg3Pr3edMEUHDWBMW4YLv4WLLNvrofmKjj9Gt6ZTPvElrbnLba7Noctr/Oaqi09F9DBCsLL635baaFsH37bX3TpDKDNJqrmL7O2eXuWu9N5aCKaIiQXfHcdqNFZpWgZZsYNMmke5DbwesOLOUvLC75V76iIeswatU/SLGWhqugbmuRFyfZxsLb6t5FpDbl6C21KZsr3DCewkIBcBeKOrD+Xt1vaBwr7T219GmwdXgNLPBZaIisd5L+7oCFD4jFv4e5mJTz4m11FYAfLmpVerW23tYqw2GPjXE6uklHMdHMVRUQ8Fr+6AKVENFqALPBylAi+ooukJg+3jW9u/gnVF4VFYpj79LZuxBWqvzyMAncDY/eImMSqPsMX2xtdHoWIt7jT6QIN2hE0uqmDEFq+XTbt7YcHXOwbUltZKLpoc7Bb6L49wIrFlWBRAYeny911QQeGtCY+MDJoQgFu2g1S6uxxsA2u0imhZF12JIGWCYKQql8U1CAkBRdKKRLNFonvuO/Mb694aZpNlYQqDgBw5TMz9jaPA5jh35Ner1BZZXTlOtzSDXql8LxUvEoh2M7P8sjlNntXCBQuEirnd3/fRetUV7ajXMdmjZmD0Z9Gyc4g8XcEsNWleXiB8dwG/axA720bq8iNGTQagKzlKFyGAHqcfGwA8ILDd0ZQHOYhl7rhi6qWCLVEHB9f4kPh4NKnfciyEg2FP6rNB0up7+bJiNd+Vc+DJ5N+632dFN1ye/SPXSKdxKEbdZ2+C3FbqBTEaoiTL+LlTpm86tquipLEK7kd56PUawE22FtjSF51l0P/dljHRuXVBoemwt1qVjtcuoqolhJrDtOq7XoFibJN95OGwzKxTMSAYhBFa7gmEmyPc+QLl4lVZzBUXRcbCxgiYg0bQohpnEsWsEgY9uxFBUA8eu43s2ZiSFqhrUrSrxqEXLt7CEh91uo6gGQqgEvocUEgwDVTWQbpvAbaKZKsNPdGLENGZPFkh2R6nMNdGjGkZMw2179B3PEcsaXP35MkrcpfNACj2iM/5igdy+OJn+LpYuVqjMNxl6rJNISmf2VBEzrvHYXx1j4WyJiddWqC+31/htFPZiZF5vEnU7UGNxAsdG+j5qNI7fbmLJFpb8MOJqm+E2HLx2+IzrCYPhz40iVIX2ahOrbNHzaB9uy6U2VaGxUKf70T6S/UkW35xj8e3tldQ7syikxKmVKJ5/cwPf061YmbE5+kSKT/5SBwsTFqtzNvsOx4jEVGYvtUhlNTRN0Kx5uI5k8GCMjj6DAw8lqBVdbCug3fRx2sGNHhIi1MSvQwhlzYq/RfJu48KR0kMRGy9fCCVcTLhhAt66zU1HIJAB5co15hfe4mZh5Pk2/poAqtfnuTT+DRLJPro6jnLwwFeYmv4ZK6thG0LPa3Nt+iWWV06Ty47R1/sY6dQ+rkx8L7R07hLUqIEaNwnaDoqp49XbBLaHlo5hL5bRswm8agu32CD9+BjFH50m9dgYiqHhLFdxVqqs/vkJ3GIdoan4LZv44f7QXP7QshUFSiSCoukEtr2erg2gmFH0ZBoj303p5Ku05q8hPZfAsUFRUc0Ikc4+ABqTF/HaDfz22jMsBFo0gdeqs/rWi5toaa6fW41EEJqO9H0C20IGofBXIzGEolJ4+yXc+uZcdaHpqGaYAuvb7Q3Cy2vW8B1r0zk7uu9DVQ1azRV8z6Gr70Fcp0VOj7Iw+9b6uQFU1SSe7CUW76BWmcXz2sTinTQby1itEoqikus8jG1V8YCewcdw7DqGcZB6dY6Onvtp1hZRVJ3S6jjd/Y/Qaizj+w6qapDMDJKU/VTL07SbBXIdB3GcBp7bZnD/s9Rr85iRNAvTbxDPqfQfzzH9ziqu5dNzNIvdcInlTBIdESJJnfJck86xFASSkae7mXuvyP6nuohlDQ4818v82RLHvjTI2W/PMPBgntmTBdyWj9vyaRZt5k6XaJVtFDNC5plnMXv7aVw8R/29E7tmDd0u4gePYc1N4ZSLGB1dtOenwf/w4yZbITGQAgRT37/CwV89ihppUJ+vUTi7wuBzQwRegNd2aSzUaa22dnyPb0tQxIwchhaj1l4kuIkPZichAdCs+fzkD1aIpVTaDT+safhhGQG06j6vf6dIPK2FPnYrIBJX+d6/X0IGklbNJwjCDnVBEGbpJGOgqSaJeA+NNTdTMtmPH3hY9u5kblIGVGuz9HQ9iGEkse0qQqikU/uwnRqO08D3HVrtAtnsCMurZ9bjCkKoa5lJLo3GIslkH5ZdWbduxDrzZmjiK4qK51tUKpPUajMcPvjL5LKjrBbOI6WPomhIGdBsrdBsrWDbNfbv/zSGkaC9Rbzh/UKJGnR+8WGEoeEsVbCmC1RevUTuU/eRemQENRFh9dvvoqVjqFEDa7ZI/OgA0tOxFsL4RecXHw4FjOVQ+OF7oXVhvz823zuFUDUyxx4lOXYMFJXAblM+/SbNmasouk7+4U8Q6RnESGXJHn+C5Ngx2gvTFN/5GWa+m+xDzxDp7EVPpun65BeRnkvx5Ku0Zq+iGCa5R54l2jOAUBRmv/W7GxZuxTDJ3P8Eyf1HEKqKlAGVc+9QvXgShCB1+CESw4fQU1kWfvBHWCs3NLVIZx/5x59HjcbDHtrtJqtv/Ai7uHNHPSEUquUpGrU5IrE8iVQftcoMRiS1npF3HapmoqgaiqITiWYoLM/TbhWplibxfQc8cJ0GQgh0IxE2Fls8Td/Q0xiRNK3GKoWV8/QNPonv21jtEroeA6HgBy7V4iSaEcMwk9Qq0zh2PSRcFwLPsygsnaVv39NoepR6ocrVV5YYfDgfEldKiWaomAkdoQiaJZu++3IsX6rSKNg4LY/eY1lmTxVRNIVoxiCS0ilN1WkULS7/bJHBh/P4bsDc6RJO08WqufhuQHS4n8zTz6FEIugdnbSuXMKv31l9w/p969+H2d2H0dmNtTBDtH9f+Pf8NKgq8QNHUGMJ2rPXcCsl4mOHUaNx2nNTSMchNnKAwHFoz0xidvfRmryC2d1L4Dqo0RhGZw9uqUB7bpr42CGEquE367SmJm4rO0mP6WhRHSNp4NseWlQj3pNAQuhesj182wMhaC036Xqol5VTizTmdyZa3LOgECgM5B+iIznGyWt/iOXeXo8Gux1g31TsVVrc6A+srLioioGUCo2KS6Oy8/Ekku7uBzHMFALo7nqAQuEitr23cRUKF8nnDnJg9EuUK5NEzBS53EGmZ17G88J86IXFdzgw9mUOH/wq1eps+GLpcWbmXsVx6iwunySZ7OfQga9SrU0Dgmg0R6FwkWJpHMOIM7zveRynjuM2MPQE8XgX8wtvIWWAQKG35xFi0TytdhEQ5HMHaDZXcd27a8q6xTqll86BInCWKwS2S/3MNNZ8CS0ZwSnW8Wtt3GKduf/1J7jlBoXvnwqzpByP0k/OonemUKMGXq1N0HZoT6/iFOthgc8HjPjQQTL3P87qGz/GKa2S2H+Izqc/i1sr41SKlN57DS2eov+Lv0np5Ks0Z64QeF4YSyqtsPLqD0jsP0T+kWdZ/tm38a0Wvh3e98C2WH3zxySGD9L1zOdBudmdJkgfeYTM0UdYffMnOKUVFDMSWiNSgpRUzr5Fa26Cga/8FkLb+Ip5VpPqxZM45QKKptP1iS+Quf8Jln/27R2vV8pg3V3puS3azQKu06TdLCClTzTegWGmMCMZkukBTDO1lmYt1/dLZvZRr86iaRFMM0003kmzvoSiaGQ7DqIqBq7TQlH09cVJUTQcq0Y82UM83gUyCJXEtViHYSYxI5nwWI0lDDNFNn8AVTXwPZtY1qRjNEkQSHzHZ3Wixv6nulB1haVLFYyYBmvhZCOuoRoKgSdRNYXGqsX8mRKqrlJZbmLEtNDyADwnIPACKgstDn6qlyuvLOEG8sai6vs3CtTuEEI3iI8eon7xDHomzNqzV5eJjRwERUWoKpG+QdrzM/jNBpG+QbR4kvqlswSOQ+bhJ2jPTaOnMkT696ElUuj5DqL7RmhNT5A4cpzW5GXiB4/iVstEB/dTfe9tvFp1oytU04gfPgZA8+I55C2WjFAF6dEcVsUiM5pj+cQCxQurZMZyzL0yTbBWX+W1XIoXVoj1xJF+QGY0CwKW3rpLrichlA1c9XcTAoXhzidp2gWWKhd23d7zLBYW3yGZ6MMwEszOv76upUPo/imWLm+74NpOjfEr36ar4z6SyT48t82Vie9RrU6tb1OpTnPh0n+kM3+URKKbIAio1+fWXUKt1iqTcy/R3fMQ8VgXIGk0l2k0l9bHWK3NkE4PEYt14Hk2U9MvUSxd4Xqlbq02R8RMk0oOImVAuTxBsXIFM92BX17Y4FK4I0iJs1ojsJwN37mFGm7hhnANbA97IXSXeOUbfnnpBzhLlQ2HDNrObRXt3DUIQerA/bTmJmlcGwcZUDnfIDl2P7HBUZxKYc2NJJCBj2+18Jo3NEvpe/itOoHVRvo+XrO+ydUjXYfAtjaZ44phkDpwP9VLp6hfObvl8KTv4VvtLbMAvXqVRrOOopsIVaW9NEukq2/XSy4XLq8rMJ7bZnHuHSLRbGjpSonnWpQK4yiqRqU4QTTeQeC7uG6TIPBYXnwPY816EIpGqXCZIHDwPYvlhROYkQzLCyfwPJt2cwXfd1hdOoPnWeFzXLpGs7mC3lzBc5q4ThNFKaIoGuXiFYLAC9O/nQau22J54SSe16ZZhPGfLITprU0PBKxcDut1FE3w8Nf3U7xWp2MkFAB6RGVlvErffVkKEzXOfWcWPari2T6+GzD+4kL4LLc8ZADjLy5gxLTwszJH6ac/wujpo3n+DH7r9uJK20Gs8fr77TaBu/a8B9ernyFwbGpnTxIbGkUMjyIdB9+2CCwLZIBQNQKrTRCJopgm1tI8iYNH8a02frOBYhio0Rj2wlzoHm238KplAnujR0FLZ+n4/Ffw6jVaVy8j/Y0FftKXLL+7wPK7N1JfV04ubnlNKyeXGP7cKO1CC0VXUPWd1/WPTJNYTY3QkRzD8fZ+c5vNZVYL59diFTfIkMMHtsmVie+ufV7LLpH+WkpiuKVtV5mdfw1FaGGuuwzWhOGNz83m8noW1VZQkykaapXFCy9t+i0IPJZXTrO8cnrb/euN+U2ZTkY8S9+hp5l999v4zp2z13p1i+KLZzdnSvxFhVDQk+nQpbO2GEvfxWs10JPb1yjclVOrOmo8gVPaugp7N5gdPWTuexwtFrZRNXNdYRB9F9hWZcNnx67h3GQ916szG36vVzdm19ntMnY7VAD8lo3VupHG7PsOtnXDZet7YaJAe22bm49lX1cM/BsKgrV2XE2L0GquUqvMcF3CygCs+k1ZPxLstc9CwMRry6R6osy9V2R5vEqzYBNJ60y8tkxtqU3gS3z3hsC16xsziAJPYq03InOovP4KdxuB62AtzpE69mAoHPyA6PAoajRGfPQQ7dkpIv1DoKp49RpOYYXUsQdJP/gY7bkpmhOXiI8dRgYBjUtn8a028ZGDWPMzoeIwfgE9ncGr1wgcB7dWuZEqexPMnl7UZBK/cXfcaTM/nSKSjSADiVXaeZ15X4JCERqZ2ABxM49EUrdWaLRXNuUuq4pOMtJNzMwDkqZdoN5e3hDf0NUYqWg36fgAcTNHNj7E9XSoQPqs1i7vKjx6Oo4jUPB8i3Jtis7sITQ1Qr21SNsq05k9DALK1SkSsS50LYYQCsul80SNDKlEH37gUqxO0J27L9S0Ao+lwukNY70OoagkukbQown0aGr9eyORJdE5TOC71Jcn8e0WQlGJdwxhJnP4Tpva4hWEUEh0j6CbcexGicbqFDLwiaS7iecHCHx3nQpB0U2S3aNoRoRmYRardvt0IEHboX7y3vVX+MAhJb7VRo1EWe/tKhRU0ww1+Xt56sBHug5q9PZJLIVu0Pn0Z/HbTQpvvYjXbpJ94CmiPYP3YKQfPDzPYnVxIynoTpASli9VWb50Q0jNnvrgqWZ2hZQ0r1ykpWogA2QQ4FbLtCbXPAOeR/3cSUCs1SdIKiffQqhKWMgqA5zCSpgos+YuKr36UugtkJLmlQuhizIIkL5P7eypkJzuZghBZHAIod493T5wfFrLe1PMb/usiqIy0v0MqWgvgfTR1ShCKEwu/5z50nvruc6mlmSs91Pk4kN4gR3m1CsGK9VLTKy8ireWv52O9TGYfxhTT6KqBqlYD6Yealt+4FBpzm4SFIEM8LwbfDlRM8ty8Txtq0Qy3kMi1k21Pkc+fYB2pETTKuC4DXKZURShUqpOYhoJMskhUvE+as0FUvFebKeOoUeZWjhJf9cjaFoUx92cypgZOEqq7yC1hcvE8wNYtRX0WJqeY5+iuTpNJNlJPD/AwpkXyQ0/SCzXR31pIrR8hEA1ImhGFN+z6Tz4ZOgisBr03v8CtYVxIukutEgcoWh0jj2GDHw8q07v/S8wf/rHOI2duW5UU0WNaCDBa7sE7r2LIcTz+whci3Yt1LAl4EkXR4Zmc9i7+M58xUIVaDGdwA3wLQ9kQOPaJdLHHsEYP41XrxDtG0aLJWkvTt/hFV0/qQhjEyJUDK4LpMC1ac5Nkjr0IK35KbxmLXx5hVivz0CIcB/Ehn0VTUOPp2nOXMWpltCicaLdA5vOK5TQQg7Pr2xbyLoJioJiRsI+Bp6PdPaWDKGYEVDDjL/QXbLF/RICxYygJpNo8QRCN8LtHRuvVsNv1JCet+763Q5C1RDG2r72jXMppomWyaEmkmGBp2Pj1ar4jTrS3aYO4abr3QTf3+S62QuEaaLFk6jJJIphAILAsfEbdbxaLVz4YUOmWvh5rc/G2lxKx10ftxKJhNcWT6xdm4NXreDVq2EsRcqN13iLkBC6jpZIERnaHyqQioIai4Gy+cKl6yHdu+8Ovm1BYepJTD3J+bnv0nbKmFqSw/2fY1/H4xTqk1humEE03PUk+cR+ri79lGL9GghBZ3KM0Z5ncf0211beQBJQrE9Sbk6Tivby0PCvMVt4l7nSqfBkEny52V3SaCxy4eKfrGc4BYGL67UIpEcQ+LBW9FKsXsXQE6iKjqaaSOkjhIammqiKQRB4BNJDVXSqjTksp4rrWXi+vRZs3nwjhFBIdO2nMnue6vwlVCOCHksTzw8STXfjNCuoeoRYthc9miTVM8ryhVdolW/4DX2h4Ls2ejSBopvo0RR6NInbrlOcPEUk1UE03Y0eiZPuO0hjZQqhqOjRNJFkfldBsf9LBznwK0fxnYCz/+ZdFt/YmR9H0QxUPYKqmTitKiAxYhl8t41rNdAiCXQzjtuu4zktVCOKEU3h2S3MeAbkGsVCq0Lgu1wLzjMbhEWXHu4dsX0KRXDgV44x9Lkx6rMVTv+rt2mvtqhdOYuZ76b3079MYLdRojEq596hvXxLQO66L3kLSCk3a25AtHeI1MHjGNlOtFiCrk98HrdepXLmTdx6hdKp1+j6xOfp/8Jv4NtthKJSu3yW8pk30BNpMsefRE9l0WIJ8o88S3L0GLXx07SX56hPXiBz7DFifcMA+K1GuOgCihEh9+BT6Ok8RiZP+sjDRDp6ac5OUL+6mRrnVujZHF1f+zpqPIk9P8vKn/8p0tl50VATSbp/6dfRsjncUoGVb/4JfuMm5UhRMHv7iB8+RnT/KHquAzUSXQvSSwLXxW82sKanqL7zJtbs1I5ZOrFDR8i/8Dm8eo3lP/1D/FaT2MgBMk9/ErNvACUaKp7SC4/buHCO4o+/v2lhBjB7+uj66q+uz9/NsGamWP3ON/ZWgSwERmcXsYNHiI0dxOjoQo3GEHqYTSY9F7/Vwl6Yo/rum7QmrmyZEisMk86v/BJm3wD1U+9Sef3nxA4cIv3kM5i9/SiRKEIIpOfi1es0xy9Qfes13OJmPi/FjBA/dASjuxejswu9oxMjH9K9G13d9P3W30ZuEayvnzlJ+eUXbytTai+4bUERBD4zhXeptsIX0vFarFTHGe1+FlNPYLlVonqartQhVmtXWKxcWNcyFspnyCX205M5xkL5LJZbCyswgwA/CNMsA+mv1yBsPwaXtnVjsWy0lteL4prtFUrVCUwjie3UKFUnyGcOoGsxVsvjdOdC3ifPtyhWr9Jor5JJ7gvjGl6bRms51FhbK9uPQ4h1H6JcW4iEEDitKo3la0gk5anT+I4Ft9JxCEHnwScRikp17hKxXP+awrnmQkGuZbiENMGB59IoTOPZLepLV/fkeopko6T2ZwkcHz2xez+DeLafdO8hmqVZAt8h1ROSnelmgtVr7xJJdmDGs2iRBMVrJ+gYeQynVcWqryKEQizXvy7oSrNnsGnfEZPmzTBSJvu/eIDsoQ4yYzlmfjJJe3WGwLFYef2HmLlOFDOK16jhVEsbFn7ftlj66bdwKlu7M9qL0yz97NvhfboJbqNKY+oSTI2zrrMEwfp2Xr1C4Y0XSY0cxWmUMbPdKFIQ7ejHqZdozYQptl65hJ7Mgi/DIKgMKJ54hcbUOJF8D1o0CUGAFk+RPfwoVnmF1vwUysoC9soikY4+FEXfuNgJhXjvME6tiGJEiOR6CDyX5uI1vHoN6boYXd2o8ThGVw/23MbYxa2I7BsmOjKK0A2smSn81sagvppI0vWVX8XsD2nEZRAQOA5BqwWKQDFN9FwHeq6DyNB+Vr75H2lPXtn2fGo0itHdjZpIoMYTREfG6Pj8V9BSaaTvhRq7EiAME80wEbq+fUKHIlAiUdRoFFQ1tFY0DSEEfr26HovcDYoZIf+5LxM/cDjM8pMyvMa1uprQ2smiZbJEBoco/PA71E+f3LQYC0WgZ/MYXT1EhkdIOQ655z+DGk8QODZBu4VQVRQzgtHRiZ77BGZ3L8t/9sd4lY31Nlo6Q/4zX0RLrcXcrlu4hHU4eq5jS2GgxhNcL3C9m7htQeH6bZrW6i3ftTZkREXNDIYWpdpa2GCKBtKn2l6gIzlCRE/ddortdihUbjyYgfQpVDZSiCwVbgSTfd+mWJ2gbYc3xvXatKwbEt12wjEVq1s/7FIGtIqzpAeOIGVAsnsEp1mhWZonPXAELZLAd9pIQyWo2jQLM+T2P0R1/lKY5VJaQNUjeHYLzYxhxLNICe3qMrnh46T7j2Cm8mhGBM9q0CrNYyY78J05VMO865oChK6VdnWZ8tx5VD1CsnM/7epSOL5oCkUzEYqKGc9hJvJI36M4dQqQmPEc1aUrOK0K6d6Dd31svutj12xkIHGbDk79hoYsPRdrZQdys8Cnvbj9Qum3m7Tbm320Xr2CV6/sOC49kSa9/35ay7NosQQio6AYEVZP/JTW4jRdj7xArHsYp1okku6i88HnWHrje3itOoFlkRl9EKdWIvAcMgceopXI0i4u0p6fITl0mPT++3HrZYSi0vngp/BbTdorswhVJf/AJ/GaVdRIAgIfoWo4lVXsyiqNC+eIjR5EjceJHziEPT+77TMTplseDSvQbZvGxbObCtT8Rh1rbholFsOauUZ7cgKnWCCwwvib0dVN+vGniQztR8/lyX7yU9gLs6ELawcIXSdx7H5SDz8Ovk/l1Z9hzU7jt1oITQvTR4dHaI5f3LZozllcZOF3/w3KWjaRnu+k43NfDt0yt4HAtrCmJjG7e7HmZmhfu4qzuoLfbIIAPddB+pEniB04hJpMkf3k87SnJjct7uvXJgTRoRGi+4aRQUD51Z/SunwJv9lEGDqRgSEyT30yvMaRMVKPPknpxR9suE9ercLqd/8MsVYjoybi5D71GbRUGrdYoPSzn2xpLbqlwt5dlbeB27copLcpwHvrY6gKfc062KyR+4GLECqKcm/SbHfDSvkinndn3dPKM+eQQUA000N59jyBa+E0Siydf5lU7xgikaNZmEEGPoWJd0j3HSLROYRrNWiuzrJ65S0y/Ycx4hlWxl/Hrhew6wVWxt8g3rEPu16kcPUdPMdi+eLPSfcfJtE5hN0s37102ZsgpVy3yALfpVVZxHctrHoR37XJDT1IsziLDDw8u4lqREn3HlxzU4EMwgDevYDXdDn7r99h9YkBatNVShfvTW+P9wMjlaN86QRLb36P641ikAGx7hGSQ0eY/+l/pF1cRIsmGHjh10kfeJDi6Z8T7x8FIVh643sEroOi6kgZYBUXUSMxOh54ltrEWUoX3gIh6H36y+Tvf5r5n/0pELo/zWw3cy/9SRgjUVSCNXr/9rUJ3GoFI99B7MBhqm+/Hi54W0BLZ4kOjyAAa2UpFCq3IggovfISlTdfxSuXkf5GV469OI+9vEjvX/kbGPlOzL4B9HwH9vzOLMCKYZJ5+jnccpHVP/8G1tzMRoFwBWon3toy++c6pO/hlm5Yi161uqWLaldISfXE2zTHL+KWi5tiIs7SIvb8LN1f/01iw6MYHV2YPX3bCgoILSe/1aL4w+9SO31ig6vKnp/Dq1Xp/pXfQI1EiR88TPX1Vzak8waWRfPSjTIBLZMl89Sz4W/tFs2L5wjuceLGzbj9EPoe1gPHD4uPDG1zZoipxfEDd52B9YOG4955bnXgOZSm3tv0vVVdxqpuTKUNXJvy9JmNY2jYrIy/vmn/xso1Gisbs5M836U4eeKOx7wT2pXF9WwKGfgUrr1LJNmJ9D2cVoXCtRMoikqrsoDdKLE6+Q5GLEPgO9RXryF9jyDwqMzvXv/yflA8v0rx/EdHQFyH127SmLuyaXGKdQ/iNmtYxSUIArxmjdbyNPHeYUrn3gitAKGErhLfQ6gqge2CBD2ZxUjnUXSD1PDR8IBCEMn3oegmgecAkubC5Do9yM3Kg1cp0568gp7LY3T3YPYP0rq8dU+D6MgYejqLlJLW+MVtBYpfq+5Ik+0sL9O6Mo6e70QxTPRMbldBIZQweF568YdYM1NbbrNtEPseIGg1cXaou/CqFRrnzhAdHgFVRc9vphS/GVJKmuMXqJ99b3M8Q0rak1dxFheI7h9FS2dQk6m7VvdxL3BP6ihadommXSSfGGGxfA53rTBEV2PkEkM07QJtp7Jhn7BuwUdT71071I+xNTxno1/ad9o0izdcNu3KxqIdp1nGaW7Wpuxdguz/uSHw3U0aNoQ+ZBn4G2JT0nVDN4IQ1GevkB57gIHnv47XbqDFEhTPvg4yQFE1hKoT7RrESN9YjGrXzm0QCFuRb0KoZTcunidx/0NhQPTwMVpXL29y3wjDIH74KKgqfqNO8/LF9+/WlAFuuRSeQxEIY2/vsL0wR/vaxPs754cAr1JGej5C01DMna9Reh7N8QvbZiAFjo1bLhHdP4rQtDDO8hHGPREUjtdktniCA73Pc6D3BVZrlwFBd/owMSPH+OKP14XH+j5ug7ZTpSd9lJZdxvXbKEKl0ppfT6XdCkIRRDpiKJqCXbHwWi5CEcS6E2TGcpjZKDIIaC42qE6UsCt7dDsJMLNREr0JYj1J9LiOEAK36dBcalCfreJUd0i/ExDJx1ANFadu49ad9e8yI1minXEUXcFtuNRnq9SmK2Hq5x6gGirJoQyp4Qx6XMdrudSmbxzjdt93PWmQGs6Q6E2hxTR826e51KB2rbzjfJm5KFpEwyq18W2PxECKjmNdSAmlS6vUZ6ogQdEUsoc7SA1n8FoupQurNJcbW1unAqIdMZQtKkVlILEKLQLv/flgtbhOoj9Foi+JkTIRisC3PKxSm+ZinXahhde+jaJEuf6fDXBrJRJ9o6hGJKQFEQp6KofXrK4FbB18u01zYRKrsIhTL+G11vo4tJt47Qal82/SnJ+46VQSggCh6ZvOdyvsuRnc1WUig0PE9o+hJdN41Y2C3ch3EukPe2Jb87M4qztzTd0MoevhP0UNLQNFuWnhFFunq241zqWFG5XOHzEITUPoBkJVQVEQQqDEYqzf710C5dKxcQs7WMFBcFOSggjJ7D7CuC1B4Qcurm9t6iUhAx/XbxPcpEEtVc4jZcBA/iFyfZ8BCZZb59LCj1mpjd96aGyvycTyy4x0fYKDvZ9GSh/LrXNh7ns7CgojbfLkP/0UyYEUF3//NNM/mmDsl44w/IUDxLoTqIaKlBKv7VG7Vmb8j84y//PpbWsLhCrI39fFvhdG6Hywl1h3PORs18KMg+uMi/XZGpPfvsTMTya2XFy0qM4jf/9pOu7v4tp3L3Phd99j6LNjjP3SERIDKdSIhlAEgRfg1h1WTy9x8fdPhz74HRb61P4MR/7aA/Q83o+RjqBoCtILcOo2K6eWuPh77+E73p54btSIRv8n9jH2S0dIj+bQYzpCU5C+xGu71KYrXPvOZaZ/PIHX2ugGUHSF43/3UfqeGuTU//NNrIrFw//lk6T2h/2eG3M1Tv3OGyyfXOTg149x+DePY6RNpC+pXitz6nfeYPXU0qYx6XGDJ/7b50iPZDf9ZlcsXv9vX6I2Xdn12m495sCnhhn63BiZ0Sx63AgFkQhpD3zHw6k7VCdKvPf/fpvate19z3tBY+4K6QMPkT/+Ceoz40Ry3UQ7+1l6I4xlKEYUI91Ba3kWNRonYpjYqo5bL+PWy9SnL9LxwCdDYji7hR5L4VktmvNX93R+v9WkOX4Rc2Afej5PZGiYxpmN1xQbO4iaSCB9n+aFszu7eYRAy2SJ7ttPdHg/WjaPGo2uL6RCVVEi0TAr5zaYVP1G/a6zu94J1GSK6L5hIsMjGPlO1FgsvEZNC6/RMPYkqIEwbbi9Wwzhpnf0ztqc33PsWVBIAmYK77BQOrOpAK5Qn6A+uULbuVFhGUifxco5VutXMbQYyNDS8ILttHBJoT5BtbUQVk4T8jXtVpUtFIGZjRDtitP5QA/JoQyjv3iIwJO0Cy0C18dImpjZCPn7unjkHz6DHjO49v3LW/aH1iIaR//6g/Q+PQgSAtfHrlp4TTe0MtIRjJRJ/lgn6f0ZjKTJ+B+f3XQsIcBMm0TyMfL3dXP4N49z6K/cj2qoWGWL1koTRVeJ5KKY2QgDnxomMZDizf/up1Qnt16oUkMZHv9Hz5K/rwtEyD3fLLdBgpkJj5EcTFG6sLpljvXNUCMaR/76Axz8tfvQ4zq+7YcateWhRTQiuSj5Y11kxvIkB9Oc+7cnNglEI2kS7YzT++QgsZ4ERiZCa7lBrCtOcijN0b/5EGYmwuHfvJ/AC2gthb9lD+Y5+lsP8trlF8N5vfkpkBKnZuM23bBw0NQwkgaKpiIUgdBu740yc1GO/91HGfrsGKqphrU5dmhFyECiRlT0qE6sK47Xcte5/HdD4NjYldVNxGwQptcuvf4d8vc/Tfdjn8F3LFbe+THNxUlAYKRzBI5Fct9BZOCHvE+KysIrf4ZVXKRw6mdkDz9K7tiTKJqObzUpnX/r+gThVIt4rc2FoDdNIs3LF0k/+QnUeJzEkftonD+zvogrkSixQ0cRQsGpFHZ0/whdJ/XQY6Sf/ARGR0eo+fp+mO7pOGF8ynXW6ioie5q79WF+VOi5VZXEkfvIPPMcZm//epV04Dhh7wnPQ7ouAaDE9liRHwT3JPvow8JtWRSO18Rhi3TCwMbbpgrS860dLYJb4frtTW6pvUAIQe9TgyAEy+8ucPUbF6hOVQgcn0g2ytDnxhj5xcOY6QhH/+aDVK4WKV3aXOjitlzmXpki2hFj9fQSyycWaMzVcBoOAoh1J9j/5YMMf24MLaYz+ktHmH91OnSzbDOu/NFOckc6sCs2l//kHMvvzOPUbVRDJXMgz5G//iC5Ix1kRnOMfu0Ip37njU2CR4vpHPmtB0IhISXLJxa59B/OhNq1hFhXnH2fHWX/Fw6QHEiH9AHbZEgJRTD8+TEO/cZ9aBGd0oVVxv/4HOXxAl7bRYvq5I91cfg3j5MezTL2y0doLNSY+OalLQVQ/3PDrL63yKv/6Me4DYejf/Mhhj83Ru5wB9G/8wiFcyuc+/+exLc87v8/PMLgp0fIHuwgOZCiPL6xxsFrurzzL19Fj+moUQ09ZvDQf/Ukncd79vYg3DxnUY1jf/Mh9n/hAEJTsIptZl6cZOnNWdqFFtKXaDGd5L40XQ/10piv0V7dW0CxvTrPwsvf2NZ1YhUXWfj5txCqFsYr1gLeaiRO18MvUDr/JvWZS0gpUc0og5/+DaKdA1jFRXy7TeHMq5QuvL1Ws3Njf+l7LL/1w11b5TqrK9jzs8QOHiYyOISey+OuhtXzZm8fZncPci2o6lYrWx9EUUg/+gS5X/hCyJDbbNK8dJ7WxGW8UhHftsJF1PdIP/oUued/YU9z91FD4sh9dH7ll8N6B9uieek8zcsXcQurIZmf64HvER09QNfXvn5XaTT+ouCOrzhldNMVG6XhFFhqhdwne4UqDHoTh1lsXFyjetj6+IYao9DenatIjxusnFrknX/5Ku2VGy98e7VFbbqC9AMO/eZx4r1J9n/5EOUrxc1WhYSZH0+w8NosVrm9yYXTWmlSmypjpiMMPDtMvDdB9mB+W0EBoRuqXWxx8n95nYXXZjZMUWO+jl2xeOaf/QKRXJTuR/qI5KK0V29pXHO8m/5PDIWcVZeLnPifX9twztZyg/KVIoHrc/DX7kNsUd5/HYnBFId+/X60qE7lSom3/tkrm9wt9ZkqzcU6T/53zxPvTnDgV46y9Nb8lrz1QhFc/bOLlC6EPtmJb16k7+lBzHQEPW5w8X87TeVKKBCmfnCV/k8OoScMEn2bBQWElpLbcNaP7dbfnx+798lBhteERHOhzsn/5Q0W35zddM+L51eY/tHVULhuYWVuCRlsaJS05Sa+tznYLUTY/S6ZRY+nQShEuwZQzSh29SbFZY0uZCuEmU+7DM+xaV48R2z0AFoqTWz0ANXVFVAUYgcOo0Sj4aJ48dy27iI910H6yU+iRqJ4jTqr3/kzGhfObrl9KMjufqHXvYYSi5N55jnUeALpOhR//P0wLXcLV1xg21uyNfxlwK19K28bTbdEy6uSNLtuewpVoZGPDO7QRQ5iepqUsXMq2nUEfsDUD65sEBLX4ds+17639puArkd6ieS3Lszx2h5WsbWtn9+pOyy8OoMMQn73eF9yx3FJKZn/+TRLb89v+R6VLxcpXw4XiUg+umlcQgmtJT1hIH3J1A+vUp/dLJh8y+Pad69gFXewyAT0Pb2PxECKwAuY/M44tamtXV3FC6ssvz2PlJLEQJrOB7q33M6pWtSmKuufW0uNUMgCzYX6hrG2Cy3clouiKxjpe5fhppoq+z4zih4POaIu/8k5Ft/YLCSuQ/qSwLl9V4jQDRRz54wVxYigRsJ76ltNVk68RLRrgJ5nvkLP018iue8Qqyd/Snt55yrq20Xr2lXcahkUhfiBIyimiRqNER0ZC91OK8th/cI2MHt60dIZANqTV8O8/m2EihKN7bkS+qMEPZfH6OhECIG9tEj9zKlt4zVqNHpLb5K/PLhji8KXLo7fJK5l1r8z1QR9iSMYagzLqzPfOE8+OkRETaAKHTdooykGS80rKEKlP3kMQ4lSsRdYbU2iKRH6E8fQFANV0dczoHpiB0kanfjSZ7F5iaa7URt1ajbl8c3upOtoLNSpTJaJ9SSIdcRJDqS2FCp7QbvYwncDVFNFi+wc4PJtn6W357ddiHzLW2dxVDQF4xbaDS2mkzvUgVAEdtUKg8DbKG7NxTrVa2ViXVv7UrWIRvcjfQhVYBfarJ5a3PZYgeNTurTK8BcPoOgKuSOdXPv+lU3bOzV7Q7Dbt338tXhGa6W5IZvLd7ywgYoQqOa9M+GjnXFyhzsQQtBcqjP3yvSucZv3g1j/MFoiRfXcu9tuE99/EC2WpHzqNZCSxsw4zYVrqLpBpHeQ9sIMvnX3c+i9cpn2xFX0XAdm/0BY5xCJYHR2hZmA4xd2zN1XY/E1gkJwS8Vti9mUSIRI38BfQHsiXPyvu5K8WjUkKtwCQtVC9lYhPpxrlPJG8aGifOBC+Z68qYH0KFmzBNJnOPUwDaOblNGJ5dVJGV2U7TYRNUlUS6MpJi23TMmbYTj9KE23RD46hKroLDQuMpR+KCQJk5KGW6LmrJCP7qM/cYTL5Vc3nNdtOjvyqgeOT2O2CgyiRTViXYmdL0SAoqvoMR09YaAaKkJTUFSF5GDqRqbCLvfMt9y1824NGUgC118/llA3HlBPGEQ7w4XfLluhtbPduWyf5sL2fPV60iQxkArbVto+8d4kWnR7QWdmoshAoqhKmIasq5sEnmd5+O6N76SU64uy23Q2avEB6/n6QhH3zFsR70lgpMPgan26uufYw3ZQozH0VI7AsXGqxZCjKZlGBgHW4k0VzYqCkcmHPbGFwGvWUTQdNRrD7OwFwCmtgvTR0lnS9z2KlAFevRq2Q72LFC1hTcU5kg88hBqLEx0eQY3FUUwTv9EIC/F2OJ/fboVWs6qGrK6quplkTwjih48RGRz6C2lRBJa1HlRXo7Gw//omq0kQ3T9C/NDRG7T2H/Q4HWddiKmJJGoiuc5F9UHgnggKQ42Ri+xDEQJTS661OJU03CKmmqDhFDHVGKrQcIM2FXsR17ew/SZRLUNcy7LcukrLK1OxFolqSVRFJ2V2Y6oxTDWxpa/Qa3u7Umrb5bWuZYrASG3j+lAEyYEUvU8M0PFAD4n+JHrCRDVUFE1BaAqqoaAae8t99h0ft7VzNs1Oj54e08OMHcBtOXg71FtIP0yV3e6ARsJAj4WCIdGX5Kn//vkdn3tFFeupwaqubhn7kH6w2U239jHw5aZ06g8CRspcn7PWSnPvsYctoCVS5B/7FIFjo8YStGauUhs/gxZLkDp0HLdSWu95nRg+RHz/Ifxmnfj+wxTe+DEA8X1j4bjSOVpz16hfOUe0ZxAjkyfS1Y9rRHDKW2dR3QnsuRmc1RXM/kFiBw6FaawI7Pk5nNWdmy85qyv4rSZKOkNs7ADRkQO0Jy6HYxQCNZ4gfugouec/E1Jrf9D3WVHCWg5VAVVFjcfXhZVQNdR4ksBeEwSBH/7/ljG6lRJerYISjWL29RM/cozG+TM3KMKjUWIjB8i98DmUWDzU6j8EgRjYFs7yIpHBIbRkiswTz1B+5UX8ZhOJDNOUtZBAcq/08reDuy4oBAoDyftoOEVWW9cw1Otae7hgyLX+uNehCA1NGHjCQRU6vnTxpYemhIu4phgIBFmzn7TRxZXK6+QiA+Qi+zadWwa7L0rXNV8hBIqubNJo1YjGyJcPceDrx0j0J0PNu+Vi12zsioVvewRuyMqaGcvvKf9Z+vKO3B5CU9YX6MALdj1W4PrbUnsremgVwZol4wU7SinfC60UYFsBtdYqemt8CEIC1q5zbc48686oIOL7xlBjcZrTVzDyXSQP3Ed98iLW8jyt2Un01I2aD7OrF2t5Ltw224lTXkWNJbFWFym+9RLR3n2kjjxM9cJJ6lfOEhvYT+XMW/hbkBPeDazXVPQPEh3aH6a3BgGNi2d37VvgFlZonH2PzFOfREtn6f7lX8eam8FvNEISvo5OjI4u/GaD8ssvkXnyGYR5eymy7xeRof1kP/EphKajGDpCM1AiEdS19FWzf4C+3/rfIx2XwHXWqcLLL7+Is3KjfsdvNKidfIf8Z76AGonS+aWvkXzwEbxqJWRpzeYwunvB96i8+lOSxx9Gy+Y+kGvcgCCg/t5J4oeOoiZTpB9/kuj+UbxqGSklih5ef+3k21Tfev3Dpxm/GQJBJtJPLjJIXM/RHTtA0ZrF8hokjU40xSSqJkPa7PXVKBQWcp1SW9KfOEYQ+iRoOAUEgv7EMWJahqTRScMt4ARtVMWgJ36IuJ7dsvOcctOCuh2uWwFSytD6uHk+BQx/fozjf+9RtJiOVWwz/aOrLL4xS3OxjtsKhUTgBfQ+McBT//3zKHu0Ku4E0r/RU0FRlfXud9thpzmQ/g1BU5sqc/K338Br7a0a2W04+PZfjHaq4ZwBgj1bfttBjcYRioqWTIf9kcdPbxvUbc1Okn/0OYxsJ62FKby1tpVevYL0fYLrgdIPUCttXr5I+vGnUKNhQN0tFWhP7k6dIT2P8isvIXSd5P0PhRbE4WNrP0qk72EvLlB66UfYi3PExg5i9vTuuEjJYK3LW3CTz/19QEuliR88ssUJwo5zQlHX+zdcR+DY1N59c9P2tXffQolEST/6BGoiSWzs0I3ffR+nsEL5lZdojl9A7+ginkpvm+gifT/U6vdA3imvV2dvYelshfbMNQo//A7ZZz+N0dGB0d2D0d2zfh1IGTZO2g03u880Fbzdx3pHgkICrm9RaE9RaE+vM8vO1c+RMHJIGbDamsANHJpuEScI3UtuYOH4LbzAoeVVAIGhRGl6ZdzAomzN4fgtNMVkpXWFAIntNZisvIWmmKy2JsLe17deTFTfdVEws2sdsaQMXTQ3IZKNMvrVI2gxHa/pcvpfvcXMi5NburOu94v4IOC1vHWtXovqqBGV7bgNhSLQYsa2wsRtOhsK5+rTVdqFD87X+UHBaTj4jo8W0Yh2xBGKeN9WnbW6iJHvojl9NXRhELIRCN0INTndQDHMsPBMKLi1MrVL7+G1GjsuGDLwQVFCi0RKfOve3AdncYHFP/xdlLUGP367hVvZGy+X32xQ+MGf0zj7HpF9+9EzGRAKfrMRcjXNTuPXwt4Pq3/+DZRYDGdlezqQ1sQ4i7//7wARtgd9n2hfm2Dhf/u3t7WPDALspcVN3we2RfmVF7HnJogfPoSeyyN9cApl7IUF2tPX8CqlkMTwJz+g9s4beLUKeiaG17SRa16KwHEo/PA7qNEYgevgN3coigSqb75G8+J5ZOBjL4Z0+WrMQI2ZeA2L4FZLOAionz6JNTtNdGg/Rndv6EoMfLxGI1QApiZ3FDpC14gcHcG6PI3R34kSi9I+s33/kOu4Q9eTpOEWYAvLvmpvpGdwgzDIfL0y+/r/r39/87onCeMZt2Kr726GntCJdMS27QOrGCqJgbARiNf2aC1vvJHxviTxvtDdVL5aZP7VmW1jHmYmsu67v9dwGzbtYot4bxIzGyGSjW6bAqsYKvGe7YP0ds2muVgn0Z8k0hEj1pP4z1JQtJYbOHUbLaKR3JfGzEZ3TALYCe35KbR4kuyDT4VZS9cu4bcapA8/SKR3EKFqZI4/QfXiKfR0Fi2eJH3sERQjQv3KOfxmLfThEZL5OaWVNcFgUb98lvR9j2IXlqmee/ueVCtL38Oa3r0Oadv9HYf2tYmdCfykxF6c3/73Nfi1Gq3anfeh8Rt1Wlc3UwG9H2jpKD1fepDMI8PouQRIiVdrs/Cnl6ifvrzB6+CsLuOsLtPx/BH6f+NLLH/nPZb+fK27VRBsTdW+Da4f62Z0fvY++n7pUWb/w+us/miLroZS4hYLW3bF2xViLdHEdUl/8RmClkXz9TO778c9CmZ/WDASBrlDnZS2oaSO9yRI788AYT7/rcVjWkRDWcs4cirWtiR9iqHS+WDvB8bP4rZcKldL5I91YSRN8vd1Ubm6tUYYyUW35Em6Dq/lsnJyga6HezGSJn3P7KN0cfWOgr0fRbSWm9Qmy0Q7YiT6k3Q/2sf0j66+rwwr6XvULp6iPn4m3H3NSqicP4G4cPL6VihGhNjgKCs//z5eo0bq8ANEewcpvPGT9WM55QKlU6+tcxzVLp2mfuXsWlvWe0z5IAR6PkFgufiNO+vJ8lGBqYcZfNZN9EG3BUXQ+7VH6P/641iLFWrn5pB+gJ6M4DV2SArJJ4j0ZtDz8buauafFTcyuFGp0986UW0ExNfRMHHu1tsk9pvd1Er1vDBSBlk/j6xp6Xyd+dWfLBz5igkJRDYI76FMhFIXhL4ytxxQ2HNtQGf78WJgSK2Hl5OImTdqp2/iOjx4PWV61uL6JIVYogr6nB+l9cq015AcQrJW+ZPH1Wfb9QlhAtv8LB1l6a37TNQpNYd+nR3a0KJAw9/IUw58/QGpfhv1fOkjx3EpYjLaNa0bRFYykGRbR/QWRJ17LZebFSToe6EE1NY78teM0F+oUzq1sa5orhorcIVlgkxtpzQ21/tGxcSpFsg8/g3QdVDNG5fy7m8+3QSDID4zzyOzPMvwPv0rzwhzz/+6ldZfJRxUCgaLoKELFC+yQ7kTREEJFSp8g8NFUY0NvG001EShrtEECTTXxA5dAbq306akouSfHcKttJn77hzTGw7oioSkEO/juV358jsaVZdozhY/UO5F9fISerz7C5f/7t3ArG9c3r1ildeoSQlNpnbgYctm196YwfGQEhW4m6B19hvkrL+O770/b8R2f7KEOHv2vn2H8j85RnSzjOx5mOsLQZ0Y58CvHEKqgtdRg8jvjm7To5mKD+mwNMxMhcyDP6NeOcO27l3Hrdtg8Jhel/5ND6+R+gRdsqnm4V1g5tcjy23MMPL+f3LFOHv6/PMXF/3CaxmwNKSWRbJT+Z4c4+Gv34Tt+mDK4DerTVS794Vke+j8+QbQjxqP/zSe49p3LLL01h1VqEQQSVVcxMxFS+7N0PtCDUATv/ItXbo+G+3YhQIuEqcCKoaLqKmpEQ4uH6bxCVUgOpgncAN/xCRwf3w2L+7aiHp97eYrux/rZ98J+0qM5nvinzzH555dZObGAXbVCUkBTI5qPkj3UQXJfmgu/+96OdSg7QfoepXd+hhpLIhQFv93atm/E3YBQFXKfvp/WxDLtic1MvLciaLtYMwWs+dI9KT6824iaOfryD2C7DVy/Tal+jYGOR7CcKk1rlaZVoCN9gHprEdutkYr1kUsO43hNirUJsolhDC2GBBaK7+EHm5VQNWagZ2LYKzVaUwXk2nMk/Z2tO6/apnb67lbS3zGEIPXAEHpm6yp5aTn4UhI7foDmqfE9BbGvY8+CQjfj+J4TZn9oETzXwt/QUlSgGVFUzQxpx53mTRqYQDfjeK6FEAqaEUMGHq7TAhmEfZpzQ6Q6RigunMNz2viejefcXspg5UoRq9Sm96lB8se6wqpg28dMm0S74iiaglt3uPj7pylf3hzvcGo2k9++RHokix7XOfY3H2LfC/tpF1qohkq0M068J4FdtTj7v55g9KuHSQ1nbmuM7xduw+HC771HYjBNZixH3zP7yB/ror3aRK6xx0byUWpTFeZfmeLwbx7fNvtJBpLpH14lkolw6DfuJ9oR48hvPcCBXzmKU7eRvkQx1LDI0AxrRwpnl+958D6Si/Hof/0Msc54KCjW/pnZkCLDSJo8+g8/gWe5oZBwfHwn4Np3xpn41uYubk7N5uy/eRctqtP75ACJ/hT3/51HcP/K/TgNG4KQ6iO8Tg27YjH+h2fv6Bqk7+/ab/tuQU1F6fzSwyz/6Vt7EhRusc7M/+v74SK4y0L4UYCiqHi+xVLpLINdj1NrLiCEYLl8Hn+t/W6zXUAIDRBkEoMUaldptgtoqkkuOUy5MUMq1ouhJ2jbobtWqApKREcxNczeDGItldrsSuG3Q2EiXR+n1NxgDSqGhp7duAh7DQu/sXPdgpowiY90YXanQUras0Xc6o0Yo9928KqbY45q3CQ+1kWkJ4OUEnuxQvPqyvoY1yFAjRoYnSmSh3pQdBWzO4VyE/PB+jglKMk4emeWoGUROC6yvXvdxZ4EhVA0Bo98Dt9tY0TT6GYS6bvMjr9EozwDCLr2PUy+/wGEoqAoKo3KAnOXfoLntlE1g+H7vky1cJVUfhgzliPwHa6d+XNcu0nf6CfIdB0kmuxi39HPIQOf6uoEixOv7jq2m+G7Pqf/P29Tm6mw74URkoPpsFZChjQZ5cky4394ltmXrq1rDrdi+scTCE3h4K8eIzGQIjOWJ3Mgv96jYfXMMhd//zSF00ukR7JEstEtYxlShhlGdsUKs6t20eD8thc2Xmq72zbmKY8Xefufv8LRv/EgXQ/2YqRC+nTpS9ymw+Ibs1z496fwbI/BF0bQ48aNiu9bz2d5XPqDM5THC4z98lHyx7rQEwbxhBEGvYIwfdip2dSmKkz94Mp65tV1uC0Xu2LhNp0N5reUEmft2m+1QGQQFgSqpham2t60n6IrJPpTRG/huvJa7jpFiFAEesyAmzYxs9unBDbmarzzL15h/xcPMvjpERIDKfS4vs4zJf2wKt4qtSmcWcK5DQJCoSkIQw+tykASON7W7hwhUCL6GulgEGaz3OKOUiJh97ug7YCqoF7/7HhIZ3M1tGJoxEa7MXozKFEDNXmdb0oSWO6GcQhDQzFvVN9L1yPYQlAIQ0PRVfyWfWPMioJ0/bBV683b6ipKRCdoO5veJeX/z957B8h1Zeedv5crp84JDTRyBgiCOafhcLImWOORZK2SZVuWtI5ae6X1Ospe2/JKWkmWbElWGM1IkwPDcJgDSAIgcg6NzqG6cnr57h+vOqG7gQYIckbe/f4g2FXv3RfrnnvO+c53IkHtk9dYGuOXdBVZVwPRQ8tFXGdVq6tRIqGWJsXex/PsZn93gSypaGoIASiyiuuZRIwMvu/OtSgQwidXvoTtzMfhk/vW0vO5O9GSYdR4CDUWQhloZ9u//excKLl+aZrz//47i4xAdEMHA7/4OErUCDx2AeNfPcjE11aWbwn3t9D/Mw8R29iB13DA95GN5rvgC4TjMvPKWYb/6LXF190SY8M//DDxbT1ImoysKPieR/HgIEP//RXsbNPrVSR6Pr2f1P4BjPYERlsCgC3/4lOLvMbxr7zDxNcONwsGIXbPLnzbwR4cp3Hy+lRp6VoxdkmSBIAsa2za/3m0UILB49/Esap0DdxDKNbGhUNfwnNNIskuZFnBbpQJxVoZ2P1Jhk49Q2HyDIoaYstdPwEIxs6/QqM6g6LqmNUcvu+iqAYt3dvpHLib8wf/Ateu4/veqvIVoZYwD/3mU6QGMuTPZHn5f30Gp+YQ70uQ2dJGKBNGeD7VsQr5s9kgL3E9r1sK5MQzW1qJdsaQVQW7alEZLlG8mMcuW3PH1hMhrKKJVbhqRSBJRDuDpke+41OdqKxonIKxIhhJA+EL6lPVZUM8oUgLlllCCUmkNmRIrc+gxXScmk3pUoHixRxOzUE1DNJre7CsPI1sPZjIrwE1rBJfE3TMC7WEkRUZt+EECf/RclBD0uwboetxFEXHNAuE28NoUR234VCbnO9YJ8kSkc4YakjFLlvYBRdJUnDdBrImE+2KI6syjVx9UQ5IUmVi3fEbZpOZhWXu/9WQAvpzYl2aeG8CLR4kC92GSyNbC9RyJ6ur6jIoKTLRbb2kH9hKqL8NJazjmw7WeIHpbx+icXF+da+1xsk8upP4rn6UWAi3VKfy7iD5l0/izsaQZYmuH70XvTPF9DcPknlwO5Et3ci6ij1ZJPf9E5TfvQy+QFJlMo/tInn7ekJr2zA609jZMl4t8O6F4zHxF69Tfme+yVHLh3bT9tF9gXKtLFF4/SyTX35ziVeReXQnqXu3MPFnr5K8YwPx3f3IEQNnpkLh1dMUD5yfM1rp+7fS/um7GP2D71M7Nc/0kQ2N3p9/HDmkM/Lbz+DVgucraQrxPWvJPLgdozvo021eyZJ/6STV06PLLqRioXa6WnZSrk9QbUxj2mVi4XZKtaAfd0hLkI6vRUKiUBvGdU3S8X4A8pUraGqERLgTx2tQqA4jmrVXkXVtJPf2B4uOVITOj+3FKdaZfvb43MLKztfIvX4OsUCuRk2ESWzvQU2ESe1fR8u9mxj5szcZ/fM3l31P5LDG+l9+kvQdA4x+8QD5N84jfEFy9xrW/NQDeFWL0S+9ReXMGOZoIMzZ+4W76fuxe3FKdcyJEtPPHqcxVkBvidH18b3EtnYz9pfvMPInrwf3TJbI3LORUGcSJWLQ+bE9IGDy20cWeR7lU2NUzwQUXMnQkKORoHFaw8SvzUeGhBDLhg1uoHERVHKDVAvBSzEzeowN+z6HEUlRL09SL00gKxqKamDVi7h2Hc1YnFQtzwxSnD6/ZGzPNfFcC+H7uE4D17nxfhQANEMtstCwxyWuDF6fH7wsRKCAWp+8NhvAzDVWVmoVgtrE9dkE82PV5+ibkqyiGXEQwf0QQmCEEvT038Pk2GFss8zM8Wlmjk+jamFkWcV1G/iegySrRCLdRNlEafIAvjs76UqoWhhJknGd+qJ+Bm7DpXBu5pqCirPQ1DCd7Xu4MvJKk4a8NDwofLEozh+P9RAOpZmeOYnv+CtKsgt35e/eMwSY+QZmvsH04fGbH0eWyDy6k64v3I9wPeoXJjBLDZREGKMns6iFq96epO/vfojwQDuVY0PUz4+jd6Zp//SdRDZ3Mfp7z+OWgmeutcRJ3DaA0ZXGt13qZ8eQwzqJfeuJbO7myr//JrWzY4Gnmq9SOTaEV7MwOlJUjw9Rbxon4ftY44sZcZVjQ3gVE6MnQ8fn7kZviS9L1FETEeI7+1B+7jEkRaZ2bjyIe9+2jt6ffwLh+RRfD0J8SjxMaE3rUnaOLKF3pFAi+rzSqizR8tguOj53D9ZYjsqJ4cBw7FxDfM9aRn7nOcqHLy+51b7wqDayTBVOz302ayQATKfMRH4xvXO6OB+CdD1zLty0EPXBLPXBgBkZ7svQ9vgO7JkKE998F6++8qLKLTfIHwgMsKyrtNy7acVtAYzWOPFt3TSGZph65ticd5LNnSZ953ri23toDM3MGYk5SIEu3ZXffYHq+flFh1Oss/nXPkFqbz/jXzkYMNd8Qf71YE7VW2K0PrwVfJ/J7xzFKSwTulcV4g/chtbVCoqMefIStYOnl2539W7X3WIWwg9yCrMnbdcDBVDVQJJkMt07yHRubcbvJEKx1kVFX0L4WI33aRK4CoYWJxnvZTpXbcYyQZG1OeaDJClAUBkqEMF3vrOi7MUHCUUN0bvufhRFD4qYJo7RqM3Q2rmTZMsAQvg06jNMjb5LONpCR88+JFkBIRi+9BKaHqW9ew/RRCfCdykXhinMXKC1czvJzDpAxqzPMDH8Dr5/49IWDbOA59lISEiSQjo1QMhIUamOUW/M0JLehKZFyBcu4vsuLZlNaFoUy/pgnv37jVBfK51/4x6cQpXh334Wc3A6iPkrMkrUmFtBI0u0fngv0W29jP7e9yi8chrh+UiaQstju+j+yYfIPLKD6W8cnBtbTUepHL3C6B98PzAgskTqns30//JHSOxfT+38OHj+nLeQfmAb6Ye2UT58mcKrK//Y7cki9mQRoytN28dvv+b1yREDBFz5T9/GniwCUNzex8A//xFS926h9NaF64aLltyz3hY6PnMX1eNDjP7B9+eouaG1baz7lU/R/iN3Uj0zhl9fHCtv2AUs5+aIBT8MkA0NxVAxGzb+Ak9VuB5u1UQJaSix5cOm5ZOjVC8urrFojORwCnXUZBglrN0UxVnSVJAk6u+eRY6EQFudCVi9oZAkFG3+ohTVQAjwPYdwvJ3ezY8wcekNilPnEMJn8x1fWDrGB6T7I0kS8UgniqxTro2jyBqRcCuu28D1bOLRDoQQVGoTSEgYRhLbrjBTvLHGS+8HVDVEJNrG2NCb1KvT+M2YbHbiGPFkL6NXXsexKk2DkWNi+C1kVadv4CHC0VbKhSFyUyfxPZvhiy8ihEA3YrR17WZy5CC+79C77gGKucvUKkurVG8E4XCGTGo9pfIwHW07uTLyKg0zj6qGSCXXAgLLKuN5NrL8Q0Owe0+Ibe9Fa4kz9ZW3FoWY8Hy88rx3qcRCxPeuwxrNUTp0aY5FIxyP4oHztH54L8k7NpJ77hieGaxifcsh//KpOS8DX1C/MIFbMdFbE9fsWnirIFyfwutn5owEgDk8gzNTQUtHkXT1hg1FbHsfWiZG7dw4aiqKmgr0mCRJwp4sEtnQid4Sw7zKUAjh44mbp8v/oOGU6ti5GkZninBvmvqVwGPXW+NE1rXhlBrYuWUMoQBzNL80HOcLhOsh68qc/PuNQtgO1uAYfrVBbOtazAurKxBc9a9XkiQSLWsJRVtx7Rrpzs04VgWrUSQS70CWFerlKVzHJJbuxYisXPS1HFzXQtFC6OFk0PpR+PjezYm5CQQ1M0epMkw82oWmRpicOUZ7ZnuwurUrgETISBGPdtEwCyhhHbl0eUW+9QcF2yozMXqQ1s4dCOEzOfIOjdrMnF7W7L0ByLRtIZHux2oUmmGlpqc0u21zO1WLYISSgUfie9Sr03g3Wa8i0ZQGlyRkSUFVDRRFo1wZJRbtIB7rgbnje7huMHnq+ip7Df+Qw+jJ4NsujaHlizpnoUQNtHSU2pnRIEG9AF6lgZOvYnSnUWKheUPRcLBnFheBCk8EnsgHpAIgXA9r4qpQiAgmKEmRb4r4ZvS2IGkqXV+4j87P3b3oOzmsI2wXOXRzBWY/zLBzVSa/c5Q1P3kfG/7JRygdHUa4HokdPYQ6k4z/1UHMseKy+14rBAbcfLGv5+Nmi+i97Zjnh7Eu3mJDESiN2vRvfzLIRWghRs+9iGvXqVemqBbH6N/+YWyzjO/Z1IrjC0S/AgGxa/X5rRXHqZXGGdj9SRyrSnH6AlODb624/bVPVuC6DTw/OKbj1kk1k1yOW2+uyiRkWaVWD5JkplVcVmjw/YSqGOhalLq5II4qyVRLY1SLo3T130lLx3ZGL7+CEEGzH1UN4boNJCQybZuZnjhGrTxBIr12/vJ9H0XRkRUd4bu4Tp1GPc/0+FHMWg5Z0XDdm3BbJZlUai26FiWTWk+heJlCcRBNDVOzs7iuiQR4wsOyyjTMPC2ZTYHsRf3mdX1WOJkgBn6zxWoL91eCFVogVndt2qgky4FnfB0W26xBXc6JFjD/xYIffCAS9wMughPivRXiSSyp4ZEUCd9ymP7GQazRpbR04flLjdP/DPAF2RdPEdvUSeaeDcS3duHbHo2RAuN/dZDC4SsrPu/3q5BX0jVi9+7GzZeQwyHkSJjagevLeNxAPEBQmrlEbuwEmhHDNitY9eDhunadwWPfJNrSCQhq+SyKouE33WTPsxk6/SyOtXJy17VrDB775lxuw6oXV39qV8G0yziuiedb5Esmnu8SNlIUK8NXGSsJITxCRhLHqQMCSZLR1UDX3nEbc3F8VQmjKjq2W5/7bHZbSZKwm9uqSghfuGhKGF/4OG5t2f1lWSOdWEci0sX4zFEct47rWeh6jO7+u5FlFUmWmR47GtxD16JSHKVn4H7qlUkmRw5Ryg/S2rGdZHotjl2bY4nV61mEEKzd9ASF7HkKMxfIThyjq+8OhPCxrQoTQ2/heTemWy+ET6F4mWLxCgKB7ztMZ08iyUGlrBA+9UaueY8Dj6Zh5kFwzUXCzUDv6sZYs4bKO2/flPSF3tWFsaafyjtvE9m6lcjWbdROHKdxdmk9xkLY2TKyoaF3JKmdXVnbyKtbuKU6emsc2dAWNXZSIgZqKopbbgRU1PeCH1CkVPg+ksQST0cJ6aiJ8CI6rT1ZCrozThYpHlhKZgGIt/RjeQXsxnvXgfphQnxLN8nb+hn90ltMP3siUG92f4ALAinwGu3hKZRkFL2nHSUVx6vUrllbc2OBYyEwaznM2tJVges0MPpsfNfHnazhXrVfvXz9giDXacyxqlY84YiGkQ5Ta+o0ebZH9sgk9Ykq1bEyvuPj+87cZG43k9nV+sqKltX67Opaord9P5FQQN8rVkaYLpwhGeuls2VnczIUDE2+gec59HXcgaEHMuq50kVypUus6bwLIXxkWcNx64xOHSQe7ZrfH8HQxJsYepz29FYMPY4vfPKlS5Rqo1hmiZHLLyPJKr7nzBU1CuEzPnQAVQsjfA/fd5gaP0I+ezb4W/hz8WvHqnLl3DPIit40BoL89BlK+UFkWQ246DcZevL9q+oi8BfJRV+dIL96+/cKSVWRVBUlGkVrafYFkCQkwwhWw7YdrNYlCUnXkWQZ37bnPI/l9m+cPYve2YkSi82Pp2nBWDDvcTgO1ZPDeFWTlid2Uzs3jj1Vah4vSF4Kz0c4Hm6lQfnIIK1P7CG2q5/SW+cDL0SRSewbwOhOk/3Wofnk903AN4Nr1Vrj71unwJUwm0eJbOikfLCZg5El4nvWorcnMUfmGXSVE0O4lQYtj+2kdnYMZ6YcnGuzVkPWNTI9uyhOnPmfy1BIEN3YgZYI49WspkSMBJqC8FV8y7kmZf5GIeZyGOoi9t2ibTwfYTtE928DRQbPJ7J/G7UDx/GrK7NNV2komnHvFdyhcFuU1j1dxHqS5M9ME+tNkN7ajjlTpz5VIbWxteluw8yxCVKbWjFSIfKnpmlkq7Tu7iKUiVA4l8VtuCTXZ1AMldzJKdSwSnpLG3bJJHdyit6HB0htamX8tSGyR8dxKjaH//ObTeVwcd0fi6EnUGQN0yotyUfIkkw03EaxMkS+fBnXC2Sju9v2UqqOUK1P09exn3RiHbZdJWSkuDjy/aY0QBBD0LUoldok4zNH5j67ev9MYh2TuRPMFC8QCWUYHH+N+RMXK9KDhfBw7AVemfBxVqhe9zx7SR7Cc02uXsfIskpIT+F51g89w0SJxUg+8ACSqiGpKr5tI8kykW3bCK0bAFmiceEC9VOnMNasIbZnD5Ki4hTylF97DTkUWrI/EPQPcOaL/+RIhOT9D1B67VX8Wo3ojp0gQe3oURqD02S/c5j2T93Bul/5JNXjw7jlOkosRGhNKzPffTegevqCmWeOEt3YRe9PP0J0czf2dAmjK03q3i00Lk+Re/74HBf+ZmCO5rAmi7Q9tRdJVfAqDWRDo3z4EuZIsJiTDQ2jN4MSDWF0p5F1Fb0jSWLfAG7VxC3Vg7DPDUp6NC5NYY7kaP3wXmRdw5oqYnSmiO1cg1tc/E6aV7JMf/0dOj57N+v+6SeonhjGq1uo8TChNW00rmThXYgkuwgnOrDqBYpT5xG+SyTRSaJtPb5nU5g8h2OW0YwYqc7NKGqISu4KteI477uVlCXUeAjF0JA0BS0TiAFqqQihnjTCDSRl3HJjXv5DQO38JF7DZu3PPkz3Z/YHskECPNOmdmGK6e+doHZx6pacvtewsabKJHb1kb5jgJlXziJcH0lX8W03yJW5HpWXD7EkyXGdUNeqDIXve4yef2lFDaaue/upjpUJtUZRIxprPrSJ4sUcHXf1UR0uosUMjEwYc6ZG1739aFF9btLPnZoisS7D5IEh7LJFYl2G9OZWhp+/iFOzkGRoZGt03r2GykiJ+lQVNapTvDAz/0D81RFbo+E2tg98Cl2LMjj2CmPZdxd97wuPkam36chsIxXvZzp/mnJtnJAexw23YWhxTKuEZZUxjASWXcZtrthnIYRH3czNhVoUxSCkLd5/XulSXPXvBw2J3vbb6e+6h7pZ4PTlb9CwfnhjxZGtW/Edh/LLLxO7bR9aawtqJkN05y5KrweGIH7nXVhDwzjZLOUDB5B0nfSjj1FLHic8MLBg/9vQWluXPY7faCA8j1B/P40LFwhv2ED5QFBUJRyP6W+8gzVZJPPgNhJ3bAj6iFsu1kQBZ8EkaU8UGP7NZ2j96D4Se9Yih3W8ukXxjbPMPP0u9vQ8Zditmjj56tIVpu/j5qu4laWLB2uyyNh/f5G2j99Oy2M7QQicQi2of2jC6E7T93c+hBIzAu+qYWN0Z+j56UeC4s6Lk4z8znP4DRu/YWHPVJZU8wtf4BRrwWq0OaHY2RKjv/88bR/fT/KODQjAni4x+eU3iazvJLKhc27yEZ5P9rvvYk+VyDyyg+Rdm5B1Fc90sCYK1M6Mkpa2EYq1kh8/SWvv7iBsWcnSuf4eChNnMKIZujfez+jZF+nccB9WvYDVKNK18X5GTn8Pq7a6/ho3Cz0TY+CXniDcnQ7kZWIhkCTan9hB5u4N+LaLU6hx+been2c3tcRI3rYWr+FgTpSCAjghkGQZNRmm/YkdxLf1cP7ffBNzvPiez9E3HbLfP0l0Ywdr/pcHaHtiB8LxkQ2ViW8cJvv9U8GGYu4/q8aqPYp6aQUqpRQ006lPVDBSoUAzJR0mlIlQn6jgmi5uwwkSViWTUCaMXbKoT5SR9b6gT0C+3qzsDTreVcfK1MbKSKpM5519gaJrRENWZOyKhVt3AqG+G5xfw0aaWLgNWdZIRHuWGAoJGcdtMDz5NpnEOjpadlCsjlBr5ChWhsmXLqPIGq5vEUfQkhjA0ONzsX63+e9Cs+V7DjVz6f4QGCZVMVAUI6jjuIE4viTJSJL8nkI7sqSQiPZgaAlU2cDQ4j8gQyEhy0rTa13hHkgSajqNPTGBX6/jTE2ippKoqRRqOk10xw6QJNxiAWSZ8IbNGF3dQc/ncBhJVYP9Jyfx63XsySnUVGr5Y/k+jfPniO7ahVcPyA/29Hwy3jcdCi+fonTgHHLEQFIVhOvh1awlchvWRIGx//4CajyMpCn4tjtXKDU/oGDqKwfIfuvQIkMD4BRrDP761/Fdb0mSWY6GoaWN4vki5reOYA9O4NvOonCWOZJj6rnThLaupXHkHObZIQC0rlai9+zEnanMjZt/5TSlQ5fm6bmzp9ewGP6tZwjURpteqoDqyRFq5ydQm5OmV7fwGzbVY0NIhrroPITtUnzzHKVDl+YkMObumeuT3rmF4vR5StMX0Iwo8cwaFNUgnOjAsWoomoERSROKtpBoHaBaGCYUSaMbcYxw6qYNhZ2vceX3XsSrWfjX6N7o1Syyz58MCglXgG972M0iN0lX6P2xe8jcs5Erv/sChUODCCfI3SFJKGGN3s/fTcdH95DY0TtnKPJvXcLOVqmcXVoU6tVtRv70DSRFxrnqGc0i9/p5nHKjWa2dCubdwTKNkfdmSN87uV1A/sw03Q+sQw2pZI+MM/nmMJGuOHbZwsrXmzEzC6dmY87USW5ooe+JjRQvzFA4k6Xv8Q2sfWozhTPTeJaLUw1eRokgWabIEo2ZOp7j4eYcjP1hOu7oY+rQ6A3F+Kr1KWaKF9C1KNOFM0u+l2WF7tY9GHqgcT9TPI/vu4xl36W7dQ/p+Fo832Z0+hCV2gTlSCfruu/DFz654gVypUtYTm1RnF7gM5Y9THfr3kX7W3aZSm2SluR61vc8zFT+FKXqapueSPS07SMe6eDS6EvY7s31W/aFR7ZwlrCRptqYpm5euzHU+4VouIWB7geZzJ0kW1yhGY0QeLUaSjIFsowSTyApCl61ipPPUXzlFYRpIqkqSDLR7TsovvB9vGo1CEvN7Z8EWUZNxJGUq+K4C7xxe2KC2G23Eb9tH+bgZXCXTiK+5V5zcpnfUCyZfK+GVzHxWMZj9wVOfnkSSHj7OrSuFiovHcbNlfGrS48hXI/KW6eRMyl8WcXOBjkAp9RAaDqR2zbPidwFXsUyuSsB7nJVvgQG4Orz8+oWrJCkF7aLe7V2VfBLR5LmVQREs7WnWZ0hN3osoFt7LgLwnAaF8dM4do3syJE5Us3NQHiC/JsXl2hZLYQc1vEdl9yry7ybkhQUWl5V/KYlIiT39GOOFSgcGlwiHOibDrVLgeT9wqK7+qVp6peWZwjKQsc/Iyjmz3P1KlnTokRi7ZQKVyi9O0T52EjA0JOkoD3rexSBvCVVUDPHJyldzCF8gWcH/XDVqBYIrtneHO8eEbAl8qenkXUFt2YjfMHlr59CMdTA8/ChLAfWz3d9rnz3HIqh4jve3NiXvnaymb2/sYs37RKnLn8DSZIWadjPwvMdhqfeRpG1oAbAswFBrTHNpbEXmxXc3pxc8ej0IVTFAKS5z0Ym316S+6g1ssvub9pFLgx/L5DguIHksqrodLbsQNdiyMrrcNNOhWAqf5pc6VLQxvYWJ55Xi1RsDe2ZbZSq1+6QVj97ltRDD5P58FNImhYYiWwWa/AK6UcfQ7gObqFA5dAh7MkJ4vvvwDdNfNNEeP5V+6t41RqyYRDZth1jTR/CdgJZjlMnEbaNNTRM4u67Kb704nu+RkmCdJdBYdLiPRPAZJnoHduI3b8HSVOJ7NtC9dUjhDZtwTctzNODaH0dGOu6qb5+FL9SDxKVC4UbbQe3UL4+HRiJmNGGhETFyiJ4v1RnBamOLQAkOzYyM3wEszpDqmMTkVQ3nmPiew6V3BWqhVHiLf3UShMoio79HhQfYjv68Br2Ir2qqxHqa8GeLuEW68hhHa0lPkfzlTSF8EAH1RNDy0Y4ZCMQQfRYbCiUqEFiZy/4AmtydeevG3FaO7ZTKlxeki+WFQ0jlJr7W3g+4VAroXCK/MzyTLMbwa0pl/XFnBcwC+caKpye5wbKobN/W94iZdKF5Qx+s+/AQswqid4MltOkX4iFjKnFny83kYpmg5Trj7/8/oFx8m5QSiNkpImEWuZCXe8NS6/hg4VEOrF2VRLmbi5H/rvfQQ6F8RqNoA+241B+6wBKPPAQvHodYduUXn4ZJRbHd2zw/Tnm09X7+5aFefkS5pWgVajwvDnqom/bmFcGcUs3MRFJsH5vgky3weDRCkZU4cG/2cWpVwqce7vImu0xEm06l98t09IbYuhEhZ7NUaauNKiXrmOwfZ/GiUuoLUkkXaPywkG8uklkfwa/FngVSjyC3tvevK83nwMLayk6Y5uYrgYKo5KkIMFczZFEMwQqPEAgS0rQbvOGDIpgZuQokqwQirWQHTpMZeYKQniMnn2BeMtaVD1CrTiG7zlMXHiVROsAeiiBVS/edGEuBBN9bP0ajO4MtdMjeHWL+O61IEmU37mAEg0R2dCFPV1G0hRS920huqWX0lvnqRy7QnRLT7N96uJxnXKd8vERWh/ZSv9PP0ju1XM45QayqmB0JcncuZ7U7esoHR2mfGrxAknToiRSaygVrtDWtYuZqZNE411IyKhqmM6efShqiHz2HPXaNEYoRVvnTuwF5QeRWAc9a+5B06OEI23kZ87SqOeIRNtJt2xACEEuewbLLK7qPr3vugqypKKqIWQpcPN94eF51g1PjsFNMlDkQANJiEBy+Opk8vuN2ZyChIwvXBy3MadKeWPjhJreCHi+i+s1Vp2jSES70NTwLTIU7w3LP1/7ugZ5FroWJRbpWPXxZj0EWPDUhcC7qg+zcN0gX7GK/d3C4u0kwyCyeQvhzZtvuk5DlqFrfQTb8rFNn1rJJTdqcelICc8VaCGZTJeBtzOOEIL+nXF6NkUZO7+6MKJfa+DXTSTPwyvfXOjxelBlg7boAGE1iSrrKLJGe3Q9hhpjpn4Fy63RGduEQJCrD6HKOulwL77wmKycxfHnFyCSBHfvN1i/VuPIcYuTZxf//mdp8ZXclUWfW/XCktCS51oUJpeGjm8Gkizj1SzsqSLxPesovHwSe6pIbEc/obXt1M+OIRlaU/m3hjVeQImGqJ0ZRTgu1nie2M7+JeMK22Psy2+BBKl968jctWEutCk8H7diMv3cCSa++e7SsKQkkUivxbartLZvp1HLkkqvo1wcwQglse0aqu/R1Xcnl88/jWPXaNRyZFo3MT15FATYVgWzUcCxaxRy57GtKqoWoavvTvIz59C0KD3993LlwnOriiS8b4ZC16K0p7fRktpAxEijzE6Kno3lVObyBcXK0DUrohXFIJNYR3t6K9FwG7oWmZukbadOw8ozU7zAVP70kglbljUGuh8gbCyWExEIJnPHm9pOq0Mk1EJnyw4yiQEMPRG0Z/QsamaWydxJcsULyxq/sJFibfcDeJ7NlYnXUGSd7ra9ZBLrMLR4kIB1G5Trk0xkj1KsXl0UGBineKSLSKiFWKSDTHIdkqRg6HG29D+1hAbreiaD468t20c4Humiv+ueoHJ4AWy3xuD4a4t0+68FXY3SltlKa2rjMs+3etXzXfgiSsTCbUTCrcTC7SSiwXVJyHS17SYZ611yrOnCWabyyzSaf78gBL7ZoPzmG9jjN6eHJQRcPFxiYG+CtbvinHmjgOf66CGFUEyle0OUasFB1SQuH6nwwN/s5sqxMnbjPYR2PA9Z10ACJRFBUpfn0q8Wrm+Rrw/jC49cYxhZUqg5RWRJJWV04Wgmpltlph54Y+szd1Oz80T1DDGjjUJjPpwTj0n87/8wzX13hfg//32Bk2d/OEQihe9jjcxgZ8uE13UQ270WNRFBNrT5uhjbDQRORZB/EbbbZDCBb7vBQkJaWoZvjhcZ/O3vE+pONRsJaXNGwpoqY+eWbz0QKEZ7xBM9VMvjhCNtc6rPjfoMhZnzaFqUVGZ94M15DpZZXOTFuU4d2yqjKAb1WiA3E4/2Eot34Xs2kqxiGEHLgB+YoQgZKTb3f5jW5AYkSZ4Lr0hI6FqUaLiVTGKARKyHY+e/hO8un+gLG2kGeh+mPb0l8CTm6jl8JEkmbKRJxnqRJZXp/OklfoUsycSj3SRjPUGls6Q0J0hBpTbODKszFJnEOjau+RDxSAcCgefZCOERVtNEw220JDcwNn2YwfFXcdzFNEZVDdOR2YoQUKlP0NN2G8l4H6KZq5AkhZCeIBbppCW5nnNDzzCdX6wEmoj1smvDZ5r3QGoyniQUWac1tXGJ6q3t1BiZPgTLGApNDZNJrAskPiQVSQrGq5t5RqbeWZWhCOkpNvc/SWtq4zWe7zqSzedrL0gEq4rOpjUfIpXob4YtgkQmQDzSuax3UbfyTL2/7MdFELZN4/x7i+tKEkRTGvWSy8iZKq7tc+ndMm1rQoycqTFxMfACsqMm5ZyD3fAZPXdjnoHwBdIC9pQ9PEniiTuRDB2tpw2/1kDSNUJb+tHXdiEsG69YwTx7Bb2vg/CujagdLUTv2Ebj1GW84tJnL/CbE6AgGeokFeqeU2T2hYci66iyji88fOGiyBpla5q6s9gLWNOrsnmDhiKvKsr4gcGrWkHhm+PilmpzBWtutYFXNQkPdKB3pIjtFLjlOm6+imxoJG9fT/XkMLEd/aipKPHda6mcGFpS3ezbLvUrM3OU2dVACA/HqhKNdZDLnqOlfSuN+kzQ+7spS7RqpeuFEjHCx2wUmBx/NxjH93BW2dLhlhsKSZLpbb+d1tQmXNdkbPoQudIlXC9og6prMRLRblLxfvKlS0sm1lloaoSNa56gPb0FgaBcGyNbOEelPoHXlMqIRzpIxnqZzJ9c1itxPZtzQ0+jqREUWSMW6WB978MosrbMEZdHLNLBpv4PEwu3U21MMzp1kEp9At/3COkJOlt30ZbeQm/HflzPYnD81WVDSJoaYkPvoyiKznj2CNP5M9hODUXWaEltoK9jP4YWZ23XfZQqI4uK32qNLGevPE1gJCQ6W3bSmtqI7VS5MvEGtrN4gvGFi2kVl72eUnWUI+f+HEXRURWD7ra9dGS2rfp+SMj0tu+jNb0Jz7MYnX6XXOlCoPMkyehadP75lgdxrloEeL7L0OQBxmeOARA2kqztvh9F1ppFiBeXHLPWuMU6UR8AfA8uvbs4HDZ4bP6Znnw1mEglGTbuT5IdbpCfuLFQYuPExUXtbs0LI/h1EzkSonaoGZpxPfxyncor7zbprUGvcL9hYZ4fwrowEhQcriAp4XgWNSew0g2nTFRrwRM2plulYmVpiw7QHt1Arj7EeOUMmXAfsqQsWaXu2WHQkv5ghA1vBLXTI8GU6wuKb5xFeD5ySAtkNjwfSZGZ+ss3gvCm6YDnk336MJIk4VsulaOXqR6/csvby1pWmVRmgFp1ks7efZSLtRVD06FwmliiB8NIkkiuoVaZCDx7q0x7eheZ1s1UymM06jkcu0YqPYBjV3FdE9taXZHtLTcUiqyTjq9FlmRmiue4PPbKEhbQTPH8nIewfH5Boqt1F22pzQBMzpzg4sgLWM7iH162cBZZ1q4R2xdNymfAULDdOuv8+1dtKGRZo7/zbmLhdmqNLKcvf4NybZ7fXKlPUKgMAYKOzA562veRLZylUl8qVzJrJC+Pv8LQxBuLfkil2hggWNt9P7FwG4lYL9kF9F3LLjOZm+3lHEiot6Y24noW04UzKxqF5eD5NpX6bDhFWjbUcy0oikY6sRZZUpgsXODy2EtLJoWZ4oV5D/Cq5yuER640bwzikU7WdN6DLKuUq+NM5q4tUKZGglaPbr2MFk/j2xaedW3q6Q8zhA/j52sMHq3gOTeWa/PyV8ldeD728FKpGuvS6JLPnPEZnPHrr3Itr4rVCDwN0y0zWj626PuJymLvd8wpLhlDU+Gu/QaGId1Muud9xULa6Gw9ib9AuVV4Pt5VdF5huXNvtX89ldebRLk4jGPXsK0yY0NvYjYKeK7F9MQRhAjUGybHDiF8D0UN4XkWM1Mn0bRI0J/Gg3LhCghQ1dmwsMXIlVeIJ/uQZQ3bKrPa/O77EnqabVgkSfKKGjTXSnZqapiOzHYkSaZmzjA4/uoSIzGLm2m+s1pEQy1kkusBwUTuOOXa0ni165lMzBynLb0FQ4uTTqxb1lAA1M0ZJrJHl+olCY9s4QK97fvR1AiRUOb9uJxbiGYnQUlekuuYxWqT2Td0VEUl2tkPkkQjO0asZwP1qaGbMhSGLpFKykQiEqoSLAZtW1CpCqpV/6YXh+GQRDolEw4Hd8a0BIWiT62+8g+yWvjBStsvhCRBMi6TTMroWnBfajVBvujh3ORPLZNW2LfLaM4L4uYlsm8AkgTJhEwyIaNp4LlQrfsUiz7OD8/tXhG2VW5O5FAqDM59Xi4OA8G8N/t5rTKxbG8Z33cp5hd76I5dI5+9tvDlcrjlhsLzbUrVMRLRblpTmxjoeYjx7FEaVn7VrJ6wkSYSCuQVcsWLi2W4P0AkYj3oahTXsyg2PYflUDfzOG6DkJ4gEe1mOesohKBUHWv2wlgK1wvUYzUtgqos3/XqhwGe71CqjZKM9dCS2th8vkeo38DzvVlIioqebEUNx1AjCTyzhl1ZfbGVocOOrTqPPxTh7v0Gvd1qcyKRcF1BoyHIFTyGR10OHrF4/W2TE6ft606QigKb1ms89ViEh+4LsaZHJREPejdU64LRcZdX3zT59rM1Tp93rquM3tOl8H/8kzTpVBCq+dO/rPKtZ65vDFszMv/qn2VobQn2+6tv1virb9aWyPh87MkIP/7ZGKK5zVe+VUNTYc9Og899Msodtxl0tCmEQxKuB4Wiz/lLDt/9Xp1nXqiTL6z8nDUNejpVeroVBvo1tm3W2bVdZ+umwIuXZfjCZ2Lcuc9YcYyxCY9/8e8LFEsrH2fbZo1f+aUU4bDE4aM2/+G3ivg+i67jzn3BdRiGhONAoegxOOzy0usNvvS12qLx0ymZf/bLKdb2B1PiwXct/vPvlpars1wR991p8Pd+JomqguPAb/9BiTcPrj6cGO+OklmXwKrYTJ3KB7pQNwBJkW54n9XilhsKIXxGpw+SiHaRjPWytuteOjM7yJUuki2ep1QdXRK3vhphIx3IlAuvuTr/wWghRUMB20CWFHra9q0Yy1dkY47qqqsRJElehjIraFiFFfnlopkwlJp5iA9cDnSVEMJnbOpwkIeI9dHfdS8dLdvJlS6RLZxb1fO9Wfi2Sf7020G9hBXktsQq+1GsX6vy934mwac/GqW9TVnUpnchNqBx5z74zMejvPG2xd/8uSmmZ1aesGJRiZ/8fJy/+9MJ1vapyMsI/G1Yp/HA3SH+1udj/N4fVvjDL5YplVd+trGozOMPhenqCH6eB1Y52YTDEo8+EGZNb7DfsZP2cmQc1q9V+cgTEWQZ8gWf519u8FNfiPP3fzZBV8fSe9PTFRjYjzwe4dkX6/zqvy1w/tLy1vO2XQb/7b+00dmhEI1IS+6HJEls3aSzddPKUhjnLtj8unFtt6MlrfDkoxEScZlUQua3/kBCCPjZn4jziz+XpLtz6XX09ajs2m6wbbPOM99vLDIU1aqPJMNHn4ggSRI7t+p84+n6itd5NTQN/sanYnzyqQgAg0MuUzOrp83rUY39P72N4lCF/GA5qBG6gUk/0hqiY3sLg69cu2j1ZvG+hJ5qjSynLn+Dvo47aE9vJWSk6Gm/nc6WnVTqk0zMHCdbOLui9ISmhpAIJlvnJuUp3jskNDUMgKLodLftWeVuQTjm6kcsEO9LOOYHgZqZ5fTlb9LXsZ+29FZCeoqetn10ZnYEzzd3gmz+zE1Li1wLkqKQ3rQPSVERnkvhwhHc2rWplru36/znf93CnfsMVDWYPIQQNExBueLjOIFXEAlLxGMyshw8v3feNckXVzYS8ZjEP/77Kf7uTyWIRgIDb9mCqWmPXN7DF5BJyXS2K4RCEv29Gv/7P0rR3aXwr/9TkVL5BxuwlySJTes1fv4n4/yjX0gRi0pYlmAq65IrBP0mWjMKne0KqiphGBIffSKCEPB3//HMsp6FqgSTZrXmU20+flWVyKRkFCWQ5qjWBNXayteezfs3lMtIJRXSKZlPfyzKP/8HaeIxCdeFYtnDNAWyDNHI7LOFoyctprOLJ3HHhW8/W+cLn4mRTin0dKk8+kCIC5edVXVw7ulSuf/uEJIUXOPrb5sMjazOHYm1h1l7fzeZdQlmzhcxixbC80mvS9C+JWh5MHFshspEHdVQ6NzVSqw9TD1nMn4kSyhtsPnD/XTubMGIa+QulsieLRBK6XTvaUM1lGD/yTrR1hCxzghaSCXaFmb00DS17PWZT+9bHUXdzHF++HuMTb9LW3oLbenNRMOtpOL9JGK9dLRs58Lw8wsSqwvR/DG/Xyd3g3Bdk8nciVUVuNXN/PJeg5j1Gv7nQPB8n7/q+baRiveTjPXSkdl2jed789BjaZxqkcrIOYQQQeX1NbCmR+U//ssM99wRxMh9X3Bl2OWbz9R56fUGY+MutYZA04JV6sYBjfvuCrF5g8a3nq2vGHpQFfiZH0vw934qQTQq43mCIycsfvePyrx10KRY8hFAPCqzd7fOz/1EgvvvChGNyPzsj8cplnz+w28Vbzruf6tw2y6dndt0wiGJN9+x+L0/LnPoqEW57IME6aTM4w9F+OWfT7CmV0VRJJ58JMxTj0f4s79cSqc9ctLmEz82xcKWzgNrNX7vP7XS1qIgBPzRFyv80RdXZttYtiBfWP1qPJ2S+dwnY/yvP59EkuDbz9X5+ndqnDnvUKr4KAq0tShs26zzyP0hnnm+QcNc+ls8ctzi8DGLRx8Io2kSn3gqype/UbtmqG0W998Vor8vmE7rDcE3nq6tOmzluT5mycZpuNSyDaxK0LYg3hnBdwXRthD7/tZWXv+No/Td0cHa+7oZOjCBkdCRNbnJ0BJ4lk9tuoFdc1BDCnu/sIVatoFre+z/me0c+J3jpPoT7PvJrZx75gqu6SGtkoj2vlZmC+FRbUxRbUwxNn2IVHxNUGyWHCCTGGBj32OcuPTVJaEK1zMRBLUSmhp5P0/xWmc/J23h+Q7Dk29RM1fPhf7/AoLnOx3QhqcPk4r30d22l5bE+uD5rnmckxe/eks9C9+1iXatQzHC+K5DZfgsbmP52g9dh7/9v8S5e39ozki8+FqDX/23BY6ftpfkCi7g8tYhi7/4WpVMSqZwDW9ixzadv/NTCSKRYAX5xjsmv/grOc5eWDzz5ws+Q6MuB9+1+PVfy/Dpj0UxDImf+4k4rx4wee3AD1I+BcJhGcMXPPdig3/wqzkGhxbPbrm8z+WhMtmcx2/+uxYy6SDm/7EPRfirb1axrlo71euCcxeXWj/XbUqOC5jOepw5f+ssZEebwj/6hSQI+Bf/vsCffLlCpbrYEFy87HLgoMWf/dXKdULlquDr363zwN1hdB327NDZt9vg+ZevveIOhyU+/FiEkBG8C6fPORw6uvroQSNvMXF8hrX3dTH27jRm0Q76n2QbRFpCyKpMojuKoss0ihaKIaPHNEbfmcKuOdhVh5kLRUIpg5F3AtZbem2c7r2tDL81ie5rJHtixDuDvvW16ToXXxhdJJt0PXxgxGbbrTFdOMOpy19ndOoQAp9krJdEtGvJtg2rgOc5yJJCPNLJB0KTWAa1RhYhfBTFIBxKX3+H/w/DcWtkC2c5ffkbjEy/s+D5dt/S49iVAoULR7CKWexyHt9bedm2eb3OZz4WRVWDH/CZ8w7/9P/Mc+TEUiOxEK4L0zMrs2MUJYhH93YHcfBc3ufX/0txiZFYiLEJj1//v4sMDruARHubwk/+aIxw6AdffTY57fHv/ktxiZGYhe/Dcy/WefvdwCpIksTmDRqZ1Hur/L5V0DSJeFTmD/60wn/70/ISI7EQliWwrJW/f/G1BpeHgueYiMt8/MMRtOuw6QfWqNy5L/BYPS+4VzO599bqNNYeYd9PbsUsWsycL+I5waJl6lSeQ394Gi2sctff2Um8c34hvfBNkmQJu+oweSLH2OFp3vx/jlMYClhUds29YUHVD7wCxnEbTOVP4XkOkqyia7El29TNPHUzhyRJgQTID4guWqyOYDtVFFmjLb0F+QYK9d4/CPxmS9bZRPsPExy3wXTuNJ5nI0sKur70+S7ErJichIQsX9/BVYww8d6NJNfvJt6/FUVbmT3z2INhuruCMW0H/tufVTh97r2vZDvaFB5/MDyXqH3rkMmb71w/LHnmvMMzz9ebz07iwXvDrF/7vsutXRevvGly5Pi1z79WFxx8d36bdEomlfzhKaC7NOjwP/6igvUe04AjYy5Pf7+O7wtkOSAHrO279jN6+P4wne3B73B6xuPp5+vvuV5E0WUUXcGzfZJ9MRQ9GL91Y4p4d4ziUAVZl9GjwZxklW2i7WG6b2sj1hmhMlmnNFol3hVFksCIa++JEXXLn7Si6ERCGaQVJzCJeKQDWVYRwltSVQzzxsT3PaKhVtZ1P4ChJ5YfTVLmks63GvVGrtkfQdCR2UZX664VJzNF1omEWq9x3bcOtlNF4KOrEaKh5bu0vV8IrvPazzcWaUeWVfwVnu9CuJ7VDPFJxKOd1zXGWiyJWZiiMTOGOTOGrC3PnjEMif37DGbljianXF58tbGqxOT1sGGdRm93MLAQglcPmJjXWKXOwveDSdluFta1tijs2bmyofsgIITgtQPmdWsLfB+mst5cnk1VpB8KbwiCa3jrsMXoxHsvkHBd+M5zdXLNvMSaHpWH7l15folGJJ58NGCQCSE4dMTi7DKht+vBqbsMvTmBawaeSGW8xulvXqZ1Y4radINTX7+Ea/v4nk/rhiRtW9Oc/fYVCkNBrmfmYonBV8bo3NFCtDWMU3d590+D/hmdu1pRdBnfE1Sn6owemrrhfOktX85EjAzbBz5Jwy5RrAxRa8wEOQch0NQQqfhault3I0sKhcowlWWK2EAwMXOcdLyftvRmOlt3Eg23MVO8QLUxhe+7TYPUQiLaje1UOXvlu4t4/JIkEw23o6lhFFlFkXWi4bbmRC+RiPXS2bIzUDoVLr5nUzNzi/IlvnAZmjhALNxBKr6GTX1P0JJY32xQVEUCNC1CNNxGMtqDJMkcu/Cl606O7xXFygi2U8PQ4qzvewRVDQceGBKKoiNJMoXK0FznvVloaphoqA1Z0VBkFVUOxAYhEB5sT2+lbuXxfQfPd3Hc+lz4bRbhUJrtA5/CsssUKkPUGtmrnm8/Xa27kSWVQvXKokr25WA7NUrVMcJGhtbUJtb3PMRM6SK+7yDLGqpiUDdz1BqBsJlTKwfd4SSZcGs3tamhZceNxyQG+tU5iuTFQZexyVtTabVxvUYkHKyxbJtrhpyuxpURl2LRp7MjKGjbtkVblsL6QaHREFy+srrzdxyBEE2tJolVJ0LfbwgBZ87b2LeIVHj0pM07h00+8kQQtvzUR6J86evVZUNa27fo7N6hzzHevvlMnXo9eD/Tu+8k0juApGoUTx6kevHUise0qw4Xvjcvouh7gqE3Jhh6Y/H8mLtYIndxKcvPszwuPL+4p0Z1qs7pb1xe9FlptEppdHXCnwtx6+soEGhqhFikk7bUZoTw8YUDgjlhPiE8itVhLox8f8VEp+PWODf0LI5n0p7eSqIp7jerdS8tcIaW61anKiG2rv0I8UhnIAYoyYt41Z0tO+jIbGc2lON5NueGnlkglRGgYeU5c+XbbOh9lExyPe2ZbbRntjHPyZplaPmUq+MfCLOpUp9kdOoga7vuJRbuYNvAx4NQHiDJKpZd4d2zf0LjKkORjq9j67qPoShaM2Qlzd0TXYuycc3jwf0VPqJZw3LswpcXCwUKgaaGmzIim5rP10UIgbLg+ZaqI1wc+f51RQaF8BiePEAs0kEs3EZ/1730dtyBED6yJCPLKueHvzdnKHzHxtdsqiPnqY5ewDOXf3+iEXlRDH141MVexap/NehsV+bi1vWGf00K7dUoljwqNUEnIMsSne0qmhqExn4QaJiCUuUHQ9OVZIn2fd0YCYPhFy5ff4cV4Lqsipm0WtTrgq98q8ZjD0UwdIm9u3Ru22XwypuLiQeKAk88HKYlLSNEYHBfe6u5jfCpDV3AqZZpf+Ap9NQH6/nfatxyQ1E385wdepqW5HoioVZ0LdLsGBfUETSsIoXyINnCuWVlsBfCtIucG3qGbP4MrenNxMJtaGqkmTRyArnyxjTT+TNLqoJ932WmeIFKfan2zXIQwl+xX3StkeX04DfJJNfTltoUXJcaRieE65kUzQlK1VHy5ctLRA4dp85Y9giKpFK9xrm4nsXEzAl0LUqpOsq1yMGzk2vDKtLTvg9DjwUqnoqBaZfIFS8uaEYUKLpKsoLj1ZnMnVjQcjJITGpqBFnR8H0X12nMCSzaTgVF0THkJK5r4nkWdSvPxZHv096yHU0JNT02DZDwFZ1KbYKZ4gWyhXM4XgPDSOL7Lo5Tn7smCRlNi+C49UBzxq1zfvhZWpObaEmuxzASOG4NxzWx7DK1RhZDT2A7NSRJJtK1DlnVsArTNGbGcOtLqZahkLQoCVmu3Bg3fyVIUsBymTWwrssNGSDbDlbms4iGJRRFghvUebpV8LzF5/NBQviCykiJ1qc2zX2mJwxkTcEqNBBCYKRCyIqMWWisGGMXYp5Vdavw2lsmFy87bN+ik0zIfOSJCG8eNBfRmTNpmceauSrfF7zyhsnYgvCXXZjBrVXwGn99tchmccsNhe87ZAtnyRbOocha04sIJqbZZkNXiwReC55nkS2eY6YUCM3N5giE8PF9d8UiNs+3GRx/9b1fUBOO22Aqd5Lp/BlURUeTDDqVdaSlNs5Zb2D5y69sTbvEheHvrWL8OpfHXlr1+Xi+w3ThNOmW9eTyg8RjXUTCLXg4jOeO4bh1VCVET/edpJJrkQDHNRkefY1KNQgHaVqUvu67CYWDVpcSOuMzR5nJn0WWVbo7b2fTho8iERjmscmD5AsXqVk5ZCPEucvPYVmlIMwXaWPDwIe5PP4KpcoIyUQ/G3qenGsVmyucZ2ziIL7voOsxNq5/ipncGVoymzH0OA2zwKXB5yjVx1jTex9nL34D0yrieQ7xeA9bNn2Kcxe+iWmWqAydId63meTATiIda6iNX6Y6tljT5v2MnjfbOc/LZb+Hg93a6U26YQlvgfiBhb0APNOdE+aLr0nSc38/nuVSm6hSHa/Q+2A/tYkqk2+PYhU/OCrx+KTHd5+vs2WjhqJIfOjhML/3xyqXr8zPXft2B1XeECxEvvVs7bryLAshaTrRNRuIrt2EpKg0JoaoXjiFZ9ZRIjFa7niY8rljmBPDc/uEOvtIbt3LzDsv4dUqyLpBbGArkb4BAOojl6hePotv39qmZu8j5SLwIG6kGlkK60R2rUeSJGrvnkdJxXFzJfCCHhSuZ8J7Y50tPaamEtrYi97btqTRS/3EJeyRLAZBMkuVNExRx3EbODQYdk4R1fYj/PmT0jAwpBAeHqaoIRAYhBGAJunYooHDravQVmSdlswmhkdfo1qbQlF0Gk1trI723aRTA1wa/B6OU6Onaz/r1jzM6XNfxfNs+nruJpVYy+WhFzCtIpoawbIDCl1LehMd7bu5PPg8dTNHJr2BdWsewjQLNBp5EIJ4rItqM8fUFtmG7dSo1YPV/0D/I2RzZ8jmzhAOZdg48CSmWSSbOx14BeFWWjKbGB1/C9uuIssajtugUL5Cj7iTUCg9l79qzWzCskrYdhU9niGxdjtmYZLS5UBpNt6/dcl9sSyxqOBptir3vb4/QgRyD7PMJU2D0HXkJhYiFJLQ9fnq8FrNx71F+jyaFoRD/roiOZCmeDFP8UKOgU9soTRYwG24QSOpG6Rzvlf4flCp/eOfi9HVobK2X+OR+8NcvhJ4r6oKTz0WIRYNqNdHT9ocPXEDv2tZJnPbfSS27KZ68TS+Y5PafjvhzjVMv/IdfNtCT2VIbt2LOTkayAxLEsltt6ElM/i2haSqtNzxMJG+9VQvn0GSZVrueBi9pYPcgRcWzUvvFTdhKCTCofSqqIw3Ah8X48FN6P3tSKpC/cRlEg/upvzqMdyppSEhOaQT2daLNTKDk6sECc4bhSQRf3APqQ/fiZsrLdHkt0ankUfyrFd3YTebowt8Bt1T+AS0zoVHlZBpV/owCBOSImT9MXL+BOvV3bjY+PioqFx0j+Fya4LSAqhUx8nmzrJwfarIOq2ZTZTLAcUXISiWh2lr3U4olMKyK2RS6xkdf5tiKVChNCnMXUdry1aKxUEKpUFAMJ09SWfbLlLJtYxPHiZfvERLeiNT2RNISGRS6ykUg74j6dQAqhqiVB4CITCtIqZZJJ1eTzY3L0udnTlDqTzMQth2lULhMq0tW5nJn0NVDBKJNYyMvRG0nq2XMXPjqJEEeqKFxsw4pcuL80rQVAot+/T1BH/39SjoujTHOHovGJ8MlFQNAyIRmZbM6rO6qaRMPDbrYQc1DLeqOjsZl9G1Hw4m0mogKRLhtghGMkSoNYJVNEkOpJFVGbts4VkuhbMztO7uJL4mSf509gM9v9PnbN542+TTH4uia/CxD0X40teqVGuCrg6F++8OIcsSjit4+nv1a4oYXg09mSG5fR+5d16idOowCEFt+CLdT/0okb4BqpfOUL10hvSee1CjcdxqCTUaJ9yzluKxtxCOTaizj/imnUx+/+vUhwOP2ikXab3rUcqn38Uu3LoC4Rue7VU1xNZNP0IkcmuTMxVrismePIVn3iLx0N45d1QOLU9/VKIG3T/9OAioHLlM+e1zmFem8Wrmqv15ydCI3r6JwnfepHrgVLCMWLCv8DxkZBRJZdI9R11U2KLuJyLFqYrikvEEPjPeOIYUIiW3kZBbyPuTqJLKqHuBiiiwVd2PIYVxxa3LXlpWiasvWlZUdD1Ga8sWEvFgtpQkBddtIEkyiqKjKMac97H4xkgYepxKdWxuXN93A6aVngAE+cJF2lt3EAm3ABKhUIrB4SB0ZuhxQkaKDeuenMsdaVqEhlmYC0P6vruCkq5gJn+WTRs+RiTcgmEkAUGpHDA6jEQLoZYuGjOBzLhn1bHLS6+hWhVcGXLYsUVDkiQ2rNPo6lS5sEqRt2vh3EWHSs3HMBQ0FXZsCUTmVoP1a9W5+gPbEcvWdQgRLCBnYeirm/x7e1Si0b8+hkJWZbSYwczJKSJtEfJnsviujxbRGP7+JWRFRg2rzByfpHTp1itIS7IKCITvEWvrx25UsKvzx6nVBV/7To0PPxYhGpHZt8dg+xadtw9b3HFbiIH+IAk2MenxvZcbN7RW1VKtSLJCY2JkjvJm56fx6hVCnX1UL52hNnyR9G33Ee5eQ+X8CcLd/UiyQm0o6MxptHWhRuOkdt5BYsseANRoHCUcQYnG4QdpKCQkNC2ybKHcou2keff6WtsIEbCOaPj4lTqhjb3I0RDhTX0oqRheZflEkFtpMPPNd0jcs5n0wztIP7KTxqVJym+do3J0EHuquKqOU8L1cMZnEObKbqOPh4uDj4eHi8ryXH+DMOvU7VRFEVXSkZvBaxcXm0CWRCAWMbZuBZZri+j7Hq5rUiheZnL62KJtHTtotO4LD01bTiJF4Lj1Zn1KoGIrSTKqGpqjD9cbOUyrRDq5DoBGI0+9ETSIcjyThpnnwuVncN35uHLQQvb6z6RWn8Y0C2TSGwmFkpTKwzhNyrGkaHi2iVWcIZTuQFKWf4UbpuDgEYsPPxZBVaG7U+Whe0NcXKXI27VwadDh0qBDayaozH7gnhC/84fla/acgCAs9NB94bkk+0zO5+jJpbFk2xGY9vxYXR3XjycpCty+27ihMNgHhdmcDgR5ndlH5lke2SNX0T9PLu5mOPHW0qZLK0GSZLRIAiEETqOMLKuo4TiuVUN4LrKq49kNFD2C8F1Svdtw7Qb13ChGog1ZC4HwsevlOUv9xtsW5y867Nmpk0nJPHxfiHePWzz+UCDzIYTgwEFz1RTjuXOVZYKWgwsaJwmB8P25d9qplKiPDhJbv53q4DliA1tpjA/hVAISkKyqCNfFKeXwm9xgp5ijPnIJp7R6+f3V4IYNhefbjIy9gaZGl3wnhI8kK3R17CUSbqFhFqjVp2k0gn4Notlj1zASRMKtxKJBf+QrI68wnT2JM+6TfPx21GSU2D07qLx2DK+wPL1S2C757x2h+NopQmvaiO/fQHzvejp+7CFaP3UXtVPDlN44S+PCOG6pvixRXdgO5ukhYnduwy1U8K/yRnzbARdUdGJSKjCSkoZFA5BQUJGRUCQVSUiEpCgyMtPeCJ1KP6q09B59UPA8m0LxMolEH9Mzp7HtCrKsoqgGvvBxnDqVyihd7Xup1bM4Tm2uW6Dj1Mjlz9PVeRvRmVOYVolUsj9gZDVX9r7vkCucp71lG5IkMzl9bK6JVLkyihA+sWgnufz5JmV69UWRvu+SnTlFX8+9gMSFy0/PfWcVpgil28lsuxMrP7msNzGL519u8HN/K0Fvt4quw8/+eJzXDpg3VPewHPJFn289W2ff7kCNdv9eg4fvC/Pd5+vXNEK7tul86JFIoC7cLNRbmBydRbnsM5Pz5lass5PUtWi4/X0qTz0eWVE+/QeJhimwm4ZPkqCrQ0VVuaFeD9eHRLxzPZFML2ZlhsrUJVrW7cV3HRQjTGXyEtFML7nLh2ldfzvFkVNEWnqxa0Xsah5ZVol3DBBOddIoTlAeD3qmT894fPu5Ort36MiyxCMPhPnWs3XuuC2Q7DDNQADwRunNbqUESGjJNHYhCKmp4ShKJIYz6wn4HtWLJ2l/6KNEetYRau9h+rWngz67gF3I4bs2lQsnMafeH3nxWdywofB9l/HJw8t+pyg6GweewjASjE68w8jYm5hmYdlVpKqEyKTXM7D2cdpbdzKTP4dXypH78otImhrw9uTrr7z9hk393Bj1c2PMfOsgkc3dJPZvJLqjn+Rdm7EmClQOXqD8zgXM4SxiQVtDSVVQMnHi9+8ictsmvFJ1kRdS+PabmEcu4+ORkltpoZMZbwJT1IhKcTrkfiRkupX1THsj1EQZkxpr1C04wqIqSggEdb8yRzmtiwoet+4XIoS7ILzDgni3YGzyELoeYffOTwQUVVumXJ3g8pXn8X2XoZHXWdf/CNs2fRrPs5FkmbHxd5ieOUk2d4ZIuJVN6z+C59sYhsH4xDtzyWuAYnGQnq47QPgUS1fmPm808lwZeZW+nrvp7NhLUzqXweGXKJWHEYigy981vItieYj+vgew7Rq1+vwqUwlFkTUD3zbRYmkUPbSiKODpczZf/XaNv/fTCVRVYsdWnf/0r1r4tX+X5/g1GhKpCiQSMumUzOAVd0lIQQj4yrdqfObjUfbsCOiT//wfpJjKehw+Zi2h4UoSDPSr/No/TtPXrQCC6RmfP/piZVkV01LF5/gpm/17g8lox1adz30yyh9+sbJsUVl7q8w/+fupueZAP2wolXzGJz36+4Iw4P13hVjXr3Lh0q1tNWfXy4RTHpIkoWghFD1M9vxbtG7YjxFvQVY1kCQUzcC165ilaer5Mcxyllj7OkpjZ/Fdm0jLfHtgIYJK7Z/98Thdnepcg6q+HhUhBOcu2rx1aBmGkayghiMo4SiypqFEIqiJFMK28cw6Vn6a2vBFMrc/ECTrHZvkttvwzQbVK+fnhmlMjuKZDTK33YtnNTAnRxZ8N4w5OUrbvR+icPQAnllHjcaR9RDls0cR19BBu1Hc0ox0OjVAR9tOSqUhBodenAsXLAfXM5meOY2ihNi84aOsWXMfU+unKB84jpsrgyKTfPQ2agfPBH+vAl65Tu3UCMLxkDSVxF2bMLozGB+/g/Tjeyi/fZ6Zb76NPRG4ZcLzaZy6gj08vex4zkQQSvGEy5h3CUs08PEBQV1UGPLOzLFofDwEgkH3dLMfhQ/Nf4e9M839YMQ7N/f/7wWyAm3tMDz6Ko5jEY5I/PjPxPjLP6tRzAfjO06N6fwLPPGJPtasjfE7v5FjdCQ314q1YeY4d/FbhEMZFEXH82wisSJGSMIyLa6MvEw4lCEeD/Pxz/oMfWVykdE3rSJnz3+j+f8La2IEufx5KtVxQkYSSZKx7epcb2/HrnL+0neXz4804Xk2tl0lV7iwqMLcs2pUxy8hyQqx3g3IeghWMBSWDb/3R2Xu3Gdw5z4DWZZ4+L4Qf/q77Xz7uTqvvWUyNu7SMAV6szVqX4/Krm06+/cajE24/OwvzywrzzE86vIff7vEb/ybFtpbFXbv0Pn932jlv/1phVffbDCT9xEiEJa74zaDn/6xOPv3BudgWYI//PMybx9anu7peYFU9uc+GSMRD6Qy/rdfTtHWqvDtZ+tMZYNeF/FYYER+4nNxHn0wTL0hkCQxlyz/YUGl5vPaWyZ37jNQFIktGzX+3a9m+K3fL3Nx0MFxg9BZSJdIJmVkCY6ftm/M45BA+C6N0hTxjgHM0nTAzOtYj2rEqOfHCSc7ibWvQ2v2Xfddi3CqE6dRCYpMmyv1q32yC5eDQrrPfiJKKiHzmY9HiYSD/t/ff7WxpLcFgJ5upe2ex1FCEWRNJ9a/mVBbD9bMBDNvPo/v2MwceJ7M3ntpvedxkCScYp6pl76NWynOjeNbDaqXTpPefRfF4+8sqsnwzQbTr3yX9L77aLnrEWRVw7NMapdvvNXp9XDLDIUkKbSkN6MoOrnChWsaiXkIiqVBbKdGpmUDtTVhSq8dCb7yfJR4GDkegesZCkVGb0sQ272O5L1bCa1rx6/bFF8+Sfmt80iKROKuzSTv2ozRk2Hkv3wbN1cBz6d+5MI1h5ZR8HDxhddkOs2euVjWMwjyEPN/AYsMw80YiXBYQtPBssAyBbICPb0KP/KjEf78j3L4NYGiwMAGlVhMwnMlLFNg21Aq2nzlS1f4pV9JYNll3CazS5YhEpUQvk2tPoEQEIlIfOpHY7zxssrQoEut6lI3p9FDMseOaNSqi683FBbI6uQKapwC265gL5Ow9oW3yDNZiEDoUCWVXIeiGOTyi5+PJCsoRhhJkpZU2y+HwWGXf/irOf7Tv2rh9j1BqGhgrcYv/lyCn/2JOPWGmHNedU0iEpZQ1SB/9vzLKxdKCQHffrZGMiHxa/84TUebwtZNOr/+axnyRY9CMSjwSyZkWjIKhh6MWav7/PFfVPjN3y9fM1zx+lsmX/56lb/1+Ti6JtHRrvJPfynFz/5EgkLRw/MCI5RJy4RDEuWK4D/+dpF77gjx5KPhH6oQlOfBl75W5cOPhtm5TUdRJD7yeIT77gyRzflYlkDXIRKWCYUkjhy3+MLfnqZcubFkkvADGn1+6BhmaZqcbWIkWikMHcOs5PA9p+llvI3v2pTGLxDJdCHJCpWpy3iOCUIE/y5AwxR89dtBUjsWldi1PQhDZWc8vvtcfdlUqFOcYerFby4otmmeo+fhN11Zt1Ji+vVnUYwwSBK+bSKWsY6Fowconzk619Vx0XHKBWbefB5JVpBkGd918W3zlmvC3EJDIRMOZ+Zi3KuF5zt4nk1IzqC6GqGNvTTODqMkIiipOH595SIbOaQRWttB8p4txG/fgJaOYY5kyX71AJVDF7EmCnOhpOrxIWonh+n62SeI7eyn+PLJYIxIiOi+TWjdLc0EUwAhBLW3z2ANTnDFPY3ND6ZvQHunzN/48SixhIzrwJ/+tyqyDJ/+fJR7HjRQFDh3xuHVF0zCEYnPfCFKJCJRKvr8j9+vUq0I6jV/USGQqsLjHwmza6+OLMNrL5kcftvmiY+GeeSJEJ1dCqPDLn/150EB0Ud/JMyW7XrTeHhIEtxxr8FDj4WQJLh03uGrf/HeFTMB0sl1dHftx9ATjE8eXuJ1SIqGHs8gyTL16ZFr5ihmcfiYzU//Upa/91MJPvXRKO2tSmAowzKRq1IngUQMmKbP5LSHf40fnO3An3y5SnbG5x///SS7txvoOnS0qXS0LR7T8+DKiMPv/VGZP/ly5bqTYK0u+Df/OegD/Tc+FSWZkFFkifZWhfbWeUFCIWB03OO//NcSf/TFCqmkzIceCd9w4d37jbMXHH7lX+b5t7+aYccWHUUJOtOlkosT9UIIQjcjNigEdq2AXZtP4tr1Ina9OPd3o7B4ceLZdSqTl5YM5dlLJ+Q33zE5ecZu9jZpCgAetTh5dnkSjPA83NrKzZnm4Pt4jWvPl8J1cF0HtaUFr1RaZEzkcJjEvfdSfv11vNr7pzF3a4shmtLXKym9LgdNDaOqIYTrUXnzBNF7NxO/bydCQP3IedyZ5b0JJRai++c+RGzPuoCDfGqEqT9/hdqp4WWT18L1qJ4YwivV0FriwYeyRPKJ24nftzMorNvQgz00hZKOISyHyusBPz9IXr//kJBI6h2ElBhlZ4a6W6RU9PnO1xrIMvyNn4iyY7fGi98zef7pBi1tMv/9dyo06gIjJKFqEkcO2pw8avOL/zTBwEaN4+8ufZHXrVd54JEQX/zjKumMwic/G+XkUYcXnm1w+106f/lnNQYvuVhmMBF99+sNNm3V0ZtM5ZZWmU98JsKf/1GV4UEXRZVuiZEAqNanGZt4B8epU6tnuZr2KzwHxQihhqIgSTSyI6sqLLo06PLP/nWBP/9KlUcfDLN/j0Ffj0oiLqOqEo4TtOecynqcv+Tw5jsmBw5a1xWac134zvfqvHvc4rEHwzzxcJj1azWSyYDzVqkKhkYdXn/L5NkXGly47Ky6endy2uOf/es8T3+/zsefjLBts05bq4KuSZiWz8Skx6GjFl/7To1jp4JQzfMvN+YM4YnT9rILyzPnHL741SqyFORDVsv/v3TF5YtfDcQwq3VBLr/6hy4EvPS6yRf+9jSfeDLKA/eE6OtRiUWDxdmsZtbouMtLrzWuq8Y7lfX4y29UCYckHJdmn4/3D7mCz3e/V58LYTpOEB5cTihQUlXkcBjfskCWEbaNHArh1wMPVQ6HA5aS5yHpOnLIwDctxOzLpigokUjACG00wPdR4nES991L9fC7eKUSXrUKsowcCmEODs55KQCoCko4gnAcfNMESUI2DIQQyLqO32gs67lcC7fMUAjhUW/MkElvoL1tB9ncWeqNaxfIKLJOZ/tudC2GaRaoXryMNXgKJR5GOG5AjV0h4SnpKko8TOGFY5TePIc5NL0oUb3sOXo+9nQJJ19tjqER2ryG3F+9TP3oRdp++iMUvv4awnbIfO5hJOWDjfXGtVZ2ZT5ESImTs4Y5ln+WjZsFT3w0TCHv09ahYIQkfA9MU+C50KgHISYjBNWyz7nTDoW8Tz7nE44svzLr7lPp7lV49MkwsgwT48F9s8ygmtk0BWZj/gdg2wJ/QUY3lQlaf148FxiTWylEsVK4ahZGsg3PNilePEZyYAdaLI1VWJ2el2kJDh+zOXzMxjAk4jEJQ5eQ5XnNo1o96KV9I567EEFjov/xpSp/8dUqiYQ8R1O1bUG5KjCXSVqvBrV60H3u+680iMdkImEJRQkMVNCXevG5vvyGyctvXNv7fe6lBs+9dOOLnzfeNnnj7WBsCZl2Yy2dhkzWvoK3ClkeIWBw0OdP/zDJ7/+PCaJRH10L3h7XDUI8QaX6/D5hOY4uhym5i/OI5y85/MI/zd3wNdw0xDzPRQjB8KjLy68vla2XI2GSDz2EpOsI20FSVcpvvEHygQfIP/00eB7Jhx6ieuQI+D6xO+5AUhQQgvIbr+NVayQfuB85HAm63B0/jjM5SXT3LkIbNoAAJ5+j+s47SLpBdM8e9K5O7PFx/EYDORIhcd+9zf0l6ieO40xnSX/kKbxKJTBYjQbFF15EXN2e8Bq4hYbCJ5c/T2fHHuKxbrZs/AQj4wcoV0ZxnPocdTIo9jIIhzJ0deyhq+O2QBa7NAjdUdJ370M2AvaGbzuUnn0Hd2apeKBbqjP6f38bt9JYVb0EgFdtMPa7z+BVmy+7FIi7eflKwGd2PeRoCGsyj1eqYfS1Yw+tPAlJyBhKFE+4OP579zoMJYohB/TJiJJEVzUeeVLh/BmHF58zaW2bd9N9H1QNZCWoc4Dgh+hfo+pnNhyRm/EYvuLyx79XpV7z0Q2JWlWgNt8G/ToFXrVqkPxNZ2Qmxz00Ha7Tuvq9Q5KI9Wwg1NKNHkshKSpGqp3qyLVzTCvhep3Obha2E9RH3Gp4HhRLPsVr62h+IJCQSKgtpLVOJsyL+MJHl8MoqFh+DR8fTTJQZQPbb+AJF0OOIPDxhEtCbaNhVsg36jjCQpFUdCmMLRp4wkeVDFRJx/JraHKIiJqk4uZQJBVH3FoNo9UilZJ56rFAAFAIwWtvmQyPLTWOxpo1yKEQ+aefIbRuHbH9+5EUBTkWDerGJAk5GkHSNKI7tuNXqzQuXCC2bx+R7TuoHTuK1tlF5c03sScnEbaNcByqR45irFlD+bXXcEsl8H2E7VB99zDpp56aY4iGN25EUlUKzz6L3tlJ7I47KL/yCmoqRfmNN/GKRTIf/xhqOoUzuboFFtzi0FOhdJnxycP0NoXoEvEeTKuEZZfxXBuBjyxr6FqEkJFqFntJVKpjjE6/TezTezEvj+OMBysF4fkrFtzh+XgNm/D6TozONHLEQJKXTnBe1aT01rnA2/AFTnY+lCUcF7dQQetuwbw0hjNTIn7PDiRVxejvxLp07V4KCa2NHZnHmDGvcK70xk3ft1lUnRwFe5yommaqcQnLMTl1XOO+h0L09avE4hL1WjC5zUx71KqCX/hHcU4ccXjjZZPqAoXUek3g2IJ1G1QeeixEV5fCJz4b4fWXTS6ccTl7yuFv/1IcyxKMDLl8/Ut1HAdOH7f5/N+KMnjJ5at/USPTKvPw42G6e1U+9ukIb75iceKozRuvWPzML8SolgVjox5f+1KNW8jGWwoBTr2M7zrUp4dBCKz85IrU2PcLsVQvkUQn2ZF3V1U8+NcRciyCsa4bN1fCmcgucRglZEJKHEXSAil4SSGldRCW45h+jbKbpSu0kYZXpuzkCCkRYmoGGYW8PY4uh0nrXWhSiEnrIu3GWhzfRpU1ZqwR2o11OMLEFz51r4giaXSG1lN1CzjuByvjMYu7bjfYtT1oMlWrB7UTy0VvlHgCt1hCmCZuIY+wlvHuJAlJUVBbWhCOgxQyEL6HWyziVapUDhwgsmM74W3bqL7zNs7UdLBSEALheYuK9K5eJCupFG4uj7As3HweOWQg6TperY6bywXhKMtasVB1JdxSQ+H7LleGXgoE6Dr3YxhJIuFWopG2RdvNVmt7nkW+eInBoRep2TMYpk3j1BXcbPG6x5JUhfbP3kPLh24DRUbYy1fc2uN5Ku9ewlsmLCVcj9KL7wZ0OF9Qfes0bT/1Ydr3bsQemaZxfnjJPguRMrqIqmlK8uR1z3c1aHgVjuWfRZF0bK+Oj8dLz3lzeYZGXczFtytlwW/+hzKptEy1GoRMfvc3KhQLgbH4yz+rYTYCL+H7zzR44dnA4ymVgjDIl/5HjZa2ID4/uw/A175c59UXLXxfUK8JfN/nxecavPS9YP9yOQhPfedrdd54JWCplEv++2skABBY+dWvgN4vtPTsxIikmRk9+sNtKG62G5IkEX/4dtKfeQTr3BBTv/kl/Opib9nHo+RME1JiFJ0pFCmIAAgEESWJQFB180xbVwDoDm3EFQ6KpBJW4ji+xaR5iY7QAAm1DZAYN8+xJrKTlNaJ5deYsgZZG9mF5ddo0bspOtNU3BVCTVLzP++TDG48JvHjn42TiEtzSeyFbWEXwiuXMfp6kcNh1HQGyTAQnocky8ixGAiBmkojPA8nO4NbyFM7chSpWWWNJGGPj2OPjRG/806iu3ZRfP77wZwpScihUJC09rxmmXugDiApCkgSbj6PsaYPKRRCbW1BWLO5jwXl8WL2nq0et1w91vVMhkdfJ5c/R0t6E4l4L4aRQlUNJEnG9xxsp0qtPk2ucJFSeSiQeVBkhO3S8vlHsS6OITwP4XrUDp7DKy/N5ivxEMm7NlM7PUL2m2/j16xl5UKE6+HVV3ZXrQvzEgHO+AxTv/11lEQUN19e8gNZCBmFlN6JdIsFrR3fwmH+fH0fslPLT0i1qqBWnQ/o5mbmtys1G7lYsGibWXgeTE8uHdd1YHJ8fvt6TVCvLd3f9yGXXbq/ohooqoFtVpBkBU0PvEbXrs3VbyzdJ4SiGXNy5q4937tiFpKsoBkxHKuG8F0ULYyqGoGqsF1fdmxVC89Vort2bUnSWzNic/srqoGihWGF8WRVRzcSxDNr8VwTI5rBb1pHz2ngOh8M4WE1kBNR4vftoX70PM74ja/AZ0OUq23CFVGSQTjJq6BIKpZXJaP3kNI6ML0aVa+AJhnUvSJVt0BK6yCldWLIESpOjoiaJK13o0gqZW+alNZFWusKOk8Kl4I9hcAjqbVTdJYuyqL7t4OiUHvn5KrD0KuFLMPHn4zy2EPhOXrzF79SpbACAcAaHsYYWEfqyQ8Fr7Dv4zcamINXSD78MH6thlcuI0sy1cOHid95J+kPfxghfKoHD+E3GiTuuxdJ1ZBUhdqRowAI28YcGiLx4AM4U1NUDryF1tVJZNt2tNY24nffRePMGcyLF9Ha20g/+SFAonr4XfxGA69SDRY2QuDVaksEUK+H90VmXAifam2Kam0KWVKRZzuqSVKzj4SD5zksVuATmBdHcQtl5rrGuf6KqwTfdnFyFazxHI0L4wjn1kjqesUqXrGKko6jpGMrSojoSoS41rbsdz9ISMgoktaMBy8m6suSioyCj3dDPUFkFGRJaRYSCjzhNgsKl6Kleycd/Xcwcv4F2nr3Ek12I8kytdIE4xdfpVqYryxV9Sid6+4m1bYBLRRDQsZ1TUrZC4xffB3Hmk9qR+IdbNj7Ga6cehojkqZ9ze3ooQRC+MyMHmXk7PeZfZ9ULUJ7/35auneg6hGE71ErjTFx6Q2qxWBhIMkq/dufwvdcSjMX6ei/AyOcAgnqpUnGLrw8t20k0UHflicIR1sJx9vwfY+td/7knMbW5OBbTFx6bdX38/1GaEMfqU88iDOVv3FDIQTllw9jj0zhTOVXXCw5vsmMFVTZ19wCM5KCwMdxLBpeuZmnCCEQTFuDxNUWJGRsv8GoeRZNMpi2rlB189iiQVhJMGFexPQqOMJGl0KMm+eDhmJeDVdYGPJSSRwpbJD48D145Rr1w2fmxERvBqmE3JzbBZIE6ZTChx4O809+MTUnJ/7S6ybfeW5lqRa/0aD0/PeDFX0ySeLeexCeR/mNN5DDYYQbaE6FWrswZ4Yofu97yCED4XoBQwmJxtFTuPUKfqPe/AzwfSoH3kIOh4P8hOPgTE5Rrdbxx7LUhi8GbCbbpvTyK3PHEk3WU/G55xBmsAAtv/zynDbUavE+9qMI4AsXfzVULF/QODe8pB+Ft0IdhV+zmPry63R+/gG6//aTWCMz+JazxLB4NZPy2xcQ1+sefxVi+7fg2w6Vl48CwWRpKBFCSpyImiJtdBFWA5ptQmtnQ+KuJWMI4ZM1r1B2lq/8DisJuiNbFnWcm0XNLTBZv7DihAygSjrdkS0okspo/QyqpLE2voek3onjW0zUzzFZv4CPT8booS+6g4iaxPSqjNfPMt0YvOb4hhyhJdRPi9FLRE2hSCqusKk5BWasYXLmMK5Y/MLJqk402UX/1icpZi9QnDqHHk7RsfYOBnZ9gnMH/xyrHnDdZUUlmuikWhqjPjyBED7Jtg10rrsH3/cYOTPf8EmSFYxIms51d6PqEUrZi9hWBSOcwqzOMGskZEWjd8ujtHTvZGb0KLXSBJoRpX3N7azf+2nOH/wLGtVpJEDVI8TTfcTTfeQnTzNdPUw43kbn2jtR9TDn3vkzXKeB3agweflNVD3C2u0fwWoUGbvw8pzXMXs9PxSQJYyNfUjGzct5+OUa9SPnrrmNh0vNK879/9Ur/avDREVnPmzouIs9/IZXoeHNLwqq7uLamNkEtustndy0tjRaZ8uyUYcbgabBv/zf0uzarlNvCDQVujpVertVjCYt/PKQy3/4reJ1W98K10VUq4hIBDEb0/U8/GoVJJlQe28gJwJosRRGayeyqlEfv4Ksh8jsuIv62GWqg+eQ4yEiPWvxGnXqo5cx4i0ooaBArzZ8ET2cAMvBK5UItfegp9sQnoNv29Sa0uPM0mybmDM+N4D33VCsGrJE4sE9GGs7V9WPAkUmurWX0Lp2wpu68U0bsQzjxx7PUz06iLfAUMhhAzli4BYqKPHIkoZFSBJqaxJncv6FzRi9bEndh6HEAhFA5quCE3obCX2pd+ELD9uvr2wo1AQD8dtRluntMd24wlT90jUnckXWWRPbiaHEqLslOiMb6QxvQJKCHr5JrR2Aultke/oRIkoSSZJIiHZSeie+8MiaV5YdO613szFxF0mjExllUaVvWu+mK7KJrHmFi+W3qbmLn4+saJRylxk+81wz3CPh2FXW7fw46Y4tTA4eAMBulLh45K8C77IZ7y9OXyAcbyeRWYus6PgLJgdJUgjHWjl/+EvUS5PMBVsXnFss3Udb717GL77G+MVX5vIIjUqWTbd/ntbe3U3vI4CqRRg+/RxTwwebdUAKiqLTtmYfoWgL1eIorlOnNHMJzYjhuRa2VaGUvbhsuEuOhpF0NSBheD5qaxK9twMpbODXTeyRKbx8eeV4uhSMobalUVuSSLoGrodbrOBM5PArK0yIEki6jpqOE9rcH2gaxSMomcU1TcK0ly1ilWPh4FgLt3Vc/JXIJFdDVYJJu7u1WRdg40zM4EznYZkwh6SryLEIfsNCNCzkWBi9pz04XwFesYw9Or1y+FdVkMMGoW3rUGJhZF1DySQQC8vdfR+vXGc1RT6SBH29KnfdHlryne8LLl1x+dV/m+fQkdWzrtxikfJrryMW1jgIH6dSJLn1NioXT2K0dqIl0li5KWLrtlA+fxy3XqU+PozvWGT23ItdzhPtW49n1omu2YCVm8KcGkP4Hk6lSHTtZrhwglB7N7IeQtZ0EILGRDDGrcD7ZigkSW62QVWWXTEvgSajd7VSfObtVfWjUONh0g/vpHF5iuw33sItVJdtXuQ7S3MUsbu2Ed2/hewfP0PbT34YrTNz1Q9XQklGyX1xfkLxhE3ZmUF2AuOhy2FSRjcSEg2vQtlemmgV+NTdlfmMNafA2dJr6HIYXQ4RUuO0hvpRpBt7LIqksSa2C00OM1h5F1XW6YpsQpNDrIntwvUthPC5XDmEJofoimxCVyL0RLeRs0aXhKHSeg/b048QVVN4wiFnj1G0pwJxQCVGxugmprXQGd6IrkQ4mX9+0YrQFz6l7MUFOQFBeWYQ164Rz/QzOfgWc/ImnoOmR9CMOIqqo6gBA0RWNCRZWdKRrjh9YYGRCMZe+OySrQPIiobnWSRaB+Y+V/UwvucQS/cteh9ts0wxe2FuDCE8GtUsElKQs7hBpH/kYSJ7NzPzJ99FbU2R/NBdqG1pJE1FOC7ORI7S029QPXB8yQQqGRqJx+4gesd2tM5W5LARBMmFwDctnPEsxe+8Tv3w2UWTn9KSJPXUvWg97WjtadS2NCgymR99gtSPPLzoGJWXD1P8+suL33dVIf3pR4ns27JoW+v8MNn/+rXreuNqS5LkR+4jcvtWlGQsSKz6Pm6xQv3wWYrfeQ0vt/h3ENo2QOtPfozq60dpnLxE+kceRh/oQTZ0kMA3bezLYxS+/jLm2cH5x63IxO7dQ2TvJrT2DGp7GhSF0Na1dP3zn1p0Xe5MiezvfgU3e32PT/hw+YrD4JBDLCqjaYFW2HTW4/W3TP74SxVOnHZA0ZHV2fdHBIVuK5AahG3jTC2dF3zbmvc0hMCamcQp5Qi1dODbFr5t4pk1hO+jRuP4roNTLePbJr7rYOUmcSqFubGCd0EKDEe5gKwbKKEILMMCvVncckMhSTKJeB9tLVuJx7pR1dCqdGeq5jTT9eKq+1H4tos9VaJxaYLqkcEbYjzUjl3EGp7Gb9ggy+T/6uXFtRqSRPzB3Yv2KdgTFBewbjJGD3v1j6BIGnlrlFOFF5c91nK9ImZh+TVGaiegmRKPqhlSehfKDVLXJCQSehunCi8y1biEJCmARF90B0mtHcuvcyL/PHlrFFlSA0MS3kRcbcGQIzS8ecqwLkfYkLiDqJrC9htcLL/FRP18s9GSQEIipMTZkLiL7shmMno3fdFdXCi/OXetwvfwrlrJeJ6F51qoemSuD4lmxOlcdxfpji2BUWg+QyOaoVHJLksTsM0y1yrw00NJFEWnb/Oj8z/G4CYhSQrCDxgos8fyXBPvqlDIrBdyM3pJcjyC2tFC6mP3o3W0YI9lg4ldCkJCoY1raPnCk/gNk/qhM4t3lmTCOzagdbZij0xij0zjV+vI8QjhHRswNqyh5QsfxsuVsC7Py0rLuoaSjgdMmpkiSiqOJGu4uRJucXHxoldcJufmC8wLwwGrJhpCX9OJ3teBO5VfolW05HoTUVp+4iNEbtuCM52n+sq7eOUaSjpOeOdGEo/fgZKIMvOH38KvzXsHsq6htqWI3rGd6J3bkQyd+sHTuLkSSiJKePdGQjvW0xINM/UbX8SdKTbvkYSajiPpGl6pimToKLEIXsPCGZ1e9My9UnXVFciOC//y/yryu39YJhqRUdWgJiaX98jmgi6EshGm6+FPYmQCT124DpOvfofG5LXZkQshaTqR3gG0WJJI7wC+6+A7FsLz8MxG8AwrJRIbdlC5fIbKpVMYrV34joVnNvDMekCRBSRVI9I7gBpLEO1bj+84geGYbeh+C1lgt9RQSJJMT9cdrF3zELoWu6Efmuc5VF55hdgju1CTsev2o/Ath+IrJ8k8uZfun3kcc2QG37SXeBVe3aJ6bHBRstvLV/DyFaSQjj00SeP0FbzSYpfeGOhawvpYGAYSTRXZ2b+uFSK6PoIpdvGYq4ckSdSdEnlrDIFACJecNUxPdCsyCmU7S8EabyaiHUr2JJ3hjWhyCE02aCxY2LaH15E2ugHBSO0Eo7XTV123oOGVuVx5h5TeQVRL0xnZwGj95Jz3JElSMPEvOkelOVG7QcBIVujd/AhtvXsYu/gqhcmzuHYdSZJZv/dHUFboX3E9SqrvObhOg8Hj36JRXZrI9VwL33OR5Xm9pFtYWB5AgtDGNRS/8zql774+N0EqqRiZL3yY2D27SD51L+bZIfzq/EJImBb5L30PZAl3Mhe8z0KALKH3d9H2859G720nsncz1uD43ETgTObI/tevBcdIxOj8Jz+B2p6m+J3XqL+7WElUeMsQRHyf2pvHqR04Eag2P3kPmc8/cf3rVGQSj+4ncttmzPPD5P7429hj08FvUJEJbVpD6898ksjtW4mdGaT8wsElx9Z623FGppj+rS8H1+QGCo2hLf20/93Povd3Ed6xnsrLzdYGrkfp6Tfg2TeDHtJP3Uvms49hXRwl+/tfWxx6EiwO+1wHpbJPqbzy+yUcm+LpQ+iJDPGBbcTWbkY2loaqrgXhOtSGLlAbDjxu4brNd9CndO4oCJ/yuSPImoFnm7i1Mo2poNOkb1uUzx2bkw8Xnkt99BL1scFAENGbzdEG4VjhNq9dkol0rcEu5nDrq9CfWga31FDEYz2s7XsQXYvheRbV2iSmWVyRFrkQdSuP7ziUXzqCbGgBC8B2kBR5WSqXGg+TefI2jN4WQv3tK45rjeepnxvDW4a+KEyb/NdeXfxyzZ7P0YvXPecfJjTcMq4/H8+3vBq+cJElhaqbX6R8a3uNoPhRUuY48BCwojpCA0jIWH6dqcbFFQ1g3S1TtCeJqClCSpSk1jFvKGSVSLyDUna+ajoUSaMZMXITJ0EIFC1MsnWAWmmCycsH8Jqd8DQjhqpHF3sDN4BaaZz2/v1NptW1CyZvFIFgYKBndq2VtgTY2SKVlw4tWkV7xSrlZw8Q3rkBY203xrpuGicWv2f20DKqur7AHpqgcfQ8xppO1M4WJFWZDwkJgbCCd1jY84QOYbtzn6/yAsH1ghXrKoynmkkSu2c3wvEoffd17JEFYRbPxzw3RO2tE6Q+9TDRu3ZQffP40vyILyh97y2sCyMLPvMxzw9jnr1C9J5d6Ou6YdZQwOJQWHNuEL6PsJxlf8u3CsL3qA1foAbIukFs7eabGETgmctHSWYnduF5eN4COfEFqrFzk//cWNenZauRGF0Pf4qpN5+lOnjmutsvO8ZN7bUsJFoym9D1OLZT5dLgc2RzZ/E955rhl7m9VYXkR+5E724JXOBYGOF6zPzxs7i5pXF+r9pg/A+eW5qIvgrCdq9ZR7HSD2lhIvuvA2zfXHSffeE1i3QCo7EQPt7cZLIwXm/IYaJaJujc5ZYx3ZWrngV+M2QlkFCIqKm57ySgrW8PlcIwZm0GVQvTue5uBILi9HlAIISP51poRhQjnMSs+6haiPb+/YRjrdTLyxMArodS9iL18iTdGx7AsevUSxMIIVA0g3CsnUZlErN2c8/W9xwcq0ok3k4k3kGjlpurDVqYdBeAMznTpHovhjOZw53MYWxag76mY4mhWPngYm482dCuGxL6IKD3tqO2pnDzJawryxhlX2APTyEcF7Utg5KMLTEUXrWOtVxhazOBD6BEbzxX9P9jHnqqFS2Rfk9j3DJDIcsKsWgnAFPTx5mcPo4Qq69tEI5H8dm3g/ixFDCTko/fvmIFoXB9zMFgMpFUBTUZQYkHL5RbruOV60EdxrWgyBhru7DHskt6Zms9bXjl2upZHz9geGJxXYpY8N+r6ykWev8LCwYNJYomBzIFITXBtvQj1wypxdRMMIIkocmhuV7grmvRqM6wfs+P4PvuXOHb+MVXqeSDScFzGkwNHWTNlifYdMeP4ZhlFNXAqhfJT5wmFG25qftgNYoMnvg2/ds+xIa9n8VzTITwUVQd4ftcPPqV92AobKaHD7F2+1Ns2v8FHKsatIEdPMD08KFF23ql6rJsH2E7uLkSIUlCbU0FyepFuRQJJRVD72lH62lHScUDeRpdQ+/rmN3ops7/VkPrakXSFJRmnmK561XSCSRFRg7pSGFjyfd+3VyZ2ur5wSv8PopzSqpKqK2HaM869HQbkqzgVEvURi4GIZ2bkByI9m8i0tVP5dIpklv2ghAUTr6NpGqkt9+JED7FU+9g5eY9MFkPEe1bT7R3PUooglMpUr1ylsbU6JJzmN92ACUcQ3gudiFLffwK9cnh4H2SZWJrNhHpXku0bwNKKELb/odJbd0HBGGr3JHXMKdX10L1lnoUQaWsR6U2cUNGYhbCdhGzVaGej6SpyNEQLCMKOAu9O0PrR28ntjugyYHALTeoHh0k991D2JMrMx5kQyPzI/eT+4sXsEcXxLNlieRj+zDPDVN96/QNX8cPAtfy2lZbYatK+txkH1KidEU2rvr4C/NREjA9dAjfd4mlewGJanGEamEUsSAMmR1+l0Zlmli6D1lWMet5StlLGOEUkURnsygzgN0oMXr+BSr5oeueS7UwzLmDXySe6Scca0WSFByrQq08Qb0c/Dh94ZMdOYKqhfC9xYa0Vhxj9PxLNKozS8bOjR3HrOWJp/uQVR3XrlPOXVmy3UohECHE3HdSk+Ezd990ldh9e0k8uh+tqzU4z1qj2bvdQ45FrnvtHyTkSCjw/sMhIrs2slK8StgBr3858yYc96bDjLcCodZuep/8fNBhrlJEeB7R3gEyu+5m6o2nKZx4+4aTwkaqjfSOOwi19aCEIoTbuzFau0AIZCNEKNOBkWph5OkvIlwbJRyj8/6PEB/Yhl0u4Jk1wp19pLbvJ3/kNXJHXp8zFrKm037Ph0htuQ27lMNt1FCMMLG1W4j2bWDku3+Gb5tIskKovQctnprrsyN8f+73Jzzvhq7rFhoKgecGq/KbkrVQFdIfuwe9J/iBSIqCV6lfsw2q0dNCzy88hdHTgnllmvqF8WB125og/fBOQv1tjP0/T2NPFVc+7nIuvCwjh433VLT0geNWMBwkidmZq+FWKNlTrDbTW7YX9I6QpGDBkL9CJX9lxX2CbYaWTP6uXaNWWrzSsc0yYxdeWeWFBGMUJk+z4jJB+OTGji37Va00vmJ+QwifamGYauHaTJeVQqJSU58nOElv4RfE7t1N5gtPBv0e3jhG7eBp3HwJv2GB6xF/ZD+Zzz12zeN+kJjNZdhj0+T//Jlr5kOE52MvVyX+PukzrRZWfpqJl76BXcgGApMiaGPa++TfJLVtP+XzJ/DMGy/mUyNx6mOXKZ4+RMcDHyW19XZm3nmB3JHXaN3/CMnNe1CjMZxSnvTOO0ls3En24EsUTr6NcGyUcJS2u56gdf/DmLlJqoMBKUFLtpDctJvypZNMvf40vusE8jaxJJKiBN3tCHIZM4deRpIk0jvvJNTeQ+7I61SvzJIbxA1Vsd8yQ+H7gSfR2rKZWLSjWfR1AysFz6d64NRc3YTw/IDeZjlImhJc1EJGkyLT8tQ+tEyc0d/8DrUTQ0FlNiBHdOJ7Buj66cdJP7abqb94dfG+kkTszq0YG3rRe9tIfeTuRTRcJRbGGOim/OK77+me/HWD5ztzoaaKk+VE4Xv4q/QMF4a6/n8ECqxLwkoAioySjCKEwC3N1/7IsTDxB/chh3TKzx4g/+XvLe6vcovpjrcCbi6Qu5Ykif+Xvf8OsyO77zvhT+WbQ+fcABo5Y3LiBA6HnGEcBolKVLAlS7YsW155n93HXnvXtl6/u9YrWbJky5JMmZIoiRKzhsMwnJxnkBsZ6Ebn3Denyuf9o24ndMQMhqLs/eLBA/TtuqdOnao6v3N+4fu1R6fXTr39IYdvm8HkuZCpJ8vY+Qzm/CThth4UI/SODIXv2FSnRvHMKubMOGL3USrjA3hmFSs7i6QoKHoYPxwlufswZmaa3Lk3F9XufMcmc+olYj27SO29nfLwVRB+IKXquWjxFGokjp2fx3dsrDVkUvG9IJuy/gwK33tHrjS4xTuK+cxlOtpup6lxH7PzFygUt55fjCwROboTY3s7wnaDrA4h6nnQEuU3LmBeWlp5KlGDyL4uim9dpXRqcIUh8Ks2hbeuEr9jJ9H93cghHX95QFsInNk8ek8rkiKjJCIr/KDCdsl97SXM67c2a+aHHZZfxfMdNNlAVyLIkrolQZr/FyshAVpLA3IsjH+D/11JxtBaG8D1cCbmFid/JRoOaiEcl9ql4VUiXJKqoHVuzi0WpFrW34VbWHC1FuyxGbxKDaUhgdbV+rdiKIQvEEKsKTGwJcgy4dZuYr17MBqaUUJRZE3DSLcEVc3vMGlA+N7i6t53HYTn4Nn1OWihEFWWUcMx1FiK0uB5/BsoyZ1iHrdcQE831w1WFaeYIXv6VZrueJieJ/8eldEBSoPnqUwMrciOutXYkqFIHuzAztcwZ4obku+VypMMjbxA37YPsHfXJxmbeJ18YQjbqQQxi40WRLKEpGtYQ1NYQ1MosQjRO/dQOXkNr1rDnc2vOFxSVeSQjjNfXLMiG8/HyZQI72hbU6nOuj6JPTGHEo9Q+P4J7Ill22Ih1m6TlYf8cK3v3j0sr0LFzWEoUSJKkqiaIm/fHIW6WcmQnbqIY793+r1/F6C1NxE5vIvy62eXniVFJnrXAdTGFM5sDuv6EnOxcL3g3ZLlIC63HJJEaO82wvt3sCkcF69qoqkKWkv6Pd2JOJPz1M4NELv/CMnH78OdziwVxi3DQhBb1G696JBfqYEvUBuSyBED72bSY2WZhkP30HTXo7j1AHZlbADftkkfvgf93WQKiZU1PysMeB0SBDThshQYkxtlf4WP73komr4oTCQ8j8yZ16hODJHYc4RYz24SfQcw56eYe/t5KqPXeC9mpi0ZCqM5RvsTB3ArNvmz4xQvTWPnq6sm00i4EV2L4rhVopFm9uz8GLZTxrKKeJ61oSuq6mbJNwqyf/NyEJeQJYxdnbi5EvboGvQYtoNXMdE7GpBUeVWGk6SpGB0NuIX1KXWF7VJ45nhQlX2TrJO+cILrkUCTw0jI77Lo7m8fnnCYNYdIGx1ocojO6AFKTmZV1tRGyM9cIT+zMaHcrYYaN5AkCad482Rn7wUEwQud/pFHURoSmJeHQUD4wA6Sj98LQlB+5dQK3RWvWMEankTraCLxgbvw8iXc2RySrhLas43EB+8JWEM3Edz2bQfr6iih3T3EH70Lr1zDHp0OiiDDBl6utIpRVm1OoTamgrhc2CC0szvIvkrHid13GK9cxTdt/EoNZ2xm8X0Slk3h6VfRe9uJHN2F8o9/lPIb/ThT8+AL5EQUvaMZY2cX5df6Kb9y+haPNFjDk3jFMlpXC6lPPkL59f7AXa2rSIqCNTi+bmKBFkvScPQB3HKB0af+BLdcT5qRJOI7D747QwFbmq89y8S3bdRIHElWVgT2ZU1HMUL4lrmycND3qM2MUZsZIxOJE9u2h+a7H6X94Y8z8o3P4xRvPUnllgzF7ItXyZ4YJbajiab7++j8+GEKF6eYf3WQ8tD8osFIp3awY9ujLKRMSpJCyEgSMpKbd6Q8RjZ/hdRH78MenUGJR1DT8XVT57yqReX8CKmHD1EbmKJ0cgCvagdaHtEQiXv3ED3Qw9zX3wwqXNeCENhja+frLwSy1wvQWX4VxzfRlTAJrYmE1kzBWW3Q/q5hpjZIe3gXSb2N9vAubK/KaKV/VS0GSOhyiKiaRpUN5syh+qcyDVIrmqQz50/g8d67rjoe24udrzL9/DuTRb3lEFB9+wJyLEL6yYcXX37Z0BGuR+mVMxSfP7FihSlsh+J3X0fvasHY3knLr3wWv1ILMv8Mndr5Qcqvn6XxZz+28bk9n9JLpwK6kN29NP29jwep35KEpCnkv/kS+W++tGISS3zoXhLvvzNwVUlSsAOXQGtvDr7vB5XDbqbI9H/4E9zZpYnIHpkm89+fIv0jH8DY2UVjX9fSwkwOBHX8ao3yK2du1eiugD02Q/G546Q+fD+JR+8idv8R8HwkVcGZnmf6N/8cL7v2OyzrIZRQGHNuEreylDSjxVOEGlvX/M6thlstYc5NEG7tQk82YmWWdvDhth60RJrcubeWyP0kGZbxm7nVEvlLJ9HTzTQcuQ8tllxlKIK4hISir05P3iq2ZChkTcFoihHb0YQS0ihcmMKaLdH15BFmXrhK7lQQi7DsUqB9/Q5QqcyQ//5xjP3daG0NeBWT8tdeXt/v6Qsy3zlFqLeFjr//GPbH78LNV0CS0BpiqA0xim9dJffCuXe0E4vdtQ/hepTfuLDm7y2vSsYaI6ImCSlxDqQfZaZ2japbQJIkVCmErhjM1K5TclanWRpKjJTehirpqLKOKumE1TiqFATzY1oDu5L34Pgmrm/jChvHt8hbk++pbrDplbhafIP9qYeJqmm2x2+jObSNvD2N6ZURdT3ksJogoqaIqAky5tiioQCBg0W3vJOCP0/tPTQUWjJMrDdN64N9FK/O4VZshOtTuDxDuD2Bla1iZ6tEulLoiRCFKzNIqkJ8eyOloQzC9Qi3JQi1xvFMl8pIFrdyC8S/JfBqFpm/fIbIkV2ED+xAjkfw8mVq/deonhtY0w1jDYwz+5/+isjt+zC2tS/yGZmXhqievRboJ9tuwLi6AYeRMznH3H/5StDOjk7kaAhhObjzeWr9A6veh8rr/Su4o9aDsJ01F27m5WFm/9OXCO3dRmhvL2pjCgCvVMGZmMMcGFtVcW4OjjP7n7+MXzWDrK41UH69H2tkas2C20W4HoWnXsG6PkHkYF9AiAh4xTLmtbEVlfE3wquWcYo5wm3dxHccwC5k0GJJ0gfvQglFVgV+JVVD0UNIqoYaiQESWiyJFk8HRZeWedPBYuE6ZE6/RueHfpS2hz9B9sxruNUSRrqZxtsfwi0XyF88vnh8pL2X5J4jVCaGcMsFhBABpcj2fTilPE4pv+ocdm4e37FIHbwLt1bBtwMpVCszvW6V+I3YkqFo//BBYtubKFycYvjP3sTKVAL9iKkCsR1Ni4Yik7lCNvfOVnVCCKRQ0B13Nkfl1DWUVDQIMq/jFnJmC4z/3tOk33+Y+LEdaI3xYJcwWyDz9AnyL1/AK6/hjqivdITjBr6/G+NVdZrxG/mfVvQXn5HyWaJqmrTRSVxrJK41svQWSnjCpeRk1jQUjUYXh9IfWDz2RoSVONtix1ac0RU2p+a/Rc5+b4PsCySHOxP3kDLaiGtNxLWmNY/18bD9ZRQDCEoij8PKCTdCnLTcgsBn3p/CxqJRDhQCw0QpiiwFkQEkklIDCbkBS5hk/Cl8PJrkDkJEkSWZmqgw548T395Ay/v6iHQGO1YlrOKbLtWJPF0fOUBpYJ7xb19g+2ePkdjTyql/8RR6MsTOn7ub8//hORpv76bzif3YhRpqRMPKVrn2397Amn/38RVJkfFLFcqvnqH82tngFgs2jRc4k3MUJueC2MIa31lPJ0KWVHQ1iqoYgMAt2JS/f5yieHOpHQSSkNDVGJoaDt4Vt4J1fWKZoZAI6ylcz0IID0OLY3tVHLeKqoSIaEkctYrtrhwjr1DGOjEAZ2eQZBnHqwWxSX9tV5mXKVB5vX/DsbBHptamNLkBwnaonb5C7czVpVdpC2PtVsvMvfUsLfc9Tsdjn0G4Dr7rUr5+kfmJIdJH7l06WJJoOHIf6QN3BhlLdXbW1vufwLvTCtJRT75E4dJJhPDr110/vxArst+EEEEGUv33lbEBpp7/Ok23P0zHBz5TP8inNjPO/PHnsXJziyzCQvhEOraT3HOsfksDljgrO8v88edxSquNam12nMypl0kfvIvuj3yuTkBYZeKZv9oyoeGWDEXmrWGmv38Jr77akhQJIUuUrs1SHV/a5gj8d148I0skHjoSrKRUua5HcXR9PYo63GyZua+9QebbJ5FDGoFIh4Nv2evuJGJ37ydypI/MX79Aw5PvQ2u/oQpYAq21gdzXN1Ytq7g5zuWepTOylwajm5ASRZYUfOHj+CZVr7AuzXjNLTJZvbph+zfCFy62v4wDxneYrQ1RsOcoOnMrLtfxTaZrAyiSTtXNr2jH9EpM1a4ihFjDpRQgZ0/Sn/0ujaFemkO9iy4miSCWYXk1Km6WrDVBztp4Naph0KPuIevPoKDSo+xh2LtIm9xDVZQp+lm6lJ04noWMSpvSy5w3SVpuRpM1JvwhKn4BS6rRJvXiEbxk2f5JigNzxLY1MPX8VSa/F+SIC8+nMpoj2p1CixloyTBuxSLUEkdPhHBKFno6TM+Thxn+8mnm3hxGjers/Ufvo+ujBxj8k9Xkde8K7yTzYcvfkUhGOulpupNEpL1uKMD1LGYLVxicfmmRa01TwnQ13U5rcl/dUIDpFBjPnGImfxFfeCiyxp7Ox6iY8+hqlIb4DirmPEMzr9LVdDupaDemnefS+Hcom4HbVpYUWpJ76Wy8jbCeQpJkXK/GTP4y45kT2O4PiN3gpsdZUBq6hDk3hZZsQJJl3EoJOz+PrBvUZsZxFuIWIjh2uWvohqaCCR0oD13Czs4ufrc8eg3nO3+BnQ8WjJWxASa+85fYufoCUviUBi9QnRxBTzUiazqeWcMuzIMEyYceQonFMAcHqV66zMg3P48WSyHXXUmeZeIUMmvuDiQjOGb++AsUr/ajxhIs8E0t9Hcr2JKhMKdWTnbJQ504BZPK0Dxe9RZs1amn/7U3kv/Om1vSo7gRwnFXiBMtFjwJVgWz7alM8HtfoHU0YV4ewV3m4pIkicixrVUlm16JwdJxhstnUSVtsX7Ex8P17XUD3Dl7ctXOQFVh+x6D8WGbWmXzJ94RFleLrwPQcaSRxFyY4mR1sV8X8y+u+b2iM8v53HMApLpjJEWUwnhgMLSIilOtK7f5VSarl5iqXkGTjUDOlqCq2RPOloPcESnQpp73J5BRSKu3YUhhfHwy/hRFkSUtmolICUJEiBAnJTehS6FANAmoUiZFMx4u0/4w9Y7gO0F9jfDEioSGyliO9KEOQm0JfMejNDhPrDeNFg9RHc8T6UwhEGROjeHVHLyaw9zbI3R+aC8jkTO4lSDeFQpLCwknqyAEWKZgk/jye4pUtIsD3R9HlhVm8pco12ZAkomFmqnZucU6GEXW6Gt7iLb0AaZzF8iVR5BkhZbEbnZ3PIYi60xkgrohVTZoTR1gInOKipVle8t97O16nPniACOVcba3PkBb+iADUwG1flvqADs7HiVXGmIicwpfeKSi3fQ034muRbk68Sz+TSRE/EAhBBEpTtRroFrO4JkWiVgnpdIkYVPHlQxSzXuQJIVKdQ5napqGdB++75HLDZJIdKOqIXzfpVYpk4h3EYu1U6vkqHk+6fQuQuE0pfwkYTVJvKELWVIo5MYW02cX4NXK1GrLXO2KQrivD72tjfwLL+CVSkGsqFYJaPzrkqgLkLSAA0x4HngeKArRgwfxTZPawABWfg4r+87iqBsaikhvA0bjap3a9G09ZI9vTqUgSwqaFq1rUih4nkXNzLGW2Reej1+uEdoZ6FGENtGjAJBUmci+buK37UBLx0FZ7cJxMmVm/+qVQHuiDnt4Gnt4Gjls4M4XKL5welUF+M1WZXvCxhPvzmi2dGj86r9t5rf+j1kGL22tLUWTiTaGaNmTwnd9qhmLSKNBLW/jVF2MmEYoqVPLW/ieQI+oKLpMZd5EkiX0qEplPnhg421hdr2/k+uvTFOaroIE0aYQZsHG3sDXuxluTPuT1vxJWjy2JHLM+MGW2BVB2mCICC1yF+PeNVw2n3Rq0yWUkEpyTwt2tkrx2hyxHY2oIY3cuUkUQ0W4Pr69jH6+aiNrCrIWGMSGJpn/5f9soL1r7dfEMgW////L03/ivYsZbQRF1uhuuhNNCXFh7CnmSwNLWhosiesAJCOdi0bi2tRzeH4whpnidQ71fpKe5rvIlK7XXUoSjldlPHMaELSm9iJLKqPzb+N5Ni2pvUSNRiQkNDVCd/NdFKuTXJ54BqfOejpfHERXI7Qm9zOZOUOxtrkL6W8DmhahufkgudwgzY37yOauoesJKpUZYrF2qrUMiUQ3Y+Ov47omba3HqFRnUNUwDQ07iUZamZ0/TyrZSyLeRWPjHnK56zQ27KFanceyCsiKRmPDLsqVGTQ1RKE4RkO6j0pl49Tz8O7dxI4dQ2tqInbbbVTOnMFxXeJ3343W2Bjsco4fx56YINTXR2T//iDTa3ycypkzwffvuANhmhg9PZRPnMCZu0kN9To2NBRtj+1Di4dWBfiivQ3kTq7v21KVEI0Nu2ltOUw03IyqhpEkiVxhiIuXv4JXp8OWZY1kohtZ1iiVJii+eIbkY3egJmPEN9GjAEjev5/2v/cBZEPFK5trlqTb07k16yggUNHKfvWlFbuJBZgDE5vWUtxq9O3TaenQkLdYPCTJEns+2IUeUWnZk2R+oMChJ7fh2h5GTOPit0c59IltVDIWs5dzRBpDdBxuxCzaFCYqjB6fo+eOZmav5KlkTBLtEVr2pMheL2EWbfZ8oBPfF4QSOme/ch27snmgTkElJiXRCRGX0/i+T1UE49sq96CgYokalqgho9AidxESEQwpRMUrUJMqJOQGIlIcgcCkgiMsepQ9uNjoUhgJhYpYKWB0o/aJXajhOx6pg+3k+icpj2RpeWAHsipTGcuhJcLIuoKWCOHVnEBDojmGU7Zwa8EkqukSO/fpbOvT1qy7qlV94ombJ6yTdB2tqw1nahZRC4y0pGnIiRheZuupjYYWJxnppFCdZL40uDJv/4adbDrWiywpzBWuLhoJAMerMle8wu6Ox0iE25gvDQJgOxVc30JCwvUsfFHF9UwEgVsrUK8Mdi4Ro4GKOUc61rPinALQ1DARo/GHwlBo7W1ozc0I28IcHEI4DpKkoCoGmhamVJ7A82xkWUVRQotuPNsqYVmBV0WWFVynBkjoWhSBj+vU8DwHWdFRFANNi1IuT6JpYRob9gTGQg7c4tVaFssqbEn10xwYQJJlQn19FJ5/Ht8O5s3a5cvUhCCyfz/RQ4ewp6aI7NuHMzdH7coVhBdQxdcGBjB6erBnZqhevHhT2hw3YkNDUR6YI3dmDCe/cjXZ/L6deNbak4ahJ+jb/kFamg6gKCvdRqpirFhOypJCb9f7SKf6GBx+htHJ18l86TkkQ0NCCig51vEVyxGdhseO4JWqjP/u85gjc2seKzwPr7LOik+IFbnsy2FeXmkIj9wd5u6HI3z/GyWGrqw0nKoGj386QapR4RtfLFAuBC+ppkvs3G9w+M4QqQaFfNbj7Fs1Bi5ZLNDKqxocvjPMrgMG9z4aJZGS+ewvpMhlgpWuVRP8zZ8XmJ1aPd6KLpPsjHL6S4PBRJfUaTvYwMSZeWItYbSQSn68QqTBwHcFqqEwcynH3LUCez/YzeBLU+THy0iKBAKyQyVyIyVG3p4llNTpONLIZH+GaFOIUFLfsqEISzHm/UlUdHQpREnkGPYukZZbsLGY8Ubx8PBwqIoiKioj3hVqVEDAqHeFhNQYvITCASSKIoeCQkSKY4kaVYoIrIRp+QABAABJREFUAqlbO18jdaCN/MVphOthzpbxqjZOySKxp4Xxpy5gzpXRYsGLb81XqM2UsLNVuj96gMlnr2I0Rmh5Xx+T37uEX3+2i3mfL/xegfYulURKJpGUaetUOXyHga6vbczLr54NijlHb5gYFziePA/he2jtrYE06tgkyDJKKkFoTx/lV9/edIwXoNYns5qd25CEUyIIYPu+tyoIDWDaxUC5UF/S1/aFixD+ov6679cFdggK+ALDKaFrgYZ8c2I3DbHtq9q2nfIPBSU6kkTszttJPfoIznyG6f/8X3GzOWy7zHzmMoaRxLKLVGsZYrEOmpr2YjtlfN/Bspe8DdncAA3pPoQQZHMDtIdvp6l5P8L3KBZHQQhCoTS2U8Z1TXzfRZIVarUMjlsD4eP7Hpa1PofdAoQTkCkK18U3gwWFkkwSO3YskElNpRC2Db5P+cwZYrfdhtbcTPX8ebxSCeE4gTCSbSOsd7fr3dBQzL0ysOYqPXdmbE0Kb1nW2N77CK3NhwGoVOeoVudR1RDp1OqHyPUs8oVhGtI7aWjYSb6zQOXqMEo0RPKJu3Em5il8/8Samr1ySEdtjFN45SKlk6tT/m4GciwcUDnf8EC7xQqi7rLyXMGHPp1AliX+8P+ZX0Hh09qh8eO/lGbwko1j5wEwQhKf+bkUH/3xJJbpUyn5JNIKT34uxZc/n+Opvyzi2IJwROb+D8Ro71ZpalVRFInWTo1YInB/VCs+urH2i+a7PnbFpfNYI8nOKLmRMoXxMlbJYeTNGayyQ2m6imoodB5ropa3aOhLoIVUankLPaoSawnj2T5GTMNzfRRdoWVPkuJUldxYGbviMvrWLLXs1h40G5Npf7Vb0qK24vOgQBGKIkdZ5FccWxHF+o5hCYtxiVWDIBj9m3Ps+Ik72PcrD2JlKlz7b29gzpUpDc4Tbk9Qmy7iliwq43lkTcYumQjH59ofv0nvp46w95ffh/B85l4bYvrFJX2IakXwna9XkCSo0wCxe7/Ob36+hYamtUn/av3XqPXfkPmnyIQP7kNJxHCmZ7GuDeGX6xO2qhK94zByNHrz7OH1jBdJ2kSTBQJDIklrrmSDzyT8FTuStVpZqws+Ap/R+ePM5NdOJTedd6aq9t5BrPj/fOYysqwG1yI8JibfWow1CuEzO7d0XZXKDLVaZvFn160xO3sO2y4jhEcmexVZVoOkGuEyMflmcJaFsRXBbm927vw76nl4xw4kXSf/zDPEjh5Faw3qPZyZGXLf/S6hvj7i996LNTUVGAchkNR3z9S0YQvrsQvqqQieGQQAlyOV7KWl+RBCeIxNvMHE9HFsu0RT4741DQUISpUpPN8hEm8meegQ1aExYg8cwrwyitHXidqSwplYnV6KLwJRotr62U1bQXj/Nhp+5GGUeAQ5rOPbLpKm4ldqzH/x+9TOXQdg4JLF2bdq3PNIlG/8WZ7p8SXjdfSeMOlGlVe+l8WqBZ25/7Eon/65FE/9ZYFv/3WRatknmVb4mX/awE/94wZGBmxOvlajVPT5w/8wj6JK/OQ/SvPxn0jyB//3PAMXrfoIgW2tfYG+K7j83VEadiS4+uwEudEymeESDT0xzKKNZ3kIAaXpKpnrRdoONGAWbSoZk7mrebSwGgSxJdAiCuU5k6vPjmPENBzT49w3hmnYFscuO3jOra46F1T8wk1Vfa+H/Lkp+n/9eyiGiu/6OOVg7Ca+c5HpF65hF2og4Oofvh4siOvXUhqY5+Jvv4gaNRBe/XtruBuFAM8FD7BtcdMJUXIkgppOUj19jsidR7GGlnarSiKGpOuYl64S2tN3U+3abgXbqRALNaMqIVxvvcp0QcWaR5YUIkbDKjdQPNyKL1yqVmad76+Pmp0P+MHUMBUr+47kBW4GIT1JQ2IHU5mb07tZiRstssBf5o4TwlvR9o3nWVLslJifv7RoJNZqaz11zy333fOCXUMdTiZDeO9ekg8+iBKL4ZXLSKpK/M47UVIpZFXFmZ0F1wUhsMbHg51GUxPl06dxs+9Mi2VDQ6GENWR99SHpo91URjJYc8szhWQa0rtQlRBzmYuMjL289OBu8GZZVmFR3EaVDEJ9nSixMPmTV9HaG5G1tbvolU1q12eI7OlEjhr467mXNoCkqSQevQ1rZJry6xdIP/kAhWdPoKZihPdvX1G1bVYFLz5d4o4HItz5vghPfakIItg5PPDBGFNjDmffDlx0obDEY08mmJ1yeeovCotupGrF57tfKXLvo1HufX+Uk68FE5hlCmRZ4DpiMZPGrG1tNqpkLCqZZQGqApRnllyFU+eWHgyr7FC7bDHZv/CZw9D8ysllfmBpJe+aHpW594YWQyAY92+d3KxbsVfF0jzTxTOXXlS3vPoZ8W0P235v0zeF44Akofd24VdNZMNASQe1H3apgmzoaO2trJtetQ4st8J8aYCuxtvpbrqTicypwL1B4OYN3FIFQJApDdHdWKCz8RjF6hQ1Ow8SxMNttKb2U6hOUqrdHK8XQMWcI1cepSWxh3x5lLnitWBylCR0JYyuxSibcxtMjBIS0rKYirT46YKS/NKRMpoaJhHtZDp7/j03SptDUKm+MyXGrcIaH18RgLbGxsh++9vImoZXqYAsI1yX8tmzKNFAQtgrFBYLMmvXruHMzdVlG975zm5DQ9H15FFifc34N6SXhlsTDP3pmys+kySZaLgZIXxy+esbrG5WwvNdhO8heyrWpTEih3dQeuNCUIFasdbNehKuR+7Zs7T//GO0/+yjFF67hJsrr9oFCcfDniusuVKUVAUlFqbwvbexhqbxilXcuTzV/uvoPW0YO9qpnlpyI/QfNxkfdnjw8RgvfLtMueCzbZfO7oMGz3y9RGY2uDnJBoXObRqJpML/9hutLKe4isRkDEOmuV1FUYOV6g8Kk/2Zd7X7+p8BeqoRp5gHWcZobMWcnYSboctfA8K0qJ4+h5KIYw0MByI5o5MBZXS1SvXMBSRDX7HT2FK7wmN07jgRo5FtzffQmtxDzS4gIWFocap2lgujT9V3C1kGZ15mV/v7ObL9RyjVppEkhUSkHd93uT79MrZbRZG3lo6+AM93uD7zMns7n2BP54foarwd26uiyBohLYHpFDk38nXcNXKIE5EOmtN7kSWFTPE6udIwnc231eMlSRzPZGLuJJ7v0N54hIjRgO87yFsIBG8ycu/y+z84CNvGW7ajQAi8QoEbR9OvVPAra9RE+T5uPr+a7v4msaGh8B2P0b86gZVZmRXU/L5da7ilJGRFQ+Avrmq2ggWheiF8KqeuUnxzOqjElqD44unVYux1KIkITR+/E70lSbivjdRDB/DN1cFvazLLyL//Cl5pdZ+E7+PbLnIkFPy/ZqF3teDMFpBUGeUGRbF8xuPl75T58V9Ks/dQiFOvV7n7kSiyAq8/W16c9DVdwjAkqmWfuSl31T0avmYHrqV38LyGwhKKEtz3Wm2pwMgISTS1KDQ0yaiahGUK5mY8chlvMXDuuzd3QlmGaFymuVUhnpBRFLAsQXbeIzvvY5nv7IWTJIhEJZpaFRJJBU0LXDr5rM/8rLfl3ZSqsRi/sUyxOP6yAsmUTEu7SiQq4XuQz3nMTXtUN6lP0VJNhOo6BAFnzq2ZVLx8ES+/tFuzri/Fa/xshnhCpqlFIdZnoMhgmoLMXHD/7A02y6ZT4MLYUzQndpGO9mBocYQQQSZU8doyPRHBTP4SNTtPa3IfsVAzvvCZyp5jJn+RihW4d4XwKdamcD2LYN8nKNWm8eppyhKCkjmLLMmLac+l2gz9I19b7IOmRvB8m7nCVTLlITxv9QVoaoSulruYyZ7HFy7dLXdh2nmS0S4q5hzjs8fpabuPdHwbrmeSiLYzPPUajcmdhEMN646HpOuo6VQQ8xECr1zGy+dvqKXaIBgkSUi6jhKPoUSjSJoapO7XanjFIn7NXNtDoiiLsQBh25sXbCoKkqYGMQvHeecTuSIHi2AhQA2SJSQtyLASjosUNgjv30HtwnWEZYMUZNgJ1w3mWVVZjM2uFQtewIaGYvq5y7glc1XgOnd6LIgNrIDAdWvIkoKura69WA9hI42i6DhODbkrScOxPYvuLt9xKXz37YDd9Ub4PtZEFre4sVFyc+V1qdGF7WJeGUNNx8HzMa+Mkv7EA0Tv2ofR3ULp5dUKaG++UOETP5XkfR+KMnzN4q4HIwxdsRm8tPQyLLiOZqcc/vOvz2PWVj8EQizR0m8V4YjEP/2XaXYf0Jkad/mNf52lmPc5cofBkz8e48Axg3SDgqoFfZid9jj+msk3v1RmeODmYgGtHQqPfTTK/e8P09WrEovLyEoQL8llfC6ds/ju1yucfNNaN4ayFhqaZB7+UISHPhiht08jnpRRVXAcQSHnc/WCzfe/VeXNl2qbTuoPvD/MT/5CAiT4098v8sqzNZpbFZ74VJSHPxSho1slFJbw/SCDaeCyzbe+XOaNF02sG/os6wZGYxv4HuH2HvB9alOb1wq9K0jQ2a3ywY9HuO+RMO2dKtG4jCwH9y8z73HhtM13v17hzHGT9eidHLfKZPYsU7lzi+qSQog1ij0FxeokpepUEKxlIci6NBa+cLk29fziZ0L4DEy/CIh64Bquz7wMSCtcP5ZTZDxzkonsmUW30Y1tL4ehxYmFm/FTuxePUGQNX7jkisPU7Dw1K4umhNDVKOXqLDUrS6E8Tjy8NmGf3tVJ8uEHMXZsR4kGizyvXKF25SrFl19dNhGu3Se1qZHIwQOE9+xCa25GjkaCyd/38Wsmzvw85ROnqZw+HUy6yxDevYvkB94PCPLffQbz2uCa51hA7M7bid97N37NJPv1b+LMvDMXVmjPNvxKDS9fInSgD2dyjtC+beALqqevoLU3Eb3vCJKuUTs3QGhPL2pzGr9So3Li4iKJopsrBjxg62BDQ+Hk6m4fWUKNGchqsOVzSyZOaeVK3/c9SqVJmhv305jexfTMGZxNSvcVRael+SCKrFN0JjDu30nl2hDOZBBUE76/ruvJK5tMf/HFDdtf6tw6E44QFJ49sfhj5dQ1JEPD6G0j89o5zMHVnEoTIw7HX65y9J4I1y5a9O7U+ePfyqyY1ApZj4GLFofuDLF9t875kyvHaoEA8oau4Napp9bLcpJl2L5L4+Axg45ulc4elYc/pPPzv5qkuVVZkbUVjkCqQWHnXo273xfid349x/HXzE0XLrICdz0Q4h/8sxR7D+koirQiuzEcgWRaobdP5b6Hw3z3GxX++HcL5DIbNyxJcOg2g3/4v6Y4dLuBpt3QLpBIKnT1qtzzUJiXn6nyB79VYHJs/VVOQ5PCgaMGigqHjhlMjbv86r9Kc9vdIVRt5RjG4jLtXQrH7grxjb8s8YX/UqRUWOqzJCuo0YDquTY1iiTLyEZ448F6F1BUePCxCH//nyTp260hrzHOqQaFHbs0Hng0zNf+vMSXPl+iWFh/nBcm8s0QTOLrr1Ju/N3qnzfqg7elPni+g2nnGZ15C9utIEkynhckpizsghbScV3fImykAQlVMZDl1Vlexo7tNP3op9HaWsHzcItFhGkhh0LE7roDo7sLe3qhKnlt+ePEffeSePh9IEn4poVfrSAsO9hhJBOEUn0YPd2oqST57z/H8pJ8Z24OJR5Da2kmevsxzKHhlVK3y08VChG74zaM3h7MqwN4xc1TZdcdx1yR0P4dgWRutUZo/3bM84PI0TChPb3Uzg1gj05Refs8ciRE+PCuwGDs3YY1OI7akKT0/HHcfGnDXc2W8qYa79pG+4cOoCVDdcoOiWv/9WVqy3ieQJDJXaWz/U5Sqe1s63mY0YnXsO0bAyiBLrOuR+lsv5uW5oP4vsvM/DmcSpLaheF1axtWYcEAyBJKxAgEX4TAq5hBJfYWCuYWKJhRA39O+bXzlF87v7L9ZXBswQtPl7jnkQhP/lSKUsHnxKsrjZltCf7mLwocuC3EL/+rZr72hTwjgzayBM3tKjv3Gzz7zRJj15dnWsDEsI2sSHzwk3Es08exgwllYthZ5eaJxmV+9Gfi3PNQmGhM5upFh6sXbLIZj3BYYvd+nT0HdUJhib49Gr/2bxr4t782z/nTG1R8S3DvQ2H+t19voLVDQQjIzntcPmczNuzgOILmFoW9hwy6elWSaYXPfC6OEZL4nV/PUSmvP95H7zT43/99A9t2BhXvlbLPlQs21686QUZYSmbnPp2+PRqRqMSHnoySalD4D/8qy8ToxoEcSZK47d4Qh243OHqXQXbe41K/zfiwi+sJOrpVDt9m0NSqEE/KfPbnEliW4I9/t7DolvPMKqWB82iJNLEdQYWrOTOxuQvhHUCS4ZHHI/za/9VAQ5OMEDA77XLlvM3EqIvnCVraVPYd1unoUmloUvjpX0oSicj819/Mb9k198MM0y6QL4/R2XI7jlPB8x2mMv11I7G0mxH45EujNCZ2sL3jQXQ1gn/DVlyJx0h/+HG0tlb8coXC8y9S6Q8U4+RQiMj+fSQffZhoe9v6HfJ9qhcvobW3Yg5cxxwaxs3lAveNphLasZ3Uhx5Da2kmft/dVPvPYU8uZY+52Ry1i5fQWpoJ79mN1ti47i5B7+pA7+gAz6N6/nzgznqHcGazAUtwXzelZ98KdEViEeSIgbAdhOshyYEbXfh+oB6qqdQuXA90Rix7UZN9I2xuKCRIH+li8lv9JA93Mfv8ZZof2r3moeXKNBNTb7Ot5xG6Ou4mndxOvjiMUq9w1PU47a23YRgJ0sltxGLtyJLC7PxF5mYvELfvoPHHHsUcGAfPR7gelROX8Yrr70zUxjgNjx4mfvtO1GQkWJnny5RODpJ7rh93g8puACUZJf7gEYzt7Uv8UHUUnjlO7fxq2vSr5yyuX7W5831BAd7yVNkFnD9R43f/7Ryf/fk0//BfNAVkoFKwCJkac3jhW6v7deq1Gq8+U+ahJ2Lc92gUxwl2J/+f/2Wa8aGVriNdh8c+HsWqCf777xV46q/L5LIenhfICsQSMo9/IsrP/UqSdKNCz3aVn/wHCf7dP8+s69Lp6lH5xV9LBUbChzdfNvnCfy5w9aIduGpEYLha2lR+5GfifOonYxghmQ99IsrFszZ/81flNRclza0Kv/TPU4tGYmTQ5Y9+O89bL5tUKz6+CFyt8aTMI49H+Ll/nKS5TeHOB0L87C8n+K1/k6NW3XhyPHA0CMKeeN3kj/5jgWuXbGwr8KLremA4f+mfp7jtHgNNh0/+RJy3XzU58/ZK/3m0dzfW3CS+axPt3YWdn9tULOhmsXOPxi/8sxQNTTK+Dy99r8qf/Jciw4MOtr0wzhKdPSo/8fNxPvypGJou8fEfi3HhrMX3n/oBkey9hxDCY3z2BOFQA6qsYzllXM9ibOYtrHrdxVz+MgKB7ZQZGH8eQ49jOxUkSVqRdhratZPQtl4QguKrr1N4+VUW/HR+qUzxldcASH/swwtnX7NP5vUhrPGJxfqD5aicOoOkaTR95lMo8Th6Z8cKQ4HvUz13nthdd6Amk4T37F7bUMgy4b17kcMh3GyW2pUgWUZVQyhaGM8xcW8ixovnY14eRmlI4BUrVE9dJnywD+H51Pqv4VdrWMNThPZtp9Z/jfJrZ9B726BmISwHe3hyw9jEAra0o/A9HztfC14YRUY4HnoqfMOOIlgBjE2+CZJMV8fdxGLtxGLti7+PRlrY3feR4AcJfM9lNnORgaHv4jg1zMHJFXQamzHRai1JOv/hE0R2d2BP57AmskFNQEOM5k/fS2R3BxN/8D3czDppYYpM6qP3Et63jerZgaASfBnWE02qVX2GrtgcuiPMq98r49hLD5WMTFROUfZyvPZshfMnTXp36qSbghV6bt5lYsQhP+8BEnE5jSbplLws+azN7/yfc/Tt1WloVvE8QWbWY3Zy9Y0MhKEE3/pqmS/+YXHFjsMH8lmfr36xRCgi8Qu/mkLTJe5+X5iDxwzefnX1CkZV4RM/FmPXvmAyv9hv8xv/evVq3vNgfMTlj/5jnuZWhfd/OEI4IvPJn4jxxos1ZqZWT6of+kSUw7cHBY3zMy6/9W+zvPWyueJd9D3Izvt84y/L1KqCX/s3DcQTMo99LMqrz9V46ZmNXx5ZhrEhl9/+dzkGr6y8j2ZN0H/S4rf/XZb/7+8309Wr0tAk89HPxLh41l4ZYxE+shEOaOiFf8s3FEZI4kd+Jk7vjuDVO/mGyW/+mxxz0yvHzfMEQ9ccfu//ztPcpnLvQyFicZlP/WRg4Aq5v9tqihDEQyq1lZPp8loOa1mhnuUUsZw1XDSSRGT/PlAVvHyeyukzrArm+D7V/vPE77sHva2VdYPZvo8w11ndC4F1fRivWkVJxFGSyVWHWOOTWMOjhPfvJXLkEOXjJ1btFpR4jPC+PSBJ1K4O4GSCVPVwtJnW7juoVeaZGHqVjZIoZEUjEm2mXAxc49bA2OLvvFxxlZJg7fTlxf/bw5PYw0su9drZrclCbG4oBGTfGsa3XEpXZ9n+0/fgli2mv39pzcM9z2Jk7GUKxRHaW46RSHRj6PGA6wTq3Cgm1doc03P9zM1dWIxl1C4MEzm0Hb2nFa9YpdZ/ff3dhCzR+PhthHqbmfyjZyidHMSrBqtDNR4mcfduWn/8QdKPHGLuq2+s6UKQdBWjp43sl1+kuoagy3qIJWQOHAsxfM3iwumVD4ImGWzTD3LJfBNX2BSyHv1vrz3JSYAq6fRo+xjhIjlvhkrJp//41raiuXmP73y1sm72kePAd79R4YlPxdi+UyMak7jvkTDHXzdXZXy2dao89MEIiiJhW4Kv/0VpQ5dPuSR4+qsV7n04TDQmsX2XxoFjBjNTK+9XMi3z6EcjKKqEEIIXv1fjxOvmuhOw58EL36sGAe8PhQlHJJ74VIw3XqptmP0jBLz8bJWha+sH7QcuO7zwnSo/9YtBhf2xuw1a2xXGhpeus3T9MvG+/UiyQnnw4s1nHGyCnu1BbEeWJSpln6/+WWmVkViOQs7n218tc+f9ITQtqAzfvV/n+Gu3rr5FQkIjhCbpSEh4uNjCXKVOKCGjSwYqwXEuNpYw12VIXqBwkZHx8XGEVdcpWX3zFVR0KYSCiouDLWr4W5AWlsMhtJZmAJy5edz82rT+XqmEMz9fNxRbfNHrNCUL/wrXXaxPkNao7xKWReVsP+Hdu9A7O9C7uzGvrpyIjd4etJZmhGVTPXdh0aiVCmMY4SThaMvS6SUZPZQMkn3sMo5dQVZ0kultNLUdYHLkDRy7im0VF4+VZRXLLOB7t4bVewFb2lHkzwV6A7WpPOXr8wjXxymsv8ITwiOXv06hOIquxTCMJJoaqgesHGynjGkVVm6xJIn4/QfRu5qxRmdRU1FSH7uP7FdexK+sfimUaIjY4W0U37pK/pWLK8SN3HyF3HP9RA/0EDuynczTJ1awxy7CE3jlKvW6+i1BVuCeR6Js263zxd/Lks+ufsllZJJKI4qkUfELVPwgtz0mpwnLMWp+mbKfQyDIedO0qF2L2SoyCnE5CNzpcoiSl8UUa+9sxoZdRoc2zmaanfK4dNZi+04NSZLYf1gnGpUol1Ze8L7DOm2dgettftbj7PHNCxiHBxyycx7RmIxuSBw4qvP8t1caih27NHq2BYsEsyZ49bnqYlxgPdQqgpefrfLAB8KoatDntk6V0evrGy7bEpx609owWO/78ParJp/56XiQntuisH2XtsJQqJFYENSWZLR46pbrDx+63aChORjnqXGX82c2f6EHrzgU8z6NzQqRmMTeQ7fOUISlGN3qbhqVdjRCSFIguFX0s1x2jmOL4B2NSSl6tX0k5EZUAjefh0POm2HIPY8plu67hEyr0kuXuouQFEEmSKW1RI1Jd5Bxb+XkmZKb6VX3EZPTdaPikfNnGXYuUhUbB3ol3UCORoN+F0srqpiXIyhEW2hr/fRYSdNQm5vQ29vQmptQ4nFkwwgkacNhlHhsw/6Y1wZw5ubQ2tuIHDqAOXh9KeityEQO7EfSNKyRMayRlXUz4obVUzjaTEvnscCQ6zFGBp5FlhVSTTuJxFpJN+2mXJzEtss0dxwllugIYrSew/jQS3jurWM1vikSEOEJrNkS6WPdOIUa5etrUGssg++7mFYe08pv2rakKei9reT+5nW8bDFQlPrRR1Abk9hrGApJU5EjBvZUbk0FPOF62NN5Qj3Nq2IPSjqGmoyBJGGPzpJ84m4kXQuoxpfNNM58Ab8cvCgHbw9x9J4wDc0q938gyrULFs89VVqzFsuQwySVZhxh06Zv54p1nLjcQKPaTsnL0qPtZcodIuutZtTUJINdxm3Me5P4wqNF7+aqfXJN+dOxEXfTwKbvw+ULNh/+dPBzc1sQhC6Xlml3SLDvkL6YbTU/62GagmhsY/Ih3xdU67EDSZJo61TRtGAns4C+PRqRejv5rM/w4NYqDAevOJSLPqkGhVSDzLad2oaGolT0mV7DRXcjJsdcchmPSFRG1yW27dR4+ftLC5ZI53aKV/vxHZvE7sPUpsduWt5yPUgSHDhioNQfx9lpD9fZfJxdV9RTrBVkWaK9c2vFmlpTM+He7UFePeBbFuUL/YuTaViKsl+/h7jcwJw3Rt6fwxc+ETmGjLKCXkWRVDQMpt3hRR6uRrmddnUHPh5XnJOLxyblJnZrt1Hw5xl3r+LhohMmpTSt2qUk5Ub26/dgiRrDzgVsTKJSki51F2E9xnn7dSyxfkxGUuSg1kGIgF11va2qEBsT40kSemcHyfc/RGhnH0osFnzHdRGuV99JCCRlY14tN1+gev4CybZWInv3UGp8DWc2qKxW02lCfTtACKoXLq5dILcMZi3L7MRpVC1ER+99hCON5DMDZGYuIkkK40MvA6AbCZrbDjEzcQrPs+nsvY9ItIVSYWzD9m8GGxqK6LZGfMdDjero6aXis/TRbubfXB3kfTcQvkBYDqHt7Zi+jxILo8TC6+rpBoyKNlpTIoje3pihpMhozQm8ymr68djd+0k8ejuI4OWVo2GafuZxhGmvsOrZv36ByvHAv9fYovLAYzEUFU6+VuUr/z1PZnZtl4EjLCadQRxhEZcbCEkRWtRuBD5KXdworbSuaSgg0GCYcgZxhM1e4y4iUoKCWM0jn533tlSnMzvlIXyBJEvE4hLR+MqJSdOgtUNdTM/cvlPjP/xB85ZSabu3BY+QJEEkIqOoEo4jFn/f2qEuMlPksx6V8tZ867n5oDgu1RCkC7e2b7ymqVYE1Q2yrhZQKvqL2VmyAo3NCpK0NL94VpVod1/wfDn2hqmgNwsjJNHctjTR7D+s81t/3LJpHERVoakl+J4kQTQmBQrBG3xHNgzSDzyCW8wvUTf4/oqdc5uynZTczKDTz6h7GX+hRW+BtHHp2ot+hnP2qysm+pw3S0xOkZSbUdEWdUIiUhxFUpn2hpnxlmpRJr1BlndARqFL3Y2ExGX77UUDNMcEHi67tGM0yR1MeJtQvdQHUNqIAkViGYvt6gHXO9pp+rEfQe/qxK/VqJw+i3ltECczj18zEZ6HEovR/NM/gRKPr38e36d6/iLxe+5GbUgHQe26oQjt2I6aTgW1HZcur99GvcPN7UeIxlqplKeRZW1danJFNVC0EOFII77vkstcWyPb9N1hw7cv1JbAt9xFWvEF+uVQRwppq5oJkoIia/WbGFRg+767gjgLANej9PJZko/fRez+gwjPo/LWpXWF1b2yReXiGMl791K5NEalfwTfDtqUwzrx23cSO7Kd7HdOrnI7lV+/sGY2041ws0uD/fqzZU6/UY+lVMWKAPaqvglvUXBHEFA1S0hU/FLdFZXH9NdfJYn6n4X/38hquwCzdqMk0Nowqz6uB5oMiiIRjqx84FRNIp6UF88TT8rsP2JsoeWVkOWVjNKyDPHEUrvVisDdYnW4bQtq9UJFSVro3/oLRtcRiwZqI3iuoFZdajcSDRTsFrwD5euXiXTvQJIVquPX3zX1wXLoukQ0tjQewW5p4xXqWpCVegrdBndfUjV82yL36otrumMUVBqUVixRY9obXjISddwYd1h4JsNSDEMKo6AGix4kZElZJpQEJZHDESbbtYPokkHGm6ImKqva1KUQKbkZVzhE5RRRlgLEWj0OEpcbNrSIwnHxLQtVkpBDoUUq9zVGBDkcXvz/ysFQgkB3Z0dQAPfNb1E5eXqVfoNobNhSyr09OYV5fYjIkUNEDh2kfOIkwvWIHDwAioJ1fWhVRlSggaHV/9URwiOR6iE7d5lKcZrGlv0s3G/fd1FVA02P4Xk2jl3BrGYp5keolGZQVQPb/AEaisybQyCBno4w/8b1RbbYpgf68Mz1Hc2SJBMJN9GQ3kki3kXISAUqd0h4voNll6hUZsjmByiWxoNCG8CZzTP/Z88gh3R8x62Xpq9zEt8n+51ThPva6fqVj2KNzuFkSsEWsiWJ3tFA5dwI2efOrppdvGJl3Yym9eA44OTf2aThC4+cN0NMSZHzZlAkFR8PCZmQFEGTDAwpgi4FD7IuhWhUOnGEiSbp1PyNU3w3P/+yIZBWc88tSCUsoJj3mJ32bjrjZ3JsJV2JRLBqX+zHRvfzBgixRLG02L+N58attcvKuV+WpRXzRri9m3Brd9ABSaJ07dwtq6WQ5JXjnMt4zK+zK90I0xPuKn/2jfDtIMUzcdudWFOTi24Ua2YKPA8ZBV0KY4ka7haUGeNSejFGIRCLRXEROb4qhlbyc1y036JH3csO7TC96n6y/gzT7nVy/tyiwdDQUSUdQ4qwV7tj1TkdYQULrUWCwDWu0zTxCkVESwtqQxo5HFqicF8GSVVRG9JrtiEbBkZvD5Is40xNUTnTv6bIjxKLrRnEvhHCcaicPkP4wD70ni70jnb8monR2x387tz5FcZbklWa24+QSPcgKwbtPXcxM3Ga+enzNLTsIRpvp1KawnECF2mtModZy9Gz8xFy89fIzl5mauQNGtsO0th6EMvMMz36Nt4tTOveUtbT7EvXVrhv8qfH8L21b5yiGHS230ln+52EjHSwmr5hRSyEoKlhNx3td5DJXmN47EWqdpbEB26n8valIFagyCQfu5PK8UurZEoXYE1kmPi9b9Hw+O3EDvcS2R+84G62TOap42SfOY2bfXeT7M3CEy4ZbxIfrx6snsEWJjPuCC4OTWonrnCo+WU0yaBJ7cL2TSJyHB+PopfBERaKpBCWGxm1L6/ro9V1aUtzp6ZJixOU8FfTlvs+OMvmilNvWvzHf5e9KWoOANtmZZquYEUMRdelunrf5u0qioSmL9FRmDWxITefokpshXZflqTFWIwQddrwZe3qySbyF47jOzbJvUeRZOWWxSh8jxW7nleeq/GHv5nHW+ddWg+WKVbcrzUhy/iWidHWgd4cUF541SpOdh6/PoEsTMKbCWHohNit305EinPdOUfen8URNpIkcUC/F0O6sYJdkPWnKdoZYnKaZqWLFqWLJr2DAedM3QUV7FIQgqyYZsA+s+a5Hex1jQQEvErW2DihXTtRm5rQ29sxr612VWnNTWjNzYv9WwFJWuRp8k1rbSU4SSLUt2PZrmRjmNeHcWZm0Ts7CO3ZjVcqo8RiOLNzQYB7+TX4LnNT/cxPn1vsne855OavUsgOEdCniEU3qOdajA2+GDyb9ay8UmGccmk6oGbxV9Kk3wpsKZgd7khSmy4uciYpUQOxBq23LKts73mYro57kWUV33cwrTyWXQqIwURwjKZFCRkJNDVCW8sRwqE0l4f/Bq2tYYm8y/NR4mHkeATWMRQA1kSWqS88hxoLIUeMemW2hVcxf+BSpgAuDhPOUlbHtLvk4pp1R5llZabDmLPSV2lIEXw8pp1hXDaeDVJpOaAD2WSjk2qQF3cRliVWVVA7tiCX8RAicHNFYhKFvL8ln/9G8L0gML7QbiKtYIQkSltgLIjGA7cQBEHb3PzGD344vOBS2/i4UEQiGg0GQ4iAX8r3QY3GSew+gp5uRk81InwPz6ze0hiFZfoU8/7ieESjErmst/mk/w4gLIvcy88j60YQwyOIA/r1gK6HS82vkJKbCElRyhvsKsJyjITcyLQ7zMSyOIMmjMUMqLXg4pD3Z8n7c0y51zlg3EeXuos5bxwHC1uYWNTQCWGJaj119uZRPXeB+F13IseiJB95EDeTXaG7oMRjJB58ACW5oOB3w8LVdXELBbS2VtTGBrTGhsW4QtCAQnjvbuIP3LtltT6vVKJ67gJ6exvhPbvxq1VQFKqXLi/LvlrCKlf8Jp8L4a0qBBW++57x4m6pMrvtsX2Mf/0Mdp37qfm+PkoDsxTOr+RCSiW30dF2B7KsUCyNMTbxBoXSGI5TDS5Y1Dl11BCRcCNtLcdobTlEMtFNV9vdZG2T0M4ualdGUeIRlFR8XfbYFfB83EIVCv8DVKziU/MrG66iFtDWpaJpEt4mfv9A8zl4wHMZbwXHEQSp3CPXHXw/cI20d6qk0grV8rtbSQsBI4MB/UgoLJFukGlqVbbkbmnvDIgIIYgJjY9s3JdYQibduDn9dGOTQiJV5yxzWeSS8swqpcELLOXNg3DfBavnGrBtGB1yg3lWgs5elXhSJjv3HhTPyTKJO+4hsmMnkq6D7+PkcmSeeRrfMvHxmPPGaVTa2abtZ9A5W09xFcio6JKBKaoI/MX4hCqpi+mrMgqtai8xOUlNrNy1L+idW6LKAvuUi40v3BWxDAeLWXeMXm0/Xepuxt1ri4sjFY2QFKUmyotB8vVgj41TPn6CxIMPEN67h+af/gmq5y/ilUoosSjhPXvQuzqxxyfQu7u4cUchbJvahUuE+nagNTfT+OknKZ88jVcsIUfChHZsJ3L4EH6thpvJojauz1671Kigev4C8XvvQm9vAyHwqzWqFy5u6ZkKRyUiy+JZlZJHbROSzPcSGxoK2VBJHuwg2ttI0707cCoWsiIT39NC4cJKIyFJMo0Ne1DVMKXyJJeufn1NUQ/h+9i2g22XKJWncN0a3V33kY5vZ/rE94g+sof4+w4hBFRPX1vX7QQQ2deFcDxq16dX7R7kkEb0UC/2dB5rbOM03h8m2MLkun12VRrhWujqVWlqUTacRMMRiX2HlwLTY8MOxfzqifrcKSuQa00ptLQrHLrN2JCQb6u4dslhftajq1cmnpQ5eMzg8rmNV46yDEfvMgiFg5dkenLzehEjJLH3oMHJNzbOHd99QCORDCaratnn+tWgL8LzbnnNxFo487bJp38qRigs0dmjse+gwWsv3ARlwxahhMMYre0Ujr+B0dFFdeAq0b37V+yQZr1RYm6KDrWPhNxI1S8i8NGlECDRb7+CJapU/RI5b4YmpZMD+r2YokpEiqNLIQp+Bk1amfjQpmyjXd1OVZSwRC2oIZJShOQo151zizsHgWDcvUZETtCr7aNF6cYUFSRkDCmMJMmcs17FFWsntCxAuC75519EMgxitx/D2NaL0RswACPJ+LUqxZdewZmdpenHP8sqV5sQlE+eRmtvI3b7MUJ7dhPq2xG425VgsjaHR8k9/W2ix46SeOC+Ld0DZ2YW89og0TtuA8C6eg17Yu1Mx+Xo2anzo7+QRlGWwmMvfbvMWy/cXFz1VmLjHYUQ9TxlmVBbArUasDvOvTxAeXilbKIkKUTDzYBgdv78lpSfPM9iauY0rS1H0PUYYrLM3Be+ixINIRw30JBYJ2gnGRotn7kfJBj9ja+vymySVIWWT9+HNZFl4ve/cwMf/Q83tmIkIEg9vefBEF/9YnndeOvh2w127Q/y6D1X8NYrJmu5YK9edDh/xubeh0LohsQnfyLG6bdMZjeoGt4KZiZd3nrFpLMn0AN//BMRXnqmumE1cvd2lYcfjyBJEsIXvP5ibVN2WkWBBx4N8/RXy+Szax8bi0u8/8NRlPpTf/2qE6zwf4A4f9rm2iWHg8d0YnGJT38uxsV+a9Pru3lI+K6Dk8sS6t2OWywgazqybiwK4bg4DDhnyPnTNModhOUYMhpVUSbnzSzW7rjYXHFO0OHvICk3EZNTlP08g85ZYloDHaG9CHO5ARpDkiSSWitprZuqmaHgzzPo9JP1p1m+orcxuWy/TWdkP0mlAdVTEQgK/jxZf2bdYtMb4ZfKZL/xFLWLlwjv3YPa2AhC4MzOUr1wEfP6MHI4RObLX0W4XqAOt/z7lUrw/ctXCe/ZhZpOgwResYQ5NEzt4iW8QhG/WsOemMSeWM0sfSOE41C9eInI0cNIkkz13IX1KUKW4cjdYS6eqvHa9yuLSQvr1kstxFdUZdMaj6BTIqAVucmd8sbCRbZH9u1h8AXFK9NLUpLr9jlIf7WsjVcAy+G4VVzXRFX04PumjWtu7qtUwjp6S5LyuZFVHE0AXsXCms5hdDciGerfKUOxVeg6fOan41zst7l4dvWYdXQHRICJZMBQOjbirlvRWyr4fP3PSxw6ZhBPyhy+3eCX/tcUn/+dwoZUHqGwRG+fRiwucfptaxXjhefBU39d5n2PhmlpV9l32OCnfynBf/vtAoU1ssiaWhX+3q8k6d0RGLfJcZfvfaOyaeKRJEkcPKbzic/G+NJ/L62iNdF0+MinYxy7K+CcchzB89+pUir+YDmTsvMe3/jLEn17GohEZe5+X5if/9UUX/i9AnMz6z+j0VhQHKiqEv0nrU3HwzNrmKND+LUawnVp+dinsDPz+NYN8gB4zHkTzHuTS1oWrE6PNUWF6+555MVjgj+SEaPYBG5h6R0sizxlp0DcyJCKb2ei+GadflxgGCk0LUS5vCS76uJgJVVGqyMUq8Mr2r8ZCNumev4i1YuXkeRAbwPfX5wU/XKF8vGT63/fsqie7ad67vxiTYYQYiWd+PQMziJd+SaQJJRkAkmWcfN5ajfQeayHfMbDCElUSt6GLAZqUwPhowcI7doexF8UZZO0hKDoMvvFr+FM35z+xZYpPEKtCcIdqWDX5kN1PFenHA8ghE/NzJJKbkdVt87jryg6qqLjOFUc5yZiDIqMpKu4xeraQWsh8MoWcthYsxBHjoQAlmIgsoQcDYPnr/wsEkLYLqJeo4EsIRl6UO0tCKh87TXupqogh42AfsT3kQwNSa8rT5n2ouGSI6Gg+tPzkcN1amDbDb4fMtZt3/cFpYJPb5/G//VbTXzjSyX6T1gUCz6aFlCLf+ZzcQ7dFkyMtWpgCCY3mPTfeKnGV79Y4sf/fhwjJPPEk1H2HdJ5+fs1zp+2KBV9JGlJTa9vt86egxrbd+q8/lKN/pOrDQXAlfM2f/YHRX7x11LE4jKf/Ik43ds0nv5qmeFBB7MmiERldu7R+NiPxjh8h4GiSJQKHn/6+0WuX91cdKlaCfr2s7+cpHenxnNPV5kcCyi7G5sVHv1whMefjBKOyAgh6D9h8dy3q+tmUmk6JJIBNYkRkgmFJPSQxI7dGlo9fqsoASttpeRjWQLLrP+1BLWKvybtuhDw3NNV9hzQ+eRPxtF0iU/+eIyDR3Veea7G5XM25ZKPLAVGuKlVZedejb0HdXr7NL77jQrnTm1uKPA8yuf7kRSV0qnjVC5fxM1n187oYfXErGlRorE2JEmiUp7BtstEoy0oihEs7LQwlhm46mRFI5nsBSRKpQl830HTouhGnEJpFF8Ez5xhJGnvuB1F0dEy1yiXJ3GcKtFoK55rUjMzi/xOsqyRiHcgySqV8jSOUyEUCkTOdD2G61qUy5NrJxv4/qaEohvi3X6/DiUWI3r4EMgytSvXFgkAN4NtCT7z82nuejiKXV/wvPydEm+/tDQ/Gjt6Sf/YJ9C72re2k6jDr9aCeegmsSVD0fLQbpru3R4Es0UQZ5j4m36qKwyFRyZ7ldbmw6RTO5ieObMF3WyJhlQfmhZldu4c5k3sRHB9fMtBTUbWrsyWJdREGGE5a/xOJvXpR1BiEeY//02E7aJ3t9L0C0/iZvLM/8E38KsmaksDzb/4JIXvvEH17Yvo2zuI3X8YY3tHkI3l+bhzOcqv9VM5cXnFyiO0q5uGH3uM+T95GiURI/HoHWitDQH974Xr5L76Ang+DZ97AmdiDklXid6xD2tkmsK3XiX2vqNEjuzCmZwn+1ffx51d6T8XPnztz8scudPg6J0G/+RfpKmUgiI1RZFIJGU0PSDisy3BU18u89Rfr00DvgDbgj/9/QJCwKd/KkY8KdO3R2fHbh3PE4vpspomoWosSSgKsWEyiOfBN/6yjBGS+NwvJkikZO57JMydD4QoF30cW6AbErGEjFonD8xnPb7wXwo8/dXKlnbJ1y7ZnDlu8SOfi/ORT0d57KMRSkWB7wuiMZlIVKrveAXXrzr8/m+sX1kPcPcDYX71X6cXrzX4V0LXpUVDoenw8/80iW0ncB2B6wTpr64jePnZGr/z67k1J/RqRfBHvx086x/5dIxILIgj7T1k4LrBOEtSIKmrqlsf5xsR3tZH7NBRZMPAty3K585Qu75JlfPCd8MNRCJNqIpBY+Nehoaepbv7ASyrQDTWTqU8jRAe2ewAkWgz0Wgr4XAj0WgLk5PHQYJItBnDSFIsjAECWdECF7MQKIoOC4FtSaKp+QC+79W9ERIdHXehqiEct0pjw25GRl6gqWk/yWQP2dwAyWQv01MnyedvLUPELYMkETl8MKj0rlSonDy9mtV2HVzpN/md/2N2RSglO7uMcicSJvmxx9B7OsHzsCemcaZnEWYgX7sRfNup89vdHLaU9RTb0cTwF9+mOla3iAL8NVw52fwgM3PnaGk6SE/X/UxMHceyS2t2XlXDNKZ30dP1AKaVZ3zyzXVTwdaCV7WwJrPEDvZitDdgTayMmYS6m4js6qByeXy1a0oI/EqNyOGdyLEIXraIvq0drTWNkoiipINsK605hdbehF+qgiQR3reN8IEdWMNTuBeHkEMGkSO7aPzZj+BVapjnl/KjJUNH62gi/tBtGNs7cGdzVM8NotQ5pgJdcAm1IUFoVzfm1VHs0Rmid+1Ha07jlSpYA2NE7z1MbHyG/NdfWnEJsgJzMy7/z7+s8Pf/SZL7HgkTS0jEk0u31PcF87MeT/11mS99vrSKCHAtlEuBvsXVizaf+VycPQd1ojEJVQ3+LofvCYpFn+tXHF5/obYh95BlCr70xyWmJ1x+9GcT7N6vEQrLpBuXVkNCBFXTl8/Z/NUXSrz6bJV1ON5WQVUlvvInJTKzHp/56TidPSpNLUs7SSECI3r6TYvP/25+YwEnIJqQ6dm+8cpLkgKjsVDvsRwtbRu3X8j5/P5v5LnYb/PJn4ixe38gMqVpwd/l8LwgjXfgss3br67PvLsccihM/Mgxyhf6cbJZtHSa+OFjWFOT+LXNJwrTzKGqYXQ9RjzRhaLo+L7L7Nx5uvQ4c3PnaW07hiTJ1GpZpqZOEA430NPzENPTp3HsMsXCKE3NBxbbrFXnKZem8X2X+fmLi59XytNUq0sJJ5oWIRZr4/r172HbFfp2PkE02ookyeRyg0xNHkcIn0ik+YfGUEiqihQywBeB0FHfDpKPPoykaVROn11FALgRzKpPa6dKU1tAq+P7cOFEjXwmmHP1rnb03q6AzeKVNyk++wp+sby1VG7BOpXrG2NLBXfmdJFIVxo7W8H3Ar4YURWrOJQkJOYyF4nHOujtfpDmpv2Uy9PUzFxdrB0URSNkJIlGWohGgps/NXOKRKKLZHLbop90Oaq1eeazK+sNhOOSf+k8Xb/8YTp/5SPkvncaayoHEhidjTR88ChyxKDwysXV8QkhsMdmkD9wJ2oqjpcvYezoxBqcRG1MoHU040zMoXW14Fct3Pk8CEHppVOUX+8Pqrp9ARJUT1+h9Z/9GJFDOzEvDq3YvUi6RuTwTub/+FvULg4FN0iRkVQFYTtIxlIOeu6rLyAcF72nFbU5yfwf/w1evozW2YKxvXMxF36xbUkiEpUZHnD49/97hgNHg51Fb59GKCxRLAT606feNLl+1dnqYgYIAmfPPV3l+Gsmu/Zp7D9isK1PW0wrrVZ8Zqc8RgYdrl9zGBt2V6XcrgXbEjzzVJUTr5scOGpw6HaDzrqudaUsGB92OHfa4lK/vW5Aej3ohoTrwl//SYnXX6xx+z0h9h3WSTcquG6QXnv2uEX/SYviDbERSVdpfGgf+eODuPlgEu0/afFv/mUZt2xuWJmtREM0P3YINRlh+hvHgzRtYHpi88r2Slnw7a9WeOPFGnsO6Ow9pNOzI8jK8v0gK2tmymN40GHwSqB+V9mCsQdAlvCqFczxUfxaDa9SJrxj15bqAGRZo6fnQSqVWSy7hBD16mjhIXwP33cRwlt8V4OfA2qetQpsV2Lz/kuSElR/+4HanfBdZFlDCH/RPS18jy1VWP6AYPTtIP2Rx4PyRcNATaeQdB17dIzCcy+s6/JbC3c8GOXOByNEYjJj1x16+nRGBpYWHlprM3LIwB6fovi9F/Hy71xKdavY0kjLukLnJw7T8vAuhBcYiJEvnaAytDLttKlxH7v6PoKmBul1sWgb0ciCEPoyDomF/9VdAZ3td254/tn5C6sMBUDp5CCzf/0aTU/eTec//kjgzwdkXcPNV5j9q1co9w+v2aY7nUW4PmpbA850Br2zhdr5QUL7tmH0tlE9eRm9qwV3Preo2+1XzMW4hRwJIWkqkiIjLCdwRcnyKv2C2vnr1C5eX2K49fxVBtbNFvHrlCJeoYJfs3BzJfA8vGIFOWLU/ZA3SEDWF+PViuD4ayYnXjeDeaBe/Pxu3azFvM/JNyxOvmkFdmoZp5oQG86f60MEAkWvPFvj9RdqHLw9RGOLwolXa5QKGwsFqVpQfLfWMbK8NPyj111Gr5f55peW+iz89fsrSRJusYZwlwZsrqRzyt7FzHdP4tvuCtldYNnPNUIvnaPrcw8w9j0Ha6a6utB5LdfoMuQyPm++bPLWK8vuX32sNhtnI5wGBFYtH1yLqhI/ejtqPIHR1kHzhz+Bk8uhpRvqTKibT1iyrKDpUarzGTQtsqhQuR7C4UYSiW4i0RZMM4/vuyiKgaZFURQDXY/hOBWE8HE9i2i0hXC4Ecsq4vsumhYJuIu0KKoaxnWDeGU6vQPTKqJpUarVeaLR1g378bcJSZZRk0nkaECe6lermOcvUnj+xXUlUddDU5vKK98r07VN5+xbVZpaVdo6Vc7Vfy+HDJBl3Om5d+RGeifYkqGY/M555l4dQNKUxcwnp7gG9bekwDKrf6uwHq+6sF0yT5+gfH6U2IEetNYUILCn81QujmKOzK1JQQ7g5kv4pSp6RzP2yDRKOo41OI6SiKL3tKEkImitDdijM0EwWQK9u5X4I7dj7OgMOF/kIDVNScbWXkX5Amcmu24fFq/DcYMqS1kOVNUse4nps17Fu2k6A+9i8t604a0VuWu6hBEK/OrFgo/wg0I4CFhbNS1w1RiGTKno0dQaULa//lwFsybQdIloXKZUCLI9jFDwc60eqL73/VEGL1tMjbnrijUtx1YMpRLRaf7QEYy2JJWBabwy6M1xWp44SuqunajxMLXhWeafu0B0VxsND+xB0lQqV6fIvnIZ4fk4hcoKV2z8UA9aOkr2pUtIqkLrx28j++oV7NlNtBUkDUU18FwTASiyCpIUBI/VMCBwnRqSJKNqEXzfIRROB2mgdrVO3SBwcjl808Sem2HhwbFnp4OMpy0MiutaTE+dJpXajmXmmZ87j+fZFEsTuK5JsTSO65qUShPYTpm52XMkEt3IssrUVOAWSiZ7icc78X2H5paDzM6cxXGq5HODGEaC5uYDzMycxXVrNDXvR0ImEmkk3bCT+bkLTE68SXPzQSKRFqamTmJZBarVucW5pWZmUeSbD8puBlnVkRQVz9p4DpNkBVnV8eygBsYcGmLm818IiAkReOUKbiYTvMs3ibkpl0hMJjPn8sjHAqbakWtL7fgL88NNxKveLbZkKIzGGF2fOoasygz8wSukj3aRPz+JnVmZizyfuUSpPHHLO+m66wfFhedjXp/GvD697jFrwa+aODMZ1LZG9K6WoHJ1Nod1fYLQwR2orQ0oqTj2a/3gC7SOZpp/6VNIhk7x+29hD0/hlWso8Qgtv/yZdTontpaWK24gy7vFk70ST5A4dBuSqlI6fwYnO4+kacT2HqJy7RK+WQNJJrb3IEZ7J6XzZ7BnNy8MuhGH7ghx+I4QtarP9Ss2xbzP0buD7LITr9ZoaFbYdcBgdtLlzFs1tu/WaW5ViMZlIjGJRz4cQ5KCHdJbL1V57BMxahXBwCWLStnnrgfDhMIS1UptTXnYdwKvZpN95TLdP/cQSkjDAZxclfyJ6xjtKWb+5gRepU5aWaiSeekSckij/VN3UTw3FhBR3gB7rkjT+w9QODmE3hgj3N2Iu4HQFwQcac0dR3GdGuXCGOFoM6FII9XyDJXSFKnGPkLhNPMzF4jG21DVEJVyYAj0UJzGUJLc/BVcp0Zt8Oq7HBVBLjdALrcy8D0zfXrlvzNngCD2cCOy2atks6v7YdtlxkZfWfHZ1OTxVceZZp6xsVdXtbmAYmHrPv+1ICkqWjiBXc6x/IVL9hwg0bmbsTe+ju+uP8knuvaR7j3I6Jtfx3cshGlhj94a/YeTr1bQdQnPg0RSQdXh+EtLc60zNYtvWqitzSjRMF7h1jLFroUtGYrmB3dRODdB8kCgoBRqSxCer6wyFI5bXZQ1/YFDlgI3kLuBj2E5PB97fJbw4Z0YOzpxMwW8Qhlnch5ZUzF2dCGpCvZ4sG0MHdiO1tVC5k+/Tem5E0vn6GwGZXPqiL9NxHbvRzZClC/141XqdAsiqGhdvA7hUxsbIrJjF1oy9Y4MRTgicf2KzeBliwcfD5TAFCVY+PTt1bEswciAzRvPV/F9sC2Tnft0Tr5Wo71bY9cBg3MnTHbu18nOu1QrPt/5SingYlICRb03XqiSnbuFNTEiSIxYviMQrodXNvFtF6dQRdhekMzQ1UBsfxcIgZoMI2trpyVas0WcbJnY7naMjjTlK1Nr1vosh2bEkKBODCcCxtDiJMX8CEY4jaqGUBSdUDhNKNzAzMQJXKdGsmEHqcadzE+fw3VufYX3hpBllFRikVDvRgjLumWTmByPIesaXrF8U/7+9RBOtdG46w7G3/4Wwl9adCiagRaKbxrLsUsZipPXbhlh5HKYVYFZFwT79l8ViCZkojF5MbZmj09iXx/F2L2DyB1HKL34xjsKUN8MtpT1pOgK1bEc8V0tSKqMrKu3JM/4VkBrTpB8YD/RfV0gS8x88SXM4VnksE5oeyv2VBY3t3Z1pz0yTey+w4T29FC7NIywHdxMHq9qEt63LYgV1PUwFlTyhLmkoiXpGtE796PEI2u2/7cNSdWIHzxC7MBRhG3hOzbFU28hhyMkj92FEo1RGxlcPN4rl/DMpclGa2ohunMvSjiMnZlHb2qhePYETma1iBIE71Z7t4rjCKoln0rZJ92kMDnqMHTVpm+vQa0iFr0fYpkPvlL2yWc9ykWf175foZDz2b3foLdPp5j3yGUCNbjOXo1a1X/PeW+ECISeJElCAGo8RPOHjjD11bdxClUifa3rb/09n8KpYRoe3ItiaEx++c1Nz+fYFSRZoaF5D5XyNJ7nLNLva1oYWdHxPBvPs7GtEumm3VTLcwjhk5m9iG4k0I0EtrW1wGa4JRrsxjPv3LjIsQhNP/dZtPa1Ywe1/otk/uLr8C6LXfXtPTT8+CdQEjGqp86T/8Z3165dWt43zSCcbkfRwziVPGZhBuH7SIpGON1GevtRIo1dpHoPIDyPWn4Gq1h/riXQoyn0aCqoD8tN49ZKi+3GWrYhKxp2ObtmppFqRAmlWlF0A8+2qOWnN3VlQZDJqCgSvi9Ql2W+9e7U6d6h890vB/dW1EzyTz1Dw099muSHH0VJJqieOIubza9c/K0FEVSM36yPektZT7mz43R87BCRrjTbPncPvuVQHXvveXE2g9HZSOc/eoLwrnaE7SKpCvOxwNWhREN0/IMPUnzzKrN/9eqaA+PMZpFUBa2jmcJ33gBf4FctnMl5Ikd3Y14dDVJjAevaGF6hTPIj9yMnogjbIbSzG629Ea/wt8fBshGE51K5egmtoRm3mKd86VxgCISgfOkcjY88viiTuRbUSAyjtR1rapzItj6smSki2/oorGMoFqWBVXj5mQpmzefAsRCGIVGrCq5fsVYwpVo1wcnXariOYG7K5fvfLNO9TaNaEYwO2hghie7tGiODgvkZjzeer7Jtl0YkKlOr3JoVlN6SIHn7dkJtKdL37aZ4eoTKwHTgKhLQ/pm7qQxMUzw7ipMtk7qrD+H6gXCXEBhtSZK3bcdoTdLwwB4Kp4epXp+lMjhD68dvxy1UsKY3rw/yXJOZ8ZNoegTHrgQxh/okVClN49gVfN/FdU3KhQl0I47n2fieA4iAXnqrL78EO5/cS2Egy+jz7yK9dGFXikDStSDhop5VIEkSUjhIanm3CO/fhd7bFWT6HT1A6cXXcWcz6x6vhqJ03PYEejSFa1XRYyly188wf/VNVD1MomMX0aYu1HCcWFtfoKftWouGQo+m6bjtCXzXQosm8W2Lkde/glsrIckKoVQL8fZdKHqIgWf+CH9ZgkC4oZPO259AVjVcq4qihZi9+AqFsYvrdXcRuw+G2H3IoJDzuOuh6CIlfbpJpf+tZZrkIQO9qx2/UELubCPxwYeI3X8nXr6IX67U3d1rPwu+ZZP/xnc2HL81x3QrB+VOjWHnqkS3NeJVbAoXp5boPN4BJElGkXV84d1U7cQKyDINT9yG3pZi8g+fQXg+7T/36OKv3UIFZ7ZAZE8nsqHiryG05OVK2BNzqKk49lhQli8cF+vaGKHd3VhXRxdjDNbQJNk//y7xR+8k8f47ELaDPTLN/J98m/iDxwIhkmX3RtgOznw+4FVZD0Lg5cv1l43ADVKorIhZeIX6jX9HGUYCr1oJ2ELrKZKL127WFrns14UEbiGPPT+LpOk42Xm0hsZ1D7dqgsv9FmffXrrmE68urVhzN7iybVtw6ezSczR0xWboypIluXTWWvH78WGH8eF373ZYDt90qA3PMf7FVxGej1sK+usWa4z/2SvoTQmcfAXfdJj40hsYbUm8sknmpYvY2QpKWKc6NEdt7JXg++Xg2n3bxcmWKfaPbpk+xvMsvDWkf4XwscwlYyNrMpEehcS2dhRNpjxRInNpDt8KzhPvThBqCFMaK9J0qAU1opG7PE9hOE+0PU7TwRY67+8m3BhGTxh4lsv4q6M4pZsLvPqVKtk//zpyJIyk68jhEOFjB4jdd8eW6bi3dJ5aPUVZkup6ERu7e9LbjqBHU4y89mVcq0Kycy/tRx+jNDWAWZhl5vyLCN8j2rqdieNPB8Z2mZFVjQjzV9+kNDWAHkuz/cGfJNrUTWHsIp5VZfbCq7hmhaY996w4r6SotB58ENcsM3HyO7hWFVnVEN7WntnxIZtcxuWuB6OceLnKyGDwLGzfbRCJLbm3lVSS5Cc+hJKILybRKLEoSiy6+VhWaxS/+8KW+rMcW9ajqIxkKQ8EFtdoiaNE9cUg3wIUxaClaT/lygzlyswq8QxJkkklt9PeehvhUArPd8jlrzM1c/qmNV6VWIjo/m4Kr18m93w/kT2dK262cDycbJnovq4gQ2kNQ+GXa8z9168hyTJeaWlXUHrpFJXjFwO97kUxZZ/Kmxeonh1ANnSEX6f6cD1y03XrvMxPaF0bY/rf/8m6mt8QGJPMn32HxTxIzyP7599d/B1A7svPgSwFL4fxA0xzWOijEMEQbGG1ev7U1orBfpjgFmuUi2u7X+y5Evbc0nPpFqqLdRKLn9ku5Rs+0xpjxA90IWkKpQu3TuB+AZHWGPt+6jBOxUb4gt0/eoChp69x9SsXEb6g6WAL25/YRXGsgGKoKLqCJEkUhvOEG8PEuxLoMR0tqhNqCOOabl1Q6ibh+7jzK2kplHQS7l2tVvduUD11DrUxjZJKUHnrzIZ1A5KiEWvrw7NrhNPtAMh6CMWIYMQbMQuzCN9H1GUfhfC4kcfFKs1TmR1BeC5OpYBrVVBDsWVHiLVdTqEo4XQ7EyeexqkGht3bopEAKBd9ykWft16sUC76VOv68qW8T0vH0lQtbBt7aBQ5HNpy2wvwTXtRk+RmcEv1KGLRNnbueALHqXL+0pcoV1ZmIjWkd7F31ycw9MTiZ+nkDuLRdq4MPHVTgXBJVZBDOvZsYf3czRuzidbAgmtpxdcsB2+d4KOorV71raWZIRwXL7+58fNvyIP2yysnLb9mBRKOnsC2TZ76cpkTrwfnO/32Fjh/IHghlg2Emmogsn0nWqqB2J6DVIcGcIt5wtv6MJpbkWQZ37GBBZHqBYWt9fNv5VgUUReG0QhWgV72vXVPXuq3+fx/KiDLkM14VMo/JHGzRAQ1EWbmmyc2zXZagBLREZ6/qEu/ESpTJU78xms41UDjZden99H1YC+DT13BrQXfj3cnuPQX55g5MRnIX9Rra+bPzVIYytN6ezvjLw0z8mydTeCH2MB7+SK5rzxd55nbuKOSJKFoBmo4RkPfbfUPoTwzhGttzUXsOdaiIRD1538rHjRZVpFkBdd+d0kFN2b0ZefcFdIAXi7P/H/7y3fm1Vt0F94cbpkeBUAi3oWmhqnVsnXqjiUYeoJt3Q9h6Akcp0K+OIqq6CQTPTQ17SNXGGJi6jhbfWKF4+JXLfSmxKqqZQA5YmB0NeLMF4OCqb+j0DraaPp7P07t7AXy33qGb3355uMhpYv9KwqthOfi5DJkX3k22Bk5duCnrVbIv/0aCIFvmrjFPG4xh1er4eSyCNuq5+avRvjgPhIfeBDJCFwQtf6LZP7sy+9RYUeAS+dsLm2ibfG3gerQLNWhmyuy0lsSeFV701oLAOEL1IhGem8Tekwn2hpDDWtIy7LvKtNlMhfn8OtFhCvuQn2XuDAH/p3AFhZ9EFRs25U8VmmeiRPfXrHyX+lqDeI6azfyzrroORa+YxFKNFGde3fpu8vR2avTs1Pn1e8ty1i8BZlfN4Nbq0cRaQGkekHOSqva3LSfRLwT1zO5dv07zMydQ5E1tve+n+7Oe2lpOsjMbP8WiAQDeBWTcv8wyfv2Uj4/UqfUkJB0Da0pQfrRw4S3tzH9xRcDYsAfEkiaSuyBezCvDuJsQcTEr1axR8axJ2fesbSrm1/pHvBKRWpr6JGaY8OrPvOqgWFa4gda21BVz5zHGhpBa2uh4cc/GdCTbE0e+394GG1J4ge7kVWZ0uVJnHyVxKFuZE2hcn0WN18lcbiHwskhlFiI1F07kDUV4XmUzo+jNcSI9DZhTmQpXRin/Z4u9nz2IMWRPLXZClp8tRypZ3mLRuJ/JgjfIzd8lo5jj5PedoRabhJJ0dDCcYoTVxZrI+xKHj2WJtayHadWwjXLuGZ5k9YD15aih1CNKLKioUWSuFYVz6rhWhUK45do3nsfvmtjlXOoegSnVsLMb17n1blN4+Dt4VWvTEePRj77tyuTcMv0KCRJwjDiCHyqtbkVllxVQ7Q0HUCSFPL5a8xlLiKEh+t5zMz109Z6lHC4IaAP3ij4u6Jzguz3ThPe0UbXr3wUr1hDiYZo+8kHkQ0NrSVJ8c2rFF6/tNWx+IFATsSJve9u3PnMlgyFl82T+eJX6pXaP7yzrjBNXNMMaCI2CTZuBsNI0tS8D0mSyWYHqFZubnW+EaKxNpLJHsrlqTqr6buHJMk0NO4mHGnCtorMzV5YEZ/TG2PojVEKp4ZJ39VH7o0BYrvbmf6bk7hlC99y8C0XLRnBdzyMpjiyoWLNFkkc6SGyrZnC6WHS9+7Cni2w/cO7yF3N0P+HJ/Edjx0f2U1q5xbkOetYeIykdxKXeK+hKkSOHVymb70SXq5A9fT5DSvMy9ODzJx/gYa+22nceTtC+JRnRyhOLhXslaavE5saoO3Io/iuzdzlNyiOX0LoCn5o2U5DAlfYeHYwL6V6DpDadggtFEMOh+l+4NNYuTmmTj+Da5aZvfQavufStOdeZEXFdx1mLry8JUOx+1CIfbeFmLghYSOWkCnkNjAUkoQcjy3GcWRVreuAl/CyuaCW5V3OHVvLejozRrgjRfJAB57pUB6YWyPrSVpG3LVyNxGLthOPdeALl+nZM4v54QCWVcRxquhaDFW9ueCMPZNn/He/Rfr9h0ncsRt3roQcMXCzZbLPniX3/Dm8dQKV60EKh4KtuWkFmhBGwHMjbHv9CVBVkXUtoODwvCUKjuWQJSRNx9jWjZpOIYfDyPF6gGxBdWpZMFwy9EDruA5h2xvTAUgLOhnqun2QdA1JVYNzSVJwbYqMcJz125bloF1FAd/Ht+13nRe/GcKRRnbs/BCyrOJe+totMxSKYtC383EaGndRKk3Sf+ZPcOzNV5GbQZIU2jtup7nlIPncMJn5K3g3FEB5VRu3WAvcQxLYmZWBcuF6iy5Ut2xCRcLJVzFaEshhHTUWpjIwg2c6OGWbaFuMVF8aIxWi+5FtCG/rE4Fne9RmK3Tc20V1uozv+uQHs3jW3764l6RpJN7/AEZf75q/N68MUjt3CWGvbyiE75MfOU9x4iqyEsxJvmutqP3yrAoTJ55G1oL323eC+aycG4E9raDJ4AASzE2dojp+BYDC2EVKU0HFemjPTpAkapeuLFJ5eFaVmfMvMn/lDSRZQXjeuhREN2JyxGHwksXowMp3cdtund5dq3eNSBJqaxOx++8kfGAPSiqJpGmLAnLCcfGLJczLA5RfOx7IsL5Dr8SWDEXqUCetH9iLna2ihDQa797OyF+8jVtaPgAC33OQkJDl5c1KtDTtR1EMypVp8sWRFW0L4QdMlLIccEXdJJxMidkvv4b1wgS+7lEzc/hVa8102E0hy6Q/+RGE51I9fobY/XehdbUjyQrOzCzlV9/GvDKwVHBn6ESOHiR8YC9qSxOSpuLXLOzhUUqvvIk7E2SJSZpK/OH7Ce3ZidbRihQySD35OInHHwnGwHHIffVbWFfrgUVJInb/3cTuu7Neca5QfvUtis++vObKQEnEid57B6G9u1DiUXzTwhoYovzqWyuyUqJ33Ubk6EHyT32PyNGDhHb3IRkGXqFI5fhpqif7l3yfskxo704iRw+idbYHIkqOizM1Q/n141gDQz/UO5w1IQWLGerP6FpMxe8JBIR7m5B1ldLFCbyajZ1ZMlCh7gZCXQ1oDVF8x8PJBcSCXtmkZrnYmTJ6Yww7U8at2Fz50nn2fPYgB37mKNWZMoNPXaX5UMsi2aSZNykM54PMnrW64/pc/PN+9v7YQfb/9BEq02XOff7UD4WhwHWpngtkR+VoBMkwUOJRlIbUJqy0q+G79oY0HAKB1teNHA4jHAfz0hXsmRmcUj44QJLQt/UgDBXhOkiairF3J3IkjHntesC7pSgobY3IloVwPYy+bYFc6sgYSlsL1sAQek8XXqmM2phGbWrEmZzGHlm9m73Sv7Y3Zfy6zfTYDfOZLBE+vJ/UJz60VPDoCxbYLyVZRgqFkCNhYm0thA/tI/+t71N5+/Sm3HNrYUtZT+nbuhn/+hnK1+eRVZmez95JpLuB4sUl14kQPqaVR5IUIuEmFhzUkXAjjQ27AUEmexX7hhWcJCuBYRFiWZqaRDzaVufA9ylXpohFW9G0KKXyJJoWWaQ/DhspLLuEISIU5sdw7TKGHieW3o5tl3A9G9+3CYcaqJlZJGRMe50CKElCSSXQO9sxtvXg5QvU+i+hxKOEjxxE7+pg7g//FGcyCOjKoRDRu24DWcK8dh1Rq6G1tRC99w7U5kbmv/AlRM1E+AJnZg6/ZmKUK0TvPEq1/yLOeDB+wrshzVAIav0Xcefm0TraSD7xKHIsGqSu3DA5y9EI6R/5OKHdOzCvDGANXEdJJojccQS9t5vsX34Nd3YepOBYo6+X9I98HDwP8+pgQE1xcC/pz3ws0Pg92V9vWCZy5AB6Vwf22AReoYgSjxM+sh+9t4v5P/oznKlb5xL6QcBzTUaGn6dU3E0+P7TqWXyvIIDy5Umyr1ytJ1YIcm8syWJaU3km//qt4FjHpTpQr+kRYjHOI+sqwvMRjkdhKM+J33wdWZXxXR/f9Zl6Y2xxop9+e4LZU1MbTvyFwRzHf+N1ZCXQJf+hMBIE11/83kuBKmWddDN8ZB+NP/Ojt/5kskxo1w6q/RcxtveitrYsLu6Czgjc+XlCu/uCwyMRjG09mINDdZEgMLb14GZzVE+fI3bfnZgDQ+id7Wgd7WidbbiZLKFdfZTfOoFfruCHQoQP7A1W9+tkH4XCEsfui6zSoxi6umT0jB3baPiRj6E0pvGLZcyBIeyRcbxcHt9xkTUNJZ1E7+nE2LkdpTFN6skn8EoVzPOrmbg3w5Z2FML10eIhFF1FNlRkQ1lVRCSET6E4Skfb7bQ0H6RYGseyi3R13EM41IBp5ZmZC3hslkOvUwt7no1XL76TJInWpkPkCkNYdpZopJnG9G6qtQxtzUep1uYJGSk8z8bQ41TNDKG6wXCcGu0tt1GtzdPSeCD4zK2RSvRSLI1RNbPrG4o6lHSS6ulz5J/6XuCSkWViUzOkP/0xQrv7Fg2FVyyR+eJXAl3i+oMj6RrpT3+MyLFDaM1N2KPj4HnU+hcqMwXR2w9jXrhC7dz68RN3PhP8zWRJPPbQ2gdJEpE7jhA+sIf8U89QfvXNwD0my4QP7KXxc58h/sgD5L7y1CL9uRQKISybzBe/gpfLA1A7f4nmX/wZIkcOUj1zIXCBuS75p58N3E2V6mLBU2x8kvRnP4Gxo/fvnKEAyGUHyWUHNz/wFsKcyOJkSiv4npZTmgvXR2yw8gVW7ZB9x8d3lrtSlnFVeWKV62vNNm2PH8pwt+cFbMqAsOwghbz+/N1qCM/DKxQRphlwVkkA0uK5hO3UmVolvHKZ6tnzGDt3gOchSXJQbFgsBqt4VcPLF/DTKZAlnOlZIkcP4ZUrSJJE+OA+vGIJOWQsUsOshTveF+XOhwI9ivHrDt07V+pRSCGDxIceRmlMYw+Nkvvat7GHx9Z2jasqRm8nqSefwNi5neRjD2IPj+GXby57cksUHnOvX6f7k0dpfXQvkiJTHpqnMrJa/zWXv06pPEUi3sX+PZ9e5JoXQjA1c4ZKdfXEEo22oioGVXt+BT2561kUK5M4ToWG5I56Wm0V161SqkzS1nQYgc9c5hK+72I71SBfXFYIG2k8z8b1TEwrTyLeRbU2HyhilTZPW/MrVSonziz57X0/uBG2jZJOLRsbgZfL16nGE4u+fL9WA0V+RwUxNwNJ0wgf2ItXLFE9c37pQfF9zKsD2GMThPftopiI4eXrxtHzqJ7qXzQSAM70HF6+EFR61rNtAPxiKbiOWAQ5FEJSlCAH2/ORYzHec2wtI/KHHm6htuV6iv8XtxZyKETsjjtxs1mqly6u2pFLmk702KGg3jWbw9ixDSUZJ7R7J+bVAUK7dqDE48ECcWYWvbMDEPiWjeS4VE71B5mWXR1Y14eJHDsMCKyTZxEQtHPxyiK9iqQouJnchm7bpvaN9Sj0zjaMHT34xTL5b3wX69oGNCyuizU4Qu7r36b5F34KvacTvacD8+K19b+zBra0oygPzHL9C28Q6UrhVmwqQ5k1axMsu8jg8PfZtf1xItFmNEXHdU3mMpeYmHxrVaW2LKukkzuQJIVyeXpFwZ3rmouuqHJ1jlhtDs93qNbmse0ynm8jKzqmXSRkpIiGG1EVA9PKky0MoqphbKtEpTpLMt5NsTxBU8OeLWll+NUaXnFlHYjwfPD9YEtch6RrhA/tJ3rHkcCA1Enk5HgsOO49WAEth2RoqOkkXrGEX115XcKycbN59J4ulNiSoRCOu6qaFr8uprS8z7KMsXMbsbtvD3ygihKQ5BlGIM7+Hl8bBD7khRdK1+NEos3oehTf97HMPNXq3IrEiLWgKDrKGkkSwndvWjdF12NEoi2LfTDNXCDhuRUJyjokScYwkoQjjfVFlI9llagt01pYC6oaCogBXRPPs5EkmVAoTTjSiKqG8H0XyypSrc7jbUDL/z8b5FCY5PsepDZwjeqVlbr2EKSfV06fwy8FrLS+ZWOPjgcFppZN7fIA5tXBoJrbsqmcPgsE7xcLOjFCLAaurdGxQJysHusrfPuZYFciBKWXXg9qWD1/Q/3s+ellehQfjYO0Uo9Ca29FDocwrwxijYxvaRycsalg4XhwL1pH23tjKCLdDXR+/DBaIoTwBYVzE0x///KaxiKXH6T/4p8Tj3WgKAamnadUmcRzlgLfsqHi2y6yrFIzs0xMvcXM3Dn8Ot2vED7Tc2dw65OA7ZSYmDmJqhi4ronAZ2r2DEiBPKPj1piYOQkEBmY2cwFNjQaKWm6VkcnX8DybSm1uS3Uawvc3F3iRJGIP3E3yI49hXhmg8N3n8bJ5fMsidvdtxB++fytD+wPAjRO62BI1srFzO00/81m8QpHSK2/hTM8gaiZaVzuNP7WO/sZ7hLb22+jqvo9wpAlF0RBC4Lo18rkhRkdeolRcXwOlpe0IvdseWfV5qTjO5YtfxfM2z0iRZZWW1sN0dt1DJNqy1AenGvRh9JUtUTWEQik6u++jqXkfhpGoB9YFrmtRrcwyOXGc2Zn+NfjPJLp730dr2zGmJo8zNXmSru57aWk9jK7HkWW1/qyblIrjjI68TD43xC3Zj/2PXAvjedQuXA4WhfWJW1jWSmkY07zh52XPy3LKoIW5y1z5PC3PJhRbFIA/8crGehRyJAyyjFcobbnKWnheQH0iyyiRm2e73pKhaH10D8XL0xTOT6KEdTo/cZjo1VlK19b2UZtWHtPKA2A0RWm4q5P5N4cQniDSnaL5vh2Mf7Mf1zQZGXspuJAbVmXuDS+w51krXmrPt9f9HQTGZbGtevHfjUWAG2KTl0MKGUSOHsQvV8h/7ekVq3SxkT91od1bsCIXloObK6A1NyKHw3jLHkpJ11BTyToZ4DJ/5FZeekkicmgfcjhE5s+/gnlxKf9cbWoIdh4/IDQ27SXdsBOASmUW37PRjTjhcAPNLQcJhxu5dPHLVMpr56m7ThXLzKGqYRRFRzfi/3/2/jvKsuu+70Q/++Sbb93KuXNGA93IBEAABAMoJkmmKUuWZdljeWw5jNebNzPrjT1+b8J6k944jD2y9SSLtkRRokSRFClmECACgQYa6Jy7qivnWzeHk/f741RXdXWFrmp0g9Kzv1hYQN17wj7nnrN/+5e+X1TVwHHKW6yiEXR1H2fXnhfRNGtpMp4iWBpHa/tBrFjLHT2bWLyNffs/Q0vLbkIZYjcLuG4VRdGwYq2kMwMkkp0YZpKJsTfWeN+6HicWayGX20s83kZH51E8r0GtOk0Y+phmGiuWI9e6DyvWwqULX6FWXcuesC1oKrF9/djXJ5Den49k9z2FlHiT7/Me3QdomsBuSlxH8p2vlDFjYtV0cdNDUWJWxBrMFn4bISIDI2VU4r7dMd35BFHSqzacx56tIDQFe6a8ZZ4Rv+aS2t2GFtOx83W6X9jH7I+vLyff1iPXuhuoQkcTBppioBCp5ThBHTe8P7FhIcRSzD5YlUTSOtqIHdq34f25SciltmTe9xik59E8fxnz5z5J7MHD1H7yTrQyEgJzzy6MgT4a5y8RVLZf3SN0bdn9Xv4sZhE/fnRDoZp7DUXRaO84TLF4g9EbL9Go55EyRNMsurqPMbDjWZKpbgZ3PMeVS3+yLhNxfuEyhcUhhKKiqQb7D/48uda9Wx5DItnJwI5nI0W5+hzD179LpTKJDAM0zaK17QA7dn0EXd+YuVPTLHbu+hgtuT3YdonRGy9TKFwn8J0oyRlrZXDn87S1H2Rg4Bka9QXyC+vTUqczA6TSvczPnWNi7A1su4iUEl2P0d3zCP2DzxCPt9PT+yjXrn5rbVhMUzH7O1BScbypfKS3oqmYA52o6QR+qYo7Po/QVGKHd5J+/jhKMo43sxiJeP1FK4neAELXMQcGEaqKMz5GaK9EGoRhoLe3o6bSEfFhYRGvUFg3yiB0Pdo2nYm2LRaibW8JcWnZFvT2duyxMRTTQO/oQOhR4tvLL6zxCp76eJLRaw5Xz0VcbnsOmXT16bz0jWjx683nka6L3tuF1tGKN3XnZj6tLYfR34P0PLzZ7RehbCmZHTo+u//WU9THCmgJg/hADqMlQfvTeyidm6Lw7ti6uwpVIfQDJr91nsEvHKf7YwcY/vdvU7l2rx44QVxN02HtpNXsJ65lUIWOQrTiHaq9w3j9/Jp9LDWBgkpIiBPUkXdR+xHaDvbQCKlnP0T2cy9iD4+iJuJYh/ZFZYwbNKV5U7P4xRLpF55BTSUJmzZC12mcOheVsRJNyEZ3J0oshtbdgdA09K4OYg8eQjZs/HIlKuOTksZ7ZzH37iLzyRcwBnrxZ+ZRsyliRw/jLxaovvzGkvHYxsVJiX3tBvHHjpP59MdpnD6PUBXMvbtQ0ynCxmrjKwwDvbcrGm97DsU00HJZ4g8eicgBqzW8mbmtiVjfelwhcOwqw9e/u8pjCAKHifE3sGI5unseIZfbQyrVQ7m89jmUMoy8zSDSXg+2QWsvhEJH51Esq4UgcBgdfonC4op3FQQO01PvoOsxdu7+2IbHybbspq39AGHoM3rjR8zOnOZW165anWJ46HvE423EEx309D5KsTC8blhMCIVS8QZD17+7qlnw5j3JZAfJtuwmnRlA12J43urqlsQjBzB39hAUKiQfP0zxa68SOi7m7l4IQpJPPUD5e2/jTedR0wmUuIliGQjjg1kcfBAQuk7mmQ+TfuppqiffwR4bXf5O7+gg+8LHiO3aCSLK2UnXoXryJOU3f4K8xaBora20vPBRrD17l3OS0nWpnTlN+bVXo6IWwNq7l9wnP0nppZdIPHAULZdDMQyk71M7fYrSyz8itO0l4S+d/l1Rc91NWezDD8eo3NKZ7U5M480uYAz0kvnURyl97TsbJ8iFQM1lyX7qo2jtbbgTU7ij22ck2NKvXzo3SWOyuDLZvHWzMQzsDUjMtKTJwM89iJYyQYIa11FjOt0fO0D2cDcT3zxH6N69O6ug0h3fx47EQyS0LEIoaxqoVLH28lShsif1GDmjFy90uFj+MRXvpoWVBJVqtJq+fVILAvxCieDmJBmG0SQMWAf2YuzoJ6w1aJy9iDMyRsvnPrkucZc3t0Dxq39G8pkniD/8IIQhQbG8qlTW6Omi5fOfjhLHikJQq6F3d5L9zIsgQ5yhEYpf/bMo+dZoUvzqt0g99RjWoX2YuwaRjkPz4hVqr52IJujo0gibzUgF67YyOiklQakSEQcuNWk1L1yh/K0fEH/4KKnnnkI6Ns7wGOXv/Ijspz66/BIAaK0ttPz8p6IGKSEIHRclkSDz2U9AKPFmZin8/p9srs2xDqSUlMvj62oyh6HPwtx5OjofQNNjpLOD6xqK9wNVNcm27EQIQb02S6m0XnWJJJ+/Qm//hzDN1DrfC9o7DqEoOrXaDIXF66wX/7ObRUqlURLJTpKpHqxYdkkT+7azyYD5uXPrdpRHYbFpsi27MfQEqmauMhRC10g8vB9vZpHQdlCzSYy+dhoXR3BGZ9CyKfAD9I4WnOEpmldGsfb1Uzt5GbkJXf5fCNykLTEMMk8/Q/rJD1F58yeU33gdueTlK/E4uZ/5FHprG4Xvfw93eibSlj9+nMyzzxI6DpWf/ASQKFaM3Cd/BqOnh9JLP8SZmkRoGskHHyL9oacIHYfyqz9enrzVeIL0U09ROXECe+QGiq6TeuJJ0k9+CK9QoHriLYQCA3sNdh806dupc+DBqAijUgp4+ZsrofSwWqP22glafuGzxB86jNbaQuP0edzxaYJqLVoYahpqKonR30P82BGMgV6k61J95Sd3JU+7JUNRvbZ9VyVwPPJvjyLW0RUOmt6qOvLtQkFlMPkgu5OPoAp9Wx2bgfSpeQV6YgeIqSk6rB0rhiIIKX39O6Aoa+qMvfkF5n/ji6skGINyhdKffg/lh69Get2ev0yPsfDbX1o1mS4jDGmeu4R9dQjFNJFEIaRbk2DO2CQL//Z3N/QCpOevMkJhpUr5ey9T/fFPELqODIJoHLcZu/rbp2ievUhwG7W5tB0Wv/TH0f8vvTTSdan++CfU335vqWQ2jDyJMGTxS19d5S5783nyv/WldVl8IaKnCO27mWgk9frccpHD7bhZARePt5FMdiIUbZX+8fuFYaawzCwA1eoM/gZUDI5TwXHK6xoKXY+TSHYBYDcLSCSaFlt7ECGWNVl0PY5ppKmz1lDczJFshKhyMGJGXc2QAKgKQlUISjWCco3y99/GHZsjfnQ38aN7qJ+8TGi7G/6Of5EhAx9lyUikHn2M8uuvUXnrzVXvUWzPXqydu1j85p9Se+/d5c/9QgFrcAfJY8epnT5F2Ghg7dxJbO8+it/7LtWT7ywbBC+fx+zrJ3nsGNV3TxLWlgy6ENjDw1R+8sbye+mXy5jdPSSPHad+5jShbXPiR3U8R1LM+4wPR2HfYK1kBvWTZ1BbsqQ+8hTGYB/GQN8SzdDSYk8REZ2HEZFzhrU6lR+8GjXU3kU05775k9ILqVybR2gKVluS5lwl6jA1NcxcfOuyjeugw9rJzuRxNMVASokTNKh4CzT8EoYap8vas6nxKLmz+NJBFxZZvRtV6AQyemDC+gYlikEY9RXcjjBc27wiJWF187yAdNxVyedV8H2C8ta0j1eds2nDJqv2Dc8p5foNOFKuCTPBOvcoCNaUE98LSBniuRs3BvmeHZVRE5XPRom9ewdNs1A1M3rGnMqaBPPyOEN/w3FqmoWhRz0n2ZZdPHTsb254Pl2PqlGEUFA1c91tfH/lmtcfzM2l89rnXzoezugswtDx5ksopk7ouGi5NEG1QVBtoGYS3FyhSNdHmDpGbzv+QvHPreTvlhCGpJ96mtQTT1L68StU33pzdW5AKJiDgwhNwxrcgZ67hWRRVVEMA5FMoMTjhI1GtK2uY/T10fLRW8KOihrxuCUSqInEiqEIQ+yJ8VWLt6BSwZmZJrZ7N0oyuZwnOXuiQSiXe2RRNdDNKMF9E9L1qHz/x3jTsySffRJzoBdhmRFr8/I1S8JmE3dknOqP36J5+fqmZbmb4b4HHs3WBL2fPszwF08gA4kWN+j99BFGfu8kwV3wMRlKjIHEUXRhEsqQvDPOjdq7VL1FQunTZg7SZe3Z9BjNoIIT1DH0GHEtg6HEaG5Dieo/4YPDRt4ERIbkpsaAouj3nLkpWpVHHnG4yfMhpdxwnDfFbCDq6bBim7O8+r4DMtxwISXD4O4LQKSk8sopko8eJPnUAwSLFbzZAvVT10g9fTTyKk5dw5uPKviCcp36iYskjkf68Y2zw39hk9mxvftQYrHI417SX1kFRaAmo/4na+eONeHZ0LYJCovLoVk1mYq2HRxEdves2jZKGM+s8ehvD71GKpkNhKaj3KJdf/tc3rcj0qN4/XurF5/S82icOo99dRi9uwO9uxMt14IwNKTr4S8Wcafn8Gai0vb3g/tuKBQtcndvPl8ylGiWftfubVpvJ6O3I4Sg5MxwqfwqdnDravbOD7IXOjhBg5QOumJiKnGawTZX8P8JHwg2FJdhqfJs6fuNVvvvC3JF8lLcoSR4o3FG+0fP5GL+KlOTJ7Z06toG5b5LR93SMdZDWG1Qefm91R82HUrffGOdjUPq716h/u72uYH+PKLw3e+QeOAoLS98lKBcpnH5FgodKZGuS2jb5L/+NdzZde7/kqAXgHQdQtdh8VvfxJlYJzks5RrJUcW4jQFWCIRhRMY/COjdodPVr1MtB+w7Yi3Pmd39Ovm5jRdMYb2BMzSKMzS6ldtwV7jvhsItNdFiBj0fO0Bjukz2cDdupXnXqnNpvQNFRA1GM83rtxmJrUESLpfNqkJDVfQ77PGf8NOAEMpyOGY9qKqJqkYvn+fV71mp9U0EgUsQeGiatVT+un73mRAK2gahoiBw8X0bXU8QBC6l4o17Ps6fCpQlniNNjbr2dS2qdutoXc6tqckE5o5+wkYjyqv5ATLwkc4GlPmKWFr1a9ExteiYenfHcihNiVlR4Ui9gXS9iFLfD6L4/CZ5MHt8jPqZ0ziTE7T/5V+g5cWfwS+XcaeX+ijCEHdmhuSx42i5VuwbNza9fGdmmpSqobe10bx6dUv3S+/sXP2RZWG0dxBUqgSNBiIR9VAceThGW6e2LImqahumKz8w3HdD4dddxr52hu6P7CNzqIvGZInJb12+62R2XI0ETXzpUfXXVsNsFYGMfgSBiPouACVuITSV0HZW4rP9HaiZBEGpjju1gLSXHnBFoHfm0LtySw/ZIn5+E/3um1AV1EQMNZdCSyciOgwZEtouQamGX6gSbqHCRImby9oTYd1eHpOaTqB3tKAkYwhFEDZd/MUy/mJlYz0NIVCS1tKqWBLU7S1TEQtdQ4ktaXYEQaQffs+iE4JYvC3KPawzuZpWBsNIIqWkUc8ThvfWq3C9Gp5bwzRTJJY6stdrrNP0GIa5fl+M59VpNhaJxVpJJDrQ9fgHxlp7P2EM9JD7K59DiceXdU5QFYS+Qu9i7tlB+9//1YjSIgiiog3Po3n6IqU/e2kNnYbW3krrL/88aiaD0LXIYCiREboJvbeLjl//61EJ+vIxfewrQ5T+5NsbP+NLmu/e7CyL3/pT2v/yL9D66c+y8NU/xi9Eap2NK1dIPfY42WefI2w0cCbGkUEQlX/nWiOKjqVS2ub167izM6SfeoagUsEeHY221fWl/IbAHlltbBKHj0T7TU2CopJ65BGM7m4qb71JWK8zWZNMjng88GiM179XY2EmupbBPVHo6X1DUaJ/A3/b7+gHUhzdmCwx8ge3uLvvI86pLGlWSBkuT/Z3d5ylkAUSSYjQNdp+9UVi+wcoffstqm9dpPUXnif11AMocYuwYVN7+zKLX36JoG6TfvYoLT/3YfT2LEiJO1eg+PU3qL5+bt1+ASVhYe3vJ/Hwfqx9/Wi59NJkry65vT5hw8aZmKf6+nnqb1/a2GAoCq2/9FHiR3fjTuWZ+9dfR+gq6eePkXrqCFp7C4oVVTtIzyco12leGKH0/ZM4N6bX3H8lbtLxa5/B3NGF9AIW/+Al6u9uYZUkIPXsg7R85kMgBI2zw+R/9/vvW+Fu+fBCkMkOYlpZ7ObtJJSC1tb9aHrEPByVxt7b+LnnNqhUJkkku0ile0kkO9dVxUun+zHN9RXZwtBnMX+Fltwe4okOWtsOMjP97j0f6wcNYRho7a0Ic60nJT1/hYBA02B5RRxVe6nZ9LrJdqHpaO2t6xJO3npMNA1x2zG1XHbLbAfO6CiF73ybtp/7eXKf/Bny3/gaYb2OX1hk8VvfJPfJT9L+l79AUKstVUuZCNOk8pM3lg1FUCpF2774M7T9/OcJ6jWk7yMME8U0qb7z9mpDEQS4M9O0fe5zUc+EpkWey8gIlTffXPVOnj+5uoBkctRldvJ95lCFIPHEcay9uyh/+6W1fG93wH03FEJT6Pv0EVqO9iK0SN2ren2B0T987676KHwZreiEUFDF3YWMFKFiqdHDGEgfL3RAgJZLo/e0Yu3rQ0nGSH/k+DIvvpqKk37uIby5As7IDK1/5QXUbDLyIDQVo7ed1l94HndsFmf0tvimEGQ+8Rgtn30KJWEtV2TJUEZqcUJEBH+WgdqSIravn3J/O4t/9Mr6et8CtJYURk8bimVg7uwi8/FHSTx6AEVTo45qP4z0zg0dvaMF7bks5t4+5n/zm9hXVjPohg0Hd2qB5OOHQBEknzxM49ww8g7hQSVmkXz8EHpPG/gB7sT8PTMSNxGPt9E/8DRjIy8vr8SFUGjJ7aGr+xggqFWnqVTuTI4mhFjutRGIqKFqE0gZsDB/kfaOIxhGkoHBDzN07TvYdvHmEUkkO+kbeGptKeotyC9cprPrIdKZAQZ3PkcY+hQWr64iAVQUHd1IkEp143lNyqXRO17PTxPe5AwL//b37orOJaxUIQiItxh4doDXjOYBP79I/rf+ALTtC5iF9cbys6dYOmrSInR9QtehduY0/mIevSUBYYhXbtC4cpnCd76N2d+PnmvFWaK5sYeHmP/S72Ht3o3R1YPQdcJ6DWd6CmdsdZ+OMzrK/Jd/n9ju3Rg9PQjDIKzXcWemsUdvE2gD6ufOUTlxgtiePSimifvWmzSuXCWobC57EPgQ+O9zYSEE1p4dxB86TPWVn2x79/tf9dSWJLWnnbnXh7A6UjQmSyQGWjZU37oT6n4JAE3opPRWiu72uVoSWgsJrQUAJ2jgBPXlOxHxxu/C2ttH5Yfv0rw0hnVwgMzHHkUxddLPHyd4pEHYcCh8/XWCco3MCw8TO7obrT1L/OF9aw2FlNFKPpQElQbuxDz20BTuxDxhPaIkN/s7SD5xCGOgEyVmkvn4ozSvTVJ/e30qh5tQU3HafvljmDu7Ccp1KievYF8ZJ2zYKHGL2KEdJB8/iJpOYPS1k/v8c8z+iz8mrN2yapGS+jtXSD9/HL0tQ+zITvTuNtyxzakBjIEOrN09CCFwF0o0zt9bnQfft6lUJunqPk4q3Uu1PInnN4nFcrTkdmMYKTy3xvjYa/jrMK9mW3bR0rJ7ucxVVU1S6V4A4ol2Dhz6SwS+je87BL5DrTa9pHe94hGWisPMzZ6hp/cx2toPYVktlEqj+L6NZWXJZAcRQqFcHiOTWV++03HKDA99j337P0si2cW+A5+jXp+j2VgkCNyIg8pIYsVaMI0UY6Ov/rk3FGGjSTgxjqIrBG6A74SoerQQVHWFMJD49pIGigJ6LKKE8ZoBSNAtlaOfG2TqXIH56xXceiTH6wyPvq9xKXGT7l98CqGpNIZnKbxykeL3vkPuhaO0/NLTuHMl8t8/g19qUDv1HrVT7605hl8qUXvvPWDtd7cjqJSpnT4Fp09tup0QUZWTPTyEPTx0t5d39xCRFs3dYtuGIt6zExkGNOcm1g0hafEUZmsXjZkxpO8iFIFXtamPF7E6UpQvz9JytAfF0AjuINayHsruHL500BSTbmsf8/YIdrD1mK8qdPrihzCVqJej7M0uJbZX3FatNU319XPkv/wS0vFoXLiB0ddO/ME96N051HScud/4BvWTl0GCX6zRs7sXNRnD2tMHqrom/tq8Mk7+Sz/Ancrjjs9FjU233L/6O1eonbhE56//LObePoRlkHziEI33rm5IBxINVsXc3Ys3lWfhi9+lceHGqvxC9a2L2ENTtP/qiygxE2tfH9bePhqnV9MMu1MLNC+Noj1zFC2bInF87+aGQkDi2F6UZCzKEZy7gbew+cpoO5AypFFf4PqVb9LT9xhd3cdJp/tY/p1kSKM+z9joj1fRatyKlpbdDAw+s8ZzCMMAVTVpbd2/6vPF/BXyC1dWGYow9BkbeRkhBB2dR0mmekimIk0CKSWNxgIjwz/EMFKkUj0b0sGUS6NcvvRVBnc8S0tuD+l0H+l0/61XTBgG2M0ijcbCmv2jEtw7l8ZK5JK88P1NmHfuz3Dk0/0oqqAy2+TUH4+w58NddO7PoGgKiip47ys3KE83OPRiH92Ho8Xh0OuzTJ5eZN8LPRz4aA9tu1MUx+uc/pNRGoX1Q63C0DDaUqAoeIUaYdNBb0vjF+tIP0DLJghdHyEgcbAXq6+VuT85gT1dRCgCs7eNzCO7KL87TP3yFH6lCUKg5xKocROvUCOoO6Aq6Jk4oRegZ+N4pTpB9f9PKNuFQFknTLhVbNtQ5I5+iNC1seen1i1JNHMd9Dz3c0x890vY+WncYoPGZAmv1MRqT7L/1z9MY7JIeJdslDW/QMGZpsPaScboYF/qSYaq79AI7jxJ3ezB6IntRwgFN2wy07xOSIC49VYEIfX3ri2HfcK6jX15nPgDuxGqgju5QPPy2HKY2ZtZJCjVUJMx1EwCxdIJ67cpANoulZc3WXVIiTu5QPmH79KxqwehqRg9rSgJa9NGJyEEoe1S+PprNM6tU+fuB9TeukDyQ4eJH92NYplYu3vWGArp+tROXCT52EGEqZN4ZD/ll94jrK7fgKimEsSP7gYhCJtOVEK5mUHbBmrVGS6e/wM8r0GjkefG0A/IL1wim92FFcsShgH12iyFwhDNxiIbxftnZ09vidZDCAXNiNGs59fth3DdGsPXv8v83HlaWnZhWlnC0KNWnaFYGKbZLGAYCZrNAoFvr0tOGF3XNFcufY1kqot0eoBYvBVF0QlDF9suUa/NUa/N4Ti3P8uSqckTLOavEATucshKi2kYySj86lY9fNtnYf4C9docYRjg2CWEIjCSOm7Nu2svfj30PNCC1ww4+40xAj/Ed0OSbRaKpnDii9fY93wPh17sY/j1OQYfaee1f3MZK6Xz2F/bQ364ytCrMww83MqFb08we6mEZ2/w7KgKHZ97FC0dQwYh9SvTVE7doOsLTzL31RO4c2VyHzmCM7mIu1AhebgfLZsgeWQAGYQ4fkDygQH09jTxXZ1IP8SdL5M83E/miX2Etoti6sz98VtIoOdvPI89nkeNGVTPjVE9M3rP7tm2IQRKIh6V2t7a5CpEVASzjVooYRoI6+4T4ts2FEJRlxuI1oMMfFQzhmpFSaag6TH93UvIUHLjSyeJdaZozlTumrbYly6j9TOk9DZiaoru2D5Sehvz9ggld4a4ll3eVldiJLUchhIjY3RGxkXvQBEqoQyZblyjsE7oKrRd/Pniqs+8hRIyiOL+7tTCqkSz9HyCpVCOYhqrqjS2C2d0lqDeRMskUWImwtw8DyOXDEzj1PUNiwTChoMzPBUZOkWgtWWiOPBtE7t9eRxnfA5rbx/mQCexfX3U31t/tW7u7sHoi/pZ3PEolHav4PtNioUV9zwMPUrFkSWNhS1CCJrNwro8Ubcj3baLnv0fZ/LyD6G8/j28WdpaKq5fNum6NdzCncVggsChXBqjXNoeL1WjPk+jvppKp/t4J3t/ZjeZwTTnf/8SQ9+9gd0sYjdXnt10f4rH/+HDvPOvTlEev3e9QsNvzPHgzw7yxK/uZfSdBa7/eAYE5IcrNIouC0MVug4O0DKQoLrQpDrXpFGM3pl4i0G+6BD6UXjqZo5iPQhFYLSlaFyfpXJmBL/cAMFSscZSyaypIzSF5sj8socx/6cnCZtRxGLxh+eI7Whn8UfnaQ7PIQyN3AsPULs4gTNVoO3Fh0geGaB2cQItHaP05lWc6cI9kQIAIFiisNkmKaZ1eB/Zz34C6fkUv/KnuOPRO6a2ZGj5y59BsbbuIQhVxejp2tb5b8U9z1EoRiwyJLe8bzdXMl6piV9zaH14gMKZSULn7hKfJXeGoerb7E8/hbFkDJLJFkICwltc7r74Qbpje9GFiSI0BJECnZQheWeM0dppwnUqp0LHXcNNtBwqkpKgVFsdWgrlcnhIqOKOzVmbIbTdlSSysrVjOaOzBBus/G8iqDSiB1VREaa+rmZvUG1Qf/cq1p5ehGWQeOwgjbPDa0NfikLi2F6EFVGo1E9dW53z+HOA1p4HCAOP4uzGuuQ3IaVEhv5yl/dfFEy9M8Pi1QLP/fdPo8fXX1A4FZfJE9PY5XtL6tcoOrz1xWu0DCR5+m8fYOZiZJzSXXGEKki2mTg1j9qCzeAjbWimgpnUUTSBU196viWoxh0KCryA+W+cJPvUfrp/6WlKb12jenbJyC7N42KbzbuKoaGlYxjtaVTLoDE8hz0dVQH5VTsyRpJ71oXeuHoVL//v8BbWhhQ3g7VnJ0Z/LyAxdg0sGwrFNLD27UJNbkxtvxHWo+TZCrZkKPRklnj3DgCMVJbQ98jsfXBNG7ximrQcfJTAaRI4NeL9WZTbKhgUUyP3cD+lizN3bSgkkpnmdbzQYXfqEdJ6O4pQUVFQb3lmDGU1+ZqUEi+0mWle50btPexwg9yGF6z1eJYeGslNo3H7oJYLAu/sEWoqSsxATcajEllDR2gqQlXQ27PbpnT2ZhbvuI28JW9xO8vurai/e5XMxx9Fb8sQP7ILvTuHO7H6AddyKWIP7EIIgV+q0Ti9vtfx04JQNNoHjlNdHNuSoagWRrn85hcJNiD9u19IdiUw0wZOxSW7I4Pv+CxeK+LVV0JXVotFbncWRVeoTFSpTFe5mQYJvRC77BCsUz0oVEHH4TasnEVtpr7uNlpMI7sjQ6zVInRDKpNVqjM1kNH+mYE0qe4kXsOjMFTEra2Ma++z3fQcbQEJpek6TtVDhlHu4tm/d5BEq8XpPx5h/nqZngdyPPcPDqNogrF3FqjONgkDyfSFIg/+7A76H2rlzNfGaJbX5iyFqiDDkMWXzpE8MkDm8b1Uz44hvQCrJ4f0Q6zBdpojWycuDZsu9sQizdEFqmdHUS0dv9xETVpwi/zuvUJYr+HUt987Y18dxtq3C+kHuCNry7LDpo07PrWscb8ZhKJgDPRueww3sTVDkcrSeuwZjEwbWiyyYvGenWs3lJKgWWfhvVdAabL3157BrzmreGsUVUFL3n1SZflUhCw4o1S8BTpju+i0dpHQWtAVa2kiFMtbShnihA1K7hzTzasUnEnCTVShpJSrJtY132+xGe12qJnEElPnboyBTtRsAmXJSKAqS6W4yrbbMIP6vVvNezOLNM4Nk37+GFprmvixfbiTC6sMY+zgIHpHC1JK7CtjuNN3NlS3w4hlUDWTZi2PbiQwYhHzqtus4DlrXypF1dGtFJoeByS+28BtllclbYWiopsp4pku4pke3GaZVG5wWXu7WV1YpSdtxlvQrSXGVymx64v47kaemUA3ExhW1APg2hU8u8atN0bVTKxEK81aHiEERjyLouj4XgO3UVqTYO55pIuDf2kf5fEqUkrSPUkKQyXe+b9O4dU9cnuyPPJ3j0U08E6A1WJx8Q+vMPb6xB3bMIQQJHuS9BzvpPeJHr77D16iPLYSerKyJo/83WPk9rbQXGyimirz5xY4/cVIv2Xfp3ez58VdNBYamFmTZr7JO79xmmY+etaGXp9lesmLqC86+HaAEHD9tVlGT8zjOwGNYjTxn/z9IZJtFmEgqS/ay0yoF787wdjJaBFi19bP6whdJfv0AYyODAQhxdcuIz2fwqsXaXnmIMkjA9hjC/jVaFyh4+PMFFeHeaTEnS0RLnHLySBk4dvv0frCAyQP9hLUbBa+exrpBzjTxXuay7kJJR7H2rubxsVLd8zlCcNAeh725evMjy3pd6/D1eTNzLHwW1/aEn2/Ypq0/91fwejtvqvxb8lQNGbHGPvmv8PItNL1zGdAQvHSO7d5FBIZBLjlRZzCHHrGYPHkGDM/uooMbnmZLJ3+n33gnlltJ6wzXj/PdOMaMTVJTEtjKgk0RQcJnnSxgyoNv4wd1tcNNa3BvSY+E4LYoUFyf+lZrH39y3kH6XiETYewbhO6UYcpQmD2d8B28hx3abjWg/R86u9cJvnEIZSYSfKR/VRePrUcWhKGRvz43iXiMZ/au1fX7/W4A9oHHibbuY/5sXfpHHwU3UqhqBpOo8Tk1ZcpzV7l5mxoJdsYOPQJ4pluFFUDBKHvkp88y8zQ68ueQCq3g74DH8GMt2DG0rT2HSXTsZeoosjnxqmvUS2s5AZyPYdpH3gYTY+h6ibDp75KYfrimrEqikbbwHE6dzyKZiYRCDy3ztzI2+QnTi8TBsbTXex++PNMX3+NTPteEtkeFFUnDDwWxk8xM/QG4W2d3fG2OO/8q1PMX8iT3ZHmmX/yIboe6mDqnRkOfeEA9YUG7/7GaQI3ZOcLAxz5pYMsXM7TWNh8cRD6IcPfH2HxSoGOo+1rvt/5wiC53Vl+8r++TXmsHHGyKQIZSDKDafZ/di+n/905pt+bJZaL8ew//RA7nx/g0h9HjZheM6A8tdaohn5IZbZ522dyzWebfb5qG9tj4ZvvIjQVGYZRWFZC7dwYjSvT0SI0DJdfWXehwvzXT67q55FewPw3313FBuHOlJj9wzej4wZLEQQBc189ccf+obvCkiLmnVaBQtdJPvEotXfeQ9r2pqGisGlHVChbKCIJce7qPb2Jrc1GUhLYDZp2g8bUDbR4mvLV05vGdN1SwPQPrqwJL4VewOxL1wjse/tj+NKh6jtU/e2vbu83rD29dPznn0Pvzi1XN9Xeuoh9dQJ/sUzYcKKHNZQYXTm6/6u/gpZbv9P3g0DzyjjO6CzxQzswd3Zj7e6lcTZKLusdLcQODEZJ7NkCzYvbSDAvQ6AoGsmWfjQ9xtzo29RL0xhWmr6DH2Xg0CdolGdwm1H1j5QSz6kxdfUV7PpiJJE6cJyevc/QrM6zOHUOgHppipGzf4qVaGXPI19gYfwUcyPvsBRwxmmsriaaGz3J4uQ5sp372PnQzyLE+kUabf3HGDj8IoWp8yxOnUdKSUv3QfoPfRyhqMzdOBGdQyjoZoq+Ax+lOHOJG2e+jgA6djxO775naVbmKMysNkS1mRqFoSKBG1AcKVOfq9O2P0f+yiJt+3Oc+u1zOJXIuEy/O8vhXzhIy87sHQ1FdOOi2v3bvQ+hCnof62bixDSL1wpL36+8y20HWtHjGnpco/t4J0IRBE5A+6E2hHJtwxX3jTfn8N17X5Yr1w0FQ7jexCfluk2f6xXPSD9YnX+TbNlImLt2one0o6aSkVLdu6cIqzWMwQFiB/ZBGNK4cAlvZha1JUvysYeRXlTCKwFz1w70zg6URAKhqtTfO03YbJJ87BESjx5Hy2bw5heonTy1ptT+JsJ6c+vezy2EhneDbSeza5PDWK1dkTu/GUK5bCSMlhjZB3oxMhbNmQqlizN3Hb75CwdVIfOJRyMjAdjXJ5n/zW/hTqwvBxtm19IXfNAI603qb18itn8g6ud4/GDUTBdKYod3ouXSUQ/B2SH8wt3rUAhFYWHiFLM33lq+F0Y8S//Bj2ElWpcNhVNfZOTcav1n166S6dxHItu7bCgC36a5VPcuZYhn12hW14r/LF+n7+D6Dq5d3TCUoxlxOnc9Tr00xfil7y+HpuqlSaxEjq6dT1CcvoRrR2MVQqFZnWfi8g+Xt/XdJpmO3aRad6wxFIEXLr/soR8SuAGqpaFoCqqh4jVuEajyQkI/RIu/vxoUoQj0uI5Tdta9bj2hY6YNdn5kkHBpFe7W3MiobILFkQ+Gw8rq6iPWu4Pq9Yv4leKG28UH9xDv27lcvSQDn8ql03jljfdJ7NxHrHeQZU0O36N88RR+dfUiQ+9sJ7Z/L+UfvYq1fy/Jxx+lcfos6WeepPb2u6CqpJ99muK3v0dQqWJfv0HqQ4+BogI+ens78SOHKP3gR1i7dpB8/BHKP3wF58Yo1p5d1E+dibTu1zESQa1O5YevReqVW8hPRBcSUaXfrQ7Qtp+4+uQwjemRLZd6qXGDXb/8GIHj4RabtD+9m9SeNsa+euZ9qdz9RYGaSWDt7YuqjPyA8vdP4o5vPHkpMWOpRvqnCAn1M0Nkf6aM1pEldmQnWluGoFwncXwvKIKwblN/7+r7CnsFnkNl4cYqg+nUCyiKiqKuvgeKomHGWzBiaVTNQDcjoSJFu7/3yoxnsRKtTE+/vip/EfgOlfwNMu17sJKty4ZCIqkujq7a1nPrhL6Hqq/tjLUyJpql4dY89JiGmTZpnlvAa/jYJYdUd5KZJaU7M22iGurWvIlNIANJfb5OZjCNoiuE3urfsDHfoD7X4ORvnKa+0Fi13/2I328HQlXJHv8Q2QceRYYhpdNvbritnsmR2H0A1Yqhp6OcWnNqfFNDobe0kdh9ENWMoWdakEFAY+LGGkMBAmd0HHdiEpCknvkQencXQb2BPTwSVQY+FOlju9Vxgmp19eJYgH1jBHdsAiEUEo8cgzDEL5cJHQe/UNww7BRW61S+98o27hpRDu7CVcJaI5JL3Sa2vzSR4dIFi2VB8XU3CwJAYmRjBG7A0G+/FYVWWuLs/OVH77oz+ya/001FuvcDXZi0WTuYt28Q3ieSNsU0UBLRBBHa7h0rlMyd3ctsrD9NeLOFKKn90YfR2rPEDg7ijM5h7oySYc7IDM7IzPs6Rxh461Qa3VI9toREtpe+Ay9gJdsIPHs5J6Bq5qYVXPcCqh5DCGXdJLfn1BGKulqNToZ4t28rI+rJ9VQX4+1x9nxyF5NvTdHxQDtmxmT29BxuzWX0lXF2f2In1dk6bs1l/2f2UBwuURotgwAjaWAkdVRTxUwbxFotvIaP3/QRqsBMGcRaYyi6Qqw1hlNxcKseoR9y40djPPb3jnPgZ/cyf34B1Yiq7ubOzTN/YYHGYpODn9/PyI9GCX1JsjNO8Ub5nvZiGK0dpA8+SOHdNwjtrRk/GYY0Rq+jGib2zDo6ELegcvE9qtfOo5oxuj7x88T6d93x+OWz71C5dBrVitP9M1/A6urbcFthmVHuQTciNlvXRWhaNC+qKijKahW926/lpqzyrat8STSn3qsejuXjShqnL9A4feGudr8rH9bItpPedRizpSNih7x9TGHI4tnXQKmhJ01UUyX7QA9usUFqTztusUF4l+RxGb2DFqOH0fqZ92UsTCXB3tTjpPQ28s4YIfchgUVUYXEzPipUZdPuSDWXJvXMg38+NIuDkNrbl0h+6AhK3CR+ZBdKzIykMsOl3onG+y0nvbNxVjWTgcOfwIy3Mnbh29QK4wS+gxHLcPiZv/0+z39nhH5Utadoa3+3SCY1XN2Jvc36+/JEJapA+vXjCEVw7vcuUhgugYRr3x5GqIKjv3QIoQoqk1VO/dZZvLqHkTR49G8/SrxTx0wZ9D3RQ+v+HFNvT3PlG9dp2ZXl6C8fxswYhF7Ig79yGLfqceEPLrFwaZHpk7Nc/PIQg8/3RiGmIGTizSnmzs1jlxxO/+Yl9v/8Th75O8dAQDPfpDK1NtH/fpDYuZ/04YcpnX1ny4YCKalcPkP16rk7loXKIEAGTaTvE/pbmytk4C/9G2w6yYPE2rmD8EOPY/T1Yg8N405METt0gNSzT0fa5JUqfn4RvbMDa98etNYcscMHcG6MbnjU0HGQnk/yycfwpmZoXr2+7Ua9+4FtGwqzpYO+T/wiVms3gdOMVne3vRcyDKhNZOj8yG70tBVVOn3uKKEXoJgateH8ug1fW4EqNHYkH0IIwUjt1F1Rjae0Nvaln6TV7KexRDJ4vxBWG3gLpag/wjJIPnkYZ3g60m24CVXB6Gkj9/lnsfbcfa3zvYY9NLXU0R2RJKq5FEJV8RZKNM58MMRmmpEgnu6iOHOZ0uzVZdoY3UxtqCt9U3sgYhBYX2xoq3AaJdxmiVRLP3OaSbjkAQlFJZUbwHNqOPWNQxl3gt/0OPu70QQsgxC3vvI+eXWPi1+5wrU/G4440xrecpgosGH6zyRz+XdX0Y4EbkS6Vxotc+JfvLvqXIaewL5ZRuqFzLxeZ/TVEwgtKqTwGv5ShaLAm7c48S/eQ4upCAG+7S+T/K0HoagIw1jSDpFI30NuMjkLVSPet2NTlocNIeWWegfuN+zhEbz5BdypaZzJKfADyj98GaOnGynBm5pCOtFCw18sUPnx65HxkZLm1aHlRkFvYYHqm29H1+T7lL73Q4zODoJa7d5XYN4ltm0o0ruPYGbbmTvxfSrDF5AbaAn7zRqV61fXrwaTd9+LAKAJgx2JY4QyZKx+ZsvGQiBoNfvZn/4QSa11aSj311qHTYfamxeJ7e1D6BrpZx9CyyZpXBghrDZQYibmYBexB3ejt2doXh6PtCt23l298z0de71J7cQlYgcH0Tpb0NqzUZz34gje7Pb47O96DIGL7zaIpTuJpdrxnBpmIkfP3g+vyWPchO/ZeHaVTPtuirOX8ZwaiqLh2pVV2tdCUaM8hxppdyiagaLqS53aUejUc2rMj71H7/7n6dr1JIXpCyAl2c59y+W9TqP0Pq5QEPrhqia7WyFDiV+XtGR3oGQ0iqUbxGJtJOLtSNtC93I0movoWhxJSEyP09KepVqdQjYlyUQnoQyoVWfIdT9AYHgsLFyMtrVy1Bfnoiqult2IjKBYuoFppjHNNJXqJJreGp1LCyl6N0gkO4nH2nCcKoXidVAE8f5dZA4/jNnehWKYhL6HXy3RnByjfPG9VfF9o7UDq7MXs6OH+MBuhKbT9vTHCd0V77Qxep3a8OpGSatngNT+oytMBWFI+dJpnLl7Rx2zXYSNBvb11YzJYX3tZ/78Av78xl3ZYaO5Kh8RFIo0C3e/+Lgf2L5HkeukmZ+heOFtAmdz2oj7gUD6BNJDUwx2Jo8hCRmrnd20gQ5AQaU7tpc9qcex1CRCCJygzkT9In7oAndPu3EnVH9yDnNnF6mnj6KYOolHD5A4vg8ZhkvxTAX8gPqp6+S/9APSzx/D3HH3vCz3DBIaZ4fw8mWM7siwhrZL/d2r91x3YiN4Tp3ZG2/Ru/8j7H/iVwg8G4SgNHcVzYhtsE+NuZG3l/b5awS+S+i73Dj9NerliNsrlu6k/+DH0M0EuplCUXX69n+EjsFHCDybqWuvUF2Mei7mx06iG3E6dzxG545Ho1CUopGfPMfM0Bt3rdftNX2ai807rhqFUKNy4mQ3nt8kleyhVBrBslpQFJ10qhfDSFGvz9HRdgTHKaPn9lGvz6LrCfKLV/B9m6ZdxHZKOG6UZ9D1OKoShdQS8XZqtVmkDLDtEm25/Qihkoh3EIY+uhYjkeggnepbIiWMSo6Tuw7S9Ym/BIqCPTdFWFpEtWKYbV2Y7d3UR6+vGApFIfvgYyR27kfoBmosDggSO/au6snyaxW4zVCoVhyrsxc1FkfP5FBNE3tu6qdmKLy5hW1Th9wzCIESszZsxNtwN10DIaJ3d5ueyrYNReh7hJ6LXIdl84NA2ZtjpHaanclj6IrJ7uQjSBkyXj+/obHQhclg8iEGEw+gK9ENrnlFrlXfZMEei7yKUOAMT4GU+IXKSqJpCUG5TuPsEEJT1xAGyiDEHppC+gF+vrxGDzysNsn/7vexr4yTfOoIRlcrImYCkrDp4M0Vqb99mdqJSwSVOo0zQxi97QTVxoa14s7IzHJ1lF+4c4LRzy+Fi1QFZ2x2y2Vy3kKJxtmhZUPhTuVp3iZ8tH1IFqfPUy9P4zZXj71WnGTo3T+iUZ5e3nZ+9CTVwjixZBsAdm2RRnWeZLZ3A/nTm/uMYSXbogY5p0azvkIQ6Dt1FqfOL8m/roXTXFkFB57NxJWXyE+exUq2gRA49QKNytyq96BZm+fGma9RL69O8vtek9Fz31rTcT7xk0mm353Fa27+LiXibRhGisB3lhUehVBASur1OXp6HsVxqzhOhSBwqdVncdwquhbDcSp4XsQ+HAROxHkmFEBEtDeaieNUKJVHyaYHse0irltDKBqqakTU504pYgmWQdQlHrhUa9MITSPzwKMohsn0t75MfWwIGfgIVUOLJ9BSWZz8LfciDMm/+SMW334VLZ6k7y/9KkLVmPz6f8CvrjwH0ltb5FIfvUZzcgSh6bR/+EWyDz626T2733Bu3E3/0L2BlsuS++W/RFCpUvzKN7fG36RpZD77CfSOVkp/+gO86c21Ztbsvt1BNqZv0P7oRzEybdj57YsGvV8E0me0fhqAncljqEJnd+oRQhkw2bi0xlhYSpI96cfoju1DQUXKkKI7y7XKm5S8W26WH7D4lZdZ7oi5LYFkX5tg5v/4SvTHbSWC0vVY/IOXNtwXIqryyiunqb51ES2TiLqzl5qGgkp9RYsbaF4YWaExv+1YQok6VAtfe22lMmILya76u9eon1piN5XyztreywOXhLWbvQmSxunrm9KebxWN8gyN8tqqKbdZJj95ZtVnUobrbn9rl/XtkDLY8BwQeR2Lk2e3PF4ZBjQqszQqG79gN43P7QgDj+LMWgEq3w42jfvfRNMuYprpiF69MY/rNbCsLOXKOJ7foFQexXPrOG6VfOEKlpnFdirYTnnZsABUa9Okkn1oWgxdiy2LL/m+ja4lomO7NWLxVjyvTiyWo9nM4/kNwtCP9OWFgqZZtGR3kS9dRbViyDDAr1eXJ3gZunhld90y1JWk9VJ4T1EI6jWC+h36ccIwCk95LuE6huQ/JghDxxjoxS+UouqqrUBK9LYcscP7aZw6f48NhRDoySxCXdnMKeZxS3m6P/w5CuffxCkurJPQlni18qbJrPeDm8ZCINiRfAhdsdiTegyJZLJxaTnvcGvSWhEKoQyYs29wvXJiff2KMHKnNz7xJhPynfZdgrRdPHsLD/oG5+roeIBSaRTHLm3pfCsnlhBsPzGmpuPEH9oNRJ5R/dS1PzcJtv9Y4Hl1FvIrhsZxKtRqK4u0UmlldVutTlGtrh+OcZwKjhMdx3Wr1BsrRHqLhSubHsN1a5FXE7gEgYMQCmHgUx8fJta/k86Pfo7iqTdpjA3h16tbf0b+06P0wUBKgnoDVBU1m9n27psaCkU36H3h81htPatOKFQNNZYg3rOD0LXXsMjKIGDiB1+mMbU+d/+9QCB9RuqnCAnYlXwYXbHYm34CSch08xo5o2dV0toPXSYal7hRexcvvHeqVbqeINe6lyBwSSQ6WVy8Sq06QzLVTS63J6I0z1/Bscu0dx4BGWJZOSqVcYqFGyiqTlvbAWKxVprNRfL5K4SBR0fnETyvSTLVg2OXWMxfIde6j56+x0mle2k2C8zNnMb3768CV+zwToy+jiiJfS3Sq/iPEoKIvFFRlqjqJQTh5uqD2z3FTXLI+3T89wvXrTK/cAFF1XDdOsiQ0um30GIJ0oeP0f0zX8AtLFAbukzl8hmc/Oydvd0/B5XgPxUoClZrF0LTcfIzy16Sns6hJzO4lQJ+7d4pRgJRxZUQ29KxuIlNDYUMQ+rTo3jbHLAMQ4Lm+w9P3AmB9Bmrn0WgsCt5HF2Y7E09QUbvoM0cwFIjZlAvtBmuvctk49I9adS7FZpm0d3zCJMTb1EsDOG5NUwrQ0/vYyzMnUc3kvQPPMXYyCt0dj5IfuEi5fIY3T2P4tgV0uk+Yol28guXaGs7gBAq83PnaG07SKM+T6FwHRmGhKFPrTaL69QoFoZo1PMEwf11wZVUnPTzxxCmjnQ8am9eXBUiu+fnQ0VXLNQlYSlfuvhy/fOpQkcXZrSylT5uaK+qYFOFhqnEcUN73WNowsRQTJygQYCP0dtG4qFdCEXBmytSfe965NUpEUlj4sGdWDu70HIpFF0jdFy8hTL28Az18yO4M8W78rSEpmL2txM/Moi1oxOtNYNiaISuh5evYI/M0rgwijOZ39DLNLpzJB/ZCwiCepPqW1dWCWut3GBB6pF96J2RXjxhSP38CM74+hU55kAHiaM7QCj4pRrVE5ejRPYtKZWgUWP+x9+meu0cqQMPkdx1gNYnniN96BiFd35M6ezbd+hH+I8TQigY2Tayhx5l7iffWc7laLEELYcfpTk3QeHcW/fufKqClkkvcWFtfw7c3FD4HgsnX+KuzP591uy9idtzFoYSoy9+ePn7RlDmeuUEc/aN+1YK67o1ioXryxN3rnUfyWTXcvLQMKKaf993WFy8jmOXyeX2kEh2kcr0MT93nmplEoGgq+dhFubPI2VAoTBEtbISArDtEr7fpNko0GzeX/JDJRWn5bNPETsS0ck3L41Sv00+9V6iRe9mMHaEpJZbiqtLnLDJgjPOaGOlqk0XJv2xQ7QZ/ZhKIpKClQEVP89o4xwVP5r0YkqaBzMvsOBMcL3+9ipuMoHCnsTD5PQezlZ+RD0oYu3upvOvfwzF0Ghem6JxaRxUhdynHiP7/INorak1IlJSSvhIiDtfovjddyn96PS2mhDN/nZyn3qM5GP7o7yVeltiXUaUGX6xSuXNyxS+8w7e7Nq4v5ZL0fFXP4JiGfilGvaNWZzRtZ6fmozR9oUPE9sTRQhkGJL/49dZGP/xuuNLPXmQ9l/4MEJRqJy4QvWdq7BOwYj0PRrjN2hMjlLI5EjtO0LukWdoe+ZFvEqJ2vVNGvX+woaeBEa2FT2dQwY+9sI0yBAj2waKgmpY2AvTBHYDFBWrtQstnsQtLeKWF5GBT3XkMsmB/avYBZpzEzRme1f3lwiB0PUVoSbDWPpYoBg60txc4lRoGrHD+zH37ED6Ad7C9kvb75zMlqtj73o6R+g5d/AYBKoVRzGsqCnPub/qZ1EY6vRyGEoTBkII6n6JC6WXKa4jd3ovEYb+Kq0BGQY0GnmmJt9erscPQz+q2Vc0hBAIRSMMfcIwQFGin0FRdWQYIJc0NNZU9Nxcsd7j9n6hq6SfP4aaSSI9HyURw9rXR2xfP2gqfqFC8RtvbKiffSu0liTJo4MgofLuEFo2QXxfD1o2QeXta6jpOFZfK850gcaVqMospqQ4lHqaUIaMNy/ihTa6YpLROlCEsmqSV4RKWmunHpSYsYfwpUdKy9EbO4CpxDlT/gGedGgEFep+mU5zBxPNSzTDW7QY1CTtxgAVf5FmsDaJqrUkMQfayX78YTJPH47Kl1liG5Uyel/ViL5GaCpGd46OX/4IajpO/o9eu3PpsIDEAzvp/JufwBzsWA41yTBc7i8SQkTnUARaa5rcpx8jtq+X2d/6Lvbw6gS9t1DGL9cxLAPFMjC6WtY1FHpbGr39lvi0EJiDncuU8auGqKmYfVGFl5QSZ2zuzsyqYYhXzFN451VkEND50c8R79+5vqG4Oa0I7j1dxQcAPZWl/bGP0ZwbRygKfiOqaOv68OeojV5G0U2SOw4wf+IHpHYcIN69A7dcILP/GPlTr+HkV6r67niu7g6yn/n4ssSyME0Uy0S05cj9tc/DZh6bECjxOHp3B8Iy8aZncUe2X7W47aqnjsc+hr0wRfHSOyi6Qej7hO4tcXIhSO08RNvx59DjKbxaifzp16iOXr6vSdBQ+ozVzyFlyK7Uw+hYKEQJ7A8atdoMbf4hWtv243tNgiXNZ1Uz6Ox8ENetoutxatUpwtCnrf0ghpEineljMb9xsljKEM+t0dFxhGp1mmJheDV9xN1CVUk8doj40V3Rc3tLfXhQqVP4ox9vuSRWen4kXv/AILEdHVg7OrAnFzH721BMndRDOym/eYX04/vw5st4i1UsNYGlJBltnGO8ucJFo3AFEKs8QSdscLH6KoH0CJc+n3UUNMWg09yJpabwfIcQn1lnmFajlzajlwl7xVDk9B4MJca8M7oudYuajtP2hQ8TPzwIioI7U6B+Zhj7RiQ5q1gG5mAHyUf2Yfa1RZ6GodHyiYdpXBilfnbz3Jy1p4fO/+wTmAORkQhdj+b1aRoXx3Cm8kjHQ01YWLu6STy4C6Mnh1AUYvv76PwbH2f6X/0p3lxp5TeqNvHmSxidLQhDw+hpXfe8Rl8basJaIvaTCEXB7G1FTVj47urSXSVmRMcTgtD1cSYW1jyXQlVRrHi0aFxTnacAktBdP3Qow4DAaWIkUujJDH6ltO52f14RLQwloedRnxzCqxYxsu0EdoPChRMIodD93M9iZtpI7zmKU5wndG0UTSfes+MWQ7EFIykEaksGvbMdEbOWOcOEphE7uHeL45UE5QqV77+Kv7j9Zr5tGwrFMMnsP05qx0H0VBbfblC6/C6lK+8hAx89maXzyU8ihKA2OUSss5/uD38Wr1rEzt+ZRE6goIq74CpcWqJMNi7hhfZSY12KXcnjXC6/vmGsWyLfV97CdatMT72zavXveQ1GR14mle5FUTQajegl870GlcoEiqIxNvLKUhVKFc+rYVk5Zqbfo16bRcqQmal3lyqbVo92cuJNUun+JdqGe2R4Q4k3V8DPt66U7dZtnJFpyi+fjjQntsg3kzi6Ay0ZiwTvdRWvVCexv5fm0EykBx5KvHwF6QXLAk7NoEYjqNBj7cWXLnl3gmZQ3bAvxpcuujAxlQSqoqOgoiz9o93y7BS8aWpBkS5rNzNO5H2oQqfD3IEd1il663uaiqGTfHA3MgiovnWJ+T/8Me7U4uqSYgGll87Q8SsfJfXYfoQiUFMxMs8fpXFxbMMktJpJ0PGLz2MOdETXUmmQ/+PXKP/4HEH1Ns/7lbORt/JLz5N68iBCUYgfHKD1s08y9+9/uOy5hI6LM7FA/MgOhBCYva2RIM+tY1AEsd09oCoE5TpevkJsTw9aLoXekcUvrjYUaiaB1hrl+MKmgzOV53ZoyQxdL36eoFnHnp3Er1cj49PRQ/rQQ3ilArXhK2v2i8Zs0xi/Qay7n/bnP0X5wntIz0WxYjjz0zQnR1fGkkiRPnAUNZ5ENS3ig3tAKGQefAyrq4/QsfGqZapXzxE60aJVz+RI7X8AxYotNev1oWgauUefIbn7AIFr4xUXqV49jwyW5BBy7ST3HEaxLNRYHLM9SjbnHn8Ot5gndBzcwgLVaxfwa2XmT/yA5MA+Op74OMXzJ/DtRqS9HgQgorCh0HSEohI0agROg9Ll93CKW5dtBfCm55j/jX+P3t6GsaOP2KF9WAf3Rouyyek7CheFros3PUfz7CWc0Ym7WrDfFSlgvKsfpzCPU5xHS6TpfPJF/GaN6o2LGJlWjFQLUy9/lfL1M5i5LgY+9SskdxzEXpy94yAzRicH0h9ie3kRSSB9fOkRhB6B9HHDRhRisHYQ09IbehbNoMrF0isbGpI7IQhcKuW1q23Pq1NYXNGS1rSIQbZWncF1bw13SGrVGWrV1Ua0UlmfGdN1ayzm1+pA6wZ096gs5kPqte09CNL1WPzyS5S+9eayexs2HYJyffsd2GGIMDX8mk3QcNCyyYg5VVMJXR9voULLRx8kaNh4C9Eq3w5rXK69wY7YUXbFjzEYO0LBm2HGvk7Rm11lMHRh0Rc7QKe5E1XoSBkikZhK1OV763PjhjZz9gi7Eg+R0TpY9KZIqFmyWgczzhB2uEEoTSz1jFwaZ/aLP8TPr1PMIcGdXiT/R68S29ON3ppGCEFsTy9qNoGfX78JMvX4geUJPfR8Ct86QfG7765vWEKJO7XI/JdexuhrizwQVSH15EFKL59ZCUGFMkpI+yHoKkZ3ZPBvPaZi6lg7uxBC4OUr1E4NYe2OmIrN3jaaVydXnVpvy6Amo853v1BdV3ck9Bz8epXE4B6Sew5FCm5SEroOzsIMi2+/ij07uWa/6P5JiqfeREumSO46QNfHfy4q4XRsFn/yw1WGQosnSR98CMW8SdMucBZm0eIptJ37APAqJeojV28xFC2kDx1bUpUjGlN+Hj3bip6NtGGchVlqw5eXDYWebSV9+NhyLiqwmwR2E6OlHaOlDSTYc5PUhi+jmDG0eIrG9AhGJoeZ68CfHkVPtZDo3b3EAAtueZHm3ASKbuKWFlEMk8BpIlQVLZFGMQy0RAqlYhF6DqoVR7XiCEVBjSUJ7Hp0Tys1nEoNZ3gU+9I1Ov6LXyOs1cn/zh8SbkYbLiPvjVC+r4jOXRmKxuw4Uz/8Cm61iKKbdD/zGdK7H6A2egVF14n6KEpRB3FhlubcBLH2nqhZLNh84tGFSUbvWpeS+W4gUEnra6Ugb0LzjKUu13tyug0RhgHl0ti9CRWtg+OPGPzT/3eWP/5ynf/wW/VtPxNh3Sasv/9S28rJIZSlSUrRNVLHdmFP5LEG2vHmy5Rev4hiRVVUt+qRlLw5zvs/JqW10mEM0m4O0G70M9a8yEjjDJIw6puJH2Ugdpgp+xqz9hBOGFUtDcYeYCB26LbRSBbcMQbih+k0d1L0Zmk3BhBCYd4ZZbMfXToehe+eXN9I3AJ7bJ7m0AxaaxoBaJkEWktqXUOhJCwyzxxG6NHk5YzPU3r57B1LYN3ZItUTVzD72kEVaNkEiYd2r8pVOBMLhK6HqqtorSnUVGzV76m1pNA7syDBmcxjD00jXT8yIHt64OUzq85p9OQQRjQ9uHNFgtraZyNo1Jn7wdfQUhnUeBJFi3iywmYdt1y4IyOsXyky+/2vYbS2Y3R0ID0fv1jELa4u1HDyc0x89XfYdPEow9V8UZOjjP/h/3fT80dNfCvX1Ri7zvgf3CHEGgZIz0UYFon+3ahGDK9epnLjEupSGM5oaUOLJSiceYOgWaN44QTpPQ+QOXCcoFnHqxTQklky+x4icGzivbtAUWhMjZDefQQtlkQogvZjD1MbOUdgN7Ar7rKkdFCpEpQrEY25661hkbgfuIsYj6QxM4ZTyoMMCXyP2vg1Wg7fVG9aYoW9OVNJiVcpEu8e3GLSSiIJkfKDSXDdUanvHiEMPaYmT9y34xcWQy6edxkbCX66/XBBuFz5E3gBlZND6K0p6hfGaI7ORd/X168MCqRHyZul5M0y0bzModTT9McOMusM0wjKaMKgzeijEVS4UT+FK29ORAJNGKw3kTSCMnl3glajn7R2nTazn4qfp+KvDaXcCnd6kcblLeRlghBncoHU4/ujkWgqWnp9Diqzty1KHi8liOvnRvCLW1AIlJLGlQmk60XUL0IQ39dL4ZbwkrdQxi/WUBMWaiqO3ppeVSFl9LaiZRJIGeJOLuBM5gkqDZT2DOZgB4plEN4sfRYCa8fKOO2RuXVLc9VMKgp/LM7D4vbCKcuX5rk4CzMoPVm0ziz25bWd7chw6zTkNxEGhPb2uOgiWvKt7ePXK+RPvrzqM9WKEzhNiufeWiUTHdgNihfevu0INfInf7TmuDe3a9mRZu8nBvH3duHbAde+N4pdjn6fsOng5wto7evnou4Htm0oAqeBFk8iVHV5RRi5UBaqYUZu023CGxK59Pf6k7/R24uXzyMdh5pf5Hr1xIbbAivHvgczohfaBD8l3qp7iaFrPv/4vyxtWgDxgWNpkrFHNm/SM0QMRag4YWM5ce2GDdywiaB1VfmgBBSUVV5gRmujzehjvWdGIpm1h+k0d9Eb209cTXOjfnrTUKOUcnki3QrCW1fbgnU1WgDMwXbUJRErghBnbH7LVCpBqU7o+igxEyEEWi6NEjOW8xp+pY63UMbsi4oG9M4WuLhCcWLt6l6ubnIm8/jlOl6+jN6eQW/PoGYThLPRPRGmhrEk3UsY4ozNgQC9rwetPYc/t0BQqZH8yJMRW+qFawTlGnpvJ4pl4s3Mo8RjeLMLqOkkMggRqoLe341imjQvXUdNJdC7ozxN8/wVvIkZtPalc+oa1p4dCEPDGRojrN/fqsl7BRn6+I3qPVl8xlpMZs/lmXx3Lgo9+bccMwypn3gPrS2H3KBY4F5j+1KoUyN0P/MZ2h95gcbMKEa6hdzhxxGqSt/HfxEtkUYoCkamlcb0CELVsFo6ltr610+IxnbvQfo+frlM06ky6lxAeh5C06JyRFWNDJPnIcMQa8dOZODjzsxEqlKGgVAUQseJShZVFaFFTVGsSxq3zhhiAismqFbCdSfbZFKg6VApy1V5XdMCyxIoisBzJY2G3DTvqxvRuVRVEAQSuynZ6LfWdYjFN982kRCY1soE2ahLbHvtg5pICIQCtapE0yCeECgK2DbYzfUfbCGisRqmIAwljbq8L4YoZ/SwJ/Eo9aCEHVSRQELNkNbbmXNu0AyiGKwnXfLuODtiRzmc+jBlfx5TxEjrUbmspqzfcVrx81S8BbrMPXhhk7y7uTIaMgq3bHUSX8VMsNF6SBEYPa0rvRJC0PLiI6QeP7ClcyhxEyVm3PK3sZxPAiIDMD5P8qFdoAisgXZuBs2EoWHt7AIhCBoO7kwhSlBP5okd6EdLxTF7Wpc9EC2dQG9LAxDUbNzZIkLTiD90EG9mPgp32A6y6eDP5QlKVdSWNLEHD1J/8z1C2yF2/DBBpYbe14X0fPTuDrypWfTdA9hXbxB78CDu6BTm7n4ap5fKZ5dut3VgN3p3B9K2iR8/Qu31k+veE1WFz38hhuNIvvG1jcOmqZTgb/5agu99x+bqlZUHuKND4W/8rQSdXQoT4wG/8a9rOLcc5ulnDD75aYtkUvD1rzb58SubT8pepcjCOy+tKvxoaVcJAygXtld96TV99n1yB+0Hc3h1b5VHAZFx/SCxbUNRG71MpW8XbQ89jXj4uSjpN32DhXdfJrv/OAhBbfwqrQ8+hZ7KoppxEn27mXvzexvmJxTTJHH4CACNK5exBgepvvce8YOHCCplYgcOEpQj+cf6hQvEDx1COi4yCAgbDRJHjgACe2wM6XvEDxzEL5exh4fwi1srBfvwCya/9usp/vU/q/Djl1aHRhJJwT/5nzLEE4J/+l+XKRVDMlnBJz8T47EPmfT1q2i6oFwKOXnC4atfbjA/t9pamCY8/pTJi5+OsWuPhhUTNOqSsVGfL/5mjWuXV+6NbsBjT5i8+JkYu/dqxBOCZkMyPubzu79d5+K5KCap6fDX/3aSj75ooaqgqoLf+bc1vvaV1SthRYG/9feSdPWo/P4X63z252McedDANAVTkz5f+0qD119xVum0p9LR9T3/MYuOThXbllw85/LVP2hw/ap/R2dOU0ziehY/dGh4pVu+EVhaEjdoLBcYlL155pxhklqOlNZG1GxXZ7j+HkV/7pYSVslo4zxe6NBm9NGq9+GEdW40ztD0y+xOPLyup+BLl3l3lFajlzlvhkZwJ7ZdubYC6f1CEWgtqeU/haoQP9B/14cT6m0yxKHEHp2LSl8VgXFL5ZOaimP2tyGEiBLTxVqUAB+LQkrC1DF3dFI7PQQS9NY0ajoBrCSype/TeO8C5v6dGLsGaLxzlqBeJyhXCRtN1JY0/mIRb2pueVxCVVBMk8DzCZs2Rn8P7sgkYa0OoUTvasMZGlup2lm6HDWTQs0kCXw/Ir7b6B4IOHhIp9GQwMaGQtWgtU3BvG0dUSqFfP1rTT79GYtHHtXRVIFzizdw8aJHsyn5b/7bFIM7NFTNRYho0XYzSBKGUcQ9DEBVJUI6y8Xcmi44eCyGXQ85/WYDTY/2jbYFRVn6e52FZXGswoU/GUKzVEIvxNsCeeT9xF2EnprMvv5nlK+dxcy04ds1GjOj+PUqjZmxSAxGUVA+9DO0Hn0KhKA6dpXy8DqxxyXIwKd+8RJ6eztarhUlHo9qh+NxQtuGMKR26j3SH3oK6Qe409N4hUXcyUmSx4+jmBZBo4E1OIgzMUFQr1M7fWpbEoJDV32SacHHfybGT151uLXLffcejac+bPLtbzapVqJjtrapfObn45TLISd+4uLYkgOHNf7630qSa1X53//HMs6SvdF0+Cu/kuBv/p0klXLIudMelXJIrlWhu1td9b6rGvz8F+L8nf8iRaMuOXfGpVgIyeUUunpUbm0ODnz43reaXLnocfSYzq/8rSSZ7NrlrBDQ1q7woadNBgY1KuWQt95wSCYFz75g8d/+Dxn+q79f5Oyp6KJjccHf+YcpXvxMjFPvuJw/Y5PNCZ76sMXRYwb/3X9d4vqVOxQlKCYdiT0Yaowr+VeWjYIiVHpSh5mpXqbpR2veZljlev1dFNTlIgYpQyw9TVdiH/VyYXl/XzqMNS8w2by81AwWLldFna++QrBBdZsmTEIZMO+MbqlD/15zLAkEirW+0NLdHvF2z+Wmp6AmY+htGZSESVBuoHdklo2UO71IsJTktsfmCV0fNW5GOQlNQ3r+ciJbSokzvUjYdBC6jt4ThYqEEp07yBcx9+9CepFs6LI2gpT4c4vEjh1GTSXwL15DKJHyXWg7UWhOjXQRpB+gJOIYuwfQclmMwV6coTGUmEXoevj50rbuSjwhSKUEi/koMpDNCpIJhX//7+rMTK/+3V0Xrl3xGTns8/Aja3+bYkFyrupRKoW0dmr87F9vwfdgftpjYcYjllAYueLw6HNJLpxs8MQLSRRV8N5rNay4woNPxGnr0jn1Rp0HHoux+6BFtRJw/p0mz3wyheuE1Cshr/5ZZY2nnu5JsudjA1hpA6fiUpmuEzg/PWNxV1VPoWtTn7hOfWI1pcNNvVmA2Te+ReHi2wjAKS0Qug6JtIrvhTi3hTqk7yMdG4KIdhgERnsHWi6HVywQOjah50WrJRElwLRUGi8WJ6g30LIBfqmEXyxEClv20rG2gYkxn3fedHj8QyZ9Axojw9F1CAEf/oiFUODl79vLhx0f9fmv/n6RYjGk2YiuJ5UW/K//soUnnzFp61CZmog2PnBI51f/dpKRIZ//8Z+UGb3hEwSgaZG3Uquu3I89+zT+1q8nmZ4M+B/+2xJD130CP1qBJFOrt5USbgz53BjyqVRC/uqvJja9xtZ2hdd/7PC//09lyiWJosB777j8j/+fLM88Z3H+jEcYwpNPm3zm52P89m/U+Mrv1XGc6Gd54mmH/+VfZPnCX03wv/0P5WVjqgiVhN6Krpo4fp26V6TpV1ioD9ObPrJ8foFCymin6swvEzOqwsDSUhF9tWJScxfxwia6YhHT0hTtqVVd77oSI2G0IFCoe0XcYIUhYCOlQ0OJ0WEOUgsKlLwtkhrej4KAW8PMtkvhOyfXpeTYCoKmQ1Bb7fXc7NBWkzG0bBItnSAoN7AGOlBiRkTseH16OTHtzZfwi1XUuInZF+VP/Eodo7ctIigMJc7Y/JLme4B9eQhUNdI/CCX21RHcqbnIu/d8gtKKp9Y8fwUlEY+8BV3D2rcTd2oOc/fgko6KIKjWiT2wDz9fxLk8jHP1BtL1CesNauUqQtdWSwbfAblWhX/0f0tSKoX829+oI6XkhY9ZvPAxk527VP7J/6PCeyfvrkLIiinEkyrf/nKRn/nFLEKAqgk0w6WzV8eKJTAtBccOOf50At0UvPtanQMPxoglFB55NsGFd5ocPB6jvBiQblH5+u+U+eRfyRJPqlRKq+erWIvJzKl5Yq0xZCjR4xp2aQN6GFWJSnq3UiwkWZZj3Q7uylDcGYLQc7HnV9dQ73soTn7GZeL66gu2x8YJbRsvvxDpy5aK6O0d2KOjUZJ7yatwxkaQros9Ooq1azdaNot9YxiQKFaM0HEIG43IUGwTrgsv/8Dmoy/GeOIpg9EbUXgl26Lw9HMmly/6XLm08pD5PkxPBZgWdHQqWDGBpkXhp1hMEI+v/GiPPWmSTit85fcbDF/3Vx2jXFr9gz3ymElru8pv/IsaV28JRwXB2m23i2ZD8p1vNpePE4Zw6YJHtRzS2a2iaqBIePo5EykjYziwc+URcR1JqRhy9JhOIikoFSUCQX/6IWJ6mqZXwdJsGl5p3YSeEFHYqTd9hKZfpuY6xPUMB9qeZ7E5hrbkhVwvvB5RdZgdJIxWys4sUvoYapzdLU8uha18JOEqQ3ErFFQMJUqS91r7SKotXKu9fUul1AcLKeUqHigZSupnhqmfu3cCOEGtiTdXwuhpRYkZ6O0ZnIkFrF2RrK60XZzxleokv1zHnS1i9rahtabQ2tIETSfyKIQg9P0o4b6ENUnlMCSsrNTwS+eWsF9wy3eqgj00hppK4gyP4Y5NQRAgTJPm+WuRgbmdgbpps9WfKpJyFfyD/yKBYcDv/YcGjXr0/H3zG03ePenyb34ri2G8v0pKzRCYscil91xJOqfS3qUTTyrk5ySGKZibCpidcDnyaBzTUjBMQbMOoQ9WXHDpvQaFvE+1GFCrhAS+ZD3trNJ4FT2moVoaLTvSuLW1Bk7NZYkd2ocx0BsZZWWdA91+r1yX8rd+iJ/fHt/TPTcUim7QdvxZytfP4RRWr97sRshDT6Voaddx7ZDhC008V+KMjQKsmuDdqRUyPD8flTLaI9FLFbgu9bNnlr9vXr162yhKdzX2c6c9JsZ8nvuoxZ99vUm1KnngIZ3+QY3/659VqVZWJr9UWvDip6MYfq5NiWh5FEFnt4LnrTbugztVarWQ0eE7Z4IHdqrYTcmNoXtfG12vS+ZnV69clvTc0bQokqEbgr5+lWyLwv/zf86uqgUQAuJJweR4sPTSSQw1Qdbq5kr+FZygTnSU9Q1aKAPyjVHa4jtv+VTghQ5jpdNois7+tmfRFAsnqJNvjBLTs8tbZq1eAulyo/j2HcNHaa2Ng6mn0RUTVWhM29eYcYa2c7vuLUKJt1iJijOEQDE0tJbkPT2FdDycyTyJY7sRho7enom4n3qXqPbLDdyZlQlCuj72yCzJ43tQ4iZGTyvefAm9PQtEhse9F9roQYhzebWOdPPsvUvG6rrg7/3DJMmUwv/+v1RZmF95NjwPqtVwuwGGNZBEIdnjTyc4/06TkSsOH+pMsuugyfAlmzNvNXj4mQSJlEKjFnLy1TrHPhQnDGBi2GVq1GX/UQu7KagWA8aHHMJQMnbdxXXWvi9ew8dvBoxOTbJ4LYFvr547jME+cr/wOYzBXlBXQrabXsNS417lh69v+/rvvaEwLDJ7H4p6LW4zFPkZl5Y2jXhSQVXFupZ0+4gkHRWikNV21wwSuZwALRRCXn3Z4Rd/Jc7eAzrnz7o8/1GLajXkzdftZW9N1+E/+ztJvvDLCX70/SZ/9Pt15majENTf/vtJnnxmddZMUQRSsiX50ZVtt3khW0AYgudtfmCxNIb8Qsi//N8qlEtrJ+RGQy5/rgg1uofhzdXk9gfuhzaBdFGkukS6t/6vqCkGXuBsKcfQCMqMNs6iCI1mUKHsz28YmvpAICXO+DzSD6JqJVXB2tVN+Y2LmwtibRP2yEyUoNZU9K4WtJbkMhGgO72IX7nFAwslzshcRKeiqVg7OrFvzKCl4wB4i5V1O7Jvh2KYWJ29WJ296OmWKNfh+/i1Cs7iPI2pkS31QQhNx2ztBCTO4vyWhc+eedYgkVD48u81KCzeH4ZoGUrGh1y+/eXS8mff+6PVzZgv/+nqIonJG6sLK4YvrXiU89PRs3jiR+t3VbftayH0Q2bP5Wnb34KUUJmKthWWSebTH8XYNQBhiJ8vEJTKgMAY7EN6Ht5MVFSgJhKouSxCU2meu0TtzXfxFzbvIVoP995QqNpqitxbUCn4lBZ9YkkF1wnfFxO5QCFjdNJmDpDW2zCU2F2YCWgGFS7cpPCQ8PorNr/wy3Gefs5kfi7g4ccNTp90mRxfWZK0tis8/3GLa1c8/tn/XKVYWJo0NwgTTk/6JJMWPX0aVy5tPlnNTPnEYoLefo1zp+9/x+XtcD3J7EzA3gMaVy97XL3DeN2gSSgDWuODVJ0FFKHS8IooQkNTLRShoysx3KVGJl2NoSoauhJb5vRaz7SoQkdXLVShY6gxHL9OzV2kNTNIyuiISAFDH3sd9lcAV9o/XQ9iHdijcwSlGkp7FiEE8SM70LIJ/MUtNN1tEe50gdB2o4R2exa9syWi4pBR8lraq58pZypP2LBRMwmMnlb0tjTKUq+HO7VI2Ny8JFTPtND+zCdJ7j6Ialirwx8yJGg2mfjaF2lO3TnElj74EJ3PfgqAuVe/Tfn8+mWxt2PoesD3vlPnV/+zOBcverz+mnvPc0z5OZ83f3B/RcJuReAEtB/K4ds+mb4Us+dWJne9sx1zZ2Qk6m+fpvKDV/ELRdR0io5/9GsE+QILv/1lpOejJuNYRw6Q+fizqNkMfr6wOkS4RdxBClUhvfsIqhlbJv1LDu7HyLRtfMBECtVavzP10KNJdh6wiCVVmvWQ0ctR6GnbgxYGO5IP0R8/EhmI90H3oXr6quat4es+5057PPGUyfxsQGu7yg++W11VlaCqUT7CcSTOktsoRJS0fvD4Wm74d95y+at/Q/L5X4pz9ZLH9HSADKN3KhaP+i9u9kecPOFSqYR8/q/EuXguMlBhuBT2SQh8Ty5XU90PeC689orNRz5u8fNfiPNv/mWNUjFcuu4ooS5l1E8CEEiXkeJJupL7aLF6qboLNL0yrfFBWqxeQNKbPsJs7Uqkt5E8QChD2hO7UBWdulek6kRx8FAGVJw5QhmQi/XTEutHEtKbOsxs7RpVZ56Z2mW6UvsREubqQxsaij+P8GaL1M+Pknn+wYi8r7+dzHNHWfzGW/fMq/DylahDOxlDb01FXddLlCr20FoSRH+xgpevoGWTGB3ZqGFvqeLJHp2LCO42gGKYtD/9IplDUVl80KxH5Hmug1BU1Fg8Iuwrb0E7RVGI9wyiJdNIKYn37NiyoZgYD/j+d23iCcHf/XtJ8gsVLi8tcBQlCk0pCuha9AzfekmqCpomEIpA16Ptb6ZLhIhKXBUFAl9SLgYI8T68fUVBMUyk791RzCl/vYjVYtL9YDvTp+ep51c8Mr27A8Wy8GYXKH/7peV8g3TdpTiyGhUI2Ta+bVN79S3Cep3cL/4c2c98jPx/+OOVCrUtYnMpVE0jd+Rx9FQL1dEr+PUyLYcfJ7Pn6KoW9dXYeNIWwJXTDfr3mOimghFTqFe3+4IIeuMH2Zk4Fmk7sCQbuZQ+FbeM4WZCdfkzwfL2nnRo+GUWnQnCW0ISjbrkR99v8o/+mzSf/6UEE6M+506ttsCL+ZBzp12efcHiH/7fU1y97NHdo/LE0yalYogVW+1RnT/r8oe/2+CXfjXBP//NFk69ExmDbFZh526N3/xXNd59OzrHlYseX/qdOn/jP0/yz/9NjvfecSiVQtKZaNvf/e06P3k1shTZluizZErwwIMGqibYf1Dn+Y9Z1GshM9PBKk9oq3jjFYdv/HGDz30+zu59OhfOuvheVIu+a6/G177S4E+/uvLg1r1Fhour1bjm60PM19eu6G/fDmC8HAlPBdJlrHwKgIXGDRYaa+m6840R8o2tJYBVNIJ1aMR/WpB+QPEHp0g8uAstl0LoKq2ffRK/WKfyxoU76z2oSsQllU1gj82va1yCWhN3poDZ346aTkQiRapCUKlFKnlrtrdxp/JYu7tRswmsPb2gCKTj4U4sbLoyN9t7SO4+hFAE9sIccy99nebsRBQyEtGkKFQtara9E8KQxvQ4qX0PIMOQxuTwnfcBPF/i+1Ej6De/3qS/X+XX/0GS//6fVlAU+KVfjtPbq5LLKfy1X43z7PMmP/y+w4m3XJ7/iMkzzxrs3a/R16fy3/zjFJMTAV/+UgPHhr/6KzEGd2js2q2RTCkMDqqcPOnx3T+zt1N5v4zEwB7an/kkxTNv3tEIBm7I2BuRYU/3JLAy5nLVk5JMgKbiTc/i31JpJkMZlRsvNSAv/3RS0jx3BfeJccz9ezAH+7CvbM/b3tRQhL7H3IkfoBomfnMlllYdvUzh3JuryhZvIqIZ/8S6x7t2Ngo/aLogmVGpFrc/iVlqgr74QRShgQRP2hScKcreAl5ok9RyDCQewJcuY/WzeKGDKlRiapqM3klSzyFQWLBHuV59Gyeor4l5n3zLZWTYp6tb5WtfaS6Hlm7Cbkr+7f9ZxXUljz1p8sTTJgvzIX/61SbzcwG/9vdSq/owXAd+5zdrjI74fOJTMZ542sQwooa7kRsei/nVybff/2KdyXGfT342xqNPmphm1HA3NuqzMLdyz44e0/kH/2UKw4y6t/PzAUePGRw8oiND+PFLNv/6n1UJJRQLIbPTwZp67cCXzM0GFAvh8kqp0ZD8m39Z5caQzwufsHj+YxaaJqiUQ65e9rhy8YMPiW0XmjDo1ncz6V69b8qGdwN7aJrCt9+h/QsfRrEM1HScrr/xceIH+qi8dRl3Mh9xLi3pgghDQ8smMXtaie3rJX5oAHemyNT/+Y1lkaNbIb1IOyL56D60lgSx/X0RY+xCGb+wTqOhlDSHZ0h/+AHUuEn8YH/kHdTsqDt9E1gd3aimFXmYV85QHx+6ZbkdEGwxx3ATlcuncRamo3xO/s5lzEEAv/+7jeVJ23Hgt3+zzu49Go4jCQJ4/TUHXRf8yc2FjYTx8eglGB72adqSH3x/xUV3HEmzIfEDeOeEx/lzPn/2zZXV98L8XXKpCUF8YDex7n6q11MbbqaogtyeLL7t074/hwwl2cEUwz+aWDYUy71G/m1SA0GAdF2UZCJSwauvNN5K18WdmME6uBe9t+veGgqkpDk7tuZje3GG6tiVdX0wPd1C28PPrXs4RYGnP52lWgyYGXMiDsFtzjkprY24FsV47aDGlcpPmLdHlr2CVrOf/sRhAukz3bhGIygt7SkwlTi98QPsSB6j09pF1cszXj+3ZtE0PRXwX/56EU2HamX9zsmxkYD/6b8rk04rKAo0m5JGXdCZ283/+f/qorwwhGU0sN0o4dWoS/7s601e+p5NIiFQ1cgo1GvhGlqOZlPyvT+zee3lgN39D2CZFk27ids0KVaKwDUyiR7yI3v4P/4xzJevUm8ukIp10p7dh6JolGqTTM5dR4Y6ndmDvPKNNl77lkNx4Sxx0yCT6GemcJZyUeef/9NdjM+dJ2kOoCfimHoaVdH55ldP871vVRnsOUA60UGlVmF4/AK289NZpVsiSaexA10Y1IISc94oAkG73k9KzWGHDea8ERRUeo19dOgDmEqcWlBk1ttcTOiDgvQDit89iRo3yX3qMYRloKZiZD92nPQzRwjKdYKajQxCFF1FiVsocRM1bkb18kLgFWsbO+7hUtLcC1BiJkrMjBrnRmc3zDc4o5F6nTB19I4sAvDyZfzS5rr3WjIdNT0GPm5hrbDR9u+NtzEt+XrbSxgdWb3YrFQkp0+tTCqb9U2MjwWMj228WD175t4tiBTdJN67447bSQlO1SXdE1XE1RebWFljSWwqQtiM2gXUVDJi5F5qOJWeT1BroHd1oOUyBMXS6mO7bhT+SsS3Pf5tJ7MbM6N4lcKGD4X0/Q0bOvY+GKdZC0lmVQYti8K8R8He3qST0ltRiKpjphtXmWsOr1oxShkiZURJHWkvL3+DE9YZrZ0BBLtTj7AzeZyaXyDvrGYJlZItVU94Lqu8AVNPoIsW5uccNJEmYcWXDcVN2E25IbfS7XBsAe5OJheu05U7wmL9PG2ZPTSdAr1tx5lZOMdiKUFr+lHG5r9PVXdYmB9CVTT62h+hWZskGcvQmt7F0OgJFEXD9XySVguZRA8zhbPIUMdv9lItX6A9m6M1vYuxubcJpU8QeMS13bi1Di5MXqIjs5/29BEmFrYWO77X6DR2oKAsGYgoadqm95FW25jzRmjXB+nWdzHlXqcczJNSW5hxh/HkfUzq3AXCpsvCV9/AK1Rp/fTj6F0tUYVKzESNrc9XBVHVnPSCiKxwEx4qZyrySjQjmhBkEGDfmN2w29ydK0VSqh3Z5fO404U76n8LReVm0P5O8gE/Vdyew9yuQXu/+xMl/Y3cxnIHy4cOJdXpOo3FaLEQ+pLijTKBtzLP+PkC0vXQ2nJR5/titACQnoc/n0cc2Y91cB/OyPjKc6KqaB2t0djvgnVg24aicPYnm5Z5Bk6T+be/j11Y6zo2aiGD+zVaOnTmp1zs+vZDApYaWdpA+hTcqTVhhZCQEIkQ6yvlhQRMNS7RYe0go3fSFz9M0Z2+J6WTQegjhIqpJ1FVk8XK1uKsmx/TpdyYIpvsp9KYIZ3oJRnvImm1057djyJUNNVCU010LUZLchBFUTG0JKqi0XRKuF6drtxhFisjBHfQw6g2Zqk0oh4WgUI20U/cytGtPIChxaPE/ya9EvcTZX+eHmMvrVovC15E7JdVO0goGRR9N4ZiYSMICLDDBr70aIYbK+XdCul6+IVqpBURyohQcosIbXe5jFS6/p1zDUTNb8XvvUvj/CjpZ46QPLYbvSOLEjOirmghYCnmHDoefqmGMz5P/dQwtXM3Nj2Hn69GGtdLkqhh08G+Mbvh9kGljj00vUJYKCXNa5OrJkShRwI7aiwS1lFjcazO3uhLRSHevwuh3UaDEYY0pkc3lDm1uvqWJs+1E3FzZgKvtMUyTiGIdQ+gZ1vxygWaU6MAqPEkiYE9xPt3oqWyEbVItYw9P0V9fBivtEmSXVExWzuI9+7A7OhBS6Qi4lHXwauUcPKz2PPTuKVFpLfOs6IoqKaFGkuiZ1qiqrB4MqJw7+glfej42n3CgPrEDYJ6dRVdRyxn4dY8vEb0m3tzCwSlCmouizHYt0ra1L5+g+Qzj5F85jH8QhH76jBISezgXmKH9yN9H2/+AyiP3TiJvfR94FMZvrDqs5vt7kPno5hZplVj+EKDRm37hiLSHYg0st1wbW12KAMkIQoKqlifW8cJmyw6k2SNLjJGB6aSvCVEdfcIApd8ZYik1YbtVWk4BRShrUqWbxtRnj5aTcqbHdU+dXuR8fm3kTJY1v8Y7Hic8YWTOF6VVKwLANdvMDzzY5KxTvrbH0HKgFD6KEJFIFBVHVVZuU+3Uq5LJEHosli5wXzpyvK5t2MkYkaWgdwjqIpGsT7BTPniXd+KcrBA3a6Q07rZZT3I1eY7BNJn0Z9mzhuNxkdwy/i2Xg1XOzOM/U//w/I+QXXrWgaVNy5SP7MU2pISv9JAESpdmUOkrE4W6yPkqzdYc99CiTOxwMIfvELhWyfQO7IR5XciKjOVnk/QcPCX+hn8SmNNAlsIZbmY4yb8cp2pf/a1ZXZZGcpNdS/CpsvMb34HxbzlObiNYj194EHan/oEimmiaDpC05YWDSBUjdZHn117XM9j6ttfprqBocg+8Cgtx59eU7Uow5DZH3yV4pmtTWhCKLQce5LsA49RHbrE5Nf/PWZHD53PfYpY7w6U2wyYDALmXv4mhffWbzxTYwlaH32WzJFH0JLpZcW75f2XGp38RpXyhXdZeP37azyq1N4HaHviebRkBtWKRZKoS9eZOXSMzKFja84buDaz3/49+g57aNZKNCTVleDi14aoL0TzXVCuYl8bJvHEcfS+bjhzYdlzcIZGcYbHsA7uJfeLP0dYqSKlRM2kELqOOzaJc2NtOuFOuE8UHquRSKscfDhBueAzM+Zw+d3NY5+bYZkaQqzfXhdKn1D6aEoMQ1m/TBckDb+ElBJdWJhq/J4YCkNP0J7ZR9MpYrtl+tqO4/lNpgvnkBuQ1d0Nqs1Zssl+uloO4wU2fuBQqNzAD10y8R5AoKlRCCMZ6yCXHIwoL6QklAGOW0VTTfo7HkNXYyjKRmR1koXyNfraHo7CeUKhXJ/Ea2ydBsPUkvS2HEVXLUC8D0MhaNeinIMilOUFwYI/Tp9xgJAABYVSsIAXOHgyKmLoM/ZTDQoUg41X1ADS9vDszdXsNkLYcNaEaVJWF3s7n8PUkrQmBqk0ZyPNbjVa6HhuHd1ILP1/jbDuIaeaNMdKBIGLqpmoio7rVlEUHU2zCEIQioZuJPF9mzD0yLXuw3Mb1GozyDDAMJN4XnONBvadEJTrm/pd0vcjTezmyrurpzKoiRQg8UoFgtua6mTgEzY3Nrj18WGEpqOaMRQzhtHSipGNvKC79VdVK4bV1UfXC5/D6uzDq1XwyoVIZtSMoWdyCE3Dnp9ad3+harQ+/hy5Rz4cVWzVKtjz0wRLlVtqPImRbUVLZ9FiSULHXjfspuiRkJZfq+DXKqixBHqmBQC/VsavrSct6yJ9B7ceMPXu3PLCsH1/jjBYrUdRff1tnKFRmleurwpDhrU65W//CDWTRu/pRGuLND6klPj5AuXv/IiguP3n/K4MhRZPkejdhdHSscZaR4MKKV16F7ccrQiCQDKwz6K91yA/41Je9LEbISd/VMFubM+rWCaTI2raWvu9gx96mEqCpJ4De/0wyc2VpypUtFs8D0UT7Hi4hdmrVTw7xEpqVBedLT25QqiE0kcIQTbRjx/YgFjqKN4+x1AY+kwseQhT+feW/nsa2y0zMvM6yXhn1ODmFPGCJjdmXiNhteH6dRarN3D8OkpgU7MXUIRGqX6CenMBScjQ9I+Jmy3YXpX50hX80KVQHVmO/d9EpTHDyNxPiJutSOnTdErbvo57A0k1LBASIJHMuaN40sELHEaccySUNCEhzTB6AV3ZZNg+TUxJbSlHoQqddKwbP7Sp2nen1nYrFEVDVaJVpKLoKEIll9uJrsepVWfQ9TitbfsRQmUxf4VkqhsZhtTrUcg217afamUSKUM6uo5GSU67SK02Sya7A12PMzdzmmSyC7tZpNnM09J2cMn4SGamTi55f/cG1WvnqY1cXbU0a3v64+QefgbpByz85AfUhi6t2kciCTcR1qlePUf12gWEqiAUlexDT9L1kc8C2/EFV0PPtND5/GfQUhnmX/sO1esX8OtVZBgiFBU9lcZoaceeX9tTAmDk2skcehhF02lMjjD7o2/g5OeWjYFQNVTTwmztJNYzSOXKuXWPU7lymtrQyqIoc/g4HR/5LEIolM6+TeHdtd6MRCI9l9q4JPTCiOvJVJk8OYvXXP1behPTeBPrX4MzPEL+t75E/PgD6L3dICXe1CyNc5fwpmbvKseybUOhp7L0vvCXSfTtQYZBFIq67bwyDKhPXF82FM1ayA//aJFHP5JhcdajMO8R+BLP3X7oqbFETa0IjYSWJe+sdqN86WIHVZJ6CzmjB12YeHJtc4mpJFgv1m7EVJ76azv50W9cR7dUDn+0k+//86sEd6C+APD9JkhJ3MwBIuL/D1zCu2xBl4RUm9FKuNqMJpDa0n+9oEmxOrpqe9str0meh3gUqmv7DhrOIg1ndYz29n1voukUaTp3x3J6L9EMq8uGYCuf18My9XBrq6eU1cGDAz/LYm2U85Pf4v3mYGr2ApOFM6RjXcxVruB4NVIIKuUJ6rUZcm37UTULu1lEUVR0I8nM5DsEgUMy2Y3dKFAqDGPFWrBiOaqVSYLQI55oR8oQw0giZUizWaBWnSXwHZLpHhqNPGHgcfdT7fq4lRl6+bPl8ldJ6DoE25QejXYNkX6IxF8V67/bu68lMyiGyewPv0754nurJkUJOE5z09JbPZVFjSeRUlK5eg57ZrXIlQxdfM/Fr1Woj13f4CiRBxbcUoseekslzyJqO9jsXskAUt0J9n9qBwBu3efynw4TbHW+lODNzFP+9lqp1bvFtg1FetcR4j07KVw4QWXoHKHvrfOrSpziwqpPKoWAN79bwnMl/hYm3Y1Q8wsE0kNTDFqMHibqF28RtomS3BVvgVazn7TeTldsD5ONS6uS3oYSo90ajCby0MO7RexGCIGqC1RdQdMVYumbscUtGIrQYb50BV2LE4QuiqIThh5B+Oer6uY/YS0y8R509e5oYNaDHzpcn381CpOFfpTvCVzCpWKCZj2PZbXge00cu4JrV2jrOES9NkcYBvh+tLjx3Dr12jxh6OPYZZKpHoRQ8PxmxJ7r1kile/G9BpXSOKpm4tilexrq/IuG+ugQ1Wvn72rlLAOfiFtIxVgKU92pi/p+INUVZ/5Sgen35tn74iBW1lxOZv80sG1DYXX0Yi/OMv/2Dwma24uDNu+iyul21P0ijaBMWmkno3eQ0DJU/VtXxpK8M0Ff4jC6MNmbehxLTZJ3xqKQlBqnN36QFqMnGlNQw/ZXVqOeHVCcbPKJf7QPtxnQOhDnM//40OoYIdCseLz+xRGa5ZUqIk0x6c49EJXoAouVYRrOPWDf/E+4r1CERjbetybs9n4hZbBKSKlUHF5uUm02F/Fm6whFw/caLMxfQNNjhIEbcVg1o2c6CFzmZk6haRa+38RuFlA1kzDwCQKHcnEETY/hezaL+ctoepww9NZthv2LhLs212FAffQqoXt3izO3lMct5jHbu8kceZgw8Cmffwe3mN+UzuReQdEV9rzQT8uONFbGpH1fC7Gcxehr6+dUPihsP0chJUGzHrlSPwW4YZO8M0FKa0VXTNJ6+22GAsreHIvOBF3WHnTFYlfyOAOJBwhlgCp0VKFFfPsyZMEewQlX3EDfDXntd25w+GNd9B/NEPoStxmsMRSeHawpE1ZVA9dvMFM4H8UbN31Zb74K21n13Pr6bL6fKnR0Lb5U0STxAwc3aGxzAlk7RoGCocWXkuWCMPRwgyZBeK+eh61f472CqSVJWR2R5yjEUiXRevfpTuPZbHqTa3IGN72Gm/Dc+vK2UoZoiompJQllgO1Vl72E0PUxtASWmSQIPRy3tuwxe+5mizeBrlroqoUiVEIZ4AVNvMDZwrV9sLjb0YRBgLtZ2esd4FVKFN57g47nPoVqxWl99FnS+45SG7lM9folmjPjhHcTYtsiQj9k6r15CsNlEu2xSElwEylUoeuo6SQiHouUA+9kYYNwSfd8e+/rtg1Fc26C3NGn0BPp5RzEBwmJZLY5hKUkWHBGydsTa7YJpMdI7RRJLUdSyyGEgi5WNzJJKSn8/9j7zzhLruu8G/1XPDl3TjM9OSIDJIhIAgRzEiVRyQqWLNl6fS372rJkWbaVLUtykJUDFSlKFikxkyARSOQ0wOTcPdM5nJzrVNz3Q/Wc7jMdpnuAAcnX98FvyO7TVbvCqdprr7We9SxzhunmqVW1GKVZg2f/4jLbbktxywcG+Nr/Oo9zdXxwDSlw17OJBLsY7bsH13PIV8faOYWViAV72dH9NhRZo9SYYqLw8jUn8KAWZ1fP/ehqmIZZYDz7zApp72XoaoSe2B564nsI6yl/QhcCy21Say0yVz5FqTHVbi26Hnrj+xhM3UTTLHIx+zSuZxMP9TGcupVEeABd8dvVuq6JYVeZL59irrz6Xm4WmhJiW+ZO4qE+hPDI1caZLR2/IfIbqhwgFuwlHEgRDXQTD/UR0pMApMLD3DrynVw9VQkhmC2fIFu9uveJj7CeZnfvAx1U4yuot3KMZZ/e8J6rcoBdPfcT0CKMLT6NLGvs7n2AWLAXTzhkqxe5nHsB2zXoS+xnW9edBNU4ttdisXKOifxLOOuGOCWigS76kwdJR7YR0GIokoLrOZhOnUJ9gvnyKRrW9U+wbzSu36PwrtubAEAIKqeO4JkG6TsfINg7iJ7KkEreQ+LA7bSyc1TPHfOT5LXrY8ltfHxo5AzUoEJ8KIaiy8T6IhTGKjgrE9qKQujAbiJvuxN9eAA5FFxF410LntEi+/t/iT2zdiJ8PWzZUNQunyE2eoDee95L4fiz2NUinuuspoibRkfNhdrdhWe08OpbC1ethaqd41T5yQ0LqfxtnmA0ehspfQBV1n1BQDws1yBnTnK5fhRjA/XR4kyT80/lcG2xKUl0xzWZKx4nqCcwzBKWvTYN2HTqBLUEyfAAET3DYvU8TWvjZHE6so2+hK9xVW/lOuodriAW7GFP7ztIR7chISPw2gZIV8NEA910RXcxUzrK5fyLS6ystRHWU3THdtHQi0wUXqY7upPdfQ8S0pI+RVn4kra6Eiakpyg3Z9bsarcZaEqI3b0PMpg8DJLEYuUc+drYDdNoSoT6OTT0AXQ10iEiCb53EYiubikrhEexObXq8ytQZZ1keAhNCfp5DklGWiI0KLK+pFC8/vMqSQrJyBDRQBelxgzd8d2kwsNIS38bydyO59mUjVn29j2EqgSR8BcG27veiu22mCy8wtUvooRMX2I/u3ruI6T79EzfYAlUOUBQi5MIDdAT38PY4jfI1sZWjfFth9crJeI6VM8dpzl9icjoPhIHbiXYP4wSDBEZ2Ul4cDvJw3eSf/FJ6mOnb0hIqjrX4Oznx0GS2P3OEbSgQps3KUHkzptJfdcHluU4PG9T1y05rt/zfIvYsqGIjR5AjcQJdQ8QHd6N06ytulHCc5n7xmc6dKLCNx/CHJ/AfAMMhc8HuvaXU7GznCo/SURNEVYTKJKK5bVoOH5P52uNUcuanM9lEQIk2W8q7znrfxmqotMV34WuRighoalhyvXVk4vlNMnVLpII9RPUE6Qj2zY0FLKk0hXbiSyp2G6LXH181SQa0pLs63snqcjI0qQ2QbZ6gaZVRpYUYqFeeuN7iQa62Za5ExCMZ5+9pmehyBpd0R2Mdr8NVdZZrJ6jasxjuy0UWSca6CIa7KHYmOJ6JhhVDrCz5z4Gk4eRJJn5ylkuLDyJ6XQacFmRGDqcpHtnFKvhMP5SAavpMHJrCgmJRF+QmZNlcpfqDBxMoOoy6eEI1cUWE68WOlhrhl1hqnCkLfES0GIMJA+hSBp1M8di9fyql04gqDTW1yFqWAVOTH8WTQ2jKUFCWpKRzO1L9SObhyypDKdvw3abnJn7CrKkMNp9NyEtSX/yIJnoKE2rxEzpGIqssb3rrYT0BL3xvcyVT66iYXdFd7Cn7x0E1CiW02Cxeo5ycxbbbRFQI6Sj2+mJ7SYa6GJv38OYToOKsbXV5o3At4Kpcho1KqdeoXbxFMG+QWK7DxHbdRAtkSLYN0zfOz/CAj7N941GciTGzncMA2AbDkZl2UtSEnHiD92HHAnjNQ1ap89jTc0tdQjd+M4Jx8Uplrd8Pls2FEoogttqUp/eQH3Q8xBXrXjdYhk5HPJ7bl5R2btRrdxWwBEWFXuRin1tNcq1EMno3PL+QbbfliJ7qc6TfzBGoi9INBNg8mip43tRZB3XtTA8C00NbSCXIcjVxhhO30ZAjdIb38d85fS624f0JKmwrwJaay20KbNXIEsK27ruIhnx+zdMl45yKftsu1kQQLZ2kYXKGQ70v5tUZITh9G2Um3PkautT/AB0JcTOnvuwnCZn5h5dClstf7cSMpoawnG37u5rSoidPfcylLoFkJgvn+b84pNYzmpPTFYkol0B6gWToUNJUkNhjvzDNPf9yE4uPpujUbK470d38vjvXODAQ32EUzoXnspy+N39KKrEhWeXWXhNq8Tl/LLceSLUT19iHwoa9VaO8eyzbHWqcj2bUnM5DBrUEgwkD23ZUEiSRECLcm7hMQp1n9asKgH29L6DoJYAJI5Pf4aKMYeERECNsqP7HkJ6kqAW6zAUQS3Bjp57CKhRDLvC2bmvUqhf7lhkzFfOUssssqvnAUJ6ktGut3Jy9otvYM7p+vDGkntfHzzToDk5RnP6EuVjL5K67V6Sh+9EjcTJ3HE/zakx3A0KC68HtfkG88dyBBMBShPVDsaTPjKI2tuFMFqU/+FLNF4+hrBvrKLzlg1F7siT5F/9xsYbCYG4ulm66xB/8D7Chw+2L6rx6lHMifXd+W82AlGVR35qL/Eef4Lq2x1DViTiPUHu/eFRPvWzx2nVlr9Ay25gOg3Sse0YZomcsf4k3DDzlBpT9CUOEA/1Ewv2UW6uzreAH3YKqD5vPlu9sCo3EQlk6I3vRUKiaixwOfdCh5HwIfzcRu5Zbg5+BE0JMZS6hWJjcsNJQZIUZEnhwuLXKdRXK7AKvDUn9lXbic7kvqYE2dVzP0OpmwGYLZ9gbPGpNc57ef9myaJrRxRVl4l1B5Akn2N+6mvz1AsmAwfidI9GkCS4+GyOs19fRFIkRm5NdRiKb3UYVrldNwNQac7hehaqEqDWyrYLAgWCupnDEy6qEkC9yij1xHcTD/b5i4fia+Trq2VEPGEzWzpBT2wPycgQqcgI8WBvh9H7ZuBbwaNYBc/DzC+QfepL6Okuotv3oKd7UGPJaxqKzbRBXon0jgS9h7uoTNfY8fYhWhWTZsEPFauZNJKmYU5covHayRtuJIDr4AN6Xrv4Zt1/3kq9HR/W7DzlRx+j/sqrNI6doHHsBHbhW5s62rUtTKIvyOd++TRHPj3TVnCs5Uz0kIIe7rSzAo9s+RwXZx9ntnBsQ7qlJ1wWq+dxhY2mBOmJ7Vpze1lS6Y7tQpJkWnaNQmO1TksyPERA9cUSc/XxVWGblagaC1SNBSRJIhHqJ6Knr3kfKsYspcbrN+hXPCZVDrKj+14GUzeDJDFbPsnFDYwEwNDhJLd9ZJjF81UWLtSWZZevIkmt0g0SYu3+tN/CMJ06rlh++W231b53TavUES50XHNJLVnuSKQrkh8ylCQZy2mSr42z3vRruwZlYxaEb8AToYEbc2FbwLfyN+ZZrbbQoSRLSMrarZ9XQji2Hz2RJJTAtb1MWZGpztZZPO2HWCM9YfSo//1eEY10ipU3xUjAm6T1BODkC7i1GpKyfMjXxU54E6AGFCzDpVm2iXUvs6ZU3W+dulIjPhxIo6tRrryMQT2O69nkKhfWHb/UnKbeypEMD9IV28lU8TVadieTIhroWmICCUrNKYw1chmJ0ACSJOF6DlVjfsNrcjyLamuBTHQUTQkSDfZQbW2sg1Ruzr4+YUMABI5nLuUk7mU4fRsgmCkeZyz79DUlTtSAAggUXaZnV7SdkAvFNfa/o5dqtkUkHSA/UWf0rgx77u3GrDvsvqebC898+3gT4BuGld6XX5fjP1e+97ZC20d47d/lFQsNTQ0RCWSQJAnLaeB6Nqq8/gR1pYBPQiakJ9tkiG8WvlkeRaBnADwPq1JcWxUWiUCmh2Cfnz9wmo22DtRGsKtlPMdC1TRCg6Oo0ThOfY1GUkswaxbb7hkgORxDDakM39lLKBVg6vl53HoDXBc56JMkxCbyta8Xb5qh0IeHiN1/D2oyjjBt0BQqX3nsWzr0VJ4z0JdkPFp1B0WXSQ+FufVDgxSnmzRXFNulY6N+gdXSyk9Xo7Ss8objW06TbNVPaof1FOnICHPlkyu2kMhER9GVEK6wyVYvrko+X5E1B3/Ffu0wkPA5+XhIkkJIS1zzPrTs19+X2q8rcRnJ3M5w+lYUWWWxcm5TRgJg6liJYFSlZ2eM8RfyvqEQ0CzbmHWHRF+IFz5xmcpCC+EKcpfqdI1GuPhcjrHnv70MxZVK7isQHYZhcwZbV8Kosr+4Cetpbt320Q3DH7oaRsJvjKTKOpIk3dD0oZbMoEZiyHqg/S88vMP/oyQRGd7pS6zbJp5l4lkWbrOOVc7f0Lxm4sCtJPbfhrE4gzE/hVXM4zbrCM9FCYQI9PQT33szga5ehOtSu3gKew2Bv6thFXOYuXmUYZ811fvQh6meeQ2nWUeSFeRgCEUPUL98HrdZp7bYIH/Rz4GWJqrUFhptvSdrZt5vUNTfh5JO4Cze+DKFN81QBPfupnXuPFpfL82TZwju2XVd33dQjpIJDAFQtOYw3PWt8kZIaL3ocgjLM6ja2TWpndVsi+c/McF9PzJKJK0TTup89FcOU543ePx3LnZor2TL57CdZnscVQ6gqtdyMQW52kVGMrcRUGP0xveyWDnXDjtoSpCu2E4kSabRKlBurmbdyCv6bgjcNWmzV8P1LIQQfvP4JTXTjfBGiMtJSHTFdhIL9PhtbPFzK2E9RcW4tqGwDZfTj3V6PuGUjucKLj6Xo1H0V39X2mUsjtcYe+7Nr/N5I+DTj9f72+agLAkRgv8dx5TezZ/AjQ7VSRI9D7yX6Og+v92rTynsqAOI77+V2N6bfS0oIfzeFrOXmf38J/DM9WndrxtCoMYSxBNJYrsOLofSBUiy7PfckCSEbVE9f5zikafhGq0XAFyjQeHlb6Anu/zx991MbOcBf2zJX/C5loFZWMRt1snsShHuCqEGFJSAgmO62E2fMWrPZzGOniJ6753EH36A8ue/ild7I9ik6+PGGoqrJJKcShUl7rdPdMsV1FQSa3JrHkVMy3Ao+RACwYnS167LUEjIbI/eQm9wB1U7z6vFL7RVaVdCeHD+6Rzz56r07o4RiKo0ihYL52sY1c7Y4KqVvHR1h7210bAKFBtT9CcOkgwPEg12UVkKH8WCvcSCPQjhs6TW9BbEyhWntCpGv/b1LysabTXJdv2QSIVHfDHDxhTxUD+RQBd7+x7i5OwX1wypXQue45G7VO/o/oWA0myzQ1rl2w9vzHdy5blomAVmSsc3PW69ld9UBb9VLtCcGkd4Dm5za60D7EoRMzdHKiMzMKTieYKpyw6Numh/Vq95zEw6yDL0Daq0khVSN2vMXrYo5PzzS2VkBrdppAbLFEuXMIotomGL0Zt1WobH9ISDbUFvv4LjCDLdit9Cddymu1fBcyHTrbSPVTn9GggIDY2ixXyBQUn1p0nPtnCrZczCAtVzJ6iPn9lS+Lw+fpbZL32S1M13E+wbQgmFkWQZ4bo4rTpWMYe7ZASFJ5BliWBcR7gCZ2UnUMeh+thTKKkE0btvQ+vtovHqCeyZeTzDWLOXehtC+PTYLepX3TBD0XN7P6GuCFOPjSM8gTnmM2bM6RkSDz0IwqPytSdv1OGvAYHttZAlhaASJSCH1jQUV1DNmlSznQ9EOKlh1BzEkrRHIjJEOJBqv4u6FsEwy9fUehLCY7Fyjt74XjQlTFds15KhkOiK7UCVA9iuQb52aU2vxxMOjuuvpmVJQZGv7SGoSnCp6Yy4Lvnz64EkSTTMAhcWvk7ZmGVn970MpW8lGR5kV899nJ37Gs4G38FaaNUcnv74WEeNhBDw2mdnOvJH/zfC8ay25IfpNJguvnrN7oZbRfnEy1ROvQqwtVaoQpB75lFGduq898di5LMungcXnjawDMG7fiJGcdElkVIIVE1Ovmby3b+W5oIw8R6USX5Hgt/59QrJlMz3L+2P9BJPfvVpGiWX7/+nIVrNIMmUzLnTNl/8dIN3fyhMV69CbtHFtgSLcy4f+6EY0ZjE7LTL7n0an/yzGidfWyD7zKPIuo4SjqLogXZeVbgOrtHEadZXKOduAUJgTF0iWJcoSS08lSVD4eCaLV8aaclQFC6WCKcDSLLE/LEczeLyuyHHo8QfecBvbaooBPbsILBzO8Ky8ExzVXOrlfBaLfIf/zvsuY3zklfjhhgKSZYYvGcbiZ0ppp+85BuKiUlQVWRdo/T5LyE8b1Xz7zcLAoG1NCmpkr7U12LzK1otKPP2n9jJM39+uW1AwnoK067jLk3arrA3HU8uN2eotbIkQgN0x3YxXXgNJMhEtgNQMeapr9MjQSzRXmE3iqwT1OIbHktCJqynAAlPONesCH8jUWpMk635yf3x3LMEtRjdsV30xffRsqpcyj3XwfbZDNaSf9+oKPL/FlhOA8sx0NUIATWKpmxU13Od8LxVNPjNQrgu9z2gMnamyaf+qu4vgQR88LsjzE0afOKPa4zsUPmRn4wzftbFcyw+84kypaLHv/uFFD29Cm+9P8jlMZu//8vl/d/+rhD9Awpf+WyLgSGVe98R5MmvNNF1icU5h7/5uB+ikSUIBCVefs7ka19o8j0/EmXvAY2Tr1kgPDyzhWe2eOP9UomgEqNRzmKuI+sPEO0NU7xcZeKZ1cWPSiRM+I6bUVYqCKgKkhrya9U2gNc0fNbUFnFjPAoJ1Ein5o2SiBO77x7UdIrS57+E1tuDJMs4+W+OvsyV2gFZUla1TNWCCt5SY3NFW01ZDcY0En0hZGU5zJOtnGu/iBIyciuHLG/u9lpuk2z1AvFQHxE9TSLcjxDeUl8LQXaJRrseSs1pRrw7/OY4kW0sVs6ty1jR1DCJsM+SMu3GG9KkZ7NY6RFZToMLC19HV8MkQoOMZG7HdOpMF19709k2fo2H/7Mkyd+kjuBvLCzXoNpaIBLIENRiJEKDtOzry+fdKMQTEhfOOKy0NdGYTKXk4XlQr3pouoSmQaMmKJc9XAcsU6AoS/uf7dw/npCRZUimFZpNwZf/sYllCjwhWJx321I8QgbXESzOOwgBhiEIBN643IymhulK7fUjC60i+dJ5kGR60gfQ1HA7tKepETLJneSK55Blrf1zKBlEDSrUF5sgRMfix601qH71G0j6ep0p14ewHdzK1p+DDWcyJagirzFRXguyIqPHO0X4QocO4NZqKJEwkqKgRKPIweA3zVC0+/12ROxBCym8+/+7l+xYnekTZR7513tQ1M57IGsS4UTnl+R6NpKk0JPYQzjYBQiy5fPYzuYqNvP1cYbTtxHU4qQj2xF4KJKGYVeW5DHWR8WYo9ZaJBEaoCu6g3iobx0ZBome2C6igS5fFLE+sYqO+2aiYfmhqEOD7/ergrvvpmmVyNfH39TzcL1l709XIyiytqbg4rcThHDJVs/TE/M9zeH0rVSM2WsaC18P7c0xk2PnbW65M8DZU/69rlcFY+ct7n8oxNA2hb0HdQo5l2ZDwBoJ/rHzNrfcEeDsyeX9xy/Y3HS7zsmjJqYhkBWJLQqlviHoTu0jFExTKF9sLxg9z6HWmKcrtYdC+SKWXcNxWwQDSXq7DvsKB04Lz3OwDZs9795G76EMdtPhwqMTtCr+hXj1BtXHnuK6q03e6A53ez92iIG3jWz9RCSIjSQonV9mncihENbkFGrCT2ZLmnp9cb43ADIKUdUvNPNwO0JEru0x9kKeet4iFNeQFYljX5rrkBkPhBUOv7t/1bi6GiGgxbGdJp7noCkbu4Er0TCLFBuTDCQPk45s48pbUaxPYFxjMrecBlOFI+wfeISgFmdv30NcXPwGVWMBVzhI+MJ0XbEd7Oh+G7KkYtgVpktHr6n1dKNRak5zMfsN9ve/i4AaZU/f27Fmm9esB3kjYbkNWnalLTfeE9/LYvVcm0EmLQn8+fUM63s7ErL/bCO126D6n0sokoaQRFtQ8c2YjAv1yyxWzzGQPEwqMsKBgXdzOf8i9VZ2+dqQkGV1SRywH00JMZF/8U05v2efbBEISnzXP4limfDoFyxOvOaRTFl89Puj1KuCv//LOrWqx4WzNq4Lrie4dNGm0fBW7f+VzzY4e8oi+VWZ9380iqIFePnZOrNTDjOTbjsBDv7bdXncoVrxP8vOu2gr1n4SMgp+iMbBYas+ZqOVIxEbIRbpI19eprUbZqlD7kYIl/nsUfbt+CC20+T8xJcReJSnarzy8dNL2wjM2lVzpWj/z5uCDQ1FdChOen8XZtXcUnJQkkANdg5tXpogcsetaL09xFQVOaBT+er1tOqT1vl5s3vLdAVH2hRbxzM7+lF4juDsk344ZtttKSaPlpaSo8tjBKIq225LrRrb82wMq4wnHJKR4XVbi64FTzgsVs/RG99HNNgFwg+PZWsXN9WtbLF6nnAgzfaut5AMD3Hz8EcoN2cx7DKSJLfltFU5gOU2uZR9lqqxtYTWjcJi9QJBLcHO7nuJBrrZ0/t2Ts9+6ZoG8o2C7ZosVM4RC/aiygH29j1ET2w3TbuMhIQqB9CUINOlY2vKmEQCGQaSh1FkDVXWUWQdXQ2jKb6yZzTYzeGhD+J4Jo5n4boWtmswXzl9Q3NEjmcxnn0WXY3SFR2lK7qTRGiAhlXEtGsI4aEoOkE15ucx1BCF+gQT+Zd4MyahZkPwxU83kWWQtQDJkVtQ40W+9sUxHv9SkyVWLAB/9Ye19s+f+qt6++cvf85Fxlpq5OR/9swTLV58xiW9Yw/NUg4hLvO1LzY7Lkl48I9/U+fKtPbCU51Eii762MEBHGzOcZQGWwvXVGoztMwK6fgOdgy9nYuTX8Wy16awqmoIIVwkSUaVdVzXxLU8jOINpAFvEdcMolculzjym8/hNDe/+pcUmZv/n7s66Njm5BSe2SIwMoxwXcxLEzjFjV+SlD5ARO2ckGNaxj8GkAkMoW6C5XMFiqQS07roCoygy2GEENTsAi137S9w/lyVwlRjlcS43XI59/UsZuOqhueuQbk+5WvuCKgZW4v/l5uz1M0sidAgkixRbc5TaW6us5UnHCaWpMNH0nf4iqKJve2/X9FaqrZ8Lahs7SLfKpF4IVymi68RVKMMZ24nHRlhV+/9nJ1/bEMp9DfwDJgrnySkJxhIHkZTQvQm9nVs4XlOOxF/NSKBDKNdd69LTfbrYXZ0fOZ4FhVj7oaTCQy7wpm5r7A98xZ6E/sIqBFS4aFV23nCw3aa1Ftr1xTdKAgBricTSW8jkOihtngZWQ2iR1PIsopRXkCPpFADYYzyAsJzCaX6Ea6DWS+S3nEbjtmgNncRTVcIxLuwGmWsepFGKY+s+G7CWmzflbmNq6MxGjoxKYklzLZnsRWk4tvRtQjekgcqIaEqQWKRAQJ6jHhkENe1sZ0mgz23M7t4BE2LMNB7O5Nzz74htUtXQ0kmkKNhnGweYW0tmnNNQ2EUDCrjxc6mGdeApEgYuQbhnuWsfPjgfqRggNaFMZxyBTah4T4Y3s9gaN86L6DEcOQgwxzc9HldDctrMdM8gyPWDmJaTRerufo8PUdw/MurQyOKrDOYuWWp6ktgOjXsLahK2q5BoX6ZRGjQFwCsjWFtgb7qejaThSPk65fJREdJhPoJqBGE8DDsKobUZLF4mqZx7UK0fP0Szqw/SVda1x8Galolzs8/jiwp1M31j+t6FuO556i2FlAkbakbocpWXxdpKWjgbnFP2zW4sPAN8rVx0pHtRAJpFFnHEw6m06BhFiitY7RrxiJn5h7dkn/r4XXcD9ezuJx7Hl0JUzfzqxP/i19HlTRKVxVdNswC5xYeR0Jal5jQsqucX3yS2fIJ0pFtxIO9fi8OScLxLFpWlZqZpWosLDHo1jAUEnRvjxBKaOQnGjTLW5toFF0mNRCiON1c1S0SIXAsA6fVxDGb6NEUiYG9lKfPAKCF44Qzg2ihmK9rJckYpXmE5yIBrmXguTZ6KEYw0U20exuLZ57e0vm90TCtGgHdZyBOzD6DadfQtRi6FiZXPIcnXDTNZ6LlSucpVyeQZIVkbMTvPrjlJ/8akCVi77iH8K2HyP3RX2PPbO2d3tBQNOZqtAoGnrNFFooAu9H5INmLWUKHD5J418O41Sqti5ewpqbxNqjKLZlzhJUEETWJLgfbCejXCyH8OorLjaNkzYkNtw3GVYYOJoikA6w8vG24XHguj22saM6kBLDd1iZboa6G32bUl+OwnCaF2mq1z2tD0DDzNMw8kqQsJ+olid7ddyPqKmzC9tRai9Ra1yfNvhKW02C2vDm9fts1mCufel3Hi0pJIlKMBW/r0jCesMnXL1GoX1561vx7t7IB1Fow7AozpaMdnylakNTQQaqL41jN8iaO7fh9MNaA45mUzdO886EArx21qa+wV6ZTY7Z0/JrjC+G2v9OO5wLhe5vXYJpJEsS6A7zlYyO89vlZzj+1NVmUaFrnnh/czlf/13la1asnQYFj1HBaNZxWHS0Up1Ur0KosogajhFL9OEYdWfO7NRrlBcxGCeG62GYD2/AlNmK9O7CNGno4+YbNFdeLZitPs9W5MLLsGouF1c+3tSSRIzyPYuVGETkklEQMJRrZVCe8q7GhoTj3tyeRJPDsrU14QgjyJxdoFZrt3Ia9mMXO5lCSCSI3Hyb5nnfi1mq0zl+kcfQ4XmP1ynvWOMdia5yQEiOmdZPS+0kHBggrSQBabh1HbL4yUiCwPZOanWexdYmytbDhCxKMq7zv3++nf1+cZsXqmLMbRYuJ10ptQ5GOjZIIDxIOpgloMTzhkK+MrVv/sBZCepJMdDsAZWO2Y8UZiKQJRDMIz6G55IIHYxkkSUbRQjTLczhWEzUQQdXDyIqGGgjTKM3i2SaR1BCtRhG75T+UsqITjHUBElogjFHNYhkVJEUlnOhH1f2qUbNewKi+PgrtgLwDG5OYlMISBrPeZXQC9Cnb0AlQFUVy3iwpuZcgYYJSGAebOfcyNiYpqYeM3IeHy6I3TUNUSUgZwlIMTdJR0Zl1xwlIIUaUvQSkEFEpSdabpSoKJKQMXbKviJrzZqmK4pr7m0sW9Iou1euBqocZOPgQllHblKG4FmIxiR//sSj//X/VmJl9fecmhLvm8mNoUOHOOzQ+94UWV5dHCA8uvVxkx10Z5BUd0iJpnd5dUSRFIn+5QWXB90Jj3QF6dkRBgoULNZBA0fxEfyiukh6OsHCh2q6D8Vwbq+6H4Vy7hd3081OeY+NaBkgSZr2IVS8R79+NHk5QmT1Pq7xIpGsY12xgNcuogQhGeRElECGc6keSFYzSPLbx+vXKvq0hScjBrfVGWYkNDYXbuk73R8D0E5c7PpIjEQI7thPavRNkmdrTz2EtLBA+sJ/oW+6k+uRTaw7kCIuaU6DmFJgzztEX3MlNqUcAifH6EbKt1cnFlfBVMEW7DaqHhyucpYlAQpKUdSeF7u0RurZH+If/dJLCZKMzjikEtrn8NlUbczRbBRRZx/FMZFnFcTYfX/dbVu4jqCXwhMNC5cwyZTOUYOjQO6kXZ5AkGcdsIjyXbbd+kMr8BWRVIzmwj5lTXyOSHKB39z1UFi+C8DDrBSzbRFEDdG+/A9uoUjcbaKEY22/7EJWFC4BEZtutTB77Asm+vUTSQ5j1IpmRm5k++eimr2E9pORumqLGgjfZlgwZVnZjiDpFscg2ZR+WMIlKCSJSnEn3HD3yMP3yNgpigUFlB5PueXQCjCh7uegcJyhF6JGHuOSexsXBxsIRNhVRQBcBZtwxbCwChBhSdjPnjqNIGiPKXs47rxGUwqv2/1aBqoIigyd8pYWr4+eqCrLsR2+vjuAqiv/P8zpVGiTJ38+2195GVeGuO3UeuD/AVx8zcV2B41wjQixB7+4o/XvjaEGFm9/Tz5d/4xzhpMaDP76T7HgdzxU0ihbGEmsnnNK45f2DFKYazJ9bThA7rQbVeb9/i1UvYtWL/rvrWBTGXuk4bOGi/7vAwyjNY5T8MIrVKHdslz333NJpym1lXbH03zcLEst1Om9mvZAkS0iBzedzr8abJgoYOrAXrbubxrETWLPzCNP3BOpGi/BNhzY9TsOpYHsmmhzE8Uwsb/04iiypdEV3UGxMko5so9ZapDs6iu02KdYnSUWGCahRaq0cFWN1/FlSJGo5k+JUY81cxUo4nomiaERCXWTL54iGegmGYpTWaIW6GhKpyAiDqVuQkCg1ZyjWl/tOXBGJ8xyLanYcs1kiGMngWAbZSy8hEGy/7cMEwkn/XKwmuUsv47nL4b9q7hLJgQOd52wZZMdfwvNctt/2IbRAhEAkhVHNUsteIpIexmy8/mSrh0fJy9EU/qpOQycuZ9BFkIhIoKCiSf5DXPZyNESVkpelT96GSQtDNKmJEjIKfWwnIPm045ooUxNlVrp6jrCQJbntHYSkKFEpTo883M5f+MlJac39r0DVw4RS/QTCST/HU8n6ydQViwo9nCCcGkINhPFsE6Oa9b2vNcNUEuH0AIFImurCRVx79SJCluH+ewO8/31BkkmZZlPw+BMtvvSV5W0P7Fd5+4MBBvoUxi87/PUnmm0PY+8elY99V5ihIYV83uXvP21w/ISNENDbK/PjPxrhS19p8e5HguzcoXLugsPv/2GdWFTiB/9JhIfeHiCTkfnf/zOJEPDJv23y9ac28NgF5C41UDSZSEpn++0pAlGVHW/JkJ9s8txfT7SNXKIviKor3PuD25k9U+Xko/MduYoIMRJkqFDExKCfbaTpwcZinklK5FBQ2597uOSYI8f8mi2NdQLESBEnRYQYKv7zZdGiTpUSWepUXpfRUFBJ04uGhotLiSwWq++XhESMJGl6iJFERcfFpk6VIotUKK1pNORImODenQjXpXV2DLFUECLpGvrwoL+a2CRkXUeJRa/7Wt80Q9E8dtLvrX2VT+uWK9RfeHnT45heE8sz0DbQ1r8CSZIIajFf00mPUzdzKJKK6bmoSpCu6E6aVol4qLfDUKgBGUmWqOd9WvCOt2S4/EoRz1nxWF3xKFZS7oTffjKgxQjrqXWLtjQlTHdsJ55wkJCJBXvb3oTlNJjIv9TRxMc2qsycfoxE724GDz5M7vIr2EYN4bltdoTwPKSlwh7HbOBtRtHSMXEd09e0Fx4gU82O07/3AQLhJOW5M9jGG1HNK9rsD/ANhy1M5t0JGqICSLg4DCm7UJcMhoqGh4sjbFRJbU/yElJ7YvDHFFcdiY4CSg+Xpqgz6Z5b2k/CXnqZ19rfh0T3rreQ7N+HbdaRFY1ANMPcmScpXPa1jYKxLrbf+VGE8HDMJmogjN2qM/nqZ/1QyVXjxft2MXT4EQqTx/DW0UUaHlb46X8b43NfMDhz1qavV+nwKHQd3v1IkL/8RJNnnjX58R+LEgpK/NKvVhnoV/ilX4hz/LjN33yyycGDKv/l5+P851+scvKUTSgo8cD9QQYGFJ573uLVozaqCpYlqNbg0a+2yKRlhocU/uCP6rguzMxs/AwFoypv/4mdzJ+vUV1s+RO/BHpYpVWzV9nLcFLDtT3CCW2pn8jyvU/Rwx7pZmbEOC4Ow+xGWcoTJUUXp3mFDL1sY0+7riUj+lA4yRyd0Ys0PezkIBESKEvCnP5EvFRcK8DEYILzzHL5ulb2Khrb2ccwOxEIJrlAntUJYhWNEXYzyCg6QViqpZGQ6GaQIbGTOSaY5Pwqrzby1ttJfvjd4LoU/upTNF/zWxAoqSSZf/o9KJHwls5ZCuiI1vX1ALnhmUwAAO4FSURBVLouQyEpEsF0GD2mI6vrWzW7aVOfrfpFlet1YhKibSk3A1dYGG51FW127aH9jlKJ8CC6EsYTLnUzTzI8iGFXMOwKdTPfUe8QiCg88lN7SAyEkIBEX4gP/+dD5Ccb/sO/tF2zZPHV/3GBRmn53C2ngWGVGMzcgu22KBXXTswGtSh7+t7R7qd8pbOd47W4lH+BQmOiY3s1EEELRqnmLqNHUoTivX7SLpQg3r3DZ4LIMrZRRQtErj4ckqSgBWMoWgA1EEXRgu3J1H9olyErGpZRoTR7GmfVhHd9uDp04uKQ82bpVYZpiCQSEouu73mlpR5QBDEpxYI7RUUUyNDHdmU/CioNUcEUTZBSrDXJt0SdHnmQYXk3RbFIQ1QwRJ0BZSc2Jq6wmfcmueL8r3PG5C8dIX/pFRzTQFJUtt32QdJDhylOnUC4NuHUAFowysVn/opWvYCsaCiajmtd5SkIQax3R9tIZMdeWtVP/go0VULXIV/wOH7c5rmG1XH/ZBm+8KUW//CPBkJAX6/CBz8QIhSSePsDAWRJ4g/+qE6pLHjxZZNDBzQ+8L4gp077714gAN94yuT/fMro+E4sS3DipM07HnSJRCSOHbdXhZxkRSKU1AhEVcJJjVBCQw3IRDMBsuPzhOIaWtCflOfOVrj9w0PMnKrgOaLdt6WWM/n6H41x50eHOfhwHye+MrfKmHQzgEWLCc4hC5lBdhAiwk4OEiDELBMYokY/24hJKfrFCFlmcFaoMjk4BAhh0fK9RspYtJCQiZOimwECUohRsY86FcpsTY5eQWU7exlmFwKPCc4zxcVVno2Mwjb2MMIeAAosUhJZbCw0AmToJUmGEXYBcIkzHWNIuuYnniWQAstKF5IsIQcDSMHA1qqsX4d8/JYNhZ4IsO/7bmLwvm0EU0H/6V0TgsVX5njxF76+ddbUBnCFS741hYy8YdgJfCZJtnoBXQkzZxZwXBPHbbFYPUfTLDHvniaoRTuUY11bMHG0TPjSxrLJVtPBNq9ecQlylQsUqpc2rOJ1PIt6K0tI89kZrmdTN3PMl0+Rr19axbCRJJl4z04ULYTdqlKaPY2iBnCsJsFoF2ogwuLF57DNOlarRqM02/EAaaEYmZFb8FybWNc2JFmmUZimnp8ET+DJHvXCFJ5rEYx1IysqqcGDaMEY5YXzlGa2xkSSZIlgwvcMWhWTae+iP7mvwKI3RV2U0QliY7VX+QVvgZoo+6EB4YcGLruniUgJBB51UWmHsqprCDlWRIHL7hk0dGxh4eJy2T1LVEogo9ASDcQG+7e/I8sgGMsQTg0iqzqyqqFoAWRZxnXBqObwPIfBmx6hMHGUen5qVcJUCEE41U9m2y3kLh0hN/7yukYCYHLK4a8+0eQHvz/Md3woxJcfbfHoVw2KJf+7tCy4fNlpf7X1uoe2lM8YHVVZWHSpVP0/miZMTLrs2qWiL4Wmm03B2LizpbnlCoJxlZve3Y8kQ/eOKHsdwZnHF3n1szPsujtDeb7Fia/MYxsu08fKBMIqB97RixCCU19boJYzmTpepp63eP5vJjn0SB+hhEaz1LmADBBkkvPMcNmvaEdlRNpNSnQxxwRjnMTDxcLioLiTEFF0gh2GokaZM7yKQQMTo2PynUemQoE94mZ0gnTRvyVDsdKT8HCY4DzTjK8Z/srQyxB+/cwkF5jmYofXMM8EOzjIIKMMsp0SOQosF8E2XnwVHAfhOBgnz6wa38kXqX7tG4jWtRfakq4Rf+cDKPHrCz9tzVBIsOtD+9n7vYexqibl8RIIQeZgD5VLJey6RbArTGwoTnmsyOUvXcDbSBv9uiCYbp5m1ji7KfmJll3t0LdZ2fbTdGqr+ks7lsfJryy7kJK0htGWllptrPPCXUs11rAqHJv+DKqkgSTjCRfHNda9HrtVY+7s1zs+U6IBXLvF4viLHZOPUVnAqHRWXFvNMvPnvrFq3MWx5/0fXJfs+IuoeoRoZoTZ049jt+pktt1CMNq94bWshXBXkId/8W5cy+WJX3iRRml1hbVAUBcVoPNvNhZlkbvmZxZrEwUEgproNAAuNhVxFVVxnf3Bp7YOHHqYaGaYVi2PYzbRgrGlFZm/KjPKC1x68e/JbLuFgYMP4bk22bEXKU2daBt6WVHp2nEHihpEVlSuRXW2bfjEJ5s88WSLe+8J8L0fC3PzTRr/5ZeWGEAeOOs88qYl0DR/3XYluqvrYNvLgodCbKp8aU00SzYv/M3qfu3nn8qtSZU9/3SO8093fv7Kp6YBsAx3zbFg6bsmz5W0c5Xi0qIL8iy0J+QmdRxsFBQ0OpO0Ao8ia1O7PTyyzDHIDhJSmrCIIqOsOdEv7+PfQBWNHRxgkB242IxzmnkmO8KqV6Cg0M82VEmnIgqrjASAhck0Y3TRR4AQvQxRZLGdN3FLFaqPrV8P4pYqNF46ijA3YSg0jfCdt7w5hkIL6/S/bZhWvsmR33qO3LEFIgMx7vuv7+TMXx5j4eUZAskg29+zh22P7PQliG8AwUDg4W6xRuF6EEpo7H9HD2efyHY0KurZEWVgf5wTj85fU9Jaj2qoQYVmfuXEJHDcFs4Gk9W1IDx3ier6xt1g127RKM3St+deP44uQe7ykY5tQukAniswK+s/nLIiE+0N45oukrJ5d7fqFTtWht8sRDMjpIcPc/nlT1PLXgbhMXj4EaLd21dsJTDK88xUFtFDL9C98y4GDz1MszRHa4lOLIRg8fyzuI7F4MGHMBslStMn1zwm+BO7BMzNe3zqHwxMS/CTPxElHN44aSmAY8ds7rk7wNCgwsSkSzolc/CAxlPPmJsWxTMtQTQqo6rXb1BeLxxs7BXPgI29xFX02gQFAA+nLZwpi63VBbjY7YWCgtqR07oafnbNRUVjlH1LRsJhnNPMMblu1CBAmDgpJCSK5NZl1bVoYtAgKIWJigQq2qYZeJ5hrMr5rnsdnrcpg7IetmYoohqh7jALL8+y+Mosnu3hGg6eJ5AUCdd0aS42uPB/TpIYTbL3e26icDqHXV/7BEPpALf+wH7OfO4S5clvjgSyost4rmg3IFqJ9HCY2z40yMVn8qv2ue3Dg1x8IU+jsP7Nl2SJmz62h8RwjCd/6cW1yTDXCdMoM3vmCb+V4hsEIVyyYy+gaEGQJDzH6mBOKbrMPf/6NoqXKrz2F6td4deLknjzJM83gqT4rCjhusiKSiCaId63qyMJHYhmkBUV26jhOhZGZQFJugVZXiH3IDzMRpladhw9GGPg4EM+PTm/9mr68CGNH/2RCAsLLq4LN9+s8fQzJvW6RzK58WT47HMmd79V55d/McG5czbbt6tUKh6f+/zm8kxCwNFjNt/5HWF+6b8kKJY8vvZYi6PH3lzD7eJ2rNCvTMQeLu6KVX8nyXW9iV5CRUUngIq+RJKVkVHQCFxjX5aO6yEhsZ19DLETB4uLnGSR6Q0ZUyHCaAQQCFRUulgtIuof3SdpgM/UUlCvaSiE5+HVmzjF8uY1+ITAa13/wnRLhkKSJWRVxqqZ7YnVtV2E66EnlllIjuGQPTrPwR+5jVB3eF1DoQVVhu7s5dJTM7D2u3NDISkSB79jNwvHc2TPru5EpwcVHNPDbnVOxlbTQVYk1GtIsGth//qspsOqvrCvF0KsSbF8/cN6ONbasiPhrhB9N3VRm2+84ZfzrYR6fop6foKR2z+IbVQRnks9P0kgmuHKRce6t9O7d8nzEh6yqlOYPIZR88MtAuEz0oSH8FyyYy+iheIMHn6Eyy9/GmsN2vGFiw6f+7zB8JD/Wv7+HzZ45YiFZUG9Lvizv2gwNr5srE6edviLv2rQaglME/7bb9Z461t1RrepHD9p8PzzZju/USx6/MnHG8zOrb+wePkVi5/5uTI3HdKxHUGx+Ob2BYElKvgaD9ZW6h8kJKIk6WOIBF0ECaGgLtVSSO3/Ngs/hzCKLCm0RJUy+Wuei4aOvFQdPswuhpcS1tc67yv1HhvBKZTI/t6f47XMLbl+XqWG2zSuq9nUlgyFa7nYDZtQVxhJlRGWi9O0sesWyV1pZFVuJ66FJ1ACCop+bUEtSfKTn0pAwarb2M3OGL8WUdEjGo7pYlY7K6TVoEIg5scozbrdoUmlRzSQwDYcQokAyBJm1VdmVAIKsd4wow8MYhQNjJJP72sWWm0rbdRsAhGVeG+QVn1ZODAzEsHzxBrJ7KXrkSW0sErP/jTJbXGKlyrE+sLtcQVglEzcNfYPJHS6diWJ9vrbV2brFMYq62ttSRDri5DZlSAQ1zErFqXJaruaXggwSi1cq/Ph0CMamd1JYv0REILqXIPieAWrsXoFKSsSelSj/+ZuIpkQelQj1hdpJ2k8T2AUW6vCcEL49yIxFCWzO4ke0WhVLQpjZeoLq8UWryCY0MnsThHtCeE5gspMjeJ4BWeN+yXJEuFMEKflYNZsAnGd7r0pIj1hPMejOtegcKG05r7rwTEbTBz5LKF4N5IkYzZKuLaJHkniLknjF6dO0CjNouo+RVELx9HC8XZLULtVY+Llf2hXtXuuzdyZJwklevHWkdev1QRffcyENbj4zabgHz/b6R2MjTmMjS0/F42m4Ikn196/UhV8+h839i5cF145YvPKkbXPLxztIRBK0WoWaTULROIDaHqYemUWx24RTQygamEatQVULUSrWUDTIwjPQ1F1VC2MLKvUKtMEggmC4QxGI0+r2dmT5vWsPyQk+hhhlP2EiODi0KSGQcMvysTBw6WXYSLErjlegBCDjPo5DAExkoyyj4uc3DBM6hfW+b09GlSvHU4Sfn7G3SBX0obj4mS3xtTC86h+/TkaR47jZLfeA2hLhsKqWdRnqiR3ZwimgjQXG9hNm9LFAoP3jrD48iy54wvo8QCD927Dbto4zY0Tu0gSOx8aJta3Dz2qYVYtXv7jkxTHK0iyxPBb+jjwkZ1oIRXhwdhjk1x4dALPEWR2Jbnth/cTTASQFRmzbnHkT0+Rv1AGYO/7RglngtiGw+DtPahBleOfPMflp2YYvX+Q3e8coXtfmps+tpfd79qOUWzx/O8ea8ffi9NNsmN13vcz+zjxlXnqBYv0SJib3zvA2a8vYlRWPyiBuM6dP3aInv1p4oNRIl0hgnGdj/zJw+1tPMfj67/6MjMvLyfcJBn6b+nhzn92iO69qXZs37U8Zl5e4OU/Pkl5sjPxLqsSux/Zxm0/dIBgQsc2HCRF9jvvSSAcgdW0+fqvvsziyeWHo2tvirt+/BD9N3e36c2e4zF/PMdLf3iSwsVye9vYQIS7/tkhUqMJ4oNR1JDCvvePsuPBZQXSVtnk0Z99jsp05/lJEux5ZBv7P7STcCaIrMggQ22+wZGPn2bssclOYyHB0B293PFjh8jsSrY7CDqmy+Rzcxz5+Gmqs51Kv+FMkHf/+r3MHc1y8bEp3vLPb6LvcAYloCDLEo1Ci6/8u6fbz8Rm4VrNVSEio7wiRu7aGOVl0kCsbxeRnm3Iqt4O29Xzk750ghYAJFzbpJ6b8HtWKCoIP+HtuZb/AAjRDiXKirbkkQhfAVWWfQMjPGRVw3Ou9EiQln6/sZXlsqzS1X8TRj0HCMKxPtI9e2k1i/QM3katPE0sOUyl6LP20t17yM4dJxofxHVNwtEePNemWp5G1cL0Dt1OrTJD3/AdTI8/xRulgRcn5VNppRA1UeYSZ6hQwMFuewESUrsQ71qQgAJZJrlIhh5G2EMffiHoBOfWTGSDTwG/crwJzpNjrUZia+93o+AWy7jF8nXtuyVD4Vku8y9Os+e7DxHqCtNcbIAnmH7iEsMPjnLXz91PY76GGtGI9MeYevwSzdzGNFMtpBLrj/DyH53Esz3e+i9v5sCHdvL8/z5KYijGHT92iLOfG2fmyCLde1Lc/qMHKU/VWDiRxyi3OPfFy1Rn6yiawl0/cZgDH97F0795BISfSN71zhFO/v1Fnv3vr6EElCWPASafm6M8VSMxHOPoJ84yfyzn9/aurqiLaLo88fsXecv3buOOjw6jhxWaZZuTj87z6lU9Kq5AuILydI1WxSTWH2Hf+0apzje48OhkewUuPEFtvjO8k9md4oGfuYNgMsDJT11k/lgOWZMZeWs/e9+7HT2q8fVfeZlGbnmy6tqb4q0/eTNm3eKJX3yJ8lSNQFzn1u/fx86HRxh7fIqLX5ukPLE8gccGItz/07eT3Bbn9GfGmTuaRZIktt3Tz973jXLvv9F47D+/QDPvH8ezPQrjFSozdbr3pdnx4BC5cyVmXlloL/3sloNZWz1RxQej3PS9e5l4ZpbJ5+ZwbY+Rt/Zz8Dt2cdc/O0z2TIHK9ApPbVeS+//9HaghlWN/c47s6QJqUGHnO0bY/a5tqEGVb/zay1j1ZQMtyRLhriCDt/fSvS+Na7u89AcnMEomke4Q4a4QtYXNK/i+HgTiXfQdfggtFKUye47y5ClifbtIDh9AklWM0jz5iy+hhRN07b4Lx2wSiKYpXj6KFoyi6CEK40eQtQB9Bx8kd+FFtFCM9OgtSIpGq7xI8fJrdO+5m8rseYzSHKF0P4mBfSyc/vrWOPVbhOc5FBZPk0iPEon14XkOejCBYxu4TotAKEGznqVemeVK3F+SJGRFxXUtP3xXnaNZWyAYThMIJTFbFWz7jf1uMksMIle4XObsmkVw0lKeYjNwliiwFQrUKRMgRB8jDLMLgwYLTK0ZhjJpLRWLagQI3lAD8GZgy3UUU49fInt0gfrMMq0xf3KRk398hF0fPUC4P4pnecw+NcGZPz96Tb0o4QkufHmivYqdfWWR4bf2I2sKg7f3IFzBwok8ruWRv1jGbjgM3NrDwok8zXwLo7SIHtaQNZncuSJ9N3UhSVJbU6iZNzj/lcurWDp206FVNvFcD7NmYZTWrlisZk2e+N2LPBtRUTQJx/Qwm866YROrYXPqU75mzcCt3ex+ZBvlqRqv/tnpdRNPsiZz+Dt3kxiO8cLvHOPkpy60wzgzLy3gOR6HvnM3e969jaOfONeeoAdv7yXSHeL4355n6oWlF2IWjv3tOYbe0oesyky/OL8cdpJg//t30LM/zSt/eoqjf32uHSqcO5pF0RT2vn+UHW8f4tSnL4KARs7g2CfOAbDvA6OMPjDI/LEcRz5++poxAjWocO6Lszz/O8faobOFE3kiPWF2vmOYngOZtqFQdJnD37WbaE+Yp37jCBcenWjnweaP5wlngozeN8CF23qYeHq13Er3/jQXHp3g+d8+2vFdyqp0TWbaGwUJmcLYy2ihOF173kJ19jxGeQG7WUENRug98ADlqZPIikaka4SZI1+k2KzguTZuNEXv/vsoTZ0klOxH0UMI16F779uozJ7FapTpO/gAzdIcVqNMYnAvRnmB+MAeX3TwBhoJAFnWCIbTCM9FUYPUCuOEoj1+Ir+Rw7YadPUfRl0KRbWaJTK9B9GDcUrZ87iu1VYRsMwa1dIUnudiGpUOwsTrRZAwSL6US/0q6vUVBAgSZHPdJ/3MiP+OONhc4gw6QTL0soMDWJgdtQ9XYFCnRZMoCdL0MMOlb2tjsWVDYVVNrGrnpOrZHuOfP8fsc1OE0iGclkMz29iUqKBjujSLKwveXGTFTzVFe8MkR6Lc99O3IzyBJEkE4jpCCCRZIjUaZ/8HdxBOBxECkiMxWpXOc2vkDZzW62MGea7ooMe+0Yh0hxi6s5f6QoNL35jpmNgc0+XCoxPsfd8o2+8f4vRnx7GWBNaCcR1JlmgWOmPPVs3GNV0imSCyKrcNRTCus+2efoySyaWvz3QUQtpNh6kX59n7vlGG7ujl3OcvbSmuvxbMms3Fr0525FfspkPuXJFdD48Q6Q61k+LR3jBDd/ZRnq4x9fxcBwutVTaZfnmBoTt7Gby9h8lnZlfNi1bD5sxnx1cZ/PWMhCTBvt06Xem1V5ZNw+PkGZOt9HdpVXOYtYIfPhIgqzqJwX0E4914joWih5CWWFF2s0Krmm3nNMxaAdexCKcGiPXtoLY4jqzqBOPdCNf2jYltgudRWxhj4NZ3E0r2Ekr0UJq4tsz4yuves0Ojp1tFCMH4hM384rW/Z8+zqRYnkGUVy2ogPIeFqZdR1SC23cRzLeYnX0RRAthWg1ajgBaI4HkurmMiV5U2a8xzbRanX0HTo7iu+bqVelfCxfHvPTIq2qq/y0v1DUFWKxhsBi2aXOQEGncQl1LsFoexMKldVbxpYZJlhoiIk6CLfrYxx+V1Q1UKKh4bt9r9ZuKN03oS0Mo3aeW36EoK0V79Xw2zZlO8VOHZ//Fax2Rv1iyUgMwdP3oIu2HzysdP0yqb7P/gDgZv71l1Xt/q7JxoT5hgKsjiqfwqQwdQX2xilFrEByKEEoG2oShN1nBtj/6buxl/cgbXcv0GM/tSBOI60y8tdCSxQ6kg0d4IQgh2vGMY+6oEeXLEj9lGukPImgyv01C0yib13OrnwTVdEAJlBWss2hv2Db7rsfd9o6ua23Tv9SVbYn0RkCW46u9GqUVtYeMw50pomsTP/VSaD7070kHguvLz+TGL9//AHIu5LdyDDjdToAWjJIcPMPPql0AIIt3bVvxVdOqEuQ71xcskhg+gBsLkx17Fcy2sZpn8xZcxKovIsorn2gjPo1XN0bXrLmyjjt3YfMtYXZP4tz+Z4ns/HMOyBf/+l/N8/G82R023rc776zot3BUKyY5t4NjLixartTyue1VFuuc5mK3yps97s6hQZIBRNHQGGWWSC0s1ExIBQvQzwiA78HA3xTBaCw2qjHGSA+IOIsTZxSHOcKSjzgNgnilSdJOSetghDhAmSpZZTAwEAgWVACFiJEmS4TJnN1QLWAlJ1xGOs34dhSShJBNovV0gSTi5Ak6xvOm6i6vx+gyFxJK41zoQbKnX9tWYO5pl1ztHiA9EmT/ms0cC8QCe66FoCpGuIJdO5akvNAgmA/QezGxpfNdy8RxBfCBKNuTTY+2W86YbFi2ooOgydtNZU+7EtT3spkMwEUANL39lUy/MMf3SPLvfvY1gKkBxvEIoHWT7PQPUFhqc/sxYx3haREXRZfSIxq3/ZN+a1+m0HN/gvAFwLXfNXiZr3d5ATEdSJeKDUe74p2t3LbQa9rpyMJ7tbalvihCCuQWH6VmHaEQmGJQI6BLRiOSz8ILSlqRxhOfiOle0mQSubeJYBq1qnu7db8XzHFzL8KuMhYdnm1x9Jxq5STK7bqeRm/bFGIWgeOkoXbvfgmu38Fyb3Lnn260/t73tO5l97Stba5Al+cYiHJZRLYG6hYLIbwcUWKTAAt30M8AoKXowMZCRCRBGRyfPPA1qjLL/uo9TIsc4p9jDzaTpZheHuMDxDnZTiybnOc4ecRMpehiWdtEvti+FoES7pkORVFzhMMnarXZXQZZJfOBhlEiE2tMvYk1Md/5dkYncdSvxRx5ATSVBknCrNerPvULt689dV+Hd1g2FBJGBGH13DZHYnkQJrj9EdaLMhb8/tWYxGyxJCtgeK70tzxX+Z0DuXJGTf3+BW75/H4e/ew+S5E8+z//uMcoTNS4/NcPud22j50AGv/OVSSC67G4K18N11lMIBbNqMfb4FIe+czfb7x2gttjk5T862ZEsfTPgOn7Bn6zKaxpeSZZQNBnhio7JsJlv8fIfneSRX7uH7n1por1h7IbDxa9NcuGrkxTGyh3jeI5AeILSRJWn/tuRVV0Ir8BuOasoyteL9bzFq+HZfhX//PE8z//vo+s+M2bdXvdvW4Ftw6/8zyK//SclggGZaETirbcH+Y3/3E0suvXJs1mYoVX1ayhso8bCySewW3Xmjz+GFoq1xQIdy0CSGsyffHJVsaRtVJl68TM+g2lp8q/MnKGRn0LRgrh2C8f0V/Wea9OqZGkWOlujfrugo4Og8LBoURVFmtQ7wi+e5FGXajjCwlthED086lIFTQrgLqkwI0nYwuQCxzGlFl3SAAERIihCuLhYkskkk8yIMQKESEu9tKQmeKu/bwuTiijiSg4eAmkp+e0bZf/5W2QWFY1+aTthKU7G62OB6aXWzb5v2hBVTnOEPobpFoNE5Dg6QYRw8YSHhUlTFCiySIMakqQAG3fHVBJxwjcdRO1KYV6eWmUogvt2kfqO9yLHor4H4QnU7gyJ9z6EZxjUn35pyzmtLRuK9L5ubv93byO5K4OkSEsv7doHXTwyx8VPn173xW4WWzzzW69Snlpm5Uw9P0/ubBHHdBGe4PyXJ5h9LUu0N9xOrtYWGghPcPLTY8y8soge1WnkmrQqFpGuUNuLufi1KbSQ2jY8V8NzBSc/dZGZlxfRYxpmxVwVjnkzYBRbWHWbSHcINaSuyqkE4jqBhE6ranawshRdZu97R/Ecjyd+4UXKkzWEJ3Asd8173iqbmDUbRVeoLTSozW0+VAPcUE+rUWhhGw6KLlOeqr0pxrpW96jVgSXueiQsY19n4ttbyiMAILy2QKDnWJi1q+oEBDjrdFy70tltJZxWHae1xA6TZGK9oySGDlCdu4hjvjEKv68HqgqplIyigGkKSqX172E4mKErtYd4dBBVDeN5Nk0jT7ZwhmON53x5HlwURSeT3ENXchdCT+HZTdKVBtnSORzHoEWT8cAYo0P3oyzG2Zm6nVAow0LuGLXGAvQP4AT6yRfGyRXO4AibZGYX0cQelNl54vFRnOQAIVlhpB5lIX8Co7VcdFskix2WSSd2sD368NK5WtQaC2QLp2kYOQQes1zGiusM9NxGY+Y0veFDZFK70bUIplUlVzxHoTzGlLhIVp7nwMgH0OUg41OPYzp+bYdFCxeHWKSfHcNvZ7FwhoXcsXXvodaTQUnEcGsNzEud/W7kcIjYg/cgx6I4hRK1x57GKVeJ3nMHoUP7iN5zF8bxM7jlrSlhbMlQyJrM3u85RHJXhrnnp5h9ehK7bq5rnMxyC8/xUJIJQof3Y88vYo4ta8e7pkv2TGdFdCNndFBAhSeoza09qbmmu4ofv3Iirc1feyL0x9hcXHCruCINomh+bYO7ThiuttAgd75I/83ddO9NMf1iJ4ti4JZuwqkgUy8s0FrB3tIjGgO39eCaLk7L11WSZNBUFc/xfIOz4pDNYovFU3l2vmOY4bv6OPO58S1N/p7jIYTPZlrJLHsjUJ2tk79Yomdfmr6bunwW17d4bumbBSEEldlz1LMTfCvcpPe8J8j2UQXTFMxMuzz6qLlmKDwVH2XP6HsJ6DEaRg7LbqAqAbrS+6g2Zqk2fDabqgTZOfIwPZmDNIwszVaJgB5j57Z3kkru5OLEo1h2HRSZeGKEbVoA17WIhLrYs/09VOtzfo+VgEr3ttuYbZ6h3iySCuh0pfehqiE0LYzRKqBKQYb730I6uZOzY5+l2Voy6hL0991OOrGDppHHtCpoWoTh/rfSldrLqYufwmgVEQhkPUgyvYNRGULBFA0jh+00ScVH6U4f4MLlL7GQP0HLq1Ny5hkZeBtuMUC1vNITkOjJHCARG2Fy7vkN77eSSSFpKs7MPE6xc+4K7NpOcPcowrapfvkJ6s8fASFwFrNofT1ovV3oQwMYN9JQ6Ikgqb1d5E8u8upvPU+rcO3EtRQMEDq0Fymg45TKoMgoyQQ4Lm6thhwO4zWayKEgwraRdB1pqRekW6rccNpf+zwlGU2LYFlvXG9do9TCKLdI70jQd3M32dP+Q6gEFD/evuTp2E2HM58dp/dQhjv+6UGsuk3pchVJhp4DGW75/n00iy3Of+lyR4zeatjMH89x8CO7eN//fACr4Vet+xXmBpPPzXPxq5PtGgfP9jjzuXEG7+jlth8+gNNymTuaxWk5yJpCOBWga0+KhVP5VcV94CfV7abNwK09pHcmqEzX2mExs2a/rnyUWbM485lxen4uw1v/xc0oqkz2bBHXclECCpHuEJkdSaZenO9YSPxfB+FRX9y4/e+bjURS4tOfMsjnPT/SsYaR0LUoO0begaoEOXfpCxTLY7iejSQp6FoE215e1HVnDtDXfRPT8y8yNfc8rmsiyxp93Tezc+RhGr05JmZ8VVVZVrHsBucufYGu1B4O7voOkCTOjH2GRGyIQ3u+m3Coi3rTL27V1BCyrHD64qcxzSqSLNPffSu7t7+LgZ7bGJt6HBB4wmVq7jmm5p6nZZbxhIssKwz13sXOkYdJxrZ1eCCKrBMJd3Fm7LNU67OAIBEd5tCe76Sv+yayBb+1ca54joHe2+nNHKRUWW4poGsRMsnd1BoL1Bur6bYrIYdDoCi4pQrCXhEBURTCtx5GCgawJqZpnjjbnj/tXBF7dgE1sx+1twu21jlga4ZC0WTUkErpfB6ztLmXVdJ1lHgc4bpIkkTo4D7UdBJUFevSJProCPXnXyF0aB/W3AKh/XvwWiZOvohbra2vq/w6oSpBopFev5lRY5FkfIRUcge5wlnq9QVfYkCP0zSKWHadSLgLRdaxHQOQ0LSQr4vkGDSNtUviawtNLn51klt+YD/v/KW7qcz4k6+syDz7P15j8fTyfpPPzfPqn5/hth/cz3t+8z6qcw1kWSI+FMW1XF7+45MsnFgh2yxB76EM8YEo9cUmjZzRlnRXdIWu3SmG7ugl1hfmpT882TYw88dyvPh7x7nzxw7x4M/dSSPbxGo6qAGFYDKA8ASP/acX1jQU+QtlJp+bZ+dDw7znN++jvthEliVsw+HJX3mJRvZ1TOACLj81Q6w/wi3ft4+Hf+lu6otNHNNFC6mEUgHMus3i6cK3jaFQZIhEZIIBCVkGyxbU696WKLerxlTwk+8Bn0Ju2YJaw2O9vmBvBjwPfuyfRSgUPaYmXb78pdYqYxGPDhKL9DM9/wK5wtl2HkIIj5ZZbm8nyxo96X3YdpO57FEc18/tuJ7FYuEU/d0305Pez+zisqpxrTGH59kYrSKOa1Krz+G4LUyrhufZaOpyzYQQLtnC6fYxheeRK55lqO9OUolRVDWI4/jP1xXvQpY1VCWIJMk0WwU84RDQ41fdBUGueI5KbZorXl6tMU/DyBPQ4ihKAM9xaBp5iuVxUokdhAJpmi1fiiMRGyEUTDM39UT7mteDtMSyELbdsZBWu1IEdo+CEDSPn8GrrVAx8Dx/PpVl39BsEVvTejJdrJqFFtH9/MQmVpBetYY1M4ewLJx8kfCdt9B48VXUdAptsN/3ICTJ/39ZAVmidfYCTn61SN8biUR8hGikl0rNTwaKJTkExzHQ9Si9XYep1mbo67mZbP4kA313kCucA8egK70XeantqOfZTM+9uCYX3LM9Xvvrs7hNi8Mf3o4eVKgXWlSm6zRLLfSQQjCqUM1ZuJbLib+7QP58iR0PDpHcFsfzBHNfvMT4k9NkTxc77nd6NMGDP3cXzUKLr/z001Tnfe0kCV/sMLktxsO/eDc73jHMyU9dpL7oe3+e4+d9ckvH6d6bQo9qNPIGUy/OM380R/bM2obPatg8979eI3umwMCtPehRDaNmkT9f6kh+tyomL//xSYQr1sw1zB5Z5KnfOOJ7WCseIdfyOP7Jc8wfy7H9vkG6didRgwr1xSaXvl5h7miubWyvwKxaviG0vTedhLAeImE/Mf6Bd0U5vF+nt0tFUaBS9Tg3ZvHVrzd57Okm+cLmF0GxiMTdd4b4wCMRDu0L0N2loMhQrnqcvWjx5ccbfP3ZJoXSG8vDP7BX54e+O04kLOG68PjTTb70eKPDEDzxuMnCgkc261IpizU9ikioCwmJan12w1oBVdEJBdK0rEqHlwH4i7JWkUxyJ7oWWfG5P7F6S4yyKxOtWKLeS9JyrYwn3A7DBOC4JkarTCzShyrrOEs010iom57MQWKRATQthCypqGoQRdbbk/UVCOHRaGZZ+UALPDzP9lu3Lm3vCYfF/Cm60/voSu1har6ALCl0p/fhOAbFyvi696Z9DU0DXA85GkFSZL/F9IpFuFutY5w8t+7+0rrN5tbHlgyFWWmRfW2evjsHSYymKF3YuriUW6oQ2LUDJRzCzhXQgwECu0bRBnqxpucQrndd6oZbRbU+i6aFiUZ6qTcWMM0qplWlaRSIhHtx3BalymVi0QEUJYBlNahUJxHCw/UsjFYJSZLQ9dhSvH7t49hNh6jU5MSfH2fsSJl6wUa4Hp4r6N8TYeRQnJf+0a+q9hyPmVcWmTuaRVZkxNJnayWmew76WlKnPzNGYWx1ArR4qUptvkFmlz/ZroTwBIWLZYrjFWRVQpIlhAeeu/axVqKZb3H8b89z6tMX23mKq2XapZbGxFcXsMXa1e7F8QrF8bW5/57jV+Ivni74LDDJP98rjK2rYRsOF74yseE5v5kYGVT5mf9Piu98f4x0yp8gVs4pd9wS4DveF+UbzzX5hd8scvTU+jm+KxgdUfmP/zrNB98dJZVYPeadtwT4jvdGeeKZJr/4WwVOnHljdJ8O7tX57V/t5oG7Q3gefPmJBifPrc4/vOWtOgcPqpw94+fI5ubcVaKmkqQuKepeyzj67CW/WdEaKrJLvd2lFTUQVzOENsydibX+7ldfS5LcbhcaDfdyYNdHUJUg2eIZaoV5bMcgHEyza+SRNYd2vXUWKleRqqr1GeqNRboz+5nPHUNTw6Ti2yhXpzBa186X2rkCwrLQ+ntQuzLYcwso6SSRu24FWcY8P46zeFUzKUlCjvpCnt51uLRbMhTCFYx95gypPRnu/Ln7ufT585Qu5HGaa8enHcOhuVjHmpxuT/7No6fQBvtwFh2suQXsuXnUrgyNF1/FzhXwDAOvtnYSWl6qt2y7XsJnSFxPNWNQjyOEh6oEUWQNx2mhKkFSyZ00GovIkkJ/zy24roltN3Bds12853kOnucgSRLeVQ9Hsi/A/vu7kGU4/rUsA3uj7LwrxdmnCzgtl523x+nfHSUYVbl8tMzg/hj3fp9C9nKDqZM1Dj7YRTStcfbpAumhIOnBELIicfobeUpzyy6pP1lIaCHN15O7SlwvtS1GciROs9DqSPCvhPAErnUdeQXBKjXa5UPL7AjfiukZXG4e3frYVw7hCtx1JZQlIkqSplv5lqpkHRlU+b1f7+GRt4fbq/3T5y0uTdjYtqC/T+Xwfp2BPpX3PhxheFDjX/6HLM+9vH6oYXRE5Q9/o5e33xdClqBU9jh1zuTylIPjCgb7VA7vD9Dfq/DBd0UYHlD5yZ/NcuTY2kZ6szi0T+f3fr2Ht90ZxHXhH75Y52d/Nc/07GpWYColc/y4TSIho6prU4stu4aETDCQ2PC4rmdh2w10NYKq6Fgr3i9ZVtG1KK7bwnFbaGp4y9clSXKHNwIgSyq6FsFxW+33uSdzkHCoi7Pjn2Mxf4ornoJI7LhWC4trwnFbLBROsHvkERKxEQJ6DFUNky2e2VSVuj23iDW/SGB0hPT3fZjW+XGCu0bRRwbwag3qz7/ih6VWXmMoiJpJgevhVrbe+2fL9NihB0aJ9EcJdUe4/d++Dbtp45oOrGEosscXeOkXv4FbWQ4XCNPEurSsyumWqx1ULcdY/dLoUpBudYS00kdYjqFKGgKBLSxaXp1FZ5KsM7Vqv43QXIpnFstjbWGy2YVXkCUFy24wu3AETQtjWXU8z2E+e6zd4jSXP9OeoCRJbmvYgN/mcf58jd13p+kZjXD5tQo7bk9y4vEsluGy/eYE554vsvstKVo1B6PqcO7ZAre9r5eZMzWylxvooRg7bk8SiCjkJpogwcjheIehyJ4t0sg2OfChHdgNP3bv2h6BmEbX3hR7372dYELnxN+d72BKvRlQZR3nGu1gXw8Ccoidkds5V3/umn3T3yyEQxL//l+meNfbw8gynDpr8Z/+W4GnXjCo1fxmmroucXCPzk//yxQfea8flvr1n+/i+/75AtNzq+9XLCrx8/8mw9vvDSFJcPSkyX/+jQLPvmRQq/vvW0CXOLxf5+f+dZr3PhzhtpsC/Nf/2MUP/csF5jYhzbEWDu3T+d1f7+Geu4I4DvzdZ2v8zC/n161Sf/kliw99OIiiSHzuc8aaLRKq9Vksu05v12EK5bGO8I+01LdBCA/XtShWxhnpfxvJ+HayhTNcmaRjkX5ikT5KlctYdv26DIUsq6QSO8iVzreNQjTSRyTUTaE8hr0UxtLUEMJzaZmV9vFlSSWT3IUir5YG2SqK5XHM/jq9mYNoWpimkVvKb1wbXr1B7evPofX1ENg1SmDXqP8Hx6X+/CuYYxOr9lF7MqiZFJ5l4SxuUaKc6zAUSkChmW3QzF6bemoWjddN3gtIYfYF30K3OoSMskZsUFD3KsDWDIXrmhhu56prZUzUdU3fi1jClQQXsGGy6cADXSiqhB6QUVQJ1/HwHH/lbpseRt1h201xLr5YwnUElUWTetFCCBg5FKd3V8QPAzn+9qWFFsGISjDS+VUVL1V4/neOcesP7OeOHz3oF+r5aRY8x6O20OSF3z3G+S9PvC420vVCliSSWi8hJU7LrVOxs+2+xJoUIKZmCCpRPOFSdfI0XT8UJSGR0gZoumVUOUBMSePiULTmcIVNXO0mExgioXUzENyN7fmLhYI1Q1ztQpE0SvayYmhAjpDQusmbM3g3UJTt7juCfOcHYiiKxELW4d//cp7Hnmp2hJUsS3D0lMlP/2KOTErhofvC3HVrkO/7aIzf+N3SqhDU/XeH+dC7IyiKxNSszb/7xTxPv2B0bGdagiPHTf7tf8mRSsrc95Yw994V4rs/FOO3/7i8ifevc4tD+3T+969187Y7g1g2/P3navzsr6xvJABaLcGf/HETwxCk0/KafeYbRp7ZxSNsG7yPg7s+Sq54FtOuocg60UgvpcoEuaJvFOZzx0kndrJz5CFCgZSfENZjDPTchutazCy+3LE42wqE8EglRtk5/BDl2iSqEmSo706EcJnPHWuv6Kv1OQZ6bmOo704URfefy8QomeQuXPf1L7xMs0KhdIG+7puQJJXp+Rex7M3XNTWPnkZSVCJ3346aTuLVmzRPnKH+9Iu+tMdKSBDYsR1kGXtmHvvqsNQmsGVDcfavjnH+b9fv+7sSnuMh1pFc2AwkJIb1vfSoI0hIGKJGzprBEL6HoktBgnKUgrM5rfc3CjIKMTmFi0PdK3f8rZI16dsZobRgUiv4BiA/beA6AlWT0EMKniPo3Rlh7lyN0oLfMKkwbVArWPTsiGAZLuX5FrIqYTZchAuK1mnUhCsYe3yK2deypLfHCWeCSIqM03Jo5A2qM3WMsvlNotlLZPQhdDmMJxzioW7mzTGmmqcQeHQHttMT2I7pNQjIYbbJN3G69hR1p4gsKYyED2F6DTQpiIeDjELdKdFyXSJqkrCSQJFUAnIUVbLbBiCkxNkWPsSxymNtT6MvuJO01k/e3Nxq7XqgafCd74+RScl4nuDzX23w1PPGurmH2XmXP/iLMnffESQSlvnuD8b4i7+rdkzGui7xXR+Ikkz4Y376C3VeeGX9MSemHP7or6rceUuQYEDiYx+K8YlPV8lv0KXOEwKjtTxg25O4M4hlC/7876r80m8VyeY39kw+/JEQuZzLN75hce+9Op/+lMHVc5UQbnsy7O++mZGBu/28hXAxrRqF8lh725ZZ5uylz7Nt4B4Gem9DkTU8z6XeXODC3PMdBBTHaeFdCdcsJbLFkjcr8JbCScsn43oWU3PPk0nuoju9D1lWaZllzl/+CqXKMu04VzxLONRFT2Y/ydg2PM+hbmS5MPEo2wfv6xhTeA6201rdlliA49o4zmq5FoEgWzhDX/fNCOGSL51ftc2GcBwaL75K89hp5ICv++Q1jXXKCSRap89hT8/iVmt49S0W2nIdhsIxHHiTqpc1KUiXOoQsyZhekzPGCxTd+Y4k15UuUm8mInKCm8IPUnFznDSe6YiTX3ypxPgr5SXGBSDg6FcWER4kegOouszcpTpDB2JcfKnI3Pm63694aZv5iw0/2bZ0SWLJS5DWos4LMAotZgtvfEvU1wtHWJyvvYAjTHoCo+yI3EbWnMBwqyyal1g0L+EKB1XSuTX5LlJaH3XHZ7rJSISVBKer38D0mkjIS6qbgrnWBUyvSVRNMdE8hukt1/KU7Hm2cYik1kfWvIwq6XTpQyy0LrW9mRuBVELhLbcH/UZJTY+vfaOJeY3czytHTSanbQ7sDbBjm8qhfTqLK2i/3RmZO24JIkkS9YbHY081N6TVCuCFIwYz8w67R3V279DYu0snv0H+Q3hQb/jnecWTuGIkPv7JKr/wGwWK5Wsv9HI5l1dftXnooQBdXeszalzPYi77KtnCaXQ9irxkKCy7sUQ7X0bTyHP+0pfQ9SiqEsD1bCyr1pEwbhp5Tpz/W1qW740arRInz/+9X4wHtFrljt/Bny8azSwL+eME9DgSMpZdx3Y6a8Ict8Wl6SeZXXwFVQnieTbm0vFbrVLHeRQq4xw985er2FSecLg09TiSrKy6PgDbNfA8m1pzkYZxff3iRauFe61e2EJgz2ex56+/J/0bpx57FSRFRpLZklDb1QhIQYKSH4eseSXKbnaVUXizjQRAQukiKIWpraU+uVTw1vHR0i2o5U2OPZolFFM58vl5KovLjJcr21y975Uxv/n1t1tDzS5gC/8Brto5ZEkhKEcw3CpCeISVOEElhiKpKCgo0gqNLqBsz9PyGku/rz3JX31PLM+gaM3RE9hO3pwiqqbRpCAl+8Z6nP29Cv29PrOsWvO4cOnaoYli2WV80jcUkbDM/j06TzyzPJkM9qn0dPljlisu4xPXZqrkCy6T076hiMdk9uzUN0yUewLqDY9d2zV++1e6ufctIVqm4I/+qsKv/a/ipowEwPPPWUxNuRQKHrt3q9cUKHXc1pq5yNXn56yafDv+7tntQror26+ccK/+fSVc16JpbByrF8LFdKrYAQu3brTzsIbZyUxyHIP6GoZgrW1XIhXfjqZG/GK86wylvVm4MYZCgm2P7CQ2FOfUn7123SJusqQiL3GgTa+5rpb7mwkJmaTS00HP2yw8FxbHt+72fftBdKzgr3xvsuQbhJ2R24iqGepOAdszkaXVyUFnParhNZA1JzgQv5+wmqBLH6bq5DHc+rV3fB1IJRSiYf95qNQ8arVrP6emKcjlXYQQKIrEQK9fa3ElEZxJKYRDfj6uXPWoN649ptES5IvLYw72qcjy+srSrguxqMx/+89d3H93CFmWOHqyxW/9fmnTRuLKOD/0w34S/xvfsK5XyfpbEko0RM/H7sWpNmmcnMSYWMRrXn9IV5IUJCRCwRQDPbfTMLIUy9eunfhm44YYCkmSSO3tIjGa9Dn612solhqUwzfHc1gLuhQkrmRWJdW/FaGgoUn6UujGxRHWlrpsKahoUgAJGYGHLSzcDRrKL0MiKEfbYcGA7FeC2l6LsJKgO7Cds9VnKNnzSMhk9KFrjNeJK8WRa30DDbdM06nQF9hBQuthyjh9wym0ui61aaG2LTYlLOgJaJnL24XDst9mY+n3QEBqS4BbtsDZzJieb4CWx9xYKl1V4ad+PMmdt/hhM4CD+3Q+/J4of/o3lVV5hvVw3306r7xi4zqCe96mc2ncWZP59O0Ip9og9w/PE947SPyte0k+cBDjcpbGiQnM+eKabM/1oCg6o4MPEAymiIZ6UNUgFyYexbLfONmgG4Ub5lFoka1RyBRU0mo/ITlKQAoTkMKE5Rjy0ilm1H5uDj24ymCUnAWm7XMdn2tSgB36zX6ow6sxbh7bcIIc1W8irmRwhMW4eYyWWF71K6hE5CRhOUZUSRJXugjLfvl+Qule85xAsGBfZtGZ7PhUQWVH4GbCchxTNBlrHcVh/TDFsLaPtNqPKxwuWydoeKuL1CJygh36TQgEl6zjNL0aASlMv7aDbnWYoBxBRsHFwfSaFJ15Jq3TOBtM+GEpTp+2nYw6sLS/iodLy2tQdOaYdy7T9DbmYse0LvqDu2m6VYZC+6g7RZpulYDsF/1E1BSOsEhovYSVq+UQNoblNlFQ6A5sp2bncYRFwy0D4AqHRfMyu6J3LrGtFjce7A2Ar+TsGy9Zhs0WviorekG4TudT5LrLc5CyXAe2iTGXf3b8tgfrIhSUeNsdQXIFl5NnLd5yW5BETObn/02a+UWHz3+1sSmpNduB7i4Zx/WN5Gb2UeUAnnDxhIMkyahyAMczEcJDllQkScH1fAKHJCmoso5A+B3x2nRVxRf/EwJZVnBcC1lSkGUVx12ZQJZQFR3HblGuTnWwFiUkFEXHcS0UWUWWVDzh4npL76UAu1ijfmoK4Xok7jtA7LYdhPcO0JrIUnz0NbzW5rxfIQSOZyEhUapOkC2eoVyd2NS+q6Ao/oO3wc2WwyFfV0+WcMtVvEbzurXzNjQUeiJAbDhBbbqCtdR5LdQTQYvoGw4qqxKh7q21GgzKUfYH30pQWnu/oBQlqEZXfe4KG+yVPcr8CblLHSCqpKi4eS6ZJzY4skRK6aFbG8b0DCatM7DCUMSVDIdD9xOQwqvWsAEpTI86smpEgaDqrpYgkZBJK30k1R4aboXL0kkcsb6hSChd9GnbsYXFjH0B1ugBrEtBurURZCTm7HEkWWFf8C7SSn97Rb/U6p6w4newm7ROr3svutUhdgduIyqn2tdyhXcbUqKklF56te1cMF8l76zdC6HpVihbC8TUDH3BnbTcOpcaR32PxnW43DxGb2CUtD5Axc4yaZxqs5SEEDTcMpa3vuBkw60w0TxOb3AH3foIBWuahlFu/71sLyCER8mex/JufKK/VvcwWoJgwJcqDwVluEbyXNMgEfd7MgghKJS9jlV4teZhmh4BXSESlgkGZbiGZ6TrEI8uj1ksuRsueIXwk+r/5TcLvHq8xc//mzT/4keS9PUo/Np/7GJu0eGVo+sX7kmS75U8/ZTJPfcGkCT4+pNrK8detSejfffSMAvMFY6RjIywd+hhLs4+SaF2id7UAaLBLi7OfZ1osJvh7juJBDP+d1qfZCb/GpbTIBPfSTrm1xBEg93MFo6SiAwRC/UylX2ZbOUciqwz3H0n6eg2FEXHcxy6YjsxWiVczyIUSLFr4B3kKhfoiu8iqMexHYPp/BEK1XHkoEbqHTcR2tmPXaxR+OIRjMuLSKpC7/fchz6QRg/K1C/l8K7R+tnzbCZmnlr/rijL0RclpBHsjdOYWEP9QpKIP3wfkq7RePnYmlXYwQN7SLzrQbS+Hr+HeL5E7ekXaLxy7Lr08zY0FLs+coC933OIi/9whlN/8ioAB3/4VgbuXT05Xo1APEDu+MYqiCthixYz1nlUadkIBeUwvep2JBTqXomCM7dq9V51C687LLXR3qYwmLPH220TdSlEn7YdBZWmqJKzp9c8fsXdOlf59UBCJqak2ab0kVJ6qbp5ym6WlvBZQxE5TkxJU3Tm1vUm0kov+4JvISRFsYVJzpmh7GaxhYkuBUmr/XSpg0TlFPsCd3FSmKuuU+Ax0Ti+FO6RkCXFb9JyRQQOj7nWBRbNS4C0VMS4bIA9XMbqRzYMFwk8ZlsXWDDHl8bofPBVSccVDgVzWaDtRmIx51Aqe6QSCom4TF+PwtjljVeZkbDMUL+KJIFpweS03bHYm1t0qFQ94jGFVFKhp0thZo2ivJWIRWX6+/wxWy3B5Iyz4QLSceGTn6ny2FO+Uf5vv1ti27DGB94VYc9Ojf/6c138xE9n102k9w/IfPCDQdJpGSF8w6OqAf7P3xnXMBYC2zVIhAeYL54gERlAVUIkIoMUaxPEw/1YToOgFmPv0CMYVpnx+adQZJ2RnrvQ1DAXZ5/wJcrju7i08DSqrLOz/0EmFp9HCI/+zGHy1TFA4Hk2M4XXMO06sVAf23vvptHKk6tcQJYUkpEhNDXETO41LKfOQOZmdvbdT625gKu6ODWD7Keew85X2nR/YdpUX76AWzWI3TSK0zAx83WE7fmsRc9D1lWQJZSAilO3AIES8uc3u2ogB1TUcAC7YqCENNJ3bKN6doFWroYaCeBdmdBlCS0e9L2bqoEcixK561bU3i7cap36VYZC3z5E+mMfQu1Z7vipx6KkejIIy6b56kYL57WxoaFoFZo0F+sdSrF6PIAa0qhOlNbNPUiShKKv3bR+PViixSWr8wKSSg9d6jAyChU3zwXz1RsSb97Iq296VcbM19q/x+Q03eogiqRSd0s37Jy2CgmZbfoBZGTGzKPM2WNYotWxhS4F1z1XXQqxM3ALISmKKQzOt14m60x2EAjm7DFG9P3sDNxCWI4zqh/mlPHMKsOznMgWuOt06pK1IJn+gyxOHVklWyBrOum+/eRnj7fZIJIkIyv6ih7NAveq6u+AHCYgR9qhrppzY4UlryCbdzl51mR0RCUakXnr7UGee7m14SS9fVhj16gfni2WXE6c6Vy5Lyw6nLlgMTSgEo/J3HVrkKMnN9aF2rVdZ3TYHzNXcDlz4RoyHoIO1dnFnMt/+NU83RmFt90Z5L67Q/zKf8jwr34uR24NAcPFBY+//aTBd3w0xDNPmzgO3He/vqkwWb2VIxXd5stzB7vJVc4TDqRR1SDhQIpi7TLp2Ci6GuH01BfaFFghPPYNv5u5wjEALKdJvjKGEB7RUA+5ygVMu8628FuXQlAtpnIvL4WpFFpWlb7U/qVjLrceXSieZLHse9quZ3N4+0cIaDFq9QWa52YIDGYIDKZ9/bWGSfPiHI2TfmhZiwVJHh5E1hRqFxZRIgGsUpNgd5TI9gxmoeHf64pBZFsaz/UoH5smtrcP4Xo4dZPGZIHkTYNY5SZWqUGoP0FoMIkxVyFxcIDItjTNmRKVU3NoPRnUdBLRbK3qbicFA8Qfug+1J4NXq1N/7hXcSpXInbeijw4Te8c9tC5c6lSW3QQ2NBQTj15k7vlprGqn+148m+OlX/oGjrH2SkNSZe782fvQwq+/1P3NwLdGmvx1QoIgYS5bp5iyzqzBEBNYYn25i251kITSDQhm7YssOpOrjIqLw4x9kS51iJTaS0rpJaZkKLmb9xyvQNECxDPbyc68hnCvblcrcGyjw1MLRrpIdO1gYeIl1vvG0vogA8E9mF6DS42jN7R2YiWahuBLjzV45MEwwYDEh98T5ZP/WGNuYe3jqyp85D0RursUhBC8cqy1atVeawi+/ESDB+8Jo2vw0fdF+ccv1dctfgvoEh99X5R0yo/Zv/hqi8nprVMuL47b/Oyv5PnT/9nLnh0aH353lIkpm1/870Varc777rpQqQiqFY977wvgugLH2VwY3DDLKLJGJJBBV8Msls4w3H0HYT2FIusYZplEegjTqXfUIBhWCQmJgOaHUd2lvIbnuTiuiSdchHCRlv6TJZXuxB4ysVEUJYAsq4QDXcjSxPJ1eDaNVqHjd/DlPuRwgJ6P3YccUJFDAYTlYOerGOMLS88tOA2TwkuXybxlFLvaIrKjm9BAgvKJWcLDaYqvTtL74F48y6F6fhElqBEaTCHJEvlnL9H3rgOUXp3CmCtTPbuAZ7k05yuEhv3wb2RbmtJrUxjzFRCgdqWRNA17MbdKZVsfGSK4fze4LtXHnqH65DPguJgT03T/+D9BH+hDH+yjdW6MrWDDtJtne7QKzVW1EFalhVUzsRv22v/qVjun8e2Ab33+0rUhIdESTebs8S3TiGWUtudmC5OsPbWu52GLFiV3EQRokk5K6bnuc1a1EP3b72b04PvI9B9CkmQCoSQDO+4lmhxqawCF4/0M7rqfnqFb2bb/XSS7d6053mLrEicqj3Om+kxbEuTNwpceb/Diq/6C6vabg/zbf5EilVz9eukafPBdUf7p9yVQZIlqzePjn6zSNFbPrp97tMFrJ/wx33ZnkH/940mS8TXG1CW+8wNRfuC7YsiyRKHk8Wd/W+1gVW0WAnjx1Rb/8dfyZPMumgY/8YMJfvhjcbR11n1f/rLJkVcsjh2z+fznVveiWAuWXfer9sP9eJ5DzVhECJd4ZABPuJh2rT3hr3xDfYXXFSxIsZIRedX1ShK9qQPs7L+fSnOOicUXuDT/NIa52tO8Onx5BUo0iNeyyH/2JWqvjjH3p4/htSwkdfl7cBoWnu3iGjZ23cQuN9FTYVqLVbR4kMwd23DqJk7dxDUsPMvBLjdBQOYto7Tmq3iOi2e5JA70o4Q0IiNpgl1Rgr0xmjMlUrcOkzw8iKTKyJEwKDJOoYxnrshxyjLh2w4hR8LYC7mOfIQ9s4A1O4+k637eYovYMutp8cgsrul2dFpbBQFWzSTcu7WE9v8frw8Nr0LL23rNgCbpxOQkkiRhega2MFE2eDQs0fKT5JJESI6tqo7v6ZZ57ztD1BuCL37VYPuwwsVLqymTqhaiUV2gUrjM0K4HqJWnMVtVCgunGdhx71IfAZtWI08lP47rmMxdehbXWZsA4OGu+8J3HFeF4QGVWNRvABQMysQiErccChLQ/EkpEVN4/yMRZuYcGg0PwxSYpqBa85iZc3CvevwXsi6/8j+KbB/uZfuwyj//oQS7RnU+9fkaF8YtHAd6uhTe81CE7/5glO4uhVbL408+UeWJp9dO3M/MOfzSfy/yx7/Vw9CAyr/6Z0n27tL59BfqjF22cD3o7VZ438MRvvtDMdJJmabh8Qd/XuapF65fLNHz4AtfazDQV+SXfyZDIq7w8/8mTTbv8tkv11clyA1DcOrU1rwXxzNpWVXSsVEMq4Tl1DGsCqnoNlpWFdezqDbn6U3uJxxIUjN89los1IfnORhmGf0aooASMonIIE2zzFzxOEJ4hAKpjkZG14KwHF9x1bAIDGQI766jxMMdNLTcM2O4LZv88+NtXbXysRmE42EVG5RPzmHm/fdSeGJJ1l9Qu5BFjQawyk2E47Hw+DmUoIZnuzSnihhzZZy6SXlxluZUCeEJhOv5/SQkCWGaHe6bkkoQ2r8bAOPEWdxSefk6XNfvGKrIvtz4FrFlQ3HpC+d9K74BnUJ4gtmnJymcyl53DcWbiW/9M9wcLNG6rnCLJgVRpQAAITnGTaEHNsy76FKo7dqrkrZUZ+EfV9fhR/9JlExaQZbh0ccNvve7Ivz+n9ZYzHaOaRoVaiU/zus6Joqi+3o9dqdmjefaOLaB51rY5usvnuvtUviT/9HLvl06AV1C1yUU2aerXlk19/cq/O9f6cb1/BCLZQlMS/DayRY/8q8W1yxIe+Ylg5/55Ty/9nMZdm7XeN/DYR6+P0SjKXBdQTgkEwr6FNqmIfjzv63ym79X6tBbWgkh4Ilnmvzsrxb4tf+QYWRI5UPvjvDud4SpNwSeJ5ZYVn69RL0h+OO/rvDbf1LuqKe4HjgO/OX/qTLUr/JTP56ir0fhl34mw/SszSuvU8LcvzYPwyzR1b2bbOU8QnjUjRy9yf1M5V7GEy6l+hSVxiy7Bx4iWzmPIuv0pQ4wXzyFYZVIRAY2PgYeDSNHJraDocxtOJ5JOjba0cjoWnCqTYpPnMDOV2lemCV2+y5qr43jGcuLFbfp/+waNsG+OMITVM/5oanaxSytxWqH5t2Vb8a1XdwV1Fq3abXHumJYrsAqLjMxPdMCz0MKBZfq1PzPg3t2onal8RoGxsmzqy9mydWTlBvcuAjY9MSfP3nj+etvFP7fEHoC332+HgaYIqnIS2EeVdJIqt2b3vdqynAoKJFJK/zFJ+t87CMRbEcsVaKuvstCuAhvaYV0zfMWW3rBNzxnWSIcklFVcD2x7kR9NTQNQkF53WSt68Jnvlzn8qTNT/5IgocfCNOVVkgl/HvrOEs9Ks5Z/NnfVvjMl+ttraX14Lrwqc/XuDxp8y9+OME77g2TTsmkk8tjFsseJ06bfPxvq3z+0fqaYaw2hE/nzRUcbBta5voLgnpD8Ju/V6K/V+Xdbw+TScn89P+T4qf+Y4757OvP/5TqU0SC3VSbvsRKtTlLsXaZct1P0DpuiwuzT9CXOkAyMownHCYWnydf9ZPXLatKuTGDEB6mXVv62cVympQb0357gNJJkCQSkSEcz2SxdJZibaJNknBci2LtckdtheuaFGuX/dyIJ7AWSgQG0jilBoWvHMGcKaybiGktVGktLNcYlU/Mvu77dDWcfAFh2Wh9PSjJBE6ugByPEb37dlAUzLFLWLNX5Q0lyQ9ZCdHZZ3uTuGFaT98u+H+LkXij0PRqLNiXNp3naFzVPKhlCipVj/vfFqS7S+Y9D4cIh6XVLTqFWGpm5b9w3hI7KhzvJ9m9i0AkTdfATVQK47QaBcxmmcBQksFd91PJX6Zevn412IWsww/85AL6dXAtWqagXN1AkdWD106a/OTPZtm5Xefg/4+99w7zM73Lez9v/fU6vUqjUe9aaXe1vXibewHbYOOQUJMASc4hgZBDEkKAhENCiklOgBCMTXHBxsZb7O272qbe62ik6f3X29uf88c7mtFouqTdNQn3de1eo5m3PG97vs+33fcmfYaeI5f3uNhrcb7HIl9YHUXGwWMGJ86YrO/S2LZZp7lRRZZ8zqiLl23O91gUV0AdYtmC3/ovWf7b/8ojBIwvwwybzXv8k1+dpLnRN9Ku59OU3A7kK4PkK7PPsVQb50z/d+ZsY7tVBqeOMDh15MbdyZX7yZV9j7RQHaZQHZ4+zhil2uxEOTh5mEEOLzgGwy5wfvDZG35XnPmdpCk0fOJuAm11uFUTJRqicraf7PMnVtSVHUyH2PCJTSgBleE3B5g8dfPEfNdgD4/hTGbQ2ppJfvKDGGcvEty8nkD3GkTNoPz2UT8sdR3kgI6aTvna2auseIJlDIUW1dHCGrVM9W9ECOlmICHP8En9IOG9HJcrHH+ilnxOravmmSU7xpeCacJXvlrm85+JEgnL7L8zwJf/okypNPf9sYwSw72v+9KYwmWk9w3MWh5Nj1LODVEpjOB57kw+olqaYODiC2h6BMtYIFEtyyiRMJ5pIaylx+44cKV/Zd20kqYhRyII08SrrTzubwuNSxNhLk1OL0WEwKuZ8z7g1cC0BGcvWpy9uIJnI0ko0SjIMm6pNBN2EAJGx11GVyFqlC96SxrH/52hJiKoqRgjf/g8nmmjpWM0fOoe5JCOV1n+WQZTQTZ9eit6PEBtqnpbDIVbLFN+6zDJT32I8B07CO/cOt2SL6ieOLNgRZNSl0KpSyFsG2fiNgsXdTzaRffHNnPwN1+neNVnQWx7cA1qSGPw5Su3xAz7buJGGnJJkhaNbCiShjYdn38vsRxXlIyCLq086XYrsISBJQwChAjIITRJX7JjfClIEgSDEpd6bcbGXWxb0L1O5Wq/M6PKBn6XarU0HZ4UUCv7H5BZy2HWFmLcFNTKk9RYuJExuG4d6Y99lNqlHnLPPrs4E94qEdq4kfTHP0b50GHyL7+84uMGOjup+6FPIWkakuyXrBZefJHSOwdvy7iWgxwIUP/pT6PE40x85Ss4mdXr2/8twDMsvJqJkghDsYaajOBWDOSA5jNFG9aq+J5uC4Sg/NYRJE0jsv8OlHgMr2ZQO3uR4vdfRRjzDVhwfRdyMIA9Oo49dpuFi+JrUwTrQnMSMZ2PdRNqCDP8Rv8PtKG4FjpR0JBZfGUekiIEpNVJKs4yyKwucCWuY1WVUVEkdVEDFpBDhOXYqo5/s3CEScnNEJWTBKQwCaWBmnNzSeNIWOIf/GSMC5dsstPhJs979wsG5HAYNZVCjcdXToy0Aki6hppMIoeCq9rPnpgg/8ILyOEI4W1bCW3YgBR4DxcksoQci6Ik4jeVvPxbTEOS0OrjtP7UE3g1CyUWAtej5SceQ9guE3/5Jtbwe9PYeT2EaVF88QCVwyeQwyGEaeHkiyzI5ChJWIPDZL/6HZxMFre4ehLCJQ2FGlJ9GU971k2VZOkHnjnVEdZMc1lADhGVU5ju/BJECZkmbQ36KjwKF+c6Sc8gCuqKwzQuDqaoIYRAk3Tict2C5HrSNOfSag3YzcLDY9zpp0HrREWjXd80Tf+xHCX6XI4t8KuDBodckgmZYskniFOUdz8XVLt4kfH/9ce4+Tw/CNSlbqlE5fgJwBe2D23Y8P4O6G9xU3ArBqN//BLIC7zBQuAW30fNds/DzRX8stelIATm5b4FtbRXiiWXGnbJQotqRJqjf6Oyvh4uOWfc5+VHZW1gG2E5PqMhISGhSQE6tE20axtZzcVZnkHNKyOEIKokadQ653gskp9dWMTbEGSdMQQCRVJZo28lLtfNGZeKTrO2jjX6Nr8/4SbZHleLjDPKhN0PCFJKE1uC+0kqjaj45a/+VcmoaETkBM3qOtboW+fpcui6RHubQr4gMKZ7DyxzZYyitwJhmphXr+LkFheK+Vv8LVYNT+DkyjiZ0vz/smXETRDs/U3Ekh5F5vwkG354K7t+7m6GX+/DKltE22Jo0QDrPrIJ11y6zKo2WWHk7aH3PoYHjDsDtGrrCctx6pQWdoceJeeOYXkGqqQTV+qIK3VYwqDsjpFWW1Z0XAeLCWeAhFKPis7GwD7qlJZpz8DvK9CkIKN2Lxl3vrLalDNMycsSl+tIKA3sDD1M1h3F9KookkZcSRNX6n1SO3eEOmVl47pVuNj0micJyhHSSgsNagcJpZ6yl6fmVRB4qJJGUIoQlMPoUoi8O8GgdWEuPbYH1aqgoV7GdX0DUTME8kLRP0lCifsU426xOFNyKIdCyOEwnmnilWdDYHI0iqSq/raeB4rih5quC614xtx9ZneWUeJxPKOGHAgS2rAez7QwLl/GsyyCa9eiNTRgjY1hDgzMy0UIIZB1Hb29Ha2hHuF5WCOjWKOjC7v7NwtZRquvR29rQw6F8KpVrOFh7KmpRUsypWCQ4Jo1qOk0wrGxhkdwrrufC+6jaeitrWhNjUiqhlvIYw4O+ff2xiGFw8iBAE6xiBwIEOjo8M/luTiTU5hDQ8sWECyHQCKAFtNxag5GZu4qXQ2pBOv8fJ2ZN7HLc88VSAbQojpOxcbI3cAWLEG4IUKyO0W4MYKsSBh5k/yVHOWh4tKNw/gM2npMxypaWEVzZqypjXVEW2LIqoxZNCgOFCkNFnyp6Fu4fgCr9IPHbLGkoZg4OkL/8710PNpF3d/fhy/e7P9tzz/av+zBxw4PM3ZoGO99MBQVL89F8zAbAnuJyAliSoqYMkudLYSg7OW5bB5Dl4KklOYVH3vEvkxYjtGqdaNLQVr1uZQSnvDIu+MLMk0bosxF4zAbg/uIy3WE5RiR6/QYhPCozmhouKRCTTd3A24CNVHibO1N1ga206SuQZdC1C3Q/SqEL2JU8Qrz+jZs2+/GbmtRCIUkLEuQzXm4C4VOVZX0hz+Mkkww8SdfxqtUfArlBx8kds9+ahcvkvnGXyIcB0nTqPvEx5HDYSb/9M/wqlXUVIqGH/ksajI5Hd+SqJw8Sfbb35k3SSrxOI0/9mMYvb1ojY0E13cjqSqlgwexRsdIPv4YSjiMZxhkvvUtqmfmUrErkQh1n/okwQ0bkVQFSVXxTJPykSPkX3wJsZxu8QogBQLEH7if2N13I4emCxkkCa9Sofjmm5TefmfehKym06Q/+lFCGzf43bqOg2eaM2GvhaDW1ZF64glCmzfNEbBwMhnyL7xI9dy5OYYyft99RPbsJv/iS0T33kGgvR1kGUlREJ5H9exZst99emEDvUKsfbKbbV/YyeSpCd769ddwzdmPZ+3j69j1M3tBgot/eZ4zXzpxfaKQnT91Bx0Pr6XnW+c5/b9mrzuQCND9kY2s+9AGIi1R1ID/jni2i5EzGDowwIWvnaU0tLC2iiRLbPzUFjb98BYufesCZ798kpa72tj2hZ0k16dRQyqSJOE5HmbB4Oh/OUT/iwuJ2y+NZHeKvf9kP8muJMWBAsd+7zCZwnvLPr0cljQUVtHk+H99h4GXrpDoSqKGNdY8vh41rNL3bM+c3MVCqIyUbqmstuaV6TWPIyFT9nKrbiabdAapeAUa1Q4SSiOB6SoiU9QouJNM2P1URYmQFOWiedjnmFmCOO8abGFyyThCxhmhTm0lLMdR0fDwsGUbO6ZS1TzIybNi2Nch545xsvoKjWonSbVxWoNDwhY1Cu4UE84AZS9PQApxyTwCSNS8hRNQVa/EZfM4MjJl99bDLjVR5qJxiBGllzqllZiSJjDdie1gY3gVyl6egjtJyc3O6+B2HCgWPT75kTAN9TK1muAb364u2AQmXBenWCS4aSNKLIZXqSDpOsG1a/yVa3s7ciSCWyggh8PoLS1YY+N405OyWyySe/55lFiM4Jo1xPbvRw4unHSWJAk5EiG6bx+lgwcpHTpE6oMfJHrnndgTE+SefQ5Z00h95CNEdu+mduEi4jpPIbxjB9boKNm//mucbBa1ro7Eww8Rf+ABnFye0ptv3tqNl2Vi9+wn+eijGFeuUDp0CLdQRE2niN9/P6knn0TYDqW3354xglJAJ/nE44S3baVy5gzlw4fxTJPgmrXE7tnv39MbDJgcifiGZdNGyseOUT19Gs80CbS1E7vvXuo++Qk808To6Zm9d4EAWmMj6Y98GHtyksy3v+Pfg1SK+IMPEN2zB3tsnMKrr960ME5lrIIe1UmsSxJIBKlOTOfHJGjc3TzjUTTsbETRlRlDooU1UhvSBBMBKmOzhiqQCHDHP7qbtY+vQ5IlSsNFSgO+BxFpihBfm2TjD20htbGOg//+DQpX8/MHJfnHD9WFia9J0P5AJ3v/8d1oEZ3qeBmrZCFrCqH6EJIsUxldfZI4sS7FXb90Lw07mij05Tn1R8fJnF+FkVAU5HAQSddXlDsWQuAWiqvWpFi24c6p2owfHmb8sN/MEm2LE+tIcOHPT2NXbs3dXA6mqPpCQreAqlekzzqLzIWZeLpfEzV7o2qivISYz8JwcZhwBph0hmZyEgKIbdhO48MfIe3spPb9r1Mb6Vtwf0NUGLDPM2RfumFcs01opqgxYC3Qin8dTFFl4Bbv0Y3w8Ci4kxTcSWSU6RzFbDXZUvQeoZDEZz8V4fmXa5y9YNPcqPBjn41w8oxFJnvDfp6HPT6OpKiodWnssTGUWAw1naZ26RKBzk7UZBK3UECJxVCiUayR47M9AZaFccmf0Lxqjehddy1/baZJ+dAhnHye4No1JD7wAayhISrHjyOHQkT3341WX4+kaXMMhbBtcs8+h3n1KgBmfz9etULD5z5H7M59VE6c8D2im4TW0ED8nnv8ifivvj1Tzmr29+PkCzT93R8ntv9uqmfOzISH9NY2wlu3Yo2Nkf3r7/qJfMDs60cIj/SHPzzvPOEtWwht3kT17Fly3316xpCYff04+Tz1P/JZEg8+gDU4ONfISBLCssj81bexx8Zm74Fh0Ph3vkBo40aKb711030i5aEiVskimAoRTIdmDIUeCxBfm8Qs+DrV0dYYwVRoxigEEkHCDRHsqk1xwE/qSrLE+o9vYu3j60AILn7jPJe+eY7a1HQhSUSj7d5Odv3MHTTsaGTnT9/BO795ALuyeG9N/dYG0hvSlAaLnP/qGbIXMthV2xdpq48Qa4uRX8jYLIHk+jR3/t/7adjeSL43y5H/9A7jx8dWViIoywQ3riNy9x1orc3IQX1F1X6eYZL50tewR1bHnLHqurnalF899IOiYb1SeLi42LjYt5V+2i94dXCmj601NKLGk+ipRvRk3bL7zx/XD9Z9vTY+//qcZbU3dM3Xez5+ymJk1OXkGYtaTRCJLPwS2+PjIDy0ep82RKuvR9J1aufPI1wXvdXP0WgN9aCq2GOjt3Q9brmEOz2hO/k8CIE1MjJNbWDj1Qx/dabOXUNZI6P+dtfB7OvHGh1Fra9Ha7x5Fl2AYHc3aipF9dw5nOzcckt7dBRrYgLthvMEu7qQw2FqFy/OGAkAPI/ahYsz1zkDRSG0dasfojt2fK4hEILa5ctYIyME1q5d8HpqPT3+87p+bOPjuJUKcjSKvBi97ApQzVSpTlRQQyqxjtlQbLgxQqQ5SubcJNlLGUJ1YaJts2XjkZbodDNbjcq4f73R9hjdH92IrMkMvTnIqT86TmmohGM4uKaLkTW48mwPZ758Etdyab2nndZ7OpYcX7Qthl21Ofjv32T4jUFqU1Wcqo1VtChcyTF0YACnukQT5w38eKkNae7+5fto3NVE5sIU7/zWGys3EkB47w7qf+JHidyzl8DadtSmBtTGetTGerSmhnn/qY31KKmET5dzE6mAVVN45C5l0MLa/7ad2reKct9Fwm1duGaN2kj/8jv8b4ZqVTA86vDzPxPj/EWbtlYV14PJqYUNjJPP45bLaI0NoCjo7W14hoE5OIRXLqO3tvoJ3sYmhGVhZ26tZl1YNmK6fFa43nTH9HXhRuH5K7MbVmdOLjfHwwDwbBsnkyG4di1qMslNpx8lCb25yb/+lhYSH3h07p8VBSUaRdJ1lEhkZh+tvg4kCXts/urQK5fxqtXZXAcgBwNodWm8Wg07O/8+CsPwr6erC7Wuzk/qzxzQw56cnBdaEp4HrockSysXC18ATsX3COq2NhDvTMz8PrkuiR7VyV3KIAQ0720h2Z1i/Ki/YIi1x1FDKqVh3yMBaNrdTKQ5imM49H2/d17y2x+3YOj1ATZ8YjPJ7hTtD3YydKB/Tm5kzvaOR+/TPYvmM1Z0jdNSqcn1ae78p/dSv7WBqfOTHP6dt8heXHlDpByLEv/AA8jxKMK0qPVcwR4eQ1IVovfeiVOpUj1+xheQq0sSWLcGJRalevgkhe+/ijO5+ubLVRuK4QP9jL49iLuMPuz/qaiN9DH4nT9GCIGw393Q3A8ibAe+9GdlHn0wRHeXyui4y599rUxtEaI6t1rFyebQGhqQg0ECbe04mSxONos9OYne3IwSCaM1NuAWirilm/9QgQVzRksxIc9sY1vz4+9C+EyesoykL60jvyRkGWk6txLasIFgV9eCm7mVCuLa+CVp5pzeAuEe4XkIy4brDIWkKEi6jnAchL3w6tczDJ9ALjSfFWCO9sHcsy12ZSuG53rkLmfpkiDemUDWFYTrkd5YB0KQv5LDcwXCE6Q21CFrMsITJNYmkWSJfG8Oz3KRVJnUxjpkVaY6USF/dfG8nZE3yPfmSK1Pk+pO+Z7J5MKU71bJWl3u4AYIIbCrNsnuFHf9s3up397A+PFRjv7ng+Qur27xo7c2oTU3IEyL/Hefp/zGYYRhoCTjhHZuxc3mKTzzIsK0kDQVrb2V1Cc/SHDrBqonz87X2F4BVs8e63i4y5SU/Z8Oz/rBKm17L6EoPkX3cy/WMAyBqsCmjRrZvMeCc5PjYI2NEtm2zQ+tNNRTPXvO9yqGhwl0daGm69Dq67EnJvEWoCe4dSw/0UnTVVVzfyn5ISohWLCsa8WnF35yUQi/6ujChUXH6eQLM/tc84wkZYHaY0ma1yQmPIFwHORAYOF9YCbkNs+QCG46Ub0iCChczeMaDrGOOGpQ9Q3FpnrsmkOxv4DwBFbZItmdQgtruJZLoiuJZ7nke329BkVXCDdGkCTJLzMtLb5YE45HddzPdeixAIElDIVdtbEW8ExWc33BZJCNn9pMw45GzLzBqf95fNVGAkBt9MOz5tVBKm8fnam48/UqXCRd85+/EAjLxrrST+5bz9LwM58n8cEPYPUP4+aXadK78ZyrHuU0JFVDCYRmXyzHwTVrCGdlZGtIMmokiiTJONUy4tqHJkmo4RiSouDWKngrWJVLqoYSDCMpKngurlm7pcla1nTkYBhJVhDu9HW9l96BJKMEQ8iaDpIMnotnW7imseCK+EbImo4cCM1MBsK2cc3qzMSy8nFIKIEQsu6vdj3bwjWqS44hHJb48c9F+d3fK2IYfibrM58I8wdfKjM8uvD5rZERYnfeid7aihwMzeQMrJFRv3ehrRU5HMEaO/2+dV0r8bjP2XTd+SVFQU0m/He/tPqKlxl43myjoCzPJIuXhBA+FYMQKKnkvD9LujbPKxCmiVsootXVoUSj8/INkqqiJJMI2/HzN+8xyiMlrJJFqC5EMBX0k9dtMWpTVaqTVYQQ1CarRBojhBrCWCWLSNO1RLY/XkkCJeC/957jzaEfuhFCCJzpUJOsysja4qEzfxK+eUMpyRKbf2QbsXY//6LHA6x9sptcbxZ7CWO2EORgEGQZZyoz15v0PHAcP8emyHOWP9bgCGZvP6GdW9DXtlM78S4aCknVCDa2EV27iXDrGrRYCln36S9cy8Au5ChdOUvx4knc2txEmhpN0LD/cZxqiezxN0jtupfk1r1IskJlqJfJt76PU6tQt+d+Elv3IWs6ZmaMqYMvUR2+uuB4lGCY2PrtxDfsRE/VI+sBhONgl3KUr14kf/4oTim/6PWEO9aT3nUPxuQoU4dfRlZ14pt3k9i0Gz2RRlI0PMfCLubInzlE4cLxeasqNZqg8b6nZibTaxCOxdShlzEzK68ukPUAkc4NxDfsJFDfhBKK+MbKcXCNKlYhS/nqeQoXjs8zyLIeINjUQaxrM6HmDtRoAlkLAALXqGHlJyn2nKF0+QyeNb/mP9DQQv2dj+KUi0wefBEtEie1az/htnWo4agvKm9UqY0Nkjt9kNrY4IIGQ5ZAVaU5L6mmSahLvGnO5BTC8wh2rUV4Ltb0ROlkMniGQbBrHZKmYo3Ob2B8r6C3tKAkkziTs267WleH1tyMWyphT9xa3btxpRevWiW8dQvlI0cWbHy7EebgAMK2Ca1fT+mtt+f0WOgtrSjR6JyEtbBtapd7CG3cQGjzZoyrV+f0S2iNjQRaW7GnJrEnbp3ldLUwsjUq42WS69OE6sMoukIwFSRzfgqz4F9HsT9PYl2SWEeC6kSFYDpEZbxCddoTEIKZPIOsykvyXEmSNGtUXG/Z5rtbgaRIhNIhrjzdg2u5dH9sI+s+uB4jV+Psn5xcNDeyEISYJk+7wcMVrotnWKjppN+sWb7OO3Jd7LFJwnt3ojU1sFrikVUZinD7Otqe+hHUSNyPzzo2nmUiSRJ6oo5Auonomg2EW9cy9sp35hgLJRAkum7LzASX3n2f//tgiOTWfQjHxsyMU3/XowjPQ9Z0tPgWlECIwb/+Ek5l7opNi6doeuhjxLq3IskKnm3i2RZKMIQWTxFuW0e0axNjr/w1xsTQgtejJ9LEN+xEiyUpXDhO/b6HSG6/y5+cPQeQUOUoeqKO8tULC0YoZE0j1NKJFk0gqdq0TKGMZxnkTh8CVmYotHiKhnufJLFxF5KmT+s1TAv7BGW0eIpgUzuyqlG4eGLe/vGNu2l66CMowTAID8+28WwLSVbQ0w0E6puJdm0h29jKxBvPzTM0ajhGfP12XLOGMTVK3d4HCTa0zBxHUVW0aIJAQyuRNRsZffGblK/OL92tVAUjYw7/4CdjHD1h0bVGRdMkJjOLf4ROPo9XrRJcvx4nm8Mt+Ksdt1zGnsoQ7F7n0yPfkMiWIxE/jKKqPte+JCGHw2jNzQjb9quYKpV5SehVQwiURILko49SeOUV3FIJJRYl+eijqMkkxQMHcArXrdBkGSUaQdJ0JFVBicVnutC1pkaE4/peXrk8M1GbA4NUTp4keuedpD/6UYpvvDGzqpeDAbTGJuSATvn4iRmvyrzahzk0RHDdOuL33kv5+HGEbaM1NJB48MEFw0vVk6eI7NxJ9M592JOT1C5cQDgOal2a5OOPI4fDFF55dUWG6nbDrtgUB4rUbW0g2hojkAwiawqZc5Mzq/nspQydH+givbEOWZFQQxrl4dJM17TneDPehx7V0aM6Zn7hZkhJkQg3hGfOvVSY6pbhCXq+fZFT//MYsqagBBTWfXgDmz+zjepYmd6ne1aUKwPwyhVwXdRUAklVZ2hEhGXjFkvonW2oDXULJ60lCSmw+nzaqgyFlRnHyk1hTAxTGbiMMTGEW6uCJBGobya9+35CLZ3EN+yk0t9D/ux8sRAtkSa+cSfjB57FnBohvfs+Elv2Et+4C880yJ58m2LPKSJtXTTe90GCjW0EG1opVy7OHEMOhGi874PEN+zANarkTh+kfPU8rmmg6AEiazeR2rGfcHs3TQ99hOFn/xynsviLr0Zi1N/1CPENOyldPU+59xxWMYskyeipekJNHVQGL7OQpbCLOYa++xXkQABZCxBbt5X0HQ+s5raiBMM0PfgR4ht3AmCMDVK8fAZjYgjPtnxvob6FUMsaipdOLhgGMyaGsAsZKoOXqQxcxpwaxTUNJFkm1NRB3b4H0VONJLfdSfnqRSr9F+cdA3yD0fTgh5FkhczRA5SvnMMxqih6kFj3VlK77kGLp6i/6xFqo/1+KOo6OA78yZ9X+OhTIe69K8DElMt/+8Mi1eriH4FnGDiZLKGtW6ieOz/jTgvbxhoZIbRpI2Zf/5zwjhQIkP7Yxwiu6fSpvKcNRmjjRgLt7b6RMAxyzz5HbdGY/8rgOQ7lI0cIru2i6Sd/ArdSQYlEUJJJjCtXKL751pyVuZpMUv/Zz6Amk76eRSjkd5zfcw/RPXt8I1EsMvm1r+NMTc1ca/6ll5FDIZ9tduMG35DghxrkUIjqmbNUTpycldIslSi8+BJ1P/Qpkk8+QXTfXjzbRonGsIYG/S705rmMA04uR+6ZZ0l//GPUffxj2A8+gLBt1EQCSdcpvf0OpSNH3t18xCIQniDfmwXRTXxNgmAqhOd45HpmFwi5nizetdyE4yEpErnL2RlDIhyP3KUMnuMRTAWJdcYXrVTS4wESXT5bQ2mwMGNs3pVrA6oTFVzTxTVdTv3RcSJNUZrvbGXHT+yhMl5h9NDwiuoC7IkpPMtCrUujppLYo9OLUdfFHhknvGc7kX27MC/3zXiZUjCAvqbdX4DeRJ5vVYbCLuUZfvbPcI3qvNyBMTGMlZ2k4+N/FzWaILJ2E/nzR+dx5kiyQnXoKoVzhxGuS0YIol1bUMMRKtkJMkdexa1VsIs5Elv3EWxsI1DXRLlvdmKLr99OfMMOPNti4sCz5M4emnOe6mg/TqlA8yOfINLeTXzTLrLHDix6XVo8TXzjLjKHXyF7/E08e/ZGVgZ6yMmHFo3LC9fFzMzGlNVwbNUfWXzjLmIbdoAkUbxwgvEDz2AX51ZrlK+cR1K1RfUQjMlRBr/zJzi10rwVtDE+hFMp0vbUj6IEw0Q6u6kMXFpwnJKioARCjL/+NLmTbyO86xoTxwZ82o09D/jPpaGF6mDvvGOUyh7vHDF5+5BJb59DKLR0I5CwLPIvvUTl1EnMoaHZcQmPyqkTuMWc/3FcC6NIIKkytYvnMPuuTlN8qOAJJG06lGDYCM/DyWeRQwE80yD3zDN45rWqHh1rZIipb/wl1uDQzDFLh95BkpSZklmzf4DM179B7fJllGiUyJ7d6K2tuMUixltvUTl5am4PA34lV+mtt/2k4mLXbDvzGvTcfJ7MX36TyvqTBDdsQEunAYFTLGINDWFc7p33bGuXLjHx5a8Q2b0bvakRz7IoHz5M5dRpn3Y9ncK5gVba6O1l4stfJrJjB4GOTiRdozIwSO3iBYyey/MS2ZUTJ7BHRzH655d7e9Uq2WeeAU+sSthpMeR7c3i2S7IrhR7TMbK1ORN9ebhELWsQbfV7KYQn5hgSgPHjo1RGy8Ta46x9vJuJ42PzOZgkaL27nXhnAtdyGX5zcKZ89b1AdbzC0S8eYv+v3E/d1nru+IW7eOc3D5A5v7yokDM+hTMxhd7RSmDjullDARgXLhN75F7C+3YhXNfXzvYEoV1bCW7qRhgm1vDqe5FWncy2l4j5G5MjGFOjRKMJtEgMWdXmJ5U9D2NyeCYp6JQKONUySiiCMTHseyj4lUO+F9CGEp5tsJH1APHNe5A0nepAD4VLJ+dPnp5Hqfcs6T33EahvIbZuK7nTBxdPSEsS1eGrZE++PcdIzB7v3Uug+tezG0lWsPIZJt95YZ6RuIYlCwWEh11avBSwOtKHVcgQCnWgxZIzifqFUBsf9PMgN1y3cB1KvedI7diPrAXQ42mqzDUUsgw//PEwH/tgmLEJl3/9W3l+4gtRvvRnlSXlP82+Psy+vjm/09saiD+0BTmoozZpmEMDeFWTyN6NhHd0gQS18wOUj5wl/ugdSJqCmo4ibIf8M0dRklHij+5GDurYk3mKLx9HOC7JJ/aiNafBExTfPIOTyxHevZ7I7m6QZYze4Zlrd7LZmQY4r1Ih//3n/YsUYva/Gx+FYVA5eXLRa10KnmFQPXOG6tmzs30JQiwumCQE1tAQ1vDw7Limt7XKZazBhSVjnakMhVdfm+0Z8bxFFzjW0BDW0MLhW2HbVE+fWd1FLoHKWBmzYBJfm0AL6+R6MhjXhY6MXI3ySIm6zXWoQRWrZFEemWsIy0Mlrjzbw86f3EPHQ2soXMlx+a8vYk57DIqm0HRHC9v+zk7UkMrkqXGGDgy8572u+d4sx//bIe751QdJrkux5+fu5O3fODCHimQheNUqtTMXUOIxPwczXeEEYA0OUzt5jsg9e4nefzfRe/YBAhTV/15O9WD1rV5G+LZqZgvXwTX8VYWkqH7Fzo3beO6cfINwHYRjgfCmE8+zq8lrqyf5ukyoFksSrPfd6erQlQUTs4Cf/M1nCDa0oifrUYNh7MUMhfAoXzmPZ7733PJaPEWgzif+qwz2YObeHTKwmaopQFa1Rdv9hRBUh67OCyldw7VKNFXV5iXwAaIRiX17AnzxD0p86IkQhilIJ2WSCYlVVuThZIsUXzkBikz6k/ejt9fjlWrE7t1G9lsHcPLT75EArSGJpMjknva5kITjknhsL8blYWpnrpJ4Yh/RuzZTPX2V0JY15J55B2eqgFczQZEJ7+rGHJykerLXj/m6i0/M70nl1WrPczPjWsTQvZ+oZWpUxso07GwC4XsLTm12geQYDvnLWZr3tqBFfENyjS3iGoQn6Pn2BeJrkqx5rIsdP7mH9gfXkO/N4lousbYYdVsaCCSDlAaKnPz9o9Qy74OuhIDx42Oc+B9H2Pd/30PjnmZ2/exejv7nd3zKkiX2K73+DtWjp7AnM3OeoTAt8s+8iKRrhLZv8vtzhEAYBsblPvLf/h5eZfXXelOGQg6E0BNpfwKOJlACQSRVRVI0Qk3tS+4rphOt1/3G11wQ4F4/kQuuowmZndTUSBwl5HenRjrXo4ajC59oOm8CIOv6THXWQvAcG6vw3qtUgW8oFC3ge1oTI7cm4SlJKMEweqIOLVmHFokj6wEkVUPWAgRS9csfw3Oxi9lFJxAhhF91IUl+4v7G3T2fQTYUklAV6GhTiUTkBUkBl0NwQzvhnetwyzWURARJU1Hr4rjFCtbI1NzJ3PMwBsZxC344Rw4HUOIRzKtjuMUqZt8YoS1rKB44Temdc8Qf3ImTLVF87SRe1aR04BSx+3cQaG+gdPC8f5wfsEn0/wS4hkOuJ0tqYx2u5ZI5NzlnpS9cQfbCFFbJRNYUcpdzC3LOmXmTo//1IOXhIus+tIH05jrqtzfMHMOu2gy+3s+5Pz3N1NlFKrwEeLaLXbX9sNRNvA7CEzg1B1lVFq6qEjDwch+hdJhtP76TtnvbKQ9t5cxXTuFZixt+r1jGKy7sebiZHJk//SaBtR2oDX7DojOVxRoYxqvenEFcdXlsfMMOktvuJNDQ4vdRTHsNwnN9zn5FXZrFULBIvF+srEcgEESSFSRJItKxnkjH+mX38QPQS9ALeGLl/R+3GYoeAllGCA+3dvM0zXIgRGLzbhJb9hJIN/oGQpIB4XfpCuF7EstACLGi3pXFUKkKnn/Z4POfibBurUpzk8JzL9SYWqLqaSFImkLs3m2U3j6HcXmYQKfvdbkVAzkS8vMO5RqoyiwT5nVVI8J2EaaFmopij2VR6xK4+TJ4gsqRi1RPXyX55J3E7t1G7q/fwhqaJPO1VwhvW0vyiX1M9I/h1W69CibaGMSuupjl9+f9+psGz/E492en6XvhCsITFPry87YZfmuQ0nAJSZaoZarzJJmDdSHaH1hD9sIUZ/7kJAOv9NGwo5FoWxxJkTAyNTIXpshezCxI73ENwhNc/u4lRt4ZxjUdapmFveylUB4tc+BXX0FWJMqLsMt6jselb19g/OQYiqb4HtQtSjMIw8S4cBkuXL6l41zDig2FpGo03P0B0nsfRFZ1rPwkpctnMSaHcSolvxzRdWi453EincvJPt76Sk0Ij1LvuTmJ5MXg2dYKJuH3afV4vU29ySHIgRDND3+UxOY7kGQFIzNGdegK5uQoTq3sG0FJoumBDxNsbFv2eLeiqicEvHrAoKfXpr1NJZNxudLvrNpREo6H2TdGdN8mghvbQfInf2twEmtwgrrPPoIwTMy+cUpvncUz7RvYXh2Kb5wmft8OIndsQNJU8s8cRE3HSDyxz/e+YiHK75xH0lQSj+1FrYsjaSpm/zhiGQr9laJpc5LCcOWmDYUsa8iyz+ArEHieg+fdXqPjn0OdZkC+feeQJBlZ1pCkaXZl4eJ6DkIsI08wVl4yTm+VLKbOLN7nEW2Nsfvn7uTcn54ie3GKfG+OfO/NUfBXRstURm9+Aecaju8VrWC77AoS2e8XVmwowm1dpHbfh6wFKPWeZfy172Ll56tupfbcd9sHeT0800B4LpKiUr5yjtypd97V873bcM0aeJ5PtR1ZJIy2DGLrtpDY4jcv5s8eZuLN7+GU5yYEZE3HfY+oRXbt0PnRH46QSsrUDMF3n6vy4qvG6iI5QpB/4ShqOub3HViOT+hnOeSefhs1FUNSFdyiHyIqvnwc78Zqr/MD2ENTyJEgTqGMqFkgSxS+dwgpqONVzZkQU/H1UyixEMLxcHKlVfP1Lwar4rD1Q53kBstYFYfeA2M4xtLHlmWVaKSZdGoDsWgLwUACWdbwPBvTLFIsD5PJXqJcGV920gVorN9BLNaKEB5jEyeoVieRkIlEGqlLbyIRaycQSCDL6pxzTGUuUqmOz/JLrRCaGiaZ7CKdXEc41ICmhZEkCccxqNYy5Av9ZPOXMc1VJq3+Fu8bVmwoIu3rUAIhPMske/wNrAWSrpKqoSyQ4LydcCpF3FoFLZYkUN/iV3rcSlz/fYZdzOPZJoqmE2xou6nriazZiKxqOJUS2WMH5hkJAEkL+JQg7zIiYYnPfybCgbcMLlyyaWhQ+NwP+3oUE5MLX5csqcQiLZQqI3jXT3yOizORn7+D6+FMzb1Gt7RI8r1Unfs3T+Bk54cAvHLND2XdZmSulnAsv6LIsZbv/g0F03S03Utj/TZ0PQpIc0K5Iiqor9tMW8tdjI2fYGjkHUxr6ea4+rpNNDfuBsAwchhGntbmvXS23UcgmPD1RhY4R2vzXoZGDjE8chDXWwGVDjKpVDdr2u8nHutAUeaL6STia2hq3EmlMs7A0JtMZs7heX9LMPquQJJmeJ+EuQCp5SqwYkMhB0LTUovWoiWyeqIOPdVw04NZCexijtr4kN+r0bkBPVG3oNH6mwK7mMXIjBONxIl0rieQbsKcWl2dsxLwOX1cs4ZTXdhNDtY3o8VTtzze5SDLUKn4fRTjEx59gw4feCiIqi6et5JlhXiklXJt4n3jcloN5FgUSddwM8uHM4QQtGxLUckYFIYrPh33IjHGaKSZTes/SiLeiSTJfr7Ic3BcA89zkGUVVQkiyyrBQILO9vuJRVu41PsM1dryYQtJkohF29C0CGs7HkJRdITwcNwarmshSTKKGkCRdSRJJhRMs27No4BgYOjNRcftH1uhuXEX3WsfR9djvkSocHEcC9f1jYyi6KhKAFlSicfa2bT+owSDSQaH31qVsdCiOpFmX4cCCeySRWW87DfM3TBENaQRbYsRiAdwDIfyUHF+RZHkkwKGmyIE4gGEADNXozxansOSrYZUUhvrKA0WsSsW0fY4gUQQz3YpD5cwcrV555c12Rdbqgsjq3PzpFbR9OnTr+UjJAimQ0RaYigBBatoUh4uLahzEdq+2e/h6htE1OZXfqr1aaL334W+tsOnoh8eo/z2EeyhkZsKca/YUDhVn4BM0nT0ZB1Wdm6MUAlFSN/xAFoseUsx7uXg2RaFc0eJtHcTSDfQsP8xxg88u/AqWlHR4ilcozqPe+pdg7TIz4vAs0yK548Tbu1CS9TReO8TjL/+DFY+w41PVFJU5EAQ9wZj4FRKCCFQgmHUWHJeF7oaS1C390Gf3uNdgqrCJz8SprNdZX23xr/9f5L09Dq0tihEIzKVikdAj5GKd6GpYYRwmcxdxHEM6lObcD1rJowSi7QghEe5Oo4sa6TjXWSLV5AljbpkN6ocIFfqo2qsnlf/diDQ3YXWUEfxhVeX3bZtVx1WxSacChCIaJTGa1Qy80OAgUCCDes+SCK+BgDXtcnkLjExeYZKdQLPs5FljUi4kcaG7dSlNiArGunUBtZ3Pcn5nm9j28u/4w31W5AlBUXRKJWHGZs4SaE4gOMYM8ahqXEnDXVbUBQdRdFpb91PJttDpbo4HU1dasOMkQCoVCcZmzhBvtCHZVdAgK5FSKXW0dy4h1AwhaqGWNPxIIaRZ3zy1LJjl2SJpn2tbPrsNlIb6lBD/vTlmi6j7wxx5HffnjOpBlMh9v6T/TTtbUEJqkiyRO5ShlO/f3RO3qBlfztbv7CTaFvcn8wlCc/yj3n6j47NMMqGm6Ls/5cPceXpSwSSQdru70QNqkiqTLEvz+n/eYzxI7N8ZHpMZ/Pnd9Lx8FqfBkZXCKb9BXd1osLIW4Pkr+QQlousyrQ/vJbNn91GuDnqG1rXY+r0BGf+13EKV2YXJVIoSPypR9Bam8h/53uUX5sbflfSSdKf/xTBzetnyuCDG9cR3NRN5svfwOpfuCdmKazYUFQHe3FqZdRwjIb9jyMrGmZuwucSStaT3LaPcFsXViGDnlxBGeYtoHT1PLnT75Decz+JzXegpxop9Z7Fyk0iPBdZD6An6gg2txNINzP60jep9C1MWXErkLUAgYYWZD2APF2CGunwH46kqMTWbUWLJvBsy+fFMg2MqdF5jX/FnpOEO7tJbNxNbP0O9FQDpSvnMSZHELbtM6gm6wk2teOZNUae/8acZrly/0WS2/ahhCI03vck2WMHsIt5JFUlUNdMavtdBBpasIs59ET6tt8H8L3aiUkXIaB/0Jkxkn0DDuWKwHVl2hr3UTOyeJ5DItrO6ORJPOFimHk6m/czmbuI5zmocoC65Hp6qxNEQ42kE+vIFa/S3rQP26liOzXWtNzH5cEXsZ3VVaLIsShyOISbK6CvacfqH0JJJfAqVZBl9PZWhOtg9Q8jDANJ09A725FDAayRcdxszg+nTFN4q00NSLI8pzv2elhlm7quGJG6IMXRKvYC+QlJUuho3U8y0YUkSbiuTf/QAQaH3sRx564Wy5UxMtlLtLfdw9qOB1EUnbr0Rtqa99E/dGDZfEJAjyGEYCp7gZ7eZ6kZc8vCK9WJmcm9o3U/kiQTDCSoT2+kUp1goeVoIJBg7ZpHZoxEoTjApd6nKZVH52xfrU2SL/aTy/WyeeMniIQb0dQQne33ky/2L5uzaNjVxF2/fB+eK+j55jlf7EeCRFcKs2DgmnO9kjWPrWPy1DhHfvdt7LJFw65mtnx+B9v+3m7e+rVXcaalTz3bozxUove7l6iMlJBVmY5Huuj60AaqExXO/PHxaRI+UIMqGz+9leyFKY5/8SBGziC9uZ5tP76LHT91B/nLGcy8vxBY80Q3Gz61hQt/fpqBl64gqTKbPr2Nrg+u5/xXTtL/0tWZEtjW+zvZ8/N3MX5slNN/dBy7apNan2bzj27njn+yn7d/7VWMrB8a1erTaE0Nft5n/AZPUlGIPXQPwU3d4LqYfUN41RqBtR1obc3En3iIzJe/4YeiVoEVG4ra2CDZYweov/NRQi1raPvw52fpEPQgnu3nLszMOK1P/ciqBrFaCNti8p0X8GyL1I79hJo7CLV04pfYCpBkv1nRE7hGddEO5FuFnm6g/SNfQA1HkWRfr+BaTFZSNervfGS6R8RDuH6j4cB3/hfm5NzQkmvUGH/tu7i1GoktewjUtxBsaJ3Zd7a0V1C+Ot/gVfovkTt9kNT2u4iu3UykbZ3fYS4rKHoAp1Zl8s3vgyzR/PDH3pV74brw2puLJ8slSUZOqziuheTZmFZpJu5dqU3hXhd6KFXHaKrfTjCQJBVfS77Yj6IESMXXUqqMomtRAnoMXYsuaSgkCdasUWholBECBgddcnqC0I6t1M5dIvnhx8l+87uEd+/AuHiZ8M5tOJNTyLEIwe4uii++RvTeu5AjYdxyheTuHeSfeeHa0dHXdhK5aw/lNw4ueH41oDB+sYASUIikDUbO5LCq89/FSLiBpsZdyLIyM4kvZCSuwXENBoffIhJupKlhB7Ks0tK8l8nM+enJfGnUahl6r74wz0hcf/zhkYM0pDcTCqWRJJl4vHMm2X0jGuu3EY+2IkkSplXiSt+LlMqLMf0K8sV+BoffYmP3R5FlhWikifrURobH5nPDXYMSUNjwQ1tRgiqH/s1rjB2e5UUafXvhFXItU+X4Fw/OVC1lzk2S3lJP3dYGwvVhihXfMI0fG2Xi2OgcUr7iYIGmfS2kN9ej6Mosu6vkVyid+G+HZ1b5mXOTJNYm6Xi0i0hLDDNvIusKTXtbMXM1rjxzacYr6f3uRdofXku0IzHj/egxnY0/vJXKWJnjXzyImfOf+9TpcWRdZufP7KNpbwv9L1wBpvUoggGciUns0bnPW2tuJHLnbpAkyu8c8xvsagbhPdtJf+6TBDeuQ2tpWnV39ooNhXAdMkdfx8pniG/cSSDVgDRN0WFmxylePEm5/xJKMDTD13T9BO3WquTPHEJWNezS7MrBcxyKF09SG+7DnJotdRVCUL5yHqdcpDI0n0/IMw2mDr5Eue8i8fXbCTZ3+DoWsoxnmdiVIubkCJWBy9RGB+btD2BmxsieeAPhutjl1bNleqZBrfcSjliZdVZQFxWfd8pFxg88TfnKWaLrthJsaEEJ+3odnmPjlIuYmVFKl8/O05XwLJOJN7+HMTFMbP129ESdr+dhVDEzYxTOH6c6dAUtkSYTTWBmJ3wJy+tgl/JkT74FkoSVXTzn49Yq5E8fRNaD1CaGV3Td4JczF8qD1CXXU6qMMTJ5fNFtHdegUpsinVhHKJhmPHMGkHBck0zhMrZTYyJ7jpq5dI5AVeHH/16Yz/xICNeB//A7Zf70W0WkQACtqQFrdBy9tcVv5EvE0ZobsccnELZDcP061IZ6Qts3Y1y64ocOkgm0Fl9LWmusR2tuoPjSAeyR+SXaelhl+8c6iTaG0EIqVsUm2R7h0J/0zDMW6WQ3Ad3XKXBdk9HxY4saiWu4tl1degOaGiIYSFKX2rCsoRDCYzJznmpt6byeYRYoV8cJhXwPNBiIoyxgKBQlQEPdFq65kIVCP4XS8pNQNn8FyyoRDCaRJIVUqpvRiROLluUG0yFSG9Lke7JMnhpfUZx96vTEDP04+J5DdbxC465mlOB1U58n0OIBYu1xwk0RtLCOngigBFSUgDJNVT77zWUvZSgPz84XwvGojJeRFQkt7BeMSJLPTis8MccACddfzErXiUqFm6IkupKUR0qsebx7TtI5sSaJrMnEOhP+LRagxKNIqoKTyc9roAvt3IKSTODmi5RefdtnmgVqZy9iD48R6OpEa30XDYV/Q2yKF09Q6j07Larjc8R4tjVjFJyyzcQbz83b16mWmHzr+wseM3Pk1QVO5pE/c2jp8bgOtZE+aqP9yJqOpGj+zfQ8PMdetomuNjqwqBFZCIoaJBxpwPMcapUpIkoKpW+K3MQ5quUJgqEUmh7BqGWx7SrBUBpF0XHsKkJ4NLffSTTQSEkzsO35K2FhW5T7LlLu7/GvR/Vr29VoHCufmebNWuQL8TysqTFGr5zzPRFJ8vnpbWuGq8rKTTL++tML7m5lJxh/7bvL3gOnXFjw+a4EuhbBsisYZg5FVgEJVQkQDTehq2Gi4SZKlVEc1yBf7Ke74xFKlTFMuwRIlCqjRMPNlKvjSJJMzVg+mazrEuGwjOMIVBU/8ec46G3NmD1XCKxbg2f5PRherYaTycFUFvPyVV9KVAicTBavWqP44mtYw6MEN6xDjkXxKhWUeIyF3jKr5nDmrwdYd38zlaxB5kqJjY+1oQRkuO7RS5JCMjkrfVozspRKK9PdKJVHqNUyaLF2JEkmmexiaPTQkj0QrmuTy/cuG6LyPBvLKiOEQJKk6V4LDW5QMggFU4TDfhhECEEuf2VFPRi2VaFm5qcNhUQk1ICqBrGshffVwhpaRKc6UVmyY/l6GJmqr4t+HYQn/P7ba56/LNF2fyebP7eDYCqImTd8AkEJ9Ki+INWNmTPmV69dl5AGcC2XyZPjNO5upvMD6xh8tQ9ZkVjzRDeSIjNxfDaqoEV11JBGrCPB+k9snne+8mDR9z6mOZ0kza9k8iqVOQs+ORohvGMLyBLG+R7s0esW3qaFM5khsH4tajKxovt3PW6KwkM4Nu5qOpllGa2xAWQJe3xicR6dm4UQ05Pou9snkKzrJhSqo1wcpiZJyLKKrGgzlBaaHiEYShFPdjIxdoq2znvITF7AdUyE8FDVsN/BvsBkL02HHa51p3uOBZYBkowWSUx3S4vp8Jbsk9Zd97MQHqHGTlzTwMy996Izy0FTQwT1BJZdJqAnaExvY2D0LTw8QoEUmUIv4UAKwyz4HoUxydjUacrViZlJbWj8EOnEOsLBOmpGFsHq3yPhOLiVCoE1HVgDw4T37ca51Is1NEJox1ZwXX+VJsu4hQLWyBhyMIA9NoEcCvrMqgLM3j5qJ88Q+8CDuMWSX00y50RgVR1KEzU69tZT1xVDD6u45twxa2qIUDA1M3HVarkV511cx6RSnSIea0eSJMKh+iUnWwDHqa3IwAJzKpEkpAUnzWvnBBDCRZJVYtHlmzr9Br9ZqGpweuyLdC+7As/1fE9gBUUi/viXdztinQn2/MJdGHmDQ7/9JoXeLE7NQYvqPPyfn1pwH+GJ5T0aAVef7SG5LsXOn76D9R/f5DsKnuDsl07MSXoLx0O4HsMH+jn1+0cXPJxdne3W9t9B4bvM1z2Ta3kIYdlUj5+ZN896luXPGdrqp/3bSgq4GCRFRutoJXLHTrJ/8S1fwvFvIMqFITQtTChcR6k4hFHLoQfiVMvjqGqIULgORQ1MlwfKWGaJfKbX/4AkBcssUC6N4tg3rMoa2gg1dWJmx3HNGpG2boTnUuo7j6zphFu7MLJjqKEYsTVbcC2D8tBlgulGAqkmahOD1CaGcIz3qLLrJqCpEXQtwvDEUZAkYpFmJFmlVh1bMFbueQ5jmdNzfue4JhPZ+WJJq4IQWH2DeJUaTr6Acf4SVv8QzlSW0qtvEty8AUmRMa8OICyb0ssHCO3cRnj3dpxsHmtw2PcwbAt7bILyW4fQmhqwh0cXrFMfPZ3FrjkE4zqFkQrWDXTXiqKjqbPVaKZVWHHVoCdcTGs2jKuqQTQ1tOhkC/49vFauuiosMjkH9Biy5E8jkqTQvfaxFTfo+R7K9OFlBVlaWMcbwMwb1CarJLqShOrDVMdvz7t+7Xg93zrPxLHZVX44qhOIBxYVPVoJhBDIusLI20NcefoSrulQnaxSHS/PkVWtTlaoZWpEW2O4prOsgJKbLyIcB60+jRwM4JUdJF0jfOdupICOdXUAc4HQkhzw+e5u9LJWghUbCiWVQE2ncEsVnEm/I1tJJVHTKYRtY4+O+xU6kTByMIgU9IVk7OFRhO1QO3WW0NZNMxZwTi26LKE1NuBk83PkHH/QoOlRXMckHGlAkXUcx0ALREmkurCsMqFIPbXKFI5jgBDTH+T0KkB42HaNVN0G8pnLcz9mWfFV+hzbL381KtjVEsH6Fkp954mt2ezTIKg6yDLFKz6ts6KHkFWdUFMntUVU/H5QYJh58uVB2pr2+V3XxX4qy8TJ3y2YvX2YvX0AlA/MlhZaA0NYA3Pvo1sozdnm2nYzP18dwLq6ePiyfkOczY+1E4hrVKYMDv/pZezrchSyrPmFENNwnNV4xQL3uu39stelmyo9z5nb1HhLkFDV4GwYR5KWPf9yx1sMVtFk4OWr7PipO9j+E3u48BdnqE36xkKPB9DjAfLXCRitFE7VxnMF4aYoWlTHs1z0RIANP7SFYDpEceDmu8fjnUla7mrj9P88Ru7iFN702GRN8Ys3podam6oy+PJVNn56K5t+ZDtXnr7k94TIEoFEkEhLlOy5SezpKi1reAy3WEJrbSZ6/13UTp8nuHk9oZ1bwHGoHDyOV55bQi9pKko66YflK6vnrFqRoVAb6og9dC9OtoDWWEfl8HHMqwME13chx6Ko9XVYA4NUDh5DX9tJ9K49/orMdnw95AWkKJVkgsi+3RS++33kaITYIw+Q/+73f6ANhVHL4XkOhdzV6YleYnz4qF/tYRQYHTqMhITrmji2wcToyetWV4LJsZPogTiuO3cycI0KdqVApHUdRmYELZ5GUjXM/CRqJI4ajqFGE0j4FVLCdVCCEYJ1LVilHLKmowRCaJE4rlHBKmTmaUm83/CEw+jkiVkSyVXSQvxNRao9yuCxKSJ1AZAkVF3GnpOjuHGP1U107zu/7XVkm57nUiqP4LirDwE7Tm3ed3E9hCe48swlYm0xOh9bR/O+VqpTVSTw6cKHSrz5L19esDltKWQvTDF5YoyuD20g3pnAKplE2+IY2RpTp1eud78QjGyVyniZ7T+5h+6PbcJzPYQnqE1VGXq1j4GXruJaLsIVXPrLcwRSQTb80FY6P7AOM1dD1hQCiQBWyeLAP39xxlA4mSy1k+eJPXIvyY88RuyRe5HDYZ+nrOeqH3a64cVQEnHUuhTCcfw83CqxIkMR3LQBSdVwMhmURIzg5g2YVwcwr/Sj1vlaxVpLM8i+mLlbrlI68M6SXbbO+ASSoqA21qPWp3GyWbzq0u5kIADhsISiSngeGDVBrSZuujM9EIBQWEJVJYQHhiGoVhc/nmNXceYkoQWmkZ/5l1mb+wBsa65Vdx2TmjN/Fe1XNRWojQ+iRZO4RpXa5DBmbgItHKfUfxFJkrDLBVzbrwBzzSqFK6eRZBXXqCApKrXxQT+3sRR777sEWfafTSAgIcng2IJKRXCDWNotGQhdh3DEf16eB6bhP/8fZAaX3GAZ1/ZIdUYJxLR5SVCfJO+6hOSqVuQSijIbvhHCe4/pMASeZ88kvF3P4krfixRKKy8Que5QuMskwdsSLq2XziJq4wyTQq+LIDzB2OERxo6MzHRRy6ZJfXaU2tB8byDfk2Eoos3InpoFk8P/4S06H1lLcn0a4foGafjAAA27m4m2xRDTz8wuWwy93k/2wtS88GChL8/gq32zvQ5Rna4Pb8SzPcaPjPjhJCFQAirxtUn2/OP9OKbL4MtXATCyNY5/8RBDr/fTuKeFcEMY1/YoDxaYODFGLXtduNr1KL74OkoqQWjLBpS4z4dmXR0k/53v4RbmV3AG1nagJOK4hSL22OpzmCsyFHIoiHBdJEXB6h/EnphCSSaIP/koxqXLPqndddoEbrG0LBWDsGzMK/0EN29AScSpnjgDnqB7vcLnvxBGAr75jRpnzjg0NMo88USA+x4I0LlGIRyWsCzB2KjHieM2zz5jcLlnZQylkgQtrTKPPBLg3vsDdHQqRCMSti2YmPA4ddLmhe+bnDtnc6Nzk0pL/MRPRkgkZM6ds/nG12rzLnP7dpUf/kwIWZaoVDy+/CdVRkfmDiwalfjCj4dpaVHouWTzta8WqY77D1fWA75S4KRfemoVM1jF2Q7kGQU+ITCzc1c8TvU6TWkJPvyRIHfepSFJEm+/bfL958wV3aOmJpkv/HiYeFymUvX48pfmX8M1BIOwe4/OY08E2LJFpaFBQVGhVBJc6XV443WT1161yKyAZlxV4Uc+F2LjRo0rVxz+/E+rWBYkEhKPPBrg4UcDrFunEo1KWLZgcsKjp8fhuWcMDh+6dbbTdd0Kn/5MiEhExnUF77xt8eIL5i2xikz1FkmvjTF0YgqzZM8rjXVdC8euEZhuVgtM01+sJE8hSfLMfteOZTvvrQCPZVUQwkOSFL+4Q1ZvLgeyDBJxmV/+x0nOXrC4eHaEU2/0zluEXIOXKRF4+RDjb5fmrayvPneZq8/Npd6ujpW58BfzVfoGXrwy59+1ySqHf/vNBc85fGCA4QOzBrLt/k42fGIzh3/nTYZe659TIhvvSvLwf3iCpj3NDL3eP2OInKrN6NtDi/aFXA83myf7lb9EX9uBmk7ilitYfYO4+QXK/KcXjtWDx7CGRt89j8IaHiEUi2INDgMSnmGgJhNIqoLVN0Bo13ZQruMxufEll2XkcAhJVf2u2EoFHBfzaj+pT3wI4TgzpVytrQqf/7EwmgZDgy62A//8X8S4514dXZ8tawPYuFFw/wM6H/pwkP/335d4+aWlJ0JZhocfCfDz/yjC1m3a/ONtgnvu1fnkp0L8xZ9V+dIfVymVZq9Fwt9/+w6Nw4csnnnaoFSce60PPxrgCz8eRpYlqlXBsaM2oyNzXerGRpnPfyFMa6vMV/8CPG/2475dFUtC+Nf76c+GCYUktmxTOXTQJjO1/IR9z706P/lTEYIhiWNHLf7wfyzs6TU3y/z0z0b4+CeCpNI+sdz1zszOnSpPfTDIwXcs/vPvljl10l7S+1MU+MBjQR5+JMDJkzbf+asadfUS/+yXYzz5VIBQaC5B3qZNcO99Ormsd8uGYt06hX/9b+Lcf7+OAA68bvGlP67eMvVUy7YU6+5vplawqGZMzLKDUZidSB2nhmHmZ0pMQ8EUihLAWcGEr8gaoWDdzL8Ns+Dnx95D1IwMrmchyyFkSSUSbmAqe+Gmj1dfJ/PgPUFiUZnzl2yOnjRpaVL4yBNhNq3XOH3OolD0cBzYt1unZgg2b9AxLcGLr9aIRiUeezDEyJiL68y+bK3NCvfeGSQcljhxxuLMeYvNGzT27AzgeYI3D5oMDTvsv9PneupeqzEy7vDmOwarbGIGINYRx3M9SoPFOUYCQFZkJFWeFkO6+eChV61hnLu0/IZCUDlyksrRU35V5U1oXazIUJiXriAHg0T23+lr5B47iT0+idk3QOTufbi5vJ/QEwK3WEJS5lYvqHUpIvt2IyyL8N5d1M5ewLo6gFss4pbKONkcwpg7mUqSxIMPBXjsiSB33aWRywsuXbQZHnaRkGjvUNiyVSUWk1i/QeFf/GqM8XGX06cWdr1lGZ58KsC/+rU4Tc0yjg29l12uXHHI5zwiEYk1a1XWr1dpbpH5h78QJRaX+c//qUy14t/YQkHQ3++ybbtKS4tCMiFTKs7OJJoG23do0+XOgkAAtm5TeeH5udfW1q6QSEg4Dly66DAnhXMbebIOvmPRc8lh5y6NzZtV9u7VeP77S8ePgyH4wGMBAkFwHMFLL5jkcvPH1NQk82v/Ns4HHgugKFAuCXp6bPr7XSxL0NiosGmzSlOTzEMP67S2JfjXv1rknbdX9tWlkhIdnSo/+w8iPPFkgEpF0HfVIZv1EAKSKZnWVgVdg6NHb81IdHcr/Ppvxrl7v44n4KUXTX7z35YYHLj1PE84HWTiUoFYU4hgXONGUUDPc8gX+0mnfA2XUDBNJNxAobh8+CYcricc9ulyhBAUS0Pvymp+KVSrUxhGHjXiJ7XTqfUMjx2+aYOVSsoEAhLliuAXfjrOb/zHPNmcy/ikS6nsMTDkkM35z+XjH4wQi8m89FoN2/bfUcMQlCqCH/lkhOdfqWFaHo0NMr/6i0mOnbIYn3QJ6P5io7VZpVr1aGlW+cWfS/Crv5nl730uRqns8dqbBn/nMzGEB6+8sfpryfdkUQMqGz+zjavP9mCXLWRdIdYep/tjm0DAyNtDq06+3zRuMT67IkMhHIfqsVNwbC5xV/n1t+dta/UNzuv6cyYzFJ57ae6GkuRXR6kKxoWeBc973wN+vPbIEZv/9B/9FWltWlIzHPHDEb/8KzHa2mTWrFX4oR8Oce5ciYUYO7ZsVfnFX4rR1CxTKgq+9MdVvv61KuNjHq7fkkA6LfPRjwf5+V+IkkpL/OjnQly4YPNX3zRmJIkvXrD54IcCxBMSrW0yg4Ozk0kqLdO1TsWyYGzUpXONwuYtGsEgGNe9a93rVYJBiVpNcPHCuxdTnpz0eP77Btu2q0QiEk99MMirr5jzQmrXo7NTZe8+nx56csLl1VfMebZLD8BP/2yExx4LICu+wf3d/1DirTctitMelqbB+g0qP/UzET7y0SAbNij88q9E+YWfKzA0uPwEnEjI/Pw/inDf/Tovv2Ty5S9VuXDBoVT0X/hIVKKjQ2XTJpVzZ27eUHStU/j134iz/x4dz4PvPWvwW79RYnT09iQ+Rs9k2f7RNcSaQ1x5c5xaYf5YM9lLtLfuJ6DH0LQwTQ07KJVG8MTi74YkKTQ27EDXfFlgx6mRyV7ivU5vW3aFTK6HaMSXHY7H2qlPb2Zs4uRNjaVU8vNa6ZRMKiFTn5a5eNnm0DGTDz4W5s1DBtmc/2wEcOioyXe/f13e0ISTZ0w+/tRsyfHWjTqGKfjK10oz3oEswfikS2uzTjgosaZdRdf9xdt3nqvy2psGazpU1nbeXAfB6MEhzn3lFGuf7KblrjY/j4OflC8OFDjyH99i8uTyoms/KHhP+igWgtbcSPTeu7DHJrDHFy6TVBSJK70Ov/5rRc6emfvRVMqC554xaGtT+MV/FkXTJPbeqZNIyGRviIfrOnzu82G61iq4Lvz5n1X5H/+9MmN0wF/IT015/NlXqqTTMn//H0aIRCU++yNhXnnZJJf1t71wwfcAIhHfqzn4zuyH396u0Ngok5nyePllkx//u2HWdSvE4zKG4Y9JVWHdOhVFgWzGY2T43atO8jx4+SWTH/s7YZqbFe7ar7NmjUJPz+LnvOdefYYb6ehRiytX509WO3dqfPTjQRRVIpfz+He/VeKVl+YaFMuCc2cdfuvflkilZB56OMCOnRo/9MNBvvhfKssucOIJiYcfCfD97xn8+q+VmJyYu4OVFeSyNqdOrtxI3GjwursV/tW/iXP3PTquO20kfrPE2G0yEuBPDCf/6iqO4eKY7oJqv5XqBJNT52lr2YckyTQ17CJfHGBi8iws2FQoUZ/eRHPjLsDPZ2RyPRTLK6dUuX0QjE+c8Lm5psNmazsfxrLK5PJXlm2KVNUgwUCSanUKRXH4hZ+OMzjs8M5Rk/vuCi7ZXOd5UCytQD5Z9hd510dc2loVfvEfJvjzb5YZHnW4646AX1XoCkrTx3ScuaHp1cCpOZz/89P0vdBLuCGMovua2VbRpDpR8Rvo3veStZVjCSHpdxfOVIbiC68uWR3lOIJv/1WN8+cWXlm5Lrz+mkmh4D/YhgaZdHr+g+1co/DwIwFkRWJ4yOXrX6vNMRLXw7LgmacNJic9JEli6zaVjRtn7enggEs+76EoEt3r1TmhhE2b/VDY6KjLoXcsqhVBU5NCa9tsKC4YlOhe72t+Dw+7TK0gZ7BSyHqA1J57aXjgKZSwr5Z3ucfh4DsWQgiam2UeeiSwaFFUJCLNhJJMU/D890yMG0LlqgpPfShIfb2vl/DqKyZvvjHf67iGqSk/GV6t+vfsgx8O0tS8/GsnSRJjoy7/3+9V5hmJm4EQ/jVdw7Vw0/0P+Ebir75V4zd+/fYaCYDmbSnCqQB2bWEjAX74aXD4TYqlYYQQaFqYjes+xNqOB4mEG3wNB1lDUQKEQ/Wsab+fjes/PC1sBNVahoGhN5YsL303Ua5M0D/0+jRVud8hvmXTp+juepxkootgMIWmRdD1GMFgili0lYa6razvepKd236MTes/5vdjyBCNyBimoLVJoalBWXYyvfHPDXUymzfopFMKWzZqpJK+R5JKynzyQxEevCfInh06gYCEpkk4jmBDt0YgIC16zJuFcD2qY2WmTk8wfnSUyZPjFK7m/TLX98pIKIqvK3+LeN88CmE7uPbSHdrlsuCtN60lV5+5nEexKKivn+X1uZ7AC2Dbdm1mcrp00Vk29DE25jI+5tLSohCJSGzYoM14DhPjLhPjHo2NCuu7VTQNTBNUDbZv92PQvb0OPZcccjmPtnaF7vUqJ477+yeSEq2tCkJAzyUHw1jgjbk2k4uZ/zHDCDZ/45nfe7ZFpb+HhvufQpnWrbBtePZpgyefChIMSjz+RJBvfL1GIT//WOs3qGzd5r8S/f0ORw7Pj1HFYhJ792nIsoRhCF5/zcRcJoR7+rTNQL/Llq0y7e0KW7Zq8xL8C+HIYZvLl29PaE4IqEznmrrWKfzrX/fDTa4L3/pmjd/592Wy2dtfZ2tVHTY/0U62v4xddeh7ZwLHnP/+VWtTXL76fTav/xjhcAO6HqNrzaO0tdyJYeZxHBNF0QkGkwT0uN+PIsC0ivT2PT9N6f1+QTA6fgJVCbGm80FUJUhAj9PZfj9tLXdh2ZVp/idpWnwpMN2o509gleoESP4i7f/74yIP3x8kHpP54h8WGBj2n3+p7PHsC1Vq130vB96uMTQy916u6dDYtF7j6EmT3dt1SmWPcxdtfueLBR66N0hTo8I7R0z6Bx3++M9LbNmoc6Xf5g++XKJaE3z/lRrjE/4xj540cZy534keTqKHE9QK4yRbt5AfvUAo2oBtltHDScLJZlzHojB6EdsoEU62IMsagWgaWVHJDp3Bted+MNdEqlZjPfQ17X6j8/jUggttORImvGc7elcnkixhDY5QPXEWN5tf8Tmux7KGQlGge2uARFphaszBdaCQc2loUbl81kQPSKzbHODyOQNFkdiwPUAkptDfYzI25CDJ0LFOp22NRmbC4cp5k3BMoalNJRiSCUVkes4Y5KbmX2wm4zE2tvSk7rp+zT74cUdlAeO5dauGoviTrx6QePKp4JI5Yz0A4cjsqre5ZfbnSkXQ2+uwbbtGa5sfVpqc9IhGJTZvUfE8fxU/MeExOOjS3qGwc6fKN78xfaxmhXSdjOcJLpx35jxjORAksW0vajSBFk9SG+4jf+YI4fYuIp3rEa5D8eIpzMlRAo2txDfvQlY1amNDFC+cAM/DKRfnkSEePWpz4YLNrl0am7eo7Nmj8eorc42ALMMDD+qkUn7Y6Y3XLcbH50+c9Q0Kzc3K7L1YwUReKnpcveKyZatGKCSxcaPKyy8ubSiEEJw9ay9aArlaCOGHK9vbFf7Vr8W59z4dy/JLsH/3P5TIZt+dJV62r+x7EkLgmN6S/EP5wlXOX/oWXWseJZnoQlE0gsEkwWDyhmsRCOFSLA1xdeBVcrle3u84hufZDI68hWEV6Gy7j2ikyTcK0xxOC8FX8LOp1bJ40w2iF3psLvTMf+jFkuDbz87tKH7p9fkrlCMnTI6cmP9uXbxsc/Hy3OO++FqNF1+b6zJ/93uz5zh4dP5xFC1IsmUzEjKN6+7CLGdItm4lO3gSVQtilDJE0x00du9n+OwLROs6iTd0MzVwHMeqghDIioai6D4HHJCu34hh5KlVpnw9FjXovy9ObYbaRJJVXMfwS5EDOsmPPYnW3ED+mRepvHVkzhjlaIT0Zz9GeM92UFW/3NpxCe/eTubPvoWzSKh/KSxrKHbeHeaxT8Y4c7jGwx+JMTnicOytKg8+FeX3zk4SS8p87McS/OFv2zzwVJRUg0pu0uGBp6J85b9mqGtSefRjMa6cN7n7kQgHX6lQLnr8xD+t47VnyyTTCnvvD/OHvz3JjTyDlbKYqThaFMv8WZKgtW12on/o4QAPPRxY7rLnIBiadUtN0/cEPE/Q0ChTX+8bipYWhbZ2BcMQXO5xKZf9PoJ77tXZuEkjHPbLZdes9b2USkVw5crcSTbc1oUWT5E9+gb193wAK59BT6RIbL2DzKFXUEJR0nvvZ/zVZ3CNKqWLp0GWqd//KLWhK9jF/ILjz2Y8nv+eybZtGrGYbyjfetOak9ROpWQ/PCdL5PMeLzxvLOjJxeMSkYh/P8plb1558EKwLJiacn3uG1miqVlGUZZutfE8yE1XON0OeB6EQhK//CtRHnhQR1EkTp+y+O+/V37XjARAZcqgMrXyqplCaZCzF75BXXoTjfXbiIQb0LTw9KrTw3aqVKtTTGYukMlexLGrSEjzPgMJeZp8UlCtTpEv9iPhK8/d2LXvbzv/YdeM7Mx+NSO3bDOf5zmMT5wkX+ijPr2RutQmwuE6NDWMLKsz2ziOgWmVKJWHyRf6pxX2br7/Q45HURJR7MExApvWYo9O4RXLoMgEt3Rj9vSvWqhnMdi1IoqiE4o3UskOE0m1IcsKtlFC1SOE4o0oWgAtGJ3eQ6KSHyE/4nOUyYpOS8fdeJ5DKT+AZVVIN26mWh7Hc2081yJZv4FAIM7E6ElCkXoisSYso0h2sgfHrqDWpdHaW5CDOl7pBuljWSZ6/12E79gBkoQzNolnmGjNDQQ2riP+xEPkvvodn1hwFVjSUMgy7L4nxMGXK7z+XBnHFrStXbhzNJqQufvRCGcO1/A8SDeqdG8JsGlXEE3zJxbPg933hHnz+TLjww7PfrVAsk7hJ36xnmBYplyY+7I6jrjlOnZJ8juGr8G253cLL4cbDVjPJQfT9Bvn2toVzp93WL9e9RPpWY/+fgch4Pw5P/Hd3q5QVy9THXDZuNEPT+VyHsNDcy/ONaoowTCh1k5fvapcQE83YhdymJNjSKpGcsedqNEYaihKuNPnrlfCESRVYzEIAa+8bPL5HwvT1q5w73067R0KV3pnz791u8qGDf7rcPaMzYXzC08Kui7N6F/bNtjO8pOsEHB99XMoJM0kGBeD54F9GwvCZBm+8ONhdu2e9S6716s89aEgX/5SlQVYZm4/FJno1nb05hTGwCTViz6DqKTKM01XALZTZWziOJNTZ9H1KKoaQpYVPM/FcWpYdhnXtQjIEbqid6DKOj3Fd3Cvq5JqDW+maE9QsqfoHzrAwPC1RjExZ8JXpQAdka0MVM7gCv9Fl5DR5TBDIwcZHj284H5LwTQLDI8eZnT8BLoWQdN8Q3FNA9x1DWy7Ni1/u8BqRJJQ4lGQJdxCGSmgI4eDeOUqwrKQgkEkXQXXw6sayJGQTwkPaO3N4AlsQBgmelcbbq6Amy/hVWqgqSixCF6lhjAt5EgIKRjwDQsgBXSfg65YBmf+C+o6ls/3lmwhP3aJZPNGHNsgGGugoWsfYz1vYJsVki0br9vnupd/+h4I4eLYNSyjQKU0Rm7yErXqFHogjmWWCISSBMNpVDVAtTRBburSzL1SG+uQQ0HcbA5reG7llFqXInL3HaAo1E6eI/fNZ/AqVSL77yD5sScJbd1IqbEOe3h1FVdLGgpJAk2TMKcTv0ZNTLvR09UAkl+ZpGrTk4eA8WGHYs7lm3+UY6DXYufdIabGHSZGHCZGymQmHKJxhXLRwzIFriPwPIF8c8UFK8L17+JffbPGX3/HWNVKdeSGOOjVqy7Fgkd9g0zXOgVJgm3bVXTdT3ZPTIdsLl50qFQEqZREV5fC2KjLum4/bDM44M7rT5jRyfY8skd9tUAlHPVZH2UZeZqHXlZUUnvuIXv0DexijmBz+7LXcPWKw5tvmHz6syFa2xQeejjAlV7fzVZVv3ciGvM71F943pwpc70R3owQiz/ZyyusCrm+H9N1VhgouY0LfV2HfXdq5HKCC+ctdu7SiEZlfu7no4yOunzv2cUT8rcLwfY66p66g/yBc3iGP7Ep8RCJO9eTfen0vO1dz1pUhQ7A9KqM1i6xLnYn0nV1KaqkU3VyWO50GEUIJAQSMp7wUCUdR1hISCiSSsGamCEKlJCJaXU0BtfRX/Glaq8ZkNXC82wMM49h5le1X2jnRtSmetxMntr5XgJr2lAbU0jBAJU3jhF78j6ciSzORAbr6jCBtW0gyzjjGeSATmDTWgIb12JcuIISDRPcvA4pHKL6zkmC29YDwj/WgaME1nei1KcQpoWbKxLc2o2bL+IWKlQPzdfxFp6DbZQJxRup5oZp6NpHrTTp54wkCVULEUm1slidkEBQzPURibWQrN/A2OBhPM8hEE5hWWXSjZv9ldW1clohcF1zjkFVEnEkVcXJ5GaEiWbv3Ra0xnq8Upni91/FmfClUisHjxHZtwu9oxW9veX2GgrXhd7zJnvuC5HLOOy6O0S14lHMu6TqFbbdEWTNep14UqGYd7lywSQSlem7ZBKJKVTLHqcPG+y6O0Qh66IFJIyqIBr3b9l7Ac+DfGH2XIWCnyC/lUlhcsJlbMylqVmmc41KJCqxfoOKJMGFCzaVqn/w4WGX8XGXDRtUNmxUOXvWobXVNxS9vQ7V6g0dm3oANRIj0NCMlkgBYIwNEevaTOM9T4CmYowPY+UzOJUS0a5NeI7ts48KgRpPEl27ES2ZJrZhO5W+HoxpFTrThOeeNfjQh4NEohJPPBnkm9+oUSwKGhtl7r03gCRJjI46HHh98UmzUhHUDAhHfM/g+rDcYlBVP2R1rZSzUPAW7HV5t3H2jMPv/scyx45a/MOfi/L3fiJMKu13fo+PeRy7xca9a9Ab48Tu6EZSFcqn+zEGpohsaiX54Fa0dBS9JYU5kkVrTJB+dDvx3V0o8TBG3wSl41dRUxHi+7pRwgHKZ4eoXRkjtmstkqoQaEnhlg3y71zCq5o4wuH6b0lCpjHYRUNwLX3lE5helYTeRHNoPYqkYrhlgkqMgfIpLK9KW2QLYSVO0Z7EERYRNUl7eBtxvQFZkslZo0wafbflvqwIqoq2ppXKG8dwswWQ/ZCbsGy0jhYkXQMBtWPn8Kp+SM8emUDrbAH8ni/j/BXkcAitpRGvZlI5fIbQzo1onS0E1ndi9vSjphLI8ahPuW07aM31eDUD6+oQ5tVhInftWHSIxYlezEoWyygxefUIRmkSs5JDVnT0SIr86IUZ8styZm7jpISEHkzgeTaFXB8gyE1dIpboQNPD5DO9ROMtGLkctcoUsqLh3dBEKQd039sqlucIF0mhIOGdW0GRMS5dwRyYLZf2qgb2+BT62g6UVHLVj2XZOsW3X6rQf9li34MRSgUPxxIM99m89myJfQ9EsC3Ba8+WqJQ8/upLeQRw/5Mx2rs0hAeHX6tw4p0q+z8QYcedIWQFclMO54/7D9moCU4frmFZ757huHrFmeHO6VqnoC0epVkRymVB31UXSZLo6FBoaJBZs9ZPZJ8+5cx4MIW8n8SVZYmNm1Tq62Tq6mVcl/klv5JMtHsLpd5zVPp6cKoVUnvuQTg2pYNv0zCo4l28Su74W74M7NsvUb56kVLPWcZf+jZ2qYCwbczsJJNvPk9tdADXmhv3PXHc5vx0SGnLVpWt2/wbsXOXRuca34AdPmgv2ZGcmfLITzc8xWISTU3Ll7oGgxKtbb7n5Ti+dvW7vXq/Ea4LT3/X4JWXTAp5wR/8jwovPO9Tvqxdq/DLvxKja92tlxHK4QCNn9qPsB3sqSINH7sTrT6GNVXE6J/EnixQOTOAnavgVU2s8QJ2vkL5dD/mcBZJV2n46J1IkoQ1lqfx43cSaE4Sv3M9if0bqfVPEtnaTvyOdQueX+AxVruM4ZZRpvUeNEnHEy5FexIJmaI9SVRLY3pVRqoXkSRlpl+g4uSYMK5QsMa5XDrMlHETBH+3As/FK1UIdHegdbagpOOEdm5C2M50d7GEcJxZWgxNRUknUBIx5GgYZAW9sxWttRGvXEHSNQLr2lGScdxcEWcqh2eYGGd7kHWN4JZ1s0JAQvjnEb7HfA2KHkLWZvOateI4+dELvgrnyDmM0iTCc8iPnmfyyiFKk1cpTvjkndX8CNX8rEiR59nkJi8yNXZmhkTUrOWZGjuNUc1iVDNMjZ0hn7mMaeSpVSYxjbnkhsJxpzl65i7S9I5WtI5WcFyfO++GeKpnGH5EIrB6Kvhlk9nVssdzX/OJpvY/GmHD9sC0cSjz2rNzEylG1eXpP5/P2PjWCxXeemGuizR01V+9VUoez3199XrVq8G1ju5wWGLTJpWOToXeyzef/HBdOHfW5uOfDNLcLLN2rUp9vUyxKLjcM/twDMPf7oknA3R3q6zt8hPZ1eoC1UISqOGorycuBEowhFurIoSgWsuQGz6H7RUQwkZFI1zTsaqTWFTQCRGT4liOQW3oKiEpikYAW8y95/m84PvPGey5QyMe9zvbjx21ePSxAIGA3yn+ve8ZS+ZwcjmPc+ds1nUrhIISe/fpvPnG0h5aS6tfIgxQLAjOnX0f3AmYoXkAv6Lu//3tEqm0xP79Onv3afzSP4/xL/9F8ZZ6W/TGOHJQJ//WRTzLIbK5jdCaBopHejFHsgTa0lR7x2a6v8yRLE6hSu2yHwrQmxJEt3dQ1RS8Zhc1GUGri4EQFA9fpnyyD70+htYQX3QMHvNVFE23iuXWEMLDETbKtNiQH3K6rvEUgStcPOEt2Rn+rsETVA+eRl/bihwM4ExkqR45i6QpVN48jlepUjtxYSYZK2uqb5RHJpBjEWonL6DEIr72e98wTqaAHA1hnLuM1T+Cmy+itTTMrLBrJy8CAmtwzPdQhMCr1KidugiAGozQcd+nMQvjjB57/geCvt8tlhCOi1qXQtZ1PKcGqkpk3y7kcAh7aBSz5+q8/WTdNxDiJug8VtVwV6t45DPv/41aLc6ddbhw3vcqWloVPvmpEPot6KsIAZd7XQwD4nGZzVt8RtPxMXdOp7UQcPGCn/huaJTZslUjGJSYmvQYvSHvgeeRO/EOCEGobQ2uUSN77M15HC0SMi1KFxEpQavSRZAIbco6InICXQqiotOmdBOWomjS/It89VWT0RHfG9p/j86GjSq7d+sI4Ruvk8eXDr8YBrz8okmtBrICjz0emFM+fCNkGZ54IkBDg18rfuaMvaKS2vcC/X0u/+43S1y+7CLLfp7mZ/9hZE7xw6oxrcmMJPlrUlmaRwo3Bzf+SYBTMsi/fZHsy6cZ+v3nfcMiwK35IQjhiZn1rnTd/2ex0PjFgqeTFvhJ4KFICtJKNUdvM3yyu17MS30Iw8S6Moh5sQ+rfwRh2diDYzMyn17VwDjTQ+3YOZzRSZzRScxLfZgXryJMC3twFPP8FawrQ+B6uNkCxtnLWFeHEIblb3upH3toHDdbwM0V/XMM+8zMgXgDsZb16JHU+0LfvxDskXG8ShWttZnQrm0o8RjhXVsJ794Onkf12GncwtweNUlRUJJxX7iotnruqlUZirPHajz/zZtf/eupMMHG6PIb3mZksx5f/fMalYpAVSU+92NhPvf5MLHYwg9ekvywyo6dKjt2Lux0DfY7FAoekajEnXfpKApcvuzMdIlfQ2+v/7t0WmbnTg1VhYEBl/wCDW9OKU/+5DtkjxygeO4YbrU8bxsZhbiUJiCFUCQVRVLJeuNo6OhSEA+HvDdJQAqjMt9QDA64HHjdwvMEnWsUnnwqSEurjOfBa6+aK6IDf/01c6YZb/MWlb//DyIkU/Pvpar6bLuf+0IYRfFLgr/21Rrl8g8Od8GZ0w6//e9KTE56Ps35j4b40c+Hbjo8aU0UcHIV0o/uIPXQNpRwAKNvcUZgp1RDTYRJ3LOJ4JoG7FyZ2uVRots6CLSmCXU1zqHwvx4JrYm28FaCSpSOyHaiah26HKIjso2omqYpuI7G4DoE4AoHVzh40/+5wiGuNdIe2ebvH95GXGsAoOYUkSSZjfF7qQ903tyN+N8E4YYOFH3hPpD3C/bEFMb5HuRwiNSnP0LjP/4p0p/7FHI8ij08RuXwiXl8NUo8ilqXRrgubia/6nOuqjPbU1Tq7lqLEtLInhgi1BwnUB9BkmWmDvahJ0MktrVgF2pkjg6S2NKMFvNje/mzo7R9aBtqRGfq7avkzozeFN3tzUAIePYZg81bVH7sC2GSSYlf+pUYDz0S4M0DJlev+oynoZBEY6NC1zqfmXbjJo2//HqN06fmd5BPTflewc5dGnfeqfnhqDPOPMK9iXG/DHbPHRr77vJnn0sXF+nIXgQBQoQkv1yw5lbIi0kEUPGKWMIgIIewhEFEilNgCpBwcQhLMYoiM+dYljWd1P5IkEhE4uOf8KmXMxmPl15cmV5FNiv44n8ps2ZNgs41Cj/yuTAdnSpPf7dGb4+L7QjSaZ/f6aMfD9LYKGNZgr/8Ro1XX35/aCYWgxDw6ism/+V3y/zSr8RIJGT+wc9FmRj3eObphXtJloJn2Ix/8x2iOzqRNYXxr7+FnfUNvjmcpeBcmvPeW+N5Jv/6MIHWNJKuImyXie8cIrq1g0hTlKBZomDa5N+6gDXuh3Wrl0aQAxqOk2ekWmOk6tN6256BJ1ymjP6Z3IInHBxhT/da+DH+a5CQGaleZKR6cWZ/ANOrcLHwFpqsY3tLPy9JVpFkCc8nRiIQS6MGI9i1ElY575ccShJ6JIUWiuFYNaxyFrFMNYOsBdAjCRQ9BIBj1rCrhVk9lhVAVnW0cBwlEPGFlWwDu1KYl7tb5MJQ9BDR5m7fUMsKsqojpLlGWwhvyWvRm1tQEglqF2+een0eHIfi86+i1qcJdHUitzX7zbYTU+T/+nmcycy8XbTONpRUHK9cwR5bvXLfqgyFHg8S29hA9vgQTsUivrGR6nAeOaCRvqODcFuCqUP9JLY0E+uuJ7G1mfKVKYqXJrBLBrWRAsL1KPZMvmdG4hoqFcHvfbGMJOGL00QlHnpY5/4HdJxp6hVpurNbUa6RgS0+xnJZ0NfnsnuPRjQmU6l4nD07P2xTLvshnb37dGIxX3Cpp8dZVX+IQDDpDuMHBVzG3H5CUhQPFwebmihjY5LxRqf/XcIQFWpivkcCcOqUzdmzNvfeq9PR6ScyT52w6bm08pDQsaM2v/kbJX7pn8fo7lZ4+BGde+/TqVYEjisIT1dEybIfrvqrb9X471+sLMqx9X7C53oyaGlV+OmfjZBOS/xfvxhleNi9qUoot1Sj8NbFeb+3s+UZozEDT1A5N0Tl3KxYjVe1KB7pRUpINK7xjcf1fzeHZ0tm7QX4nWru0tQ412Mx2VJHmMtKmkqyQtOuR4k0rmHkyLMEk0207HkcNRTHrhYYO/Ei+asnSa7dSfPux9AiSVyzSvbyUcZPv7LgpC+rGvGOrdRtuJNQutk3FAIcq0YtO0Lm4kGKQxcRS/R0SLJCtGU99Zv2E65vQwn4DYuuZWAUxslePkq+7/SC5w+lW4k0dRFMNhJKNROu7wAg1rqe7id+ct5KvTo1xMiRZ/BubLaahppOE2hpvb2GArBHJ5j60tcIbduE2lCHVyxRO9+zcNmrJKHEY5hXBrD6h3Cmcqs+36oMhZmtMnGgl9TudoQrEEJgFWqoIdf3LFQZK1fFrVooQQ3PdKgO5bGyfj23U7FAlvCsxR+ybQtyWQ9NlygWl5c59YRf8prNehSL3jxuluuRywp+57fLHDxo8enPhNi5UyMWl9F9OWO/ycv2jcroqMORwzbf/euFVx+OA2dO2zzwgD5DNtjXN3/2FwKOHrF57HEPJCgWPS5dWN3kY2FgiblxxbLIz/x8o0GoiKXDg6Wi4LmnDe6+S0fVfOP1/e+bM1xIK4HnwUsvmAwOuPzdvxfmgYcCpNMyiaQvLuQ4PmV0b6/D179a49mnjRWFnKoVlWJBwzDN21IJV6n474briCW9uFpN8Id/UKGxUeYDjweIJ3wG4X/9L4vz1P0UJYAsza2Q8oQ7j5Svo0Phnv06sgyHDlnIisR99+qUyx4nTznsv1tHVf136dVXDTZs0Fi3TuHceYdjxywefSSA48DJUzb33qPTvU5F1eDV13wv+HrIsooi6wuO412DJBFMNBBr3UDdhn3E2jb5GtrC843GHU8iyQrNux9DVlQ820CPpmjc8RBGfozclRNzr0EL0rLnceo334Os6jhmFbta9PsTgjESnduINnUxfvo1Js68hnDnf0eSotGw9V6adj6KGozgWgZOrQwI1GCUWOsGIo1rCdd3MHr0OVxr7neVWn8H9Rvvng73SciqH75V9BChVPO88zlmdY5uOIAcDBLdsxclEkVSVT/xLsvE7tiHW60QaG3HzmaonjtDbO+dlI4ewTMNorvvwBwZxi0WiO7cjZJIosbjGFd7KR0/Ni9f6WZylF9/Z/nnJASVt45QOXgMHBdxE92lq/MoEiFiGxoRrodTMZFkibq9nbimw8QbvYTGYzQ9vAHheEwdHkBPhuYYhepQjob7u3GrFrnTI+AJ5FAYLZmeSRSdHzL5/I9mkRAYBotOXmo8CYpMPp/jn/5fBXTdz2/d2Bx3I2o1wfefM3n9VYu1axXWdas0NMoz5H5FO8rIuMLV01kyk0vLq/7l12u89qqJBJgWi1KGP/OMwdGjFhJ+s+eNHdkAkqqi1TUgKdOPxHOxpiZu6qEuByHgzBmHUlmQTPpKgm+/tfreEs+DC+cd/uX/U2TNGoWNm1SamhVUBQpFn8Lk8mWH/ALCRwuOywvzV199mNe+l6Sn7/v09K6ek+Z62Db84e9X+PpXqwhYtpqpWBD8xq+X+IPfryAxuwi5HrKssr7zcVKJrjm/zxZ6udz3/JxKoXRKpq1N4Y+/VMG24e//bITeXodNm1RCIZlgEJJJmf5+l3XrVIZHXFQVHrhP59gxi7PnHB6c1mTp7lbJ5TwKBY879+lcvTp3AdPSsJuO5v3kSwNcvPL0svTetxOSrJDu3svEuQNke44Qqmuj874fJhCro23fhyiN9TJ2/HkkWaHjvk8TaVxDvGMruasnZ1fokkz95nto2Ho/QnhMnn+TbM+RGUMRjNfTsP0BEh3baN71CFY5S6732LyxpLp20rz7cWRVJ3v5GJmL72CWMiBAiyRo2HIvqe491G/aj1XOMXHm9TkduZnzb1PoPwuAogdou/vjhJJNlEcvM3by5XlVT65V83Xqr0Nk+07URJLSsSPE777Hv0ZJJrxxE8ZAP+WTx/yXS5YJdK6hfOoEWBJ6SwtuoYDe2IiaTFI6cpjUBx7HzmZvWXhI2DbcQpvQKj2KCmMvXfQrMEybxNYWsseHqAzk8EyH2kiBwoVxhOPh2S7jBy7PoSaoDhcY+s4pvwpkOvQU6uyi7tGnkAMBlGCIal8vvd/4ypL8DnIgSOOHP4kcDDH6jT9lYGD1CfZaTXD+vDPTVwAgKSqNH/sAge5m8se+gudNLXmMYlFQLC4fQ6qUxbLluGosQeNTH0dNJJGDITyjxvCf/k/s7NJjuBlIkq8pcS2Z/87b1vwqrFXAtuHyZZfLt1ByDKCpUcxKF1NWmLHResrlW6/hn5z0mFyFvSmVBKXS4tchhKBSm0RTQ6hqgHCogXAwTbU2OY/gVwjB+LhfuKBpoKkSiYTsG8+8oK5OxvM8SiWP1laFO+7QGRhwCASlaZVEZuRlbUswNOTiuoKO9vn9HpoaJhJuwLAKixMNv0uQJAm7ViJz6TB2JY9dK1GZHCS5ZhuSqjF57g2MvJ/QL41cItLYiR5NIav6TPgnmGykfvM9SLJC5sIhRo48Oyc0ZFfymOUceiRFqK6N+s33UBy6gGvOkvhp4TgN2x5A0UMUBs4yfPA7OMZsibhdLTBczqKGYsTbN1O38S4K/Wcwi7PfmFnK+IYFUALhmTE4tTKVib5lcyvIMnpTE7XLPdgT4xh9V9GbfE/Es21qV69gT7+Qcih8w87TVEeGgRwMoTU2IhwHt7TyUOK7hdXRjAtwa7NmKXt8ECtTwTOdBf8u7PlW0DXm3ujqlR6syTG0ZB2NH/kUsr48YZ9wHYzhQSRNR1jLSHt2dhFoaqFw+K3lj+u5mKNDeEYN70YhhncZdiHH2Le/ihKOkH7ocUIda9+1crx4XOKpDwVQVYly2eN7zxm3zKl1DTIyOkEMqstvfAMMq8DIxFF0LUq+2Hd7BnSbIYTL0NhBhsYOIcsqa9seYF3HIwtuWyqLGaU824bvfLfGXXf6hIQTkw62IwgV/EKCas3P6wR0iQvnHeJxmbvv0mlslNl/t87YuEup5OF5MDr23nkLK4VZnMI1/UlZuA5m0Z8M7UphzkTsJ7gFih70u46nJ+JEx1YCsRSOUSZz6eCC+QOrlKEweJ5QXSuhdAuhVDPlsSszf480dRFKteA5NpmL78wxEtfg1Mrkr54k1rqBQKyOSOOaOeO7ZQiBsG2k6XlM1vXZ79jz5jbBTTf2Sarql69GfLVCa3yc6K49SKpG4e03sTO3f7G4WtySHkV1YPVJkRshbAs7m8GzLLwVsvUJxyF74CVAYlE1GPCZFDdvQ0s3UDjy9nyJs3kHFuQPvjGbsHgv4Xk4hTxOqYhbWTgJfbuw/x6dHTs0hBCcOmlz6tRt4vIGdII0Kh0MupfmNX0tB9c16R142adFXuq5/kDAp8heiiivr8+lv3/WAp8/79Az3ZB5TX4XZl/LN9+0Zl49IeBrX6/6qmveTOMwAP23Qcv7dsMx5tJJzKzEjYpfETWNa3mFa9xI4CewI41rQJKxylnMUpbFpO3MwoRvaLQggXj9rKGQJCKNa5AUFbucxciPL36MYgbh2shakGByft7hliAE1cs9xPfdhRqLEWjrwM5lWcjF82wLJ5chcc/9OKUSajyBwM9xKOEIaiKBHAziGTWc3K3PtbeCFRkKSdOQNR23Vp1uAQ8iyTKeZS5JVyvpAWTNn5A801iaLnQlUBSU69w14Xl4teqCBkDSNNRYglBnF55poETjM0ZFOM5cj0GW/eNeZ/ndRY670PUBCNfFs8wFDIzfMn+N3VXYtr/d+4SuLoWf+pkI0ZjfIf6Xi4gYXY9GuYOcNz7TmyEBMTmFJQwmvCEa5HYUScEVDiWRQ0IiKiUJSCGKXpYGpQ0Zhaw3hgBSciMAWXeUGjeu+sQM3cpqIEnyTJJZCA/HNRFiZe+bhIyi6MiyH9LxhIfrWivefzFcP7lfw7wF5XW48fNY+NOSUGQdVdN8BtIbCOOWw7WktyTJPuW3a3I74lSeY895btd+9lx7zmJuZpvr5nBJ0dBjaSRJQo/Xs/bhzy367amh+Ezy+FrpLPjPP5hoQJIkv5v63h9etDJK0UNI15LUgRC3O1ZnXL2CV60ih8NUL130n4/nUXjrAHb+ugnfdcm//ip6cwvCtqlePI9XqxLdfQeVC+ewpybR6huI77+P7HNPzzuPHA6hr2lHb29BjkaQlOXb4jzLofz6O7j5+QwaS2FFhiK6ZQeJvfuZevFZ/v/2zuxJjutK77/cK2tfet+Axr4TJAiQBESREimOKFmLNTMeeyYcdoRf7AiH/xmHXx0OT3iZGc2EJErURlLiToALQGJvAI3eu6u7umvNqtyvH7JQ3Y3uxkISpMbRXwQjwOrKzFuZee+555zvfCe5/zDm6B5kTcNdXqL64fs0b99c9zLIMZPU0eMkDx5FTWUioa75GWofn8Wem77/zn4LxPqH6H75R5GhUhTcxQUWfvZ3kbFYA3PHLjKnzqB39aB390LgM/Tv/2Pnus0b1yi99mon3qgXuun5wV+imGakylgts/BP/we/tvnNVFJp0kcfJ75nP2oqA5JM2LJoTU+w8tbrHSOkFbpJP3aC2PBO1GQKAL9ew7p+mdqFiOnwKDE4GPXwdtyo0HDPHoV//TdxnjihdaTHX79PAyGIJCEycjeGZNIIKxSUAWb8m/QoQySlLEk5w2IwTVPU0SQDU0rRLWtMB2Pk5B50YjjYdMmDVEUJFY3Z4GZU6xErMNj7ZKdfAUSLyUzxHM3WVi63xGDvCcxYnpmFc6iKwUDvCTLJIVTVJAhcrOYi80vnKdcmtlxIZVklmxqhu3CYVLwPTWtTMQObllNmpXKLhdLFdne2L4aYnmGo/ymECJme/wDX2+g1phID9Pccx3FqTC+c3XBdXUsx0PMEhewedD1JEDjUGnPMFj+K+Pz3WOwUxaArt4+e/CHiZheyrOJ5FtX6NPNLF2g0H55bvxZbGqsHmOuyonbYRaoRJzWw/97XurMZWxOalWQFWYsK42TVIDWw596XFmvG/GXndITAXdjYcdCd3/hZ2Gxij9/q/L+kqqiZLM7MNKFtR6wpZ+McVXu6yP3594kd2BNJoz9AmFoI0ZZAufRoDIUcixEbHKbrpX9BYFlYY5eRjRjJA0fp+eFfsPBP/xt7aiL6oZpO4fnvkDp2gtbkbeoT55GNGIm9BzBHRln8xT/QmtqoQ/IgcEtFSr//FWoqQ/65F1HT2U1vUGA1aN64ijM7Te7M8/j1GpVz73ReWq+8so694FXLLL/+KkoiSf4b30bN5CJ9ik2gpNL0fP8nxEf34szP0Lw1hghDtHwBxUysc7/17l4S+w7hLi7QmrgFkkR8114KL3wPIApzPUK89F2D//xfkgSBQFGihkN3pEuuXPb5b//V2lJOfC1q4QrD6n4C4dMSDYQQ65z6QPi4wibAR0NHEC1autSeuJJKEHo027RdR2rhtykYqmqSz+5BU+Mo7Y5oQoSUyte3NBQSEoXcPgqZ3YShT1duH/FYF67XIBQBMSNDKtFPLrOT67d/zdLKlQ3nUBSDnYPfYLD3STQ1ThC4nd21ridJJweRJZVi6dKD3/B7QNMSDPaeIAwDFpY+3dRQJMwuhvpO0bAWmC1+RLiGpmLoKfaNfp/u3AGECHDcGoqs01s4TDY9ErVC3eJRqkqMXSMvMNB9PArvuHVC4RM3C6RTQ+Szexi7/Srl2uebl18Uaz2R1so8y9fPPpBXaS1OrD1LZ367jTJLV97ZsrZhLexK8XNvXB8FhO9TO/s+8X37ie/dR9BoUPvswrrvSJpK5uVvYR47CJKEsG38RrtlQD4bVV/XGhERImYgx00QAufWJM3zl/CXH2EdhaTphE2L4s/bO3hJojl+g76f/DXZJ0+zMDMNYUB8dDfpx09Ru/ARpdd/3Uk21y9foO8nf03+my8y/w9/+7l206Ft05q4haRqZE48hWxsXlrvlhZxS4uomSyZE0/hVcvUzn+45QshXJfW5DhIEqmjj2OY5qbfA8gcP0lizwHK779J+b0/ErYi7yFKSKnrkuvNW9dxZqfxm41OXKF+8TyDf/MfiO89QPWTsw/daephIATEYmAYMpIUDaFcFpw76/Lf/mtjy+ZEd8PFJhQ+lqjiYrMSLtCjDOMKB0tUiIk4QbtPeSACVsIi9bBMRi5QCZdQJBVNMrBEDUGIJFbNTN2a4/yV/4mq6MRiOQ7t/jG6lnigccmyxsjAGZqtEpdv/iO1xixCBJixPLuGv00+s5uRgdNUahN4/qrXKSEz1HuSkf4zCEJmix9TLH2G7dZACDQtQSrRT8teIQi/nM5oXwSSJDPUe4ru3IGoR/bU65RrtxEiJG52MTr0PD1dhzvS1ncdzXD/Uwz1PonVKjE+/QdqjRmECDD0DMP9T9PXdYw9O17i4tjfYztffSxcBH6HveTbFqXrZzetkbjnOcIQv51MD32PlZsf47e+frbQ54G3tEh1aWvZF7W3m9ihyOuyL12n9vs38RZLyMkEPf/p3+Evl1n+258ifB8lkyZ+/DDJMycRnk/zwiVC6+GJJg+ezA4DrBvXVsM8QmBPT+IU5zEGh1ESCYJ6jfjegxCG1C+eX7doOgtzWDeukTn+JHpXN/bs9EMP9uuGbBjE9+zHq5apfvxBx0hAtBO4u+ZBeB6+X0M2YijpeJTriZlRzsQwI8PyCA3Fa793WFkOKRRkVC0qtBsb87l2zb9/i9k1SEsFBIJqmy5cEUtUglXO6WK4+iw9HJbCqIrYDqOJOx+s36muLQgUIsT16rhe1KjnYcI8UdI74NbU71mu3Ox87noWE7Nvk04OkTS7MY3cOkNhxvIM9j6JJMlMz59lfPqNdddtOWVqjRn+VGDoGXq7jgAwNf8eC6XPuOM+uF6Dm5O/4/jBv8HQNyrKxs0CAz1PEIQet6Zeo1RerRh3PYtbU6+TSvSTSvTTkz/I1Pz92YFfNkLfxa4uEu+OaLNaPI1b3yhDcS+IMKS1Mk925zE0M4mRyv+zNRT3g9bfi5Iw8UsrlP/pV3hz7bBhGEYy6ZJEUG8gWjbBSgV3apagUiP7oz8j870XKP/dLxB3aw3dBw9sKEQY4tfX1ysI38evVTF6+pB1g0CW0TJZAtsmsO56SGGIV16OkszpLPwzNBSSbqCm0njlZYLmRurd3dByedLHT2GO7o5ov1IUS9VyeZyFufse/0UxMx0wM/3FGTI+HgvBBC6PNqfyeVC35qnWN75LzVYJz28S09Oo2noPMZveQczIYDsV5ooffyk5iEeJRLybmJHF9Rptg7jeyFutJWqNObrzGw1FLr0TQ89QrU9TqW+sS3HcKrXGDMl4L9n0DmYWzn3l8uIiDKjP3iA3+hh6Iktm+CBLV999yJCQoDF/i8BtoRgm2Z3HaJZmvpAsuAgDRDsSIGtRHuBPIUilpJOgKHiz8/hLq3IuIhSIwEfStfVjDQKsc+eJnzhK/NhBGu+ewx1/uBqlh6DHSn8yMrtfOx7gbVHiCXq+/+cYfQNUPnyP1sStyLjICr0/+stHP8Y2JE0FRYmandzxeBS5nSRbv6uQDH1NgxhAUZA0lVbY6vQkjs6pdXIxkqZGOxn3q19shRBYzSX8YOPuSIiQMPSRJBl5TUhGQiYZ70WSFBrN4kO36fw6kIh1IUkKtlvD9TZuUMLQo2kvb4jrS5JMMt4X9dsWHpnk8KZMLrnd4MjQU1Ftw1fSQHw9ajPXaCyMkxrcT++xb+HbDarTV9fXU0gysqqhJ3MomoG1OLnuHM3SNNWpK+T3PEFh3ymc+jLl8QsETovOpJVkZEVFS2TQzDSN4u0tKfYiDHCtMkLsJJbrx0h301p59Bu8+0GKxOgIW3cx3trzUI6bUSfA5mrEI2y2cG9PY4zuQB8ZfHSGQpJl1HRm/WeqipbJELSahI7T9hpWMEdGUZKpNn+4DVlGzxcQnr8lm+hR4csyb8J1CawGajaHEovj38N903v6iI3spHbhI1beeaOTo1ASySjk9Khj35KEsWeU5FMnkFNJgmqdxrtncSen0QcHSH3rG1R+9ipBNfISlXyW7A9fpvbam3gzc6g9XaSefQa1u4BwPayPztO6fA0EpF/4JqFto+SyaL3dCM+j/vYHODfGv/LEoB/YbG651362hh0jyehapCbquPWvVOri80LTIkq479tb7pB9f+N9kCQZXY9k/fOZ3eTSo5scSYduKsvqut7bXyV8u8H8+d+hJ3MYmR6Gz/wFuflbNJdnCVw7WtzjKWLZPmLZHmqzYxsMRei7FD99HSNdINGzk8GT/4LszmNYixP4dhNJltHMFEamBzPXi11dwnrtf0TtUDeBCHxqM9fJ7jiCkS4wfPonlMcv4LUayIqKYpj4zTrlic/uXc/1JSO0o7VWTphIkoxo5weF5xM2W6jdBZR0iqCyPgIUNFugyCiph2/18OAehSyT2HeQxuVPo4IwSSI2vBO9d4DmjWudUIw1doX0YydIHX0Ct7jQqRkw+gaI7zmAPT+Du7x1oubLhPB9Qt9DiSeQjdgXrrYOHRvr1hj5b3yL9BOnqHzwVtReEEBRkHUjuoYQUR/rdtvGzg5dlonv3o+eL+AUN1LlvkxoA31kf/BnND/+FGdyBvPQfnI//h6l//l3+OUKai6LsWsHzfMXAYjtHkXNpgkqVeREguyPXsZfWqb62zfQervJfPdFQtvBuTURyRvvHqX2+ls0z18kfvwI2e99h6X//r8Ia19tXPihC/PaTYU6x/4pxBI6kLZoFnTnM7ElBXarz+8s/I1mkWp9hnv9YNupfa1hOKs4yeTbf0ff8ZdI9o2S2XGEzI4jRGNevS+B24o0oDaBXSky9fbf0/f4d0gPHSQ1sJfUwN4N5wg9B2/+1n03NtXJiyz37CS/5wkSvaMkenZE3rQkIUkylcmLVKYubWlsHgX8lQrC81G78sgJk6ASPTPhufilFWIH9mDsHcVd0zMbWULNtTf6n0O5+8ENRRCgpjL0/vivsGemkHWD5MEjhLZN5cP3oL3TaU3epvLhe2ROPIWazuDMzXTosZIss/L2653FVVI1jL4BlHgcNZ2N6hhkmdThxwhaLYJmA3dhLooTygpGbz9KMokST6AkU8iaRvLgUfx6laDVxFmYR3irO/XQbtGaGCf9xCl6vv8TnOIckqrhlhZpXPksWsAlCb2nHzWVRo7F0DK5iPq7/zBeZZnQtnEWZiOPCah9co7Y4DC5Z57DHBmNFnwRoqYySJrG4i/+gaBp4ZaKuKUiqaPHo6R2o4be3UusU6m5BpKE3t2Lms6gxEz0QjeSqpHYfwhvuURot3CK8w9u6CQwjx4kqDewProQ7TQsi/hjhzF2DtO8cAn7xi3MIwdpXryKBMQO7ce+MU5oWZiHD6DmslR+/muCSg2/WMI8cpD40UM449Euzp2ZpfH+hxAECM/DPLQfJZX8yg3Fw0KIMNqZCxGxqyTpT8ZYKIrGZv5v5DURFQVKyjra7B2osr7hWCEEvh+9M9X6DNdv/+oLFxGuO38YsHzjQ6zFSZrLs+sW3drMVQKnidNYIVyjj9QsTTP9/s/QQgUt1LiL/oFVnGDiD39Lsm8Xyf49xDJdyJqB8H28Vo1WeYHm0hTN5a1DQHalyMq5N6jfuoTRM0As24timIggwLcb2JVFrKUpmqXpe8qVAwSuzey5X1CfG2vLfuSRFJXAdXAbK9Rnx77y9qj+wiJBvYGaz6EN9a96DgLsm7dJnn6S1HPP4C0s4oxPgRDE9oxiHt4Pvo+/8gjpsSIMKL//JkZPH4n9h5BVDWdhjupH72PPrLqAwvcov/MGXnmZ1OHHooXSD2jNTFE7f67zXUnX0PsGKDz/XdRUOuIDBwGSqpL/5osgBIFrs/DT/4VfXkGOxcg/++2ogE6SkBQFEYZkn/lm9F2rQfGVn+Itr7JxRBBQfvePIELMHbsx+gcJHZuw1Yxi1+kEwvXJPfMsscGR6LyyQujYZE5Gqo+h67D4y3/EmY+ss1+rsPjKT0kdO0F89z4Sew8A7dqNiVsdGRK/VqX0m1+QfeobJA8eQYQh3kqJ0mu/xujpxRwZ7UwsSVHJnjyNuXMXSDKSLBM0LTJPPBWNwXMp/faViML7IJAktO4u9KFBCv/2rwCBJMvI8ThSLBYx1q6OkfvzH6DmsiCB1ttN/a33QYCSz6HmcuT/4kftSSBFmvdWC0mOFlZ/udwJpwk/akj/IJWhXzeECGnZy4AgbnahqeamNQ2P4MpR/Ul7J7oREqaR2zRO2rIjCQhDS6GqsY7h6BwpKRhGZsNxQgRYrSWECEnEu1EUvWM4vhQIQX12jPrs2IY/NZemaS5tJBk41SWc6hJ7C88STxzglvM+d4cJY8SpT1+nOn0VSVY6AomI8IEWZUlS2JU+yfzKVeamf90+h7TmHOFd17w3Ypg0Jq9TnbwUzU9JQggRjeUeHq0i6cTUJJa3suV3Pg/8chX39hTxE8eI7RnFvjzWWUucGxO4swvoO4bo+vf/Gm+pBKFA6+1CTiXxi6XIeDwkHtyjkCQCq0HptVdXJTwcB7FJUUvoONQ+OUf90qeRhEcYRiGoNRoFxq5REo8dY+Fn/3dTXSVJ08i89AJqPotfXiFsNSn+8h+RFBW9vxd/eaWzywciY9HayA/2axWWfvfLzpjvjEWOGeT+5Q+p/vY1ln77SpQg2gwCArt51zmrlN/5A9UP312V5vD96DeuLR6auo09N4NsGJ37InwPe2aC2mefYI4WSB0aZPE3Fyi9/mskdYvHIXi4sJmA0HVxp2ao/+HtdT2b/eXopXXnigQNi9jeKG4d1Op48xHNTng+frlC7Y23onhoG6Fltc8lvnotrC8R5dokrmeRMLvoKRxiduGjR56r8AOXIHDQtSRmLL+hEtrQk+Qyo5uGnqzmIo5bxzDSZFMjLNyVgI/padLJgU2LT8vV27ieRTLeRz6zi8Xly1/q7/q8mKtdbofL1i/YmhJjV+4pbiy/je3XEUH40A6fRFTkKSGDiJhAn9dplJDZkX2Sudolqs4CEDzwuTKxProTuxkr/fGhdc/uiSCg/vY53NkFmp9cXLfmBJUq1V+/Qf6vfoiSyxJLR/kIIQRh3aL6uz/iLz28yODDiwLe0Vd6AAjfI/Dc6IfIbRGw9r8lTUOKGYRNK2Jr3FFC64xMpfK7368WhwhB2LSQEwniJ45Te/0PkWFYe9ydFnXiroVsszFLEkrcBEUmdO3ofb178ZNlOqpsaz9r70hCx4kEedYep0QNT+6MS/gege9FY5NlkCWE5yE8j9aER/r4DmRVwa+30OJJlKSBV2oQOB5aJo5saAQtF2GHGH1ZlLiOV23h15ro3WmE6+Mu19fPNyFwbt4m9c3TBFYLvxS1R5VjRmfhF7aNfe0msYP7kWSZ1uXriHZI0J2Ouumt/besG1EI8EtOVkuSgiwpyLKKriWR2g2BNC2OpiYIhY8IA0IR8DC7wHuhYS2wuHyFob6TjA49h4TMUvlaVGshohBPzMiga0mWKzfXhWsk5Eguoj1mVWlXn8saupbCD2xE6BOKcN1xrlun0VyiK5djqO8UzdYyTTuqFYjpaUYGzpCM925akdyyyyxXbjDQ8wQjA2ewnSo1aw4hQgw9yY7BM5hGbtNj680FFkoXGe5/it0jLyJLCuXabXzfAUmKCh31DOnkEKXKWNt7uTeSehfpWC/ztasIQlTZoD91iEXrBkKEdCV20XBK5MwhZElhpTVF1V4ABIaaYiB1CFXWWWlN0/RWwyA5c4iexB5y8WF2hqfwQ4eqPceSFXnSuhKnK7GLmJqi5VVYssbx261aNcWkJ7EbXUlSd4pbeG2bQSIT6yNnDqFIGrZfZ8kaxw0skno33YnddCV2ocga3X6dpldhvm3kknoXOXMIXYnjBk1K1m1afhVF0uhO7qY/dQhTTbGn8A1CETBfv0LTq7TvYTeF+A5kSaViz1JpzT7QZqXdFwpn7BbO2K1oWVFlwjvtHISg9dkVSs0WyadPoPX3IEkS7lwR6+PPsK/d7OQoJPmOp3b/u/SF1GPvh+SpE/ilFdzZObLf/y7NTy/izsyQevYMQa2GbJqkn38WtaeboFKl/u77BNUaaqFA6punUTMZqq//EXc6Kn7ShwZJnXka88C+aNFrtmh8+DHO+G3kRILEk4+jD/QTtmysj893jtsSkkz84AGU008jyQrWJxewb9wERcE8dADzwH6QwL5+g+alK8iGTuaFb1F7612CahUlkyH93Bmqb7xJ2LKJHztCbO8eJFXBXypRe/s9hG2jZDMkTz2JWigQ1Gs0zn6Ev1SKdud3JrcsY+7oQu9JIykKlQ9u0PsvT2GNzWPPLmP0pInv7cPozlD7bBIlpqHmEqiJGOX3rmPPrJ/g9pXrGKM7yP/VjwnKVSRVQQhB5eevEpQj1pk9dpPk6ZORYXnlN51jvfkijQ8+IvPyiySfriDCEDkWo/b6mzgTX179ixkrsGfkRXQ9iSypKIqOoaeQJIU9I9/BG2gShj5h6DNb/Iji8pcjpxEKn8m5dzCMNF3ZvezZ+RJDfadwfQsEqKqBoadoNBcp124TrPGERwZOU8jtRZZUZFntFLllUyM8duCvO4qyLbvMjcnfdgr9gtBlbvEjMqlB8pldHDvwb9oSJRLxWA5VNSmWLtJTOLzpeKfnPyAZ7yOdHODIvr/Eai4SigAzlkORdRZKFztFeWshRMDU7DvoWoKe/CEO7P4hLbschaAkGU0x0PUUIFGz5h7IUCT0An3JAxTrYwQiRJV1BtNHqNpzhCJgNHeKhrtM1Z7DUBMc6H6BS8VXsdyo0r3mFNmRfQIBLDcnubNShSLEC22ECGl6ZbzAxmnfP00x2d/1PIHwsdxlehJ7Scf6uFl6B4FgT/4MMS3FSnOa7sRuEnrhgd6FpF5gX9fzrDQn8UOHpN5FzSniBhYg8MIWgpCWV6XpVXD8RjstLpE3hzHUFG5gUYjvJGcOc7n4m87zDkIPL3Sx3JWobXGbKJCJDbCncIaqPUcQeuzOn2a6eoFiY2P73LsxcmaQ5RsVGgsReSg1mGTvn+3k2ivjWIvtzXAocMbGccan0JIGfY91s/D+DOKuzqLDT/dTmapTm7l/6PWRGgpkGX1kiLDVQh/oJ6jXCep11O4u/JUyWncXzfOf0rp+g/S3nyN58kmqr72BX6lQf+td8j/5EUpyVc7BWyrR+PATtL5eam+9g79SjjwOWSb17GkkTaX+9nvoQ4NkX/4Oy//np/ds+iHHDJR8jsb75zB2jpB58Xnc2Tn0kWFST5+i9se3EEFI+vlnEb6POz2LPjwYcZRp51mGh5BUDa0rQer0U1Rf/yNho4EcT0A755J54Vv45TL1t94htn8f2ZdfYvnv/wnWJNJkTUGOaUiqgtGbRVIVgqZD5YMxhBeQPDSErKm4K3XcpRrd330Mr9pESRio2QTcZSjClk3lF79GHxpALeQRfoC3uERQrSNJCkIEeMVFKj9/FQR4nYbsElIoaLxzFufWBFpvD8gSwUoZd2YOwpDG+x+tqygPqnUqv/zdQ2vISBDxwUOfEB8/sHHcVTaLHNNRkiZBqbZuhygQNKx5FFndcmELw4BqfQrHqW5ae2A7Fa7d+jk9hSP0FA5hxvIktR4EIhIVbJVYWr5KeFdM/I4EeiBcgtDF85s0NnOwNwkDlcpjXL31CkN9TxI3u8mmRghCn2ZbWqPamEGSVQL8DbvLRrPI1Vs/Y2TgNNnUDtLJQYLQw2ouMjX/AbZTRlF0mq3SBs/C8epcv/0rytXb9HUdxYzlielpBALft2lYC6zUb9N0vpxYuiTJzNUusmSNo8g6j/f/mJTeg+Wu4IcOy80JuuI7NxxXtSMvqTuxh8XGDWx/de4W4jsw1BSXF3+DF9hU7XkO9bzEnH4ZIQRZc4DLxd9Sc4rE1BRZc/CBxqrKOrIkU27NUnXmCUKPO4ar4ZZwgyYDqcOUmrep2qtMRQFMVz9FkmQkZOrOEvu7n0dTYh2vJKl3EwqP+frVzvOUJIWh9FHqziKT5Y8RCEIRMpQ5SskaJ5R80kNJjJROdbqO2/DIjKTQTJXqdJ1Uf7QeGmmdykSN2kwDp+GixiJPPJY1SA0kaJZsrKUmiUwct9xAuD6SLJEeTmLmYrh1l2R/AsVQ0RMalckavr11/ueBDIUzN0v5nT/irTxcWb2/WCJ+7DBabw/uzAxKIoHa3UVYqyM8D2+phHXhM4TjYN+4hTE0wB1RoqD9nbUQjkNQrSI8n6BSJShXAJATCcwD+3Bn54gd2IdsGKj5PGpX/p6GQng+1scXcKdnCJst4seOIMdNzP17sW9PYN+IVB1bvT2Yhw/izm1NaQ1th9B2iI3upHnxEvb4OPgBaiGPsWsUcd0ldnA/SjKJ3t+Hmkmj6AFaPkVsMI9v2SQPDNKaWIqK49rju+Nx+LUmajZO7cIk3nKD5vgisqHhzJY3eBOd3+d6OOOTHaYSRKGTXHKYijVL6Hu0Lq1v+m6oCWJ6hmpzFm92Hm92/q6/p3DGJ9Zfx7ZpXdwovLcBd6l0Np0VLo39Q+dvEtIaGWqJ2Eg38d4hVt7+5C4arOD2zJvA1n0r/MDm2vgr9/yO61nMLJxlYelTdC2JokSS+EHo4XnWphLck7PvMjn3IDIXYsN1hQhZWrlCuXoLXUuhKBph6OO49U6C+urEK6Qee4JQkeCuedtoFrk2/gqGlkZVDYLQx3Vr7XHSvpebxxJ8v8Xc4scsLl9C15Lo6RyBY+PbFq7fRO3tRiQNWPniiX0/cDohljD0CUKvI+H+eZHQ8iT0PAe7X4h6NkhyJC0vachy5C3fMSxu0MINHiw8XnMWmatdYTR/Ej90KdbHWLRu3rc6XUKmO7GbfHwERdLQFRNlE+bZ3ZAlhbieQ5WNjtejyQaB8COJfDkg0RMn1Z+gsC/HzNl59n1vlKWryzRLLVRDIbsjTWY4hZHWmfuo2HnciqGw/we7aBSbjDwzwOWfjqHGFHY8O0jxYon0YJIdZwaRFAm7bKPoCtkdKRI9JvEuk6l3t2aSPZChsGcm1zGbHhR+pYIUi6EN9mPfuo15YB/64CBeaTnq39Bqreoj3enk8jkkfyVViShr5Ur0H1CZncMr3duwCd/v6DVFnPqIHSQZBmFpNeETtlrIprkh7ilJq9XqQbVK+WevEH/sKJnvvoRfXKTy+9eR2v0q/JUKYatFUK7gjN8mqNdRuhJU3h8j9APcpTrLb15BkiQa12bxKhbld693+NnmaA9+2cIcKaDlEpTfGyM2lG+Pb3OpcFlSSbarehGCpruCpphIyJ3YctzIo8gaLbeC41uYeo6gHfeVJY2U2R3tmOxF4nqO/twRFmtj1FsLneMdr0HLLbfPpROKgIa91HmQkqGRe/5oOz/jU33vGolDI+j9OZyZZZrXZ0if3IuSjtO8Oo23Uif99AGURIzQ8TaldD5I/cSD1lj4gb2BSbTlOfnitRd+4HQW97XQunsiinQ+FxWz5vLIpom7WERJJFDMOCIM8JpNnFYFvbcP2dGhOI+sG+i9fYggwF2YQ83mkXUdIQTeUhGtuxclFsNZXMCRXGJHd+MV53EnawhJQkkmOxI9kmFg9PYjhMCdn9uEsCLaifPo3VfkiLa7+tfP11NkPdYvuH7o0HBL3Fh+p7OICwGOXydl9IAkIUvRciZL8rrx3Auh8JmuXmCxMUbWHGRHLtIAm6/fvfFZP550rJdd+ae5XT5L1Z4nruXY371Zp8O7DIcQ+KHLSnOahcbV1XGEAV7oYCQ1kj1xjJSOkdZxai7LN8qkBpKUx2v4TsDcJ4sYKZ14Yb0oqp7Q6NqXQwQCNaagGAr1eYvAieZPGIRoCRW77LAyXqX7QJ6FT5eQJInszo3yL2vxSENPQSPanWhdXTTe/xB9aBBjxzDV39+IpG8/BzrFLprWSY6HtoNfqeBXqlgXPutQNYV3PymCjS+zCEP8xSX03t5I5kII9MF+vOJi28ORkONRkyO1EE1kAGQZv1qj9oe3UC9epvCv/hytt6cdHmvgFYvYtyJxvDtjs6da2FOrBqk1vr4Q0ZmvdP4dNGxEJqrQdebKhC2X5o2Fe/46TYnRk96PIms4fgPdTlC3Fykkd1JtzWFqGQZzxyjVx+nPHmFq+UNUxSBl9lC3F0nGuulO7aVsTbfZOAJZUvADB1lSGcw/huUsU0juYmblEwbzxylb07TuUiCVFBl9sMDyrz4kc/og5t4Bkk/sonF+nNSTe5BUmdjOXlo350g/fQBneglvsYLj+sRGe+/zDP//gJJKkzx6HGd2BsWMo/f0Yo7uxq+UiQ0OQ3szFAm/eW3ttSrGQBZZ0zAGBgksC6+8DJJM6vEnceZmojaakhx52YUutEIX1tXLkQyL40SMoCBA7+kjdByCRp3U0eOEntc+duNYHb+BriTImYM0vQq9yX1oyuZKzndDkhSUdn6HUEKTDXyxuhkIQhdZkkkbvUhI+MLFC1qsNKfoSe4lpXdTteeRJAVdjWH7Ue4gCF36UvspNm6QMXoxtY104c0Q17LoShzHt2i4y3h+C11ZbY4WioBQ+GRifbi+RSgCnKDRaf5k+3UkSSZnDqNI2rpzu0GLLjVNUi/ghy5OYBEIj6XGTXqT+1hpTeL4FpoSI8QHBPEuk+zONNWpOoomo8VV/PZCnxpIEHgBoR9Guk6hINWfINmXoLAny9z5RRYvL2NXHSpTNbymT2FvlniXSX53Frtsoxoq1lKFZqlF4IaEXoisyojg3ob9kRoK4fmELTtSlq3V8FfKmIcP4lcq6FsaCgl9xzDGyBBqdxfm4YPI8Titq9cJm03CZougUiX97efwiou0rlzDm1+g8cE5UmeeQR8a7Eym6htvbtr0496DFjQ/u0j2e39G9gcvQxii5vOUf/UbAsvCnZkl851v487OoeZzHcqv1tdL6plTBA0LOR4nbDYJKjXChkXjo09If+s5zIMHonh/tUbt7ffWtzu7D2oXJmlcmUEIHsAArsLxGggEjldHllVc3+owRUDQcEqUrSlSZm/7+zViWtRkqeksU7czJGNdNJwlbK+O4zVo2EtoikncKOAHLqGINJX8wKFiTeMFG6m8QaOFX7EQjockR3UwsqFhXZogdH0kXQEJrMuTKKm7m87//487LS9bE7eIDY+gpjOomSyhEyV38UK85WUQAjWbRUmlaHx2HmNgEDWfR0kkaVxcVU0IXQd7qu25ptPo3b1Iuo6sqgStJkG9hrtYJGy25b3veBOKgpJKY318jmALqZ2as0ixMcbO3En80KHuLFFuzbQX1QDHr6/z5pzAasf+YSB1kEJ8Z2chP9jzIsvNSWZrkUJAy68yX7/GcPY4QehRbFxnvn6VultifOUsg+kj9KcPIoSgai9Qs+dxA4vxlQ8YzjxOzhyi4ZRYbk4SiPvL5OhKkp25J5ElGQG0vMq6pLIfOszWLjKQPkIhvpNya4bJ8ofU7SLl1jS786fxQpu6vUilnWO5g+XmBFlzgH3dz+EFNrdW3sdyl5mvX0WRNXbmTkUFlMJntnaJurtEdarG2Ku3QYBrebgNl/qcRW2mQW22gZHScBsezaUWlSkZRVcYf2OK0Avx7YDrvxwn1Z/Aa/kEboBddbn+y3FCLyA3msGuOOgpjX0vjzL26m2chockQaN471CddC8XUZKkL8xH1Hp7kGIx3MkplEwGracLe3wicqVzWdypqOOdms8hJxK4M7NoA/1oXYVVqQXPwxm/TdhqV6imU5FBkCScqWnCeqOzw9f6ogXPXyrhLS5tTedUFYwdI7iz8wjbbiemh3GnZxCui5xKYrSv4c7OE1SjSSObMfThYSRNxSsuoqSSUZJXktCHBlFSSYTr4c6tHoMso/X2oHUVEEGAt1D8XNWRDwtdTdCV2h2xmnwr8iy8OgP5YyxWr+MGLVKxHorVawzlH2e+comu5C4SsS5mVz4FIG32YepZlmo3aLkVRrpO0rCXqDRn6M0cQIgQL7BZsSYZzB1jtvzZxoIwQyN9ci+1s9dJPjaKPbWEMdSF3pfDK1awrk2Tenw3SjqOfWsed6lG5pn9iFDgLdeon7vxyO/V1w3ZNMmcOo3fqKP39lH/5EPiew8Q1Gt4lTJaVzdBox7NlXSmXQtkIhsxmteuoPf1o8TjeJUy9sQ4qcdPUv/sE0LLQu/rJ3n4GH69hiQrVM++R/LYcWRNo3kzaryVefIpfKuBdfkzYiOjqJksfmWF1u1bqzI1ayAhoypGVHwZOiiy1kkEq7KBHzqd2gFVNjo78yh5vH7nHQp/zealfW7ZQJIk/NBdly9QJA1FjnJJ0TVWF2a1HQLzQ7dD2AjvW4kudY4TCPzA7Wgnrf2OJhtIkkwQegQiMnqypKDKRlTtHzooso4fuqyNVMiSiirr7fHaa+opVq8bimDDcY8C2Z1pBk/2goDy7RpzH2/saiiE2DTJ8sgNxTa+PtzpBQ1RvF5CQlWMTh7B9a2OJ6ApMULhY6gpJEnCC2z8wCWmJQlCH8dvAAJNMVEVA9urISFjaMkoIdt2ob0tRfo2HeDdRbmPeq78SUM2TWTDRHguQdNCNk0UM97xEjqKvbJC6DqoqTTC9yMDIiuo6XQUA6/X2h6K3ZapkVHT6aia2HUJ7RaSpqGk0gRWA0mWUe606q1VEZ7XEQD1a9V/1sWV27gLq7Jhm2LbUGxjG9vYxjbuic9lKLaxjW1sYxvb+NNXcdvGNraxjW18rdg2FNvYxja2sY17YttQbGMb29jGNu6JbUOxjW1sYxvbuCe2DcU2trGNbWzjntg2FNvYxja2sY174v8BSwtmXgIH5c8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fun_wordcloud(wort=text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "716fbe6f-a476-4876-800b-5f51775c2c53",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}