Created on Cognitive Class Labs

notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: done\n",
      "\n",
      "\n",
      "==> WARNING: A newer version of conda exists. <==\n",
      "  current version: 4.5.11\n",
      "  latest version: 4.7.12\n",
      "\n",
      "Please update conda by running\n",
      "\n",
      "    $ conda update -n base -c defaults conda\n",
      "\n",
      "\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/jupyterlab/conda/envs/python\n",
      "\n",
      "  added / updated specs: \n",
      "    - wordcloud\n",
      "\n",
      "\n",
      "The following packages will be DOWNGRADED:\n",
      "\n",
      "    certifi: 2019.9.11-py36_0  anaconda --> 2018.11.29-py36_1000 conda-forge/label/cf201901\n",
      "    openssl: 1.0.2t-h7b6447c_1 anaconda --> 1.0.2p-h470a237_2    conda-forge/label/cf201901\n",
      "\n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n"
     ]
    }
   ],
   "source": [
    "!conda install -c conda-forge/label/cf201901 wordcloud --yes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: done\n",
      "\n",
      "\n",
      "==> WARNING: A newer version of conda exists. <==\n",
      "  current version: 4.5.11\n",
      "  latest version: 4.7.12\n",
      "\n",
      "Please update conda by running\n",
      "\n",
      "    $ conda update -n base -c defaults conda\n",
      "\n",
      "\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/jupyterlab/conda/envs/python\n",
      "\n",
      "  added / updated specs: \n",
      "    - nltk\n",
      "\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "    certifi: 2018.11.29-py36_1000 conda-forge/label/cf201901 --> 2019.9.11-py36_0  anaconda\n",
      "    openssl: 1.0.2p-h470a237_2    conda-forge/label/cf201901 --> 1.0.2t-h7b6447c_1 anaconda\n",
      "\n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n"
     ]
    }
   ],
   "source": [
    "!conda install -c anaconda nltk --yes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>tweet_id</th>\n",
       "      <th>airline_sentiment</th>\n",
       "      <th>airline_sentiment_confidence</th>\n",
       "      <th>negativereason</th>\n",
       "      <th>negativereason_confidence</th>\n",
       "      <th>airline</th>\n",
       "      <th>airline_sentiment_gold</th>\n",
       "      <th>name</th>\n",
       "      <th>negativereason_gold</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>text</th>\n",
       "      <th>tweet_coord</th>\n",
       "      <th>tweet_created</th>\n",
       "      <th>tweet_location</th>\n",
       "      <th>user_timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>570306133677760513</td>\n",
       "      <td>neutral</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cairdin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica What @dhepburn said.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:35:52 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>570301130888122368</td>\n",
       "      <td>positive</td>\n",
       "      <td>0.3486</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jnardino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica plus you've added commercials t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:15:59 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>570301083672813571</td>\n",
       "      <td>neutral</td>\n",
       "      <td>0.6837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yvonnalynn</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica I didn't today... Must mean I n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:15:48 -0800</td>\n",
       "      <td>Lets Play</td>\n",
       "      <td>Central Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>570301031407624196</td>\n",
       "      <td>negative</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Bad Flight</td>\n",
       "      <td>0.7033</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jnardino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica it's really aggressive to blast...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:15:36 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>570300817074462722</td>\n",
       "      <td>negative</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Can't Tell</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jnardino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica and it's a really big bad thing...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:14:45 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id airline_sentiment  airline_sentiment_confidence  \\\n",
       "0  570306133677760513           neutral                        1.0000   \n",
       "1  570301130888122368          positive                        0.3486   \n",
       "2  570301083672813571           neutral                        0.6837   \n",
       "3  570301031407624196          negative                        1.0000   \n",
       "4  570300817074462722          negative                        1.0000   \n",
       "\n",
       "  negativereason  negativereason_confidence         airline  \\\n",
       "0            NaN                        NaN  Virgin America   \n",
       "1            NaN                     0.0000  Virgin America   \n",
       "2            NaN                        NaN  Virgin America   \n",
       "3     Bad Flight                     0.7033  Virgin America   \n",
       "4     Can't Tell                     1.0000  Virgin America   \n",
       "\n",
       "  airline_sentiment_gold        name negativereason_gold  retweet_count  \\\n",
       "0                    NaN     cairdin                 NaN              0   \n",
       "1                    NaN    jnardino                 NaN              0   \n",
       "2                    NaN  yvonnalynn                 NaN              0   \n",
       "3                    NaN    jnardino                 NaN              0   \n",
       "4                    NaN    jnardino                 NaN              0   \n",
       "\n",
       "                                                text tweet_coord  \\\n",
       "0                @VirginAmerica What @dhepburn said.         NaN   \n",
       "1  @VirginAmerica plus you've added commercials t...         NaN   \n",
       "2  @VirginAmerica I didn't today... Must mean I n...         NaN   \n",
       "3  @VirginAmerica it's really aggressive to blast...         NaN   \n",
       "4  @VirginAmerica and it's a really big bad thing...         NaN   \n",
       "\n",
       "               tweet_created tweet_location               user_timezone  \n",
       "0  2015-02-24 11:35:52 -0800            NaN  Eastern Time (US & Canada)  \n",
       "1  2015-02-24 11:15:59 -0800            NaN  Pacific Time (US & Canada)  \n",
       "2  2015-02-24 11:15:48 -0800      Lets Play  Central Time (US & Canada)  \n",
       "3  2015-02-24 11:15:36 -0800            NaN  Pacific Time (US & Canada)  \n",
       "4  2015-02-24 11:14:45 -0800            NaN  Pacific Time (US & Canada)  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pd.read_csv(\"https://raw.githubusercontent.com/haanjiankur/Twitter-Sentiment-Analysis/master/Dataset/Tweets.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DataFrame has 14640  rows and 15  columns\n"
     ]
    }
   ],
   "source": [
    "print('DataFrame has', df.shape[0],' rows and', df.shape[1],' columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tweet_id</th>\n",
       "      <td>tweet_id</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline_sentiment</th>\n",
       "      <td>airline_sentiment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline_sentiment_confidence</th>\n",
       "      <td>airline_sentiment_confidence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negativereason</th>\n",
       "      <td>negativereason</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negativereason_confidence</th>\n",
       "      <td>negativereason_confidence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline</th>\n",
       "      <td>airline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline_sentiment_gold</th>\n",
       "      <td>airline_sentiment_gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>name</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>negativereason_gold</th>\n",
       "      <td>negativereason_gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retweet_count</th>\n",
       "      <td>retweet_count</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>text</th>\n",
       "      <td>text</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tweet_coord</th>\n",
       "      <td>tweet_coord</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tweet_created</th>\n",
       "      <td>tweet_created</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tweet_location</th>\n",
       "      <td>tweet_location</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_timezone</th>\n",
       "      <td>user_timezone</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         0\n",
       "tweet_id                                          tweet_id\n",
       "airline_sentiment                        airline_sentiment\n",
       "airline_sentiment_confidence  airline_sentiment_confidence\n",
       "negativereason                              negativereason\n",
       "negativereason_confidence        negativereason_confidence\n",
       "airline                                            airline\n",
       "airline_sentiment_gold              airline_sentiment_gold\n",
       "name                                                  name\n",
       "negativereason_gold                    negativereason_gold\n",
       "retweet_count                                retweet_count\n",
       "text                                                  text\n",
       "tweet_coord                                    tweet_coord\n",
       "tweet_created                                tweet_created\n",
       "tweet_location                              tweet_location\n",
       "user_timezone                                user_timezone"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                          int64\n",
       "airline_sentiment                object\n",
       "airline_sentiment_confidence    float64\n",
       "negativereason                   object\n",
       "negativereason_confidence       float64\n",
       "airline                          object\n",
       "airline_sentiment_gold           object\n",
       "name                             object\n",
       "negativereason_gold              object\n",
       "retweet_count                     int64\n",
       "text                             object\n",
       "tweet_coord                      object\n",
       "tweet_created                    object\n",
       "tweet_location                   object\n",
       "user_timezone                    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>tweet_id</th>\n",
       "      <th>airline_sentiment</th>\n",
       "      <th>airline_sentiment_confidence</th>\n",
       "      <th>negativereason</th>\n",
       "      <th>negativereason_confidence</th>\n",
       "      <th>airline</th>\n",
       "      <th>airline_sentiment_gold</th>\n",
       "      <th>name</th>\n",
       "      <th>negativereason_gold</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>text</th>\n",
       "      <th>tweet_coord</th>\n",
       "      <th>tweet_created</th>\n",
       "      <th>tweet_location</th>\n",
       "      <th>user_timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.464000e+04</td>\n",
       "      <td>14640</td>\n",
       "      <td>14640.000000</td>\n",
       "      <td>9178</td>\n",
       "      <td>10522.000000</td>\n",
       "      <td>14640</td>\n",
       "      <td>40</td>\n",
       "      <td>14640</td>\n",
       "      <td>32</td>\n",
       "      <td>14640.000000</td>\n",
       "      <td>14640</td>\n",
       "      <td>1019</td>\n",
       "      <td>14640</td>\n",
       "      <td>9907</td>\n",
       "      <td>9820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>7701</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14427</td>\n",
       "      <td>832</td>\n",
       "      <td>14247</td>\n",
       "      <td>3081</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>negative</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Customer Service Issue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United</td>\n",
       "      <td>negative</td>\n",
       "      <td>JetBlueNews</td>\n",
       "      <td>Customer Service Issue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>@united thanks</td>\n",
       "      <td>[0.0, 0.0]</td>\n",
       "      <td>2015-02-24 09:54:34 -0800</td>\n",
       "      <td>Boston, MA</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>9178</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3822</td>\n",
       "      <td>32</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>164</td>\n",
       "      <td>5</td>\n",
       "      <td>157</td>\n",
       "      <td>3744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.692184e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.900169</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.638298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.082650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.791112e+14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.162830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.330440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.745778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.675883e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.335000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.685592e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.692300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.360600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.694779e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.670600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.698905e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.703106e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            tweet_id airline_sentiment  airline_sentiment_confidence  \\\n",
       "count   1.464000e+04             14640                  14640.000000   \n",
       "unique           NaN                 3                           NaN   \n",
       "top              NaN          negative                           NaN   \n",
       "freq             NaN              9178                           NaN   \n",
       "mean    5.692184e+17               NaN                      0.900169   \n",
       "std     7.791112e+14               NaN                      0.162830   \n",
       "min     5.675883e+17               NaN                      0.335000   \n",
       "25%     5.685592e+17               NaN                      0.692300   \n",
       "50%     5.694779e+17               NaN                      1.000000   \n",
       "75%     5.698905e+17               NaN                      1.000000   \n",
       "max     5.703106e+17               NaN                      1.000000   \n",
       "\n",
       "                negativereason  negativereason_confidence airline  \\\n",
       "count                     9178               10522.000000   14640   \n",
       "unique                      10                        NaN       6   \n",
       "top     Customer Service Issue                        NaN  United   \n",
       "freq                      2910                        NaN    3822   \n",
       "mean                       NaN                   0.638298     NaN   \n",
       "std                        NaN                   0.330440     NaN   \n",
       "min                        NaN                   0.000000     NaN   \n",
       "25%                        NaN                   0.360600     NaN   \n",
       "50%                        NaN                   0.670600     NaN   \n",
       "75%                        NaN                   1.000000     NaN   \n",
       "max                        NaN                   1.000000     NaN   \n",
       "\n",
       "       airline_sentiment_gold         name     negativereason_gold  \\\n",
       "count                      40        14640                      32   \n",
       "unique                      3         7701                      13   \n",
       "top                  negative  JetBlueNews  Customer Service Issue   \n",
       "freq                       32           63                      12   \n",
       "mean                      NaN          NaN                     NaN   \n",
       "std                       NaN          NaN                     NaN   \n",
       "min                       NaN          NaN                     NaN   \n",
       "25%                       NaN          NaN                     NaN   \n",
       "50%                       NaN          NaN                     NaN   \n",
       "75%                       NaN          NaN                     NaN   \n",
       "max                       NaN          NaN                     NaN   \n",
       "\n",
       "        retweet_count            text tweet_coord              tweet_created  \\\n",
       "count    14640.000000           14640        1019                      14640   \n",
       "unique            NaN           14427         832                      14247   \n",
       "top               NaN  @united thanks  [0.0, 0.0]  2015-02-24 09:54:34 -0800   \n",
       "freq              NaN               6         164                          5   \n",
       "mean         0.082650             NaN         NaN                        NaN   \n",
       "std          0.745778             NaN         NaN                        NaN   \n",
       "min          0.000000             NaN         NaN                        NaN   \n",
       "25%          0.000000             NaN         NaN                        NaN   \n",
       "50%          0.000000             NaN         NaN                        NaN   \n",
       "75%          0.000000             NaN         NaN                        NaN   \n",
       "max         44.000000             NaN         NaN                        NaN   \n",
       "\n",
       "       tweet_location               user_timezone  \n",
       "count            9907                        9820  \n",
       "unique           3081                          85  \n",
       "top        Boston, MA  Eastern Time (US & Canada)  \n",
       "freq              157                        3744  \n",
       "mean              NaN                         NaN  \n",
       "std               NaN                         NaN  \n",
       "min               NaN                         NaN  \n",
       "25%               NaN                         NaN  \n",
       "50%               NaN                         NaN  \n",
       "75%               NaN                         NaN  \n",
       "max               NaN                         NaN  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>airline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>3822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>2913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American</th>\n",
       "      <td>2759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>2222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>504</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                airline\n",
       "United             3822\n",
       "US Airways         2913\n",
       "American           2759\n",
       "Southwest          2420\n",
       "Delta              2222\n",
       "Virgin America      504"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['airline'].value_counts().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of Tweets')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the number of tweets each airlines has received\n",
    "colors=sns.color_palette(\"hls\", 10) \n",
    "pd.Series(df[\"airline\"]).value_counts().plot(kind = \"barh\", color=colors, figsize=(14,10), fontsize=10, rot = 0, title = \"Total No. of Tweets for each Airlines\")\n",
    "plt.xlabel('Airlines', fontsize=10)\n",
    "plt.ylabel('No. of Tweets', fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Histograms\n",
    "\n",
    "df.hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Density Plots\n",
    "\n",
    "df.plot(kind='density', subplots=True, layout=(3,3), sharex=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>airline_sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>negative</th>\n",
       "      <td>9178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>neutral</th>\n",
       "      <td>3099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>positive</th>\n",
       "      <td>2363</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          airline_sentiment\n",
       "negative               9178\n",
       "neutral                3099\n",
       "positive               2363"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#counting the number of each type of sentiments \n",
    "df['airline_sentiment'].value_counts().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of Tweets')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the number of each type of sentiments \n",
    "colors=sns.color_palette(\"hls\", 10)\n",
    "pd.Series(df[\"airline_sentiment\"]).value_counts().plot(kind = \"barh\", color=colors,figsize=(10,6),rot=0, title = \"Total No. of Tweets for Each Sentiment\")\n",
    "plt.xlabel('Sentiments', fontsize=10)\n",
    "plt.ylabel('No. of Tweets', fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpGGbbJOMk4B3Ax8ZSaiqPx7pTvI24GcDw19VVftOcp6SJEnStJlUwFxVX02yeKx+SQI8F/hfk5mHJEmSNJOG2Yb5ycANVXXlQNruSb6T5CtJnjzEeUuSJElTYpgB8xHAqQO/rwd2rarHAH8FfCzJtmONmOSoJMuTLF+9evUQsyhJc0uSXZJ8KcnlSS5N8hct/bgkPxq4j+RZA+Mcm2RFkiuSHDSQ/rgkF7d+72pXDiVp3hlKwJxkAfBHwMdH0qrqzqq6qXWfD1wFPHSs8avqxKpaUlVLFi5cOIwsStJctQY4pqoeAewPvCLJXq3f26tq3/b5HEDrtxTYGzgYOCHJZm349wBHAXu2z8HTuByStMkYVg3z04DvVdWqkYQkC0cK4SQPpit8fzCk+UvSvFRV11fVBa37NuByYFHPKIcAp7VKjauBFcB+SXYCtq2qc6uq6G7uPnTI2ZekTdJkHyt3KnAu8LAkq5K8uPVayj2bYwA8BbgoyXeBTwIvr6qbJzN/SdL42k3ZjwG+1ZJemeSi9kjQ7VvaImDlwGirWtqi1j06faz52IxO0pw22adkHDFO+gvHSPsU8KnJzE9z34oz5u7bvgD2OMw3fml6JLkPXZn7qqq6Ncl7gDcB1b7fBrwIGKtdcvWkr5tYdSJwIsCSJUvGHEaSZjPf9CdJc0ySzemC5VOq6tMAVXVDVa2tql8D7wf2a4OvAnYZGH1n4LqWvvMY6ZI07xgwS9Ic0p5k8UHg8qr6l4H0nQYGOwwYeUPrmcDSJFsk2Z3u/pLzqup64LYk+7dpHgl8ZloWQpI2MZN9058kadPyROAFwMVJLmxprwGOSLIvXbOKa4CXAVTVpUlOBy6je8LGK6pqbRvvaLo3um4FfL59JGneMWCWpDmkqr7O2O2PP9czzvHA8WOkLwf2mbrcSdLsZJMMSZIkqYcBsyRJktTDgFmSJEnqYcAsSZIk9TBgliRJknoYMEuSJEk9DJglSZKkHgbMkiRJUg8DZkmSJKmHAbMkSZLUw4BZkiRJ6mHALEmSJPUwYJYkSZJ6TCpgTvKhJDcmuWQg7bgkP0pyYfs8a6DfsUlWJLkiyUGTmbckSZI0HRZMcvyTgHcDHxmV/vaqeutgQpK9gKXA3sCDgP9K8tCqWjvJPEjaBJy1YulMZ2FonrHHaTOdBUnSDJpUDXNVfRW4eYKDHwKcVlV3VtXVwApgv8nMX5IkSRq2YbVhfmWSi1qTje1b2iJg5cAwq1raOpIclWR5kuWrV68eUhYlSZKk9RtGwPwe4CHAvsD1wNtaesYYtsaaQFWdWFVLqmrJwoULh5BFSZIkaWKmPGCuqhuqam1V/Rp4P3c3u1gF7DIw6M7AdVM9f0mSJGkqTXnAnGSngZ+HASNP0DgTWJpkiyS7A3sC5031/CVJkqSpNKmnZCQ5FTgA2DHJKuD1wAFJ9qVrbnEN8DKAqro0yenAZcAa4BU+IUOSJEmbukkFzFV1xBjJH+wZ/njg+MnMU5IkSZpOvulPkiRJ6mHALEmSJPUwYJYkSZJ6GDBL0hySZJckX0pyeZJLk/xFS98hydlJrmzf2w+Mc2ySFUmuSHLQQPrjklzc+r0ryVjP05ekOc+AWZLmljXAMVX1CGB/4BVJ9gJeDZxTVXsC57TftH5Lgb2Bg4ETkmzWpvUe4Ci6x4Du2fpL0rxjwCxJc0hVXV9VF7Tu24DLgUXAIcDJbbCTgUNb9yHAaVV1Z1VdDawA9mvP1N+2qs6tqgI+MjCOJM0rBsySNEclWQw8BvgW8MCquh66oBp4QBtsEbByYLRVLW1R6x6dLknzjgGzJM1BSe4DfAp4VVXd2jfoGGnVkz7WvI5KsjzJ8tWrV294ZiVpE2fALElzTJLN6YLlU6rq0y35htbMgvZ9Y0tfBewyMPrOwHUtfecx0tdRVSdW1ZKqWrJw4cKpWxBJ2kQYMEvSHNKeZPFB4PKq+peBXmcCy1r3MuAzA+lLk2yRZHe6m/vOa802bkuyf5vmkQPjSNK8MqlXY0uSNjlPBF4AXJzkwpb2GuAtwOlJXgxcCxwOUFWXJjkduIzuCRuvqKq1bbyjgZOArYDPt48kzTsGzJI0h1TV1xm7/THAgeOMczxw/Bjpy4F9pi53kjQ72SRDkiRJ6mHALEmSJPUwYJYkSZJ6GDBLkiRJPSYVMCf5UJIbk1wykPbPSb6X5KIkZyTZrqUvTnJHkgvb572TzbwkSZI0bJOtYT4JOHhU2tnAPlX1KOD7wLED/a6qqn3b5+WTnLckSZI0dJMKmKvqq8DNo9LOqqo17ec3ueeboiRJkqRZZdhtmF/EPR90v3uS7yT5SpInjzdSkqOSLE+yfPXq1UPOoiRJkjS+oQXMSV5L99aoU1rS9cCuVfUY4K+AjyXZdqxxq+rEqlpSVUsWLlw4rCxKkiRJ6zWUgDnJMuD3gedVVQFU1Z1VdVPrPh+4CnjoMOYvSZIkTZUpD5iTHAz8HfCHVfWLgfSFSTZr3Q8G9gR+MNXzlyRJkqbSgsmMnORU4ABgxySrgNfTPRVjC+DsJADfbE/EeArwxiRrgLXAy6vq5jEnLEmSJG0iJhUwV9URYyR/cJxhPwV8ajLzkyRJkqabb/qTJEmSehgwS5IkST0MmCVJkqQeBsySJElSDwNmSZIkqYcBsyRJktTDgFmSJEnqYcAsSZIk9TBgliRJknoYMEuSJEk9DJglSZKkHgbMkiRJUg8DZkmSJKmHAbMkzTFJPpTkxiSXDKQdl+RHSS5sn2cN9Ds2yYokVyQ5aCD9cUkubv3elSTTvSyStCkwYJakueck4OAx0t9eVfu2z+cAkuwFLAX2buOckGSzNvx7gKOAPdtnrGlK0pxnwCxJc0xVfRW4eYKDHwKcVlV3VtXVwApgvyQ7AdtW1blVVcBHgEOHk2NJ2rRNKmAe57LfDknOTnJl+95+oN+Yl/0kSdPilUkuamX3SNm8CFg5MMyqlraodY9OX0eSo5IsT7J89erVw8i3JM2oydYwn8S6l+heDZxTVXsC57Tf67vsJ0karvcADwH2Ba4H3tbSx2qXXD3p6yZWnVhVS6pqycKFC6cir5K0SZlUwDzOZb9DgJNb98ncfQlvzMt+k5m/JGliquqGqlpbVb8G3s/d5e8qYJeBQXcGrmvpO4+RLknzzjDaMD+wqq4HaN8PaOnjXfZbh5f3JGlqtTbJIw4DRprSnQksTbJFkt3pbu47r5XftyXZvz0d40jgM9OaaUnaRCyYxnlt0OU94ESAJUuWjDmMJGlsSU4FDgB2TLIKeD1wQJJ96crda4CXAVTVpUlOBy4D1gCvqKq1bVJH0zW92wr4fPtI0rwzjID5hiQ7VdX1rUbjxpY+3mU/SdIUqqojxkj+YM/wxwPHj5G+HNhnCrMmSbPSMJpknAksa93LuPsS3piX/YYwf0mSJGnKTKqGeZzLfm8BTk/yYuBa4HBY72U/SZIkaZM0qYB5nMt+AAeOM/yYl/0kSZKkTZVv+pMkSZJ6GDBLkiRJPQyYJUmSpB4GzJIkSVIPA2ZJkiSphwGzJEmS1MOAWZIkSephwCxJkiT1MGCWJEmSehgwS5IkST0MmCVJkqQeBsySJElSDwNmSZIkqYcBsyRJktTDgFmSJEnqYcAsSZIk9VgwjIkmeRjw8YGkBwOvA7YDXgqsbumvqarPDSMPkiRJ0lQYSsBcVVcA+wIk2Qz4EXAG8KfA26vqrcOYryRJkjTVpqNJxoHAVVX1w2mYlyRJkjSlpiNgXgqcOvD7lUkuSvKhJNtPw/wlSZKkjTbUgDnJvYE/BD7Rkt4DPISuucb1wNvGGe+oJMuTLF+9evVYg0iSJEnTYtg1zM8ELqiqGwCq6oaqWltVvwbeD+w31khVdWJVLamqJQsXLhxyFiVJkqTxDTtgPoKB5hhJdhrodxhwyZDnL0mSJE3K0ALmJFsDTwc+PZD8f5NcnOQi4HeBvxzW/CVpvmr3iNyY5JKBtB2SnJ3kyva9/UC/Y5OsSHJFkoMG0h/XyuwVSd6VJNO9LJK0KRhawFxVv6iq+1fVzwbSXlBVj6yqR1XVH1bV9cOavyTNYycBB49KezVwTlXtCZzTfpNkL7qbs/du45zQHgcK3X0nRwF7ts/oaUrSvOCb/iRpjqmqrwI3j0o+BDi5dZ8MHDqQflpV3VlVVwMrgP1aE7ptq+rcqirgIwPjSNK8YsAsSfPDA0eu6rXvB7T0RcDKgeFWtbRFrXt0+jp8spGkuc6AWZLmt7HaJVdP+rqJPtlI0hxnwCxJ88MNI08qat83tvRVwC4Dw+0MXNfSdx4jXZLmHQNmSZofzgSWte5lwGcG0pcm2SLJ7nQ3953Xmm3clmT/9nSMIwfGkaR5ZcFMZ0CSNLWSnAocAOyYZBXweuAtwOlJXgxcCxwOUFWXJjkduAxYA7yiqta2SR1N98SNrYDPt48kzTsGzJI0x1TVEeP0OnCc4Y8Hjh8jfTmwzxRmTZJmJZtkSJIkST0MmCVJkqQeBsySJElSDwNmSZIkqYcBsyRJktTDgFmSJEnqYcAsSZIk9TBgliRJknoYMEuSJEk9DJglSZKkHkN7NXaSa4DbgLXAmqpakmQH4OPAYuAa4LlV9dNh5UGSJEmarGHXMP9uVe1bVUva71cD51TVnsA57bckSZK0yZruJhmHACe37pOBQ6d5/pIkSdIGGWbAXMBZSc5PclRLe2BVXQ/Qvh8w1ohJjkqyPMny1atXDzGLkiRJUr+htWEGnlhV1yV5AHB2ku9NdMSqOhE4EWDJkiU1rAxKkiRJ6zO0gLmqrmvfNyY5A9gPuCHJTlV1fZKdgBuHNX9JkjRcK85YOtNZGKo9DjttprOgTcRQmmQk2SbJfUe6gWcAlwBnAsvaYMuAzwxj/pIkSdJUGVYN8wOBM5KMzONjVfWFJN8GTk/yYuBa4PAhzV+SJEmaEkMJmKvqB8Cjx0i/CThwGPOUJEmShsE3/UmSJEk9DJglSZKkHgbMkiRJUg8DZkmSJKmHAbMkSZLUw4BZkiRJ6mHALEnzSJJrklyc5MIky1vaDknOTnJl+95+YPhjk6xIckWSg2Yu55I0cwyYJWn++d2q2reqlrTfrwbOqao9gXPab5LsBSwF9gYOBk5IstlMZFiSZpIBsyTpEODk1n0ycOhA+mlVdWdVXQ2sAPabgfxJ0owyYJak+aWAs5Kcn+SolvbAqroeoH0/oKUvAlYOjLuqpUnSvDKUV2NLkjZZT6yq65I8ADg7yfd6hs0YabXOQF3gfRTArrvuOjW5lDRUZ61YOtNZGJpn7HHalE/TGmZJmkeq6rr2fSNwBl0TixuS7ATQvm9sg68CdhkYfWfgujGmeWJVLamqJQsXLhxm9iVpRhgwS9I8kWSbJPcd6QaeAVwCnAksa4MtAz7Tus8ElibZIsnuwJ7AedOba0maeTbJkKT544HAGUmgK/8/VlVfSPJt4PQkLwauBQ4HqKpLk5wOXAasAV5RVWtnJuuSNHMMmCVpnqiqHwCPHiP9JuDAccY5Hjh+yFmTpE2aTTIkSZKkHkMJmJPskuRLSS5PcmmSv2jpxyX5UXvD1IVJnjWM+UuSJElTZVhNMtYAx1TVBe0Gk/OTnN36vb2q3jqk+UqSJElTaigBc3vw/chD8G9Lcjk+7F6SJEmz0NDbMCdZDDwG+FZLemWSi5J8KMn244xzVJLlSZavXr162FmUJEmSxjXUgDnJfYBPAa+qqluB9wAPAfalq4F+21jj+RB8SZIkbSqGFjAn2ZwuWD6lqj4NUFU3VNXaqvo18H66N0xJkiRJm6xhPSUjwAeBy6vqXwbSdxoY7DC6N0xJkiRJm6xhPSXjicALgIuTXNjSXgMckWRfoIBrgJcNaf6SJEnSlBjWUzK+DmSMXp8bxvwkSZKkYfFNf5IkSVIPA2ZJkiSphwGzJEmS1MOAWZIkSephwCxJkiT1MGCWJEmSehgwS5IkST0MmCVJkqQeBsySJElSDwNmSZIkqYcBsyRJktTDgFmSJEnqYcAsSZIk9TBgliRJknoYMEuSJEk9DJglSZKkHtMeMCc5OMkVSVYkefV0z1+SNHGW2ZI0zQFzks2AfwOeCewFHJFkr+nMgyRpYiyzJakz3TXM+wErqrpoMr0AACAASURBVOoHVfUr4DTgkGnOgyRpYiyzJQlYMM3zWwSsHPi9Cnj86IGSHAUc1X7+PMkV05C3ydgR+Mm0ze3kj0/brOaB6d12uO2m0DRuu43ebrtNZS5mgGX2VLDMnkqW2bPXrC6zpztgzhhptU5C1YnAicPPztRIsryqlsx0PrTh3Hazl9tuWlhma5Pitpu9Zvu2m+4mGauAXQZ+7wxcN815kCRNjGW2JDH9AfO3gT2T7J7k3sBS4MxpzoMkaWIssyWJaW6SUVVrkrwS+CKwGfChqrp0OvMwJLPmUqTW4babvdx2Q2aZrU2Q2272mtXbLlXrNEeTJEmS1PimP0mSJKmHAbMkSZLUY94FzEkqydsGfv91kuOGMJ/XjPr9jamex3w2ldsxyXZJ/mwjx70myY4bM+58lGRtkguTXJLkE0m23ohpfGDkbXMeZ3OfZfbcYbk9+1hm323eBczAncAfTcPBco+doqp+Z8jzm2+mcjtuB4xZ8LZXA2vq3FFV+1bVPsCvgJdv6ASq6iVVdVn76XE291lmzx2W27OPZXYzHwPmNXR3av7l6B5JFib5VJJvt88TB9LPTnJBkvcl+eHIAZ/kP5Kcn+TS9rYrkrwF2Kr9Kzulpf28fX88ybMG5nlSkmcn2SzJP7f5XpTkZUNfE7PbxmzH45L89cBwlyRZDLwFeEjbXv+c5IAkX0ryMeDiNuw621mT9jVgD4Akf9W2xyVJXtXStkny/5J8t6X/cUv/cpIlHmfzhmX23GG5PbvN7zK7qubVB/g5sC1wDXA/4K+B41q/jwFPat27Ape37ncDx7bug+nedLVj+71D+94KuAS4/8h8Rs+3fR8GnNy670332tmt6F4r+/ctfQtgObD7TK+vTfWzkdvxOOCvB6ZxCbC4fS4ZSD8AuH1w/fds52tG9gU/E9tu7XsB8BngaOBxdCe4bYD7AJcCjwGeDbx/YNz7te8vA0sGpzfG9D3O5sjHMnvufCy3Z9/HMvvuz3S/GnuTUFW3JvkI8OfAHQO9ngbslfzmbbDbJrkv8CS6jUlVfSHJTwfG+fMkh7XuXYA9gZt6Zv954F1JtqAryL9aVXckeQbwqCTPacPdr03r6o1dzrluI7bjhjivqgbX/YZuZ41tqyQXtu6vAR+kK4DPqKrbAZJ8Gngy8AXgrUn+CfhsVX1tA+bjcTaHWGbPHZbbs45ldjMvA+bmHcAFwIcH0u4FPKGqBg9iMnAEj0o/gO4gf0JV/SLJl4Et+2ZaVb9swx0E/DFw6sjkgP9dVV/c4CWZ3zZkO67hns2Q+rbV7QPjHcAGbmeN646q2ncwYbzjq6q+n+RxwLOANyc5q6reOJGZeJzNSZbZc4fl9uxhmd3MxzbMAFTVzcDpwIsHks8CXjnyI8nITvJ14Lkt7RnA9i39fsBP28H4cGD/gWndlWTzcWZ/GvCndP/IRnaCLwJHj4yT5KFJttnIxZs3NnA7XgM8tqU9Fti9pd8G9NVk9G1nTd5XgUOTbN32+cOAryV5EPCLqvoo8FbathvF42yesMyeOyy3Z715WWbP24C5eRsweLfunwNLWsPyy7j7btA3AM9IcgHwTOB6uoP1C8CCJBcBbwK+OTCtE4GLRhq2j3IW8BTgv6rqVy3tA8BlwAVJLgHex/y+ArAhJrodPwXs0C4vHQ18H6CqbgL+p92k8M9jTL9vO2uSquoC4CTgPOBbwAeq6jvAI4Hz2vZ6LfAPY4zucTa/WGbPHZbbs9R8LbN9NfYEtDY1a6tqTZInAO8ZfYlCkrRpsMyWNNX8NzwxuwKnJ7kX3XMIXzrD+ZEkjc8yW9KUsoZZkiRJ6jHf2zBLkiRJvQyYJUmSpB4GzJIkSVIPA2ZJkiSphwHzDEry3iT/Z6bzoYlJ58NJfprkvBnOywFJVs1kHiYjya5Jfp5ks55hvpzkJa37eUnOmr4cSlPPMn92mY4yf7Ccmw6t3H1wT/+TkvxD635ykiumK2+bOgPmUZI8Kck3kvwsyc1J/ifJb0/BdF+Y5OuDaVX18qp602SnvRF5OS7JR9czzFDWwyz3JODpwM5Vtd/onknuneRtSVa1QunqJG+fihknqSR7TMW0psJE89MC+0ryt4PpVXVtVd2nqtZOZH5VdUpVPWNj8yuNxzL/N8NY5q9rfWX+C5OsbeX9SJn/4SQP3ZiZjbXPbOR0dk/y6yQnjO7Xyt0fTGQ6VfW1qnrYZPMzVxgwD0iyLfBZ4F+BHYBFdG+MunMm8zXd5sp6aLUDU7mP7wZcU1W3j9P/WGAJsB/dK1t/F/jOFM5/NloG3Ny+J2QI200a01wp6yZrrqyHGSjzAc6tqvvQvYr7acAdwPlJ9pnCfGyoI4GfAkvbS3wmpO+Kn4Cq8tM+dMHOLesZ5kXA5XQ74xeB3Qb6Fd3rPK9s/f8NCPAI4JfAWuDnI/Oge7XkP7TuA4BVwN8CN9K9yvVQ4Fl0rwK9GXjNwLzuBbwauAq4CTgd2KH1W9zysgy4FvgJ8NrW72C6B/nf1fLy3Q1dD8BxwEcHfo/Mb0H7/WW6V2J+o83jP4H7A6cAtwLfBhaPWm9/1tbbbXSvMX0IcG4b/nTg3m3Y7ekK9tVtHX+W7t8/A/M+HvgfuoLrb4DzR+X/GOA/xlm2BwFntvW9AnhpS3/xqG34hjHG/Szwqp719oiWv1uAS4E/HJXvlwz8fiHw9db91baObm/z/uOB/eWYgf3lT9vwu7d53Kv9/gBw48C0PzqST7pC/oNt/B+17bZZ67cH8BXgZ20f+vh4+Rlnebdu23Mp3T63ZD37zOB222NwnQyuj75jbSLHqR8/Ix8s8ye0HrDMH6/MfyED5dJA+meBTw783r+tm1uA7wIHjMr/S3r2md+jq3i5FVgJHDeB/foquteI3wA8Z1S/AvYY2B/fA3yOrjx/GmPsowPjXgP8NXAR3Xnh48CWA/1/H7iwLec3gEfN9DE+peXFTGdgU/oA29IVRCcDzwS2H9X/0HZAPYLuLYl/D3xjoH+1A2U7ujdNrQYObv3WObDG2DHXAK8DNqd7M9Vq4GN0tZV7t4PpwW34VwHfBHYGtqB7v/qprd/ilpf3A1sBj6arKXhE638cA4XfRqyHe4zP2IXnCroC8H5074H/fjsYFwAfAT48ar2d2ea7d8vrOcCDB8Zf1oa9P/BsumDsvsAnGCgI27yvbdNZ0NbNzSPL3ob5DvDscZb9K8AJwJbAvm0bHDjeNhw17t+3ef8Z8EjuGcBt3tbJa4B7A/+L7kTxsIF8jxkwD6yjPQZ+j+wvb2zTfhbwi5Ft1fLxuNZ9BfCDge1/LfCY1v0fdPvONsADgPOAl7V+pwKvpTtRbwk8abz8jLM+XkAXBGxGdwJ913r2mcHttjnrD5jHO9Z6j1M/fkY+WOZPdD3cY/xxjt/5WOaP2Z/uT9YNrXtRW7fPoitLn95+LxzI/5jl3MB+8sg27qPoguBDe/L05LY+t6e7YnDmqP6jA+afAU/k7nL+JPoD5vPo/mTsQPdH8uWt32Pp/vg9nq7MX9aG32Kmj/Op+njZc0BV3UrXZmmk4Fmd5MwkD2yDvAx4c1VdXlVrgH8E9k2y28Bk3lJVt1TVtcCX6A7AiboLOL6q7gJOA3YE3llVt1XVpXS1ko8ayMtrq2pVVd1JV6A9J8ng687fUFV3VNV36f7VPnqK1sNEfLiqrqqqnwGfB66qqv9q6+0TwGNGDf9PVXVrW85LgLOq6gcD4z+m5e2mqvpUVf2iqm6jq1l46qhpnVRVl1bVmrZuPg48HyDJ3nSF/WdHZzjJLm25/66qfllVF9LVzr5ggsv8ZuCfgOcBy4EfJVnW+u0P3Idu//hVVf13y8MRE5z2WO4C3lhVd1XV5+hqJUbam30FeGqS32q/P9l+7053kvpu257PpKttvr2qbgTeTlcjPDL93YAHtfWxoW3rltHVSq+lCwKOSLJ5z/CD2+2uCUx/vGNtIsepZJk/8fUwEfOxzB/PdXQBJS0fn6uqz1XVr6vqbLrzw7MmMqGq+nJVXdzGvYiuImP08g9aBny+qn5KV+4+M8kDeob/TFX9T5v+LyeQpXdV1XVVdTNdRcjI/v5S4H1V9a2qWltVJ9MF7vtPYJqzggHzKK1gfGFV7QzsQ/dP6h2t927AO5PckuQWun+xofsHOeLHA92/oAuSJuqmuvsmqDva9w0D/e8YmN5uwBkDebmc7lLOYAG30XlZz3qYiNH5Hm85Nmj4JFsneV+SHya5la55wHaj2l6tHDXtk4E/SRK6gvD0VqiO9iDg5lYoj/gh99y+42qFxL9V1RPpapyOBz6U5BFt2iur6tcbM+1x3NRORiMGt/FX6GoHnkK3jr5MV8g+Ffhay8dudDVb1w/sR++jq2mG7lJxgPOSXJrkRRPNWDsR/S7dJVmAz9DVXvxez2ijt9v6jLd/T+Q4lQDL/BGW+b8x2XKZNv7NrXs34PCR7da23ZOAnSYyoSSPT/KlJKuT/IyuCdCO4wy7FXA4rdytqnPpat//pGcWU1nuHjNqOXehW8dzggFzj6r6Ht3liZHG+yvpLldvN/DZqqq+MZHJTXH2VgLPHJWXLavqR1OdlzHWw+10l8dG/NbocYboGLpa1MdX1bZ0ASF0J7ER91i+qvomXRu+J9MVHP8+zrSvA3ZIct+BtF3p2vZukFbL8290be72atPeZdQNKYPTnup1+hW65T2gdX+d7rLbU9tv6PahO4EdB/ahbatq77YMP66ql1bVg+hqt07YgCd1vICufPnPJD+maxKyJd3NKOOZqmNkMsep5jHL/DawZf4Gl/mjHAZ8rXWvBP591HbbpqreMsZ4Y22nj9E1X9mlqu4HvJd7Lvvo+W5LV1b/uJW9i5i+cvf4Ucu5dVWdOkXTn3EGzAOSPDzJMUl2br93obtk/s02yHuBY9slHpLcL8nhE5z8DcDOSe49Rdl9L3D8yKXBJAuTHLIBeVk83t3EE1gPFwJPSfcs3fvRPR1iutyXrvbhliQ7AK+f4HgfAd4NrKlxmhZU1Uq6GxXenGTLJI+iu/HjlLGGHy3Jq9I9Rm2rJAtac4z70rWf+xbdSedvk2ye5ADgD+guw0K3Tv+o1abs0eY76Aa69n0TUlVX0q2n5wNfbZdcb6BrC/iVNsz1wFnA25Jsm+ReSR6S5KlteQ4f2QfoAv+iq9GaSH6OpLvLft+Bz7OB30ty/4kux0aazHGqecQyv2OZv3Fl/qAkm6V7nNu/0lVUvKH1+ijwB0kOasNs2c4TO48xmbH2mfvS1YL/Msl+9NcWLwM+RNfmeaTcfSJdM6JHbugybaD3Ay9vNeJJsk2S3xv1Z2RWM2C+p9voGqx/K8ntdIXFJXT/cKmqM+jaqJ7WLg1dQtcGdCL+m6492o+T/GQK8vpOun+dZyW5reX18RMc9xPt+6YkF4zRf33r4Wy6NmIXAeczRtuwIXoH3U0tP2n5+sIEx/t3utqS8WoaRhxB197tOuAM4PVteSfiDuBtdJesfgK8gu5Gkx9U1a+AP6TbX35Cd5PJka0mB7q2w7+iKzBPZt0C+zjg5Hap67kTzM9X6C75XjvwO9zzUXdH0t2EeBldUPxJ7r5U+Nt0+8DP6fa1v6iqq9eXnyT7063Df2u11COfM+luDJpMu+31muRxqvnFMr9jmb9xZT7AE1oZeStd07dtgd+uqovhN0H5IXQ3fK+mq4n9G8aOv8baZ/4MeGPb5q+je4LIOpIsAg4E3jGq3D2fbp0tG2u8qVJVy+naMb+b7lyygu4mxjkjVVN91Uja9LS2XTcCj221r5KkOcoyX1PNGmbNF0cD37bglKR5wTJfU2rB+geRZrck19A1RTh0hrMiSRoyy3wNgzXMmvOqanFV7VZV8/011ZonknwoyY1JLhlI2yHJ2UmubN/bD/Q7NsmKJFckOWgg/XFJLm793pVkvLvzpU2GZb6GwYBZkuaek+heiTzo1cA5VbUn3VvVXg2QZC+6l9Xs3cY5IXc/4/Y9wFHAnu0zepqSNC8YMEvSHFNVX+XuFyeMOITuCSy070MH0k+rqjvbU1BWAPsl2QnYtqrOre7u8I/gJW5J89Qm34Z5xx13rMWLF890NiRpg51//vk/qaqFM52P5oHt2dtU1fW5+3W5i7j7ebsAq1raXa17dPo6khxFVxPNNtts87iHP/zhU5x1SRq+vjJ7kw+YFy9ezPLly2c6G5K0wZL8cKbzMAFjtUuunvR1E6tOBE4EWLJkSVlmS5qN+spsm2RI0vxwQ2tmQfu+saWvAnYZGG5nupc4rGrdo9Mlad5Zb8A8zt3W/5zke0kuSnJGku0G+nm3tSRtes7k7rd9LQM+M5C+NMkWSXanu7nvvNZ847Yk+7fy+siBcSRpXplIDfNJrHtn9NnAPlX1KOD7tPfKe7e1JM28JKcC5wIPS7IqyYuBtwBPT3Il8PT2m6q6lO51u5fRvUL3FVW1tk3qaOADdDcCXgV8floXRJI2Eettw1xVX02yeFTaWQM/vwk8p3X/5m5r4OokI3dbX0O72xogycjd1ha+kjTFquqIcXodOM7wxwPHj5G+HNhnCrMmSbPSVLRhfhF3B76LgJUD/Ubuql7EBO+2liRJkjYlkwqYk7wWWAOcMpI0xmAbdLd1m+5RSZYnWb569erJZFGSJEmalI0OmJMsA34feF57qD1M0d3WVXViVS2pqiULF24qjzCVJEnSfLRRz2FOcjDwd8BTq+oXA73OBD6W5F+AB3H33dZrk9yWZH/gW3R3W//r5LLeb8ULlw5z8jNqj5NOm+ksSNKUssyWtClbb8Dc7rY+ANgxySrg9XRPxdgCOLs9He6bVfXyqro0ycjd1mtY927rk4Ct6No8e8OfJEmSNnkTeUrGWHdbf7BneO+2liRJ0pzhm/4kSZKkHgbMkiRJUg8DZkmSJKmHAbMkSZLUw4BZkiRJ6mHALEmSJPUwYJYkSZJ6GDBLkiRJPQyYJUmSpB4GzJIkSVIPA2ZJkiSphwGzJEmS1MOAWZIkSephwCxJkiT1MGCWJEmSehgwS5IkST0MmCVJkqQeBsySJElSDwNmSZIkqYcBsyRJktTDgFmSJEnqYcAsSZIk9VhvwJzkQ0luTHLJQNoOSc5OcmX73n6g37FJViS5IslBA+mPS3Jx6/euJJn6xZEkSZKm1kRqmE8CDh6V9mrgnKraEzin/SbJXsBSYO82zglJNmvjvAc4CtizfUZPU5I0REn+MsmlSS5JcmqSLTemAkSS5pv1BsxV9VXg5lHJhwAnt+6TgUMH0k+rqjur6mpgBbBfkp2Abavq3Koq4CMD40iShizJIuDPgSVVtQ+wGV0Fx8ZUgEjSvLKxbZgfWFXXA7TvB7T0RcDKgeFWtbRFrXt0uiRp+iwAtkqyANgauI4NrACZ5vxK0iZhqm/6G6tdcvWkjz2R5Kgky5MsX7169ZRlTpLmq6r6EfBW4FrgeuBnVXUWG14BIknzzsYGzDe0Zha07xtb+ipgl4HhdqarwVjVukenj6mqTqyqJVW1ZOHChRuZRUnSiNY2+RBgd+BBwDZJnt83yhhpY1Z0WMkhaa7b2ID5TGBZ614GfGYgfWmSLZLsTndz33mt1uK2JPu3p2McOTCOJGn4ngZcXVWrq+ou4NPA77DhFSDrsJJD0lw3kcfKnQqcCzwsyaokLwbeAjw9yZXA09tvqupS4HTgMuALwCuqam2b1NHAB+jawV0FfH6Kl0WSNL5rgf2TbN0qLg4ELmcDK0CmOc+StElYsL4BquqIcXodOM7wxwPHj5G+HNhng3InSZoSVfWtJJ8ELgDWAN8BTgTuA5zeKkOuBQ5vw1+aZKQCZA33rACRpHllvQGzJGluqKrXA68flXwnG1gBIknzja/GliRJknoYMEuSJEk9DJglSZKkHgbMkiRJUg8DZkmSJKmHAbMkSZLUw4BZkiRJ6mHALEmSJPUwYJYkSZJ6+KY/SZK0UVacsXSmszBUexx22kxnQZsIa5glSZKkHgbMkiRJUg8DZkmSJKmHAbMkSZLUw4BZkiRJ6mHALEmSJPUwYJYkSZJ6GDBLkiRJPQyYJUmSpB4GzJIkSVIPA2ZJkiSpx6QC5iR/meTSJJckOTXJlkl2SHJ2kivb9/YDwx+bZEWSK5IcNPnsS5IkScO10QFzkkXAnwNLqmofYDNgKfBq4Jyq2hM4p/0myV6t/97AwcAJSTabXPYlSZKk4Zpsk4wFwFZJFgBbA9cBhwAnt/4nA4e27kOA06rqzqq6GlgB7DfJ+UuSJElDtdEBc1X9CHgrcC1wPfCzqjoLeGBVXd+GuR54QBtlEbByYBKrWto6khyVZHmS5atXr97YLEqSJEmTNpkmGdvT1RrvDjwI2CbJ8/tGGSOtxhqwqk6sqiVVtWThwoUbm0VJkiRp0ibTJONpwNVVtbqq7gI+DfwOcEOSnQDa941t+FXALgPj70zXhEOSJEnaZE0mYL4W2D/J1kkCHAhcDpwJLGvDLAM+07rPBJYm2SLJ7sCewHmTmL8kSZI0dAs2dsSq+laSTwIXAGuA7wAnAvcBTk/yYrqg+vA2/KVJTgcua8O/oqrWTjL/kiRJ0lBtdMAMUFWvB14/KvlOutrmsYY/Hjh+MvOUJG28JNsBHwD2obuP5EXAFcDHgcXANcBzq+qnbfhjgRcDa4E/r6ovTn+uJWlm+aY/SZpf3gl8oaoeDjyarimdz8+XpB4GzJI0TyTZFngK8EGAqvpVVd2Cz8+XpF4GzJI0fzwYWA18OMl3knwgyTZMwfPzJWkuM2CWpPljAfBY4D1V9Rjgdlrzi3FM6Pn5vmxK0lxnwCxJ88cqYFVVfav9/iRdAD2p5+f7silJc50BsyTNE1X1Y2Blkoe1pAPpHvXp8/MlqcekHisnSZp1/jdwSpJ7Az8A/pSu8sTn50vSOAyYJWkeqaoLgSVj9PL5+ZI0DptkSJIkST0MmCVJkqQeBsySJElSDwNmSZIkqYcBsyRJktTDp2RIkiTNM2etWDrTWRiaZ+xx2pRP0xpmSZIkqYc1zNqkrDhj7v7jBdjjsKn/1ytJkobLGmZJkiSphwGzJEmS1MOAWZIkSephwCxJkiT1MGCWJEmSehgwS5IkST0mFTAn2S7JJ5N8L8nlSZ6QZIckZye5sn1vPzD8sUlWJLkiyUGTz74kSZI0XJOtYX4n8IX/397dx3tW1vW/f70BRbwBQUYOzqCgjiVQoU6EacbvRwlSv4DMHDrpaBRKWFp6CsxzpJs50THLn7+CxJsY8wan1CB/3oAUqXmDAxLMQMgoKBMIo2iiEjb4OX+sa8tiz95r9uz7vb+v5+OxHt+1rnWtta51d30/3/W91lpV9YPAjwA3AGcBl1fVauDyNkySw4G1wBHACcB5Sfac4fIlSZKkOTXtgDnJvsCzgLcCVNV3q+obwEnAhpZtA3By6z8JuKiq7q2qm4GtwNHTXb4kSZI0H2ZyhfnxwHbgr5N8LslbkjwMOKiqbgdon49u+VcCt/am39bSdpLk9CSbkmzavn37DIooSZIkzcxMAua9gKcC51fVU4Bv05pfTCITpNVEGavqgqpaU1VrVqxYMYMiSpIkSTMzk4B5G7Ctqj7Thv+OLoC+I8nBAO3zzl7+Q3rTrwJum8HyJUmSpDk37YC5qr4C3JrkB1rSccD1wCXAupa2Dri49V8CrE2yd5LDgNXAldNdviRJkjQf9prh9L8BvDPJg4EvAi+mC8I3JjkN+DLwPICq2pJkI11QvQM4s6rum+HyJUmSpDk1o4C5qq4B1kww6rhJ8q8H1s9kmZIWp0u3rl3oIsyZZz/xooUugiRpAfmmP0mSJGmAAbMkSZI0wIBZkiRJGmDALEmSJA0wYJYkSZIGGDBLkiRJAwyYJUmSpAEGzJI0QpLsmeRzST7Qhg9IclmSm9rn/r28ZyfZmuTGJMcvXKklaWEZMEvSaHk5cENv+Czg8qpaDVzehklyOLAWOAI4ATgvyZ7zXFZJWhQMmCVpRCRZBfwM8JZe8knAhta/ATi5l35RVd1bVTcDW4Gj56uskrSYGDBL0uh4A/A7wPd6aQdV1e0A7fPRLX0lcGsv37aWtpMkpyfZlGTT9u3bZ7/UkrTADJglaQQk+Vngzqq6aqqTTJBWE2Wsqguqak1VrVmxYsW0yyhJi9VeC10ASdK8eAbwc0lOBB4C7JvkHcAdSQ6uqtuTHAzc2fJvAw7pTb8KuG1eSyxJi4RXmCVpBFTV2VW1qqoOpbuZ7x+r6peBS4B1Lds64OLWfwmwNsneSQ4DVgNXznOxJWlR8AqzJI22c4GNSU4Dvgw8D6CqtiTZCFwP7ADOrKr7Fq6YkrRwDJglacRU1RXAFa3/a8Bxk+RbD6yft4JJ0iJlkwxJkiRpgAGzJEmSNMCAWZIkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQNmHDAn2TPJ55J8oA0fkOSyJDe1z/17ec9OsjXJjUmOn+myJUmSpLk2G1eYXw7c0Bs+C7i8qlYDl7dhkhxO93apI4ATgPOS7DkLy5ckSZLmzIwC5iSrgJ8B3tJLPgnY0Po3ACf30i+qqnur6mZgK3D0TJYvSZIkzbWZXmF+A/A7wPd6aQdV1e0A7fPRLX0lcGsv37aWtpMkpyfZlGTT9u3bZ1hESZIkafqmHTAn+Vngzqq6aqqTTJBWE2Wsqguqak1VrVmxYsV0iyhJkiTN2F4zmPYZwM8lORF4CLBvkncAdyQ5uKpuT3IwcGfLvw04pDf9KuC2GSxfkiRJmnPTvsJcVWdX1aqqOpTuZr5/rKpfBi4B1rVs64CLW/8lwNokeyc5DFgNXDntkkuSJEnzYCZXmCdzLrAxyWnAl4HnAVTVliQbgeuBHcCZVXXfHCxfkiRJmjWzEjBX1RXAFa3/a8Bxk+RbD6yfjWVKkiRJ88E3/UmSJEkDDJglSZKkAQbMkiRJ0gADZkmSJGmAAbMk+GNbmQAAIABJREFUSZI0wIBZkiRJGmDALEmSJA0wYJYkSZIGGDBLkiRJAwyYJUmSpAEGzJIkSdIAA2ZJkiRpgAGzJEmSNMCAWZIkSRpgwCxJIyLJIUn+KckNSbYkeXlLPyDJZUluap/796Y5O8nWJDcmOX7hSi9JC8eAWZJGxw7glVX1ZOAY4MwkhwNnAZdX1Wrg8jZMG7cWOAI4ATgvyZ4LUnJJWkAGzJI0Iqrq9qq6uvXfDdwArAROAja0bBuAk1v/ScBFVXVvVd0MbAWOnt9SS9LCM2CWpBGU5FDgKcBngIOq6nbogmrg0S3bSuDW3mTbWtr4eZ2eZFOSTdu3b5/LYkvSgjBglqQRk+ThwHuBV1TVN4eyTpBWOyVUXVBVa6pqzYoVK2armJK0aBgwS9IISfIgumD5nVX1vpZ8R5KD2/iDgTtb+jbgkN7kq4Db5quskrRYGDBL0ohIEuCtwA1V9We9UZcA61r/OuDiXvraJHsnOQxYDVw5X+WVpMVi2gGzjyeSpCXnGcALgP+e5JrWnQicC/x0kpuAn27DVNUWYCNwPfBh4Myqum9hii5JC2evGUw79niiq5M8ArgqyWXAi+geT3RukrPoHk/0u+MeT/QY4KNJnmTlK0nzo6o+wcTtkgGOm2Sa9cD6OSuUJC0B077C7OOJJEmSNApmpQ3zbD6eSJIkSVpMZhwwz/bjido8faanJEmSFoUZBcxz9Xgin+kpSZKkxWImT8nw8USSJEla9mbylIyxxxNdl+SalvZquscRbUxyGvBl4HnQPZ4oydjjiXbg44kkSZK0BEw7YPbxRJIkSRoFvulPkiRJGmDALEmSJA0wYJYkSZIGGDBLkiRJAwyYJUmSpAEGzJIkSdIAA2ZJkiRpgAGzJEmSNMCAWZIkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQMMmCVJkqQBBsySJEnSAANmSZIkaYABsyRJkjTAgFmSJEkaYMAsSZIkDTBgliRJkgYYMEuSJEkDDJglSZKkAQbMkiRJ0oB5D5iTnJDkxiRbk5w138uXJE2ddbYkzXPAnGRP4C+B5wCHA6cmOXw+yyBJmhrrbEnqzPcV5qOBrVX1xar6LnARcNI8l0GSNDXW2ZLE/AfMK4Fbe8PbWpokafGxzpYkYK95Xl4mSKudMiWnA6e3wW8luXFOSzVzBwJfnbelbXjPvC1qBMzvvsN9N4vmcd9Ne789bjZLsQCss2eDdfZsss5eupZ0nT3fAfM24JDe8CrgtvGZquoC4IL5KtRMJdlUVWsWuhzafe67pct9Ny+ss7WouO+WrqW+7+a7ScZngdVJDkvyYGAtcMk8l0GSNDXW2ZLEPF9hrqodSV4GfATYE3hbVW2ZzzJIkqbGOluSOvPdJIOq+iDwwfle7hxbMn9Faifuu6XLfTcPrLO1yLjvlq4lve9StdP9G5IkSZIaX40tSZIkDRi5gDlJJXl9b/hVSc6Zg+W8etzwJ2d7GaNsNvdjkkcm+fVpTntLkgOnM+0oSnJfkmuSbE7yt0keOo15vGXsbXOeZ8ufdfbyYb299Fhn32/kAmbgXuDn5+FkecBBUVU/PsfLGzWzuR8fCUxY8bZXA2v23FNVR1XVkcB3gZfu7gyq6ler6vo26Hm2/FlnLx/W20uPdXYzigHzDrqG5781fkSSFUnem+SzrXtGL/2yJFcneVOSL42d8En+PslVSba0h/eT5Fxgn/ar7J0t7Vvt8z1JTuwt88Ikz02yZ5LXteVem+Qlc74llrbp7Mdzkryql29zkkOBc4EntP31uiTHJvmnJO8Crmt5d9rPmrGPA08ESPLbbX9sTvKKlvawJP87yb+29Oe39CuSrPE8GxnW2cuH9fbSNtp1dlWNVAd8C9gXuAXYD3gVcE4b9y7gma3/scANrf8vgLNb/wl0b7o6sA0f0D73ATYDjxpbzvjlts9TgA2t/8F0r53dh+4tWa9p6XsDm4DDFnp7LdZumvvxHOBVvXlsBg5t3eZe+rHAt/vbf2A/3zJ2LNhNbb+1z72Ai4EzgKfRfcE9DHg4sAV4CvBc4M29afdrn1cAa/rzm2D+nmfLpLPOXj6d9fbS66yz7+/m/bFyi0FVfTPJ24HfBO7pjfop4PDk+2+D3TfJI4Bn0u1MqurDSb7em+Y3k5zS+g8BVgNfG1j8h4A3JtmbriL/WFXdk+TZwA8n+YWWb782r5unu57L3TT24+64sqr6235397Mmtk+Sa1r/x4G30lXA76+qbwMkeR/wE8CHgT9N8ifAB6rq47uxHM+zZcQ6e/mw3l5yrLObkQyYmzcAVwN/3UvbA3h6VfVPYtI7g8elH0t3kj+9qr6T5ArgIUMLrar/bPmOB54PvHtsdsBvVNVHdntNRtvu7McdPLAZ0tC++nZvumPZzf2sSd1TVUf1EyY7v6rq80meBpwI/HGSS6vqD6ayEM+zZck6e/mw3l46rLObUWzDDEBV3QVsBE7rJV8KvGxsIMnYQfIJ4Bdb2rOB/Vv6fsDX28n4g8AxvXn9V5IHTbL4i4AX0/0iGzsIPgKcMTZNkicledg0V29k7OZ+vAV4akt7KnBYS78bGLqSMbSfNXMfA05O8tB2zJ8CfDzJY4DvVNU7gD+l7btxPM9GhHX28mG9veSNZJ09sgFz83qgf7fubwJrWsPy67n/btDfB56d5GrgOcDtdCfrh4G9klwL/CHw6d68LgCuHWvYPs6lwLOAj1bVd1vaW4DrgauTbAbexGj/A7A7prof3wsc0P5eOgP4PEBVfQ34l3aTwusmmP/QftYMVdXVwIXAlcBngLdU1eeAHwKubPvr94A/mmByz7PRYp29fFhvL1GjWmf7pr8paG1q7quqHUmeDpw//i8KSdLiYJ0tabb5a3hqHgtsTLIH3XMIf22ByyNJmpx1tqRZ5RVmSZIkacCot2GWJEmSBhkwS5IkSQMMmCVJkqQBBsySJEnSAANmSZIkaYAB8wJI8ldJ/u+FLoemJp2/TvL1JFcugvI8Nsm3kuy50GWZDUk+lGTdwPgXJflEb/hbSR4/P6WTJmddvrQstrp8Iouxfkuypb1qfLLx5yR5R+tfVt9PfQbMTZJnJvlkkv9IcleSf0nyo7Mw3wd82QNU1Uur6g9nOu9plOX7B/VAnjnZDkvcM4GfBlZV1dHjR062XZNUkie2/iOSXNoq6m8kuSrJiUMLTXJsm8fv9NOr6stV9fCqum9mqzV/2hfVF9sbvB6gqp5TVRumOq+27l+c3RJqubAu/34e6/KdDdblYyare+fDQtVvSR7WAt0PTlCmI6rqiqnMZyl+P02VATOQZF/gA8D/Ag4AVtK9WvXehSzXfFsu26EFZ7N5bD8OuKWqvj2DefwDcBlwEPBoutfAfnMX06wD7mqfUzIH6z5bnkW33o/fnS/tJL5cSVO2XOqwmVou22EB6/LdrntnahHUdb9Ad3w8O8nBU51oEZR7/lTVyHfAGuAbu8jzK8ANwNeBjwCP640ruvfe39TG/yUQ4MnAfwL3Ad8aWwbdO9j/qPUfC2wDfge4E7gdOBk4Efg83Un76t6y9gDOAr4AfA3YCBzQxh3ayrIO+DLwVeD32rgT6N549V+tLP+6u9sBOAd4R294bHl7teEr6N4d/8m2jH8AHgW8ky44/Cxw6Ljt9uttu90N/CHwBOBTLf9G4MEt7/50XwDb2zb+AN1VAnrLXg/8C3AP8H8BV40r/yuBv59k3R4DXNK291bg11r6aeP24e/varuMW78nAge2/kfuxjH50LZN1rb9tmYX272/7r8GXNfL/1Hgyt7wJ4CTW//YsXQ3cD1wSkvfu22LH+pN9+g2/xVtnT4AfKPl+ziwx8D6vK0dB+8D/mLcuCuAX239L2rr8edtvn/U0j4xfrv2zqW/BP53W4fPAE/o5f1Buh8qdwE3Ar+40PWN3dx1WJdPaTtgXT5hXd7yTaXufTFwayv/S4EfBa6lqw/H12+7Ot7ObNvt5l7aWP22D/B64EvAf9DV3fu0cX8LfKWlfww4ojffCxmoFydZ739s2/1q4FXjxt0C/FTv2Pk74B1t3/4qveOJiY+lP2z7827gUuDA3ryPoTvOvgH8K3DsQtcjk26jhS7AYuiAfekqrA3Ac4D9x40/uZ14T6Z7nfhrgE/2xhfdSf9IuleybgdOaONeRO/Lvncw9yvZHcD/AzyILtjZDrwLeARwBN1J/viW/xXAp4FVdEHNm4B3jztQ39xOtB+h+8X45N6BvlNgtxvb4QHTT3JibKWrKPejC8A+D/xU225vB/563Ha7pC33iFbWy4HH96Zf1/I+CnguXWX2CLrK4u9787qC7ovliLassYDvyb08nwOeO8m6/zNwHvAQ4Ki2D46bbB8ObZdx6/dEui/cm9oxcjJw0BSOyRfQfeHuSfdl9cZdbPf+uj+C7ovmwDb8FeC2lr5PG/eoNu3z6L5g9gCeD3wbOLiNOw/4k95yXw78Q+v/Y+Cv6I7ZBwE/QXtz6ATr8lC6ivXEtg+/Svvy7JW/HzDvAH6jlX2f8dufnQPmu4CjW/53Ahe1cQ+j+1J7cRv31LbsI3a1/e2WZod1+VS3wwOmx7q8P/1U6t6/avN/dtunf093QWEl3Y+ln9yN4+0yun8B9umljdVvf9m2x8pWnh8H9m7jfqVtv72BNwDXjDsuJ6wXJ1nnxwLfAw6n+zFy7bjxt/DAgPm/2rrtQXd8nsNwwPwF4Ekt7xXAuW3cSrrj9MQ2r59uwysWui6ZcDstdAEWS9cO6AvprhDsoDv5D2rjPgSc1su7B/Ad2i/FdnA8szd+I3BW69/pBGXnSvYeYM82/Ig2vx/r5b+K+68I3kA7+dvwwe3g3at3oPZ/rV8JrO0d6JNWslPYDg+YfpIT4/d6418PfKg3/D944EldwDPGrefvjpv+DZOU8yjg673hK4A/GJfnfGB96z+C7hf+3hPM6xC6qw6P6KX9MXDhZPtw3PQTblceWPGtAv6CruL4Ht0VgdUD8/zo2LoDp9JV+g8a2O7j1/3jwM/T/Xq/lO6YPAH4b4yrDMdNdw1wUuv/MbqAc482vIl2hRb4A+DisfXbxTH1y638Y19+36Bdye6Vvx8wf3nc9A/Y/uwcML+lN+5E4N9a//OBj4+b15uA1+5u/WC3dDqsy6eyHR4wPdbl/XlMpe5d2cv/NeD5veH3Aq/YjePtv49bftFdaNmjHU8/MoVj/pFtuv16x+WE9eIk079mbH/SXUC5D3hKb/wtPDBg/ti46b9/PE1yLL2ml/fXgQ+3/t8F/mbcvD5C+3G12LrF2NZxQVTVDVX1oqpaBRxJd9C8oY1+HPA/281aY39Bh+7X0Ziv9Pq/Azx8Nxb/tbq/gfw97fOO3vh7evN7HPD+XlluoDu4D5qNsuxiO0zF+HJPth67lT/JQ5O8KcmXknyTLuB85Lg7cW8dN+8NwC8lCd1Vg41VNVEbvscAd1XV3b20L/HA/TtkB90Vpe9LMjb8XwBVta2qXlZVT6Dbh9+mu0qzkySH0AW272xJF9NdzfiZgTKMX/d/pvsCf1brvwL4ydb9c29ZL0xyTe94OpLuyjRV9ZlWzp9M8oN0lfglbdLX0V05ubTdzHfWQNnW0W37HW37v4/htoHj12VXJjveHwf82Ni6tfX7P4H/YzfnryXEurxjXf59U67Ld6Puneq2mcrxNll9d2Bb9hcmKOeeSc5N8oW2DW/pTTNmd46dF9LWuapuo/uOmK86+nnj6uhn0v14XHQMmCdQVf9G9wvtyJZ0K/CSqnpkr9unqj45ldnNcvFuBZ4zriwPqap/n+2yTLAdvk33N9qY+Qw8Xgn8AN3Vmn3pAkHoKp8xD1i/qvo0XRu0nwB+CfibSeZ9G3BAkkf00h4LTGWbQvf34aHj0g6j+/LbaR5VdSvdX21Hjh/XvIDu3PyHJF8BvkhXcb5woAzj9+34gPmfGRcwJ3kc3V++L6NrovFIYDMP3KYb6K4QvwD4u6r6z7YOd1fVK6vq8XRXm347yXHjC5VkFfDfgV9O8pW2Pr8AnJjkwPH5J1mX6boV+Odx58rDq+qMWZq/Fjnr8pbZunyqdfl06t4hUzneJtuXX6Vr7vGECcb9EnASXROZ/bj/+ycT5B2U5MeB1cDZvTr6x4BTB27om806+m/GbZ+HVdW5szT/WWXADCT5wSSvbF/uY78yT6VrXwZde6WzkxzRxu+X5HlTnP0dwKokD56l4v4VsL4FOyRZkeSk3SjLoZPddTyF7XAN8Kx0z1ncDzh7Jiuym8ba5X4jyQHAa6c43dvpmkLsqKpPTJShBbCfBP44yUOS/DDdDSLvnCj/BD4M/ECSFyR5UCvf/0sXYO5Isn+S30/yxCR7tEDxV7h/u473Qro72o/qdc8FfibJo6ZYpk/SfSkdTXfD3xbaFVe6KzrQtfEtur8cSfJidg7i/wY4hS5o/v4V8SQ/29YndO2T72vdeC+ga/v4A711eRLd38SnTnFdpusDwJN6++VBSX40yZPneLlaINblHevyadfls1H39k37eKuq79HdLP1nSR7Trio/PcnedNvwXrrmIA+l+76ZrnV07agP5/51PrLN9zkzmO9UvAP4H0mOb+v3kHSP9Fs1x8udFgPmzt10gcRnknybrlLZTPdLmKp6P/AnwEXt74/NTP1A+kdgC/CVJF+dhbL+T7q/xS9Ncncr649Ncdq/bZ9fS3L1BON3tR0uA95DdzfwVXQByXx5A90NA19t5frwFKf7G7qTf7IrEmNOpfuVfhvwfrp2rpdNZQFVdSddG7GX0N3wsZnuzuWxK5nfbfP+KF1wuZmusnvR+HklOabl/cuq+kqvu4SuCcSUgszqHpt0NbClqr7bkj8FfKmVl6q6nq5t4afovoB/iO5O5v58trX5FF276DGr2/p8q01/Xk38nM51bVx/Xb5C90Uy9JffjLW/ZZ9Nd7f7bXR/C/4JXTtqLU/W5R3r8t2sy2er7u2b4fEG8CrgOrqnktzV5rUH3Y+HL9FdOb+eyS++DEryEOAXgf81bp1vptvOc11H30p3pfzVdBdubqV7KsqijE1TNdv/MkmLR5J96ILYp1bVTQtdnqUoyduA26rqNQtdFkmjybpcC210HjitUXUG8Fkr2OlJcijd0zaesrAlkTTirMu1oAyYtWwluYXuJoiTF7goS1KSPwR+C/jj9hedJM0763ItBjbJkCRJkgYsyobVkiRJ0mKx6JtkHHjggXXooYcudDEkabddddVVX62qFQtdjvlknS1pqRqqsxd9wHzooYeyadOmhS6GJO22JF9a6DLMN+tsSUvVUJ1tkwxJWkaSHJLkn5LckGRLkpe39AOSXJbkpva5f2+as5NsTXJjkuN76U9Lcl0b98b2ohpJGjkGzJK0vOwAXllVTwaOAc5McjhwFnB5Va0GLm/DtHFrgSOAE4DzkuzZ5nU+cDrdi2pWt/GSNHIMmCVpGamq26vq6tZ/N3ADsJLujVobWrYN3P+IrpOAi6rq3vb4wK3A0UkOBvatqk9V9zilt+NjvSSNKANmSVqm2otnngJ8Bjioqm6HLqgGHt2yraR7Je2YbS1tZesfnz7Rck5PsinJpu3bt8/mKkjSomDALEnLUJKHA+8FXlFV3xzKOkFaDaTvnFh1QVWtqao1K1aM1ENBJI0IA2ZJWmaSPIguWH5nVb2vJd/RmlnQPu9s6duAQ3qTrwJua+mrJkiXpJFjwCxJy0h7ksVbgRuq6s96oy4B1rX+dcDFvfS1SfZOchjdzX1XtmYbdyc5ps3zhb1pJGmkLPrnME/X1hetXegizJknXnjRQhdB0uL1DOAFwHVJrmlprwbOBTYmOQ34MvA8gKrakmQjcD3dEzbOrKr72nRnABcC+wAfat2csM6WtJgt24BZkkZRVX2CidsfAxw3yTTrgfUTpG8Cjpy90knS0mSTDEmSJGmAAbMkSZI0wIBZkiRJGmDALEmSJA0wYJYkSZIGGDBLkiRJAwyYJUmSpAEGzJIkSdIAA2ZJkiRpgAGzJEmSNMCAWZIkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQMMmCVpmUnytiR3JtncS3tPkmtad0uSa1r6oUnu6Y37q940T0tyXZKtSd6YJAuxPpK00PZa6AJIkmbdhcBfAG8fS6iq54/1J3k98B+9/F+oqqMmmM/5wOnAp4EPAicAH5qD8krSorbLK8xJDknyT0luSLIlyctb+gFJLktyU/vcvzfN2e2KxI1Jju+le7VCkuZYVX0MuGuica3e/UXg3UPzSHIwsG9Vfaqqii74Pnm2yypJS8FUmmTsAF5ZVU8GjgHOTHI4cBZweVWtBi5vw7Rxa4Ej6K5GnJdkzzavsasVq1t3wiyuiyRp134CuKOqbuqlHZbkc0n+OclPtLSVwLZenm0tTZJGzi4D5qq6vaqubv13AzfQVZonARtatg3cf+XhJOCiqrq3qm4GtgJHe7VCkhaFU3ng1eXbgcdW1VOA3wbelWRfYKJ/AGuiGSY5PcmmJJu2b98+6wWWpIW2Wzf9JTkUeArwGeCgqroduqAaeHTLthK4tTfZ2FWJKV+tsPKVpNmXZC/g54H3jKW1ixtfa/1XAV8AnkRXR6/qTb4KuG2i+VbVBVW1pqrWrFixYq6KL0kLZsoBc5KHA+8FXlFV3xzKOkFaDaTvnGjlK0lz4aeAf6uq71+8SLJirNlcksfTNZf7YrsQcneSY1q75xcCFy9EoSVpoU0pYE7yILpg+Z1V9b6WfEdrZjF2c8idLX0bcEhv8rGrElO+WiFJmr4k7wY+BfxAkm1JTmuj1rLzzX7PAq5N8q/A3wEvraqxGwbPAN5C17TuC/iEDEkjapePlWtXFt4K3FBVf9YbdQmwDji3fV7cS39Xkj8DHkN3teLKqrovyd1JjqFr0vFC4H/N2ppIkgCoqlMnSX/RBGnvpbsgMlH+TcCRs1o4SVqCpvIc5mcALwCuG3vQPfBqukB5Y7ty8WXgeQBVtSXJRuB6uidsnFlV97XpzqB7Pug+dFcqvFohSZKkRW2XAXNVfYKJ2x8DHDfJNOuB9ROke7VCkiRJS4qvxpYkSZIGGDBLkiRJAwyYJUmSpAEGzJIkSdIAA2ZJkiRpgAGzJEmSNMCAWZIkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQMMmCVJkqQBBsySJEnSAANmSZIkaYABsyQtM0neluTOJJt7aeck+fck17TuxN64s5NsTXJjkuN76U9Lcl0b98Ykme91kaTFwIBZkpafC4ETJkj/86o6qnUfBEhyOLAWOKJNc16SPVv+84HTgdWtm2iekrTsGTBL0jJTVR8D7ppi9pOAi6rq3qq6GdgKHJ3kYGDfqvpUVRXwduDkuSmxJC1uBsySNDpeluTa1mRj/5a2Eri1l2dbS1vZ+sen7yTJ6Uk2Jdm0ffv2uSi3JC0oA2ZJGg3nA08AjgJuB17f0idql1wD6TsnVl1QVWuqas2KFStmo6yStKgYMEvSCKiqO6rqvqr6HvBm4Og2ahtwSC/rKuC2lr5qgnRJGjkGzJI0Alqb5DGnAGNP0LgEWJtk7ySH0d3cd2VV3Q7cneSY9nSMFwIXz2uhJWmR2GuhCyBJml1J3g0cCxyYZBvwWuDYJEfRNau4BXgJQFVtSbIRuB7YAZxZVfe1WZ1B98SNfYAPtU6SRo4BsyQtM1V16gTJbx3Ivx5YP0H6JuDIWSyaJC1JNsmQJEmSBhgwS5IkSQMMmCVJkqQBBsySJEnSAANmSZIkaYABsyRJkjTAgFmSJEkaYMAsSZIkDTBgliRJkgbsMmBO8rYkdybZ3Es7J8m/J7mmdSf2xp2dZGuSG5Mc30t/WpLr2rg3Jsnsr44kSZI0u6ZyhflC4IQJ0v+8qo5q3QcBkhwOrAWOaNOcl2TPlv984HRgdesmmqckSZK0qOwyYK6qjwF3TXF+JwEXVdW9VXUzsBU4OsnBwL5V9amqKuDtwMnTLbQkSZI0X2bShvllSa5tTTb2b2krgVt7eba1tJWtf3y6JEmStKhNN2A+H3gCcBRwO/D6lj5Ru+QaSJ9QktOTbEqyafv27dMsoiRJkjRz0wqYq+qOqrqvqr4HvBk4uo3aBhzSy7oKuK2lr5ogfbL5X1BVa6pqzYoVK6ZTREkaWZPcrP26JP/W/hl8f5JHtvRDk9zTu4n7r3rTeLO2JDHNgLm1SR5zCjBWKV8CrE2yd5LD6G7uu7KqbgfuTnJMq3BfCFw8g3JLkiZ3ITvfWH0ZcGRV/TDweeDs3rgv9G7ifmkv3Zu1JQnYa1cZkrwbOBY4MMk24LXAsUmOomtWcQvwEoCq2pJkI3A9sAM4s6rua7M6g64S3wf4UOskSbOsqj6W5NBxaZf2Bj8N/MLQPPo3a7fhsZu1rbsljZxdBsxVdeoEyW8dyL8eWD9B+ibgyN0qnSRpLvwK8J7e8GFJPgd8E3hNVX2c3bhZO8npdFeieexjHzsnBZakheSb/iRphCT5Pbp/AN/Zkm4HHltVTwF+G3hXkn3ZjZu1ve9E0nK3yyvMkqTlIck64GeB49oz8amqe4F7W/9VSb4APIndvFlbkpYzrzBL0ghIcgLwu8DPVdV3eukrxt7ImuTxdDf3fdGbtSXpfl5hlqRlZpKbtc8G9gYua0+H+3R7IsazgD9IsgO4D3hpVY293dWbtSUJA2ZJWnZ252btqnov8N5JxnmztiRhkwxJkiRpkAGzJEmSNMCAWZIkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQMMmCVJkqQBBsySJEnSAANmSZIkaYABsyRJkjTAgFmSJEkaYMAsSZIkDTBgliRJkgYYMEuSJEkDDJglaZlJ8rYkdybZ3Es7IMllSW5qn/v3xp2dZGuSG5Mc30t/WpLr2rg3Jsl8r4skLQYGzJK0/FwInDAu7Szg8qpaDVzehklyOLAWOKJNc16SPds05wOnA6sgPSpyAAAOgElEQVRbN36ekjQSDJglaZmpqo8Bd41LPgnY0Po3ACf30i+qqnur6mZgK3B0koOBfavqU1VVwNt700jSSDFglqTRcFBV3Q7QPh/d0lcCt/bybWtpK1v/+HRJGjkGzJI02iZql1wD6TvPIDk9yaYkm7Zv3z6rhZOkxcCAWZJGwx2tmQXt886Wvg04pJdvFXBbS181QfpOquqCqlpTVWtWrFgx6wWXpIVmwCxJo+ESYF3rXwdc3Etfm2TvJIfR3dx3ZWu2cXeSY9rTMV7Ym0aSRspeC10ASdLsSvJu4FjgwCTbgNcC5wIbk5wGfBl4HkBVbUmyEbge2AGcWVX3tVmdQffEjX2AD7VOkkaOAbMkLTNVdeoko46bJP96YP0E6ZuAI2exaJK0JNkkQ5IkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQN2GTAneVuSO5Ns7qUdkOSyJDe1z/17485OsjXJjUmO76U/Lcl1bdwb22OKJEmSpEVtKleYLwROGJd2FnB5Va0GLm/DJDkcWAsc0aY5L8mebZrzgdPpnvG5eoJ5SpIkSYvOLgPmqvoYcNe45JOADa1/A3ByL/2iqrq3qm4GtgJHt7dK7VtVn6qqAt7em0aSJElatKbbhvmg9hYo2uejW/pK4NZevm0tbWXrH58+oSSnJ9mUZNP27dunWURJkiRp5mb7pr+J2iXXQPqEquqCqlpTVWtWrFgxa4WTJEmSdtd0A+Y7WjML2uedLX0bcEgv3yrgtpa+aoJ0SZIkaVGbbsB8CbCu9a8DLu6lr02yd5LD6G7uu7I127g7yTHt6Rgv7E0jSZIkLVp77SpDkncDxwIHJtkGvBY4F9iY5DTgy8DzAKpqS5KNwPXADuDMqrqvzeoMuidu7AN8qHWSJEnSorbLgLmqTp1k1HGT5F8PrJ8gfRNw5G6VTpIkSVpgvulPkiRJGmDALEmSJA0wYJakEZHkB5Jc0+u+meQVSc5J8u+99BN705ydZGuSG5Mcv5Dll6SFsss2zJKk5aGqbgSOAkiyJ/DvwPuBFwN/XlV/2s+f5HBgLXAE8Bjgo0me1LuZW5JGgleYJWk0HQd8oaq+NJDnJOCiqrq3qm4GtgJHz0vpJGkRMWCWpNG0Fnh3b/hlSa5N8rYk+7e0lcCtvTzbWtoDJDk9yaYkm7Zv3z53JZakBWLALEkjJsmDgZ8D/rYlnQ88ga65xu3A68eyTjB57ZRQdUFVramqNStWrJiDEkvSwjJglqTR8xzg6qq6A6Cq7qiq+6rqe8Cbub/ZxTbgkN50q4Db5rWkkrQIGDBL0ug5lV5zjCQH98adAmxu/ZcAa5PsneQwYDVw5byVUpIWCZ+SIUkjJMlDgZ8GXtJL/v+SHEXX3OKWsXFVtSXJRuB6YAdwpk/IkDSKDJglaYRU1XeAR41Le8FA/vXA+rkulyQtZjbJkCRJkgYYMEuSJEkDDJglSZKkAQbMkiRJ0gADZkmSJGmAAbMkSZI0wIBZkiRJGmDALEmSJA0wYJYkSZIGGDBLkiRJAwyYJUmSpAEGzJIkSdIAA2ZJkiRpgAGzJEmSNMCAWZJGSJJbklyX5Jokm1raAUkuS3JT+9y/l//sJFuT3Jjk+IUruSQtHANmSRo9/62qjqqqNW34LODyqloNXN6GSXI4sBY4AjgBOC/JngtRYElaSAbMkqSTgA2tfwNwci/9oqq6t6puBrYCRy9A+SRpQRkwS9JoKeDSJFclOb2lHVRVtwO0z0e39JXArb1pt7W0B0hyepJNSTZt3759DosuSQtjr4UugCRpXj2jqm5L8mjgsiT/NpA3E6TVTglVFwAXAKxZs2an8ZK01HmFWZJGSFXd1j7vBN5P18TijiQHA7TPO1v2bcAhvclXAbfNX2klaXGYUcDs3daStHQkeViSR4z1A88GNgOXAOtatnXAxa3/EmBtkr2THAasBq6c31JL0sKbjSYZ/62qvtobHrvb+twkZ7Xh3x13t/VjgI8meVJV3TcLZZAk7dpBwPuTQFf/v6uqPpzks8DGJKcBXwaeB1BVW5JsBK4HdgBnWmerb+v71y50EebUE0+5aKGLoEViLtownwQc2/o3AFcAv0vvbmvg5iRjd1t/ag7KIEkap6q+CPzIBOlfA46bZJr1wPo5LpokLWozbcM863dbg3dcS5IkafGY6RXmWb/bGrzjWpIkSYvHjK4we7e1JEmSlrtpB8zebS1JkqRRMJMmGd5tLUmSpGVv2gGzd1tLkiRpFPimP0mSJGmAAbMkSZI0wIBZkiRJGjAXb/qTJEnSInbp1uX7WvNnP3H2X2luwKxFZev7l+8JDPDEU2b/JJYkSXPLJhmSJEnSAANmSZIkaYABsyRJkjTAgFmSRkSSQ5L8U5IbkmxJ8vKWfk6Sf09yTetO7E1zdpKtSW5McvzClV6SFo43/UnS6NgBvLKqrk7yCOCqJJe1cX9eVX/az5zkcGAtcATwGOCjSZ5UVffNa6klaYF5hVmSRkRV3V5VV7f+u4EbgJUDk5wEXFRV91bVzcBW4Oi5L6kkLS4GzJI0gpIcCjwF+ExLelmSa5O8Lcn+LW0lcGtvsm1MEGAnOT3JpiSbtm/fPoellqSFYcAsSSMmycOB9wKvqKpvAucDTwCOAm4HXj+WdYLJa6eEqguqak1VrVmxYsUclVqSFo5tmCXNCt8atTQkeRBdsPzOqnofQFXd0Rv/ZuADbXAbcEhv8lXAbfNUVElaNLzCLEkjIkmAtwI3VNWf9dIP7mU7Bdjc+i8B1ibZO8lhwGrgyvkqryQtFl5hlqTR8QzgBcB1Sa5paa8GTk1yFF1zi1uAlwBU1ZYkG4Hr6Z6wcaZPyJA0igyYJWlEVNUnmLhd8gcHplkPrJ+zQknSEmCTDEmSJGmAAbMkSZI0wIBZkiRJGmDALEmSJA0wYJYkSZIGGDBLkiRJAwyYJUmSpAEGzJIkSdIAA2ZJkiRpgAGzJEmSNMCAWZIkSRpgwCxJkiQNMGCWJEmSBhgwS5IkSQMMmCVJkqQB8x4wJzkhyY1JtiY5a76XL0maOutsSZrngDnJnsBfAs8BDgdOTXL4fJZBkjQ11tmS1JnvK8xHA1ur6otV9V3gIuCkeS6DJGlqrLMlCdhrnpe3Eri1N7wN+LHxmZKcDpzeBr+V5MZ5KNtMHAh8dd6WtuE987aoETC/+w733Syax3037f32uNksxQKwzp4N1tmzyTp76VrSdfZ8B8yZIK12Sqi6ALhg7oszO5Jsqqo1C10O7T733dLlvpsX1tlaVNx3S9dS33fz3SRjG3BIb3gVcNs8l0GSNDXW2ZLE/AfMnwVWJzksyYOBtcAl81wGSdLUWGdLEvPcJKOqdiR5GfARYE/gbVW1ZT7LMEeWzF+R2on7buly380x62wtQu67pWtJ77tU7dQcTZIkSVLjm/4kSZKkAQbMkiRJ0oCRC5iTVJLX94ZfleScOVjOq8cNf3K2lzHKZnM/Jnlkkl+f5rS3JDlwOtOOoiT3JbkmyeYkf5vkodOYx1vG3jbnebb8WWcvH9bbS4919v1GLmAG7gV+fh5OlgccFFX143O8vFEzm/vxkcCEFW97NbBmzz1VdVRVHQl8F3jp7s6gqn61qq5vg55ny5919vJhvb30WGc3oxgw76C7U/O3xo9IsiLJe5N8tnXP6KVfluTqJG9K8qWxEz7J3ye5KsmW9rYrkpwL7NN+lb2zpX2rfb4nyYm9ZV6Y5LlJ9kzyurbca5O8ZM63xNI2nf14TpJX9fJtTnIocC7whLa/Xpfk2CT/lORdwHUt7077WTP2ceCJAEl+u+2PzUle0dIeluR/J/nXlv78ln5FkjWeZyPDOnv5sN5e2ka7zq6qkeqAbwH7ArcA+wGvAs5p494FPLP1Pxa4ofX/BXB26z+B7k1XB7bhA9rnPsBm4FFjyxm/3PZ5CrCh9T+Y7rWz+9C9VvY1LX1vYBNw2EJvr8XaTXM/ngO8qjePzcChrdvcSz8W+HZ/+w/s51vGjgW7qe239rkXcDFwBvA0ui+4hwEPB7YATwGeC7y5N+1+7fMKYE1/fhPM3/NsmXTW2cuns95eep119v3dfL8ae1Goqm8meTvwm8A9vVE/BRyefP9tsPsmeQTwTLqdSVV9OMnXe9P8ZpJTWv8hwGrgawOL/xDwxiR701XkH6uqe5I8G/jhJL/Q8u3X5nXzdNdzuZvGftwdV1ZVf9vv7n7WxPZJck3r/zjwVroK+P1V9W2AJO8DfgL4MPCnSf4E+EBVfXw3luN5toxYZy8f1ttLjnV2M5IBc/MG4Grgr3tpewBPr6r+SUx6Z/C49GPpTvKnV9V3klwBPGRooVX1ny3f8cDzgXePzQ74jar6yG6vyWjbnf24gwc2QxraV9/uTXcsu7mfNal7quqofsJk51dVfT7J04ATgT9OcmlV/cFUFuJ5tixZZy8f1ttLh3V2M4ptmAGoqruAjcBpveRLgZeNDSQZO0g+AfxiS3s2sH9L3w/4ejsZfxA4pjev/0ryoEkWfxHwYrpfZGMHwUeAM8amSfKkJA+b5uqNjN3cj7cAT21pTwUOa+l3A0NXMob2s2buY8DJSR7ajvlTgI8neQzwnap6B/CntH03jufZiLDOXj6st5e8kayzRzZgbl4P9O/W/U1gTWtYfj333w36+8Czk1wNPAe4ne5k/TCwV5JrgT8EPt2b1wXAtWMN28e5FHgW8NGq+m5LewtwPXB1ks3AmxjtfwB2x1T343uBA9rfS2cAnweoqq8B/9JuUnjdBPMf2s+aoaq6GrgQuBL4DPCWqvoc8EPAlW1//R7wRxNM7nk2Wqyzlw/r7SVqVOtsX409Ba1NzX1VtSPJ04Hzx/9FIUlaHKyzJc02fw1PzWOBjUn2oHsO4a8tcHkkSZOzzpY0q7zCLEmSJA0Y9TbMkiRJ0iADZkmSJGmAAbMkSZI0wIBZkiRJGmDALEmSJA34/wEWqyTrK5v5CQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_sub_sentiment(Airline):\n",
    "    pdf = df[df['airline']==Airline]\n",
    "    count = pdf['airline_sentiment'].value_counts()\n",
    "    Index = [1,2,3]\n",
    "    color=sns.color_palette(\"hls\", 10)\n",
    "    plt.bar(Index,count,width=0.5,color=color)\n",
    "    plt.xticks(Index,['Negative','Neutral','Positive'])\n",
    "    plt.title('Sentiment Summary of' + \" \" + Airline+ \" Airline\")\n",
    "\n",
    "airline_name = df['airline'].unique()\n",
    "plt.figure(1,figsize=(12,12))\n",
    "for i in range(6):\n",
    "    plt.subplot(3,2,i+1)\n",
    "    plot_sub_sentiment(airline_name[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>negativereason</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Customer Service Issue</th>\n",
       "      <td>2910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Late Flight</th>\n",
       "      <td>1665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Can't Tell</th>\n",
       "      <td>1190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cancelled Flight</th>\n",
       "      <td>847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lost Luggage</th>\n",
       "      <td>724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bad Flight</th>\n",
       "      <td>580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flight Booking Problems</th>\n",
       "      <td>529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flight Attendant Complaints</th>\n",
       "      <td>481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longlines</th>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Damaged Luggage</th>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             negativereason\n",
       "Customer Service Issue                 2910\n",
       "Late Flight                            1665\n",
       "Can't Tell                             1190\n",
       "Cancelled Flight                        847\n",
       "Lost Luggage                            724\n",
       "Bad Flight                              580\n",
       "Flight Booking Problems                 529\n",
       "Flight Attendant Complaints             481\n",
       "longlines                               178\n",
       "Damaged Luggage                          74"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#counting the total number of negative reasons\n",
    "df['negativereason'].value_counts().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of Tweets')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting all the negative reasons \n",
    "color=sns.color_palette(\"husl\", 10)\n",
    "pd.Series(df[\"negativereason\"]).value_counts().plot(kind = \"barh\",color=color,figsize=(16,10),title = \"Total Negative Reasons\")\n",
    "plt.xlabel('Negative Reasons', fontsize=10)\n",
    "plt.ylabel('No. of Tweets', fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>airline_sentiment</th>\n",
       "      <th>negative</th>\n",
       "      <th>neutral</th>\n",
       "      <th>positive</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>American</th>\n",
       "      <td>71.040232</td>\n",
       "      <td>16.781443</td>\n",
       "      <td>12.178325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>42.979298</td>\n",
       "      <td>32.538254</td>\n",
       "      <td>24.482448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>49.008264</td>\n",
       "      <td>27.438017</td>\n",
       "      <td>23.553719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>77.686234</td>\n",
       "      <td>13.079300</td>\n",
       "      <td>9.234466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>68.890633</td>\n",
       "      <td>18.236525</td>\n",
       "      <td>12.872841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>35.912698</td>\n",
       "      <td>33.928571</td>\n",
       "      <td>30.158730</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "airline_sentiment   negative    neutral   positive\n",
       "airline                                           \n",
       "American           71.040232  16.781443  12.178325\n",
       "Delta              42.979298  32.538254  24.482448\n",
       "Southwest          49.008264  27.438017  23.553719\n",
       "US Airways         77.686234  13.079300   9.234466\n",
       "United             68.890633  18.236525  12.872841\n",
       "Virgin America     35.912698  33.928571  30.158730"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df['airline'], df['airline_sentiment']).apply(lambda a: a / a.sum() * 100, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe1fdc0a390>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(index = df[\"airline\"], columns = df[\"airline_sentiment\"]).plot(kind='barh', figsize=(12,8), alpha=0.5, rot=0, stacked=True,title=\"Airline Sentiment\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tweet_created'] = pd.to_datetime(df['tweet_created'])\n",
    "df[\"date_created\"] = df[\"tweet_created\"].dt.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">airline_sentiment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>airline_sentiment</th>\n",
       "      <th>negative</th>\n",
       "      <th>neutral</th>\n",
       "      <th>positive</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_created</th>\n",
       "      <th>airline</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-02-16</th>\n",
       "      <th>Delta</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2015-02-17</th>\n",
       "      <th>Delta</th>\n",
       "      <td>108.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>213.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>233.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>272.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>12.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-18</th>\n",
       "      <th>American</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>105.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>110.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>244.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>257.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>19.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-19</th>\n",
       "      <th>American</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>135.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>127.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>193.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>272.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>24.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-20</th>\n",
       "      <th>American</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>91.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>132.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>248.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>342.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>21.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-21</th>\n",
       "      <th>American</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>98.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>257.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>291.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>365.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>37.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-22</th>\n",
       "      <th>American</th>\n",
       "      <td>762.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>255.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>129.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>561.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>532.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-23</th>\n",
       "      <th>American</th>\n",
       "      <td>826.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>137.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>125.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>71.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>116.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>372.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>449.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>31.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2015-02-24</th>\n",
       "      <th>American</th>\n",
       "      <td>369.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta</th>\n",
       "      <td>37.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest</th>\n",
       "      <td>102.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways</th>\n",
       "      <td>121.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United</th>\n",
       "      <td>142.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            airline_sentiment                 \n",
       "airline_sentiment                    negative neutral positive\n",
       "date_created airline                                          \n",
       "2015-02-16   Delta                        1.0     1.0      NaN\n",
       "             United                       2.0     NaN      NaN\n",
       "2015-02-17   Delta                      108.0    86.0     69.0\n",
       "             Southwest                  213.0    85.0     86.0\n",
       "             US Airways                 233.0    30.0     48.0\n",
       "             United                     272.0    75.0     49.0\n",
       "             Virgin America              12.0    21.0     21.0\n",
       "2015-02-18   American                     1.0     NaN      NaN\n",
       "             Delta                      105.0    86.0     77.0\n",
       "             Southwest                  110.0   106.0     76.0\n",
       "             US Airways                 244.0    32.0     41.0\n",
       "             United                     257.0    90.0     59.0\n",
       "             Virgin America              19.0    21.0     20.0\n",
       "2015-02-19   American                     NaN     NaN      1.0\n",
       "             Delta                      135.0    70.0     78.0\n",
       "             Southwest                  127.0    94.0     96.0\n",
       "             US Airways                 193.0    54.0     32.0\n",
       "             United                     272.0    85.0     69.0\n",
       "             Virgin America              24.0    26.0     20.0\n",
       "2015-02-20   American                     1.0     NaN      NaN\n",
       "             Delta                       91.0    90.0     70.0\n",
       "             Southwest                  132.0   110.0     77.0\n",
       "             US Airways                 248.0    52.0     33.0\n",
       "             United                     342.0    99.0     85.0\n",
       "             Virgin America              21.0    32.0     17.0\n",
       "2015-02-21   American                     1.0     NaN      NaN\n",
       "             Delta                       98.0    79.0     66.0\n",
       "             Southwest                  257.0    60.0     53.0\n",
       "             US Airways                 291.0    39.0     30.0\n",
       "             United                     365.0    88.0     53.0\n",
       "             Virgin America              37.0    12.0     28.0\n",
       "2015-02-22   American                   762.0   132.0     94.0\n",
       "             Delta                      255.0    76.0     77.0\n",
       "             Southwest                  129.0    77.0     73.0\n",
       "             US Airways                 561.0    60.0     27.0\n",
       "             United                     532.0   102.0     69.0\n",
       "             Virgin America              27.0    16.0     10.0\n",
       "2015-02-23   American                   826.0   178.0    137.0\n",
       "             Delta                      125.0   195.0     71.0\n",
       "             Southwest                  116.0    83.0     77.0\n",
       "             US Airways                 372.0    74.0     42.0\n",
       "             United                     449.0   109.0     83.0\n",
       "             Virgin America              31.0    37.0     23.0\n",
       "2015-02-24   American                   369.0   153.0    104.0\n",
       "             Delta                       37.0    40.0     36.0\n",
       "             Southwest                  102.0    49.0     32.0\n",
       "             US Airways                 121.0    40.0     16.0\n",
       "             United                     142.0    49.0     25.0\n",
       "             Virgin America              10.0     6.0     13.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['date_created','airline'])['airline_sentiment'].value_counts().to_frame().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud,STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualization using wordcloud for the negative tweets\n",
    "words = ' '.join(df[df['airline_sentiment']=='negative']['text'])\n",
    "cleaned_word = \" \".join([word for word in words.split() if 'http' not in word and not word.startswith('@') and word != 'RT'])\n",
    "wordcloud = WordCloud(stopwords=STOPWORDS, background_color='black', width=3000, height=2500).generate(cleaned_word)\n",
    "plt.figure(1,figsize=(12, 12))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualization using wordcloud for the positive tweets\n",
    "words = ' '.join(df[df['airline_sentiment']=='positive']['text'])\n",
    "cleaned_word = \" \".join([word for word in words.split() if 'http' not in word and not word.startswith('@') and word != 'RT'])\n",
    "wordcloud = WordCloud(stopwords=STOPWORDS, background_color='black', width=3000, height=2500).generate(cleaned_word)\n",
    "plt.figure(1,figsize=(12, 12))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oSqLKXOF8RYWqOvd/X2HFqgTSlsKgj+ertF7yneMqzdcGTC3gyljKQ8ZS56WTR94bYoJrz64jlFpH2/Dr6pCxbIfMMULRqgnh6r9hG9zGf6H2dYWYN2lK+C/j9z2Evf3WbgLHkHxZY+ToJHdtXnUV/NcL/Jp9lq9B/DLNWqIl01aZGwvKHUoGRF2KXAcbs0YwM7YVtbXz/RQAcOUV8d9Oci3hc35ZEu3eBWXJqK4tI81ThvzD/8gfxADhlb7kf9VZhcg995TRfI4BVzSPTVfVsFhwqQcaNaUvXpL+uhiHvnmOfdOf4f5Rej9la2cTlYXasju9adfITSrHkTkvsHfyE7y8kCFzHWXPIWsenw9c3vkOuz97iOOLI5GTQP8BcWPUABiaaFd+ef22Bt4H14v+o0JWn65hfVbVhHfPT3V9BL3D0IxYX7okI5bRvKTbf8IhsKPo2SmoG1LunVTr2TRFdXI6ksYvZCRGhWOSJy8Fv5Y+KIcJfusEUesZB35VaR1ZlL99Td3xXyGD+KXUH+7Kol/BIihY5toJyxdpNUvB4/iDcsViQVkKegTOILRJR/gLMwRIr/Uk/rDMtW/EbKdMhaUM2dsPwPnb8bT9TIoCAPJTVcmCX8djRaqCdOtujLt3tHuDoCjuza1h72FO2Ud1nf36Vg7OrIsGAKx50g/G5gakMX2+8se1n+OUOo+pJVmyUJ0j9mEejs4TpMWjE5iOPhbITWR+40C3zspO11BRQgzqTHpRiGdnxFW8qOauC++vVZcAjpEhMtf8jKp39B+kk8Zpz+XOpIkPqt4mMh7PilUp6qorYGBsJnoOHPYNo3RRDk3aE57fntVOjV5V0HYKqOLk9+dqUOijykS0ev0meJMvPHEJRefIlUKYUJWaDFNvX9GzuoVfRXwcya/UxN0DVWmpApOCBE7DPyY8Zx78nXAeUy8f2n08v5mL0pfP1XNoGoTiUJ5IfBzPLPUSE7FJNUZVkSqk4mUMkiYuFJRbnTEWxp5uKP73NgpPX1HL+izqJS7FFXW1gIEh4O+ZKWoTfq1PfH28C6ntxfkM/DFffn7kZe0FP3/SQq3/rADc3p+Imkrl3GmEZMWVYtuHd+WOW9D8IqVYnHe+O2OxaGRKFt3CtZlAd4ZFVz/A+r43Ga2hDmQJVW3ifXA9MtcqllOdFatSvDywhOB7auGsXMRmaWaCuo6kMWoqVAvwMDK3Qk058zXMnbxU2q8+oohotR0VCttRoUoFY6X9tBP+G7aJRGHimmXwWbZG1O86dgIsgsVVloTjmBYHSN/zI2F9AMg8vF8gVgGAzxf1VSYmkARs2i+7RP28igrKPYSBVik/UKeMYpFNXUExMtfu1vUxWCRwCRuLrG1kK3sT30zEpSgWE6FtPl5DfRvCRKhKcmHbGwwKCyS0rX3WT2WrIhOhKoROLDJl7bN+lGsqAtUZbN2oM6SoE8lrfcmvJa2o0lf/VBZW74PrkTRuESx7tIPDFyMpxxp7usJtHbGwUPmzKOT8IPgdcF32lSgLhuvSqXL3lIQVqwxwbNpJZrBUk6GzCM9l2frx6UXXVJXkwcTKQfRs59cSCdfkz2s2khhklf3qjrqPpnUkBag84apsyitp4Sn5nHl4v8LzFemPWzSHtg8AKhPitV41q8nqbajOy0HiD+tFz2+XK3YGdc0xtLSC06DhyDh+UO5YXeL/TX/w63iI33VV5rjOF+eBw+Xgfv9NWjlXl8vztbYXE3yPrEPCZ/RuJFa928Nx8keUfSp6/GiN9iPImWiUEZi3fksgiVVV0eb1eYt+5Ewh6a+L1bb+tEMd8dPnj+QPVBKhCBSKTXljZOG+bQFKLt2lXcdt3TcyRWfmmp9F+2Su/UUhNwA2wIoC6WAir+6fyBxv6epLeFalylRDIuqYctecZvZuhOfUB7JrIdc3ksYvRNL4heBVVNKOaUiZA5hClb5KVYwd5Ad3qRt9Ep+a4sGAzfIHNWBKrj2G75F18D1C/hvne2QdHCd/BH51DaWglY5B/N+nZqhT7UZc7Xi2sFHrelTiUpXsAsqQ+LxAqXljt7cmtf0wklkWDmmoRKlPGzul1tIFho62KL50T/5ADcCKVRUxNNX/mvD6hLyKWdL9fJ6e/RVXIylfrUTS+IWoycih7OdaUAc2NDSE7gVZf8gOSlKGt8vDYOJC/PDjN3cF7Lr1gk2bjmiyWvzz1mT1Npg4u8F1+GhR0Jiw3dDGljDWa+psQr8k0s8KweHA55tFMLJ3VG0dBWmzbwoCl30EXjXx982xVzN0vjAXXCNqnz0qOvw1Cy13iwO+2v0xHS6DWxHGdLksDsaj24NrYoSOZ74F11j/LgBzfz+DhM+WoDavEL5H1sF9/Uz4HloD3yPrRCI1ceJKyrn+npn467TgxikuxRU8HtDER7/8VWceIxdo2Rh6S617KJv+SdngrL+XRyk1T50khisnmPWFsvuy4wnKn7wSZRQwby87qFZRWLFKQ00ZsVwcnXU15PM1hOf6VgxB01B9P9pM2YbgMcthaCIWY8GfLqMUstJ5Vxsi6Qu3ouQq+ZO65+7lOjiN9olbGIa4hWEofRmukfW9ZxB/huK3rELB3RsoCidbOaqyM5B56hjB5/bt8jDUFhUSLKam7p4aOWuTVVuR+MN61OTnovT1K5j7BWhkH0m6XJ6P8Il78WbNabgNFyfcD5g/GAbmJngwaAs6nZ8D16FkC5M0bQ5OxeOPd+LljAMiQfr0093w/6a/aEzzzaOR9ucjmXsYWpqi09nZeDRsO1wGhZA30hNSvt6MhM+WwNjLDeByZYpUST7+KA/+npnw98zEiT+pfbj1jfxU/Tjn5Z3vlJqXl6x4rmEq3ucqVLwq2dkrcnYeQdK4ReDX1sFp1mdqTYPFilUaIo8Sc4Q6Nu1EM5JFHlSC1djCFiHj1qLNlG1oM2UbjC3JVyHaFP4WXdtobS8q8g+pJ18mC5m4jcvh8IFYLDVZvQ12nXuQxr1dHgb7Hn0ZWTRLoyNgYGYO37Blar/2N7S0gqGlFbL/OYHKVO36v5fHi638Tn2bI+v8CwDA/f6b4DeLHGQiTfi4/yJ8pd/PJZ5tWnoh6bdbMvfocPJrkY9qxmnNfIhRB0JXgOydx5B/+AKta4A8Vq6lz2PakHFtYqW1vfhq0piqlI99X0ietJSxHyxT9O9+RY+xcPJCWQ590mMWesL3hqHJkBmwdPOXO7YwMQLxV/Zr/lASOH4p2y+Zpf5SV1YKh97EKNyCB9TlPfNvX0X+7atyA5/Sj+3X2DV9ban2yrBKU/KGmEzdfbT4Q3rS7/JLona5PB9vN5xD7o1oQvv90E1oumoEXq84CV4N0dVA0T30AZuBXWE/dhAAEPxSi/69JxKsaYt2oTpZdnJ6IZ+PN8fKpeoL2tFH+Dw+OFwOoe2Dyb44tiBCRyeST7fPydmAPvmuBT75roUOTtOwsO7fBTlsnlX1EL43jHA1HfjRtwRrn/S1NesCQE/I52sI/r369L0ydHaQP4ilXvN2eZhIXFZlZ6DJ6m3g19YSyrpKik+m1tK8m5cJz8I1hP+X3BcArIJb4e3yMBjZO8L328WksdLjtR2s5TIwBJn/iC2ZaceYl4xus28Kkg/cRe71aMp++86N0Wb/l3g4eCuhnWqPmsJyNJ4zELFb/2W8vzaxHzuINhuAsF1oYU34bAnOXXLU2tn0lajr2QjuS4ysbzXITa/FaushjXR9BK0gbf0UPitaJIDKikq1RtK4RaRqWWzqKhadY2BsqlWh6r3vOyRNXMx4vPtm/fSL5VVU6foI9RppoSd8TtpFHclOJQxliUWm46naavJzadfWtkBN2ntT5F8aMfMgnPsLAiPu999ECIQqeZ2ByK8PwW9WP5FvaZfL81FXVoVHw39A+MS96HJ5PrzGd6PcJ+/uWzh0a0Joo9vjySe70OXyfDiH6qcFS1baKskxXrsWAACaBRni0UP9rlalaUpyyH/PpC2t+gZd9a76iCwxyESUqmuMMmMBVqzKJeXeX/DsKq7I49S8O3Ki7qDxgCmEcS/2abaWeX2m5fjvRF+/PKB6PXRJKEubcrmMcpUaOtrBfesCtZxDeIbSO0+R9+tfCs21+bA3bEf2J7WnfKXdCmMs7ydpJx4j7cRj0XPpW3FkOlVu0/idVxC/k7o6lqxcqLXFFci6QE4oTzdHn/KqKgWHAwM7sS/qmFH5tEP1vUCAOrB0MNb1ERSmrpan6yOw/AcrVuWQE32fIFY9uwxHTtQdWHs2I4zj1b7fn5qZUletvYhS7wMbUHr3GfL2niC004lDdWDZvR0su7cTPWdv+R0VkW8pxzb6bjaM3MkJpzWN25LZ4FfXIHPzLoXnNlo+F0ZugjMXnvkXRRevq/t4LA0Ul0Et678AZYD3nqXgWpgR2uSVUv3qi0KZ/Q0Bj2By7tb0GP32001/XYLAbiaENm0WJGARw4pVBhQlR8PGK0jXx2gQtJmyTe1uAJTW1f+w7NYWlt3aUvZJr2E7vC9sPuqr1rM5z52k1DxlKlgxJWPd90rPNXJzQdI0xd0mvH5eDY4JvWUlaaLqr9csJBDOsyfKHZc0aZFaQoO999EXblD29chaUxXU8f1VlYYqVLnmpvDeu4zQxsRNQJIrl+gLhDQU7BqZkdqu/Birg5Mw58beeAR2I/obd/vcG3cPsVUqtQ0rVhkQd+lXQjAVh0tMXv1iv2K+F+87sgoD8GqrUZ6biqTbf6KqiDpZPhWyBCuTuQBQeOqq2sWqMmhSqOqKjJU70Gj9XNp+Axsr1BWpFgXPRKgCQKO1s5G+RLVIfuvQ7irNZ6n/SKeoSpy4Ej77VjISqjNmWSJsviX4fKBPjxwkJTbc4ieyiL6RresjyCThKdl1Y8j8pqxY1QH1QqxyDAxh6eoLG88gWLj6wsLJi3acUAhVlxagOCUGpVmJKE6JQW2lehICA0DrycQADV6NaoEwXANDWLj6wcYrCJYuPjCneX0Wzt7i11eSj9KsBNFrrC6h94fSNeF756DNlK3yBwLgGhrD0tUPzT8RfwDIff0QyXeOy52bNH4h3NZ8DWMvZhGcFc9jkL39AKOxjPZe/TWMvZWPHtWGSLUbPggWndqh6N9rKLkpLpvnPGMSTAP8wSuvQMZ338Nj80rBmf6zojZaKQ6CEX6dvlJsKfP+aTOyftgDjqEBnGdMJllfazJzZZ7LfetCJH+hXn9mOowaOau8ht3owWo4CUt9xffIOqQt3oXqJGapqSSJS3HF1MkFIteAfYfs0OMDE7muArqGw+WAz3t/E+IL0fegsIaK3otVeeU56TC2tINjsy5wbNZF1FZTVoTIo6uUWi/h2gH49hlPas+OVK0EndKvz8oe9lb2sG9MvOLWp5RQYvh4dWwtgkcvVWq2Y9NOMLF2xLvzu+WOzVi2AwBgYGcNj+3UGQHS5m9GbVYeZZ8qgjFj+Q7R12bBAbCfOAKGjvR1n6sTUpG5YQ/4ldrzdy44dQG8cmq/YY6JMVK/FQjGpGnz4P2T+EOZUJh6/7SZIFKFbTm/Hkbla0Flmfyjf8P7p80KuQtwDJiX82Rh0TX86hq4fzdT9Jw0ZQ145cyu8mtq+Lh6WWzgmPh5gd4FWF3fE4/eX/oR2tZHhGJhMOuvyaIb9F6s6gsF8S/h24fcnvrwjPYPU49QVoxLY9WoMXx6jUXiDWb14+sKinV6nV7x6h3S5mzU2f7apvyZOMq75M5D2I8ZqdX9rfp11ep+7wttvtiG8F+V+wCsylx9R7KkqlmwP8Fn1eunxUie9h3FLAFGRvpvmbv0w1uSWOWocOy1z8jVz5a1p84ooW+kRRfDPYhYYWxj1ACdBlq5OAajRZP/iZ6v3l+GDzouQUFRAl6+Pko7L9B3CExNrGWO0VdYsaoAeW+fwKFJe10fo94gLVQVsWxzuAYkdwv7xm0Yi1WW9wv7MUMVGu+2YiYyVimeDYEJ2dt+V3ouv6paZiCaumnzhfh3tCTtLd79+zMAwc1UwKBppDGS4lOyPerPdagqEd9W+PWZQDtXWsQ2GSyobEe3tuS59JGKV3EiP1WPLbNh5OYo8mctvngfeYfO46sZgjzTtTXA2lUliEtxxd6fy2DvwMXIUWZ66QJQW82DoQPZEpIAACAASURBVDGxIrt7kDXSohWP4DcyJd+cVJfXDz/dHaPuY2PUAPkDtUTfLmsACAQqAPh6fMB47puEc5o4klZQm1jV1PWzPl1rSwvVmJNbVF5Tm69P1b0Uma9qdS8+r45UQYxFf7Ho0AZljwWVj6x6dKYcU/jXJdh+HEq7hmlTP1S+jtfI+aQx9vHQ2Np0qcqYkPzVcoXGGzo7wH2jckUtpEUjhysWJtWlBYg6/p1M66i0uJR8jr+2X2nLqqxz6Tupc8WZNgztbeC5cz7yDp3H0UNE15u/j4uf164sgbU1F8XF+pXTc0nryySR9vWJLljR8SoqS2sZr0Ml9PQ9ZZU0J5ZEYtQ6YoGKjVEDsDD4okqJRRy9zZGbVM54vK21oPyrUKgCQELqTdHXtXXVIjFbWVWEu8/EGkXYHvXuL2TkkPMdC/ul16drl+4DgLSsJ4iJ+wcA0KvjMhgYGFPOUwbWsqoCFXnpuj6CXmJoZqnrI7BQYOLvA8vO7WHWohnA58PY0x3lzyNR8SpGpXWF/q11JaXgcDiw/3QEpb9q0fkbMsWq8+yJSJ6q+h81TWM7kv41aJvabGrfa6YYmVujplwgHPg8/RFL+nouRajNLxJZXPVNiDIlJ6EMTr4WhLZVj/oyvgKns0j+8PF9lc+mTZ6eTiOJVQDY8GoA9k1/hte3mGeuAYCvDnaEb1s7VFfUYVk75u4Q7YK/QGl5Fm2/m1NLkTDs22UN3JxaISPnBQCBYLS38YeJMfn9uW+XNbSC8tqDFeDzeaRxAT6hePbqNxQUJ8LKwhUdW84QCdW+XdYgK+8VIt/8CQ7HQOb6TGHFKkPc2kgnkWejIukIGbua8Mwkkp9F81TFJaIqLpGyL/tH8tU1leCkC5pKmjYP7msXA3V1SuVhBQCOsZFS82SRvX0/nL+doNY1bYb0Uut6uiL81zDRdXv0XxtRWUj/JkhF64mbwDFQ/1uIqufSG7hccAy44NfIt0IeP2mPT0boX0aXLUPuUApOYRudaB2zuSVaDnKj7KuvSfUXNL9I+b2YuFsQ5Bz/JB+/THhM6geA7uN8MGRBU7WcIyGVWVB3cvo9NA8YKRKrdPRovwB1vBrafqFQlca7UTe8S7wEACgpI7uxRL7587/56nH3YMUqQ9zaEn9Iw/fO0dFJ6h+5rx/q+ggKEdLaGJt22MLJxQDnTlVgxQLlq8sYGAAbttshdLAZkpNqsX1jMa5ebJgJwNOW0geVaBKbYfS5cStevtbiSYCSG4+0up+qiPxIJ28FOBzG1/bSV/WSPqaKYmztoLZz6RM2A7vCfswARnlX27bX31KkdCINoLec0rGkzWV1HElnyPpe+LW314pvq42lB7JyIyn7cvLFt2Q1tczeZ4yNLPHwBb3/vvRVv5Cr95ehb5c1eBzxMzqEfIXUTGqhDgiEs7VlIxSXKn8bzYpVFuza6IjaWj6+XaLalSId9gHtkP/uqUbWVhZ3DwNcvi8oG9rcS/ALFJVMzpH68afm+PhTcwBAiF866hi6aoUtssbkacTrFl9/Q/ywx170LNxXGuE55PUDwLVLlfh6CtkiIzmGbp0BjYkW0IuxgoA2LscA/f3DSO1BTn3xLv8u+vjOopwnvWZE1gWkl0QRN+XxADX7INrSFHKozSuQOc/xi0+Q+6t6rf75B0+pdT1tEf7bHJUEpyoYW9jS9unyXOrkbaIgt+qNa1V6l6aKCbJEmiJrNATU8b1QlvyieHg16oK3if+qdV1728aU7gV9u6zBrSfrUVNTLnqWprg0Te4Vv52NH97+Z4VVFlasMkA6yOf57/NpRrIAQE70XTgFdRM9+3wwRimxqs3gKiqhKk1EfCO0bpyB6mrZLiBM1hKOoxOSANChiwke35ddcKJPqKnM/ojn1DlcBzSeRxCZkvT3DyMJUOFzH99ZuBi7mdDWw3sKbiftxYDG83Apdgv4/7nIDGg8D1mlb1HHF18xJU9dBq+9xMo/miJtruzUYRZd26hdrNYnpEVgdSm1uBeOqykrQuQfqwjtfD4PHA79hw+qbAAZ4ZcI7fFX9sGv30TKObLOVZ9o4kO8JpWO/tekgLXu1AXmgU2ReUD5LBWAWGwqKtROrY7Cwz9TVNpb31jQ/CI4XA42RCrvv/7jpw+RHKHYrV141D707bIGnVrNlGkNVYSr95ejb5fVSE6/R9kvFKpU0LkIAACXawgeT2DdsbJwg6quk6xYlQOVYOIzNa8pyZtHnvD2FPzTrN1aiLVbC1CZ7gvTRgkAQPjayIiDmho+KtN9RfOFfcKxDo0TkRfrQ+gb3M8cfx9w+W+PAjjaqy8pe8q9kwSxCgAtx3+Hlweok/RTQfV911TmBElx2co/AzU1fNr+57FuMgWmtFClGis5RpZg/Wm/Pdo2IVbI6dzNhHZvKsaOkF05SpoWLgMp2zkQJFksrCSf1dxIbBnjS/1B6uAxGg9SDon7a+tHuho6HKeN0fUR1AaTq3UmmQAUnZsRfgkZ4Zdox9bHK//3CaFoXfusH2VKKiGbBtxGXgrzSPf6Bp/HF30vJu5ui6Y9neTO2Tz4DnITVaumKbx+lxWlT4Xk+OYBH+NFzGHkFrwBwMe7pMuU672OP0vrBmBn4wsOh0s5T3hGIY9e/sTsxcmAFav/wdSKp41UU4EdxZ9CK9N9sXZrAe4/FvifbFvrgC++FUQeblntgLnLBVf30gJV8rmsnE94BoC/D7gQxO/P+9SbSkTaWmJgbEr4HhelxKCmrBCGppawdPGVm0HgxT7NJ/inE43NvdIJAtPUjIPKCvKnROnbbVnrhb9zg4mJQABu+dEOc2eQrUempuQs3L8eFfj3fTY8F0dOOVK/EAnqFNSGjma+lO12Zp4AgJo65v62dJZbWTRaPxfpi5inhHP88n9yxxRfugPr0O4Kn4UKiw4halmHpX4jzKOqDFQ5VdWVZ5XD5cJn1XeoSk1B+i8/ijt4fLiM/gxmTQKRuJqYHs1h4BBYNA9G8pYNAAC/dZsQv0Rwe+i/cRviFoQBHA4ch41A7um/RfOWttV8Un91ug7w6vgac0XYN/2ZRtalg0qc3nxE/JlMSL1JSGslS9Ampd1BUtodUntq5mNaX9S2zScR1rQwd4aluYvInUAd6aok0XgCuw/vzND0Floj8sgKre21Ybk9Ep97iZ77DBdY2KZPssbh46UAgJlfiKtqBAUa48rfbihM8GG0/t6DJaKvz15S/6ffwkRqB3AhNp7N4Ni0M2x9WsgVqrH//gJerWZLksqylkpz/Bz1J+jIRPl+okLaBIgtpgOHmhH6ysvkX5e8eEb//WjdTvlgjTd5Nynb8yuSlV5TEYxc5QtwSSw6t5Y7puDYedo++3HDFdqPhUWf8Vu/BQnLFhKFKgCL4BbIOnYEiauXw3+j2Gjgv3Ebih7eQ/KWDaL2tB9/IK3rOn4SQaiyaI52FxaJ/qtPdG41S2ZaLVVhLasM0Wby/qJEH9j4JGLh6nzR9T6fD0wcYyUac+2UOC2I0JLab2SG6FkeXh7if3o7Gy7SNJAyVvg9U9b3NP7qARQmkJMX64JZX+Rj56+C4Cj/AM3+2nQIysCrJGZ+rwCwe789pk8QB1kdPslM8En6nTa274rY/HtIL4lGiMtg0RhrExfG58gpTyCsaW3ijOKqbMbzdYFVr45qC4pKmb5SLeuw6D9MIvyZMn2WBXbvVO1qWBKusQl41URf97oy+vVrCwS3OnELwuA26Utk/L4Hpr5+MPX2RcKqpeCam8OiWXO1nY+lYXD1/jK0DhoPOxtfJKTcULslVRpWrIrgAyBfu+qigta9R9RXrZtX2Yusql07UgfWCH1T5RHaW2zN69bJFK9iNGe5FH4PzRwaodmIubTjasoKEfP3FtRW6Z+fU0qSbD/lgEDVfpUsLTkoLRVYVCUrojRvYYSoSEGA0oj/mRPmvI6qQdPmRujZW3aQFRUXYzejh/cUUfR+QUUqYnFP1CcZ1c/0Ov9Z+l9wsQgQzeXzebgUt5U0rvjCLVgP6qnwmRWh9I72s0/wKhpmSjIW9RKX4iq69o9LcUVhAQ9z5lupxRUgbkEYvJeshKG1teD6/j8qkxIox9fkETPAmLi7AwDcxk8G18wMhTevwXfFWpXPxcIM5yFtdX0EhXgefUBre6ldrAZ/3Q0+w1vg34F7UVdJ/Qbv3icArRb1RllqEW5OOKbuIyiFPuVNPfNvOcpSfGHlnUDwJbW04Ir8VQGg7wiBJdW0UQLinnmioJAHh8aJjCyrpo0SEPPAE/NX5sG0UQK2ryPnOlQ3FXnpelU+V8ivu0tVXmPrbnvCM9OMAEK69jTFpfMVpPbj551ELgVrNgsCmZ48FHywGDkwR+Y+U8fJTkV2O2kvbR+VQI3OuUrZL/l1Vtk7ueK24MS/MsWqga016gpV86HO+/0vwnNNRg6M3OQHQMikHpX9ZNFf3rwWvC+evehAEK3qImndSgCA33ebEb9YdoEOIwfx3337fgOQuFYwl2smNmZwzc3Bq5KdlYRFPXhNly4+xCJErWJV0j918JWp4NWS0xpIjrH2d8CHd2Yg+ucHiD0STuj/pzvR52bIjWngGnJJ7Q2RX/YX45f9gjdrydynkkFS0gFT/m1TGI2TpFln8Ry6HKvdh25CQvR5pMYxq5pRH0lJVj27g6quAQYKJGOY8AmzCP+7N+vnG4zL3MlIX/q93HHOsyfKHSMkY8UP8NqjmoXIZc4kleaz6A+dLi0gtT0MFac685s9EM4DQmj7O11agDfL/0LBozjKdSXHShPYVPC3Iqi5eiu22XTrAcehH4meJS2rdGQe2kfwYc2/Ig5Aqnj3VvR16o76n+uWpX6jNrHa6+CnAIgis9tPI2EfTPzEKC02h96chqCvOovE6j/df6QMytKWUHVr3B0ZseKouID2n+Ldkz80vi+LDlFz5dySEh4mf6pYgYWUJGLY/jdT8/HDL/Y0o8ms22qLJXMKMTPMSv5gPcfInZmfrFlIIOM1ZZW8dJw6Grm/yL/hMQ1qTNuXu+dPxmdh0S2dLi0Av5aHR4PFNwAG5sSUcKmH7yH+e3Hi9fanZ6PTpQUiEfowdCPhWRJZQlVIXIorvpmhfGU8Koru3kbR3duk9uKH91H88L54bwkRW/YqklLUSrYxEb0s9ZfQIEFKyUvRzCoQ9mg8Hbdjdyu1l7GBOXoFfst4L0nUJlatfMlvrHen/S03G0DUrnsI/oacVsbQwhi1ZYLrTpcuPmo5ozJQCdUWH8xA5M2Gb+G1c2YuBt53bl2vFPmOWllxERVBX2uZCVf/Zeb/WFHOh5k5Bx+NMseSOYWY9m39EKu1uQUwdLTT9TEAABadWjESq7Ioe/BcTadh0QYcQ6JLR1058RaiOofohvLko+8prbHgQPRh18CMWRYOTaau0iWB68fAqqW3zDHZ554hebfqJVcNLEzR+sRs2v6ng9arvAcAuI7sCI/JvWWOifh8F6rzSmSOkUfTTWNhGexJameSEUBdr5UpZsb0Fec0idYDrAIntEfg5A4yx1wfcwSDLk4RWVI7bhyMqgKyP5+QLiMFn5B5vFo8PCX4x3Xx7QT/NiMBAPf/FvjtGJvZoN2gpYQ2AOj00XfgGhgh4voOUZtPyBA0CuiJpFcXkPbmBgDAyt4bLXrNFO2Z/u4WEiPOMX/x9YzgjpN1fYR6w/QJ+Qr7qSrCoGFmlO3tmmZQ7nvquP4FqUmSNm8jvPdtUH4BDjkYUrT2/E3Kr8vS4BFaReVd2bf6bQpMPehvN3iVNeh0UWxdbX96Nh4NZp4juKGgSIol5yFtRUFE/Foenn0o3woticfEXnAd1YnxmSLG7UJ1rmJCss2pueCaMHfRCDkk0ASFD98hdvVfckYTz6ct/J26Iy6HnEdVGZSxiqoDrYpVUycLBE7ugOtjj6I0SZAuI3BSBwRObE8YV5pCvh659CF1qbguIzcThKcQ/zYjSe3tBi0VtQnnOXq0RF5aJN49+QPWjuLApMSIc0iMOAf3wF6itpL8JNz/e55My2r3oYI3yjtn5xOeJblzbgEx5JsGqrlVFYV4fJX6h8XE1AYd+i0h7E9F5wErYWhkTjnOyNgCHfstBYcrdqL0DRoM36DBkEbWHizqZfNOgRUyPpaZf+3Sueq9YtQ33NfTB0TW5uTT9imLob2N2tdk0R1CgSkUrXk3Y/Bu/T+i/k6XFoBXVUvyU5Xk8bBtpDZlKrSpO3WVNlFFdCkqVANWjoJNB3pXHCpCDs5E0dM4vFvOrKyyoY25QkJVEttOAWh19Bu8GEPOU6trGqtRrOoKjYpVDpdo/eh/cgJ4tTyRUAVAEqqSqFJQoLaa2rIktMIKadJxrEjAFucmwMLWQ+k9JbG09UDr7l9T9nUfIvglpRN7LTpPha2jP2WfiZktug/dRDm3qrJIvAfNmICWH9MKVQDoFKq9wgcNjaSEWnj7Cn6lbj1zRc+26rnaG/yR2Ko6tDd93lJP7waUiY7LBXj0dacNXRQrHgAAWVt+g8tc6tsCh4kjkbePPum5+xbNV1BraHT+RGBlfHCcPl2drnkYuhEcQwN0PD9XJFb9ZgtKDj/+UJx2zcyb/uet06UF4NfR/6xKI526yt8zk9BWX6ASqpl/P0Lqb9dJ7S7D2sNzal+17gWQr8BNXGzQYt90QptNO3/YdWuKgruv5e5TW0TWDVXpBXg1dQ/p3zhk/3QYOxM/xBraEtML0hExbhdle8jBmYzGMUXojyr9NUC0kJZUZiM0aDH4fB44HIGLzLPkY8gtjaecT2VdDQ1ajKfJf6Cd16eoqi2FiaEl7VjpeTfebEd1nezbQLW9u/07YC8GXpxCaBt6i/hDU1dZAwNTZp9azvbcLZp/vt8etZyxrCgdL68So4xrqlTzNaFDKFSlBSGVtVQaoVCNjTiJjKSHlPPpxOids/NljnH1ErhgvHlO7aMnOV64TkPPBqAuBvXMFl3JOzpxcfS0I8Z8xCxyn4qMtDq4uRvgy5nM/FC37NIPH1B14Pz158jert4cfpVR72j7LHu0lylWZbkd1GQq/2+sr3T+ZItaRCafz1zE6YpGHxMNJvn33pIyAbTcQ/0hR+hSwDHgMnYBoEpdVd8w93Mmtcnyncw68wRZZ54AANxGd0GjsT0Y7+U0oBXjvaqyivB00Hq0+H0aTFzFvpX+i4cz9u2szimGsZO13PEREwRBRtJCutWxb/Fi9HbZezB0TVDUhUEaoVAMDVosUzRamToT+kODFqOt12hCm+RadLTz+pS0Tp/AMFx7Q51NIjRoMS7HbGD0d0JtYrWmrBpXRh0kWEOlI/vP99uDD+/MkDlGCJ8nviavq6QPVnn7+KjIWlpZlofwi/R+cHwej2BZvf/3PDw5t1rUVltdgZQYQb1jnxZDYOXoA1MLR5hZOSP2qTja18rBB11GbkbCi9PIiLtHu588MWlgYIy6OmIyfmFfYW4sSahKz2ciWI1NrFD9nyCXFMrZqeG052ZRnuZe6SLB2rKNsejr3Bwe8vPq4B9gREpTRVeatW/nLEQlN0LjJrJ/TUtKeLCy4iK4pXpT4WiajFU74bZiFmWfWctmSq2Zf/SsKkdSivRF75+fIhP01aIqL21V4eM41FVUE8YJRaksmLoAaCp1lTYJ2kUU74oE+WQcu4+MY/flD/wP768HKrxX5KSfELRjIswbi7MRtbuwiNHciPGKBU+Hf7QZbU6LXQ4NranjC+oTMZmX0cxV8Zyvr9LJMTyGBtRFa+QJaNI6Cp9GBhWZJaT0UvKe6dqEJJyUXWM+N+U5clPIkbiPz5KvsyOuU/uSUPm8JkbSB05RjZcmPUH+L6NXYD8kRFPXLY98QG9NLi/Nhrkl+ZOtJIU572DrFICO/Zfhztn5aNtL/MbB+ppqFknBKsTRiQtHJ9WSyj99RF1lbGD3bNx9ob6k4tqiOjFNqXkcQ/o/WyVX6D88ssinUWBPeLccCkB8jQ8QhafQ6tpq4HyYWQn+Dr17eAS5yYK/w407jIaTTzvKuZLzO43aJLpy1KawZZJa6slH5Dy/sual7CenjJKFJlJXNUSMnawJz3VlzHNHR3+9TyuBTLxq1fN0NxQyiqIYjZNlnaVD70uyRH6v2B8BfSHu1Wm5Y4xNib+IjVsMZ7R28turcsdEPtyL2hpBBoXuQzeJxC0rVLVDc690WoupkB2bS+SOkWT8KOrr5oJ84hVK385ZjNesj3jtVT65f+7PiudMturXVen96hvpb24hLUbw9+XB8bmi/6TpOHI9Xvy7SdQvFKoAEPv4mFzx2fmTLXh4Yj4eHJ+LzNh7BGFcH0n74wHjsf6emfD3zMS5fyoJbfWJ8ljieQPW/E8j+4QcIN66Ph/FFifQZ/gMk5YzcSmQRu8iMmyaOAF8oOfvn+j6KFrHzaez6Gsmvq3yeHBxBWGdmirVy4o2FNJS6xQSiu/e1Co0Xogyc5SZr+o+7wtlj17C8atPKfus+nWltMzajxmq6WPVO8oLM9S2VkL4Kbg2rl8fCDpdWgA+jw8Ol4PaIvq0ig0VaaulTVs/tDw0Cy8/36nDU8nHoXcw8q6/0vUxWCAQrKFBi+Hj0BGJeY/kjtc7sRr8dTfYNXPBuV4/UZZr1Rbev9CLxaSpmrdOVpTmqH3N0iLlrl11iax/B6bUFRYhdcE6NZym4dNtmOD7ffeM4j/jwrnKzpfGZeFUZG34ReV1mGI/ZqjCbgTva07XyGs75A+SQVrMNVJbo8APkP7mpkrragsmrgR0mJhwEB1LrNJW3yyrAFCdVwJjB3Hwp5GDpUjAPh28gVF6Rm3jOaXPeylWy6vzERq0GFdiNoLP58HNpjnSixT7PtiYucHRUhD83cSlNwrLU5FbGg8eX3k3CKFgtTVzx4vUkzLH6p1YvTfzlK6PoDNqqstgZGwBAHh6Y7Oc0fJp2ZWYjYGtSMUiC/8QcV3xbh9uxN1/ZAeUyEIysE8WlVHvYNo8gLLPNNCXsp2O/IPyXW/UjSZyur4P1NWSg2YNjEwoRjY8omNdSOK0Pqauivh8F61PaLvzglRvmSceInXfDaXWd+jTgryuij6ohjbMUktJYu7vgibrPq3XgVN3Yn9GaNBi9Gsm+JteUVOkkFht6fERXK2DRM++Dp0AB8HXqhYJuBqzCX2byTdu6J1YfZ95dnMrOvVfrpa1PAN6w9reB4DAT7XbkA3gcLi0GQRYWNx8u4gfZKRqYkKHAcsYWVeztvymUCUrjx+W0vaV3CBnz2DRT7xahIp8Y4WkvLqko9Nol0gVSzHrE8LoejoR6Tqqk6jilKJlQR37ksWqtvCeOQBOg1rrbH9NQCcqqdqT858iOf+p6Pll6mm8hGxjANU60m3VdeWktjp+LSPBq/cBVu8Tkj6lASEjVVrLp+kAAED0E0GuyrvnxEnNFfWHlQ4EY3k/EFr5meDbfAgAiIL6NIWBtaXKaxSdIV9BCzEN9FN5/fpObvILLewi8WFIxQ9G9Y0WIfU3ZRUdTwetR9w62de47S4sUsgyauyim6px7S4sanBCtSHAWlb1jJqqUhiZWMLVuyPeRchIUi4DSTGalylOJSGZf1UR3P26Iz5K+/krWbRHu76C66Ha6nKkxd2Bd7NQdBy4grHvqXtjQZLvh/+uRDcFyyhqm8LTV2AzrA9ln8uCKUiapN263fpGeZHgOpoudZU8pCP7qSpZRV7bQRhXWar7wgqjH0zBsc571TaOjro6wbX/6ZMVcGtkgI6djPHhoDyl19MXCu69wdNB62Fka4GWR6mrNwLM851WZxcREvsDiltnFYVOTGedeYKUX+iz8GgjRdb7ToMTq96DJyLp/D5dH0NpHl5eTUj6DwAp726gtCgFNo6N0chHfFVLdZ3fZeAamf1VFQUwMbNj5A4Qfut7tOk5W3QW4XgLa1e4enVilJ5LVeiC2YzcXWHeKhjmrZrD2Mtd4+do6JhaCByQHv67EgDg3SxUuYX4fPDqasA1MELXoetx76x2/ohn/6CmaldSVj77z4fRDi29+0w9e+ohssSpPOHKRNhaO/rpXdEAVQSoJPLEbBMfwYcBAwOBcG1o1BSWiUSlsYMVQg7NJI1hIlhzr0bCKsRbI2ekgkpwalocszCnwbkB1GehKkRaRHoG9EKzduMIQpUOA0NBkMLDS6so+x9fFf/yybOylhUT09N0H7oJ3YduQpueYWjkK/8smqQmLRNF568iY90PSJo6XysZGt5HnD3byh3TpvccwvP9c0sAAByuAdVwElmbVBcJFS9iVF6DCqvenWn78n47oZE9WTTD6AeCcuD99g7Dh6fF6ct67x6C0Q+miPol8e7fWNQn3d//948w5K/RhLbQAyNEe1GtJ0lDFKrSVOeV4Omg9UjadZHU1/qvMJlz867KLgikaVihql/opWU15OttiNgRRvncdMJSGBiboij2JeyDOxPGGVnZodnEZYQ2APD/eBYsGvmi8N0L2Aa0Iq0d8/sqNJu0ArEndqA8I1GlszMJXlJkDNfACK26zYKFtQuK85OR9PYyCnPoa5yra3/pse5+3eDTdCDq6mqQnnCXUWEClvqBZxPqK3EAaNLmf8hOkW1BNLcSpOGhchkwMDRFXW0lqV2Sypg42j67Twah4PgFAIBJE8WyA8ii+OJtWA9gXp+cpWFAZfW8Pv2cqE967PEevyPpciz6/DQU16adpVxH8utL40/Ktax6eBjg1gMnQlt9ywSgKDkXniPnwnOC9dLA/P3I/sCiHpSyrA7wmS13TD9v6prfiq4jjbG1PaL2LEXq9RMkUVpTUkA5x6KRLyJ2hCH534NIvy2+unbp0B8RO8JQU1qEiB1haDyK3s9GV/DqahB+axvunF2Al/d+lClUNUla/F3cu7AEDy+tVKtQbT9uK2MLnLbpOmIzXHzaa31fv81b4bd5KyxCQlRap9EM8vUbFcIr/8QocelfVdJWAeJgwc6DV6u0jvVAqNaEaAAAIABJREFUsaB0mTNJpbUkKfjzgtrWkofPzvpdnUndPDg+V2f5VBW96ufVCMyfCeffEtpPDz6s9BluPXASVbES/heXUv/KJesCM1/ZZcZZGi4atKxqJiFwxI4whHwtKLkW+eN88OsUS0hblp4AAxMz1FVVIOvxZfiNmI74k7vRbPJKZD16P1Kn6BNPDs5B8IfzYGbrKnrWF+6dnAcA8Gs1HG5+YreHyrJ8PLukuSuivH/OoOiO9ssMp8beEj9IJPQ2MDBGXV015Rx3f2rr5KOLqwlFAtQBx1g7UdTW/buh+PJdmWN4ZeWM10ucRfbN9Nm5hbKdRX841nmvyNpaV12H+HNvRH2V+cpnvYh42XBSV2map4PWE6yxzX+crHfX82xwlXbQmFi9krRLU0uLLKrS7gLKYOnRGCGztuLNkU2oym/YNdX1lVf/CAogGBibof24rYK2M5tQUaQf/x7xL04h/sUpNO/2JWydA2BqYc94ruPwEcg9dRJ+mwWvK36eQIy7TZkKsyZNBG3z5wJ8PnzWCKpscQwNYdc/FInLBL6ffpu3iuYJv3b74kuY+vuDY2hIWNciuAVcxk8AABQ/uC/3fCHdp9N38vkAh4POQ9bSZgXwDRakrMrL0F1VmOxtv6t1PbtPh8gVq+nLfiA8W3ZsB8exAv/FqvhEZHwv+PsntKpKClNhm3Sf0+RxsGgVQhrPohts/OzwZMMdxJ15rdZ1Q1o2vNRV2oRpNgGWhoXKYrWb+ziU1xQiPPsfAEA/75kw4Ah+GS8mfk8Ya25oix4eE1HDq4QR15R2zeSLh9F0wlK83r8WwdOIP5SBny/Em0PMk4jLh4+InfpjzXufCRku/oRq5doYwcPm48mhuTor29d1hEBE83l1uH9mEaLu7lFqHaf/jRaJSSEmnp4kASoUpzbdezCyrCYsEl/Vey1eguTv1sFl/ATCurknZac/ExaOAKCSJdTBLZh2fufBa/HgPH0yfwAoufYAVn3og5lkURH5Vv4gJbD5kN6Xt66giPDsOHY0pcBMnDWX5AYgbJMen3/8FHJ+OwiAtbxqE0lf1dEPpiDlRgLuLb6KiuwytF/YHe0XdgcA1JbX4K8+++Wud2nCKdGadG4HVNf+km367sMqLqu6nvElqrQFsjQmldE8aeuqcK2Xn+9ETV4pzSwxrY5+A0Nbc0TP/B3l8cwNIM1/moKoafRuI17T+sN5qPwAVFUI2jUZ0TN/0+ge9QWVxGpPj8kwM7TG3bSDojahRZXKH7WHx0SCgKXzWS18Gw5zVy8Ef7Uer35aJLr2B4D4k7vR/Mu14NXVEqyqds3aw7OfIMJTOF6e1dXMyR18Ph9+w6fB2MoOxraOKltqWRSFg/bjBG/m5flpeP6nuIJX9pt7aD9uq85dAzhcA3g06YXUN9eVml94jejja+rnD66Zmcjaqg44JuRghcrERLWt7+DanJCzFwCCu8iOdhZiYGgsd0z+4TMyxappUGNGeylCRcQbmIXQlyC2/agv47WEArS2sAipy9bInyCFeXAQnKeqzyeXhQydcKRrH3FlPKGPToBKPxe8yZXpG6vvQlQR2p0Xi8iqjAKk7r+JgjsCS7SxoxVcRnaEyzBqv//Xcw4x3ufVl3sQvOdLQlvLQ+K4mPLYTNTkl8LMxwnGzsoVE6gtriCUVDXzdqS04rp90hnuEz4gtEV8vosyRZeqmPs5o92FRUjYeg551wTZEUzd7WHTMQBu/+sMQyuz98bKrLRY7eE+EZG5F5FfmabO84hIv31aFAwlKSBryooRtYdspSmIeYKCmCeUa0nOr8hOEX0d8OkcUmYAFu3S9rMNOhejdAh9VoWYW7ugdd+5lH2KUBkviH6XtraqG1MfH5n9Ll7tRF/TXfP7hwyHm29nNOs4njTG1ikAAPDi5g8oLaL+OyC0tnK4BuDzlMvVwzU3g8u8L5SaK4vs7/fJLvWqYGUloSVUGato+atopG/Yiuq0DPmDWbRGuwXdkPMiE51X9kL+a90XLtBnTNzs4L9oOMDAhVNRgVWZmkdpYRVi3lj1ALUXo7dTri/PJ1WdYpHuNfrOGQLfOUPUtk99RGmxWsOrQgfXT0hX/fUN/49noSD6MTz6/k/XR3kveXZEdtS5roWsZ7N+8GrWn9D2+tFBmtHMKX5wn2BZlSdcmVphs/84Ihqbf/6czLEBrT8BAFRXFtOOiYs4BTdf2dfzdEJVkq5D1zOuhiWNzeAPaPvSl21Xak15GDVSLOpY8qo/faPgQy/H0BDOX04EADh/MQHFN26hMi6BNEcobBstFP8MVL55h8xdvyh3eBa1IGkdTboUq8OTNCxUEXdPB61Hm7/ngGsm/7ZGGiYuALIEMd14daPoGd4XlBarDzKOwoBjhAE+s+utYJW0quZHP9LhSVgkcQvujYxXyl25q5NWfWbjxbXvkRJzRek1ck9R18vOPfk3rT+ptL8qlZDN+JXoP5u0QuA+URoejtLwcIXO+PjSWkbjOBwu+HweAMDJoxWjOXfPzGfsC8srLQPX0oLUbj2oJ+2cmlTNXKm6Lp5G25e3j/zvRmVJ5dfWIms39XUwnX8rC0t9QFKk2bTzR8DqT2jHlsdnIXrW72pLEBQ+UvzBPWjHREqrKq+yBu9WHEdJZLLC6wtfm/u4nnAbTS5+k7DlLPKukwNK1W1hBQCPCR/A9RNqY0H8xjPIvxWttj31HZV8Vuv4NYjOv4G+XjNwNflHAICLeQDsTBsBAJo79EVuRSKyygWfSkuqcxHq8y0uJW5XKscqS8PCt+toJNw7Rmr3aDNYL8Tqi2vCD2EcOHu1QXZyODSVkk3bNG0/VuE5XT/cILKOBrYdA0CQB1hdpC/fAY9t2rUoVL6Oh2lTP1I718KMYrSA0tvU7kYsLO8jRU/jtOI3+cGi9gj+OAC72h4VtUV/rVjFyqCFgluPvMc3kXX9H5lj0w7eQtrBWzLHSK4bvUH98S6p+28idf9Nta9bH1FKrEpaUpOLXyC5+IXoOav8HbLK3+F1Pvkf+V662KG6vlpjmeA6fwZM/OXXNE6Zswq80jItnEg+9mOGw6qn/GjsnN0HUP4ySu44Rnt6h1CKVX2Bw+Giy/CNAIDivAQEtBOkJnr4zxLU1VLnHVUWx0mjYdGxjcwxyV8vBb9KPfs6NhKkSIp9ITtbACDbOiosrcqEjgNW4NFF6jLAADnCXhtkbdwj229Vx3AtLWDWMhCmAT4wC2kKAztrpdaheo01GTmoiHyDqndJqIh8o7afLVUw9m4Ek/9eq2kTH3BMFL/utR83HPbjhhPa+DW1qIpNQlVsEioi3qAqLllnWUYk0dTrBQSV4fTt9TJl5rMxBFEKADfXP0HwxwEqrRu9IQwOHXvB0MJKpXVYtI9ellutj5gFNYHzN4oFgXhuXQEA4JVXIGX2Ck0cSyaWXdrBYTz99Q0VTtPHi75OmqqcD6KQ5Cf/wMzODRUF+hlU0mX4RspAqq4jNlO2N1o9D0YuTqR2Wd8n71+Yp4vy2iG4ri97GI7cfeoR+ZlJirm/2Dj6w8VLsapemUmP4OrdEUYm5Ct+lahHb7506FIoG7k5wcjNCejfjdH4pIkLVd5TV6+XY2QI02b+MG3mD5uhvRnNqc+vF4BSr/eTg6Fwbu4gatvV9ihBOI7+YyCOffovAIGg5PP44HA5orEAMGR7T/h0dwcAnPryGtKeZcHI3BBT7wjea96cT8CV5Q/w4a5eePxLJD7e358w/8tbowj/39PzBO2ZpUVtl69b4f6OF7TjWeovrFhVEa65GTy/p7cWMV3D+5dN4FVWIeWbZWo6GT2uC2bAxE++5VceQqGlrGjNefdQVAQgK+Y2TKycYOvRDLXVyleHqS8oIlKlsejUBhad2iDv8N8ovaOcr7WiwU6S44ty4/A2nLlYjn3xNyMLrqIkTdJ+EELFyxit78nCoi0cAuxIFk1Z/Nj+D1KbT3d30hpT73wiapv5bAyuLH8AAPDo4CJqH3d2GA4OPYM9PU9g5rMxMkWqkNPTrqPDly3weE8kZj4dg13tmJ9dGrtWneE2YJTouTThNZL/FMcGCF0IhMi69g9auA2ZV08j/6n2KxGqwoAmC3Dx7Uatz2UCK1ZVgGtqorJQlV7P+5dNKlssZaGKSJK1Zs6ewyh/FqHw3CcH58C/+1i4NBOU7Xx2dBF4ar5i1zVOUz5Dzt4jomd1/Rs4jB0Jh89GIOkr2RkVWNRH9vYDuj4CC4vGuLPlqcbWnvlsDKktfL84QMjYQnE5kvo4Ex/91BuP90QCimWaI+E2YBRBgEqKUxMHF4DPQ/TGuYR+KsEatHAbUv76DSWx6nGXqy9oUqgCrFhVGufpE2DWMkgja2tCsHItzOG5baVa15TE6cuxqCsuQeo8xROix905jLg7hzVwKtW4d3KeqIqVdLsimLdrCfwnVtX+YYHD0fgHHG2Sf/Qs7McM1eqe5c+jYd5aM7/LLCz1iQ8Wd8Crv+nTdDk2sVN6bUUstooQdSoWfh944O/JymdtoYJfVysSpP5TFjAKoNJUoJU26eY9CZYmAnc2SQE6oMkCxObdRWOHbpR90m325l4oqEhFaID4/ZJqDlUfFaxYVRJNCVUhbku/RcZa9eWQ1KRQFWJgbYVGK+cifeUW+YNlYO/TGvmJz9V0KtW4d3Ie3Py6wNWvE9Le3UZ2kvKWB01YtYV4fr9KY37PPoe+A3g8JI5fSmyjoPjSfeQfPicak7vnL5TeCSfMq07JRPriHZTzS67cYyRWeZVVirwEmeTsOKjXQVYsLNqiMLmEYAHd1fYoDgw+I2p79LPit2cAsLvjMdK6sri18alovHDsoC2CsrcTLnyE5AcZuL5G4AJ1Y+1jyoAsVanISIG5hy/j8dJuAvWVp2l/obJWkHtb+mo/vTgKsXn3SHMuvt1IEp8AEBowTzRfsl9y3QFNFuBG/C6552LFqhLIEh1MLFxeP34HjqHsb72xZyOFz0UHE5GUs/cIyp++lDmGY2QIr13UIkWIkZszDGxtUFeofGS3f4+xeiNWASAj/j4y4u+rtAbdv0F1UioyvqMWbkKYBMJxzc3gMvcrZG35WekzKkrhX1dQeOYG4/FCgUsnVBUhZZr2AxJZWBo6h4efJbWVZJZRCkE6cUjVzqvlkdr/mUn82/Frb7Ffe+Txt4g8/pbQf2HuHdpz58UV0vYpi7mHL0rjX4sbOByZQZ1Ci2rQwm2I2bIA/Fr1pfXTJkKhSkV5jWLf5+txxL/1RlwT1PDIhoaqWvlZkeq1WHVbMRsZq/QjBVbSVwsYRycnz1gMQL6ItB8zHPlHT6l0Lnl7ZHy3A9VJqYzW4tfUImnqfNgM6AXb4QNpx3lsXCJTtDsHdkX2G8GnMwNj+nyW+kCbfvNgZkWuZqRKuVUhTK/uS+8/Ren9p3L/LU0DyPlC9QWrXoIMAomfL5Y7VpUo7L43vgUAXO2l2K2EsnsK95OkPKUA98cx822V3FfZs9cn1BFhX594316vtrFys8D4c8PUZlU1tLBCbVmJ6Dn5uCDAKnpDGOGK3651F/B5PMo1ojfMQdDCrfXeHUAdUAlTgGiJzSp9x2gtnYpVjpER+DX0nz689m5C8hT998VT1l8waep8mQLEqmdnlcSqzUDZKUuUPXfRxRsounhD5tll+VF6dxwhEquNe46nHKMPdB2xGQkR/yA9lv4TvTJUxrxD1nbqykaySJo6Hw4T/gfLzm1px2jSHUBZrAd0hf1ngxkJVXXR98a39Vb0WTdxRvHbbF0fo17QM3QDaqpL8eLxHrTvFoaoF4eRm/VK1AcAT+9vR6sOU2FoaIZblxYS5makPkFGyiO06TwTty8vFlVoE859fGcL2ncLA4fDJcxl0Q9KMqitvlQ0/moJjG3FabkcOnwAQGwRjd4QhqazvwPXxJTQLiRmywLRVX9lVhpiNtFVnOOTxG19opPX53iYfAhcjgH4GiqCY23ionBAlk7FquePa5H8pfKRzPpgVVU51+iMRfD6UTPVP2w/GkDbp46AnPwjJ2H/2QiF5z05KC4f+uYK+dpamM5KH1C3UAWglFAVkrf/T5lilWuuf5Zq+88GI+831W4IFOXhZO0E7EkKYiorqzKwQlUx7t8Q5B++dWkheoZuIIhK4df3rq1Cz9ANcPNoj4zUJ7Cy9kBq4h3EvTkvd+7ty4tF4pWl/hL78zq5Y15/T/+Bml9bQys+qdrro1AFgKepf1IGTNHxf/bOO7yp6o3j3yTdi+69aUvZS6CMsqGI4EDUH4qAKKiIC2Qv2UuqMmQKCIqiKKKIILPsPaTQ0tK9995N8vsjJs3NvTe5N7kZbe/neXjIPec9I7dN873vec97VGNRmbSrqMs37AYr/90yz5q4rByiNrKTVQp3HUL1rfuEejlyL6mZixO81y0g2cjrlcuo6u2H9oPThBcBANnz16KxqERh4/jKGJQfPwPfzSsUZWV/nkbZH007Bf13b0Bt7BNYdWpH6psN6R8t1mykAWmjWG2954IPkbt2C+t+1Xk9ax49Yd0fFRUXr6sVq/6bV2l1j6pLsnWZlknDxUOCJo+874bFyJy7SudxNOE4fgQcx48glKl6T12nj0fBlh/h9uEEVFzQ/zGlzdWbCjTvuRuD7n1m4P6N7Yztq6vyEdbxZeRk3kKPvjMBAL6BkfqaHg9Ps0MuGKmEI52YpCsvrk6ntYsKm6s2MwAVOntW5SLP/ZN3YNUxjCBUa2LjUfD1Xtn1rvWKZf3GohKkT5tLu8yvLFqp6ivOXUXFuaskMSzHd/MKQjv/3RsUYlW1T11CDbg6nlDa0AiBOfWPwjLQj5MxlMnf/C1nfakTTtocHQgAj/40Dc/qjT+Xou8La3HtmOGTz+uC/MFR3zDZYFW46wiqbj6EGyYg8MBqpE5ifjwrD486pJDKNr0whmjLL+vz8BifTh70K8DKcBYGUBlzHVYdwwhlcqEKAJmzlsP3y8+5Gk4t4jL63WxckT6Tuy/d9I8WI2C7YZaZGvIKDDJOS6DPWJl3notcqwBQsOOAznOSo8m7yjVSMfVmAqakvrkQgQfXQCASQSpWv5rAw8OE2Dv7EDF4IS6fWcrI3sbWDfk5MmdKdvo1hHV8GQmPuD9ZTRnnN8fAIaofoSx1ouFit41N4MrVSF3C/Lsy8HvqbDNc3DORpTXEddyfjtjp02jEfsluyX/w2Vl4uPAoOq95SVFWHpeDuzN/JNgoc+1/u1FXUKGokzSKITQT4dHyP9FxmSzdX/LuS0j/SbaCZd7GGv1/e1/R/uKoryFpMI2/vScT1mNQ0PswE1rgRuYhxOad1NhGZ7EqtLOBpLIarjMmIWcJ8UudzvOpb6ou0y835n+xU+FNFdppf1a5uo1hrKHZVagt6oRv9lKy8NInvhuXsD4ooNekTYS4VmPBxY5/ZarvxXLanyHJWaF7SqzG/GIE7F9JChWI+HYi7IJdKdtIpVKcHfo1bZ8Br/VE6Hvkpdz7C4+h8FqKxjmp7sAf9Md7MLe3ItnpY4mebu5Mxhp+/hNI6htxLmorhvz9AURW5iSbmBd3oqFM/ZczXZztnVm/ouRehsZ5GJPGxlqIRBboN2QJ7t3cjt4DPkPi498JNoOi1uHO1a/Rtfd0AEDcv7JjghPjjsliWH2eQey97+Dl1wdW1s64fYW7fRCWYQEkoQrIBFlrEqzGptOnKsekbl2ADjPXIvbLWfAfMxm2/u0Q981Cheh0j4iCe98oACCIUHk/ORd+R9G9i7B0dkfo5PmEOjaitfOal3BhWNPcVMWpcp2Vuz36/jSNUHYx6mtFO3n54LOzFGK1/2/vk/pXvjY2MSnMQ3gAHcVq4TcH4Bu9DI2FxWqX802J2idJAAC/7WtQ+zjRJOeoM0KhsWegQORgb+wptErcZkxGwTfsjwb1374E6e/LHi7MXNrA9ytZLFF9qu5xxJmzv0DgwTXwXPA2ctfKQlEGHH4bVu70vyMCgUD9zn4ON6tytUGKMTrOXWhhhj573qAUqgAw6Pd3EfP8djRUUKePUfd+e0a/jMbqelx47hvdJqlnYk7Nh29gJHr2/QjXY9agrracVN8j4gOUFacg9t4BUp2Pfz907P4mcrPuIPbud4Q6VVu2eC19l75SQ85OHu6QidIpyDp9WOFZlYobAQAOoV1J9nb+YQrRKRew7WesIZQV3buIuuJ8xH45SyvPKltq8ys0Gynh81J3NJSSH1Sf2fkmbr97kKtpGRSdxKrrjElqxZ4ppp4yc3ZE+ckLKP31hNZ9SKq5X0pozjQWlcDMhfkxfKa0218d/cdtJHhX5eEAXHtctUYioX0wsenaUasuG4tLCadTVcbcQeEe7pZK5eEAIkd7iEsrcPm1b9Huw8F4suUCpb0mAZn28x2k/XyHsT0dXVfKltEoRbGOZ47TwcXc7du64ezwzaQwDXlfg/54n/I9yesbq+pwYQzZwzH8/Ccws7GAwEwIaSO3Kz9ck5l6CZmp9Fk77l7fho4frkfnwTKv0kMlYZGVfhVZ6bod+KENbjNeQ8G2nxjZRgxaAECK6zFNK2byzAW9I+cgJfEUCnJlJ0s5OPqjvDQdXr694RsYiVuXmf+tDd7YZJu9/Ru4T3gdZo6OSJ4zG4ErV6Mm6Sny9u8DADgNHwGnqFFInjOb1BYAMjasR0OBLKuF59vvwCa8vaJO3saYPN66AGY2sodkeb7Upwc2wsrNBzY+QSRvrMjSilDm1mcECm5we7yrKv2PzoC5A3mVhwmhM4cAIHtr7ULcdJ6XsdBJrDYWldDu+JdvoFKub8jOQ86ypl/qrDmrKXf7K6MpW4A8q4CkshqZn36uec7FpXAYNRgOowYryqrvPkThduZPG9p4rAyF0NbG4GPWPkmCXb9nWLVRt8xvimK2/7iNaGyoQdaT8yQRy4Ty0xc5n1PhvsNwfXsCp31mL2KWeYJJzlQ6G9VyOqGqjHtkCPIv0Z9ZrituA9oaxHurD6jiic8M+YqR+KUSqsoMO/1Ri8hS8GiLbIWg86emsQxKl1BeFeV0WqqptfoMnIcbF9djUNRaiDu+jMtnlynsLv6zEIV5saQ2mlAWn8lzZpNEKJO2qlgFBCrqAj5fzrg/fSKViOH33CSk/rYDDRWyU5lqi3IgEIlovaT69p4qIxeZ6sIE1FFXWIniGyl4Eq1fQW1ItBarVF5Tv63EdDmavKri0jK1NnR16tqU/nJcrT3VvNnG1tYmJrOyNySec2eorTfkphw67vygfW5dY3LjT9lGjoBOo1m3LT2mOYCcLVU373EuVk0V14ggvYrV5goTISk0FxE2Vgw797Hmfod+heHnDBwWQYPATASBRVOog6S6llE7piKt44frITST9a/sdXXtMRCekc9DIBQCUikeftUkxlRF70OWQqZw+8+M7NS9hxsX1/9ns4CQBzb+4c+QSiVoaKhGUUEcq3nJqXrEPL6+zaDByN23l7Y+dWlT+sLyy5dh7uqKhsJCrealLZn//IQOH6xBwr61qC+VbTK29W2LlF+2AQDCpi5Gwt5VkIrF6PRpNApunIFU3Aj3fqMQ++UsxXJ/6tFd8BnxGp7sJopuS2cP2HgHoST2OmdzzjradOS458gOrNpee20XBp+dpZVY1fbzpm84PRRA21RFhkJgTh3b1ZIw9yQfDWpqSP6LF6LDFDZXKeMXPhx5qTd06kPaoP498xiXkn+zjD0FvSGysYBEaaOV4L90T2rFvwl5kwP2Ezdocrk5yWvg88g8+QPKEmXL6J0/jVYIT69BLypeK4vTzp9uQspvO1GZ9gTuEVFwDO9B2XfOkm3wWvmBTvMbFLUO2enXkJl2mXGbirKm47OLCxNgYWGH+vpKdgNr8PwKzJqkg8jODrUppuvAAQBJfS3JM6p8nbB3FWV5/o1/SOWqQlVeXlecx9l8q1IK4fNSd+RfSIBnVAd4je6sVT+Dz85CyZ00WDjbwjbIldEGK31+3nRBa7EqX+ZXpurqbZ0npE+kDQ2QVFbThi7wGA8HzxDUVhShvqpEs7GBeHLzB9OLU22BtJ89HD5jOhl1DsW304w6vjFwjwwx/KYyE8O152BGXtGnh75USn0kQGWa7GCVonsx8Phv57gqdSlZKP/7MhyeHUAoZ/rl37XXNJSXpiEx7hgjezndek9XnOoV2v4FZKdfY9WeisaSElj6+CiuHYcNV7wu/uu4ImyAhxlUolG57NY7TZsBy2Kz8GTTaVpbJq9bAjp5VpujyGMS18pjOKjiUx8eW4/aMuMfOVmYeR+FmfdJ5bxw5Q5VsXRv3u8ouplKW8/DHWWPclCdaToPh82Fh1/OQudPoyEViyEQidSK3eIfTqD4B+028z64tRuDotbBJ6A/QsLHkuoHRa1DQe6/cPPsgiexRxTlRflxiBy+Uha+wBGZ0V8o4letAoMgrqqEyNaOYBO0fiPSV62Afa/ekIrFKIu5wNn4PDychgHw8LDB0a8THv/1FaqKiPkcTSXPKo9+sfZqOmmrJWziaXYIBXi07h/NdkaELkk8VzRWsUsJBMh2hhc/vI6sM8ziTnVBHrOalXaFtg4PDhHK01Mu4IkWhx0oe0bzDnxHKpO/rk1NQdrny2jblp47q3iteiBAyZmWs+GnJaLvz5su8GKVx2iEDJ6M2wd5L2Vrpf+hqcaeQqumTXtPY0/BYBBjTqPRWFOFuB1LELdrGaFOnjVAHeK6Wjh3joBz5wgAgKSxgVE7Hh4e7dG7WG0X+gJ8vHsTytIyLiIp+RQAYOig1aipKca1m03LwRG9PoW5uQ0uXV2tKBs6aDVu3dmGXj2bAtbPxRCf2oYOWk24Vq1v7RT/+DsqLhg+pyAdcX9vgVtIHxQ81W3zEg8PD3OYprVqSahbqqerUy6vyWta/VHehCW/5uHh0S96F6s+3r1x/uISSKW6J5bu1fMDWgE6dNBqXLuxCTW1xQCA0LajMXTQal6wKmHUvzTYAAAgAElEQVQR4GvsKRCoKkxHh9EfI7Dfq4Ty/CfkJS+elkfyd9cRPDmCtr61CSpjoPZ0MAD2IW6oeFpgwBnxMIEupVV5abqBZ8LTUnCd9rKxp6AWg4QBRPZbiItXVmk21ACd8LS0kMW+yYUqACQmnYCfb3+dx2xJ2PV7BkXf6T/Oig2tJTbVzNUZjYXFmg1bEcn7m8QqnTB9uvsKQqbRf47p2nVb8wKpjOu4WLqxbfycSHWqY/f8ajyculI/PFL1y/Xclb2r6h4Kbkz7gdNx2eC/a6nRxlbHwy9nIWjcu7D28EP+zTOsc6zy8JgidoN6GnsKatG7WD0XsxhDB63C0EGrUVtbiqs3NnI+Rrsw2ReTahhAa6QuJR2WQf7GngaPCnYDeqP0d24PBhBaaXcUnymhbklaLtDUiVUe7Tkz5Cv0OzgFNr6OtDbG9KoKbUz39zvlt53GngIPT6vCAJ5VqcIjOnDAUgwdtBqXr61DfT39LkxLS3tIJGLaelUaG2UnLPBL/kDu+m0I2LHe2NNgDFXqqoSzu1GWFW+E2eiPNs8O5Vysesyazml/xkKT11Bdva4eR13a69L2zidHNBvpODYTm6tv7tdpHjwtD9s+neH2ofqT8eoS0lB04E/Up2YbaFbNG5GjPTwXvg1zb+pDe4oPnUD5CeYHP7RGDJoN4OLlFRg6aDUG9J1PEJYWlvYEO5HIEhJJNeN+H8f/Ak+PbpzNs1kjNaGjZzTg4BkCcX0N7v60mFDOp65ihqnFIKsSvpi48SR+lf6WSweNWo+Yk8x3ZId1HIeER7/pbT7qsLZxQU11EWUd2/fBFqHQDJEjV+t1DG1xeHYAnN/QfJSxrul1uDiRxxTmwCVs349lWAC8V80klBXu+hWVF+9wOS3O8fr8fViG+NHW1zxMRN76fZyNx/S+Or8+Gs6vy37365IykLNsO2dzoKM5fd4AA4hVV5dwFBYRvWRl5U1B4JVVubCzbUqhEhrynNZjqW6oiuy3iJBRgMe0CBkyFXd/NK0/2i2F7M+/MPYUDApb8eXl18doYrX3wLm089W3iJRIjH/sr+OLQ+E4frhmQx694jCyL5wnkQ8b0BbX6S/Ddbpsk46piXEA8F41ExaB3rT1XM3ZZeqLsB/aW7MhDZZt/RQCkYs5tZTPm97FapdObxKuGxtrcedeU7zPzdtbMHTQakK8aczl5ejXh13+zXMxi0j9tFaqbtyFbR/q86oDdm5A2rumcfLY3Z8WQWRuBXFDrbGnYhiEQo1nbnNFQ47xTwAzFINGycJelIWet18EaqoL0aXXNABAfV0Frv13BKXcXrWdpZUjIgYvUPQhLzczt4ZvwAAEhAwn1DEZAwCkUjEunlqodmy6MtW+rpxdjsYG2aqTi1s4OvV8izRfZXuq/oxNS/jibO6YcvJ3feC99iNY+NHnFS7cw82DK9f3NfD7NToL1pbyeTPABivNcaRUNqoeUW37aY0U7v2JVqyaFFIpekygfrhQjmVtKSEBAdvXcfag4PrO65z00xKIOTmPJNAAwMbOg1LAye1VRVzE4AUE4Wpr74WqihwAQEDIcErRp24MOUzGpnsfnXq+RepLfq1cp35sAYDmEx7Eoz9cpjwP++H06eK4wNS8qj4bPoW5txttPVfz1dcDQOD3a5A6abHBHB2mCn+CVSvElLyrLUWIGhrbXnyMtiaojqjUhLLoy8u6g/iH6lO90Y0R0v55+ATonsXAxS2ctq6kMIGy3NKqDSIGN30Bi0TmEIvrdZ4LTxMNOYUw93I19jRY4bP+E5j7UG/waan4bJoNcw8X2npTF6qK/g+sMrmHAEPDi9UWStq7cxGwcwNtveecGcjd+I0BZ8QDcPOgoCnbg6k8iDRHuFoyb2iopl2WZ0N9HX3WFDFN/GnE4IWcjK0vmH7p0gkAU/jSzpqj+dQqURt7+G1boNHOENgP6cVYqBbu+AWVl+9ptHOe+BwcRhEfyCTVphPS5fvVXJi50qdlM5RQrU/PQfbCLRr7afNcJJwmPKt2HG3m3BI+bwAgNPYEmJKS0XrOsTYEliGBcHv3Tc2GPJwjtNYxf6RAwM1EeEiEd/kfAMDcwlanfvyCBgEAwjrpdirMtfOrFILT3bs7q7ZmZqabp5THsLi8/ZJGm9SJC5E6cSEjoQoAxd//pWhTfSsWAJA+fYVO8+QK383zDCJUNZ36lDpxISOhCgBlf13SOK+AfaZxf42BQKom1ZFAIDCZQKeUDE8E+eUabDx1Xkl9eK70NZ66frnon4BAQPD6GdrDR/dexaVlyJyn/4133ivmwNyDPjZKmfrMHOSs/JJV/wJLC/hvVn8SnCl5VQ2Zuoqn5WHqnh5NqPOsGvI9aPL8VV64zdkGI13h4mfut20BRG3saeu5vPfq7q0u46jrN/2dzyGp5T6sx1Q+b1KplNIbo1MYgKurELfuEZcWVAXluRhXBAWbUdY7OQvxzQ5H+PmJ4OMrorRR9qgqvzakcG3OZC+Phvcy9SJBLvK0ETpm7q7wWWk6Aqm5YOHrxSokwLZ3d7i+rT5RNw8PDw8BDaswhbuOoPLiXQNNRv/4bV8EkT39qkhzEKoAkDppMQIPUDsm/Pd83mwe2LhEJ7F66547BvQtQFam7LQpoUpQgaWlAEHBZgphGRAgInlII/paoKREoihLyfDEletu6B8hO+ZPuZwXqOxpyM5F1fW7sI3QnB1A2TMprqhEZcw1NOQXQWhjDVEbB9j26Q4zZ/qlFaMgEMC6YztYhgTSmgitrWHXtydqYp9AXFFpuLkxQH7PC7/9EVU3yctvLhNfhl1kH0Z9mZJXlYeHx/gEHlS/otSShKpFoLfBhKo60qYs0b2TVr7znwqdN1hZWDQ9uane3/inHgSBmZYmE7Uvv2KNX3+pUZT36NKUEzL2YQM6dTbXdVo8ShTu+wlSiQR2/Z5h3EZkb4c2Y0bocVb0uM2YDJuuHTnrT2BpAZcpr7Fux6X407ThzfXtCTp5TrmYq9fYCWjTtZdam9rcTKTu0by5RBO2bdvDb8I02nouQgbchj4Hl37D1NrknfoNJbfYH3OoHOKgOld1701cW4PEL7hJsacaZsGGyqePkfnTHlZtgqZ/Bkt36qTqDaXFSNqqPkSFx7RoSd45/93LILS2pK3n+r16r/uYtk7ayPyoeHWkTlxI673lIv9qc0Mnsbr5q0qci5Gl7+jRJR8lJeSnAaqNUWOftyKIVWWKi/knCn1Q9N3PKD12Er7rF2s25tELmgSrLv3qAhvRY+Xpq7BnJyibwt+ZjKfdGICFizuC35/P2N4jahw8osahMOYkCi/9w2osKjS9N5GVNcIXR6MuPxspu7Q7ZUwXkaoNobNXQWRto9bG3NEZ4YujIa6uRGL0UgPNjEcd6papax8lGXAm+sWqXaBBhSoAWPh6UJZL6xs4H4tHhk7ZAL7cVIkgv1x0bp+Hu/+6UwrTIL9c0r8pb5boMiyPlohLy/mlYiOT9u5cSMXcPHnL+9MW75cmGkz4VKUkwmPUy6zHY2Mf+M4sVkJVGddBoxC+aJNmQxrYvjdLd2/W98LGP9jgQjV8cbRGoaqMyMbO4HPkYU/u2m+NPQVOCNi7HJ5LptPWG9r7mDZ1mUHHa01wkme1slKKIL9cpGR44u1ptvh2dxUX3fLoibR350JoawO/6M/11j8PPekzFkBoZQW/r3VLQ6LLfQ6esRAWzuqTmkslEgiEAshOQCKS/8/vrMaryUyFa+RIUnnOsUOozkiGbXA7eI5+hbJt+OJoRh7W1D3RtEKp5NYllN67DgBwH/48bIPbkY0EAohsbCGuZvf3y8rTF07PqBwAIJUg54+fNL63Nt36oOz+DUbj+E+aSSqjui/hizaRNtbUFeQg//QxVCVTHyRAhbp7WfbgJiAUwaXfUNiHd6Fsa8jsD6GrZXMtuXwBhX//YbBxeYyHddcwCCzoQwb1JVTd3n9VL/3yqEcnsWplJUBtLTG7lbJQDQmSCdh2bfNQXy+zGz3GCieOm07i4NaKpKpaIXasO4XD/cOpWveVv20fav6N42pqrQJJba3i/rMJDai6eQ+F3/6o09giK2tKoZoYvRTias0b0MIXR6P45kVWYyoL1Sdr50IqJia0L717DaV3r8n6X/QFINAtBfTTzSvQWF5KWZdxaKfitaogC521krXICnynyV7je1MZz2vMa4zEatjctYRrqUSMJ2vmUNrGr55NGsvSzUsnodpYWY6nX31Osss6sp+2jSEFa+KiWXCKHAKRHX3KIl0IXR2NxEUtI/Va5iztwk9MCf9dSyG0oc8jrE+Pqm1//vRAY6CTWI1LJMZtqK5uihuBwz/W4EkS0S7oOPtd/RvXVxg0dZWhvYPG9EbWxMYTxjdzcYLdwAjY9ugCkZMDpA2NEJdVoOZhHGoexqE2IVmv8yn45ju99m9qKN9724geaBM1BGburpDW1qLmcQKKDh7hNBYq9DPyDmE2okIXAZJ38leSmCP1v/ozkvAR2dgxEtJs5xa/ahZny9aM3hvFeEzem9CCGJNHJ1S5gMrrTCVUVeHyXpoSNm1DjT0F1ogc7GjrGvOLDTgTPSAQGE2o8hgPncQqE8E4f24Z5s8to6wrKZaQ+pg8kTqe9ZutVfhmKx9eYAgai0pQevRvlB7929hTaXVUXb+Lquv6SycT/B75OFHDLddKUXL7CiPL2rwsWHn4KK5DZ60w8UMFTO+9NZSVwLyNk9I4K5EYrTmtjt/r7xKu2cytJisN1j4BimtDhwNQIQ8RkCMVi/F06Rza+qefz4O0oYFUJ3/dHDyszpPHGnsKesHC3wveaz6krTe2UNV0AAOXCMzNIG1Q/3Dckmg2x63y8PDojoUrcZWj9M5Vg40dv2o2Y9vU3dpvdjIG+nxvAjOiT6GhjNkG1YJzfxGuRTaaj5DVFMesibR9X+vUXh8kLppF+CcQidTayIWqvLyxvIxg0xyw7d2JdRu7vr3hv3EVbDp10MOMuEGdUM1euNmAMzE+AnNOthw1G1rXu9UTHX5fBkilgECAxy8uBwAErJwMcXk1HPp3QNGxa8jb9w8EFmZo/3NTjkW5LQ+Pscj9+4ixp8CjAQtHF8J1Y2U5o3bi2mrWYwXPIHqmjO0VNRQtKSYVgMaTq1Sx8PWGVXAg0ueYbmpDTV5L7zUfGd2zyqM/eLHKAXLR6fryAEWZbedAWflGwHGE7PSo9j8vUth6vfec4SfKw8PT7KgrzCNcKy+zq6NNF+aHgLRk5Mv3dVmZqE5OJNUnLpoF95debVbL/Fzi8uo42Ef2AwDYRfRG6oefySqEQvhvWInaJ4nI371fYe84eiQktXVwjBqO9HlNYSUeM6bB3MMNmcu4XQqXVNcyXl5vjcnyWwutRqyGrZD9IUpYyu0fIqeonnCfNBxP3lhPKK9NyoH7pOFwHdef0oOas+sEp/Pg4dGElbe/sadgNFwjR8JlwAjKJeCWikNH4hHL6Qe2su6juW+YsvTwAkAUoE6RQ0h2+Ud/Rv7Rn2HXoTOCF65A8prWc7BB0c+/oeZxPMzcXFB+/lJThUSC9M9kK4E+S+cja8U6AIDjsyOR+uFnKD8XozAN3PKFQuQqv+YCdZupqOAFa8uk1YhVrkWqHK/3xyjEqPubw1D4639HN4qEyD9wBvkHzlC2Cz80H/H/W0tZx8OjD1qTp82pVyQ8ol4y9jT0hku/oSi6eo5Vm+p0/WbxMEXqiwsJ12aOTjSWMsxd3VCTSrxPlQ/vw7H/IM7n1hzw+GA6LAP8ILS21mgbuMV0UmIFfLcKaZMNG9LQkFOIrDnN++HOlGk1YlVfPH5xOYI3TUdNYhbBgyptEMtiWZXsHr+4HE6jnoHruP6cCtX1J7vAK5j+j8mK1x7h6T3NaX9UOZDQh7L8rfY3IRZLKeu07XP7rKe4drxIqz55mGHpRj5hrqXR3D2BdKimhXIbOga2bcORfvAbkq3TM/3hMeplQlnKzo16n6OxCJy9CObOTXG9TgMGA4Bis1TplRjFEn/KxpWk9so7/huKCpEaTVxyLjhxDHYduzSrMAFxaQVEjtrnnBWYm8N//UqkzZKdCKdJiDaWliFzCfne6gNlryldeIBAJDS4h9XcS7fNiTzq0ZtYlS+7K6Ps3TRzaIPgz5bR1sv7SFg6i9CXtKEeiSvnE+qVcR/9EhwjIhXlDl17wvPlNwAAkvp6PF1FfRyj6nyljY1IXDGXtr4mPRUZe2S7D5Nn7yL1V3LqNlLm3AMAgmgtOXkbJSdvU86BLeG9HbDw+/Ya7ZYe7ggAmBTG7KQcOkEpZ19cb1b9AcDXl7vDyd2Ctv796BC8Hx3Cqk9d6TlVtiv7zt6mndz+fcfBrX1/lKTcR/L5gwabiyGQ1LXswzjUCdW6/Byk7v0S0kZyqpfmInDriwsJu/VtAkIYz72uIEdf0zI6qZvIeYOVKThxDAUnjimuVcUmE/FJJXJNmcpLd9FmrPbeYGljIwRmspAZ14mvabQ3c2yjeG3u5YmGHO7zoEvFYqRNJqZey/hgDfy20QvS1pbeqSWjF7EasmgtSq7GoODkMVqb4M+WEYRm4McLKMUnVZkydu07ozLuoeJaWagCQPmDOyh/cAeBM+fCzNGZso+wFdHI/fUQyh9Qi0ifN94GQBTTYSuiYRfeCZXxsZRtvGeMhffM5wEAj8fpdqwmFVuv9YCDC/GoOakEuHOmGI5uFgjpTp8UWh1UQjX2ShkEQgE69nUg2TIRl1R9Jv9bifKiRnQb4kiyfavDTYgbtfPcsuHO3tkKwSon/dpvSL/2G4KHvKn38Q1NVUoi7MLYp7RpDlCJtsJL/6Aw5qQRZqMfkr+ReZHYiOuUnRtQV6C9cGgt2QBaGiWHT7ESq9Wxj4kFUilSP5Lloi38/jAKvz+sqKKKR1Uu04dQpfOQissqkTppMQIPrKKsD9i3AhkfroO4hFkGDR7TRS9itfTmFThHDqUVq2b2DqSy1K/XavTGqiIVi+E94S1O4lHphCoA2LbrSDmG9+tTacfWh0BVRlmoLh0Xi9RY+gMT1p/qinlRDzT2qSoq6YSosp0mwfpVTHfWfe573FujCO45dROenv4WISNkDxJy72j3SWshNLOAuK4G93+QxSx1fX05zKxk4v3uvjmQSiVq+1YlZMQ7eHp6D2FsZW9sc6Hk9uUWHcepjFQiblFCVZnq1ETYBKo/Vano8mkUXOAP9eAh4zL1RRTt/d3Y0+AOiUSROpIKvy3z+Q1XLQC9iNXC08dh4eauEJ+lN68i/3hTPkfP8RMBUIcKsCFx+RxCH2EromW/tCxwHfYsIztd56pP1AlVAIyEqirqxOKksBsaQwXkOHs1Lf2z6bNXlDNunVJ/LGBZxmOCaCSISIEAQpE5JOIGPDi0jNqGIU9P70HPt77AnX0y74FEzN3RpwaF5WejOaPP40iNibJXtbGiHE+//lzPIwoAtJ7fm9aA/dDeLUusAkh9cxH8dy2lzRzAZfxq1meb4PMF9XeI3YDuqLx8j5NxeIjoLWY1+9BeAIBb1PNw6j8Y9h27IGm9LB2I/EQQrnbom9nZo7GyQtbnMnZCpKGc+ihYVfSVTcBUUBaKTJb2xWIpRCLZk+yCA+2xdlKc2j5//SpTY58zet/BNzd7AgA+3BKqVfyq8rJ+9t2TyLl/Gt49ouDVbSTrvgj899TeXL2qLRmHDt2MPQWDEPIpMQWePoRqfVE+LFzcFdfhizfxoQA8zYL06SvU5mPlSrA25NJvBHZ97xVerOoJvR+3WnDqDyQsnQWRbVMMZe6vP3DWf8LSWQieq/1JUGW3mB036T7adJdPd9wxfEqiqR1vKl63jyCHdahy7JssjTaVpboHwt/ZO1vxL+f+aQCAnXuQokxb7h9ciMDI/+k8P1OjuWwuUofQ2sbYUzAIZrZNu7urUhL0Mkby9nV66ZfH8JT9GUNbZ8gz7A2JJjHqv3uZ2noe00UvYjV0GTFNis+b0yntVJfW287Xfsdl6LKNSN/1ldbtVecS8EHTMmLC0llwjIiEbVjTznubYPUxY/qmrqYp7tLGXoQDCX3QK4p6A5k+YBn2aRDkG6YcfMMRNHiiotzeW/azUt1MxQZxQx1cQnvh4WH9xiLrG6oz7P0nvm+EmXBH+cM7WrdtrmLdNijMYGOZ2j2S71LnUU/J4VNq6809XNTWN1fUCVahtaVOWRKYjBGwt2Udo24qnze9hAFkfb+bIP4ay8tIy+gJS2fBsXd/gl3q19rnHhWIRKjNTCeVq4pQqpOsEpbOglPfgQTbrIPEdFSqKbTqC/KQuoV4apUhmdb1Fp6b5oXX5jSdSvThliYB/U6XW6ivZaYon5vmRbhmGo/KBq77pPOSysvLM+NJZVRt6PqhS1tVX8UsbMR0kUJcXQWRja2ixCYwFO3mr8eTdfMY9+IyYDiKLlMfeGFoJPV1pDILF3fUF+WrbWdqIowt4YujUXLrEgov/gNxjfq4dTao5nSVj8U2HECbNkwI2L+S3zDDkPqMXFj4UedX9tk0u8Xex7S3P0fAt59T1jm9FoWy4xf1FsMvsDCH63uvoHDHL3rp39CYyudNL2K1OimBUYxn6c0rKL15hbaeaZyoOjumfZRcu4iSaxe1HscY/LU7B3/tzqEUgnv+7QUAmBx+Q6MXNLizdmmueJonidFLSGJEYGaO8MXRqMlKQ9q+rynbBbz1MeFcelMRq1QEvz+fViiZOTgi5KPmd5xmdXoSbPzbEsqcekXCqVek5rZpSUg/uI3xWOkHtsF/0geEsvDF0ZBKJP9tXiN/0bf0U8OaI9kLNhskjtPUkNbVo+TwKTi9FkVZH3hwtc7vO2tONHw2Uv+NsRvQHbWxT/n4VQ7hT7BqAcg3IkVN9sQbiwIIdd/F9yHYUKHqgdVHYn5DJvvXFy1pYxWV9wwArH0CmqXHkc4bqAmpuBFP1s5tFu85/cA2AAKEL2YfzmIT0Bbhi6ORuGkxxDXVGu2r05Mo76lAKNRqfG2QVNfS7u72WvYecpbvMMg8mjs1/ybAugt92Ejg92tQ8tNJmbdRR7yWvYfKmDuouHBL5750pezPGDiOHw6BiHoZW1eh3pBTiMb8Ypi5U4ffub73Clzfe4WThwHLtn7wWi4L1zLGw4UpfN70vsGqtSISWmBUOPVpWWxs2HDqu1xMCruBtzrcJNWpW4a/f6GUsznwNB9a2i7v1L3sYtZrczLwZO1czYYmQvjiaJ2FYuhs6uTpdBjzdyR9On18uGWoP3w3Mw9bac3kbdiv0cbpf6MQ+P0aWHcKYde5QADfzfMQ+P0aBH6/Bpah/prbGBDVE69U0XWjWeYs9cfQysdw+0DzKWCqWHdrp7ivcqGqTyov0sf+m8LnjfestkDEjVKFJ1NZpHoEWCEvjXzk5o0TRfjgK5Z/pHhIZC9tfuevy8WIz7hJsGeYAipp6yo0lKrPgWsMarPTEb9qFkI/Ww2RlTWtnVQiJuVhrc1Oh5W3aX3RygmbswZCS6KHMXn7Oo0xuQDgPnwsnCOGEMrYxpLKbdvNXw+BmbkGa6Dk1iXknTrKuH9tMXNuoxAb1Xceo+rqA0iqayFysodVuyBYdWwLM1dHUjsuPVNmHs6wCg2AdfdwWIUFQOSkOTMKQBZJ9Wk5qEtIQ/WDJ6hLTIekqoazOQKy98xEmHnMn8rpuKaApveuq4eVyb217dsVtn27aj2GISjc9SvsBvakrdfm89aYV4zM2ZoFPRMEUjVBxgKBgM8GrSUioQVGhM3CyXj6VDBMbHRFWayKG6WUXldVO66W7JX7nDvyAXJTW/bZ9Gxpf5SYRiXuJepdpEztdJ2LPvpV7l8ZTWM59OuANkO7IWPVIZ3GzP7qKMpi/tW6D2VcXuwH98kjFNf6+jlU3kkkvG/VpXhtvJ1c9GEMhHY28N+xmNM+tRUmxk73xIXINsR7KNpzVOswALr56fu9S2rrkf7O53rrn0v0GQbA9edNG7EqlUopjyLjPasM6B80FfaWTYmyqcSlb5su6OQ1GgCQXHQNCQXkHHcCCBAVLnOlN4hrcTZR+1RbTIn5pQCDXnEDAIjMqI+jU+Xry93x8QBuA8M3/NNVL3GrqiIIAOJfXQ1pg+45W/VNwaHzsI8Ih1Wwl1q74uM3YN8nHOZubQw0M+ZQ3X85ymKu4NB5OI7owfg9+Mx5Ree5cU3Vv8moTc7R+PPikuYqMrlCUlmtdkc7DzuYelhbImlTl9GmlRJaWVCWs6El3FtT/rzxMasa8LQPR0lNFk7Gr8PJ+HWQSMWkOFM/x27o5DUap+LX09oAQFT4PCQUXMDJ+HU4/3SL1vGqZubMRCcAhVAFgB2fJdHaKQtJJ3cLLP25o1Zzo+sT4DZ9VciOjxRCKe6l5Yp/lXcSm4VQBYDCXy4iZfYu1CSoPzAh79uTeDpd/w82uqD8M5D/U6bwl4t4Ov0rje9VtT9Dok54A0Btci5SZu8y+LzkSOq0X5kQ13K7rGxIshdsRsV542/YaSmkTlzYIjMAaEJa34CKc9Qri8B/nlEB8+9WKlInLkT24q069WFsTPXzxotVDeRWxONxblNy5X+ekOMSO3qOwqPcU5D+l87laeFlko1cmCYXXQcASKRiref0zEhnHEjog/Wn1MfAbLtBjD+5+kehWvvinHrF65BudmrFZY9hTjiQ0EejAJ3Z9y7h+kBCHwhofuvsncwY9QkA5h5OAMhLsbosG/PwmDJFV89p3VZdDK+cIc5vws0iAK4WfhjmMhkAMNLlHYJNRztZmiwLoTW6O0TBQmiNUa7vKuoHO78BO5Ezwm37oq1ND63nq0rRt0dbpcDSJ6kTF6Jo3zFO+8xducskMgHQUbT3d7XOjMCDq3Ueoz41G6kTFyL/a+6+iypj7hj0IcMUP298GABHZJQSl81vph9Cb//XCWXX0w5qtGGDV5AVY28lkyX4TwbdQ2gPeyz5qYOiTFdvaJ+UoDEAACAASURBVHlRAyaF3SD0I0+npS3BW2T5HzV5uMxdHBCy51NSedy45YQ0kfJ4TVXPWk1iFlLn7iGUOfTrQLlErToX1b6kYgnix2t/QhsTzN0dEbLzY7Xzoppb8kff6HVebNA2jpeuTX1WIck2YfJGiMub0jcp13MVH6zaT96+Uyj+4zqhLGTnxzB3b9qQ0FhcobZP26BQFF3RX25bS6ENCurTAADmAtmGrn+K9mCU67s4WbgTw13ewpmifQCAoc6TcLJwJ0UftqgUFyO+6hpGub6LpOq7JBtdkH+BWnVsC88FbzNqU5+azYm3y9S+vLmg4uwNVJxt+m7w2zKf8SYxSCTI+HgDxCXlnM3HEPc47S3D5FiuvhWreD8ie1v4fj0XAgvNGxQBoGDrT6i6zk2svS4Y8/OmikHFave1z8OtbxBlXdGddNxffBzimgZDTkkjbnYh6Ok7nnW7stpcUllpTZZGGyaUF7G7R1Pa0y99qJJ4twLTut7C7ge92E5LLaqCVRcsfV0Z2TUUlaP2aTZS5uxWlLU/ugztfyNvJmp/dBkSp3yBxrIqxbV1qA+pT7lQVW7v/eELpL5UbdofXYaQHR/h6XubGc1dG0J2foyk9zejPrcEABC06V3SxqnwI0so52YqyOelbk5mLvYEW7l90dEryD9AFHOBG6eRfq5h380htFUek4sl/vZHl6Euo0DxEGDmaIfQfbNRcvI2pPUyr46FpxPM3R2R+Ha0QqRq+jnYBGp3xLNtEPN2gv8W204V7ibVmQksNNpWiw1zwlvtoySTFY9RXZfg1AP9Ppjqi4wP9bfZ1xD8+YMXwkPMEdqHfJqlMRFXVCFtqun8nWWLKXze9C5WR174WLMRAJee/hj29wwAwD+DqU/Q0bZvOUz7Vaan73j882QjYdmeSaypi00AqczLoQNyyh+rtWHC4+vlBE/p6Le9MHC8G9x8LVFfK0HslTJ88+lTrU+Tq6uRKPoXiQT47Nt2aNvNDnXVEjy4UIo9C5O16ld5zlNXB6HHUCeYWQiRcLsCexYmsxLhdZnqQxrkKAtVAJQeVDlyQUNnRyVCASB7S9NSmkAkpLSBRKoIXdAH8rnJhSoApMzeifZHl6HdD/Px5I11ivmpevDU3RNTJHQP9SYjl5f6k8QqoPnnyiVh38s2UCp7qxtLKwEA4YcXKX4v2m7/SFan9LNgMje2aaeoDjtQ114K2QEhTuZeKGnIAQCcLNwJC6E17pT/rbDLq0uGmcAcDVLyUbc8PMbg2WE2GDXUBgBQkRoM+0Dtvqd4TBO9ilW2YtJUYRJf6tOmM7LKHique/i+TLLp6v08QaxS2WjDiW9zcOLbHE76UkUslmL9lHjO+927KAV7kaJ9BxJus6oVH2eWqSBvz99q6+UhCqoU/XENLi/2Yz0vNtRnF1GWC20sCdfJH2/nfGwqkaWvjUgNeSWMhT/TnytXiGypT1zSFrqTuST1dUjYsIBkL7SwRND0OTB3pD5Vpy6f/u/EycKd6GY/HG4W/jhXfIBQp7rsf6/iNPys2qODXSTulp9ShA9QMXDMBto6ALh43PAHM/i7PoP0wtuKa2VvaFRX2epDRU0uribIHnYHhM/A5fhvaG0BELypij5q83D1yS5a257Br+Nuyo8Y2WUxqQ8edoQGNy2xW1nqtlGKx/TQm1htKUIVkHlST8avg5dDB3T1fp5Ufyp+PaLC56Gta3/czzqKfoFvoaIun5TualT4fIwKn48LSd/gGb/XSDY8zLH0d9NsBKKIqo5NRW1aHqVd7dNsRv2VnFYfg2fh5Uwa11BYeLswGldcyf3OcEPukH/63mZZOMfRZSj67QpcxvWnnQPTnyvXMPk5MJ1bxqGd8Hv9XUKZ0MKS9RGxBRdOoOiy+pjX+xXU9VTxqRm1cciojSOUXSo5rLaNqZBeeFshOjv6jcGFR18CIArRwR3J8e7KqFvuVxWzgzp8TLB9JvgN3E7+AQDg5hDGi1QO2Ly7DJtWyELEzL3oM9/wNE8MvsGKbine2ssBvbe8ilsf/aJzXwDQZemz8BxKfx4yU+RCVL70fzJ+HUaEEc+Il0KKx7mn0MEzCv0C30JCQQySi66RwgXkfQ1uOwP14hqcS/ya0+NWdSVox2ykvGeYc7/lhB5ZgacTVrBKNyUVSxTL7eqgW7Z3fk772Nk2kZ1QevY+bX1jSSXMnOyMkt6oobAcT6d9qdFOaGUOSa1pxYazpfDni3B9dSBcXuyHklN3kLvjuLGnRIDJz98qxJtRX1XJTyg9rGwwZn7WzKQYuHh2hLUts1hzQ+Pr3B2PMsi/P9nFD+Bo64vSqkydx7AydyB4VhvFTeET+WVPdO6fRwYvUlsuehGrVF7VG+8fRlkc/YaimpxyxIzfQ1tvLKSQkg4BOJ1AFnTppfeQrpIRQLUdVV/anl4VemQFEseTdzXSlTPBzFV9wna3d55DwZ6/tOqbS+LHryTFYtJR9YAYt+Q0urdOY3vNfEGtWE2cuslo8Z/mrsx28bb7cSFBTInsuF26NgSurw40Wr5TdZSdf4A2Q/RzrKJccFq4uCNw6iekI1jl1BcXIPu3A6jNZZbTVt8kx/2F5LimvxsOTv7o1n+mEWck42LcZvi59EBeWRxlfZB7fyTkyNKF2Vq6kOqT8i7imeCJuJ38vcaxriXuQTuvEbiVdECjLQ8PDxmD5VlVJ1R5TANNItdxFHdJ/blAaGNJEoaWAcSwCtuuwU0XAgE8pz2r9Xh0O9Vtu5AzXFAJVn2KWPncAjcQ82I6Du9ONKQI9Q07OE9f09Ir8lCA9keXIWDVFE76DFjzlk7tszf/DoD8szZzsoPz2AjFdcqnO2TljraKMqa/H/VF+UjYuBDxq2ZR/kv+Zq3JCFVTpqa+DB18n8P91COKslMPViKq6xJEdV2Cc4+ajolsFNciqusS9A1r+nw9zZWdUii3V0d5dQ5KqzMY2fLw8JDh86y2AgQW5mj73QLUxKYga/VBzQ0oENow8775LJkEC38PpH20GZIa8k5hkaMdArd8jOJfLqDkjytazQWQiTN5SiC63Jjy3dXK9bruBqfqU3lM+evAdW+TbMqvPCJc02UbUO7PKsQbQRunUdoVH7uGvP3/aJxb6Zkmj3/cuOXwXzGJ03uiCXXvQT4+VbnydX1WEZJmynL3ubwki1Gtzy1BY1E5IBTApmMA2h9dhvhXVkHaqN2BGxkrfoDf0jcImRWS3m9KNcbk5yV/TfVzUM4QUJuah8SpmxC67zNF2ZM31qHtNuN7HFsTVLGiVGVnY8mHwQCg9Koqt1d+nZhzHok55wm2d5KbzyEmDTltWdmrW5JPvRcAH09q+cF0Kb9tkDnir/pT1oX0TkNaBrPQMvn7ko97YJsHJoyzo7QN7ZOO1HRmIVRc3i8eQCBVk99IIBBoteWaFAYgBf4Zwj5tlC5Qxaxqk7rKVGESBhB6ZAXElTUQ2VlDWt+gSEis3E7kaIfgPU27cen6pELVVtWu+mEyspbvV1zb9e0Ir9mvkfphG7PK07qhy4dKF6PMY1qohgEYIxsADzvYCi+AXnwx6SstsxEhvegzTAD6EasPLvihQzsLtfb2gcmoraOXRqOH2+DYQS9GYyvDi1UZUqmUMpWDQTyrpY/1k1aJRzPShkaCqAw9sgIeH7yEvG1HAQDi0kqCuKVCuZ4uVICqTrU/r9mvabTh4VEHIayDgtpkPtyIh4dLlMUllaDSVE9nu31fGT5aWEhZH+Brhrtn/dBjWAZtX0kpDaTxtBHVVG2tfJMgVlqg+eN7Lzw7rCmHq7r3qSxUdb1fPE0YJgxA2+z0PDqTMo28fGU/oLNCrHKBmZM9bZ3X3AnI2fAjhJbqn1Z5eJgg3zAXsGoK0hbvV5TLvaops003XZIpo5wLVe7ptHf0Q/cBH1LaXz21DI0N3KdAY0O3/jPh4ETtWZPDxGtL9d4tLO0QMYImhl8qxcW/2MV5e/j2RLtu5FUlNvM0Bts3NqUI7D2SOiuCX9dUZDwIBCDzKp44U01ppyzSpn6Uj4O/kI8XNvdKUth17mCc7wwqAfn8xBzC/PdvdceUmfkkO7b3Sxc6TOiA7u92R/aNbJyfd55UP2T9EPj288XBSHLon2dPTwQMDsCNTTfw4uEXkXwyGf/uIx7vOnr3aJjbmuPY68dI7e287PDCoRfw+KfHuLfzHqkeAMYdGYeq/CqcmnGKVOfT1wfDoofh6uqreHr8KaP3y8es8uiM68SRAKi9pJb+HgAAx7H6TYjP03qgigktu/Avsr/m7gGstaMpkX+/qOWQiBtw+e9FBppREwPHrAfALOm7/H2wEYOa3jsEAgwcs4Fxnxr7k9toIYL1zTsTmzKM3HtIfVpZbn6TC/LYQS+N3kKpFJRCVY6yYG3IaWtQ76O6sZTn9cbL9pRile39OrTTA6+/S537Wx1Tbk7B0VeP4vGPjxXX+3vvJ9TLr6fcnAIAhOv9vfdj1PZR8B/kj1+e/wVTbk5RiFWhmRCTrk4i2B8adgj1FfWK66rcKvww5Ac4+DkQxgp7IQz9FvVDRWYFfh33Kzy6e1DO7cG3D3Cg7wH0eL8HqZ4OTsSqc3df+L3YBR6DqM+gduzkzfiQAFOOK6V6D1zM19bPCf0PTiKUiWsacPbZb2haUGPuSX1qjb6pS8+DPdRnE6jPKjDchHhaPHxcqv5o3+MNxeuMp+eREi87tc3WwQs9BzYlyheKzNG20wtIiiV7XvTJxePzCAKwvq4c18+sVqzg+QYPRHCHMVr17RUQoXQlxeUTiyCRyGIfVUUnE8Gq2iYt4QzSEmSbIs3MrdEvSun3WCCArb0nqipaXijLm680rb5ZePNL33KeH2Wr2YiGstQyxWtVMVhTWEOokwtWZXJu5cCrlyxkobG2Kb5XWagqt1cu++V5WT788oxyxP0ch7EHxuLPSX8q6n8d9ysAIO+eTIgPXDkQF5dchNBcloBK7o29u/0uurzVhdH7ZS1We258ES69tDvTvtkjBdMHelaoClUAjISq65sjUXiwaTd44NZPOJ0XU0qOXYbrmyPV2lRee6S2nodHH0Q/HoFZHU6zatN5mDve2tKVdbuWgpt3V0ilElz6i3hgSVV5Di4en4vw7hPg7iNLieYT2N/gYhUAYm/uRXE+9THQmckXkZl8kSAUmXpCQzuPA0DtiZWXKfdrZe2E2poSyr6U7YryHuPRrf2E+saGGlKfPQfNMtmQAF3Yu5ndSY1b95Rh5jvq8363BPYdKteq3bk550geU2UOjz5MKlOlPKNcIVaVxS0ASnELAD1n9iSV3fjiBq29nDYBsp/lm5fepOy/18e9cOvrW2r7MFie1ZYAVUaDgPHdKSwNg9MLAxQnOfmtnQ5Ac65UXRE5Uqf0kNTVk8IA/Na9S7JTtuE3V/E0d1z8rI09Bb2gKlSVib/3I+Ha0TVE39MhQSdUldFW9LFp13vYAkZ2qkJVHUzCBgzF6i+bhPi456i9gAP7Nn0GNu8uo7Rhy9cc9cOGuIR6nftge78+XFBIaaOJ9Jh07O+9H/UV9Zhycwpe/etVrfqhI2ZxDOkfAJjbmOvUr0AoQOz3saS+k08la2zLx6zqSLuZA5F2hDrAmAlUXmomoQWJ45fCKswPIYc/J5SxRVUwKl+r9pf20de0aa6S3lgFy0BPQvvCH4ieqcTxSxH68+cKm8TxSw0mWAUiIXp92hvtxoUzOqoVAMT1YsQffoz4Xx6jKq9KzzNsfWjj9WSLPvv379wGInMBijKMu9HIGFz6az4in5OdHtclYnqL9AbSEX/vR4R3n6DWRllwZqde09in8v00JT7fUIxFnzoBAA7v8cS8FUWI3l6qqH902R9hbZsEzOyl2okvVZRzmXp5iJCTp13uZDZkZOuePpHt/dKVQ8NkeXpVPZX9FvXD1dVXte435Z8UyvLrG64jfHw4ocyzpyfjfs/PP48ha4dgf5/9rOfEWqzemfO7RhvV2M7S2GzcnPkL26FMktLYHDh2IuZQM3ewQkN5rVb99dz4otZzqU3IUCtQqepUy9gI3PrsIrX2dam5GvtLfPVzrcdnw+i9Y+Ha0U2zoRpEFiJ0fLMzOr7ZmVSXfDIJl5fF6NQ/F0y6MdXYU8CBPntZ2YvMBJi2Q7YiEf14hKJcVVjS1XUe5o6Ue6XoOdYLL8yT5VKe2+0sGuslGtvS9U9lO2hygKL/U9uScGpb09P/2DlhGPIW8UFzUZ/zqKnQ/guv+4yeCB4VAnMbc+TczkbM/HNa96ULjY2a/5ZJpRKNNi2VwtxYVvZPYzVv/OP6fnad1h1d32G/6kf1WVbeWLR+qQvWLyUfPSu34wpnxyaHgiGEKpe0CU5GWbIsxZ6h7pcyPw7/ERPOTFCI1Wc+fIZV+3/3/UuKUe3+Xnfc29HklLN0sERduWwD2ajtoxhtkAKAtHNpgACwcrRCbel/f2cEoDxZURXes8qSmzN/JonxIX+8a5CNYcEbNyF5zmy9j9Mc8ezhhZHbtT9KlS3Bo9oieBQxp9+TI3G4sVGzF6W1I26UYsc7d9V6VlXrVK9XXB6ETeOuK8pU65XLNfXv4GaJz2MGkuby9EYxoR+hSIC/N8u+YP7cmIAhbwVgy8RbSLlbCm2he9gIGBJIqGP7QKALif/+arCxuMTW3hNObmGwtnWFrb0nrGxdWfeRmXxRo41EzOwEIzmmtKyvLcqCVZnKKgmcQqi9cLqwcgG1wGsOVNdI9X6/Jl+fDIGwaQONslisK68jbKoqTSllLCYB2aanlNMpBG+tcvqr/b33Y9K1SRD+t0LJpm9F+6uTIDSTtc+5nUOZ3koVkxarO+IH4r1w6j8e6ur0jaRBDKG5SOd+hp8mH61oatkQTF0gu3Vyx7Pfarfzl2vajW/Pi1UO+PD7Xki+Q960MnVrN+ydeV9xnRVPTH8T2K0NUu+zj3UrL6BOMaPa/4j3ghVilQvYeMUn3ZhqMMFaXpxqkHF0xcu/D0K7vMxpn6UFiZz211JQPZKULSs3lWDJbCfG9tMnOWg2MlEszAWoSpd5VvXlPf0u4juNNnQiUl5+bd01XFsn+76S796XU/K0RK0IPdD3AGV5wrEEJBxL0DiPA/2o26uD32ClBWdGbCWVdV4UxbofLgSvPhEITffXY9DaoZh0Y6rJCFUe7gjq4Yitb94mlEklUnQaqj6sw97FUqvxXloUrtmIY7QJ3zBUyIeYpefQ0FhYOWDgmA1qhWpNdRGKctlnIGlsbH3xx5rQ5VQoOSu+KOa0P1NGLlR5uMXontUd8QOx+qW7WHS0Bza+fh9Jd+lTOeyIH4iDixPw7LvqTy0xBl4jwvFwtWZXtjpuz/qNcG3buQs8Jk1G6flzcBwylFAXvHETqv79FzYdOkBgZqbwfrpPeAPW4e3QWFIKSx8fRXnwxk0QV1Sg+kk87J/pRfCW+nwyC5Y+PqiKjYVtp05InjMbVoGBEFpaAQBs2sm+zKufyHbg+s2dh4wN6xXj5f/4AwAgcOVqpH2+FIErV6E+JxdZW5q8xMEbN6H0wnk4Dh6Cyvv3kP/D91rfpzcuTYbIwgSFPn9QG2cIBMSD75SXvLhgVofTjOJaWyMWVvZobKA+hcgUiBi+mHCtbnOXKSzBt6bNZ1ygLGbHTWl5OWd5tMOoYtXVz0qxlP9e+EVGS/tXjuTiypFc7IgfaIgp0lJwPQVuEUFat4/Y+T9SWfFd4jnIHpMmK0Rl8Ym/ELxxEwDAwsMTqUsWQVIrC1CWlwOAXY8eijZBa9YqyglL+SrH3yqLWjm1qamK13KRyoTA1WuRMp/4x1k5lKD4r+MI3rhJa7FqChuK6DjYb5+xp9AieHKlCB8d6o2vJ9wklMee4+5gCUNkItAHQ78YjnOfndHrGM5u7VBdwf5UHUOgKj55Iah/xGJA9J9vgMorWlouweI1Rdj5nfqcoUxOpjp52Jtw/eep5p2FRZf7xUPEqGJ12GQfHF7FPKYj7ip18mVjcG/+H6SNViMvfMw45tShnYfWY3t/MBNCa+r8jnVZTecR5x08AIGFBaT19QhcsUrRRlJXh4KfNScN1oacndspy5UFtbaYslAFZEvVPOxYei4SK4ZeIpTtnCbbfDX6kxCc+Oopnp8j25GvHK/KBEtb2Z83Rw8rlOYRd7jf+DWLtPmKrXj9fs5DfPh9L9btBq0bqtmIBt9I/a8qBXcYw2ijkbFpLkLVzNwajQ3NN7zAypd6s5AcRwchtq5zw9Z1sjAdpkeWagoHUNePprZPb1IfXGSIo1vpNlfJYXO/eJowqlg9vCoJjh6WKM2j3uCgSvt+zAO0DUFjdT3MbCxYt7N0IScLvrfoTwpLakrOnkFZzAXqvn18Fa8d+g9AdVwcAEBoba3wbnpNIyfrZ4PAoik20K57d0UYgDp03aRl6kKVhz3ypXi5aFTdzR/9eASGTw8i1TFBWYguPR8JADi1LRmntiXBu509+rzsQ+hz0akB2PjvcMzpwtxrefevXEzc2Jly/uoIGBLIeAxTRSRi/3evtdIvanmzEdZUsI0xpfOaytEk5lLSGhAWkc5qTFOC6/vFI8PoMauvLAhGz1GyJwx5CIDyEr9yaMCOmY+wI34g6qpNI+/audHbSd7VgFd7IO3nu2rbDfr1HVJZwRXyCQ75Px6SxXqePQvHYcMU5WUxFxC8cROkYjHqMjNgFRCoEIM1CQkIXLUGDQUFsPT1JfTXpv8AtBkyFOXX2CULdhoxEhZe3sg7sB8AYNamDTwmTYFN+/YopRHNyiTPmY3gjZtQl5EBMycniOzsWIlXM2vukijri4N9+RAAbVAn8OjqHp7NJ9Vpulbms6MRWNDrPKFsddRlhehk0j+TcVoy/Z9dpXh995JpZTCRY8x41YvH55pEvKwuCARAfbZMeHUbkoFH8epPeLr2ty+e6SZzZEwYZ4cff6uktdVVnHEp7tj0pc721M/eGBopW71ke794NGN0sbr7kzjsRhyhjC5u9f6ZIqOlq2JKuxmRGsWqKjU51LErlXfvoPLuHQBA8ckThDo6sSe0sUbq4oWkcrl92ZXLtHVUUNXR2acuWcSqH6a8fuFNrdsaCmOFANClM/Id4Af/QQFoOyaU881JLYG1t4YohKbIXIiND4Zh5bBLGlq1HgaO2UDrDez4zGTCdWVZliGmRMI/dDjSE6k94V37vWfg2ZCRSiUQCGQZVdTdT1NFLlQBaBReAND32UyFV/HANg+1YpWKtuujkTRvFrtJmhByoSqVsr9fIpEsNpiHHqOL1ebOzZk/o/dW4rm86k60atOefDTZpQlceuValjCZdJ375f+KrAr8u/c+ko7T51T0jfRHwNBAtB1t+HPPuSDzcgYyL2fg6mryw4k6WkO4hVykLjkTCXtXC/z11VODekjryutg6WC6HhWpRAyBUISBYzYgP+s+4u/JjnS0sXPHM4M/I9imxP/NqE9rGxc4u4fDwTkQLh4dCHVd+72P8pI0FOfHo7w4DVIp/bd2XU0pLK0dAQCB7UbC1sETcXeaNmu6eXdF+x5vMJqTvrn013yCd1X+urQoCWlPTgMCwNWzE3yCBhDaNTdRS0VdfeuN3w/skca6DS9UNcOLVR0pjc0hlak70arP9tf0PaWWBUfa+0DEXlappTIvpSPzUjquLCd78tv/ryN6fdqHm4kB6DA/Guk/70ZlchxlvaWLO9pOm4/H65qv18EUWTncOJ7Uy8tiMOzLkUYZmwmXTixQCCt3n25w9+lGadfYUIOMp+cp6+QwWQpv4xyENs5B8Gs7mFBOJdpunF1D6NPNqwvcaMaQLcWvhzEf4KnCARxd2sKxX8vLNRoe2hTHPPE97bNJeL87AxbunkhdST6K2yogEF7vvIfik3+h7Ip2n18LTy/4fjwbxSdPoDSG+yONw9qaIztX87HLyveLRzO8WOWAlO9vIWhiL+3aHrqt2YgFWV9/yWl/xqRNYBud2pc8Lcafb/zO0WyaiPvpEeJ+Yp9wnA5ehLYusq5majaiwVCnWF08PhfOHu3RqddblPVX/l4MsVjzUqc+uHh8LnoNmQtrmuNUG+qrcO2f5f/ZzjN67KhcdDOZR3P1qm5e44r332r6e/3739qlnFIOBWi7PhoZX25EfW6O4roq9l+kLJkPq6Bggq3j4GFwefY5QhiBalhB2/XRAIDUlUuRvOAzuI59Uas5auL0EW+NcbCq94sOTStdhjyG2djwYpUDEvdcJYlVqjRWQ/8ix1El7rqi17k1Z144rP1RilnXMnH2k384nI1+6DBf9geUSrDK6558RUyCHjz1M1i5e5PaOXWLgNcoWUhKZVIc0n/ZrZc587RszMys0NhYi+K8OJ3Fk77E163zzAWopjloM0dDtTEmVr5JqM0kppnqNzoTt+7VQSgEnh1mg6PfeUGg4ri29iNvFmaKasyq36dzCGW5B/cDAGpTkiGurIBDRD+UX2e+YVi5r8I/uXVk3L5fp9gwZaj71Zow3fM0WyBmtsQ4NUNuygnY+gWr8ubMuVmnm4VQBei9qh3mR+Pxull4vG4W2n3StPPaY/AYJO/9QlEnF7QAUHL/uqLcrm17vc+dC0aYT1D80+cYnkLqvItUtoZAG4+Iwbwoqt+mPK0SsRjw65pKKLt6whcNOW1Rl9UWvx8gCy9zryQ0NnLzvdZY0pRX3f0V8ucydeUyuL00npOxuKDvs5mc3q+2z4XqaabcsPzhWEze09dg4/FilSOuTjnIus3poZv1MBN6fNcuI1z7fbEaeVt3GXQOTAkcrv3pYJlXMjQbccTJu356HyP9lz2K1y4RQ9FhfrTinyquEUPRdtp8AIDQwnQ38cg53fAjTjf8aOxpKBBDc6wZV7BJd9aalvu4IHJs804bZSrk5oth7pWEUa9l09osWlMEc68kveYKlUoleuubS7i8X/2XRnI9vWYNHwbAEZWpxaQy5VCAQUfeNvSUCKTN/IzkLRknyQAAIABJREFURRVaWaI2PkFx7TAkEk4vvwAAKPzuEKpuNaXgEpiZwf+rdaQ+AcDC1xte82eRyuVYhQTD45MZtPVUDFw9RKMNFUfG/KRVO20Z1UP/wlja2EC41uSNLbx+jlLI8mjmXMMvBhtLKpHiQJ+98B3gh6GbRlDa/BD5HcT1/FZhKiLHbsClP5vX0npz5ezFGqMmri84chgOvYibWgOXrlAs5TeWkL9/jYmx71dLhBerHJKw4zLC3htAWWfpamfg2bDH6eUXFEIyYOsXBLHq/9U6Qp2y4HT/YLri2tzbk1Tv8ckMxbV1J2LaGq6pLqjmvM/rqYFYMbsQc1e5YHD7NEI5AEQEphLsrW2F+OeeHy6frcGC9/MV5b9d8kVyQj0+ezsfbAiY8L7iddGN87DxC0Z1RuuJc+os6qdYxr/VeAal0gKSjfLyPRNP7QjzCbjY+DvqpDWM2o8wn4DTDT+qtTODOYaYk5clNc0n83IG7zllSUB4lLGnwGMEPKe8jdz938IqIBAiWzuUXZZla6l8cA8erzfl45ZvpmpNLH84Fss6/8noevnDsYS2Ty7k4dCHN0n9rY88hXmXmj5ryv3RzeGLYadRkU+dulMXeLHKIak/3SGJVd+xnZD5ZyzJli61lT6piLkMu/4RqLxyHQFbv0D5uRhFnarAlHti6bygrm9NROE+WX7DzAWfK8obsnPVzqEm9rEO70A95RnUhytwwYlfK3Hi10pcTw1UiNOIwFSFYJVzPTUQ08fnIDKMmGtv5y+eGBeZqbCJCEyFY+de8H5OJn5UN1opx6Mqv847/ye8R7+GwDdmAgAaqyqQsEUW3lGbn62wy/qjKfdkc2aE+QRIIVUIPrlYlF/7C9uhnaiH4tpJ4KYQlur6PNNwGFI0LS2q9k/XTtlO+bqNwAW9zUYqrnuaDYWzwMOkQhy4JnLsBtRUFeD2uY2KawAKb2fk2A3Iz7yLJ/d+ItTLKS9Ow4Mr2xTXAe1Gwj9sOGkcZe+pah/K11ReVlV7VRszc2v0HbVcrU3/59ZAKDRDesIZwvx4ry63qG6uSlu3klRv4eWN4NUbUPT3cZJ90rxZ8J+7EAKhiPJwgeZ04IC2+a77v9UWV/YlYfGt0ciJK8P49T1wZN5dTPthAL4ZJ/u+X/5wLMQNEqzo8Zeinap4lfPu4UiNAhUAAp9xwVv7+jGy1RZerOqZDrOHwXdMJ63aDu8v21hz5spixfWZK4sV/wNAkN9gmIkskZh6Cva2nujTbSYSUk4gLOhZnLmyhNBf8S+/I2DrF6i8ch0AUPIb8ReLzWYruVAFAPsBfeH8P/qd+7mbtij6ZhICoC2/jz+it77Z8O/tOsK1p7cZuvayIgnb0oe3UPrwFm0/ysv9yq+zTxxG9onDJPvkvS1vsxwAnGloCu1Q9W62E/VAtqTJy1zyn9dVVbAqe1C1FZDK7VTn0duMmDf1TuM5g23WMhbVlfmwsXNXa6MqVFWFp629J6oqZA+4aU/+QV7GbdRWFxNslJf7lYWwan+qqIYJqPYFAH1HLcfl4/MVMZG9hs2nDS/wDxvOC1QjU5+TjeRF9D+D9A1rDDgb0yL9XjFGzuqAK/uSYG4lwq7/XcKyB2NwZN5d+HZxQl5ikzNHWagCQElWNckTCwBfRp1VO2ZOXBkA6F2oAvwGK86h8pg6tPPQaEPHg/gfSGVnriyGUxvZBqS2/sORmHoKANCn20ycubIY6dlXSUKVCWkzPyP9k1N15z4EFhYKO2Wc//cyZRs5dSlpirqArV9AaGPNem7NmaICMSICUwn/eDTjJvRhZPd/9s46PIqza+P3xt3dhYQEDyEEdwgULy2FopW31Hjb4g0WpEAp1tK3Lf0qQKkBxd0dghMkRtzdfeX7Y7uTnZ1Zn7VkftfFxc6jJyFs7j3Pec55zosnPd/nUt9gKwTFaglVeTzlkdPnhBpHaGQffeLBZfKHo4riZJnj6YRezyFkb5e4UFWX7BRyKdbaSnJ+W5HgFb+8c++iMC6fY2RMWY8Vqiz6zM+zyWkw+UpkGzoWl6DSnjlPKrDm6XjkPatUab4ytCnPKsfYCA5dPOHaNxBOPam3tLvHvYLKZwUovZuJuuwKmhX0j5KyRAzvtxYXb5GreUR2eQf3EnYRHlZba080NCr2Rm83cijyN5B/0TRlZMH13dko+Wkv7RzryB4kb6o6WPeKQM01xXPjGRKP4htx7rEfRvXIJtpaWgSk8IGPljrif18axs+fLjFW8e2J7ka/yMupKcFayM9CF+O+SsfO6gvq5gDt1m8eEm79iIHjv6T02TkFAFD8hr6RkQlCI96AtZ2nWjZlJZPT1zU1VsEGPpRxdHZ5BfRDXrpuKpyxsKiDKpnn7N0tVNpr2vZeWN31ONY8HQ//nk7Ieqi5i24GKVZHnP8YRqbUT77ycB8SAvchIeiIQVLHXBzzHXgNLVL7FeHi6P9h+JmP1FpDHB6fao9kOACHYwS+jJraIkTezerz5DKJhVt3wn/nV6RQAEkvqWSYgHi/qK8pM5s0xnHyeNgNH9zaIBDIFarefam/UHSJuCdU0isq+fzBG/Qxu+LjWKGqGIX8LHQ17id3nKuRD0r4rV6zSJNhlDFPebdQyM/CCNNpGhOsHHAMSqAyib1zMAABbp6MRcSgT5Bwaxf4fOGHBpHolPTEStJ39BqYmFqiubEa8eeFIVDaSEFFZ1dzU63G92XRLKP9P8WZrB26NkNpZt6cq9b8pTdG48DiBwCAuvImcIyo6tXG2Ry1Za3hapPW98D9g1mUcfJIjy8FAEKwsjGrBgavUXquRlUuVl25s46IX5VGdW0erC1dFVpPWtxo1vzFtO10F61kiVpxKg4fR8Vh5X6AnTvRl1FkaZ/4GoUgh58KABhsOpnU1yCoRQ/jgTjPbxWJJjBFAu8G7VoXWv7CSNPp6GMyGne4Zxi31ZbjiBpB+/0wwudzYWPvjbCe0/H4+k4AQGFWPDp0nYz6WtlZMExMLVFW+Awv7tGf7mgKeXaxsGgTIxP1ojMt7Uzx7Iwwz+v2mIuY/WMfPDrammKxMr8Bi6+MIoRlzCJhhp7ja1QLBRCxc/xljQpWVqxqiAeLDiNyy2T5AxWkpDwJrk5hMsdk59/EiP7rkZx+AgE+g3H9HvVITlWcpk5G+f7DAADLrppNP+USzorV9oAlxxoDTCYQz3RH6KKLTGHGvSh9AHCDexxeRoGkuVdbDqMZ0lOniNa04tiiXlCDfiZjYc2xo9iRy3+JRJ70C3DiuHCE3sNokxgIIIDRv9cBsvkpSOY9UGgNQ+TJjf/B1as7pd3JPRzP7wqLHohiQjt0nYyXTw/LXC8/Q7HwIB6vGcbGZkpaSyb50V/oGDFNrTVYWPSJL6JPY3n8GOK5pZGHoGgXkoDcHnMBHE5rBgBuM58RgVmaWYvchAqNCVaOQCA9CJfD4WivHmgbZNSVT0jPidsuIefYUx1Zox7inlQBl4vsT5dpbK+YH16Be4SH0vPYXJXqo0rKFPb7Lj0WVpOXuvSFgeM3g8dtxq3TK4hnQPJCEoeIZ814cRK2Dr5w8eqGlwmHUJB1hzTvwZWt4PNaEDV8GcoKn8HZo4vUtFQVxcnIeHESrj4RyEw8TeqTnNMpag6cPTrTpsKqrcxFRUkKvIMGwsjYlDRGlLrKkC5Ydf9PBLq/q/wlv7b0f3m0/6dIq7qLYPveAAABBDibJTzZ7OsxDfbmrb9jROECo/0/RVbNY/jb9gAAJFVcR2a18MOmr00XdHYeQZnDJBHvR6LrW9QPf9JoS/9eIgQCAW3ULetZ1RBDjrxHaTNUoQpoNuWUJCaW7I+lNrDt3xUen76O1NdXyR/MojRDTV/TavlWXSEp4uhFnQDXjy+Bq1d3dOw5HXXVBbTzbBx80L3/h6gsfSlXHF4/vgQ9B3+GHgPnI/35cUqfJC/u7ZFqe9e+78EzoA9y065SLmbdPBkr0w4W/SW39hlSK4Xe+tH+nxLt9uYehNjkgEOKb00sv4LE8ivEHJFY7ew8giRQe7lNwv3iI4zaq4xQbW+wqkBDmDm0r/RMLCztGQEEtHlV27pXVVlK8p+gJP+J1P7aylzcPrNa4fUeXt3OhFl4evtHRtZh0S8auNRCMdamjnhUcoJ4FkDxA2RxwcuiXVixqgG8X+lMabsy+f90YAkLC4s2EC9cYEgEbdmK9EULdW0GC4vWqGupQKBdJIrqXyo91xCzC+gCH9NQdLagz+Rytma3Smu2iaIA0WeWEX9U6WeazkuoJQObK5ivWc/SNrAfGYXgvcthESw9Cb5FiA86/BUHt3kT1RrjvXIOgncLjzUFPPmpzlhYWFjaGj42rVUlR/p9jKqm1pSDw3zm6cIkBI4K0sm+TONi4i1VqKqDXnlWe/3zGe5PUf5YJ360sOqINDEqr1/TVKewqVFY6Ak5sBYAkLd2N3w3tb5JZi/+Dk2ZhaQx3LJq2I+IhP2ISEqcqbJjQg6sRc6yXZr5olgMBtarqr+Ex25D4gZqPXvPV6bCoUcfpO3ahOYy9neLKpzJ2kEc6efUPsPzstZqZ5dzfyT6xD2p4nMk+5hg4LohjK6nKyItR6rsPZWF3ojVkJXMpXnSJZIZAADgznts3BqLdESiMvX1VQg5sJYkMr2XzyaNAYDgPbGkcSIRquwYURsLizS8P/kUZp6eKDmwH7UP2m4KLn0lPHYbAEDA4yLpS+FlMIcefZC4YQHCY7eh6NxhlN9nK23RISkm5T2LEEAgtY8NA9AdeiFWxT2eotcibyjdmKTP/0LVo0yt2KYMERvGyx1zMSMUwwNTtGANS1vAqkcH5MSSL3+kzdlAEZqKjOFV15Gea+8mwqZ3OIPWkhkd/rnG1laXM4kbdW2CRpAWgyrZHrRlK/Gabrxd335wmTJF+MDnw236m3Cb/qbBeGI7vdkFXWZ1hYWT/IuuRQ8LkfDLYxTcy9eCZcoh8qyKRCsAFJzaT/SFx27TS7HKMeKg7/IB6DAuRO7YusJaPPn5MV4eY38vtgUaBXXgwAgC8BldVy/EavzoTYg+swy8uibaMIDoM8tI4jX6zDI8nL4TLRV1lLG6gs6jCqhWsaq9Ye1hg54fRiIwJljXpuiEkL/jkP7Olwj8gT49WGNqLm27smOqzpET3NfeeqZRscqiAwQCBKxdh8xVK4kmn8XUNE4i0SkuWsWpvn0L1bfJCfqljdUlJpamePPKLLXWcO/pgZE9R1Pafx+4B7xm/YjrLr4sur3OAb+5SeZYXaBKfmYR1h426Ld8APotH0BqL31eglNva658Jx3a9pwGjemAAXHSy78bIldrDyDGdi4AoJJXjGYBuUDLo4ZLKq2rF2JVFj4zB9C29/xzPsX7qmmkCVJpsEJVSPC4EER8EAkrFyuN7qPOG6YqMJGQWXT0H/TzUpT9dQnlh69RxhhZW4BfJ70ik6JjLML8SM9mPoqV52URou2fLzrk/cylL15EEZVm7u4G4xFVlFm35oJjrNn7wTOuz9Ho+pLI+rd1GzoODt16w8TWHtUvHqH6xSMtWkZP17ndEfFBpMbWd+nsSvyfu/jpOeTdlv+BXJ+x87XDpIOvMbqmrt+T6H5mRUIVAByM3RjbS+/Fqve/YlVXl6NU5fnmC3LH/HM/GNWVPLw1IpO2v0Nnc2zZ54OHt+qx9qMC2jGLvnSHb5AZPnldWPv34L1gvBaVRhnXd7g1ln/jifOHqvH1SvWD8r2ivRHxQSSc2dKoaiEZoypJ1YUHCN4dS45H3bucMk6RMVZdyLdNnV4booLFLIaAZUgIGlJTYeLkpNoCHA6Cvtoif5wW4RhxMOv2W7o2Q2uIjvkBIGXHSvDq62Bia4+Q+avh0KMPACB15xqt26ULgTR8xygAAL+Fj30Ddmt9f2UIHhuC/qsG6toMnaGJy1WAAYhVflMLjMxNte5FVYebc35DXVa51P7hE20Ru0NYS9zB2RgXM0IxqUcaaqpaj5wuZoQSrwe/YouLGbakWNeLGaGYPTQTY6baAwC6R1ti21++RJ/kWBETZjpgwkwHteNmR3wTo9Z8FiFN2UWU2FJx0Vm86yjsR0QSotZ56lAYWZrj5Yx1pPEhB9YqNMZ75RzkrduDDn+tRnNeCcy8tetdfV5wGjmVjyntxhwTWJo5wMrUEabGFuBw2kRWPZ3hOe99pC9aCL9Y6ocWRQj6agsELS3I+LzVSaDLMABde5B0hWQ2AG5NFRI3LICRqRn4Lc1atcXE0gRvXpmt1T0lMTI1wuz4t7G3zy9QIpe/xrDzt8ek/VN0bUa7QK/EqrG1OaXt3sStBuNVvTFrL+pzKuSOi93hSRGTRx4HE22nk4RB6ZKCUlKE7r0cgOGBKfANMsPuiwFEn7g4Fb0Wn/fhSlf2opceEPTTUhjbW9OmmBJvS319Fcz93RGyfw2qLj2k9cQqOsZ79VwE74nFy2na98gAQGfPMejsOYbUll52GynFV1DbVIraplKd2NWWSF+0UO4FKkUQF6q6YvKh12HrbatrM/QObQtVffuwMPuO0B4mQrFUtkHPvif6hHgogDjqeF31Rqw+mvk/ROz7CO7jImBia4m8P1uD+xvzKhB9Zhkq76ZBwOPDsW8IydPaecds2IR5ARCGC1Q9zERSrLCijNOAjvCZMwiWvs4AgKijC1F5Lx2p6w8rbSNTMagLpuWQnh/erEfP/q3xnGbmHPClxPX3GWaNO5eEF8sKslsAADnpst+49n5dRnr+bl0JprztqKzZLAxDJ1Sl0ZRVhNSpsstQKjImb81uRc3TGkHOfRHk3Jd4zii7g+Tiyzq0qG3gMHSYWvP9V61G1lrhhxpdeFXfvDIbJpZ68ytKJ4hnARCHLv+qptBnUTY7/m2dClYWKqI4VUlhOtRmGmJs56osWPXmnaC5tEbqUf+Td2QnL3/+6V6pfeU3klF+I1kt25jmSXwD6bmhnpri4bt19HGlq7/zwpiwVABARopit0Jnf+KM2Z84K2klizag5FVdqd1LHZrkTOJG2Jg7Y0DQe0rNC3Tug0DnPqS2pKJLyCyPZ9K8Nk364kUI+moLMleuoPQ5T5wE+4GtMXV0XliRd1bUl75oIXyXaS8VmT4LJG0RHrsNKdtXgtegnaw3ZYnUUw1D+HdgBat+EW31Cq0gvVz7l1SPqyLojVhlIWNpQx+zV1fTKmwFCsbsTO2TjrIiLhNmsTCIeKypZHtbobapjJLTdGTYYhhzlHvrCXMfhjD3Vk9hcvFlZJTdYcTGNolAIPX4v+zoEZQdPSJ3Ccn5OZu0k5vWEASSttCWUAWAkqdkB4kh/TuwgrXt0ybEamTgdDzIIFeJ6tPhLcSn7YFAIDsxbUy3FTibsF6T5qnEO4tc8Mf/qJe05g7PUHqt364E4pXwVCbMYmEYecJ0RM8VuPBQ8Z9PWysP9A2fh3MPdBOTqgjnk76itHX2HANfhx4Kr9HRbSg6ug0lteVUPMLzwjNq28eiOwxJILU18u/kEa8N8d+BFaz6QUFLOkbZzsG5mj2kdj/TMLXWbRNi1cVW9WTy+ihUd6wowqfr3Ultk2Y7AABqq5WrCpGR3ITAjtSLayxtk5r6QlqhamJsAS5Pdh5WXfK84DSeF5wmnr3tu6Gr11il1vB1jICvYwTxnFv5BM8KTjFmI4tmYUogCXh8/NZvt1Jzoj6LRvi0zozsrwi8Jh7uf3MXyQcTpY4Rpa6qSU5ATfJTUl/VM+ZL34o8q+0pPRgL8yQ0XoOnaRDtkb+kgFUGrYnVmG7k2ClxkRjTbQX4Ah6MOMYAAIGAj3NPNxB9koJS1Ca+puj1hWebweM3E+uIj5Hck66dztZnuSeQVy5Mt2Nn6Ym+Ie+Q+ourU/Aoc7/Ur11Zjv9ehbIiHulWP0DNDqAI747OwtT/OFLWUnU9FvUYFbka5x6sIf6W7BMh6mtsriLaxcfTjXWw9kH34Klo4Tbi1ovvAADDepBvdF9N2AoevwXGRmYYHvE5ZQ19Ia8qAXlVCaQ2DscIo8KWgAOOQmv4OHSHj0N3UltZXSbuZf8pZYZslPHauHRyge9gf4RMCFWo5CeL+qjjVbu3PR73tgtjopkQzU3VTbj/9V2knVD9RMtr/HRUPRVWnbMOJL9/a0KsNlU3YeS3o8ExUuz/lzTOfnAKRQ8L5Y6bcnQqrD1s1NpLEta7qh+IYlZdTXxhwjFFQUu62mtyBDICHzkcDmOZzIyNTMDjt8ZNiovQmG4rcDdtLyrqsmn7xMVk7+DZeJJ9CE0ttbRriejT4S3YW3kT7d39XgVfwMPTnKOkcbLEsDRbRa9NjS0Q4jEUL/JOg4U5xu6ZAOcw5YsNGMKblEikDu2+GFefboeFmT3qG8tI4nVwt4W4/uxr8PlcUrvodaBHf5TXZKCqjr6Web9OHxJiVYSkZ1Vyv6sJwos0qvyi1uX3vX/gO7C1UL5KimQcrbZRVRAZws+4KqgjEGtyq3F4ykEGrRGiqk3/TNyPusJa+QM1SPf/RKD7uxHyB4pRV1irknisK6zFPxPVc9ZM+HMyHIKYyVDTUteCP4f9xsha2uKVX8bDpbPyOa/b4vuBQCCg/bSkNc+quFClQyRUJcmreEISiI7WfiShKot76fuI10+yDyGm2wqKWFWHFl4jfJ0jWbHKojDV9cJKZJeffEXxmIp7SwPc+yG94BptzHVG4U3YWXlhVORqFFW8wJP0AyrZIr6foXIz42dKm79TL4S7j9SBNSyqMPX0dJXnavKX9d7oX1QSrFOOTtWoXQ49+qDyMfOXC5UVqjK/Rg4HPkvfgEAA5H35l9y1jk0XppL0HeSHoV+NUMoOSUytTdWaz6I5DCJ1VRefcfB2UvwChYhnOcfh7Sg8yhOFCSiKNAGsDgKBADHdViAh+wi6+U3Sy5hXFv3lbtLPiAiehkdp1DdwuqN4aZWcquvzce7BGgzpvkhlW/Tt6J8JOnnEwM+xp67N0BrFecL80m7e9F52pjh/2hUjx5RoZG1VwyRO/+cEw5ZQUVWwTvzrVRyddkgDFgGer0zViFhVFHmey7BDcbTPSa/GUcZKknMtW+XvuTiuXd0o2Q3aOhwjDt6/9yYAYVnaXX1aw50+eDAD30f+rtK6/gO9UZlZjaqcGkbsVBWtiVVvpx5SY0blweM3IyJgKtzsQnUuDgsqn6G2sQQFlc9QUPlMp7awGB58AQ+uDh0BAA1NlbA0F16cE8WxihAJyayiOxQPbP/OH8Pagpo3t7P/BLjYh8DMxBrdg6biSXrr0dywHktJa5x/uI52P0OBAw76Bs6FnYWHrk3RKW7e+YRg1SSaEqomlqp5wW6tv4GSBO2IEVXEk32gg2qbcYwAORlsdIkiHuOqS49Q8C35BNPzo4lK76OOYB3z07g2eUQui/fvvSlVkKoqVPUJnWQDCPEYKn+QGBeebVZK3GoSL8euqKrPQ0bJLfmDWVhoEAnD68++pm0XJzn3LJJzz5Labj7/lnbd51nH5O4pQiDgG5RAdbD0Rp8A9euS387cjaqGAgYsYmGCN6/MUmney+PavRwq4AuUvnikymWf8M+3oKW6Ai+/XSe1epWuUPRrKd5zntr22wWV9jPEFFrtkRjbueAJWnCh9ne1Ev/LQmtitao+nxCcZxPWI8itv9JrSLtxX1qTRlpbEegyCSg6N6v0Lmwt3WFhYouegdN07u1lYWlLMBVzejbpS7l5ltsqxXleOH6yAfZ2Rhg00JwIEyjO80JxMR+XrjRi2lQrUrt4KIG8ZwD4vx8cMXG8Jf453IApky1Ja1273oRtX9fgyEEXxkMUrq24wuh6ivBb31+1Ipwky6jSlVXVhYhVRnSH7FlCPvLncBCye7FCYQB0+6r6fWczA7RCFwbwwYMZqMmvw77xR/DBgxnYE3MI9aUNRN/Pg/fDxt0ar+wYgj8mSXeEANTSqtLiUg2igtWdl+QfGnGBJyn2pIm/4mr6T9OSBQGE+/1KaZO1p6z9Rc/2Vl54mPk3SqqF6UhqUAQAcLYJQlmt+qkZWFjaIxE+U+BuS02tpgwVDbmIzzSsG8CaomNHEzQ3C/DOexUAgL2/OBF94sJRMhGMhQUHjY3CxqWxVXL3mTi+VaCGh5F/lbw2rUzufP+hAXLH0JF5vn2815bfu6ZrEwAAp94+rvQcybhVyTZVhCsL8+wbL6xk933k74SgtXSywIt/UtFc24Ly2krU5GuviposDKIowKiuy3VtAoBW7/D5p5vAF3AR5jUKAFihysKiAC7WgejlN03tdSrqcxGfxQpTaZw44gIzMw4pljWkgwlSX3KRmugBezvhpb26OgE+WVAJoDX2VfxvebxMa83w8iKRnO1lwzp7fPOt7KwtgzcNk9lPR2OF7gpbnJ9/BiN3jlZqjjrevaLz9CVx6bytmiLzQgZKnysXr8y0EDXUcICQg2uR+hp9hUJZfbqm/4JIXFhxk3i+8dU9pebLuu2vaiYAwADE6siun+Nl0RWkF9+UP1gLnE1Yj/6h82BmYoX04ptsCEAbouMq4fFa8lrVfhnQzR8cs0nuvKtnl8kdY4iEug1BkHNftdcpqknGo1zN3Kxui2z/uhazZlih70DqBSR7OyNCiB74k3pJjwk6dS/E5g0OKCziMR4CsH/0H4yupwwFdzWbcUEfubb8sq5NYNEyqWczETjUFxmXcwAAfv29UZFRrWOrDECsnn+q2+TddNxM2aVrE1gMBJEQ7dXvE9TXl+LFY3LckCJi1lBRRagmFV1CZnm8BqxpmzjYC72kkT3N8OChsHLfdz/UIm6lHXIzPXH9ejOGDzMnicZ337bG/I9ssHtPPWktT798/Pp/Tujcg1x9yNZWeLEoqpcZ7t1vlmvTmeOu8PMzRnGeFxKTWjB4uGYyCbR1wmO3SY1Z1YZ39c5G5hxETuP7ovz4bZXnn5h1BON+m6T0PAtHC5164w2RrOt5wpjVQfthbmeG8Mkd8GSf9LIMpNwTAAAgAElEQVTA2kLvxSoLi6FhHxGNqkdkwWVt64n7t76mjE16+re2zNJLEvKPI7+KTQGnKpVVfFrvpTSPpqj9p1+ocWg8HvDWf8op7TU1Atr1+g1q9dx+OL+CeO3nZ0yMF4UjaDoPrLoYwQh86NdlvLI7l0nC1MTGDiH/jdNaGEDKkWTG1rIM8wXUEKvlKdSfS0UYEDcYFz45K38gQ7i+OxYOo6OJ55CDa2nH1d5+rhV7Pngwg/JakTRW30f+jpknJiH+28fY1fsP2PvaKrynrMT/BlEUgEV5bLr5I2TjTLnj+I0teDJlsxYsYlEEh559KGJVGta2ngAeadYgPeJe9l8oq8sgnq3MHOFhFwYHSy9YmTnB2swJZsZWMDYyBaBejXJZnEti/79oivc+aBWuzc2MVexWm1Hmb5KeLzbtBw9cBBl3QQeTbqS+c0304QYVaRVwDFauLGi3t3sg4ZfHyhkLoPjScXCMTRD66Tqk7lyjVaGaczVLqfF0F6r0Aa8+3lrdr+SnkwBfAIdX+kgdI2hqQcFW5p0UdCJUljCV7JN83jeuNWZa1wUBgHYiViNOUi9oPRr7hcpzGzKKkfTx/2lk365/LYCJrXIVXYwsTIm9eHVNSJi6Ran5tF9jZjGSPpL/Naq6vqLff0PEwsuX0sbjNmFwzCZUlqch+dlBmJpZo2efjwEA6cmntG2izohi4IIVi36zY6sDfvy+VdDpg1d1lPmbhAA15ZhjqNkU8CC8FJbOewZf4w642kx/oUmcp78+xqD1yuUJ7/6uamIVAIrOH4aRiQnClm7W6sWqy0suKj1H1sUqZYsC0KFKrltdUPLLKZT8ckqvL1EZIu1CrNYl5sI63EfpeW6To2nbLQPdVLKj5MR9qX0RJ2IBjvr/EY2tzRFxcrlSYvDFvB/Qadf7pDbLANW+RhagpaqS0nbj4mrYOfghIvpDRA8SVpPi87m4fl6xYhemJpYYKqpCdT+OMVtZWJgmIER+0QVjM+VKZzNJi6BJ5blFj4qUnsMxpi+ZTEfg21RB2liQg8rHd0h9Gb/oV8EAedQnql/6/PbGm+i3fAAD1rBoAvEcqpooDNAuxGrKoj203j15eL87glE7cr+XFTvD7CdGZQRrU678nIjq2CGJgKdfsWFMELywtRpU/sG9tGOqK7NVuvk/qlccAIDLa4SJsQWp/cLD9eDzuVJmsrQ3/NesQdbq1fIH6hinjprJRCCNy83/kMIApB3zy6OhtF7+IDXI/We3RtdXhJKnypexlZeuquqS+qFOL4+lGJRYbW9eVVEsaoztXDxquETpL+HmQqBGXHi7EKt0GNtaglfToGszCB6N+0KqoC74/RoK/7hOaXcc3BkBS6TfkOy8ez6ez92p0P65P5yDz/ujSG09ji7D44nM31Z/PEH/MjyoQ/DCNTCxbg1Ab8xX34sgicibKhKuIqI6voX4RGbCNZjmUe4/ujah3SHg8dSaH7R1K9IXLmTIGumY25trfA9xrDi2KOBn4mmLfpfJbqlS7SIRk5x+94SuTTBIrHuGou6hdssA6yOJjXdQzGX+d2C7Fatd9v4XTyZ/qfD4/L1X4DV7iOYMEqP2WTZSl8pPel5x9TkqrgpvFdIJXTNXO4X3LDl+jyJWOSbqHdVJhhboC+Ye3gh4T/ovZFG+VFWoz0ilbZeVokqet7W8JkNqn7WFi2KG6YCiGvaNm2mCtm5F2dGjEPB4MLayAsfcHOUnThB9kthGRQECARxfeQXZa4U3kz3few8FP/5IjPFfuxZZq1bBdepU0jriojVw40aUnTyJ6hs3GPk6WupaGFlHUar5ZfA0DYCneQDRJu5dfdByBSPNp+N805+w5FijQUBftcfaw0bTptLAgX3XXqh6eh+A/lxYk0bYP6uJkDaRxzXsUFybr1rlFTsTWf/9Bs35pQD0O/G/JsluSdLIuu1WrBqZyf7SfT8eQ3ou+vsmSawGfv4qMjZKT1TuM2+U1D5pPJv1DVrKVbt1l/O/0/D9aIz8gUoSGDsFGRtU85CZ+1CP+p7N+kZdk9SGWyO/lKSq5Pz2vdQ+VZP/O9kGSu17krZfpTVZDJeqa9cID2jQ1q2EWBU9i+M6bRrSFy5Ezf37cr2mJfv3wzY6mjJGNM/M0xPmPj5oys1V+2soT9Zc6BEdI82nk8TpSHPyRb9aQSUyeYkYYT4NL7h30cCjr0roGeVF264pwmNbPzh7jZ8OQLsVrFSCw0HSq3GkDAFl/1BPBtsiIqHKwjztRqw+nbEDXX//VOHxLmN6yux3GBAus991QhTpuSm/QsrIVlQVqgBQeuohrVh1Gt4N5RcTFFrj0VhqKIJD/zCVbaJDna+RKXh1taQqU+buXgiYt0jl9SruXkfxmcNMmCaVUb3icD9FGAsb6DkQId7DAQBl1Wka3ZdFvxFwNRuvLBK/4iKYiTCBlnrtelYFEh5JDqiXnlK5j5HKlX1rP+J92b8X6Mi+nKn0HEA3RQHSz6j/fpI0ZQ2lrf5ZptrrGgLt1ZuqDdqNWOVW0h/raIuk+ZqPK8zecQJ+n44jtXlM7aewWGUS/4UTtL6nqjQV5SN57QK1y63Kw94xAFUVmUrPO3c/DoO6fYZeobMBgBCqbFYAFm2gjRhWTcMBh3TBStWMAJYuVkrPef674RS9uLVOfQ9o8Hf/RdoH5AIovqtntfkwgNTXViHk4FpSIQBpRQFE49siva3GoJpXjqQmYa7xETYzYcwRSk0+eDhfIz/EkY52I1bpsO7kg7oX8o+0REK39nkObDpTc2gqAr9R856EsvNPKGKV7iheFo/Hb0CP47GkNmVTYQGA07CulLa2nFtVEXr0po/hVSQ84FrCdqbNYWmnlB46BIugIDSmpyNo61bw6qR/kBeFFogEq7m3N5ry8rRlKmOoevufCVS5Xa8r+Fz1M7UY21sTIQCiv1tKNRd6pU8QApTDQciBNW1WkMrC0dgdd+tPE8/GHBNSpgBVUUqsjui/HhduKpYX0hDosHY6nrz2ldxxyQt2AwBSl+wlHZP7L5iArG3HqBP0P2+xVAR89QP4OSaK5xVsL6gar9qe6Ow5Br4OPZSaU9NYjJsZP2vIIsMhcONGcMzMAAiP7DNjY8FvovcetpSWwnH0aLjNnIn0hQvhv7bV+yN6rn/+HCV//93aFhcHblUV8razH5q0Rc6BnxEeuw01KU9R+eQuHCP6wqZDJ6T/JP93li5JeXMDAMBuUDdwTIxQdUm1gggGjUD/L8JpAybzrWrEs+oyaTJse/VGxorPEbThS6THLiX6/JYtR0tRIQp+bf0F4zxmLOz69EX21s3gVVcDAGwjowAI4DT6FWR9Id2Vrg5Glma07V1++4T03FxETfIOAE7Du9KK1S57/6u+cXpGl32f4NlMam17Onoc/ZzS9nKF7jwbho4oXRWP34yLDzfo1hiGGR1O/VlRBlsLN9IaZxLbVlo0SUQeTtHfGUuF760Zn9N/H8WP8MVfF+/bR7zOWkX2/kg+A0BWXJxqBjPM7Pi3sTf6F53sPePaHK3uV5v6HIkbFsAxcgDchoxF2Z3LyNn/k1ZtUIfqa9oPP9Mn2qNXlQ6RV1VdNCJW7fsNQNqShQjevFX495dbkLZ0EfEMgGgDgLLTJ1F2+iSp3+2NaUhbshA1D+6T2tWh7NxjOI+S77kxdVIvPYmpky3pOXOT9KwB+gjdRStTR/W+JzWPpKdf0hc0Fasqomefj2FrL6ykJvK09ur/Ge7flO2tOnc/DhxwMLLXakK4Xnq0CVxeo0bt1SSDgufBysyJ8XVFwrWti9a2wMFxf+G1E4ZTftfYXPlUfqqULZWk4sENVDxgJmWYNgj633yYeVLDz9p6zCqLkLM1uwmPKh/q5X0WRymxeuHmCgzotRhNzVUoKCa79nML70qfyOHAxEFYKzp4MzUXoIV/ANymv0lpZ5rsr08qJFaZpuJ6ospzHQaEI/DzVxm0RrOYOtvKH9QOGRyzCTXVebh6dhkp56qpmbVC8wUQEBeqTIwtMCxCKHYN8ZKVut5URfdo5tXjUopipwEs2qe+RLVqULrwrqpaHjbnapZa+5o5OiP4g1bHQfWLx8g7Ql8hT18w83RmhakYnkumw9zPHZkf79C1KVpDmjdVHS+r0jGrAGBhbg97Wz9Sn0yxCoBjxEF9SjIKfvqR1B68eSvSly9D9qYNcJ8xSxlztELZ+Sda39Nz9hB4vNFf6/uKQ+ddVeSiFV0IRNrqvxi1zVB5eJtaTSw3U/nbt1xeI6rr8mFnrd2cj+piZ+GBfoFvaW0/M2MrjA7/nPWyijFpriM+XOVOPI8Kak3g/ffdDnB0af2VsGVJAc4dFF6M6TfKFnE/eBN9iY8a8MkU9YQYANTk1cDWW/8/4M64rt0QAABwHzkZTlEDkfbDRjSXl8DcxR1B7wnDPvRZsCa/rpmwPUPDe/VcWHUNorT7bpqH2vgXqDjcPnLPMoXSnlVVaSkvh1VoR+LZ+ZWxKDt1EgAgaBHelLfp3gNFv6uW1kBVzFzt0FxSTTxHnCDfhM/eQS499/ztb9H5l4+J56BVryN97QHi2S4yWGVbuv21AMa2lirP11eq77O5QKURFDoGORlXFRo7MnIVOBzh5bXiyiTcuf+jnBn6g5mxlUJCNaX4CtLLbiu0pqOVL6L9Z8odxwrWVj5c5U4SqOfSw0jPH0/MRMrTRqIvPakJL5+1hpuIxk6c7UiZqwqHXz2A2fFvKz1Pm95VVewDgN8H7lFrX6eogaR8qk2lRUjcsADhsdv0Wqx2PLCq3XtWjSzNYdU1iIhbFU9hlbNsF0IOrm0XYtXJ2APlvEJG1tJq6qq0JQvh88kCmDjYI3PNaqLNf/kqVN24zkhcqjx4dU0wtm6tSx20eiqSPhYLWufIvsrfXEROwWEfHUp6Dl7zhkp20ZVLlUX9ywLUJ+ejLikPDVklaEgrVGkdWQhaeOCYko+/QrfMQcoi+jfhzr9+TGlrzGEregAAn8/F4JhNpKwA4d2mKzRXFKcKANeffo2GJvkFJvSNYaGfSO0TCPg4m6R46WMRFfU5hAjt7j0JnnbSC3UMD/0MF1Pa9032L371RdoLapxzz/7WeHiTmr5q+Vs5+PZwAEaHUAXp0b0V+CjOHd+fCMAH4zI1Ya5ctCFYO0wIlT9ICrxm5uL19B3xalW8mnrSs4j2JGD9v2l7l6yVQTwLgPjRf4ztXJVDAZQWq8bG5gj2G0FpT8k4SbwWiU7JvwEg92tq3XW62/7ic5gUsQlTt5AEnWWgu4zRKiAhdsvOyQ8jkCUwaxOykPr5Pqn9muTxpE0U26zDfaSON3Ozp7Qlvr+Lcbs0haV/MBqyNOMFvn5+BYyMTIh41cExm9DYUKFgjtVtaGyuljtOX5EVo8qUx/NJ3hE8yTuCTh4x8HOkVhkyNbZgZB9DJmqwNa0ndNNvvrTtq3/wwfqPpedU3bywAEu2eqpt197oX1T2XmpSsKpqEwDGbAqetwxpu1pj3C08pL//6pL2JEQVoTm7CCaO+h/eIqKHxwR42HTEmZf0adGifd5EfK5iGX1G2MxEQUs6Ehqv6S51lShmVZLqWsNLEq0tsr8+IX+QFNp7En1tYmJtC785HxHPmsgMwOdzVcq3ashClSMl6XBB9Qs8yTvK+H4vCs/iReFZWoHMhgPI59ujAaTnG2ell0e+frqaEbEKAJnn0xEwkhrfpwiz49/GuQ9Po/BBASO2gAPMvqO6UGUK0ZF/eOw2SjuLfpO3bq/U6lUhB9cie9F3GrfBxMgMHHDQwpdfre1x4TGM7rCYkX2NOSZIaLzGyFriKO1ZFcWtihcIkCZiDZ2cnado2xPn/YDwXa3ViLzfGYG8ny+otIc0r6q+CFVFL1p1P7wUkujL16AIwQtb61lrOoWVKvQOewcONuTqaYaQCSAmnCrOL6V8jWaeajfBFeVM4kZawepo5YOKevlV69orophVReJRJ8x2ZGzfayuuqCxWAWDUd2OI17/12w0BT/lKTFOOToW1h3op+gDmvKoAK0wNGVH5VRGi1/ymZjRlMhPHKY0RQf+FMccUPAEXgACXM78Hj98CZ0t/RHlPBQDczz+I0nrZKSVFAja7SveFHdp1uVVJgla8RnouPfOIdlxjbhnp2e3VaJXFKh2GJPJEGJmxP0qyGByzCTcvxoHLbSSeAUAg4OHaOdlxxqKY1fSCq8gvS4CXc3cEeQ7CqF5xBiFYJdG0UBWRURaPQOdoUlu0/6x2612truDh3aWu+OnLElL7b19T48qP7KmQK1j/s8wNLc3MVepRJxxAnFm35pKekw8mIv10GqqyqsBtbIG1uzXcurmj2zs9YOtjp/Z+4mg0hpbDYSsjGRipr62CiaMtXGaOQlN2ESqOaidf7oX0bxDhMRHPis+QPKtR3lOJo/7RHRZLPfaX7B/dYTFelJxXaO+Ehqu0sanqhgSwCgOAx/SBKPzzOuz7dpQ/WAm4Vdr5pSzC96Mx8gepQNGBW3B/vR+pLXTrXKQs3A0AsAqhHgXym7kascWQEQnV6EFLAICSc1UW4qL0Zd4lvMy7hFG94uDv3hdZRYrdntc2dJ5NbQrF5OJLFLHannktMhXn0sMUEqvfrSnCpDmO8PIzRX52C6V/8+/C1IVjw5IZtZEpwSpOx9fC0fE16ZfvmIIpoeo1bjrsu0URz8WXjsNt2HjimfW2GhbcihoU7vxH12aoRWWj4qGeBdwM+PE6EeJU2mUrZVFKrOYUtP5SvHBzhcEe/+f9fAHe77ReEvOcOQiFf6qfRkKy4EDSR/+n9prK4PIK9WIJE+TvvkwRq9ZhrTkXO+6g/nJ5Mln5293tBQtLJyJ2NeG+/Lr2FTX0+SzLazIR6jNSb8WqPiAtHKA9cy49jHj9emSq1HGjgpIo3lXxueqmrZKGJgSrpmHSo2rfLYoQpHbh3eE9eQ5JoIbHbmMFK4tWcbDwlj9IjPj6k/IHKYlSYjU5nWyAOnlXJRkZtQZpeZfg5tgJpiaWuP5kG9FeVpWG+qYy+Lr1xvl7wpRXAZ4DEOw9DGm5FxHiO4poHxkljD1My7uEYO9hKK/OwIPk3aS9ig/Fk8QqHaoksvf7ZCzpuaWiVuk19JX6lwWw6sDMZQp9pLmkCGauDGeGoMHIiPxfzt4xEBVl0gUDADja+tO2O9kGICHdcD6x68vxe/+gd3Ez3XBqrDOJLIH5Ru+XUsffOlejMXFKhyEJVk0e/VcnPoH3ZI0tz6IjQg6uJXKwaopHhUeJmFPRcf7N7N1EW0KRUM+ZGluih8cEAMAAv7dR2ZiHZ8VnceblV8TY5DLFcoFrEj0KAxAgPf8q0vPJ35Tc4ntIzBLeqPd27Ql7Gx9U1eYixGckIVBzSx5gZNQa4ln0d3r+VUK8ysPYypz0LC+RffraAwha9bpCa2sDJvOr0pH8yS+UPYzMTGiP+xPeoJbU1Xcyvv8SHVdR06oxxYNbXxNH/uIZAfyDhyHz5Tm58yXjU0f0FP5bFJY/ZdbQdoCtuauuTWBRAH0XrCVPi3H6XdWzvbCwaBrJmNSa5hJKWwuvAffy/lZoviLIi03VWp5V8aN/uswAqlJRk42RUWvwMvcCMgqER/Kezt0JoQoACS/3o0eHN3H18WbSXC6PmuhaWYJWTVVqfFV8CunZLqqD2jaI4JgYQ8BVPKG0yxjNHP/Lo9s/S5DzDdXdz6tV/99Dl3RctY3xjAC1NQW0aasUSWV17n4cRvWKIxUHELWzyKe2qRQ25i66NoNFBfZG/4JXj0yFjaf6t/SZ5ODYv1Bfqt07CSz6jbRUVSytFHOzVZ6rdJ7Vy3fWgsdrZjxe9X5S61GKyEtaUPYEzvbBKKsSejl93Xojpziekf3qU/JhFdpaW92mq59a6wXHqVa5io4eR5cpnBFA0x5VcXK+OwPfD0cTzxwjDvw+Hae1/TVN8toFhHc1ZNlGpG7Sn1hHVpiqzu3M3RjZcZGuzdAY3SevQMnLeOQ/PQ+P8MHwi5yAu/uEhVR6z9xKvJZ8luzTVw5N2g8AGLlzNDx7e8kZrVkOjP0LDVoQqZK5VSWf9R1RBStRsQDb6DDUxGsvjERXVJ2/p9A4+5FR8gcZKLI8p+pkBFDas8rjNau8mSw4HCMIBHw425M9lD1DZxPH+s72HfAw5TehHfxmWJo7oqGpAiOj1uDCvTil9ktZuBs9jscyYjsdJcfvKzSOLo8pIBShGRsPofJGIu28rn8tgImtpVo2KkvpyQcksUrH02mG9aYqSfLaBeiwaC2MrWzQcdU2ZP/6DRpyMnVtFosa8PjU2+xtlcLEq/CLnKBrMzTC+flndBYW8HfMH2iq1M6JkaFfngo7FIeGpBxYhrXmhfb4cEK7EKvFu44rNK4ti1VNoTcxqwKBMIlzWdVLQpwCkPr60oMv5I6heyb240vPV/cy9neFbM7cdAgBy16l7cv94axCa8gi8HP6teloKa3Gszk7Ne5prbqTAvs+0utlc2saNLq/JqGLWfV7S/kaz9oqKjCq12qcu69YTDYLiyGjbZFanlKOE7OOaHXPtkLmwl1ozCggvKsAkLtR+QvLhkbhN/p52TV6xlbE/75QZpupuQ16vkb9XUI3T94YTaFkNoDjGNF/PR692AMAcHHsiB6dZoEvUDy+0hCoeZKp0LiK64kIUL56JgVp3lVleDZnJwAgd9c5+Mwbpb5RUkhfd0CqrWVSiiiwaAr6UqYs7Q+f7qPh01146lGZRz6N6TaBWl3OkFBWqNYX1yHvdh5CJkr/UC1OzrVsJPzyGGWJ1HyzLCpA87bkMCoSDUmqxysaAjXXnig8VtOZAJSl52tr8PTUNtRXSM+nGj1jK5rrK/Ho8DpSW4+JsXh8dAPRFmE5jDKXAyO4mvioZaOSeVbjkVMQj4jOcwEA3cNn4OLNlRCAraqhLo/GfgHvd0bA7VXlkphLxraWHLunUbEqi2wp5WlZlEPyIhULizxyn5xB/lP6CjMJx1pzHveeaViZOpQVquJppG5v0E61IBYyAVvmoeCbw8Rz4NcfwdzXldTGol8011eh6ysL5HpJxYWqCHMbZ9Kzmwn1/o8AAjxpuIJCbqbKNqoUBvDo+W6VN9QnmChrymRp1LyfLyDv5wvwmTcKrhNkx7TI2lfT5VrT1+5XOnuCIaCt43sWFhb5KCNUqzKrcPQN/TyGbW8kvRpHhABIXrRi0U8eHV6L6BlbiWP+Z6e3o648lzKOLgxAEnWqVMlC6WwANbX5iH/ynUaMYRGSu+sccnfJz72pK+iEasriPTqwpO1y49lO1DeWyRxjaB5YtpKU/iHuadWnzADKCNVHPzzA018VP4Jl0TysODU8xL2qIlEq6WnVVnwqHUqJ1Yu3VmF4v7VE2iomK1ixGDZ1L6ifwlhUo6ImU65QBcCG37AAAJ4clp5GUFKAij/rkzgVRzmPaiUrVFlYGCb+94X0XlQOBxDI/r2jTHoqZbywSolVgYBPEqh0BQJYWvFc9RkK1m7XtRmMYt87hNJWlyw9KJtFee5JlAeWxnk2EwBLG6PL7G5KjT/6xiENWcKiKmGH4gjPqnhGANbbqjsiJq/Co8PCogV0IjR6xhbE/96ai7rLmM8oYx4eXI3oN7cg68ERFCb9W7gpfAh43GYUp94ixp2t2Y0Y27kUIRps1gMdzHtor4KVOBduroCvZx90DBrHeltpMPPxhJmfN5qz246YC1pNEwKwYLf2DWFhYWlz9Pyol8JjD45r++mQDJHc9cLUj2bewqpxSa/GwXP+JF2a1K7JenAU/pETCZF6988l6D19s8QoDkXE3v+bnIe+pakW+c8vwT9yEvwjW/89X5z7ljSOTqgCQFrzY3Qw76Hy16GSWO0YNBa+nn0BAC9SD1G8raxgFZL13hJdm8AoxlbmujaBhYWljTJsywilxteXtO1yp+Gx22gLBITMX43Unfp7qtKUJ0wBFrTzY8KbWvidYsny2ytNVU0aW7sw6RoKk66R2lSNRc15fBI5j6kl1rWBUmJ1eL+14HCMAACXbseBz+dqxCgm8P+x9ZND1ntLiGdxASk+pjkrFwVffEPqE58nPtf/x83ImrcU/ru+pPQBgO3QfnCaLvzkkff5RnDLKog+x9fHoeLACfK67y8D+Hxau+jW1xXdDlBLVua0g3RVFl6+8HptDkwdnAAADdnpyP39R/BbNFPNra1wJnGjrk1gMSB8Bipe8prP5csf1EYxsbXXtQkyCf7+E5T8doHU5vLGYJT8cUlHFuk/NXnVujaBMVoETbTe1V5W6qXUVEqs3nq4HQ2NFTLH3EvYpZZBTEISl/8KT7uYIag+ewX+P25GxaFTqD5zhRjjt3M9sue3eoVF8+jw3/Ul0WfsaE8aW3P5Fmou36IVnXTrij/L6tMlDv3DaNtL22ghgMCPlsHM2Y22z9IvCCGfbyKey29eRMlF3XzaZGFpj1xbcUXXJrBIIenVOJj7u6PscGueW1M3Bx1apP8UxOcj7PVOujaDES7V/olRtnNoL1qpk9ZKKbEqT6gCQFVNjsrGaJrm3AJYdAhA9b+VUEVCFQDFiwoATWlZUtcSF5C8iiql7OBVGdanKFMnWwTGTqG0azqfq66gK7sqC6f+w+HYdwhS1i/WkEUs2sLNqROKy1/o2gwWOfBb2lbVRHHCY7fRvjYkmrKKSM/5O9iLcLLIud62qnudq2E+laVaF6wMEiPFS1TW3XmgERNqb96T2le0dRfhTXWeo53E+7Y9AlHzOIPS7tA/jFaktmXohCq3tgZFJw+gsSAXRiYmsAoIgfu410ljOEbG6LhqG1tYQAeMjBbG75VUJMPVsSPOx68m2huaKsDnc2Ft6UpqF70GgBDfkUjNOQ9nhw4I8OwHHl8Y3tHYWIm6xlJiTlH5C7g6hMLIyIQ0vy3T6y3qzeH7vy6U2vf0n41oqi6l9AsEfDzYzdyHuSFfDse+/rsZW0+fENqgZ7AAACAASURBVMWpSotZZWERMeTL4biy9KKuzdAK7U+s6jmNyWkAAL/vNqDq2HmthAB0+OJNpee0Ra+qpFCVJjyby0tR+fA2AMDU0RlB85cTfWau7mguKaKdx6I56MRjZU027r34GQDQOUj+beSyypfwdYtCWeVLUvvI6DW4fH8DuLwm4rk9YGxmCaBVnNJR9OwKcu5RL89EzFgPAZ+PB3uEArXXW1vB4RhBIGAm1tTIxIiRdViYRzxdlThs6irm8Rvir2sTtEa7/h/vMH4k8dr/x80Q8HR/tGTi5IDqM1eQ/WEsqs5c1rU5tLRFoSqJoh7Slooy0tjAD5ZqyiQWJfBw7kIIVQB4nn4EQd5DVF5vaK9YjIxe026EKgD4Ro1H8pnvVZprbGZJCFVAKHgj537FlGkAlCseYIgYqle1MS0fSa/GgVteg6RX41iRysIIeuNZLc3zBgBcu9GEV98o1fh+ohhVezHBmv0BM+UgxWNfvTcK1+TX1SPnszi5c7nllbAbPQR2o4e02iqRLUCXtFWh6jv7Q+K1Kkf5+f/8Bq8ps5g0iUUNCsuewc+jL7ILhR5wF4cQZBbcoIwzNjJVaL32cuwvTubN/ej11laZnlVdMzv+beyN/kXXZrCIkbXsJwBC0SqCFayaY9D6obi2Qj8dW0yiN2KVacSPz0WvJatJyTpiV7aPbj86Kg6ckDmX7va/pjMCCPgCcGTE8jZkFiPpo//T2P76gFVAB7Xm1zx/BPwrVr1em4P8g8wHmLMoR0f/0fD36AMuvxk2lm4kwTm0Vyyqa/NgY+WO/JLWjBaPU/7EyOg1eJlzEQ1NFSgse4rz8asxMnoN+AIeauryYW/j227E6/1fFxKxp001ZXh6cAOp373LELh3GUIar21EHtYHO+/h+b6nWt9fU3RcuAFG5ha0ffrsde3w8yKkzt2M3I1/EtWsXGeOQMm+C/Int2P29vkFs+8of1oQMDKQFass2oVjqpiXh2kej98gfxCLwlgHd9S1Ce0KacJR2XZZ/e1FnNIhfqGq8+TFeH649ThfWsyqSggAKH7/lULk/ChEzo9ixpZ/4TXz0FTVhMq0CuTdykHO9RzU5tcwuoc0jMwt9FqUSqPiVDzpWRTD2tbEaujabcjY/gVaKsqYWVCg+tT2cMLAilU9QtDSAn5dPSWFlj7kWWVRnJbqSl2bwMLCOOJeVk2wt88veheHamxmDCtXK1i5WsGrjzeiFvShHfdsTwIefndfy9bpJ6X7rxKv2/Lxf8oq/fog0dYFKytW9QxF4lpZ9JuSc0d1bQILi87x6DoMhU+FVYt6vbUFaZflh8bU5NXA1ttW06YxTpc53dBlTjcAwM0115B26qWcGYphZGYOfrPmSnGy6Bcph5MQOpm+AI8izI5/G38M2Qtug/5WF1UVVqyySKXzotZUTs+30H+KDH1vJVJ+XKctkzRGyoalCI0Vls8N/OhzZPxPuVKh4mmv6tKSGbVNk1i5WMG1uzt8+vvArbu7SmuM3zcJxQnFyLudi5KEIo3WufY2D0VJczZCrHvD2dQb1yr+JPpinP+Ds2WtsdWhVr2RUn8X/hZdEGbdl2jPbEhAcj35qFIb2Ac4wKe/L9y601dGU4SR347+9/tcjJKnxQxaR0VWjlV5iLywPr3GAgAEfB4qMhPkzjv86gG9864qS//Vg9B/9SAAUNrTJVkEoOMi+vchfQ4PEE9dJfKsimJXDYXQtdsIz2no2m2ouHkFJWePAQAsvH3h2H8obLv0oHhXxefRtnE4CF2zFbl7foC5mwdcx0wijb+z6ZZaYhUA3rwyGwBQnVWFI1P/UWstEbY+dug0vTM6vhZOtOVcy8blxdoL7dA7saonl951joWbNxqL83Rqg0igiotWSUztHLVljkYRcFuI12bOrgCHAwgUCyLymDhdbCHt/wC7dHKBazd3uPVwh08/XxibG2t1f8cQJziGOKHjFBXeZAVAyfNi5N3KRcnTYhTczZc7ZajTLEKUSgpUOrIan8HJ1AuPas4pb58Enr294NbdHd79fOHSyUXt9ZTeP8oLnlFeKs1tqm4ivs/5t3NRkyc79lKeMFW3Xxp7o/UvHEBVZse/jWvLLyPzArXoCh36LEIVpaW0CmnvbSeJ1oKdR3RnkJL4vPUhpa38xiXidWNeDgr274Vtlx6UcSlxi2gFq4jQNVvxcv3n4Dc3oT4tBa6jJ1LG34i7igFxg9X+Ouz87Sn/j4oeFaIqoxK8Zh7M7c1h5WYN5zAXmFrr5r6MMuidWC0vJ/+y3/WtI8aOsURWNg8DhhUpqh9ImJlysOVLB7w60RL1DQL88Vc94tYrVyJVnPfescGiz2xhZcnBwcMN+GxxhUp2SYNjbAKXqCHIPfk7c4tqCGkeV0OE39IMI1MzAEDHlUKvkqw0VhxjE4QuJ8cXJ69bpBHbfAf7Y+jm4RpZW6dwANcubnDtIt/bqK14rLYilCQxtzNH0OhgBI0Oljmu4F4+zn98RktW0dOWBOugL4ai50e9cGjyAV2bohXS5u2gtHHLtXMpjQnq01NhFUjODsOrq1VssoS3LTRuC3j1deQhYmEdJeeOwzVmAqk//XQaI2KVDvcID7hHeGhkbU2jd2L1eaLQwyXKuyqiY6gJSnKFbctXV2HXT7J/eJYstMOSBdTYJwsLDj7+wAYff2BDtLl4y/dgOjsbITnBk9I+c7oVZk63op2jyLqSiHsx7cMjAbQKQqeIAeAYGcNj6ERiDOH9XLhV6A2UaHfo0hveo6eRRGXnRduIZyNTM4R/sokyTxk7xedwjIwgEAiE9tD003lp9UXwpm5chsCPlsHMuVU40ZVflQZbalU71PHYC2ztgb3RvyBkYij6xg7QtSlqY+Nlq/QFGGnlVkWhAgIuF0mb9e/ybdg/qylH/r6rZxlMGED51fMwdXRC6Frh9zl9y1ql13AaOBzl1y8CRkZI27SS1Gfq4ES8rn2egNrn1PCY3/rtxqxbc5Xety2jd2L12fMWilCV5Is19rCz5eCr7dI/rdEJVWmU5nnLFZaSQnXU2BKYmQMnDrlSxvL5wLqNqnlun29ZgND3V6M+5yWtZ9Vj6ERacfd8K/nITSRIK5/dhffoaVL3C/9kE7Eex9iEJGTl2SnaR5LOC7cS/b4T36KsKT5XX4SqiIz/bYJNWFd4T31LqXmsUNUe1sYOcsd4mAWRngVg44sMkbRTL9FnaT9wjNtGsUVVBCsACHhcJH3ZKkwTNyxAeOw2OPUaiPL71xm3Ux34jc1ECIDo75ZS1U8ydYF9z2iVb/unrluKkJVfCsUqDS2V5XLXEPD4KH1RqpNQI31F78Tq3/ucAdB7JY2MgOIcoZBdushOplh18c7D47se6NG7UOoYeaKYbpykXaJn0RiBAHDz1W2sqSTc+tbvU6eFW1B84zTtOAGPmRuElS8eEK9zjv4qM+ZVH6lNeorktQtgZGGJkCWyK3axIlX75DelIMb5PwCAvKYUol0APtEeX3UMdmh9o39cc4Hoe1F3AzmNiVq0mEUZgl/pQFxQaosoI1hFntWwJa3hRvnH/iD6wmO36Z1YTXmzbeTtFnlWASBjxxdoKVcsn6qgRXg6HPhpLEXwFuzfS4pRNXN2hbmHF2qeP6Gsc+qtY20mFIYJ9E6sAsC2b+hFKJ8PvP5mKQ78IfwldPqYK8ZMKJG6jiyhCgBLl1fiyy+EXhorKw7q69UPPOWokdRaHUSCMP/8ATTkZZL6kr9bjc6LtuL5loXgcIxQcuc8qT9w+nzidX2eYhcBZNFSXaGQrfqekoXf2MCKUT3ExtiJ9lLVubKfSc+V3CLSs7yLWCy6ZdrFmTCzMdO1GVph0PohuLbiisLjS66LYog5EPB5GrGJRUjo2m0oPX+y1TP67w1+8ewA4mMBoOjoflQ9uEO0V965Doc+Aylr1zx7jIbMNNIaKaulX0TcG/1vVSsd6Qp9Qi/F6oYvq6X2Xb7aKnCiItV7Y/t5dx0hVlcss0PsKtlHFecvNqq1n8Lw+QBH+WMv2Ufqwp92AZfqPc34c6fSe6mDvh39s7Cw6I726D0KGBmEm+uug9ckW3h6T56D8vgrcBs6Dm5DxwEAuHU1qH7xSOY8fcN+eASqLhqOzaQjfInb04qEBxSfOoziU4dp+7i1NUqFGOzt8wt6vNcT3d6hZh9oT7SNQCAGcHKU/62wtNTOx5vsQz/BPiwCAMAxUjwNkegmO92xO7e+Fl4xU/FiBzUgv/OibeAYm8A2uDNprpVXAFyihgIAnLr3I6WpsvT0g1v/0QAAh06RMLN3VtjOzou2EX9YWFjaL+1RqIqYcW2OzP7EDQtgF94dAXM/QcqOlUjcsACpO9fAxNoW4bHbEB67Dak712jJWvWw7OiraxOUImSVMOzCzNmV5AXVFY9/fNimq1MpAkcgI+cSh8NhMCGTbEQxn3y+/JhPWTGkshg0wBxRkWbo1MkUgf4mCAgwhp2tUKQePFSP9+fTH18rsp+qNrUnwj7+AknfLie10V2yGrtnApzDlA8sb8v/mdts6iolYFNXaQdtpK6KXtyXlGBcFbgNXPw57DcI+Nr5NWXtYYPeC6LhO9ifsTU19TPd/T8R6P5uhNLzVLVHPKeqNJjIBqDK/822+HtBH96jNFUUQCAQ0HoF9S4M4HFCs1LjwzqaIim5hbYvOsoMJ49Qb+uz6AZjC0tdm6Ayjr0HwszFHQJuC+qz01Gb9FTXJrGwGCST9k+Bnb+9SnO5jVz8MXgvwxYpRl1hLS4vId/wVjeesC3Vc5clRr0XT9WeIe2AvdG/gGPEwazbymWtYYqH393Hsz3yK9Ixid55Vu89aJZ5aUp8LAAMGVWMZ8+pYpXupv/zxBb8uqcO1240IT2DSxony7NKt15mFhccDgf+fuRjetarKhvxo/+W6gq9LdWqTH5VfkszUjcu06A1LCxtgz7L+qlUTvLl8RTcWn9DAxYxw2vH34CVm7VKc1Upyapvla7klVO1HxaBqkv6HbPKMTaCgGe4Ke56/bc3Os3owuiaFWkVuLL4gtxqd0wizbOqd2K1oUEA3w6ySy7KO3KXFJayBKSiYpVuXUlYoWr4WHj5wf/dT1Way2YOYGGRjqqeoGPTD6MyXfZ7sz4weMNQ+A8PVHre4VcPKCUG9FGs6gKbwZGovfpA/kAFCdi3AZkzYxlbTx8wtzdH6KQwuHZzg0snF5jamAECoKmmCbV5NShPLkPhgwLkXMvWWjiNPAxGrALyRZ8yYlXRteSJVTMzDvIzhDW5I/sWIiubTR/S1ghZthFGZua0fS0VZWgqLgTH1BRWfoHgmNDXUmYFKwsLPe0h3lDVWELR1xkeuw385iYkb/mcKAhAR3sRq45vxMB+fGvpUZGYDNhHzuVafeoGyv84BQDw37MOHGNj0ngAcPtsJoq37yPNzZwZS1lLch6LdjGYmFUmufdAufhXWYiEanvynnabL3yzTNjZPt4YJYWqIsLT0i8IfnM/Jp47rtrGClYWFgm6vtVd6Tl3t9yRP0jP+H3gHsy4LvuWvywkRaiscqv6irG9NUJ+XUxqS52zGbyaeqXXsh8/uFU4GrVm7BGJTDpRmTWntbyp5Bi6OeIC2FBF6uCY1pLpV89KD0kzMbGEuaUD6moKtGEWo+hl6qrevRTLnyrDKQwAcHSQ/eUpWsGKpe1DLq8qUFhwNmSns+KUhUUOEe9HKjVewBcg6cALDVmjOXjN7IlbyK+LkfRqHOlPyB5qykRF8f3u3wwyfMXjSd0+mwnfbz+ntBuqGJXH1bPLZIpUEcFhYxHW9XUtWMQ8eilWTx2VfoNfXGC6+sj2cnYIlu44Tk/yVN4wAI/iPVSaxwTd5m8jvJ0szGIT1pV4nbxWekURaSSvW0S8dhs1kRGbWFjaAn1jByg957e+v2rAEsNC2lG/vocApM79ito2ZzPNSPlkzoxFwervELBvA+1xvSTuS95CwL4NKN6+Dzkfb1Rpz7ZM8rODeHDrG12boRJ6J1Y9/IUCtDTPG6V53vi/753wzTZH4lkET8EPsKV53liz0h5WVhxERZohL90LpXnesLM1Ak0xJ7n4+hgTtkj7w9IOEbR+6nfoTS2zx6I5XMb3RtdjK+UPZNEJIRNDdW2CVjn7/ildm6BTAnd8QGkL3qXapVUA4JZUKOwRtewWYpDeUw+fKAyO2YTBMZvQe+AiUp/oiL9LzznEGE+fKKX3EM3tM5j6/RHtMThmIzGOLiebqE887EBb6F3MKpcLDB5RjKsX3AAAkyfQ5+Z095PuVXXxziOJxo/et8FH79uQxjS3COAVkK+wuExMakF4GP2lGklK87zbVWwrC5nmkkKV5o079CZOvPoHw9ZohlcOTMep1/+ktHc9thJPJ2g3HVnp8bsoPX5Xq3uyaI7y5DJdm6AWRY9U+/+vKOaunmgq0d+YQ0ELl1IkgFfbgI5/ryCek99YL3cdU3dneG9tPeWSTCslfjmq7NejqLkYj5z5mxTywEpDNFebgtfC0gkdO0/BzYtrwOU2YHDMJvQbuhK3Lre+jw4cuR48bhOunl0Gb79+CO08BQW595Ta5/r5Fega+RYsrehPrgfHbELqiyPIz7mD/sNWY3DMRlJoweCYTcjNuoG0pBMI7zYdg2M2KRR6wBR6J1YBYT5UF+88LP7MFksX2RHtRcU8dI5Q7I3AxTsPPt7GeHyXfGx/63YTJrxWSjwf+Kcer0+xkrrOzcvu6Bgq/DbV1wvgFyI9rdaTex7w9hLeQmRasIa/tZqxtViocGuqYGKrWqJySTJ3bVVpHq+Z2Rx/U2/Nw/5+uxhdk4VF05yYfVTXJug1Qf9ZLDcUIHzMfCSe3qkli8ikzdvByDotRWVyRaNkP6+iWuqc4u37lFpLW0QPWkISfVfPLqN4Lo2MTHD9slDs52XfQofwCXBwCkJlebrC+/D5XDQ1VkoVq0/u/Uisd/PSGpIN/YfHAQDSkk4AABIT/oSbZ3d07DwFyc//UdgGddAbsUon7L7aXoOvtquejDY3jydXMH7w3wp88F/pKatEQnXZikr89GudzLW6RxUyGgYgLT6Vrl3ajf0u86SnY5I1TxFEdvCaGvD8x+W0Y7p+uBkcY+qPWfa531GZzFyOPHVJ275GqUIAkjhGDxJ7Ui3j2+lpf6m8vy4xsjRD57+XEs+SR/LinlaR59XIwgyd97fOeTb5Cwh4fLjPGAK3NwbSeme7HluJ6ttJyNp4AADgMiEanu+Oot1HfE7irG3wnj8Odr1bj6NfzNgCXk0DZSwd2vYUtyV8Bvrp2oR2ia6EKgtz+AcPR1aasGJaRgq1/LG5BTPOFRGyhK+JiQUAUES0h09U+xOr+sjKz1u9uvKEqr4iLlSrM56jpa4Kzl36EW3d5m9TSbCKhGpzVRmS9n4hcwwA1BdloyYzEe7RMQAAv1Ez4Ddqhl6mxVIl/ZRbzCQAQPI65S9nTb01j3gt7gnlGBvh9ev/AQCUJ5XAKcwVh0f9ipbaZtK8xrJ6WDhbEXO7fRiNsJk9SGPE1516ax74XD74LXyYWJpQ+uoKamDtaUs7r7mqEWb2Fsg8mUy08xuaCUGnSBiAy/je8Hw3hnZc0e9X4PbGQBhbW4BX10jpFwlVACg9Fo/SY/HEvtII/20BuFV1xH7h+xai0++LKCIaoBfW+ob/3o3Imk296QwA1gN6wnZIFMxDA6SO0SYDVg+SP4iFQLm0VBwAAnR/bRVSLv4fGipaQwOiZm/Fvb0LSc8ZN/9Cado9GJmYgc9lLq0ji2YwM2/VH01NVTq0REhdTSHu32LGa64KrFiVwaTxuq1lLy7kxIWfMgIv7Z+dqMvPILXlXT4Iu6CuCBirWl1hkS31Rdl4uZ/+h1eavUV3z5L6OcYmEPBUuOmmAZLXLvh/9s47vKmyDeN3ku7STfcu3aUtlL2hliFDEQQZTgQc+DkQEEFQBBQBcYKDISBTBVnK3nvTltK99967Sb4/YtKMc5JzkpPR9vyuy8vk3S1Jc+d5nyGxrgat3IT8g9tRl5ygdE7AkrXgmoleJ0IBX3U+NQLEglBatBL1uwz0xHNnXpMRkETX/HFbbiNuy21CNwCf8SLr4l/Dt0r2DJoZgeT9cQrrSZ8n8n+DcP3jM8i/nCnpu7P2Eq2fU4zrPGKhKqa1rAah+xcTikl1SXyp/fWY+OLXhOsZojAlQpkIrb/2APXXHsB7t2FEQptYUUtD2JkInByk0XyVV/wSQSv6WxN3aA08+kxA7r3jSueVpYt8HFmh2jFISzym7yPIYGmlv0xIAENiVZkFIuC7+TDzdQbQcT4MxHy6pgY7t9pTHm9hQVh4Qa/IC1UxNRnxkseOUdEofXCB0npikVmdHofsf3cSjuGZtdfIJhPW9QWZsHTzRfjb6w3GuhqwRNZC7P7C67Tmc7g8Sq4E6uZlLbqVK/Oc39SG6TfewION15B2WLmoFtP/k1EAFIWoWKwCQP8Vo+AywFNmXtDMCMT+cFPyvK2hlfb5xTRllyjtT5rzHaGYzFn3l9p7UsHl5WgU7ab2PmAxHEw8neGx4X/ImPGJ6sEazKHKwI+HqD2XTloqO+8IVGbHgWeiX6MKi2YU5N6WCVYKDp8OABAKDSdnr9iP1sLSEQ31pXo5g9Ytq6nv/QpAc8uIPjjxb7tPW1m+O/oNKUZmFrEVUN5XVVm2AkPD1I48r600YqFaFnsFBVeOkI4Lmyf6UiJoIxc06Yd+MLicsWILaUfhUPR2ACLhGbVoKOVgqiPjdqKlplmh3efpQPRfMUqlpRfQLPl5SxG1Ou/hRz9B/LPtUcPVNxLV3lMVCdPWIezPpbAZGoqqi/FwmjlcpeuxvPWyOTUbRat/BgC4b1wEnrUVOGYiy2JTYgbMQvwkY6Wto0RW0Lz3vgS/soZ0P0O44jcUWnKLdTLHUEj8YiGMzaxQnZ8EAOj9wucoenJJv4diUZvUJ3/DzXMA5SpUREjPJVpH3tdU/JzOPkSBXwadDcDj3Umw6h+IjCW/obmgQqbP5eVodOvlh7SF2yivF7zjPTRllyBrlWIaHENg3KRSnDouEnN3rztTmmOoaavMnTxhF9wXpnaOMLOnVxRBLCzzL/2F8vgblOZwjYwNTpB2Rv4Y/Asmn3wFIa/0RuKuh0rH3v3iMiafepVQ2EoLVXlS/3wM10FeKLyZAwAwtTXT/OBKyPx0L3xXzQYg+qLbWqJdny1Bs+iLVfri39BWXY/i/ZeVjvfe/SUa7iWg9Ps9Mm3ScMxMJKLSe/eXyJm7EsKWVoVx8sLTe9cX8PjuY4V26bVYVMMx4sF3zyoAQNbrayGob1QxQ3OsvZkNeiGjtak98FjaN5WsjWgMk4wNJw6w7WqcjieO31CFMtFH1Cffpko0qtNPtU1X0BKroXsXIWnu9xB8f1zh6l/83PR8LOXABElksImRwQYz3HvQopC3lYyft9bhk8/07wgtTdBLH8PUlprllAxpwek2bDJlsdrR0FfZVGkLJlFAlLJ59QU1sHQTOeITCdVpV+ehLr8GJ2ccBABknkhCv2UjRPsIAXDa93r4zXVMv/EG0o88QY/JoTLriPvEAVaJOx+o9bNSpe6hbGRq0lztVl2xCPYAALRVUw+klBaqYrx2rEHOHOKrZWELNdeJvP99AY8f2Q9/TfHds0pyze93YI1WrvzlmfzHVNpz/pogmwUkZNkmGXcA+ecsLF0RWmL1yeyNksfJc38A18wEgiaRs3b64h0AgOZ8agmdpcWpoMUwAmyUYajWUmVIi8yU/RvRVFZA2q+K5L1fIWj2R+DwjGAX0g+ViaoTEiftWoOWmgqV47o6ZMJUyBco9KkKrqKyrjLraeqfjwEA99dfpTxPnqBf30Hy/B8pjVVG9dUE+H3xsuqBDLiKNyTlAVCedkuMRX9RaV4iCyfHiKfW/i6fvg3THp6qB3YwYrc9ROTc3rTmRM7rjditym8IVOF3YA3KtrcHqGTNWaN1wco1Uq8gZENZA8MnYWHpfNASq+HHVkDIFyD1nZ9Ff5Rr2t9kDcntYq6lkJpAcZ0zWvK47MgtOkdhUYFDeHt6Kk0DmMTz8y8dgvvIqfCMmYnKpHsqI9/tQweg6NZJjfZm6Vg8mb0RoXsXSURfS1Gl2sI1Z8NhhB9bgbbKOsJ+eWEp/ZzuLY14buXZhxDyheB1M4PN0FDCGx+elSiAsOAjzV1cjFy6w3296IpWfM3PtbKE52btWwF1QexWNcTqXM3FKgDwa9qt5IIGxTRoTPPi9Ve1vgcLS1eFts/q4+dEPhndJw9Exan2q0CHif1QfkJkbTNxpRZBX3UpHo0Z2i1N11VxH/k842uWx1+H84BxMDK3RMQ7X6sUwU79RrNiVYpNT0ZjYehZfR9Dq/BrG5UKRXVcfRJf+UbttcjGSLcHbnmLeOz6Q4SBobUX78D+lWfRWqh5VKy8UAUAIwdbjdft6hR/vRfOH86WWFI9v1+IhthUre338u05as07EKO8qhILC4sI2mLVbd5YWA8OQdXleJl22xHh6P7MAJg428m0c7gcWISIrrfM/V3RmCZKXBz/zGqEH1sBfl0TWstrYObtZJA+q4aCkN9GWAlKXYwsrNSa92TbCon7AFlBgbgfFkrG8MwswW/qmAUVWPRLyO+68dMz9ehO2M41IXm/CURlce1feRYVu5gvDer6+TuMr9nRePn2HOwesEPlOL/9qwGOyA/E74Aoc0TGjE9QfzcR9XcTJW2C+kbkfrlL6RxNzqouLbXEOU/liwPIP2d9WDsPPkPdMPG7kQCAH/vsUzr2nfuzJI/JxkqPkUbV2srm0llDW9BSP2IxWbD1NGE7EUKBEPUJOYRjWHFKneQ96xD8CvU/qAVXj8Jt2LOk/aGvr1L7LNJilEywNpUVwKy7G8LmrUbBlSMoi72iMKZ75HDU5aWiqbxQoc/Q6e5lgWWnhuCb6bfxwR8DJBbTTU9G4+hXc5q6VwAAIABJREFUKbD3MMew2Z5KLamfXhyOK7/noKGqFS+sCcXC0LPgcDngcAABXyhZr7NbY6WxHhQMjhEPngsng8Pj6uRvxOPn1qLn38sRtO1/yFiyEzwrc3gvnw4TFzvSOfU3HsHqqYGwih6AyoOnYDmkN0w8XWinlBI2tYBjZgKbSSNR/e8VeO9Yg+aMXJj6yfqvmvcOgXmvIJgF+gAAXD57G02xKWhKzUbTY5HF0CysB0wDfWARGQwAcPvyfTSnZKM5NRt117QbEKcNXrr5Gn4f9JvSMRkzyVMiFn+9l/YcOnC4HLx0U73CKgAgaBUQtrNCtGPSxlfP1STrWoHqQXJs6a+YPcl/tBfGrRtKOued+7OUik1VQlXfcIRK/A45HI56Rc5ZtIKygCgiwahsfGtdFdL+/A4hr32Kiie3kXf+IOl8sut+cX9tViIyj29V6A+bt1qmQAARKfs2GIxYFSf0b6upQvq3nysdKy0iuTyORFz+b08//PDiXYUxRM/J1hM/fmq+L3LiqpF6q+sEqVkEusH7kxloSM5D9to/dLp39+cGwXHKYAjb+Cg7fANlx++onGM/eyKsYgah/t5jlG1WP/2e+8ZFEDS1oPAT7WY90BeaWB+pWFh1jSY/jxhD/LnURZupq5paa1BQ9Rhutj1hZmyteoKW4QtacCdjD2oamfvcEgvFlrpW/DriT8Ixwz6MQuQs0RdRItEpXoOo7+Xjz8LazZK0f/7laTDpZkzaDwD93wjHnV/iCfuYRCgUEobMsuVWOxAii+bXoBr+LG0Blabi8U3kXSR+Q9Ah4dflCJu/FlY+ITCxcUBLtWwmiIStIgsGmWguj79hMELVe+4HksdV967TmisWqgBQW94Cq+6iRPCfDleeq3PTk9E4si4ZV3bnEPZPeN+/S1lVAaAhpQCJL+snN2/Z3zdR9vdNmTZLNyvUF9SSzAAq9p5Axd4TGu+dv2ij6kFdFKouAbpg9tVXwDNRL+ODNHuH72LgNPTx/2IT0pYxb7lVN78oVTgcDvwcB6seCJG4vZ2+C02tNaoHS+FoHYBeXlPB5Sj/9+VxTRgVqgDwy9A/8Ma16RLBSIRYqN7+KU6hTyxUpT+LpNk96ahSy6l4X6K1xehCqCqDFasdjLgf6CV3VhUEpaxf1Vx+cyOlTAOGUk5VGWZu7deu5dfOU5pjbMZFa5MAHx0fjK8miXLPRox2ws73YinvSyRUF4aexaYno1Gazaa00TcT/ppFOWWXtokIfwnGxha4/0D2PFZW7ujXdwEuXFymp5OpZveAHRpZI8Vz/xi3D02V2o/sJ9qbSfjNihXgvN5dDBMXVzQkJ8IiKASZa1eAX6++v7+2hKmuGd1zqVIBWdWQh9vpmov/0ppUnH0sW6GJzGI8Nnw50kuuIa1YuUGCKq2N7ek7B7/XGze+I8+GcXfbY9I+IvcAeRbcnYnN/WTH5dwqhNdAVwx4K0Lp+vqEFassLGogFpTix0Tt4udi/1ZAZE2tLGjC6pirKEytw6Yno9HWLEBLk+KH15dP07PwsjBH93BnRP8yGYBs0YY/Bv+C6TfekClJG//zHSTufgj/KWFIO5wAQFSMgcPjyszTlPqGEtja+Ci019Z2vBzQ6jL9VLt16ODYfWiuYl64xnw3Fm4DVReBURcyK7GJi2unEJcA4LngA+RuJs7iQQdbC3elQlXbFt3T8WvB4xohJuwjhb4eTkNhamSJhPx/Gdnr5OKreHrDMES9HKIgVsVWUT6JnzMdOFzFm9ljCy5K9njn/iwIBUIFQatvdCZWOTweIt7cQHtewY3jKH14kfL4yAX0rxCrUh8h+8xu2vPkWfzoeWzo9ZfG62h7bc++johe0gu7pnetK2amIbuil28vy2kgHLvh2ZsKbUxhH9IfntEzaM+L3fwhRKWtqKHO+y12s+F/IJfFFysIU+k+Ma11LQh/sz8Sdz9E1KKhSDucAM9oP9QX1uLf6aLKREbmRpJ1okd9gQsXlyF61BcAIHkstoqK28V9TEP079VcVYKkvesIRjOLptZVeV44rTwgRNAqQGtDK3gmPBiZG4ZdRpU7g3mPADSmy6bYMvPxhcf8/yFt2UJY9e4Ly+AwFO3fBZsBg2EREIzCPaI1qVpSnSZPQ8mRP+E+bwHKT/+DppwsWEVGoTb2AZynzULJ4YMQ8vnweOs95P30ncy6ZI/dXpuPgt9+lezBs+xG/ZdCQncrP/TxmUnYp22RKg1f0IbT8WsJrawe9r2RVHgGfIHmhY3SL+SqHPPTwAMKbf4xXpLHmgRJ/dhnH966OQM8Ey44XE67QG7h46dBijEtukYn72B1PtDElMUyY2ZnYekIrLsfDRNzHjZMVl/IavJ+oyNUuyoX3jwCG187VGdW4uycwxj/h+yXgkFrRssI3LZGah9k0qKV6HlngGnBqgyuMRemNqY62YsKqoRq2rKF6LF6Azg8HspPn0Dl5QsAIBGqAFD78B6cp80CNDB6lRwRxSvkb92MHms2Iv2TRXB+4UXUxj5A8Z/74P3hx6i+dQN5v/wA+5hxqLqhWM1OHmmhyhRkQvVOhuaGJXUgE6wxYR8xLp4nbBqOfxYqZtAhQrpyWtKJDCUjVfPTIJEYfuvWDPCMRevyTHh45/4s/DToIPgtijeAukLrYlWzD05AKNDc7K1LOFwOFj0Q1Yf+440ryL5dItO/+FF7sn55S2nfFwMwalEkAODChljc30uexHrBxUmwsDOVWUPZ2uK+tmY+9r50gc6P1CVI/nyhJBuAPlnaR7N/G03fbywUEAJj905H7rl03Fx5Tq0l6uuLYWnprNAubVntrBwcu0+lVbSzQTVALH3FYgCAw+jx8F/7NdKW04tRoAuH2y50rHr3Re3DezB2cET3Cc+i6vpl2A4diZo7N2DdbyAAoOTv9gwdacsWwtjeAd6LlqOluBA539G/OSVjeDBxruGCynhU1qu2QGoLMsE6Nnw5I4L1xz778M79WfAd4SFpE1s4yVJcpZzKwpi1ouCzc58yUwlU2oIr3v+tmy/oNc+qesWMKdIVPzgXPZiKDb3+woZef2H6L8Ml304AkWC88v1jbOj1F86sfiAjLjlcDkYtipTMjV4cSehbAgD2PlaEQvXHkcexoddfKHpSiQ/vT5X0TfyyPwCRgP11wkm88sdohTVZ2jEE0aoOXfH9pk88Y3oAAK4u+q9KGwWjNJ/fCgC4fed7SaBUVVWmpP/CxWUy/3VGmquasHeYfqLhdU1laoVamQzKz/4rKVxARlttLYwdndQ9mgLO0xS/QBTt2QGbAUNQc/eW5D9pWivKkbZsIUycXWXaNTUymRvbELbH5x3TaN2OhIO/bCW7E+9d0ss5pAWqz1A3vZwB0KJllWdqrrRfld9a6KufgssjT+Og7rra/kCXFpA3f03EwrtTsKHXXzCx/C81xI4kAEDsoQyMWREFB19rlGfWSESu9DpEfqpvnBoPaxcLmfYhb4Xi2uYENFY1AwB+n3VeRgiHPO0lGV9f1oTyDHopPboK0tZVUxd3NBd1nMCV8PnkPoeNZQVIOUieGolnYoae875A3JZFtPfV9/tNF1g4d0NDcR1pf+GNHIzZ9TwOjdoGgDgI69QskUXqytVVcHHuhaLiR6iuzoaba188eCjKUcznt2DY0OW4ek1kobG29kRNjf6sSNqE38LXqUuAPqArUv2/kH2viK/+05YtlOkTt9c/iYfri68pzCNaU5Uva/Wt67AZKAoCLfjtV7i9Nh8A0JCWgobUZML9pdv49bLvj+yNaynvLc/AHuoXWtAF11N/xZCA+QrtUd7T8SBb89zQPw08gLduzcDMg+NxZvkNWnNVJf7XFOfw7moVMWACrYnVnnOJTeJPdq5Ca321yvlPdqpfYclQuLYlAYPmhwAAnl7VF7e2JymMmfTVAOykGOg0+ZvBCkIVAAa/EQoAGLogjNI61396goHzQiiN1TfSYqc6PQ5Zp3ZqdT+xYPWZ/6HkeUeAa2xC2E4lmInf0tQhgp70gVh4Sj+XIGVJtQ1wkPHnOvHcXsm83PPpqMmqFE0RChAaOh1FxY8AAMHBU1BQeA8AcPnKZwgJnipxBcjJuSoRq9LuAdGjvsDFS59AKBQotAPaCczSFp1RsMbvisXDLfdpz1Mm6sj66M6RbxM/Lz12CKXHDgEAGlKTZMaJA7jo7E2lnwwbC2LrXVzuEbXWY5q6plLCdkfrAEbWl474F1/vqxKgYvcB0ZwhOLOcOJNMwFhvpJ7OVmgf/fkgnF2pOk5CWR5WbaPzEEkqQrWzYGTannKjobIZFnaKzv5NJLWhibj8TRxcQmwJLa5bJ55EVR61nHzSrgks7bhNexVWIREybeq4BOhc4JJcF1am0P/AZFGEKO2UfJv884biOtJ0VdJiUl5YJiYdQmLSIaVzqLR3JMQWyI4uWvcO26XXAJTOTmFVgr6PYNBsH30Yr5+dgsBx3ggc5006jkisBk3wRdAEX20eT2N0qlpS/vhal9vpnRd/j5Y8Prv2ASKmKL4YDs6jFvEHAJU5dfh5nCinW9CYdgfsP964gnknnqa8zrjP+lIe25WQF6odBZ+xLxO255wlro3OwmKI7B6ww2AqVdFBfG5WqLIwhTpX+Y0VTSrnladVEbY31yg3mj05kq7X4CpAx5bVxtKO4wOoLosfPY/z6x7B2MIIjoE2hFH5++dcwswdI9HaxIdQILpLFPuoPjyYjubaVgycG0yaV1U89qrnY9zaniTJOLD40fO4sCEWAdFu8OzjKJm/deJJLH70PI4uuonRy6KQfqUQtl6a58HTNiEvaq/edGfCpkekvo/AwsIY0oLVEK2tJ+eeQGl8ieqBLF2OULdxeFJwitE16YpEdUTl1lHayQ/PJIaRKbmTIBaHz6wfCN8hzgpic0Ovv+DV3wkv/DocRxfdRMq5fIX+2bujwTXiEM5V9dyjd3fM2D4CmdeLZPqr8uqx56ULmL1rFH4ceRxNKr5FGQomNg463a+j+KeysHQVxMLV2NIY00/NAs9Eed12bRC79SFit5GXvzQ0Bs4UBVPe2k8/YJJFMxytAwAGxGrPqf4MnKZzwYpVLXBsCXmus5w7Jfi672HS/r0vq59nM+9hGTZGKfq7AUBhfAVpHwsLC4sh01rfSpruyv+ZQPR8KRzWXsTpjpRRnVWF5ENJyL6QhcayBk2PaVCIRSvAClddYWpsxcg6I5eJ0k3q++rdkGDFKotBYhcYpe8jsLCwdADSjqUg7ViKvo9h0IiFa+LFX1FdxP6utEVLK3mKO6roM5epIcOKVRaDxGv0i/o+AgsLC0unImRUe37QlKs7UZH3WI+noUeQ61NILjyv72MopUCNjAVeg13xzA+jFNo7mlX11X8nY+d47aUXY1ysWvuEonvPIUwv2ykJe20VjCzIrw1aasqR+DuzNYeVYWRhhbDXlOe3rXhyG7kXD2r1HFZewVpdv/PAgUPYQH0fosOgqkCBLl7b0tgF9YVXjPKyo9mnd6Mq7ZGOTsTSGbi1fxG8e0+Ca/AIpeMCh70KAGiur8DDY4Zf5ten+0CDEKtPhZG7VKSXUM/uo4wtAw6oHtTF4AiF5DUCORyOQqeuKtJoKwE80fmrUh8h+8xuxvciwqX/ODj3G0N7XkttBRJ3r9HCidT/N9U0kbyNXzh8ntZ+tZKOnPBeV+83bf2OiM6vy3+P8PlfgmusmN9YFdoSiVxjU4TP/1KtuUz83oj+PZqrSpC0l7wCGt31AFGhicdbO34O2M5AwJAX4eDVi9LYgsSLyHn0j5ZPpJyx4eRZYE7H6854Q4ahn6+jIxQKCROHs24AOkQT4WFiZY/IBZsY/aA37maL0FdWqj0/csEmCPl8xP28WK25LCzaRJPXmPfYl+EVM1ut1zYZPSa/jW7u6kf5Ri7YhIJrR1Aay4z1RlPIfr8ttZVI3L1ax6dhISP1+h6kXt8DDpeHAS98pXSsW8gouIWMAoRC3DrA3GufKcaGL9erIHwqzPB+J+oirniVcioLgeN8JG4H79yfhZxbhajOrUP4tABJ+7h1Q2HnYw2eKQ9xB5IxfElfSR+Xx8Hbd2bKuC70fD4AAxdEIu9OEQRtQgSO85bZY9/0f2DtaokJ34zA5n77VZ6XFas6gGdqTlp+li6RCzYh/cgW1OWnabwOE3B4PMZFdEdFXO2KTYGlXwKmvQ8LJy+N12Hytc3U+81t6GS4DByP+F+WMrKeupD9PPWFmUg7/IOOT6MeJfntgSxO7tTqnUvPkUaT+Vt+qcNnn9dQmq8JQgFfJiuAdLYABTgcvWUTSCu+An/n4aT9+hKsyiyqAJBTfk9HJ2GGjEt5+PdD0RffM8tvAAA4XJFR89iCiwAAK1dL9J0Thns7EtA9yA57njuOd+7PQtzBFAxf0l5cSMAnvqE/MONf1BWLsmzIV9WqSK9GRXq1ZE9VsHU3dYAqodpYVoCcc/uQduh75F78Q+V6PSa/rdF5fMarTrRdk5WAzBNbkX70J1Qk3VU5nrWUshgCPuPnqBSqNVkJyDq1E+lHf0Lx3TMq19T0tU1lftnj60g/sgWZ/2xDXV6q0rFcIxMEz9afWCX7eapSH+pUqJqaUvuQYxIn9wI4uRfAN7BQo/l9BhYzfDL63Nq/CLf2L0LWfdVBMQNnblQubhkkveSqyjGqhCPTxIR9pHJMYsFpHZyEGaxcLXH5K0VxHfZcD5kqV4/2JqHfvJ4AgKqcWtr7iIUqEcYWRrDxtAK/RUBpLdqWVapWBn37qhkKyj6oiH4f9UVZqHgiytPK4Rkh4s31pOuq8/vkmZrDxrcnYV/po8souH5Uob0uLxW550VmesfIEXAb+izhfCMzS7Q11VM6h6qzE/3etOXHbMhQ+Tcme411xfcb2WubzF2lLi8VRXdESbyVvbZDX/0UT3YqDz4kIuTlFaR9CdtXEL5farKeSB73nPcFeCZmCmNMbZ1on4UJlP09yz7zuw5PAuRmuFK2aBLh5F6Axw9dENWfvnCsryeP9aBCbq7hlGYtSrmGopRrAFRYW6X6027uR1nWfa2dqU3QDCOucl/zseHLEZd7FIVV2s1ooGthrAtqC+sxevVgnF1xQ6b98aE0SY5XAIh6OQT3ttPPcKCKfdP/QVsTH9W5tfhpELVgMtYNQItoKiKE/DbEbl5Iuk7Em+sR9/MSWmcis/JSPVNp7GWUxl4mPFPY66u7pEBiMQw0fb8pe20bW9rAxNoeLTUVtM5kYmVH0CpE7OYPKc1/vHUZ6ZdWXbvfkP1+s8/sRlWqbjMWkF3H06Vn7yJG1uksSF/3D3jhK3C4xBXD/AfNhP+gmQCAzLuHUJx2k9FznE/YSEkkRng+iwhP0RfMuNwjKFQjdRQRdAVqRwysChrvg6DxPkj+NwtB49t9VoUCIZ7dEo3KzBp4DXLFsXcuqlzLpJsxAMDc3gyNFU0qx0/ZNhpm1iYAgLvbHuP2T3Eq57BiVcfUFaTTnkMmWDk8ev98XqNnk67P1JkiF3xN+YOYhYUpSF/bW+i/Fsle2yEvfULrvUIunumdSchvQ8GN43AbPEmhz9TOCc2V2q9TryzqX9dClUU33D7YfvXdd8oqGJlaEo7z7TcVvv2mojTjLtJvM5f6LaXoAgJdoimPj/CcjAjPyZLn1Y0FSC48j8r6HNI5lqb28LCPgk/3AWqfs6g6Ue25+kQ6GErawiod7HRlQ7urwIn3LsnMk57fUteqkBf28V+y7kzS/WbWJpLnk74fiXFfDcWpj64pPS8rVrVE+BvEUZfpf29Waz2yD1ALJy80lJC/GaWxC+xDuC6z6N6PjIWF6LVd/vgGoCQ1nzLq8lLRzSNA7fMYmRF/sKv7fit9eJFQrAbPWqrxe5jf3Ki0n0yoJu5ejZbaSrX2fPvNbvhshbVMW3Y2H/0GK7+SH9DfBH/ud5A8pxvwpGmAVFfCzKo7ek2k7hvt6NcPjn79UFWYhKRL2zTeP7P0JlraGtDTY6Ja823M3dDf7yWNz6GK2Bzy8uksigz9IAp3t7W7blg4mCH1jGoNw4pVLcE1MlZo08aVXcC09ymt6/nUTMb3Tjv0Pfynvsv4utoi8JMNkmut1K+WQdAse10hjuZn6RzkXf5L7bnpR38iFGkuA8aj6Pa/KueHvd5xUjfVF2WT9imL+ldXqJIJRm9vnqRPXjwmP3aBnR0bD6wLop5dARMLG7Xn27oGY+DMjYxkEMivjFVbrOqCjnj9r2+uffMAb9+egX5zRfEF8X+k4MGuJypmsWJVK2iSS1Fb2Af3U2gT8ts0WrO+KIuw3X/qu0g79L1Ga2sDaf+rgI++YFNMdRJ0mYnCuW8MJbFKBF3/cnmU+a9rQm1OEmE7qRvDlg/VtliLxahAALh4ygrSfb/bIybaDBFRitbVoJ6yvqVkolYV0uPXrLLB/LnEFvCuRljMAlg5+qocF/vPejTWyLqdDJixHhyO4hcJpgTr6fi1MOaZIzrUcP5eN7fV4VLid2rN9bSPQm7FA4ZP1LFQp0IXK1a1gKappXRF/NaPtbKupYuPVtZlYaGKpl/EtIG2zuQ6aAIKb6pfdaiB4EunNjJMuLq0f1mUF6oAMOslesFrLJpDNR3Vrf2LARB/Qbl9YAnpWkwJ1lZ+I07HrzWIyPwLT75GK191EBEZoe5Pd3mxqg6sWO1ANFeVwtTWUaHdzN4ZTRX0068I+YaTPkUXJH++EFwTUwhamlWOUwfWjcBwSNqrXklTJnAIG6TT/ZyintJIrPJbZD94tZUKrbFRs3RPLMzQ7/k14BkrpkOTpyT9NjLu/El5XbEo1WY+VvG1uz5E6+O8E8ivjKU0Vt3zffhnP3wz4x5pkv2uDCtWdURVGrUXuTJa66oIxaq1b0+lYlWd2uidFVVClaVjQfbaVtefkgk8Rk7T296aos2cvVXV7cm/S/Ld2KAmHUNVRCZf2YHKfNU+hGRk3j0E335T1Z5PhdPxa8HlGGF0T9XJ+jUls/QWUorO055H5s+qTMh69rTGpseyGRB+mf8IiVfLae/f2WDFqo6w9Y+Erb92LG9mds5K+z1GPk/YzladYunodKTXtiGeSRpdFJdwci+Q+JuK/59fwEfvfvqv6NQZCR/3ASzt3FWOK8t6gLSb+1SOo0Jx2k0ZsRo84nUkXd7OyNrSCIRtMoKwv9/LsLP0ZGTtq8lb0NCi/hfe6oZ80j6+oIXWWm/82kuhLfNhNb6b1bHKu2oKK1Y7Axzl6aJsfMN1dBAWFt3CvraZIfS1z0j76KTHo4KTewFuXHGCfw/Rx4+7mygLQGOjEN7+6pUxZZGFqhU19frvKM/R/NZPGdZOPbS6vpg7GbsV2jzto+Bo5Q/7br7gcdvljhBC1DWVoLAqAbkVD9GmgQ8qEbfSd5L2nUvYoPH6vr1t8G3iUzJtS/tfRlOt4fnqMwUrVhnG1E4/ZRCVwTU20fcRWFi0Avva1hynqGgYW1iT9lNNj0eHwcPbI8rFFlZzcw5K8t0wZEQJUtM674eutlElVCty45FybZeOTgPw2+hZEpkkt+JBlwlmWndnhELbhe3ZOLYxTQ+nYR5WrDIMl6eYX5WlY8CmsmLpirgOUp3HUpulXcW+q2LRev2yE+vPqgXSbx9EacZdne9bXZSs8z0NmTHhy3Am/gvCvvdD2n1jjUy4WHN9GMy6qS/Tol/3RvTr3pLnpVkNWPs0s6VxdQUrVhmmubqUsD3l4NdoLCP3Y9EHuqwr3hVgxa7hYIivbUM8ExFJe79E8GzFtHbaFKyArD8rC1MI/0s7pT8y73a9Ck+e9lGkfRyKVR7bWgRY2u+yQrulnTHe/b0PnHvQzxHs6GOh4D4AyIpkQ4UVqwwjaCW+8rBw9tKbWK0vymJzn7J0StjXNnO0NdUjYfsKpWMi3tqIuJ80z5tJhIcHT/UgFko0VBUi7uTXetu/sabdaMNv63oZWELdn0ZNo3b8r+srW/HlxFsybd4R1vjgoGLhn84EK1Z1hPuw51CeoB/ze8G1owh4/j297M3Cok3Y1zYzyFtMyaplcbhctS2sYqvpa/Mq8M+/sgEtMdFm2Pe7vVprunsXorWNzUsphokk/JoS+89X+j6CXmlpq8fNtB2EfdrIEZsdV0NqHR3+oieeXeIPnnHHLlfMilUdweHp71fdUExe+5uFpSND9tr2Gfcqsk7t1O1h/qMs/hq6hw/Vy97q0FxVQtiurLyr/3PvIO3vH9Xa77etykUpFX9VaZeB/GxXSmsoczGQ71vzZQ2+/7FO7fny+9vbc5EU70I49+03uuHtN7opnd+RMLd0AM/YHHVVeQAAI2NzDBq3CgBw9bhmJYc7ChcTvyXtI8u/qi2u7MnFlT25GDLDHc+vDFaVPMhgYcVqFybkpeVI/F23bxwWFl1g0yNCb3vnXzncocSqMsgEq6WbH4wsrNDWUEt5LSf3AnA4QHGeouhraRXCw4fetamTewH+Odod/frKZoSQF5ksuqVv9EdIjf1LIlYHjVuF6/8uh2/oBAybtL7LCFZ90e9ZV8xeF6rXM4yJWknad+bB52qtyYpVLVBw7Sjchj6r72OoxMTaQd9HYGHpMmg7QElbkAnWsNdW0f55hEJmrYYTni2jPFbTfTWZX1Eh6NDWUroU5dwBAJhZiKzoAn4r0uOPwM1nsD6PpRdGhXwAEyMLmTYmrasx830w8QPd5LKlgjKhqgmsWNUCpbGXCcWqPj+sanNTYOUZqJe9mcLUtru+j8BigJCJKRu/CFRnxOnhRJ2PjOO/wm/SfIX2jirAmwp8JY/N3DLVHsNCDIfDhVAoQL+nlnZpS2q4xyQkFZ5BYVWCpC0mTP3fx4tfhaHvM8TuJFQRCoRY98xtFKfXa7QOEYNC3gCgvvVUGaxY1RJCfpte/VTlyTj2M+EHekf6sDFz0E1am6CVmpXFZFNYGQY+T7+qt9d2wm+fIuy1VQrtnk/NRO75/XpNeEmvAAAgAElEQVQ4kWbU5iShqaIYZvaKpZ070t8QMWLxKS1I1RlDl1Cj/hBCgMQ29UpljjSZAhOOGRLb7iKXn8rYuZgk88kJDJ24Tt/HMAhcbXsiPu84AMDa3BU1jYXgcannYp/zQwQiYhw1OgO/VYC1426iooDZKl1EmJnYaG1tw1FTnYy4n5cYnDgsfXQZjr0Uq1x0xA8bbeAxez4sewTr+xgsamBor20yX0774H5oa6hF4c0TOj6R5iTv/4o04Ir9G6IbLrUcxkCTcWrNDRo+B3buzPgyKss4kJd+BXnpV2Bt742aivYAyN7D30NjPXEe8s7KzbQd6OE0DOklVzHIf47K63+iHKh0EAqBD8MvQMDXT3aMi7HrteYG0LFzGRg4grZWwnayP/h0sAvqS3udgutHSfuYOBMTa4ipL8ggbOfwtJeLUVOhmrPje9aqqie0/dr2n/ouPEe9QGsOmXhzioqGuaOHxmdi8v1GFWWC1CFskM7Oce1fN1Rl+uCjd20J+6+fdEN1lg9mTu1G2K9rhppMQqTxMAjAl2l34XpjtOkMcOU+in15oRhtOhM9jQZqtK+taxAGztyIgTM3MiZUqSItVAHg4ZXvcO/CBq3uOThgHsaGL1f5n66obSpGeslVAMDjvOMYG74csTnMFUloaeTj/ZDzkv8+CD2vN6EqJqfkDsZErQSXy6wtlLWsapH4Xz5SaokAgITtK9DWpNp3hGtsivD5X2p8JmXpaMTtVC0kzv3GwqX/WI3PRETa3z8SnjPizQ2ozohD1smdjO5n0t1J5rm86BS7BhCJUXGf15x3WbGqR5h8bVt5BsLvmTdl2porimmfqeD6MbgNeUahPXC66By5Fw+i4sltSmv5PfOmQfidk/2ePUZOg1l3N+RfPqS1vcVX8j/9VoOln1fg7CFXPE5swT9nGwAAZqYcVGX6YNz0Ily61oimAl/89oOjXn1Ox5jOwpnmfZLHufwUmfai5myEGw+GA8cVl1pEv7tM/hNk8p8ozKfDwJkbGfoJ1MPNZzCMjM0V2nNSmauWNLrnUnA5hldMYmz4cuSW38eTglOStvzKOORXqu9Df+rHDJzabPi+015O/QEAMb2WEfaz2QD+w8zeBdbeIbBw9YW1dyg4XNXGY9uAXrAN6CXT1lRRiPrCLNTmJKG+KItWihZplH2AAkDY66vVWlcTEravULqvPiw2dLDxi0Dkgk3gtzSh4OrfaKosgZFFN3Rz9YOVdzDM7NvzLhbe/AclD1T/cfR9e6nkMV3Bmfz5Qolg5XB5EAr4KmZ0FjiwdPGGlXcoLF190M3dn9IsotdXfVEWGgozUZOThPrCTAj5bWqdyNBe26WPLsEhdCBM7ZwI+z1HvUDbYmsIkP1d695ziFbFKiAb7GTuLvvh3dQslOk3c8tk1OdUU2qFVYTt8a03MMZ0FmP7ePeexNhadBk26StASUlRJsTqmJ4fg8PR7cWwQzfi11F5naKAPB2/FrYW7ujnOxv23XwI+6lw8bccHF1vmL7JZGgjuAroRGKV6Q8hM3tXmNm7KlxtqeOXpUqw6pq2pnpUZ8TBxk9/uSipoOr3xjMxg+dTM3V4InJqEx7BKqwXAj/Z0Omtq8Gzl8LUllh8qYuliw8sXXzg2HuUTDvd91tbUz3if/kI4W8YTgWdpH3rDOr9zxRZJ3+Dz9OvKbRry3817qrmrhP6pkZQLvPcl9d+NZ/a9ggA4MbzQ0+jgbjVcgo1wgq19nENVvTfFtPW3CApgWpqaUd5TeqVsThaywDA4XAxpufHWllbFX19yb9MEInPqoZ83M3cK3nuYdcLYR4TaO056jUvjHrNS/JcKBBiy+sPkXqrktY6nYFOI1YNndjNCxH66qcwttRetBwdxNfohv4hamhCn4yCQ7sRFNZL9UAWrSNoazW4141YvBnSmTSlOiMeSXvXIXj2UoU+bQjWwB7GiHvSonQMhwM05huOJVUed14PiRsAAMlVvzQ9jQaqde0vxiVomEIbmdAUuwqQ9bsGDYd31DOSsVQE69XjSzBs0nqkxP6JypJkhZum1hb1UiY9FbYYRlwT1QO1RFVDHmwt6H9hGhu+HGfiv0Be5SPkVT7S6AwcLgcLfotSaC9Kq8e6Sbc0WptJ/FyGwd9N1vCgqcWVFas65MlOUSobJj6wEnevRkut5t+uYjcvhF1QX3jFaH4Fpa1oYEMTHqpwHD0JpWeP6/sYXZ7YzQvB4XAR8bbmvntMvbZjNy9E0KyPYGanmAKKDs1VJUjaq//0QGSlWgEg4Pn3kfoXedlJdQgNVJ72pzHfF41NQtj5ZUna9O0GkNL2UHLFf6vlFNx5fgCAM837ZK7+qwXluN16GrGt1yTtfMi6w4jbrY3sEWzUF2ebFdOg+UTJ5vimIjCNTCzQ1tKg0F6YfAWFyVckopaKYO0b/REAIDByGmG/OlZXXQZFkXE7fRfpOUYEv4vLSd8T9p2OX4vo0IUw5pmjrqkU11N/Jd3j/ZDz4PI42PQ4mtbZXPwtZTIJJF2vwM9zH9JagymG9XwX5iaiwMfWtkYYG4n8lsdErcSNJz+hrkm9jBAcoZA8cozD4eg3rKyTw+EZIXzeF5TysRZcP4bSR5e0fqZuHgHo8exbKscJBXzE/7JU5/6Z3mNegm1Ab5XjqlIfIvvM75TXlc6tqiyIqubxAxQe3qN0DX5TI9LW6/+PK4ssdF7b6X9vRn1RltbP1OO5Bejmprr6TFN5IZIPaDeS2tDxcDNC2j1PpcFSTQW+Cv1EbVT66IwxJOQDq5SJS/HYpMvbUVWQSDrOqUd/+PWfTmlNpkuqakOoqltBStlZiNa0MnNGoMsodLfqoXKsMgIH2ePtHao/95Txz7fpOPtLlkZrqMKIZ4royI9IrahjolaqtLAKhUJCh2fWsqpHhPw2xP1sWNU96vJSDTpfYvaZ32mJUKqoKuLQVlcDo27WsO4ZRSpWWQwbQ3xtp/+9Wd9H0BnmHt7wmvsekj9T798gr0BkZZQXjzXZPrD2zpI8z3zoBd/eOZKxXRkBnzh9ojyWdm5KxWpJ+h0ZsaoMsRvA1eMfAdDM3jUy5D2N5jNNdvldeDv0UzlOLGoLq54gIf8fNLWqF6AtJuVmBd4PaQ9McwvqhiVHBtBaY8L7PTDh/XbRvHfpE9w9WqjRueQZErqA0fWkYcUqCwuAlLVLJJZRyx7BqE9PkulP3/SZpN9t2qso+HOnTL9t3yGSxyUnmcujx2I4xAxuzzJw7sYKPZ6kY9JcUqTxGmZumdj+naOMCB35TKFMf1OBr6TfzC0TCTdk/QzlBaz4eUkpH16RxCKXaExHIPshNXckB69I5Ccoj9KvzEuAnUcYAMArcjxyYv8lHDds0vr//k8c5EjV6hrkGgNTI3p5cjNLbyK77A6a2+oAMG+VTSo4QypWjXhmaOOLqkSpa7mlSkFynYx4BYCn5npj0ofUMrIAwOx1oZi9ThTgJ7+WutQ1lsDUWDu5jVmxysIih8fs+Uoj+q1CIuC74GNkbhblve0+ajwchsVI+mvi72v9jCwsTBH0WbsLjKClGalffEzYJ20RJWq3HzwKTQU58HxVZF3J2fEDGnNUX5+T7UHG6++V4vX3yP3e5K/swwbnKe2nskZnx8JWdSnr5Ku/SdwG3EKjScUqUy4APt2pWQ7PPP4SQqGAkT01YVTIezj7WH9ZSM5vy8b5be2FGOzdzfD+/r6wdjTV2Rnup+0hrWA1NOwdjdZmxSoLZYIPfwYASJrymV7PoS+k86maODjK+LmKaautBgD4/G8psn7QfwAMCwsVxCIx6LNNopB6oRBBn22StBvZ2EqeS7eL54ife766QGYtVeKTbA8WZnD07Yvi1Bt62VtsYRWLVyf33mhtbUBlSbLKuWHu41WO0bb1ki5cjmHJqYr8Jqwcfk2mrZuDCdZcU8wWwSQXlJRc1SQjAO3fbsS7og/oupwUdPMKRNz3CyXt4sdinPrFwMLZC0aW1mirrwEAFN08iaZyZv0kWFiYIGXNYgoBY0IoS3id/s0qRs/EwqJLGnMy4TA0GuVXRdeC0lZPKtTEP6C9J9kePK4J+ALlqapYlNPNwUv1IC0gFqrSlOQ/pBx85WGvPJjI0ISqoRE9xwvPLA7Qy95t/CacefA5At1j4OM8GHxBK+6l/o7q+jzVk5VAS6xGvLsJWce3oSZTMTccESV3zwEArHuEoyY9nv7pWFh0CJXMBsmffwgACFy+XiYgS95toK2mCoGrRB/CzcUFyN4iuj4TtwFAyqcLFdoEzc1I++8a1mHEGDhEj5MZKz1e0NSItC9FPlmOY5+B3eCRCvuxsNDB3MtXJoCQrpXTKqwXCg/RC0Ak22N41Ie4eK+9xPToAatw9vantNZmoY4yP1RAZKWlwrBJ63H/0tdoqC0mFK2qUJXLVN9Ctaw2A92t/PR6BgCwcTLFm9t6wTVAOz6impKSfw4p+ecYW4+2ZZWqUO1IBMzqhdT9jzQNXOzUWA0KVT2oC5GyVrl1wMIvkFCMituMbe1l1yMY21JRKtOe8ulCyf/lx9oNHknYzsJCl9YqUf7muuQEuE6ZjcLDe8GzsISpizsaMlKQ+eM6yXW9dUQfNGS0l4OkUt5aGrI9jHhmADj//R8wMbZg7Ofr7JSk3YKT/0Da85T5oQJAj4EzKK/VUFtMe38xA3q8Qtp35vGXpH26Iq3kis7Fqr27Gd7a1huOPsy9D1qbBPh62h0UpalXpIGM0b1X4OxD8pLXYhcBui4BhuVkoSfCFwxC2sE4CPn6cdJ2njse1kPCwDE1RmNyLvLXHYCgmVrKETKMu9vA5a1JsOzVA01Zxcj+eDuELWquyeHAfTG1tCVMMfafeTg9YatO92SSljLiZOmBqzahPjURLaXFKD19TKFf0NIseVwbT5zUmUiMku2nb9yd+8LfezQgBFKyTqKwVLMKLprQ3S4IEcEzEZu4F+VVsvW2/TxHwdN1EGIT96Cqll60d4D3GHi5DUZtfTHuxP2k9vlcukfAzysaxkYWKCp9hORMcuFABzsbX4T5TwGPa4LMvEvIKbxJOlbaypm/f7vkMb+hHg0ZospLLWUlknE1cfdRE9ceUCj9WN5iKmhpVmgj20MUVS2URFe38ZtYqypFMu7+JSNWuzl4oa6c+DV9a/8imbysZEn/5XO3Zj88Qbq/gN+KIRO+wPV/lsm0Rw7VPK2RIQRSVTfkk/a52UWgoDJO7bX9+9vhjV96wdiM3pc+VTw8WYxdCx8zuiYZHA5HxmdVWpSOiVqJvLIH4HKNKOVclabLi1Xngfrx6QHaA5aksYzsgcD95Ok2VAU3Be5bBq6ZbEk6M18XBB0QrVlzNR4F3xxSuoZZDzf4bJhP2k90bjpnpIKxFf0IRveYQOSfS1E9UE9IW0Vt+w8lHMM1af+5bfsPQdWd6wpjpF0CDAVxWidxSqdRA1aAx5N9HYYFTEVYwFQIBK24cIv8jxSdFFHKxkqfaWifRTAzFZU67h36ssx46TX6hs+jtK/8PACw7uam8Huggvw6AODpOgieroMorxUZPAuO9iEy46MHfQYuhyczLtB3PAJ9x0MgaMOFW6x/tToYdTPFoCP/Q/7hB3B/LgpXR1NzuRl2bhGuxjDrnkNlzZ5j3qVUxUqMWJjyW5vBMyb+O1yYdIl0/vV/l2PYpPUSF4CoEQthae0CQLNMAcIOcPXpaOUvI1Y54GBkyPu4mPgNvB36IdhtDLLL7yKp4Azh/Hd2KZZSVYcd/4tD3Dn1KkUxQUNzJYorE+DrMlRBlD7JEX3RcbOPQEzv5Tj3kJpbBy2x2lJTQRhI1ZEZ8vUEne8ZsGsJeFbMX2upEpEAYD0sHNbDwpUKSp61/q/cTgz/kfac3ivHGLRYFV/jix9LE7ByAzg8HrJ/breaVt29oTBeeg2idfRNVNhrsLdRfkXG5RojZvBqneUqtbPxlQhVaZy7hyM8kPjGwMOlH/KK7pKuSSQw5fuv3f8aTc1VKsepImbwajxM/B3lldRf26rW7QhCVdpf1ZDo89vrSF73L0rOPUHGlguU5zEtVJVx68BiDJxBreKZvHVVDJlQpcLV40vA4fIQOfgtmFrY4/HtHagsSVI9UQln4r/QaL4usDF3lXk+MuQ9XEz8BgAQ7DYGp+PXYmz4clKxSpf8pFpseO4OI2sxwYCgOaiozcS9VFHhntSCC6SZAS7GrseoSOpfXmiJ1aSdaxC+YIMkIwAAGeFK1q6KKddVl0C8/NYRlMfJZhHgmRrh2QvzCMdf/+AEiu/kEvY5RrljyKaJ4Bq3m9qfu/IG4djDQ8iv9cwdLfH0kZdpzQEgI1SzFv+KpvQCmX6396fAeniE5DkVS6W8UE15cR0EDU2S5/LW0uDDn5GuW/8wTaFPen0q55l4RTanmrz4lO6X7iNrV7am3/ReCH1nqMr5ukQ6bZW0oCQTl6mfL1ZsFAoJxxO1ke2na6SFKpEYlRZRwX6TkJRBLWm5JvQJm4NzN1ZC7JQuPoNYqEqfU9wX7PeMUrEKAJXVmbifsEOmTdqCO7TPh0oFufTvIq/ojsLvwtbKS2Lp7R3yEmVxP3LAJwBAaj2NCJL1PWQqVVTFjYuMrCMmZsBn4Mhl3tC3K8CwcyILZdDS8QhaOh5Z264i98BtmT4xYnHq93Y03KdEybTJrwcAD9/+HXUpIl9P//dHw3VipMJaRPsQ8l8ZdaoWVQG/FVyeMaWxVNcUCvh4dE1/f4P1gYmRpcxzvkBUdc3feTgSC05rvP6WOQ+RcrNC43W0hamxNQoqYgn7OBxZ14ZWfhPhODJouwHEbyb4UIVycUqWCcAhwgUjfnoOACBoEyDuu+sIejkK5o6y/+D1+TWoy5G1UJh1t8T4o4pCUcyQbyZCyBfg7+G/KPQN++EZ0nlUUSawp1x/C4JWPo6M/FWhL3Bfux9P9sfbFYQqABR8eximvq4w9XQEAJj6uKA5i7z6i7xQJRKTTekFSJrymcxYZYKVCeRFqPi59GP559JjlK3J4XEl8zL+eISMPx4prMsiYshZ4vesNNdHM1t3nkxYnbuxQiLSPFz660Ssimi/QmxuqYWpiRXhKD6/RcF9gYjYpL0orVC0FF27vxE9A6fBpbvoy6a9bQ9UVKUrjKPi6lBVmyPz+xo1cCUuKnGfEGPEM8WDhJ2oqFbcFwDikg+oXMMQ4IBDS5xyTYww6J8PVI7T5LV+NWYjBvz5NjJ/uYSSc4rBxkTW04wtF5Cx5YKCyBz09zsKIlT83HVipOSx+9Q+GHT0f7j57A8YeuZDysKVztX/nT8+BofLw4AXlCS1Fwpx64DqvyXKsHcOQUUxeVnXjo4Qsj61V5J/lFTRopPFION+FX546b74O0eH4crjbzEmaiXSCkRfXEdFiF4vRNZVbyd6QYB69VkVC9Vr7x9HyV1RDq6MwyInYLEYJLNSNpXVk/Y/c24ujMyNweEROylLzxHv8/fwXygHWE389zXCtQBgyKaJcB7gCa4xT34aAMj4kzYmE1t+ASDzvc0SYem76U3KolLVOHnB2lHRVzCcNjC0q3xNMbRSpOk5sqUE45L3oV+46Cbldqzs+zcr/yp6eD2lck0ioSrmccqfErEaFfoqY78PHpea5QsAqVCVZ6zdXJyu3KbukVg0wMjKjJKVtDo+H0aWoit5Dpc8x7OmCAV83Nq/CDxjM/SbulpUHAJA9oNjKEy+wsgeYf1fY6zClSHS0Fyp0CYvUpWJVqbKnuqT5tY6hQArP5dh8HcbhdtJ2xDTezkepu1HkMcYWqmt9CZWjczb//CKhSoRflN6SgSsPGRC9ljMNokI9RwdgNyzqYTj1MXExox0/+sLT2DKtbcAjkgIq3IJ0JSgP+h/ELaV18DIwRoA4PTaWJT8pvn1BAuLoZKZd0nmeXVt+9+b2nrZm42aOvJIX21wN575jBeG9mWBLqMHrCJ8DOjfDYBpdOnHShV+a5PGFtSuSnF157UaU+VyvGK2moyiq8gougoAqG0oRJ+AF3E7eQetQgF6E6ueY6lVV/CbSi5WqeAY5caoWJ18mdi3VZq/h/+M566+ydieyuAYtVtwyw5eojQnbd4miXXVftIgVqyysPyHLlLjWHdrT3peTTNNVlegswlSMm5P24KBh97GralbKM9JWnMC/u/GIO37czCyMtPi6eihTvL/joqpEXkS/twK2Qpu/s4jYGJkgSf5J7V9rA7D7eQdqgcRoDexmv1PMnovHqFyXO4p1XWElcLwtQnXSORacG8NeRSoUKC5o4nY8gkAzTnUcmhSFau6YuLld3BixI8YsXsWBK3t1aGqU0vx1J+v4Py0XZh45R20NbSXVOze1xP2PUVpTgLnDEDp7WxUJpD768oz9JdpuPbGn7CPdENFrMhqRsVns6PAtG8pi+7xcW9PW0YlG4AmjLWbi0vVezHSZjYAoEXYiItVexXGiLlXdxLlrfmEfQBkXAbG2s1FVVsxbI2cAQBtwhacr9ot6Q+3HAE3kwDCuVQI9BqLlJz2L9I8rgmi+y1HWu55ZBYwcy2tC6Sv+sWPr8ZsREtlA25N3YKoba8CAiEevrlb5WdH6aUktNU1YcjJD3D96W+0eWzaULne7wyidmTIe6R98kFDXg59cOEJ80VaPEKt8MGBvuAZK7o68lsF+HNVMm4dUoyH6cjoTaxKixeuMU/muTTJvxMnRgdE/ju6smDK0/eTaPT9JJr2vMyFP8N3k+jMygKc/Le2+zFmvk/9m7chcWLEj4j+42VUPi7C5Zf3Sdqvvn4QHmODMOHi2zg9cRtaa9rf4GX3clF2LxcpOxUjseWDp4ie913zNKL/eBmxX3R83x+WzokJSXCXthhpM1siFMfazYUJ1xwtgkZJ//mqXWgTtkr6xWN7dYtBPb8a12r+lPRZcK3RIKiRzOWAK7O2NG4mAZI+WyMn2v6x3q6D4e06GIDI2hrdbznO3v4Uowes0qtYvT2N+O8x2ZW+qqv+B3N3Kp1Tl1Ik87zyXpZEqBqiG4G2sLf0RkV9tr6PQYsLTzZhYI9XcSt9p8ZrTfrQH0/N9VY5jmfMxYw1IZixRpR3OeFiGba+TRyhrw18nYcgwJ3c759u5Soxeg2wOjLiF0y+/AYmXyJOQN9QWEs6Vz4a/+K8Q6h8UkLazzTJvz8Ev4l+RSj5qP7gw5+h4NvDqLkiSiTc/YWR6P7CSCaOaBBcmL6bsD3vdDLyTmtoNSfg3ifsdQuLYVNZnQFbK1ExEl34l0oLxOKWTIySEq8AJEJVHmdjH5lxpyu3KQjOW7VHZebYGjmjqq0Yw21ewJXq9qwDVW30K6yVV6XhQfLvCu1dxU2gI0E1aOrJ3V1q79HP70VaEfWGgDgTgPj/Yuj8HN8mqg74VEbYqO6SNbQdwMXlGiHA/Slcif8WTa01MgUBxkStxNkH6t8k6VWsCtoEOD52Oyadfl2h78TTO9BS00wwCzC2bI+oPz5mO1rrWwjHaZO63Cpk/6NekmP5iHy396fA7f0pigOFQiRNNfzk3SwsLNTJyL0IX4+RAER/3AX/5WLUBYWtGXA28dXa+uK8qOZcKwy3oV5LnggHW38AwJDI91BR057dwM7KG5W1HcvCxiKivChB30fQiJ4eE0n7iPxSNRXXmgpVovW0KVgHBIm0XFNrjULfmQef0y6xKo3ey62KhSqdqPlJZ9rFrT6EKgD0WTZKbbEKKE8hVXbgIsr+uEx7TRMPR7Tk6a/EmjRsvlMWFmKkg7iiB36q0+h9NxN/nezTImzC/dpTqOGXqb3G2dufwszEBtdjvwMAJGaewOgBqyAUCnDujva+xHu+NASeLw0BABQefYDMzefg9eoweMwSlb+9OW6DxLd08JklSFxxCCGrpwIAboxp98kcfGaJpC1k9VRkbj6HpqJqSZ/0WCoQVZnSF3RyuNLlftZ+9PGZSdgX6TUFsTmHtba3KtztIkn75IOrNCF0uAPm/9KLsfWk+TbxKaTcqsCW18hdLNXFxEh71S/1KlYnnpwDgJ5Q1RbdI11R+kB12prDQ35ixMVALFQbk3KRvWy7xusBgO/G+UieofqbnPWQnozsx8KiTzxdB+j7CCppbW3Q9xEw1Pp5XKv5CwDgZOyNxIablOYJhHxY87pLBGeE5UgUtWRQmnuxag8jOVybWqplnuvCBcBj5iAFIZmz8ypydopS78gLzaq7GQrj5cckrjiklkDtqAyd8CU4XMVc41TcBcpqyV9jLjYh0J33pSzyV/lU8XLogxC3cUgpuojM0huUfFipCtX486VIvFqOmtJm2Dqbwbe3DfpMclE5L3CgPaX16ZKcdwYRvlNl2izNuqO+Sf0vrWL0KlaNu4mu8+nmIy29nw/HPu6k/eqIyWE/PENbNKs6t7WfPWoyFEujSVtUNRWq2Uu3wXudKLCBY0Itabjbh89LHqe8uE7JSBYWwyXIl/xKTtvEDF5NahGVjvC/fJe4vv2jxD3oFfKiyrWYwIhjIhP8lNNM7Sr2bNVvSrMBUEHT+dKE+U1GQsYRtedTwWFYIG6OJ7Zg+n/4NGz7KbpQEEXwx7+3R+k+N8Z2XtEaNeJ9cLg8BWE6bNJ6DJu0XuOiAGPDl+vcd7W39zSl/Tnl9wjbuRweQtzG4XT8Wvg6ioIFbSzItQug/Opf1RX+tf15+H2J7PubbD1tuAQUVSbIiNX0wksYEvo2I2vrVaz+PexnibAkE5gNhbU49bzsG//qu8dUzru76hz6fRqj8gzSllKitYjEqKo5Ys69dFDl/prSmCKbVJdragxBM3ngl0WobDShoIFefV4AMOvhRlgmloWFCaRLjIr/Ly3mRg1YQakkqrYQQggOOIgZvBpp2WeQlS+yuDnaByMyeDalNcoqk5FXdAceLv0BtP+cadlnkVt0G8ZGZvByGwIv10GSOeoK2kvV+0j75MWjqudMzVWGmYmNgkUVaPdh1SYtpcRBvdJWUUzHsV4AACAASURBVPH1vjJaqxsV2m6MWQ+bSC+EbZjRqS2sltZuhIL06vEllFNXnY5fq9SSqUvBSsWimlhAnKs8JmwJrXNujB1F2K6JqBTPJRKt2hCs0j6p6YVXkFf2ECPCPwBf0Irzj4i/vFNBr2KVStopC1crTPz3NZwY/5tMu7LreLHApCJWAZFoppsC6/CQnxC1dCR8JoWQjiGyqsoTfPgz5KzchYaELKhbCDhp6ioEHxJdjwXuX6605KrXmvZSsXX3UyjvUfjjUbi+8ywAwGfDfMrlXw2BohPMXxy5TCT3XdLmvl0Vonykt2O3YEAkM9/a6XD+xko8NfhzcMCBv/cY+HuPIRynSlwmZRyHq1NvmTKq/t6j4e89mtHzdjSG9V74X4qqz9DSWi9pNzG21PretUmFMsLUwtcRDZntcQBkZbSpErZB/aCzqgJq1ZFaGmtRXZSM8pxYABwMnEmem7mlsRrNdRXgtzbB2KwbLO09Scdq009VHcaGL8f9rAMoq6VWWpguxjwzRId+qHLcmfgvSPvi847B0z6Ksj+rkYli3lSmxOT7IecZD9iiQnNrrdpBVdLoTayKhaaqq/cp19+SlDeVR9Vcqtf6QoFQLb/ZB+su4cG6S7TnyQdXeX3+ivIJqrICCIVoSsuHmb/oekF67dobCbCMCgDXTNYS1ZxdjLy15BYXeaovPJSIVek96u6lgNfNHObB7X/kDE3Ipn93hvE1qYhVbezbVRALPSKRKoQQ52+Iak/HJR9ARJBmUefqIN6f6HwPEnaiopraB+jFW6I/4t7uwxBAInpr6vJwJ+4XNU/a8RD7peYV30Ni1glJe0TACzrZX9rqKRaq4jZBK1+mn8xC2lSgWCNe1RxVJF2m5zI24IWvZPxG027uQ1kWvSAg16Bh8I4S/d0fOHMj7v+9Cq1N5CklgXYL6o2Tn4Df1h4ALXIB+Ijy3qqsqwDQx6f9vc+UpXVMz4/B4SiKRjKEIDcyFVYlINzzGYS6Pw0ACHQZRXpOYzPtCVXp9eQFq7mVERprdZeRRF04QiXWPA6Ho3kpJhLoiFUq4zoSlr394bniRdrzVIlAx5nRcJg2nJG1iHCYOgyOs1V/MzM0saoNqFTFMpRqUx3prCws6sI1McKgfz5QOU6fr3VdBllJZw/Q1Cqqai06lano+qyqG9iUV/EIHvbEgUpiwehq2xN+TkPQzbS7Wnsw6YpAZPXURpopbe7TzcwRg0Pf0siSKhQKCcuO6sWyat/TWR/bGgTSVs/i7SdR+c9t0rEeS2egW/9gyXMTV3u0FJK7FpTuv4DS/Rfg8vYzsI2JUuhvq6hB2lz1S7+VH7qK8kNXSVNuAUBTmuqMCiwsLCxdieBVU2Dd06NDClXxGuI1B87cqLCmpkFTyjiX8BViwqhbZMWQCVVAfQEsDRWhSuZbOzZ8OTJLbyKliLxs+weh2smHqk13gAHBc1UPUhO9iNWKx8WUxmm7CpWukRZ5VKyPeesOyMzz2/wupXlFW46haMsxNU5Ija5gOWVhYTEsooJfwoMkxYpWHYGkT3WXG9QzYpzO9tIFfEEbzj5eh9E9l+r7KBLoWFTFwrisNh33sw5IBOzY8OVKxaqaISx6pbIuG92ttRMIqfeiAFQEaWdyAQCA+jhquQqZxPtn0dVXc0Y2itaTJ+y3mzIB1mNGIvtN2atjp7dfhXlEmEK7JpiHh8BpwRy0Fpei4NN2i4P3zxsk+3j/vAFl2/ai/t4jxvZlYWExXEYPYKv2aYJ7WHtgsSr/Ujo0VhfB3EaUw7Pf82tx9y9y66SpuS36xyyTaauvLcKDS+rd7AmEfEo+rLqA7tW/eLwmJVc7Cg/S9mFM1EqtrK03sXp4yE8YvXcGrHzsSMdUJZfiwpy/dHgq7cGzbA8SK/mNOM2FtqEiNCsP/wPrMSMV2ku27JQIXm2cyfvnDchb8jn4NbWAQKBiFgsLS2elrrEEN+M2K7QPiXxXD6fp2BQmXWFsrZL025JgK56xKflADgf9Y5bh1ulVaG1pz+YwbNJ69Bn5Ie5f+lrtM5yOX4vo0IUw5pmrvYYm0BWYdU2GUVFSl4jLqmYWXUN6keLrT93y0nq1rJ6dfUCf2+sUfn17PlPHWdHI+3I/pXlOr7RHCFdfoF8ezXnhWzCyswEAuK9eivwVoiIANhNHw3aiaO2W3AIUrv2G9trS4jXvo9XgV9fA4cXnUb7nL4l11PPbNch9/xOVa2W/ubjdosrlwsTbAy3ZechduBLmoUG0z8bCwtIxIRKqAFBWlarjk3QGmLtL5nCpyYVhE79SyAQA0MuzqowLT0TWWV1aWdW1gl5P/VVyztLaNIwNX44bqVvRw2ko/J1HdErrqtiy6usyFL4uQxX61Q2+0rsbQFekWz9q4stmRCTsnx0seV7441HaexVvErlQeP+8QSJUAcB24hgZq6Y6tOTkofCL7yRrZL+5GN2GDkDV0VPIXfQZAIBrpuQbuBJcl76L7LeWQNCgmFybhYWl65GcfVLfR+hweESMQ0HiJUbWouMLKy9UtQHZ9TqTXEz8Bi1tmpVMJhKk9t18cCvtN4LRHR8mcqoS0anEasjfovx8ic+JfJ6sB4ei5sYTfR6JFHHQVOXJOyj74zKErW0w83OD7Zg+sB7aU2F8Q3ym1s5SfeoiTHv4oDk9i9a8kh+I8/55bPhUc99WDgcOr7yA8l3arwLGoj5uz/WB41OhMHO1AdfcBG1VDah6mI3SC4moup+l7+NpjLmnPVwnR8E61B1mbrbgmhiB39iChqwy1CYVouTMYzRkaV732tBxGB4Eh6EBsIn0gomdBdrqW1CXWoSqO5nI/+suo3uNHrBKkmtV+jELfbgUraFUkM7ZqozG+jLCsqrhA+cxdhZppMVgL68pcLYhL9RDdz1tkV12R+UYbVSXEq/bEek0YjXk70/RlFUMM5/2tFjui6eh7ZOdaEjI1uPJ2pEvBgAAdk/3h93T/ZXOy/18D+ofpWntXDbjRqHqyL+05zm9Nw+Fa2TdBwT1DeBaWgAAHF6ejuqT1N5sFr3DZZ43Z2Sj26C+WhOrXJ4RBHzDT4RsSHC4HAw+rTwNjomjFZzG9ITTGNkvXIKWNtycQN/VRJd4zxkGj5kDVY4zsjKDdfj/2Tvv8KaqN45/070n3S1toS20UPYqe7WACoqCijh+qIiCKDJERZYyZFpEUEBx4URF2VA2tKxCoYUO2tK9955Jfn/Ee7PuTW6Se5O03M/z8JB7zrnnnKRt8s173uELh3Bf+MwcrNRfcfkBUj/R/BREV1yGdUfop0/T9muSX3TA96/D2oc+nsDMzhJO/f3h1N8fAfPGyvXFv/A1WmjKlj4qMMltTHD18c8hauXuvcjawR1NtaU6zTHoGfniFw9vHKQdG39uM0ZN3Ux55M9liisAuJOrnHXB1S4A3k7hcLD2goWZLcRiIRpbq1HdWICc8utoaa/ndE9Ull8qQbxuUhw+PjVcqZ1rlvU/z/qcAR7DYWflhqKqJFTUshNQzolYHdxnHhzt/XAmVtlXcdywVWRdb6p+bQjc9gZK9p9C5ZFrpHUVAIq/Pgq/j19A2izt69GyDZH2KWjfYpi5OjAaywWEjygA5C2RvmZEG/G/7DiinbCaVv56SG4cMZfTtEkAALvhg9VaWIn7i7fulhtbvPlL+H/FTU7CiGcl+QKv/mFc5QONFU0+eOkwsTAj56lLLkTiuz/rPKeu+D4/FP6vMSuioQmuo0LkXrOOUnDBbXwoQj58Qud5Bv0iLV3dUZ47m2jy98LF6yObExUA+j7+PsQiIa7/rnmuUgAYMnMDTMzkKyCWZtLnBwekotTdpz/MLW1R8PCKVmuzQUV9Nirqsw2y9oSwpYwtteW5yi5vbFtXqayqbc3sBDSbmJhhYj/5DBDertJKj7q6BxisgtXEEetYE6vB3yxG4c5/0HD3IUIPrSbdAHyWPANzNydkf8CsTF3g9v+iFMVi1MbGoeJv/eXG49EfbIjVjlQVStu9Og3wR69Nz3KxJQDA3YUHUJ9axNn8dLAhvjWlLrUIiQsPcLqGOsvq3bd/Qn1aMWUfl69JY04FEl7fz3i8qtRVqlwCjKGClaGFKoGsWJWlKPUCchKOUvYp4tVzDPz7T6XsY6PQwKNAD68JSCtiLjbpjujZEKx0QpUty2rUgFUQidpx5s4Gyj6AmWA1qgpWbJP++nY5kUrgMLK3Ups6shYvIR8Hbt8md60NbMzBw6Nv9CHo+u6UlBzWh6j3eKwPgt6bxPk6dNj39MKImGUG/QLT98uXlNbvv28ObAK0KzXJFBt/V42ee0f1UTUWoQooW1cJvHqOhVfPsTrPrYp+oxbizuWdOq3RWcitiCfdABpaKsj2Kw++phxPV12KaNNGtKryUWVTqAKgFKqANJ1V1IBV3GcDmDhiHfm4qjYbzg4B5LWshVR2nLaWU9k5mM6T8vRa0gVAMdCKDUysrOC/QWLOL/nuOzQm3SP7ArdtBQSSLwOFX+xES3a2pP0/Sy3xv6xoDdj0GQTm5nLtVkHdYeHtA9enJLns6m/dQtnPv7D2HLRBlRVSmz4TU3MMmb5OyVn/2sH3IRbTH0dEPLsV7a2NuPmP5I9i0JNrYG5pR/Y3VOUjMSZa5XPxDBqBwAHTlfaoyKPuHqBvyyPXIs4QllQ6RsQsQ2zUFjYzCmmN24QwzoWqLIYW61xiTEKVgE6w6jqnOuyd/ODm0w9lBXwhFwdrb0o/WlWoKoeq2J5wogSpsZWoLWuBo7slAvs7YejTXozXYRN1IvTK/Z0Y2Wuh1vNrZFklRKPsET6VsPRy64deITO02pCie4C/z0hmLgNidsQp6QoAoOS776X72LCeFJU+i98jxarv8vdRtHs3mjOVnYizFi+htKwqtsleuz71JPk4cPs2g4tVOiJm0r/hBvR/CgBQkHKGbLNz8UP4xHdp7xk2U+KfqkoomlnYwDcsEn69lS1kts6+iHh2K24fXY+Wxir5vdKIUh5lDCXsRpz+T8RxQGzkFuMSrKcNL9oG//ImLNzs9b5uZxSsxihUCa79uhRhE96Cg3t3neZ5cPl7VObfUz/wP3ihKqGkJkWr+zZNu47lh4eqHdd/igf6T/FQO04RLrIMqKOxpUr9IBUYvRtATsEVBAfor9YxIRTthw6Bx5z/IWvxEpi5uKD46z3kmILtn8Nv5cfI+3Qd8jdtRuD2bag8fAQ1Fy6wvh8Ta2uImoww16hA6lbi1ysKefdPk9dewZJEwLlJJ8m2+so88vHtYxvQ0lBJXocMfxmuvn0AAEFDZyHjOn3BBEKoyopaSxsnDHhC8mVmwBMrlASv4jUfYEUNE38/zhAA9qHeqEspNNwe9IihRZshhCrB8FNLETepc3yBNGahSpB8VpJru8+UJbBxYmZ1Iyh+EIvsW4c0uic/4wIiJq/F1ZMd052DbQg3gAfF55FVFodJ4SvUBl0VpdfjvbCz+DyZ/TRThhCqbGCUYlXRWkuHbOQ/HdpaW+uu30CXZ/8LLhEJARNKn18AkLOEFmzditZC/QeNcEXqlf3oOfJVhE98F0lndsj15dw9Cv++T8BXQazSQScOH8T9iIhntwAQwM1/oEqxSjVPS2M1rv6xlLeg6kD3dyNhYqH+7aAxqwwJb3yvdtyA/a/B2s9Foz30+WI2Zx/omlpXS44nIuNzZmWRvZ4cgG5va/6h0mvjDNz/UP/lpJm+Dlef+ByiFtUplRx6+SA8+gWN1heYCGDX08sgwXVs0hGEqiyJJ+jKnAogEAhUumFpQlbKcWSnncKoqZtRlH0Vba3yqaFy0mJYWacj0Nv3CVxI2YGW9noEummWlkoslgjL934fDP8+qjMHMWHbjBvIu89dSjnCb5UrjFKsMvV1lRWiVAFWTMSsSv6zHrZX18Bv1SqpG8CSxcj7VFlQZy1egoDPNiL7gw91W9eIqCqUFFWwc/Ej24g0JoVpF+DfV/dUNwBw7eBy0hVAFbw1lBs8n+insj/108OouJTGeL7br0oycAz84XVYedPn61TEsY8fahLz1A/kAG0FRdG/t1H0720ITE0w/CTzYEqnQYFaracL6gRWQ0Yp7rz1A+P5au8XkK+bJuKt784XjULAaUtHE6qqEUNVViBNkc2v6hUQodT/KIlVN/tg3Mtnln2Bjs+fkxTd+PjUcHTpaq3x/ceiMxGzJ1unPaiDq6pVshilWNWUbjvmI/tD5dQo2e9/g25fzMfDd3YznkvWZ7Vg23bpXMveJ/vKfv2NbPd47VXY9OpFXiv6p+Z8tEIpwCpr8RL4r18HE2trynuMnaFPSyP+itIvwyt4lM5zsvWtHgAsrB3R2lTD2nyPMg2ZpbjzJnPxositV74BwPzDvfe25zn7cM/YfgpBi6X+zrVJ+UharNqKrwlioQixkVsw8Me5sPJyYm1efaHr6x4buQVD/3obZg6af6B2JLgSqvvSJO5TC/rFobWJvfdDfcN14v+OxPmUz+WO/Yd0e1nrudZNipO7trI3w8jnfdFrrCtsHM1RW9aKzPgqnNzFXbVLQ8K6WLW1cYeTYwAAwNHeDzV18lYSczNrODp0BQC4u4ahoiodQlEb2d/W1oiJI9YhPmkfqmtz0N0/EoG+Y9RYW8Vwe34sctf8JNfqNnu8RntXJRrFQiFlf8m3qvMHipqbKe/LWaH8fJozMuXGdgQRm53wL7yCR8ErZDSKHlwi21WJTzuXrgif+I4+tsejA/eW/Y6aO7mszGUMQU4lJxIRtHgSMnecRvHRu5ytc+vlfYyf68Af5+LWy/s42wtT2PqCcP2ZL5k/9x9eJ7/MyDJh8Erae87e/JS2Tx9waVGd2+MKTEwF2JM8AgBw8pt8/LUlW6M5eIyPU0nrSb/V6sZ81sq5Nte148y+bJzZl83KfGyiyiWA89RVsmKR7jEANDSWIiXjH6Rk/EM5T1t7E8or02jF58UbEqvdoPDX4WDngwfZJ9W6BTx89yuEHlpNeezPZvoqHnoC+k1D0YNLCBryPADgxl8fKY3hfUo7DlxYNyti0+E6IljtOC6Dj/R1JMtUnBuDBZbt14Txc6dxDyEEaeTQtXI5V1UVC9AH+jj6FwnFmNtDUu3p6SUBpLV1zRO3UZDeqNWc+mbU1E1oa23EtVP8Zy8BWwK1IxA1YBUamiuQkPkLRCIha/MarRtAfJLyN25VpExfiy7PjoHbrLEAgPKDl1D2C/s1bx9FmuvKYGXvJtcmbGumHOsWMAgAIBLJB2bICtXEmGg0VOUr3cuL2c5N6pp/DG5d1Sd33voB/b56xdDbUAlX4j33x1h0fXkEJ3MbAn36qBIC9ddPM0nhui9tJPnYWHHqEoTwiDcAAOYWthg1dbNeXQJGhrwJW0tXRmMNJR67u49EZqlx/xx1ISJ0HgAgNnkX63MbrVjVhvI/LqL8j4uszmlu74yer0mPpXIOf4vah/dZXcPYSYyJxpCn18PVry8q8iTHp7eOMsvYoAgfIGX8cGl9rEnMg2MfP/UDOwENGaWG3oJK2mu5S4mX91McI7FqF+yB+vQSzvbBBvoSqoRIXff0HeTcl4+g50Ko2jh5oWu/x2Fl1wVisRjNdWXISzyBxmrtsjSER7yBmoqHSIyTVGeKmLyWc8Ea2fsDmAhM1Q80EIFuEWhqrUZxTQomha8gK1p1VkurlYUjZ3N3KrHKNl6jpqHLwLFybf7TXgMAJEUvNsCODIOwvQUAEBLxEprDp0jaZCyrjTVFsHGkz99naaP+qLNvlPH75z4KpG04wun895b89khZV5ng2K8ra77BmnD9mS/1vqYifXe/TCvwYq6vxqCwV+Fs74/soiuslGGtTyvWaDzT31VRSxuuPqG6gp46uLacBgx8Cp4hI2n7rR3c4OwTJteWdmk/qgqSGa9BCFUAuHpytVxmADYhfED1Cd2aVzO+RW0T9e9VsMc4nL4nDUhOKTyFrq6DONmfMXD+7mbOUlh1GrFKl6ZKF59VRaHaERAWBcPUK52z+a3slMsz3j21/b88qRIKU+XdL1oaq9XOq2myah5uKD+faugtPHK4jQ/Tu1gt/Cue+0XEYrniIdoQn6w6gFVT6pKZF53Q5EuVrkKVa7Qtu9pj9KsAmJVZ1QcRQa/BwdrT0NuQIyLoNVpLaVZZHGwsnDGqx/xOa01VJLf0BqIGrMKZOxuU3AF1oVOIVa/5UyFua0fqs+sR/N1SpM+R/GHqnGeVh5Lm+gqFFkmOvj6RkgpIOYnHaO8d/NQnuPmP9JuXmbk1Bk83TIRvxLNbebcEI8XE0hyiljb1A42c9M3HEfz+YyrHOPbTv1tE1tfc+/MnvPE9+u+bo/X9vbs/Da8ufQFIrKyKAVfaUBXPLK0PU6Fa/6AYdxf8pH4gAwg3AFlqy9uwZMR1ref06zMZPr0m6rItABKx21RTgrvHVbs5DH9M2T1MsS3uOLM86ooYwpoqS0rhKYR6K5f6VkV6yQX09p2Ki6k7OdqV8dHVfQgAYGI/5SBrQA/ZAIwZx/H98HChxKG3JVtqjs94Ixp+q2Yj75OfDbW1TsPD+IPoNmgmACDhxGeUY2ydfegn+M/KYmZhQxlIpc8KVAWp5+HTcxwA6qCuR1XA6kPAMMWpf1dUXss09DZ0pjTmvlqxambfOfOSNmaX63S/V5e+pEhlCyblfJkK1YrYdKSuoc56oy1ze1whg6nMLU3w7IfaF47w6jGKFaFKYO3oAYGJKcQqIrxNTS0YtWmKoYUqAORWxNOKVVV+qPfy5V2rtLGwegbZYs6OcHh0s9X4XiawWYKVqwIBnUKslnxzAv4bX0X6/7Yib+NvsOzqjpbcUtgNCIKlr5v6CQyA7HG97OP6rCDYBWZAWBSMF94qxu//1EFYFAy7wAw0NYvJ8XR9dGvoSsnD66RYBUW1k5bGKlja0FcqunpQ8gGgKA4Tjm+ksNRyS27iMeQmHsOwmZshEJjI9aXFfqfXvRgTejkaZohtd/dOIVaZIDAzUT+IhxXa66izmBAwFap5P19F7vfc+pi2tYgwdpYXfl6j3d+B/4AnldpuHlxBxiCow8zCBoOekRceQ5/bROsSwFUglTEIVUMw9BlvzFoXauhtGA16Eau95m+EiYUlec12cFLVyXh4znscACBubUe3HW+Rfbr4rIqFQghMuY00vHGqK4T/fVH99WtP9J+QQ/b9/o+kjq9jUCbqs4LkhKeqPoAb31VVFsfbR5l9W1Q1h7Z9moyR5dpBvtKKsWJqa6l+EI9W3Fvym/pBRkBFTSbGDvwAgCTHan7pTU7XYypU0zcdR+kZ7jLCxJ8oRxdfK9g4aP/xrOyjKsa1XzULbGxvbcS1X5di2KwtAKS+x8NmbdWbD6uxCdVb2b9iYMAsxuMdrL0Q6BaBu7l/I6r3h6RxRJ11NTplgk77NDTdPEchyHucXJuuFle9iFVZocoVsqKUrUIA93YuQ++3N0NgJn2ZGgqz8PAP3f1PNu2sAgAM7GMJS78MfPZxFzz7pD1mvVmMfds8AEgEpyKq+giERcEw9+EuyIpHf/jv2oKcBY9g9LxucTk8KqhJzFM/yAi4nfqj3tZiKlQTFx5AXap2qZ3UQWQD2LMoFTOXB6KlSchKhoDy7NvIuPqL1vdf+3WZ1gFauhDVm9rnkY6k/CMorEqUa2Nb7JbXPaTtc7MPQlldhlzbkG4v4cx9SUYEgcBErpoVHR1dqBLZADIKz+Nh8WWYCEwxKORlRA1YhcaWKly5r51+6hRuAFxy70turG8fbZD6c7W3i7FsgfQIPTtPElhCZRlV1Udg6pXOeVYAns5F7T3lIg08PI8CTIVq/It70FJSy/FuJBzcpH19d0VhqYtQJZBYWKXz2jh5aZ2PlSkCBpkkcivikVJ4itN9MGVAwHNKFtOqBkmWj7Gh7+Js8ja1c3ye3LGFqpmpxDApa0UViYW4kSZxr9MlrRXnYjVw+jyul4B1Tz90Xf0S0mZtUD/YiPh6izsWrSxTal8fXYlPllNX4lDVJwsvWI0LRQup7LX/ri2o/PMwXGZMQ/GWL9CSnQcLPx/Som8Z6A8AaMnKUZ6YJR7uYs/BvlMjEMA+1At2PTxh7e0Mm4AusPJ2gqW7g6F31ukZ0ut13LivWWVDdTDNVnBtajSEzdxmp9iXNhL3r1Shpkx+ne8+eMDputrQZ8oSTl0Bonp/qLK/XdjMSPwZmlvZv2FS+Aq0C5vRLlTtLw2ozvQW/Xw8su/WsLg79hkbzl2+dM7Fqp1/D66XQNdVL6LqJLf+TFww90VHOTG58COpcCXEJsGtxBYMmZSrtk8WXrAaJ/67tiDn7felj/8TrXXnL5PXrXkF5HguRSqBsVdb0ieuI4LRc/WTOucI5dEONqP/VeEzYzBsApTzRisSG7WVMqiUC6JfY9cXtqaYPaFbVZCsVDSAKxQDXxXpCEKVQNHaSuevGtifuvrTiohLaKjuGGn8qupz4erQjZO5O4UbQOmBs3CI6HhRc7IikkpQqjvqZ9LOC1XjIG/pKnTd8Rly35UEjMh++Pnv4q68KY96Bh2YB0sP3jJqLFTVZiM+RTkrx9De7J3SmdlZImDeWGaD9SRUAepcq7r4rZZl3dJlO3JU5CToRayGeI5X2W/o5Pp5lbfh5zKA9Xnf/UW5shWbKaW0ZVKYxHe4ujEf17NV+5HfyjiAqAGr4OncC8VV8l+8dK1s1SnEatXxG/CcO8XQ2+DhoUXU1ASBmSSzRNXfR+X6HskAKiOAL/tqnFAJVQCormOvytfQQ+8wHjsiZhltSVi2YbvkqrUDe6kbrR31Uzkq0C2Cts/QQhUAMkou0YpVUxMLCEWtcm1UAVXG8DyYcipZ6l7Zx+dJeDn2UmqX5dzdzRjf9330CXxGqU+XjACcilWvUdO4nF4JqopVbGUG4OHRlbJvfkLX6A3IXSSNcs1ZsAz+u7ag8e49WPr7wdTJUUm82o0cBquQIJTvyjxCAAAAIABJREFUP6DvLXc6TMxNEXGc3dR5PPohLecEK/No8yVFH4L15vFy1i2rPr0mIi/xpC7bkpmrYwf/sEVrewNtn59Lf2SXSyuOUZViZZqhwBisqgBgZmKBCT2l/smJBYdRVHOPdny7sJkUpZbmdmhpq2dnH6zMQkOXgWO5nF4OXpTyGDuNCYkQvP6SUrsqyyrRV3/lGmf7elTgLakdm7DAaUjOOqzTHLr8Dgz+fT5uPrdbp/VVsfe9VOx9j7PpWaXg/hm9r1ndaPwZS9zsg+TEqrWF1A/Vy6kXiqq5y8/LFRN6LkVNUyFuZB+ASNyu0b1sCVWgk7gBPIpYOLrCf+ocmNs7o+bBHRScPajR/b6Rz8GxR3+0VpWhOO4E6rKSOdopPba+QXAfGglrd18ITEzRUlmC8oRLqE5lz8/KmPDftQV5S7Sri82jG/oQqq2VDahLKURjVjnqUiX/W7jaoc8Xszlf+1HA1Yk+t7Q+sHCxxfATixE3ZbtB96GOO0c3od8Ty8lrJ6+eqC5K1WlOxXRYqqy1o6ZuxuUj78PM3BrtbU1KfQSaVry6nvmDRuMNgY2li9z1ueTtGN1jAS6l7UIfv6dgY0Ff5dFYkT3u72LXHQO7PqfUzpSoAau0dgVgVaxadfFC8IvqPxTCF+n2x05VAcvczRFtZcppHax7+KI5oxBioYjzPegK1Z4U17F0dkPIK/JpPVzCI+ASHsFoX4prWLn5IODJ12nXYxtVr7u1hx/8Js+G32Tph3vqvjVoa9BPbkMu8d+1Ba15BRA1Myt1yMMeugrVwj/jkbXnvFb3Wrja6bT2o4i+sgFoA+F3bsw018mnQ+w59nXc+ONDiITaRZSbW9lrfI+sKE2/+yeKc28guI/Eh5EQsoSo7UxYmin/vV9K2wVA4qc6KuStDuWvCgACCDAq6C1YWziRbbGZe/W+D63Eqkuf4fAZP4PtvehEwMbXYOYq+aMiXAJCD61G3Y002PYOgImNZYd3FWAisMMXbUdZ/DkUX5EP4rF08UDIy8tp7pK/P/nrlRA20/vlaIpv5PNw7jVEq3t7zl0DAGitrUTa/nWs7Unf8EFUhkEboXr96Z1qa8jzcEd+yU2kZB9Vau8b8jxna8ZGbkG3hRPhNa2/2rEjYpYhbvI2JQOIMXHj4EcYMlNq+Rry7EYA0Dg3KlXlKiZzyIrQUVM3ozj3Bjz9h6KxrgQAlCyunYV2kWpjxOUHX+lpJ+whhhiXMrhzf2GKVmLV2IQqAJi52iNl+lr4rZgFM1d7tFfUAQDyN0rqYFMFX3UkrLp4Mx7rNmi8klhlIlQJwt78lDULq64WbAILBxeEL9rOueWXp/Mw7N93NRofN2UbxO3GK0AeFaiEKgDcffAb62vVPyjG3QU/AQAe7jwDjyl9YGKu3no6/OQSvWUI0AZReytlu1R8ipGTcBRFqZcASFJzCUxM4RM2Ab7hUbTz6uqrKhZ37r+vumblfNVR4R9BIFM/+nTSBoihnA5N2CaCqbk0v6xvmD3yk+u42aiGDOj6LNzsggAAlQ05uJnzM9kX0fMN2Nt4ksf7uqaooqNT+Kz2/ONj0mqat/5X9PxzJVJnfCo3RtymmWOwsRH8ombfiGWFnTaCUVdhaOPlj+7PaSYWmBC+aDtyjnyH2swk1ufm6VyY2lgwGtda2cBp4AyP9rg4BMLJviseFlxkfW4qsXn1se2MrfH6TGmlDYolUuURwL//VPj3n8p4vrrybEaZBcRiESImr8XVk1ID0YjHJVZeWwcvxut1RAqqEuWuBwXOxs2HP6GqIY9smxS+gtIVYEmf84hOkWZcWPrXEKPICDAq6E1cydhDCmwBBBgT/DYupn8JALiauhcWZjZy99D5peoiZFWXieggVB2/AZcnpbnZBKbKT0tgLq/LJQFF+kv2rC3OvYbqZJ106sl+8mJ12Pp050SoEvhPZVYikefRJWw989MfLoWqwISvgqUtkUPXoqvnMHT3HU9es0H87D0qRaYmAtTYM0ywVRL17rFNuB/zJaOxV45+QPqkjpq6GXEnPkZR9lWIRBKDkW/30RgwpoOkPaCgiz19haZCBbFqYWYjJ1Q7IjYWLnKWYDHEsDKXL6LS2t7I+T60sqwytbjRiSy2j3JLvj+N0EOr4fE/yfFFyvS1CD20mvy//pZyFafsf9XXmO75+mqY21GXQNMXvpHPkY/FIiHufSH/5mjh6Ioec6jztjEJ2DK1tEbYW9QO3y7hEahMuqrpltFt5gKV/SVxx1F6Q/VxUo85K2Dh6Erbz7sE8KjCeUggo3FcW8asu7qoH8RDy50Hv7IecNVSqj5gMzZyS6eysALU/qfqyIo/hJL0WI3vUwycenj/CB7ePwIACB82F431pbh98XON5zUGBgbMYjw2Ln2fnCV1ZMg8XM34lnb8otCzctbV6JQJWNz7HERC4zesEeiS+F8VncINAFDOs0pcF2z9Ez5LZ3T44CoASkIVAFprKlB85Sg8Rz6h9n4qcSdsaULFnctw7TdKqc9nwkyNxao6KzBTgZn23Xq18/GClUcX7i37nfM1XIYFcb4GDzfcfG43Bv8+n9FY+1Bv1KUUcrwj3SBEq7WjB8InLYKJqTnluKbaEtw9xp34Trq2T6v7At0ikFWmufHEkBAFAGQLAUQEvUY+pnIH2PnSLSz8aSB5vf3eeHwaFYeKPMMEpZ1K3kCWXJVt0wajrWBlDNTG3kdtbMdLxKuIKlFWFn9OrVhVdX/hhUOUYlVTVAnLezuXQSwUajxnUvRilfOGvbUeyV8xqwjC82gQtk65zB8VNXfYK99Jh8twXqxqS8z11aRVNXLoWsRc12+QbGtlA+KmbMPwE0vUju3zxWykbzmB0tP0lX2MhaaaEtz440P1A3XAzNwaEZOpDUTapqsK8Rzf4cSqNmmqMuOrsbj3OWy/N55sW3l6OPl44xPXUJLJXrYeJmgrTtmkU4lVxYj/zmBN7SxoI1QJVAlWU0trrefl6Zw4D6X3KePpWOhboCqiSXaI4GVTOoRY5RrPrkMQ3Nf4MgaxQVRvepF/MXUna+uEjaF3gfvw6DDW1iEwhkAudXSKACtAIlQz5+9EyvS1SJm+Fg/f2d3h01URKKahoqLo4j+0fRm/qA/Qqrirff1pQLVVlY2j+ra6ato+E3NLnefn4eExLhR9VQ1VLCA2cguEzcwS6ht7wJU+CO47A7HHPsLlI+9T/lPH6Xsbaftkj9P1jZW5AwQCesnU3KZ78ZrolAmITpmA13f11XkuLlF0C5BFVcT/I58NIPj7pSg/eAmtRZVkW0teGcp+vYCQHzr+m0dZ/Dm1Y8oTLtH2NZWqr6lcfpv91DAAkHv8R1bmSf2W3tel1wL6NzceHh4eXbk2NZrxWF6wgoz81wZ1uVjNTQ1zmjam50KDrMsjoVO4AbQ8LEbj/Ryl9uaMAjRnFRtgRx2P1poKynZTKxsIm1WnpXDoHk7bV/Pgjk774uHpqAw/qd7XkafjoEmGgOBlU5C+5QTHOzJOKkuSMWzSalw7pb0lvLIhBy62/pR948MW671kqTqLLpsuAMaCKuupIegUYjX3kwMIPbQaqTM+JUvgmdpZw2/lbN5vVUesXL3QUJCpcgyf95SHRxmqfM88zKltKMCEwSuRlnMCoYFT0dhM/YVanzAVrO5RvWHt54LEd35WO7azUVGcDBePMIyaupmyn4krwM2HB1QKxEnhK5BSeAq5FfFa75MpTFwP2HABMEboAqsUhezIXgthY+lMXnNRxapTiFWCnn+uVGqT9VvlhavmmFho7w+af+oXFnciyc/qMfwxyj77wFDUZaWwuh4Pj7bwR8G6c/3eXgAC+HtFGDzQSpbapHw4hPuqHWcfyrxEdmeCreCqxpZK2FjS5ykO9Z6EUO9JnFlZJ4QthZmp+s8/Ntc3pkAnVRkA8qoS5K6v3JdYllWJ1NrGIlxL1S5tGaChWBUIgI0bHPHBhzVaL8gVvBDlBoGJ+jrZdFSlsPutt/zOZVqx6jvxOaTsW8Pqeh0R3+6W+PJ0TzzV/a6ht2IwsvdeQMAbYw22ftDiSQZbu/MhRk5RnKE3IUfS4l8ROG8cvGcMUjvWEAUDFJP/s1XFSnZeVXNqm5pKaZ4HXzGyahJjWtsbcD6FuW8xFYFuEQjxHK9+4H/UNZfqtF5HJbmI2sXl9O1PEDVgFSeFARiL1e7dzXDpohsAkGJ17BhLXLjYwvqmeNhDLNI+ZZSxIWql/10zs3Wg7eN5tCg4eJORWHXq74/qBGVfd11wHhIIjyl9WJ3zUWXi0DUQQL5crbFYWLP2nGckVgHjr3BlzJxKWs84A4CFmS3jsUO6vQQHa0+Ymljosj3EpWtvKezITAr7SO+5VxmL1UsX3eDjW4SCfC+y7YcfXOAfUMTJxjSFLk3Vo25xba3m1s9LVZ5TddWseHgMSa/Nz7IqIvp99Qpsg9xZm+9RRwCB0YhTKjpTSVZNCR03Dynn92h836ipmzW2vGoiWJnibNtV5zn0HeTVUTDKcqv79um3ioIqqERpZ8mzqgui9lZO53fq0Z/T+Tsj/2T2xTMhiRD+V+/5n8y+5LH93ouhsLEzRdzJakQ97yp3nP9PZl+cP1SFcdOd0dQgwqw+SWS7sF2Mm+dqUV/TeSzputBW0whzRxu149gSEbyP6qOJJoJ1+MkliJu8jeMdcUd9RS7sXCUiz9EzWK9rcyFYdeFREKodNhuArFWV+N/H1zisqnTkrPoBAVvmInvZo2mq1wd2AaGG3kKnwt3XghSou1dI8+PKCtodS3PxT6Z80uhneiQCAN7Z7KennRo3N2bs0sjqVXIyCRnbTmq8Di9SuUWxEIAxWlqZClaBqQm8nx6Iwr9v6WFX7FOZf48Uq4oQkf+Xj7xPmwVAV04lrUdU+EdKriH65lEQqgRMswHIEugxAsE+E2j7tbW8amRZNXZxqohVgCfMXewNvY1OjTnvK8oqT3W/SwrRZ8MS0doiJvsUBSpB7HFpda/D+8sw/hn6CFoeajwmh8NjsiRfcNyUbbRlNj2mhCNo8WTG88ZGbkHg/PHwnj6QlX0+ShijMKXjxoxdGPLnArXjAt8aj6LDdyBu73gnIK2N9FUEFY/2k67uRXV5htI4XYXs6aQNsDCzxbjQRTrNow3xWT+joj5b7+tyzas7+2D/wkSl9or6LK3mC/aZALFYhLSC0+jpOxmZRRfh4RQKO2t3nVwEOk3qKt5n1TCoqzbCQ42tgylqq6irvBAWVFlrqmy7IiMec8KWhZJAoQkzeKFKoMkRrSzDT7CTzJ9wL8jafY4Xq1piYmIOgUBqSRMKuXVr0pa2mkbETdqK4afUR94PP7G4Q/qv2rqoT9dFQCVU2aK1vQGnktbD0dobw4K4z/FdWJ2EpLzDnK9jCKJT6C2g8bm/0vbRWVwjQucBAGIS1gEAKVYziyQVMnXJFMBYrBbkeylZViMjrRAT06zVwmxTc17+g7y9sg6lB4wnZ1lnpbWmEjae1JVGkqIX63k3HYNti3LwY3wvPNX9Lp58zU2u78vTPfF2VKrSPYTFdXrQXYjFwK6YnlgQKR1n72SGuup2TJ3jpnTvo4y2gpWNdXl0I3LoWhSW34GTnR9srFxx/d7XqG0w3tM9sUisftB/dMSAK68eoxmNYyt1lTpqmgpxKmk9nGx8MbT7K6zPX9mQg5sPD7A+ryqiUyboLdeqKqGqLbaWrqzPSaBTiZVv9jmrH8QCI6ar/6Mu/OIfuX/OaZ4YMX2L2nuZzM1DT006X05VUy4fqSatpP9+WyZnMZUVqoqW1Ke6S4QqADmh+lT3u6irbicfP8o5VqmIm6LfrBQdTYQYM/czD0EkakfM9dUY2vtNQ29HLbGRWyBsZGb97cj+zsI27VJWciFkqxvzcSppPfkvv1L7z6SrGd+S8+hbqBJwISJ1XWNS2EcIchuNYPcxmBRG7zd8L+dfpTZbqy5a7VERndwA/jiouma8IUm7+TPSbv7Mi1GOqc1IMvQWeHhUIm4X6s3CygtV9rGz8TD0FjTi2pM7GP+u9d/7PyS88T23G2IBxUID8X/TVyoyM7dCexv1iau5hQ3aWrnVDfcLjuF+wTFO1+AaLi2s2ghV2WP/9NKLtHlWi6vuo0/gM+R1ZtEFjAibr/1mZdAqG4Bsmz4Z+vhaVBQmISPhT7n2wVNWor4qDynXvmc0j52TD/qMWYjEizs52CUPD48xEhu5Bf6vj4bvc0M5mVtdf0e2pBkCIsAq5vpqRA5diwu3Nhl4R8xh+vO2CXTD0L8X4vrTmn8WKQpIXcdpgqpiMxGTP0Fp/i2kJfwu1y6bMYBrwu3GwMsyGKcrvpFrn+Q6FwBwqoJ5hqBJrnNVjtdmTiawLVjXx42GrbM5a/PRIeuTmll0CfnlCRgT/h6EojacvbNR63k1cgPw8S2Cr18RfHyL9C5UR0zfguvHVsPepSt6DJ4NABAITDBi+hbcPPEpMhL+ZGxF7TtuEeL+/QACgfalRHnU4zaY++MMHh5NyPnmEmIjt6Apr5KV+WIjt/DWVD0Qc3012tqN9ySPCqa/F2b2VhzvhF1qS1QHT10+8j7cfeUDCvUpVAHgQeNNJNSdVmo/VbEPlW3sahe2RaosmxPGsjLPskNDaIWqOkGcVX4VPT0mktehXpOQVsJcRLe01eH07U90EqqAFm4AYuY+5KwSe0jyLTXh7HaMmL4FaTd/xvCnNpHtbS31AAAH1wDUVmTTzjNi+hbynrqqXG43/YjjOeJxlN3snEFuHUmgGNteddnPuIkbcf7Mhzrv4far38pdBy9/DO4Te6m8p/joHWTuiNF6TSbPe7LnfJws3q3V/JXXMjvFz3pAz5dxO/VHpfbIoWtVprMStbZ3iufPlMbqItg4eakfyCIp5/egpjhd7Tgi32rS1T0Ij5gHkagdscf0l2S+RdSIstaO//luYWWqs4VV1bE/k3kflJ6HmakVmVs1JmUTRGL9p17TyWeVKkOAIWlvbUQXn74qxSoPDw+PIumbjiN903FDb0MjdBG2xoyDrbeht9AhSDwhrYbl7NMLPUZzm8bp2q/q03LJQgjWopxryEj8m3LMJNe5EEOMFlEjrExsSSvlRJf/4Uzl90pjiX7iPiLQR9a6SRzLK7arY5LrXDSJ6mBtYq907wSX/6FN3AxrE3u0iBpxoepnxnM2CmthY+qAVnEzzlf+pHL8otCzlOJyycHB2DbzJuPnQqCrUCVoFzbTpqtSpIdvFPzdh9H266UogDFi7xKAuspsAICZhQ0eJipHo8kiElLntuTRnqToxQhfRB1xHb5oe4dMYTU5ZDkAoKW9HneK/kVVk7SalIOVJyL8XsLNgt9R2Sj/7X1C93fRKmzE5Wy+ahoPjzZcvL0ZXl36oaiczzTClKqC+6SYVPRR1VRkasPwx9YptbU216Ak7xa8/IfB3XcA2R53/GPysawgjHJ9Hd2tByCz6TbOVH4vJ04nuLyCwpYM2vtkOVWxDyE2QxBoTV1EhQ46wQsA12oOoUFYQ9lHh6KvK9P7qASrX28HjSyspmYCbEsaT9n34Folds9JUDsHEURFF0xFhZ2VG/zdh+mU/J8OtWKVsJ4qBlfpgp1fMOrz1B8lqCP20DKMmL4FVcUpcPboKef0bWpmCWdPSSlQexd/1FXmAhDj6uEPMWL6FlQW3YeLl+pjP55Hm5MPJAEdk4KX4V7JCRTU3sOk4GUQCExw8sEmTA5Zjmu5B1DdXAAv+1D09ZqGkw82wczEApNDlpP382iGnZ0nBg97F02N5bC26YL46ztRV1eoNM7dIxw9w2bi0nn6yGR9omjpJK5tTB3RKKzBZE9pVKziOLr5ZCHu6e04Dr7WoXJjYkr2QShuU7qvvCUX8VVHdXlanDHouNSdI/4xqT+bWCxC7+7T0bv7dFTUZMDZIRAmAlNOKloNmrMN8d+xUwTCWChKu8Q4JypbmJpaKLVZ27rB2taNtp+gu/UAeFl2hwACmAmo/SrNBBZIqj+vdJ+PVQ9Wy6+G241FF3Pl4geEUCUwF1ihTaw+xzxTgaoInYV18tvdcPLLhyrvHTHLFzNX9aDsqy5uZiRUtWVA8GzO5lYrVmWP+RWP/LUVsIHPvKWRtY3wMaW6VuwjELa3oDz/Dsrzlb+d093Doz2d0bpKcCp9CyaHLEdB7T1SqAIgBevJB5tIoQoA7aJWXqjqwOBh78r5pVL5qY6dsB5trQ1GI1TVIStkx7m/Itd+umQP6QNGJ2gBYKLHXJwp2Yd7Nedxr+Y8pRvAAOcpSkLY0sQWLaIG1p8TG8iKVFk6UqlVYyPn9mG9i1VtAqcEMEGU62s4VbEPmU23McFFPrF/YcsDjHZ+HikNcRrdpw3jXV5CasM1JNVfAKBeZLaLmeXS1SX4ikqwTl4QiKg3A7C49znKe7YljoOpOXXcvDZ+r4SfKvG/LFTW1pqGAlg5cVOCnXE2ACrf1O+/71jRmTyGg07I6oq1O/MSgNpgYWrNyEoak76NdB3g4RZ7B180NpYh9jKzoyljILHmDPn4Utkv6GEfQV6rClZwNHfHcNdnEekxl9bqJIu7ZSAme84n/wFAHyfjysrR9a0oDDz6AQCJdXXA39JjasLa2u+3RQhZP0vuvsClU9HrK2UR4TI2DP1+fRcCcz67S0ci1Ha43LWZQN76mlR/EdYm9hhgP0lO9IXaDpfzGVW8TxvMBVYobKE/7Q2xkU93J4Z+yoxTCUwTUwE+uzFGqT06ZQKrQvVU8gZSkBKPZf9RcffhQY3XYYpOPqsrPq5R2Z977Ad0fZz6W09Ht7bxKKPKugpIfuZZh/agPidNp3Wceg6E32TJcUN7Yx1S9nJnhWkVNqFd1AInax9UNxXQjhOK23HywSb08XwC3g69cCPvF1Q25XG2LwkCjB+1FucudwzrIltYWNjB1tYD5uY2aGvrGF+YrU2l1gYbUwe0itQfIRKW07iKP8hrJhh70FXuV6eR+9VpDDr+IaVl1e+NibjzfLRcm+xYqseVF5IRuGwacr44AVFLG3mfmZUt+s2S95+jOvb37D0WvoOnAgAqMm8h69IvSmMGzdkmd604D+FSIDAxxcBXJKmaxCIRbv1AfZLX+5kPYOUgLY+cdekXVGTekhvj1XcifAZMAQA0VuQj+fDnlHMZG5bWThgyUd4a11BXjNsXpJ8PyQ1X4GcVSloxr1QfhK8l9fG1LMkNV+Qsn1eqpQLJ0sQGY52lR9GTXOeiur0E12sOw90iAP3tI8l2QGr5PFWxT6U1tawth+yPrZbmeZe9h8mc2lhaqSysVvZmWHEyAusnXwXAXiAVG4jFYkQNoP9M4jzAqiDfCy+9VIlz55mXWatJV132kResnY+k6CUIX7SNtj9w+jwAQP7pX1GVzDy6scf/PoKFEztl2zTlTEY0Yx/UxOKjSCw+qhef1Qmj1/33/3qcvbSC07WMiYryVJw/8yFraay4YJjrM3LXwXZDkFkfDwAY0eU5OUHZ1aY3chvvqZwvxJ4+ulaW65WH0NcpEnertU+xZWjy9p5Raiv5R/pekfPlSZhYmUPU3CY3JmvLYTkh69S1N4ImSCLkS1NjYe/RDdbOyq5rvZ5aCmtnL2Se/wHO/n3g2n0gXAL74dYP0qNtQqjmXP0L5tb28O4XRenv6h/xDNx6DkfO1b/Ia6pxxHx1RRlorimFW8/hMLWwphyTe+0QhG0tCBz1fMfwsRUIMGTiR7h2ai3aWqXuJ6OmbsbAsUtw64L080FRvKU1Xpe7phN3dO0tokbavtLWbJViUd1aVP3qxCdbOVipBKubvw3e/nEAggbTl71nQ6gyDa4iEAjY8yGWRaMKVgKB1E911apafLtfdz8obY6HdRW4Nl4BsPUOhI13IOwDwyAw0ag2AgDV+24qLUBjURbqslPRWJgFYUuTLtvtYIiR+Vs0uj+/SOUo36hZ8I2apXKMsSIQmEAs1uwYaMLo9eRjVcKS6Th9479fKrxzXuXW3SHu8mcYN3EjGhvLYWPTBQnxeyjH6VOw2gzoBbe3XyavqV6DU8VfkdbPk8W75SyhVyv+JK8z/hOtxLgojzcR5jAajcJalDRLgyeKmjPk5utmK42oBiTCVLYfAKpai2Bj6qDS97Uj0l4rtaCXHacPEJG11AZNmINb3y9T+7dq7exFCsCq7ESYW9vD3itIfl4FgViYcErJ0goAbj2Hy40tS41TGkdcy44jxC1B8MTXlMZUZNzEoDnbIDA1g1hNVht9ZACgY9QTmxB34mMI2+X9OolUVjzaQSVY6YRqTmItPn9O81RXbMBFJgBAQzcAsVjquzprlg2jPKvqjob1ib72Ye3uA2t3H7j2HUm2pe1fh9ZadqrmGDuNxblI/nolwt781NBb0QlZH1TFoCrFdkV/1ZgM7o/rjEnMsklLSw2tAFVsNybLqhhiOWEo+9jCxIZWNJ4u+Zqy/W71adyFtAqP4v1VrUWUcxY0paGgSTdXG0UCDkitK9kv6i+5O4HPy2NQ9Fuc+oHE+IGPAQCjL5UPTsq//oV3TqOHglhlm6Q/16vsd/QLo+0Lm/Ye7h8yruIHiigKVR52oMsSIMuO2beQdbtaTzvSHxr7rAoEQH6exLoa0qOY0T33vliG3u8Y9x8XD7sImxuQsm8NQueuMfRWtELVET5VHx/9z8PDHaX/xlOmuro1bRNlu2fvsYznri1ilkaRypKqSGuD6jgOgpY6ZoYLqjWtnTwZ3WtIhkatxPXT8sYKM3MbVtcI8RyPQLcI9QP1yKkk1V9C2ECVYP17wwOjFqpRA1bpx2cVAKY/XaFx1SqxSGhUFlYe/dDeUIuk6MWwdvdF0Avs+ya31dcg9Zu1rM/Lw8PDPVTBVXSprHL3xCB3j7IfrrhdRHlPa30VLB3Y8XG39wpCj8lv0fqdyu1HxG7RGXX+qX3+twGtdRWwdvVB+tHdCH5iPhL2St5r/UZyuB50AAAgAElEQVQ+gy5hIwAAzVXFSDkoOYLv/8Z2pP29HT2elowjxvd/Yzv5GAD6zd2KO/s0dycgjvupjvy1SXEly6TwznmapCl0gvX6X8r5qDsLGvms6kpS9GL0mr8RJhaWOs/F03FoKs1HUvRiuA+bBI9hk3Se7+EfO9FQmMXCzjoesj6tsnRWl4DOQKOwBo1CZhY3HnZ4cHovwmew467QY/JbrMwjS9CEV5Fxdj8rc6X+tQ3ufcbB2sUbCXsXw6lbX1Q/vIui+JPIuyLxhe3/hryhyDloIBL2LoaphTUpUu/sWwp772DUFUoszQKB5rEcBJePvI/uvZ+Ed6BELNdV5eLOlS+1ns/FtisGd3tJ6/s7I1SCddOtsXqP/tcXei+3en+39MjG1qcbus18m36wWIz8mN80ihpXhbFnHtB1f4a+Xx2l106h9Nop8tpj+GNwHzKRdrxYJELBmd9Z+/nz8PA8GrTUVQBgp0JVXVGGUsAVE5cAOhJ+/hj9Z6+DV79IFN2RWos9eo1Byf2LACQW1UFztjHef2mitLqTnVd3VD+8i/bmBnQJGwGPfsplNwuuScqSC1ulwb9isQhBT7yFhL2L4RI8EHX5D7R+jgCQee9fZN5TXf6cCbw1lR4qwfrS5l746f37etvDqN7vwNrCiTzeV5W2Shc0cgNgw7oqS0PBQ6MXkDy6E7LrLVj6SY7kkqZJ/ZhK4o6jJO64obbVIZG1oNJZWXl4eOQFn2K7JqSd/EppnvQz35IR+5oibG2CsLUJPv0nw6f/ZLk+QqwS+9Rl/4TFtDw5Vsmyqg7/cbPlXAK0oefA2XDz7gtAUlEy7sRKjefoyEL1+XWhrM0lFomRk1iL1CsVqC6WTx+qKFgHTvVEW6tm2Wp++zhF671dvveFUhudX6ouQlbvllWeRw9CqPJ0PlznzIDdqMHSBrEYOa99oNVcps6O8N2mfHQram5B3nzdv617r18Ccy93pfbqf2NQ869ybk+ejg+VsBs/RvIl79zFFZT9dcWZSu1U45iMoWtP+Plj+k0zmJMrEvYu1ljYUjFq6maIxSLcvhgNYXszQvrNxKipm5FwaQfqa+iLq8jSkYUqAAx7xpvV+SJm+nC2ti5iVV9o5LM6Y4Y1/vzzUcoZyhN+eCXq72Yha+UBredoySuDpZ+b+oGPCJ3BImrqYAffaApLiUAgycmqgWiVzeFKhYmVJTlGmxyv6uZ3ejISTk9Gaj0/kzWZzuu7fSlacwpRukO5gpL3pwtg5uaMvAUbIBYyt5yY2NnA/Z1ZsAz2h6i+EQ0376PyxyOM79cXNoN7wXlmJMw8uqDhWiLKvz4oyZfIgGGDF8HGxg3nLsoLnIH93sCtO3vl2s5dXEEKVm0ZM3IVLl7hJp8kW4jaW/8TnmKkH9bMX1QXq+qoqZvR3FiJm2c/I9sS4/bAxNQcIx5br3OQFY9xY/A8q0Q2gB3RTnLtbLsG8HQ+HiygziPJ0zHx2fIBzFzpq6YAIEWrOpHWda9mooHJnLJzC8yYHx7lvcNCZgkTE/h/I41OL/18P5qSlHOemrk5w/dzSRnO7Bc/gveGhbDoKnmPNXN3QcCBDSj8aCdac4vgNv852A7vS97r/8M68j46ZPOiymLq7ACHqAg4RElT/rCdN1V27aI1X6ElQ3XZYaq92o3oB7sR/chrdXu0sXFDdu4F8trBwQ+D+r8JQGJJzc2/gozME7T39+wxHd6egwCAFLyDB8zHzdu75SyxxHyy/xPtY0etgYmJuVwb1yR+r/y65Mf+DQC4u5/6y6KiENX1uJ8KWaFKIBK2UYykRhurakbJRTwsi9O4YAuP/tBFyOo1GwBPx8J5fF/1g3g0hmkFK2OFEKr5i9dDWF0r1+fywjTYTxxBXnuumI/i9fQVlHLfWEFaIUs27UFz2kOlMfbjI+Dy4lPkNRPBaupgpyRUS7buQ3NyhtJYzw/fgmVwAET1jUp9miIrVIU1dZRClQpCqMrivWEhsl/8SE6oymJiaw1Rg/JJl/+3a5ht9j8CDmxgTbDKCs/897agvayKdqzAwhz++5l9QVC3x4bGMjzMioGP91AUFF5HbW0ezl1cQWlZpSI17RBS0w4BkIhQQmyOGbmKfGxj44bGxjLSMqsoSC9cXkM+9vEagoKiG4yem7Hg2X8ivAY/hoaSbN3n6joExbncP3995DXlMQ54n1UeWnwXTTP0FniMFDqxWPnLYbRX1cB5pqSCkGV3f63nIqg7dxXmvl6wHzuU8f5kXRRE9Y0qrabFG79iPC8dAnMzdN0j/eDMW7iGUkhSEXBgA8r3/on6S7fJa9k+QN6ySLR13bOSUsDlvLYGAQc2QNTcitzX11Cu6fnR67AK68Zof0yR3XfOa2sgblFdxUhWqJZ/9QfqY++onJNOsHYLmAhbGzfS0llQeF1pjDrsbD0xZNBCpXbZo35np0A0NpbRzhHe6wW4dekFAMjNv6LxHgxNccIZFCfo7rtN5FkN7jsDKfE/or29BSF9Z8LS2glXT65Rez8Tq2pHEKmdNYWUOnr6TkJq/inKPi+XcBRVJmk1r0ZilXAFIKysVlYCNDdLfYrCD0s+IIiIb0u/LgjZRZ2jTjYqXBFiHkXK/7mGov3KiaGZ3s9kbXVzqLuXuK8qJgH5O48ynssmxBvdt76m8f6oxrrNGAHPl5XTlVCtSzevLHZ9AynbtfkZMnluBKE/vAczZzuldlFTK+4/R++HKPvaCEwE6P0PdTCDJnvhYU7tiYukWGWLyh//ZixW/XbLHzWxcryvBlmh2nD9LmOhSkAIVUAiTHUtb6runuIN3yDgp/WSkoQAPJbPQcmm7zReh0Buvy+tUOtrylTYKr4WlHP5j1M6oteUIYMW6jSHjU0XmJpaknMEdZ+i1T46C4RgDR30slwbG3QEofoo09V9KK1YDQ+YrrVYZZz1lyp1VcJt5chaALD0cUX44ZWsCFXZQIIuTw1TK0QV+0XNmtUoDj+8Um4OxUCG8MMrEbDyebXzOEf2h8esMbT7bckrl7tufMC88oSq18DC01lJqAobmhnfzxYlP19AW6n2idDDD6+UE6rCRmm6DhNrC0bPoevyGfJCVeHzUx+vQ2eEic9o/SXpEaC6ACe2MbGSFh2p/uskt2tZW8k9v5xXl6N8j3JwlEpEhvGxy35JasGyDg/Weh4lYc0wKIpAnQW2+m+phco3WrXgkRzRryOvHR39MX7Mevj6DAMAWFo6oF+fVwEA4WEvwNZG+hk2fNgyxkK1sioD48esJ8c3NpbDxTkIo0Z8jLGj1jCao7Nz+cj7cv/YgBeqjy46uQFkZAgp212fGAIAKP7xHMr+jGU8n6x4oBK0RL/fkunI23ZI4/sBwGfB44z2cu+pdRCL5N90g7a/DusgL9gPZvbG7j5rNMRCEe5N1+wPLPzwSkZWv5x1vyu1tRZLfMTo7ideI7o1ZNuIsdpkAyj9/TJKf78sNw9TmP4eqHudHEeEUs7hOnUIvOdKKmm5TBmIyhO3NNofj3oqvv8LdqOHGHobqDl2Xv0gHfDbJbXaln7xg1Zz1By9xNZ29I42FuCAH6Visu6cer/G6r/PwulpSR5Jsy5OSv2KvqPnLn5M29fSUos7icqVo6gCom7elve1LiiU7vVOorIVWl9BVcaOjb0HGutKyGui7CqfBeDRxsREN69Txnf3DC0m3QDmzbPFqpUOtEFXro8P0viIlYnQLP7xHDxfHg+nMb0pxSoBlYgjKNh1TO0eai7fVxKqAJCx+BtyTNjPS5E8eyvtXABQcfQmCvcyt+zce2od7ZE1gddrUeTj2hvUFUZUvfZV5+4adeCU61SpwKF7HknTPiV/Dt02voKHH9KLBKo5Ko7cIMWqz1uP8WLViDB1sIPrqzNh3aenVvdbhgSyvCNlWrPyAUDJoqot9VeUfTWNlfaKavKx1q4KJtIDvYr9/7CyLx7DM3j8cljZupLXhCtAVdkDWFjaYdTUzbgRsx4tzdqduNU0MsvPyqN/Bga/CFd7qQ88XfL/yrpsrddgLFbr6sTw9SvC1Th3PDbFirPsAOmL9tH2lf0ZSx5xC8xMIW6ntuz6f/ycTv6IuVv+VjvG1N5a7RhNhCoAOYHs/two0jIpS5cnJX57bRV1Gs1NkB992KjFKiEimWLbqyttnyqrfmNKHmxC/TRai4c72HIV0FbkakJLZo7Sfs093dBWTB98o4r2kgo2tkWLwNICXmvehIWfp85ztaTnAtBBqCqgzh+Vp+NgZeuKm+c2oblB8vs88vGNaKgrxr1r3wAABo5dgiGRK7S2sF7L/J6trfKwzK10ycmrQGCCyP4fc5JrVSO7rFgMDIsoZX0TsjQ/LGY0znfRNORtlbeuylrcVAUg0c3HhPbqBpg52TIaqw2lf1yB+7Mj4TF7LKVYJUidE83ZHowBxZ+tIq3FVbDwVJ3rs/jHc7R9zTllHU6sqkprpdinKj2WMUEnUtvLK1F34Tqa7z1Aa34xIBIxErQmNlZsb1EJ2dRcBN4blqI0+js0JaZqPJ9YSP2lWxecZ0bC8clxrM/blJiuJDADflyH7JeZVWTi6dwQQhUABCamuH1BWg3r1oVtpEsAT+eEyxy3jMXq6NGWuHRJEuTy/jJ7TJtmhZGjtLMkqIKpf6O5iz1lu6xglZ0vb/s/qL5AH4Uma200ZOBNyYHzcH92JGWfJvvq6MFD1ZfuqeyvOnsXHrPHcrZ+L7tR8LMK03mek+V7WNhN58TUQT7Tg7itHbnzdBPZbYXcfpmWJefV5ei6Zz0E5pK3UfdFc1irgKULdNbK6n/OoebfCxC3tasdS0eXN55RbjQxQZc3nkH53r80mouHh6fzYfAKVr/+4kIe/YeHm2PkqDLMnWuLffsaWN2QsI5ZyhfZ6HBFCGtq+L8fk6lZ/BY/Bb/FT6Fg9zFUnrxNe68me+Aa30VPIj/6X6X2ytMJtPcoitSG5DwU7DpKZh8QmJqg96GOYXVThbiNfWsUlzC1dKoa11GspUyRzYVKl7BfU+rOxMLlBe7zAxOiNHfeCvhsWg4zNxcAmlXY4gLHqWPkrtmuTgUAdWeuo+J7yfsSIXbtRg9ExXf/yglhJnCxP0Xs7L0xaNg7aseJxSLEXVqPtlZ2P9NkGRupXNnpQgx9WWJTUwuMGq/84a/qHl2IGP0RLC0daHrFuBDzISfr6krUhXcBAE1Ftbj2xi9oq6PXB7KYWJjCKzIUvZZNwOmxOxj36YteS7erH6TA/a2qK5KpmjP58/chFmr2N6wvNA7PSn/gieAQyVH9io/sWRer6oKWNCHpSUnUaddlT8NxlCRZs8/8xynFatPDYlh382R9D9pQeeo2XCYNgPP4PpRiteDLo+rnOJ3AaJyxYhvmh4Zk+jKN9gO763E3PJpiP2G4RuPZEKpUCMzMIG7n9s23YPkmORcFQwpW5+ekPt+yqanYhBCqAJC3YCP8dkkEjP93n+hFfDKhi1sYevd7Wf1AGQQCE4wYI/kCVVuTh9s3dmm8rqIYJUSlmZk1Ro5bTXvPpbMfQySS/z0dM3EjBP8ZW6juSbz9LSor0jXek+y+VI1RRkCOoxPLisf8+jz2PxP1JZz7+mDckTchFooQM2Gn2ntErUIUHLuHXssmaNTHNeaOLgiZy65rTbeXFsPaw1flmLD3JD8vdYLXEDAWq9nZ7YiLc4eNjfSP59QpZt9eNMGmhw8a09iN+svd8jew5W+VKY8y3tuH8H+N4+i8YNcxuEwaILkQABAzO9bv9tn/pHPQCFWncX1Y2CH3dPvsfyr9jW3DA/S3mUcIJ3t/VNflqBzDRIy5zH6SfJy/RPcgGpuB4Vrd13Xver0Ix5xXlxuNYCXRMN+pNghr6tB0LwPWvYMAMCvd2lZcAXNPV8bjNYGZ6FKPg6MfxkZ+hotnPmLFD49OqBKMnrAOsRc+QVubpOQvk+fRZ8BryMk6j6wM6gTsTDA1Nceo8ZoHI4+N/AxVlZm4e0saEG3o1FSiViEqbubi9NgdiLrwLsKWTkDyVkmOXsLyCoAVK6m5gxXGHZ5HO6fselm/xCN9L/MUngDkhOrDA9FoKs6V65e1jlbdvYrCmIOq53tzNcztHMlrsViE5G1LyWu/qa/AoYfUFbLX0u1aC9aoAavkXAFkMwMIRW04e2cj1W1qYVwUYMTIMkyaVEa6Ari6mmDem/R1n7Wl+5ZXWZ+ToL1WRe1vmfd1LvegKYoCWqWAC1MfMOT7zlSN92Du5qh+EEtUnb2rt7V4lBnc6zWd5xCYmcpdC6u0Lw5B4LbgRcZjFf1eBRbmOq/PBEVx6rHsDb2sqy1sReKXfCaft1TdvAVLt7Gyrj4YM1H314ipgB4xljrdjyr8A3ULotNGqBI4u3SHhQV17IihuffZafg+0Zu8Pj12B06P3YFLz+6XE5LaYuVhT87ZXFInN2fUhXcRM/4Lsr/g2H2N5u65QPozoRKqgLzl07lvhMr5BCYmckL1/tbFckIVAPKO/KAkTgNmvqnRvgEgtKt8HvvR4YsASPxYT9/+BKYm2r8XMxargCR9FUFFBbtRX1TJ6OmgTexPfWJCYuZgAwBoyS+n7E9/dy8AiXXX1Jb7qGJVyL4e6qLeCdQd+9MFpanD0ttFq/u0IX/HYfIx3e+BrIDnqmTq/frLOFm+h/ZffO1x5DUnQwz9Vx+KHPYJAAGGhc+Hn+cwufYJQ1ahi1MIBAKJYBwQ+gpG9HsXro7d/7tPwoShq2Fr3QWRwz6Bo53qoyEqVEXmd92r+Qe8/zf037Y1TWslbmuHsEaa2q3r1+vUzmE7pC98t+lu4ct5TXo8ahXaHab23GUO0QX3JZodkatD0TqqTrC2yaTr0mf6qoK8q7h45kNciPkAF2I+wNVLG9RaTnWx1pqZSVMcikRt5LqarEfcIxaz56dvYmJG+bzaWhtw6/qX5Jp34veqnGf4mBWwtNKPMWN0j7cZjy08mULZ3lyqXcpHRerSpcHll55TLjIxZNez5OPGgmqlflWYWkvfM6iEKhU23gG0fWGLpW6NGftV/y7LClZb/xBGa8vi6zpA7trK3AGxybtpRmuGbiUFWObBW7sR8tV8ABKhImpuQ/H3Z2BqZwXnCX1h4SUVTVTJ/WVFTP4XR1B15g4gAHzfnSYX7f9g/leU6zdnSatuhP26DABQfT4RDcmSnJzO46VH6PqsK99jr+SPNPuTX1WOqzydAJ+3nwDwn6vDk+vIo0BC+DWlF8I62JvRuvemryeDscIPr0TqnGi0VdTBJsQHzpH9VBZYACTBXIrpoWzD/NCQkq/yiFIxBVnhnhOoOBYPhyEh8P/4OXKcIdN3lbfmobw1D/frL2Nyl3nqb2AdMa4l7UbksE+QV3yNbD17Qz4Yw9WxO2KuSSw2ZVXStEpnr0sqL8VcW4XIYZ+QYzSBEICteUWAUAiLAGXRq+oovGh1NLzWSr55w8QE/vs3ofLXI2i6fR82A3rBeZb8KYC4tY2xlTT/PWWBqk6wsmEBhliMsp0/wG3hKwAA3x2r9OoO0F5ZAzMXiXigO2L33rAQFl29WF87+8WP5ISnde8gNN2j9kUuWLJNbmzAgQ0o3/Mn6i8rxxO4vf08bIf1IddQxYWYD+REWEV5GpISlKtNEbS01OLiGcmcw8d8DAsLO9qx2kAc/ysKVMV9Esi23YjbhsYGqSi6eGYFwsJfgLunvCvXgCELNPavHT1hndz13VvfoKpS+WdVXfWQ3DudaI8Y9SGrAV+1TUVwsFb+/bS2YC6KXfrJvxexYU2Vxb57F0R8O5uy7/TYHYg8sxBRF95FXXoZrs7VsPwyQ6qT4+EUNggA4D5iMrIPfq32npZKBtlSxGIyMN3UyhrCZuYB56U1qfBwCpVra2imNg5qilGJ1ZaCCjmhYmJlDu83pyiPK6xUO5fvO1Mpj7zVicykaZ/COsgLQdtfByDx8TSUn2dbRR3MXaXW0Lp49UEoqXOi0fM7iQAI/1feQbvqXCLyo/9lnNZKLBThwYKvELLrLQAg5yWgE6uq5pf1qwWYVanynjcF3vOmKPU/ygzpNReO9n44c021LxwAWJhLPoCTH0qt1hKBuhpy/i8MaCsqQ+GKrfDZ+iHMXCSlLy38qIWPOpHWmlcEYW29XAorl1lTAQWRCrGYtFhqYmXNeXU5XF+dCbuRgxjfwwaNCckQ1TfCxE5ykqNP/9X8dzYpiUA6FMUlG8jO6fHBq6j8+RhqT1D76ymu32XeDHSZN4OFXWgXtR53USLg6ESktoJMJKK2iNIJVgDISDsiJ1QJkpN+URKrDo665Ytm+rwuxHyAkePWwszMUqkvoHsksjNjdNoHwdWM/ZgUrltw4KDoZ/Dg6ysAJEJV1qeUDeEa8e1slXPGTJQEd/nP7K+0PluY2Ui1gaiNOn7Iyk1qmGIqOu9vW0L6xPZ8e71Gvqt3Hx5E1IBVpJ/qjQf0XxQ1hVWxypaAIObx/N8EuD4+GOI2IWou30fBV8cZ3ec4IhSuTwyBTQ8fiFvbUXboqsoE+4o0ZRRJ5hJI/Fdtgr3RlFmMsj9jURNHfbyguAc20MZy2FZRh6Rpn8J1ykB4vDQeopY2lP0dh4oj0rrWmuyxJa8cSdM+hdO4PvB5cwrEIhGqTieg6LsztPew/Xvgt+xpOA4PRX1CJrI/+Y3xfaoo2H0MBbtVW4aNmRv36Su9KdLaVi937WDnQ1pSHWyZWdkJCldIjpQKlm6EqaM9fD9Xjlit+PYg6mPjGc2Xv0jys6ITobqKvIr9B1Gx/yA8lr0Bq1D6DBKlO75H013Vf9uakPfOWoMFXDERoYSFsjWrABaBPqyuX/jxl/BeJzkNcpn9OK1YJfbh8cGrZICWKurO3VA7BoDRpVe6dFZz4ZWfq1lAjrbEXaQvNELFlfOrKQV2QLcJrIlVABCLxZSZECaFr8CpJNV7HvOnxO8++zflMtpO4Zq93zEh8sxC2r7cv+6gx4LRrK8JAHYBPcjHBSepPxd9n3iJfJx/hL4sOZvEJHyKyP4r0dbeiOp6aUafLg7q/8ZVIRCrOI4VCATch5Py8HRwVLkBcFEUIKzbU/Bxl/oGEcKT6jhfIDDFxKGrKceKxSLkFV9HV68Ist3PYyh6Bj4uN5an49LljWdgMyQcovpG1J27gZrDFwy9JZW4vPAYbCP6QGBthZb0HFR8cwjtFZr5/OmKh2c/hIY/r9TOxAKpaR5VOsuqpvdos4a6++gRYGykso8527lf6ayr6SUX8LBUXszLWjabimtx+XmpRc/vqT4IXSQJRKt9UAqHEHfS0kllZWXUd/5dMkbmwvR9GHtoLu19mlpVg+Ysh6WrBwAg79/vUJtOXcxINiMAnfWTyRg272MDsVhMGX3Ei1UeHh3Rt1iVZVDYHMQns3fUwsPDo7kg1Pa+gUPfhr2Dsq+3avG5EYrRxNqIVZGoDZfOapeuURuRrSnhvtPg7Uydsu7mw59Q2cAs+Kgjopi4X1YwKqaZSt25AsIW6iP+ziRWNcoGwMPDY3gmDl0DAPDzHAZnh0DDboaHh0drykqUy0pT+arKUluTz8ra2gpVfZGUf5i2b3C3lzAudBFtf0dHUSD2Wrqd/CcrVFury2mFqqHpE/g0xvVZxtp8vFjl4elgnLm+BgCQV3yNP6rn4TFiqiszVfbX1xcptalL8t/cpD7AmGsSbyuna+ICVf6pFma2mBS+AoMDqaPyOzr3ty6h7Ss6+zfub12M9G9U+6bXpEiza7gOHKNiJHsQAVaezr1hLpO6jejTFsYBVgX5/2/vvMOjuK6//92+0q56rwiEGiB6F9WYZhtwwU5c4thOHJxf4jcEG4wr4EpwT7GDe48rtsHYohmwQPQqihAgUO+9a6Xd9w95y+xOL1uk+TwPDzszd+49M7uj/e6595wTYysIICMjIyMjI0NPY0Mh7XFzr8llX11tPklLh3PMnq/dXl9XQLpfqzWiu7uV9BhftuU9h8yExYgNJl8SEGpMsq1vZQq+8hVUfgZbcYCCt56BqZlfAabSrZ8gKKMvviF69hLUHdsrmo10WCtYCRGnzoiaDSDr5hcJ2/s3kbuAnduR0VJfjNN7mGv78iXr5g1grCIA6mugIiA0ESNnEaMD2fYRFjsC6ZN/L8gGtu+BjIyMzEDHzy8MBmMU/Pz7/tf/ui0WzU0lzI2c8AYxypeU9CU4e/pT0fvNK9mMvJLNjCmthKa8EopYYtkqVDtrK3gLVb4IWa96zShxg+wcYS1W4+IrsHSpH77+mv/6CDYi1UpAaCKybn4RpRd2oehsNu8xhdjg2J6t6Gupd130HZk4DtXFrmk0nCETqgCg9QtCdwdzwvK4FPe4+WVkZGR8hYioTAwf6Zmp4q4uEQpN+BARUeTeTz4Mj7se8aGjRevPF1FpXHPaCmHoPStx6QNuGogLbZ01CDKImwrPCqdlAADw+mvBhP10SwNih05H+aW+/KZcRaKV+LQ5iE+bI9hDOH7h49D5BTM3pCDr5hdhMfci9zvuvxxSxv+WlVilYsLCJ1hdf1LmDbzHkJGRkekvUEXZu5uenk5Pm+BzeNo76k1ogkJdMgNYaS+9jIqfv0NndRltH2dfWmHrQxceg9BRU1F/KtelnV/MIAy50552q/g77uuSD114l3LqX+iSAE6eVa4MHrkY5ZdyeAtVR7JufpG3YBVjfABQKFUYN381jm3jXyvanZCth/JmIrQJSPYfjwBVCMzoRYOpEvltB9De2+xp0/o9cbpUxOiGIlgTDSWUaO6tQ1XXFVztOAULxypX7kSr1CNBPwwxuqHwU/ZVdOk2d6C5txZlnQWo7r7qWQNZEqAOQ6J+GEI00fBTBsACoNPcgkZTNcq7ClBv8v54gWT/sYjUJiFAFQozzGg0VaKsqwAVXcyV98SELq+ojIwvcOGNNUj7v3W0bfzjk5F8d18QVlvJZVz9grrkrqNgjZm7FDFzl6Kt+CKazsjch20AACAASURBVB9HwNARCEgeTmhv6e1ByyXXTBVscBasjq+ta1n5IHm5VTKh2N3RhCM/PeuyX6MzYuL11OUjo4dMQWXhAU7jT72JvjwjlQCeetM/oFC4JkvQG8IYhXPF5f2ISc7iZKcUHPjefb9QqXKN0uUZHew3GmmGSaTHVNAgUpuESG0SYf/OuvfRY+nmbadMH3S5YQEgWB2JYHWky/uT17oHZZ0XpDSNkkF+I5BhYH6u/FQB8FMFIEpLntZL6ty3TCT7j0WK/wTGdkZVKIyqUMTr00mPF7QdRmHHCbHNY4VeacSsUOqpdSVUCNcmIFybgFEBcwjHpLr/Ol0gpsx4jLFdS3MZLhf8gMaGK5RtZMEr40mYhKozhoRkpP/1WeT/27WioBVHwQoAhsQUGBJTXNo1nT+G0q381x03tZXZROng6GnoNrWirO4k7/6scBKr1qUAVi+rXq9AZyc3rwudyDN1tWL/ppXInPkXBIYluRxPHn0zJ7EaEp1OKjiZ7ACA3G/7SiNSeWUVCiUsFjPpscJT33EWqxGJYwnblYUHED1kim1bpdGj18R1Ssl7PWJMYomKa8PuBeB5weGr8L3vVjKNs5BpnIX9jV+jpadOJKuo0SsNmBV6l6h9Wu+Buz9DowLmIEYnrOSgI6mGiUg1TAQAnG3NQUnnOdH6pmKQXyYyDFMF9SHV/acTqrm/PIfurhZRx5ORERuNMQipD9gddkwBTrHzb0NI5mQAgErvz9j/2ZdWIHbebQgZOdnlWHvpZVz5nNo7y4crlftE64tz6iqrYAWAE8cjkTGsit35F/fiat4PrNrm7f0PpUhUa/zQY2IX5DVs6h9I93NZTrB/00pMWPgEtH5BhP1Tb/oHp34SMuai5Dx17eTU8bcTti+f3EQQq5MXPUM7XubM/2NtiycRKpYc+zFberG97h1R+uvviHXfrWQFLwUgneAT216qMSywYFvtW5KOY1SFYlrIrZKOMdw4HcON0yV7PxRQYn74/aL2KaZopfKEHj/8H14R+TL8oEppJcMOLkIVAMq3fYmgtNFQavUAgKC00Wi6QO/FLN/+Jcq3fynMUAoM+nBkDXPVIjtPPi84y4WgogCXLvWybstWqFqhEmaTFrFb8xCfdg2nfukgW7IAcFsLm5gxj/O4XAgM885KRlEO0/jzw/8kat9KhcotosbXkfIeSdG3O99TBRSYGLRYsv4nBS2RXKhKjUqhFl2oOiLl+y0LVfdSUXbE0yb0Cy68wT4YqXz7V7bXhqQ0KcxhxcS0e0mFKgBcO/oxJMcIy1bE2rOanlFp86ouW2bAU08Gsg668kSuz0HDF7rsO7HzJd79Hd76NCZez/4D1NPdDrWW2S1PRuHJb3md58jZ/d7hcRwTOB/ZtRslF0zysgBy3OWhzGn4Am29jaL0J/XnxZlQTQyygm/F/savmBtzIFE/HCGaaFH7pEOKWYY5Yb+HRqEXvV9nhDzD8YnkS67ErFMvQyQgkDw9UU1VnuC++0tif64EptjTfvW0sy+sEDnNrnUaTnOL6RGLlLg5CDYk0AZQzRv7FBpai1DfcpXXGKzFakuLBfEJFTiQG4nrFurdUs3q8slNSB59M+fzlCoN6f72ZnZLFsgwUa53UoBsbejJXa9i/EJ2AU4J6dcStisKXdNKcKWxyjNBMGQoGBz4neY2HGz8Dp1m+wMaponDhCD2qbhGGGfiTKt7qnP4ClwE34nm7ajqJgacJOpHYJiR3drr6SG/8cgPBgvMONuag9JOYtUff1UgpoX8BkqWk0cB6lDRbRtmnMaqnQVmnGn9xSVwTQEF4vXpGG6cwaofs4X9TBcbVAo1J6F6oHETmnrsde3VCi0yjFmI06WyOp+vYB2atojzOTLCGDfpQeZGMpxoKbSvOWcznW9FGxxue91R4Zrn3R0MjspCl4lZYI9PuZt3RgBOAVYWCzB5SjWnAUov/MypvSOVhQd4idUpS+jr5fKlue6Ky3R71s0bSD3HXR3svUyJw+aT7u9sq4PeEGbb1ugCaESz90I2hXiuNQfFNAEhdaYywhcXk/CK16fLYtUBNkKVSRgUd55Bcac9fQlTn2J6uPNa9yDTOMtlf27jJjQ7CCIq2nubsb32bYJtTEwJvhkHGjdxspMKpvHy23JxtYPeC2WBBSWd51HSeZ6wP1KbhLGB5H8zxEIJJeaGka/5t9LW24Schs8pj/dYupHXsht5LbsBACn+E5DsP5ayPeAdsyQDJRPArLkvYM+ORz1thtdy/Re3YetvyNd2Lv35Hnx9zQeijmfptf/YjF90N0wtjWgvv0rZXhMUitT77dH/ZpNns+TszSPPB2tl+/GnBeVa5VwUwBkmD2vR2Z+4WSQRvT3C38i8vW+IlrOVDSd3vYrJi+3rZcfNX42Dm30/YfK22rc45+5kMzXsDV903gCZyHOkuacGuTxEGZv3YHbo77C7/mPOfTtT1nmBcB1C39fs2o2YF34/rac1SB0haAy2HGn6AXUm+kTedFR3X7XdD6sAFPtzP49hjeovDZ+jvZdbdaaL7Udwsf0I42dIo9DCJKencwPM5ca5cOHcN6L2507mvnsjdvzhO9btxRaqdiywvi+D7/h/tr0dFUWAQgG/6ETKM8+/3r+XvbAWq52dFiQPrZTSFkk5vmODp01ARMIY1JSwz4vY29NF2FaptaTtxlz7kCC73ImQL1U2YkkBhVcnsXcHcXrqRfZiiD6690Cn5LdOm2osMdle+zbmhN0DjULcEoZcaO1tECRUnbEKQDFh8tpK/RmaE3YvpzHaWithMIqzNnjk2PtE6cdX0Gj8YTK1czqHyvPsy8FV+lA/l30BifYMQL89cD8+n/I2q23H17fuvhdfzX7fpT0VZ196yCV9FdBXXYqK0q2foOn8cca+pUZohSomWGcDOHioG2WlMS7/fIXuDs/XaE6dcIck/foHEv9QtzZ4ZwRsR6/wJQw76t6lPS52xgFfwx2BSUxCIjNgtuQ28GVX3Qe0x8cEzBU8RoA6jPLYvgZpUsaIiXMhDkfE+gGxt+EzUfoBgFPHxAks8/cPR2gYu/W1/YWsWdwERmT0KNL9nR0NYpjjVVjMwp0ex1/tC3gq28d+LamptQlnX1qBgreeoWzTVVuJsy+twNmXVniFUHUHrD2rs2bq3BJU5YvoDWHobHNNkH71zFYkjbie9tzMGcRUDyd30a/7UKl1Lh5XZ07t/iftcU8hxhdUr6UHFligEHkKayAgpqeyoO0QUimqj8XpUm3rFH2NKN0QQOBvqkgttRfE23FXFgamH65clvR0d5MHdsyau551RoBJ01bBz0/8IDtfYNbc9di781FYLPTibEjKQiQmkacfOriPvlKkL9JaKrzM9/hVWZjw6HR01LRxPtfU3MAq16o3IKSMKlt4VbByRBawgF9AJKlYLSvYwyhWA8OJAVttTcT7eT73PWRMtU9NjZv/CA5vlf6DITaVXZdF62tb7VtyflUSpgbfQnlM7Kniwo6TlGIV6Isk77UISwItFefb9rMq28qXLjO3aVVfQexlGR3mFvgpA0Tt05lZc9fjl11Pwmw2kR6PiByB4aNcK6RZLGbK6of9kZnXvgAAyN37rIv41+mDMGU6dSBWWYln0iWJSeXhUkn6VaiUrKb/3UHqN9QlXAtuoS5z7y2wFquyKKVGyj9q9ZXESGCNjvjH3RAUK9nYYnKyZafbxhqogVaB6nDKY5fb3TtVNDfsD177HhR1nJFUrJZ25mOEkdwDNVA/m2Tsrf+M9kdnon4EIRsFHXt2rKZcSzljDvV0KlVfQP/OCnB4/0vw8w9H5ph7CPunzqSuLU9GXc15XMz/XkTLPMORF3Jc9jlmAnAWnHTbjq+Ltl1CSEoYglPDMOmJmV4jXH0RTirrpx/DbWtVf/tb8QIpfJ3OtlrWbYMikkUde/i0P4ran4yMjLQw5R32FJOCllAeO968zY2W9ME2x68VMYoADJRCApExo1FXmw+LxSyon7yTH3Jqr9CoodBwmtD1WW7cehcOrN2Nhot1uLLV82VoC25ZQ/jna7D+q5l/PhoLr6tFXHwF4uIrcOGCCeHh3vlH193QFRtoayonbI+Y/oDt9fAsotA8ms22cod9vaazp/XwVmpXf39CzACN/oAnAsuqu4vcPmZ/YH74/cgwTPW0GS7QVduq7r7qPkMEwFdsdnU1DxihCgCx8ZMBAHt3PsbruvfsWM3rvJTPn0TK509yPs8X+e76TzDthbm4LecPGHx9quxVFQhrtRkQQAxoOXHChJxf3JOXUAyoqlpJDV2wU3AUMcVQVzu7QgIjZ5LX3wUAUxf7Mm2+jBiZBfoTdAFnUhVLKO/yvLfAW2EqXDDIL1Nedy0Re3asxvHD/2HV1mw2Yc+O1TjwizSFZLwVrdZI2N6zYzVOHHmT8byL+d8PKFEvlH2P7sCX09/1Cs+qryPIH//hR74TSJA85hZcPEpdbUUqLGbhJRCLzmVj0LAFtu2AsCTBfbqT5h72yyTEIsV/guhBRb6KcylSsWgw+W7eZanJbdzESoxa2xxu2ox6kxwXIBbNTSWCRRVfjyMXGhsKOZ+Tf/Yr5J/9itM5bGhqLJJUiMY9Kk3qRpmBAacAK+dsAL4UdBWZOE6wWGWK7JeK0vxdBLHqa1zuYF8IQSyS/cfKYvVXBqoHTwEF/FWBMKpC4a8KRIA6FP7KIBjVIW4Zn00RCysTgxYTznM3cTr6/KID9TMkIx6G8dTFSmRkmODkWfUVcXpu/zsYliV+4FFc6iyXfdXFx0Qfp79R1+2dRQpkfJdwTTzGBV3n9fl2cxu/xtTgpZzOsQrD8225KOrIk8IsFwb7j3bLODIDD31KHOLX/J6wj28aJcfznNs599nb3IbL97KrXBmQNQIxK2512V/31R7UfU6fM5rOJrHO888cjPi19xD2tecVonQttwA3X6ZfhuU1VF1w21h8vbXO6a7YB1fZ0eoDCduVVw7yskVqeizkOQ5lxCFU4xvpy4QQqU1iLAPqjTT31HHysDqSYZhqC8Q62bIDlV2FYptnw6hyj7dZZuBAJ0jdMY4q0IDUb9ZRCsGYh3+DgCnDaPsOu3UWwm6dBUDcXKSONhcuoy4EFPf4XTCMTSE95p85xNaPL0b3c4V1gBVZQYDP/+e9FT+62l3Lv2Xd/CLv/oScW37xF5d9GVPvJWwzBVeVFexx2Td45CLC9uUT33A3TsbnCVL7TqAjV+J0qVgQvswnhaoj2bUbBWWwGB0wFwvCl/VV2JKRkQHALIhN1dRlYKvf2Uq6v7vCtcAPACh1WtL99d/Yv98H/+dvtPaQ0VNLXgpenxrvIlTNHV3oaXANLnbXDwNPIsizmpzsvY7Zo9nPkwrMrJtfxP5NKzn1ZQyJJ91/4Dvqqh6OXMnbgtiUGbbt2KEzEBKVzsmGq2e2EpYhjJj+gOg5W2V8E39VIHMjH0OpUGFeWP/KIdzR22Jbj8p3DeiYgLlAAFBvqsDhps1imjdgCUufjMSZtxH2nfvfc+hqdhUtYyi8YCc2rsDQGx5AQFwqTmwkL5E5ZtkraC2/hItb3hButA9AN00vhidw6CePAQBq3vsJDVu5zyr2NrbC3NmNS3dSz2rqU+KRuP7+vvE+e5zU7trPdiH0lr7vd000Nwde2zHyLAEqox8SX7jftk11vwb/9+/QRAT32ffxo7j0uxc4je9LsFKbVq+qrwVYdbbVQW8Ic9kfFpuJunJ2a8H8A6Mxajb5ryWzmV85yfj0a3id54gsVGXsePe6Ta4ooBRVqLb01KGltx6Npiq0/vr/vPD7mU+UkOzajVBAifk87QjVxMjVsESmLPc7qPQGRI+di2G3P47e7g6cfv9xl3Z1+Ycozv8e6bfSO0LKj/wkiq0ygNJPh6KV/0VXIX8dQidUAaDzIssyrBYLoGD3d9hRtJc9/ylpm+QP7VkZ6IT9lQdetfWn9NezGt9XYSVWrZkAvF2cOnNs23pMvekfLutD0yffDQAovbALRWezSc9Va/0x6QZq1zpX76wjGq2BsH1ws+sfRK6YutsE9yHjm3Sa6XPr+pKgSTVMxBC/Mazbb6t9GxYIq8LjKSww296bUE0sJgYtYjjDlQXhy3Cmda9k6cms+NJniC/VeX3TuRW/Csoxy17BqD+sx6l3iemcivd+QXp+Rz3z92Nb5RWBVso4IkSoiknB0rU20Zjy2RO4eMezovTbXUqfr9mZ8DvmoPazXaKMzYe5k/ruwY5Dawjbjvv4wil1lS+S++0jlOtN49PmID5tDuc++QjV7s4WaPUBpMd6e7o59+fMyZ3Ui7Q9jVbph25zh6fN6Lc0mqgrqPkabIRqc08Nchs3ucEa91FvKue9RGCEcSb8lAFyqjYJUKrJ1ynKeB5zp/DvTSlQ6KgLEIVcP9n2uvNSGWkb3WB7Jbmrf/s343jNv5xC4IxRAIDQW2Z4TKzOnbTORZCSiVZHAg2xaG4rJz3mjPcuOhWR/ZtWknpY+fbFhyM/Pi0oSAsASs7vQELGXNJj3Z3NgvqWkhhdMoo6znjajH5LnYn8jx4fFsQ9iOyyf9G2mRF1N36p+ki0MW1jsxBpA8HDZ73GQHU4pgbfwuocoXmFW3vrYVR5b8CsJzixcQXlGlU2WM+lWsMqI4ySJ96TpN+A6SOhHxwNbUIkpzWoXcXV0CVGAgCME9PReth1tiPivoW218WPvEXaz6AN9r+DvhI4NSWzr6qms2eVivDgVIxJu5Owj+kc1mL1201huOnmvgXn1rWrvuRtzf32EYy6ZjmMwXG8+xAy9S8Gxee3U4pVbyZOl+Z2seqJqlkDBX91kEfGHQhC1ZHmnlpk125EhDYR4wIXMrYXsob1YvuxvuAtGUbIBKwsSN1Pd7E4M0qpX60BlMIdWUV//49NXMY+cjv/IDIRbHE3B/LeIPWsUlHbWIDOrkacuviF+J7ViRP7pkMUCmDW7BpcvNiDjf8NwbIHqFNDeBunfn4NAJCQfi0Sh7FLhVNXfgb5B6VLvNvT7Tsla/kSqA53+5inW352+5jeyhC/MSikqSK2IO5B7Kp4CzOi7rbtUyu1SA2cggtNuZgb+wCjt3VB3IPYUf4m5sb+mbEtGfPD/0R7fKAJVUdquouRXbsRcbpUZAbMpm0bpI5EU0815zGqugoB8lVKMk5QBVhZiZt6I7qb7T+WE2f9FsV73F/qW4aeIRtXQB3u+sO7u6IObYfz0ZFfjO6SGiT9+/+JMl7EPfYqlGyFbHe57HSxwnkZQGmJPdBqwQJi9JkUnkcp+izJ34mS/J0AAJ1/CAYNX4jQmOFQKBRoqr2M8ou/oLH6oujjinEtnvbu+gqtvb7zI0pqUg0TacVqV28bTOYu7Kp4GwviHgQA9Ji7ca5xL6v+Z0XfaxOo2WX/wvjwJTha+z0nG729EpU3UNZVgLKuAtrlElOCbxrQwl5MIjJnkO6nCrCyEp4+CUqNDpd/egftNSXIvHsdWkrdV6hGhhnjxHSCUG386RCq3/lRcL8Ft67r89QCSP16LQqWrrUdC1k0hXN/Vx/k/sO/v8JarP7hjw0oK41Bj0O2pg0bXJPT+hpd7Q0oOMI/WbeMZ7g27D5Pm+BVFHacxBA/7iUzjZpQVHe6RigviHsQpe3ncKaBebG+XmWEwqG+yLFacfN/NvLwFNIxOfgmUftzN/WmcrdXLRsXuBDHmgdW2qX4qTdyPqel7CIC4voSuTcXn7Ptj514g2h2yQgn9pHbba9Frf5kdshMQpXKymKh7aL2k50Iv+taAH35Vntb+2dwcndPO/S6IPGXAWRnd7qsUf3PG/Qpc2RkpEKtoI64HIgUtB3iJVZbTfVIMIzA2UbX+tdshCoAHKj5AhPCb8ThWmki9M+2ulaAE0KwOlLU/tzN4aYtvIsK0HGmdS9GGGeSHovQJoo+njcz8t7nAXBfi1p24HukL33YZb82IAT1BUdFsY0re3asZm4kIykpXz5le+3obSWj/tscm1hN/nC1T5dSnTHmYei0feuL5k5ah8aWYhw59y4A4NCZjbaArG5TK/Yepw9A972VvG7go4JJnjah35Fu4D4FwpcTzdvdNpavQCdussv+hXmx/welQkXYNyfmfowOXYjc6s9d2s+NfQBpQVkAgKbuahyu3YQ5MX/ChHDxvZYtPeTlD2XEhSlXa7A6yk2WeIYxy16x/VNp9byCpjrq+rxEZQe32PadfGcVANjWrYYkjRTBWvaMu+9lwj/nY2Sk3fAgY78Zi/9OeWzotQN35stRXFqT+ytUKqrm/Qay4KpfTryEHYfW2P5ZharjOTsOrWEUqgAHz6pz9SorvpQRQMZzJPmNRH7bAVH6imaoj17VPTATb++p/wSzQu/ide728r4SkI7BUbsq3qZsv6P8vy77dlWQp2IRir8qEO294qRmM6iCRelnIDI5+MZ+uR62Lv8g6vLZletkI2Cd21h6ewRlC0hf9Dfkb3md9/kAcOy9hzi1v/CDsLWSQYnDaY/7yvS20NRRKqMfYbvooTdZnVf/bQ5Cb5pus4GNdzX8zmtR++lO7kb6CKw9q3HxFYR/SYMr+5VQ/ahgEj4qmAS1xnWdifWYs8f1o4JJSBphsB1LG08Mp719daLtWMzg/l0KjQ1phsnMjVgwWk6xQ0qnmb6KmRRTx+6AT2UnKqaH/Ea0vvojTGJ0UtBiN1ky8AiMTQUAaPwC4Bdidw5p/FzTNDh6RKm8o0Kg8sCGJo9DREaWbX/64uUOx+mDJMue+dj2OvnD1Rjy1kO2NE3qsEBE3D0PKV+6Z8q7q8ie9ir1m3VIePYPhONJ//5/NqFa9twnnPsvftT+Qz9wln15VtfVSlbn136yEy25Zwk2pn6zDonr70fI4qkIvWk6kv71oG1/6jfrEHrzdNb2KfXEYhe6IeTOSG+Cd1EAk8mCY0cjMW68uMEPnuCjgkm4d9hh9PZYSAXpu48XYu9XNRj8qzC9O9WeuuSxjzNs247HFEpg4X0xpMcGKoP9RuFCGzsPBhVMgkvqspPeTllXAeJ0qZTH54X9Edvr3nGjRcLRK42i9OOrYt2Zof7jPDZ2iCYGYZp41JlY1kyXYU1zeQEAwNTRgqjMWSg9vIXhDPY4ik+uXlZH6i8fw4ilj6Lm/H4AQP7mvnSQBT+9gYj0KajJz6U8t+3kJcK2OizQFjnvbopWvEHwmvplJJJ6UduOX0Tbce6ZgToL7M9H9IP8lkZVvPwlDKMfhdLf7ujSp8RDnxLPuS8mD/GgFx8g3e9N62V5i9W1awPx6mvSBlitySP+il+XKW6UsSO9PX0RenenHnIRrHu/6qvPe+WMq+fqT2PIF81/mE8Up+8+XoiH30nDS390fwoTd95HJoQkLk/2H8vY5kwru3RL/ZW8lt20YlWpUAl6D+gYGXANYnUpvPruNLdBrzSIbpMVdwrVBeHLsKf+U3Sapfn7ONR/POWxgrbDgvvPrt1Ie78mBF1vayc288L+CKVC1S+XGzAx7r6XeQlJNucIEagAUJW32yZ4hfRVcMsa6BIjMejVvwiyRwwKblmDwGvGIPov5FkfhAq1rqIq6AbZ13kzBVaRcel3LwAAYlffAeOENPJGZjMKbvWNSldC4L1mta3NgtQ0di5tb2bSdWGczxk2ORDnDjKvoXMWvU21Js5j9Uf4iKVpIbfBqAqhbbOrTrriDb4Ek9gA+t6DS+3HcKldWISySqHBXBHSiO2p/4TWZiEC2xMe1VmhfaUE23qbkNMgTkJ4rVKPa0J/T9uGLp8uF2q6SxChTaBtsyB8GXbVvQ+TRViN9uHG6UjQDxPUhycY/JrdW3lluTAxqPELQFdLPQAg+dr70NVcYzvWXF6A8LTJqL1APitljBqC1qpCQeMzEZU5W7DgtdJVXM1bCIrt6Wv++QSaf2Z+ZviMW7TiDT4mkVK+Xlh6TW/ykPKFtVjtT+tTHbl4nHuu2POH2QV7DPRpfzqsAmJ3/cfoMlNX8RobuACR2kGs+jRZOkWxjQsKhmXfKoUavZYe2jZSwEawDvUfZ5tSruwqxMmWHbTth/iPQar/RNFs5MqC8GXIbdyE5p4a5sbwjml/gyqIYEe3uRO5jd9w8rpavY1MHGriVoiBjmPNP2JUwBzE6IbStpsTdq/t9YW2Q7jScZKyrU7pj6H+45GgzxDNTl+k4eppl32mjhac+eo5AMDlncSa90X7vnRp7ygcmYQqncikOuay32KBf2gcVDo/pC78M4699xDOb37Vdril4jJaKi6zGlNGhg+sxeqzzwTiiSfFicj1JuoriV4BBYuQM4uZuU11SReuvz8GW9/unyKfC3TCaXbo70QbQyiZxlkI08aJtkYSAOaG/YG5kRN1pjIcafpB8Ni76t4niAk6onVDsEDnWXHHRmBPDb7Z9rqo4wzKuy7Cgl4EqMMx2G8kjKpQVuP4q4IwI+S3gm3milapt3ldxabBJO5M16mWXYxi1ZE0wySkGeS0f/2RY++75o6VkXEnrMXqvfcaXMRq7v5ITM3y/QCrv007YZuyP3uAeI3Oa1jZeksfnnMSHxVMwm9W2pNpD2RPa07DF5JFYou1vi1alwyVgvcybtEI08SJ0o/J0s1KAHoTHeYW+CnZFakf5DcCg/xGcOrf+llp723ibJs3I9Uaz+zajUjQZ2C4kbz06EAleP48T5vgViKHTUP8xMWou3RU9prKeARB38w6nVhmeJaG6m5aIUl1zHk/0/ZApq23EXvqPxXdqzQQAzG44kuCdW/9Z5LZ2l8/K1JfV0nnebT3NmNCkFwy1ErIwvmeNsGtVJ/bh+pz+zxthswAhnWe1eoa4tz3X/9ixDVzakU3SKb/0mluRW7jN6L111/FhxRk124UfZqYDKZcr2yQ4n3tj5+VelO5266rzlTmtrEuth9xyzgyMjK+A2vP6pgxVcg/H42AgL7Ev59+1o6mJhaLN2VkHGjuqUV2ZBRjygAAG9hJREFU7UZMCLqB93T3jrp3PRK05OtYA3CC1VGYHEyeroUPjT1VONj4nWj9AXZxKdTLmtPwBdp6G0mPFXXkYZBfpqD+ybDaPifs99AoxC8GcrJlJyq7LjM3lADrtWUGzKZNkcYVpuAsbyJ4vvuLkgTNuQahi6532V/2jxfRXSHOj9C4h1dAG9/3N9lUWYXS9Rtc2ig0GiS9uN62Xff1JjTv2897THdcFx1JL29wKYXa09iE0ueeh8Uk7ndM7EPLoUsgZtgQYyxP30N3obBYLNQHFQrqg27Am/KD+jLuuI+0tedpPDKD/DKRYZjKaoxttW/DAvkHkphMD/kNrxKkBe2HUdguTpokNnARrRaYsa2WulSsJxhhnIl4fTrv81t66rC/8WsRLRIPvj8otte9A7OlV2RrxMUvPQ3RD/xJlL7KX34NXSUlnM5xTI9FR/O+/aj7ehPnPq0pt6jGcUzJZRg9CpH33M3YjqsNdHC5LroxnO1jOz7b63LnWFz7ZXMPnfuis4VsXLr2EXfeDuOE8azaAoDFYiEtheb5aBKZAU1RRx6KOvI8bcaAJafhCwDAtEXroaBJhdHd1YpD2552l1ku+Po0/pnWvZQFK0IiUjBiyv0u+9uaK3Hyl3/CbKb2ukxf7Or9ciRn8ypuhvLA198bOsQSqlxhK0SsBE7LQuC0LF75XunGGvzay7iy/CEEzpyBsJuWMLZjIvzWWxCQxc45AQi7LtL+sqYi7NZbROmLDVzfRzZ4+h5yxVGoCkFUsXrfR9OQMIY5dQwg3Lv3yP6F0AdqKI8X7KnE/x4UXs3F2SvpzCfLDuByLru8j2zgcg9fnJGN9gZhCbmZILt+2cMtIyMOdGLTEBiNrBued4vglPEeYpc/SHvc3NkJpZ58eQlb0WhDyRy2olCpCELVYjZDweI8Z2KXPwhdUhLlcVGviwIuQrXhx2xBY3ERqmzHYrqHvc0tUAWSZ1Ohu4emmhpoIiJY2SAImpl8JkQRq0yCjuqcl2ZuQ1t9F6fzZixLxey/Mk+npc6Kxpq8xbwFHdtrumvjFADA+ik/oquV/7oTPvdw5S8LeN1DtviiUJ0073Fo9UEAAFN3Ow5mr/WsQSLB5EFzxGIx48BPT6G3h/3nvqn2MoIjUviYJsMDlVqHqdc9I7if7s5maPWBIlgkQwbVlzuXaVMuxK1cAW0ccS1//fdb0LR7D+U5zrZwEXaDX3kRAP3UddLLfX97Oq9cRcXr/7I3Uigw+NWXbJsh11+Hhq0/ko6jUCpdRJaU18XUH1M/YTffhMbt9EVS2I5V9uLL6C4rFzwW2T209PTg6sOPUNvxyouEHyRU97D0ufWsxHXMX/5se1313geIuu8eAIA2Ngbd5cw55a+uWs3YhgpBYlWtU+Lxo/zTmXAVWWOXDmIlVB1Z+csCzgKLj3BcfeA6fLPqGM78VMb5XD7jWZGFqm9gCIqF3i8EPaYONNVJWxpRoVBi6nXPAgBam8pwYu/rjOfkHXBd48lFIMtww1mo7t/6OMy9ruWYVWr6/ICHtj/rsm+gv2/WZ62u8qynTeGMs1DtrqigFXRAn/ByFhqJ655C8Rp2y3bYCkCCUAVcvGTBc+dQitWkX0WxFXdclyNcS+PWbfqW8xhSj0V2D8v+8RJF61/HX7FStHsIAPoUe5GQ9tP25XtxKx/Clb+7Fo5QaIiz30ICyQSJVSqh+sXfDiP/Z9cotFGLE3Djc2MAAPvfu8R5vEVrRtlel55qwLt35ZC2GbuUWJ5zTd5i1kKLi0hzbnvLhnGcxSqVUGVzD6XC2SZzjxnPjBFeUWkgM3bmcgBAa2MpTvzyT7eNawyKw/TFG+SpZC+G7r3p7ZHmx2h/xvqs+dpnPtrBa2WFSYxYcRZ2qqAg0ewCgPa8M7zP9abrcue6TTHHcvc9NE6cgNbDHFLIKUhjojDoOfHiHHiLVTKRtWXdKRz/uojynFObS3BqM7doSDLohOeWdadg6urFpDuHcO73yROu4pturHWZm/HkiRugVNvd7EKFMZd7qNJyXzfExyZZqHoXVSXHUHDiC8rjYdHDMWzi7wn7pixchwM/rZHaNBkZGZ74pRBL2woVO0qDAeY2fnmPWw4eQsBke+XGqnff522H2NeV9NI/aKe+qSBLsTV8Vjjuf3MUHp24Fx0tRK/fa+fnYHnGLsL2iZ+qMGxGOHQGFeEYm7GE4HwPm3bt5nR+0+49CJo9y7bNdA8j7vgtN7FKgUKrFdyHFV5qh8r7SCeyxOKZ0VsY22Svd/0VeMuGcbTnKJQKgugE2E17kwm5a/8+jPG8uJEhLvu43sPebnHTODm/rw0lbfLUvw9SV3kWOZtXEaLI1Ro/D1okI+MeQgbwumvnaVg2Xq3WY8dJ97edOi2KTWLgfF0KNT8fG1n6psJjfTmYnYXqs/un46HMn/HquTmE/R+uOINHxu/B8oxdeO088RjTWGJSv4WbA6n+e6Ju4nsPrVR/9InLPk14OO05Qn7wADzFqjOvzuW/EJkr5l520WQvzdpG2B6xkD4B/VOnFhG2uYi0dSOJbbPuG0rR0s4fP51O2DZ1eDbfINkPkH9eR/3LUYY9EXGjPTLu/h8e88i4MjKegiwFmC8QNGsmcQefqGke53TkXyDvqsuLlp8IiCDnizFUi94eC9Xstg2liqGBD1Hz8ae0x+MeWWl73Xa8L8d219Wr9uOP0Xu7hSwlAUTKBtBc2SFGN4xwEZBtdW582ER4lp6fuFV4JzxxFqqnt5Ti28fIf3H3dwwB0Rg7ewVxp8WCnC3cp50AAAoF0sfdIdwwETAGxaG1iXsAoC8wZeE6F+/x2cMfoL7ynIcsoiYyfqynTeCE6M/Er8Qlz8CQ4cSlV23NFTi+51V+HTIpCy8m9Ebi32Ayz5UUdBULX5ZHhzosTNL+PU3G9DCc3SNt2Xl33cPWY8cR8bs7KY9rY6Jd9pW/9i/belg+6cy4wFmssvEaytDjTfeQzKM6EIWqQqnCtBteoDiosEVYMwVtpI65DVEJ1EmQjcHxtNHaUgaFdLSJlw+YieCIFGQ6eLnYXFdM0mQMHXkzp3Po7uXwifcAAI7+/CI6Wt137Y6wicz31OeBCbGeCWcGpc1FYhp5yVJDYIxoz5o3FEzgS/sZYV4otphbWyXt3zjOt36YAbBN71v/H7coGse2kJctlVqoAp67h8bx49B69Bjv89XB4gb5cZbCzusxP1l2QDRjPEVIvL/ofY7/TRLlMW+5h85C9auHjg7INarTF2+g/lImaavzoy5PGhY9QiyzRIdL3lVvR6lUs07RNP6alYxtF0S5RtsqoIBeZWTsf1zwdazs8CXEfCac21IJVbK2dHjzsyYUsevSU47TI+04mqhIwnZvU7Ok41Fi5hbfsTxjl+3f7zYMl3QsJjx1DyPuss8IKv24xzwkrHlSTHOELwMQs3qTp5hw+2CXfUJynwJAWKKBdVtP3EPn67OYLTi3nTpxcX8lOJzo5W6oLsCZg++4tHP84pw49zFKr8yBn56iPdedqatGZj3glnE8QdYNzxO2yd6Pqdc9C5XaHo0aFJ6MptrLrMewwILOXmGeJ6rPieNnwts8fGI/E1amLVpP2D6Z82+0NBQT9qnUeky9zh4YRJd2jelZ87b7OhDpaWgkbCuN7L8X3cHgsX0/svQBanS2MAv3378yAmMWRgEAbTYAMXHnPWzPOwP/TNcfgYnr7M9aVwlx6Yhj5TGFUgmLVaw7LMtxPocP0i4y8BFSZ0aJ3qdC6b3rp8iEuEKpgNYgavVdnyBzqr32d87mVaRfytZjjnh74vXpizcgKMyevq0/fXE73vuaspOU15b74xPI2WxfVzly6jJO4xjVoRhiIOY0tnpgo3SDMTuCmB4sTBsPg5qdh9GbkeqZUCjsXzc5m1e5CFUA6O3p9LlnTQr8h2V42gRRaHPKNqBQqTxkCTnn9tZiecYuglB1FqHW7eUZu/DhijM2j6u7cOc9pIrYd0xBVf7ya4RjRasft722VjtzxvkcPgw8dUKCIYS+SsxA4dGD1w2oZQCOX4IWC/PUTc7mVV7xxRmVMA5RCfSp2KxYLGbs28K/xJ23k3/sM4YWxOjHcbMfxrHd7JJpk7Gjuq/SV1XXFYxRLrDtD9ZEIT1gKvbXfcm7b29AqmfCsc2RnetpWvZRcnE3ElJmM7brL7SfOQv/Efbp5uB5c9F+7rwHLRKH7grmEpwy9PjUPZQwyFEWqwCqCpoxaLw94u7KoVp89MdcD1rkHtZlbnbxsnIpatCf4CPo/AOi0N5SJYE1wikv3IfLZ/rf+yj0x4J/QCRzIxp6LeRThY2mKgSo+1fks1TPRGd7PWM/V8//NKDEatU77xGqDOmSBtG0lpHxblSBAaL3KXgZgHMifV/kyBdXCduDJ9EntxUbT9xDqyAlE6ZC1+sOFLwlJRUZsUOmYfriDZi+eAO0+kBPmyMJF099zapdZdEhiS3pI7vqTdJArYEE2TOh1YsbFSxDTvxq4vKJzsJCD1kiLs7XJSMxNAFibafzWHURftutYlljg7NntaqgGVGp9i+/VTnzsX7KT6Ia5W7OZpdh6YvsplXFwNP30Fmgyh5Wfh47Q2CMBJYww1RuFQAmXLsaev9QAMCkeU/AYu7Fvh8edYd5biNl1FKkjFoqSl/ZVW+67GvtqUdrD7UX0HrOscYfafvxVcR6JsbMeFCEfqPR1kyePqi/0FVcDF1iom170HNPo+hx1yAyKjTRxNiLin/+RzTbhCD2dTmukRwoON/Dwa+9zKlsraPXHqC/h1dXPYqkl/4BAAiaMxsKjcZ2rPq9D0jP6alvgDq0rypn6I1LCEtaih4TJysAZ5feO3fkELZ1Rg1FSxkqvPEekgnTlOniB555CyERqZ42QVKO7FxPSNquUKpgCIr1oEUy3o5Uz4QYnn2VWi+CJd5N+SuvE7aVBvZR34ZRI8U2RzTEvi5zZ6dgm3wN53vIBa730DGdWciC+QhZMJ9xjNLn7GnugmbNII7V3s7GTEY4i9WeLs+WBXUXKq10U/Nk9zAmw/NTZc6C9Y43JrEuYJBdu5HynzeiN4R62gTpcSpTOHbmcg8ZIuMLDIhnQiISnhLH29dTT/TkO3vESMde8wQi7yVmpuDidXMHV1cRZ3X6y3W5E7J7qE+h/37WJSUJuoeOXlU6LL3S60JRAqz6w5TxD0+fxg1P2X+BPHHsBkmvqaOpG35B9nQQf/pyplfcw0//fBB3vjnZtn3t34dh/3uXPGiRNHS21RG2+1NqJ0d8KapareWWP7C/vmeewl3PRH943zouFMAvze6JVoeG0k7NGidOQOvhI4z9ljz9nIuQs247960fnISYvxGXWABA9YcfM47jbizdrgVJuF7XQIfsHsb8pW+N/NWHHyF4RBUqFWUaKV+Fl1jtj2scj311lSBWAX7XFJUaiKoC5goTG6Zle+U9vLSvGu0N3fAPsQtpb7CLLY6Cx9RFndC9oeaiO8zxOHWVZ31GrEbEcpvKDA4fisba/vdDylNI9Uw01RUScv72Byrf3EjqHaTzGLIRq0CfeOPat5WW/bloO3GS1Tju5sryh5C47imogoiziGyvq/arb6QyzWeguofWNaZ0CL2HdV9voj3e29ICVQAxC0DNZ5/zHs8Z3nPdhQddqy6tyVuMyXcn056nM6qxJm+xV0acU0XGz1jGvJZrzem+a3rgm1msx+N7D63tpLqHL87IJh3PF1Aq7b+/astPe9AS7yA8NtMj47LJ0ekM14A1x+T1Mt5L3oG3PW2CJEg5JX1l+UPoKOD24+HK3x/2ekFXvObpfnld7qR4zdMoeeY5TufUfvkVp3vYuPNnl33N+/bTnlPyzPMu+9j+QGMD72UAH99/gFTAzF85HPNXcqyl60V8ueIIbntlAmHf7L+mY/Zf00Uf6+P7D+CpU4tcql15wz0k857f9uoEfPl38T58UlN0YTvrtlGJ41FVfFRCa35FwqTJZMQnz3TreFY6JMo/293Z3G9TcXkbYj0TFnP/jXO4svwhhFy3AMHz5ored+Ub/wXA7Hls3puDum+/E318qeiv1+VOeurqcWX5Q4hbvRLa6GjKdr3NLSh+ai3n/ht+2Irga6/hdA7ZMgUxEbRmdV3mZsz+azorz6OvcH5HBalQk4qnR23x2nvofB8yro3BA9/Mwn9v2eM5o2jgmhKnx9QJtaYvyjh19G1uEavGoDjJx/AGummWYJDB1gN8aPuzhPdZqwtAd1cLp7FkqJHqmXDsd/riDW5Ztxoem4nacnZ5IYXQ8GM2Gn50nY0SC7E9uGz66yy8wqqdENu4nGvNX7yv7gu09tTbtrdVbYQFxFmcKaFLcaD+a8b+F0T9WbRUc54K/Cpb/6JkffO5Jinvg+CQ993/zveZ9YxcWJe5Gad/KOV1Hle8+R4+PWoLYdsxP6w3EZ88g7mREwd+Iub64yJ2uaT5aWkoYd1WLJQqjcv1eDKwZdxs+j9iGeN/x7qvtmZ7+cFJ858k1Jyng227gYxUz4S7njVHuHymZIQxbYl0wTwzwu/Arpr3kF31pi3vcXbVm5RC80A9u2IhdETqkji199ViICmrn0fa2leQtvYVT5vCiMLilN6GcFChoD5IQ/hgI657fCQiUwKg9VOj9koLDn92BSe/d/+XtljoAzW45q/pGDYvFjqjBuVnG3EmuwxH/ndFkvH64z3kg1YXgEnz7UmFr+ZvQ03pCVgsvQiPGYkhIxaRnsdFmJF9cR7f8wohCXlSxgIkpNinRa6c3YrSy3t5j7Hvh0ddpkeNQXFobSpjbSMXcrc+gd5e9tM0AcEJGO2QzL3H1Inje15GV0cT6z7IbHZ+X7Kufw5KVV96lNamMoLnme49JOu74uoBXDr9rW07OHwoUsfcCp1fCKs+3Ymj/WLZpNUZERiahIwJd9v2ncr5D5obigFw+1MuxTPhZ4zA+GtWuuzfv/VxmHtNAPryAQ9Km8v7WfMzhGP8HOL9JLu/dM+aDDWGoFgYAqNRXXKcsH/akg3Y9734z9booHmI1ttjOJwFqgJKgmfVKhqd20XpBmN08HwooLAdt3pWr4m4F+WdBchv6VuTOSxgOhL9R1COSRxfgTmR90Gt0JK2nxt5P8637ENpx3kAwNjgBdArjcit/xoTQ5bgcMP3trbJhnGI80vDL7WfEa4nu+pNzAi/E93mDhys3+Syv6qzEBdaD5CO6Xh/rOekGiehoJVY1S9t7Su4sHYF5XW6E4vFQrpWThKxKiMjFs5ilQ1cv/z9A6IYPX/OCBWrVFDZLkSsFl3YgeILOyiPCxXCXEUlXT9cRBwfu/uLWFUq1ci6wTWggS1MY0r1TPjCs9afGJSxALFDpuHKmS22ssNaXQAS0ubgct73yFr0Aq6e/RFll38hnDd+7mp0dzTh9D678AqPzUT6BKK32ipQpy3ZgH2bH8GU69ahOH+nS38ZE++G3hCOE7uJHjyryJ244EnUlZ/BZYcfm1bopuudxSoAjAy6FqebdhL2WQWaY18Lov6MwrYTKGg9iNFB83CyyR7jwHWJgHN7BRSYH/UAsqvehFEdgnBtIq62n7K1I/t/V/V7MFm6XGwEXAXzgqg/o9vcgZ9rPoBRHYLWngbKMf1UAejobcGciHuxq+Z90mvzBbEqz4vJeDU9pg7Wbff98CivL6D2lirkbF7Feu2judfE6csT6PtiLMpnH/AlBuePfoyczatoharUsHk/ygr38XrfcjavQu6P7H/I5Gx+hLmRDADpngmu/daUneT1rJnNPcwN+zkhkakoOp+NA1ufgFrrh6GjbrYdixk8FSqVBvs3r4YhKBYJqXMA9M1GTFuyAUd3rMfpfW8Spvet638Ljn+Ofd+vcvGkqlQaHNj6FAxBsYTzpi3ZgPOHP8KJ3a+QLhfQaA04nP0MqVAVi4uth0n3F7QeBACcbNqOJH/xqoBZRSMAtPY0ID1gKuM5JksXgD5hGqiJsO2nEs0/13xg659uzBnhdyJcm4BdNe9Do9Sxsj/mpjuQ8lhfVaqYW+5C8IQs27GwmfMAAIGZYzF01TMAgODxUzHkb/bCGI7LCtLWvoLg8VNc9nNFlKIAMjJSYTb32ISMzi8YyZk3IjA0CWq1Du2t1Si7nIOqEnGCQA5te8b2evCw6xERNxoarT9aGktw5dyPaGkoFtR/ccFOFBfshEbrj5TRtyI0KgOmrlZUFh9G0YUdLhWnHJHSCyS1h8naf1j0MAxKnw9/YySaG4pw4fgX6OpoEGRLb0+X7ZyQyHQkj1gEP2M4ujtbUH5lP0ou7hbnIkRG6D13fC6kxPmZiE6cAKVKI/iZcOw3Y/xdCA4fCigUaKq9jJJLewQ/a/t/eAwAEByejKSM62AMjkNXRyOqS4+7/Uejp2ioLrC9Lr24B9OWbMClU/Zcmb09fcuCCo5/jmlLNqCkYBdGZP2JIEI72+qQMfFunD/8EeN4jv1FJowFAARHpODE7ldtbY7t3IAhmYtRmGeP0TB1t/G8QvbMj3oAANDSU8fQsv+hgALjQ27oWzYQdgercwJHjbd5Wiu++QRpa19B45G+ZRJ1e/uen+a844i55S4AQOPRXETdsJSyv8ajfcsULqxdgZTVz+Hieu4V32SxKuMzdHU04tzhD9wy1pVzW3Hl3FZJ+jZ1t+Pc4Q8l6dubqas8h7rKc5L131Cdj6M/50vW/0BHqmfi/NFPRO/TSmPtZZzM+Zdk/XszVi/m2YPvoa2R3/rc6pJjSEyfx9uGmCGuHsWOlmre/fGlx9KNndXvum08xyl+ozoEl9uOMZ6jUepgMnfxzlLAZkyNUo/dNey+e0KnzbG9rtnZ99wHjZ6A6BtvR9Fbr6KznBg/Y+7smwVV+RtQ+PqzlH3V7XPN4coGWazKyMjIyMj0Q/gEPen8Q9DV3jfjkZg+D1fO8v+BcvH4F4hPmY2r537i3QcZztH3zms8Y/Uptv0B6jBUdhYiRj8UIZoYJPqPYBSD2VVvYlbE3eg1m5BT9z9Ge3ZWv4t5kctQ2H4cl1qP2PqYF/knnG/ZR7kMwXG8wYYxSPAbJiidFtmYl9uOwajuCzK1wIIuczurvur37XLZF33j7ZRrWy+ufxwxt9yFwMyxLm3I+uKKHGAlIyMjIyPTz5i2ZANam8qgVKqhN4RBqVRj3/eroNUFYOKCJwlC1jGaf9qSDWhrroB/QBQUCiWhnUqtx5Trn0Z95TkER6Yid8tjLueT9Qf0xR+oNX6U7aTC2VMpZn5VXyflsReg1NrXsVb98DUaj+YCIK4v7SwtQtE7ryNg+CjE3vp7AIDZ1A2lRksQptZzHPcpVCqkPmnPB8sUyCVnA5CRkZGRkZEZcDh6YmWh6t3IYlVGRkZGRkZGRsZrkVNXycjIyMjIyMjI+By0nlUZGRkZGRkZGRkZTyJ7VmVkZGRkZGRkZLwWWazKyMjIyMjIyMh4LbJYlZGRkZGRkZGR8VpksSojIyMjIyMjI+O1yGJVRkZGRkZGRkbGa5HFqoyMjIyMjIyMjNfy/wGbUKu+Kp2zEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualization using wordcloud for the neutral tweets\n",
    "words = ' '.join(df[df['airline_sentiment']=='neutral']['text'])\n",
    "cleaned_word = \" \".join([word for word in words.split() if 'http' not in word and not word.startswith('@') and word != 'RT'])\n",
    "wordcloud = WordCloud(stopwords=STOPWORDS, background_color='black', width=3000, height=2500).generate(cleaned_word)\n",
    "plt.figure(1,figsize=(12, 12))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /home/jupyterlab/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tweet_to_words(raw_tweet):\n",
    "    letters_only = re.sub(\"[^a-zA-Z]\", \" \",raw_tweet) \n",
    "    words = letters_only.lower().split()                             \n",
    "    stops = set(stopwords.words(\"english\"))                  \n",
    "    meaningful_words = [w for w in words if not w in stops] \n",
    "    return( \" \".join( meaningful_words )) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_tweet_length(raw_tweet):\n",
    "    letters_only = re.sub(\"[^a-zA-Z]\", \" \",raw_tweet) \n",
    "    words = letters_only.lower().split()                             \n",
    "    stops = set(stopwords.words(\"english\"))                  \n",
    "    meaningful_words = [w for w in words if not w in stops] \n",
    "    return(len(meaningful_words)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['sentiment']=df['airline_sentiment'].apply(lambda x: 0 if x=='negative' else 1)\n",
    "df['clean_tweet']=df['text'].apply(lambda x: tweet_to_words(x))\n",
    "df['Tweet_length']=df['text'].apply(lambda x: clean_tweet_length(x))\n",
    "train,test = train_test_split(df,test_size=0.2,random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_clean_tweet=[]\n",
    "for tweet in train['clean_tweet']:\n",
    "    train_clean_tweet.append(tweet)\n",
    "test_clean_tweet=[]\n",
    "for tweet in test['clean_tweet']:\n",
    "    test_clean_tweet.append(tweet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "v = CountVectorizer(analyzer = \"word\")\n",
    "train_features= v.fit_transform(train_clean_tweet)\n",
    "test_features=v.transform(test_clean_tweet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = [1,2,3,4,5,6]\n",
    "model=[]\n",
    "accuracy=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 value for Log Regr is 0.6451502732240437\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "lr = LogisticRegression(C=0.000000001,solver='liblinear',max_iter=200)\n",
    "lr.fit(train_features,train['sentiment'])\n",
    "y_pred = lr.predict(test_features)\n",
    "r2=lr.score(test_features, test['sentiment'])\n",
    "accuracy.append(r2)\n",
    "model.append('Log Regr')\n",
    "print('R^2 value for Log Regr is '+ str(r2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 value for kNN is 0.5891393442622951\n"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "knn = KNeighborsClassifier(3)\n",
    "knn.fit(train_features,train['sentiment'])\n",
    "knn.predict(test_features)\n",
    "r2=knn.score(test_features, test['sentiment'])\n",
    "accuracy.append(r2)\n",
    "model.append('kNN')\n",
    "print('R^2 value for kNN is '+ str(r2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jupyterlab/conda/envs/python/lib/python3.6/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 value for svc is 0.6451502732240437\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC, LinearSVC, NuSVC\n",
    "svc = SVC(kernel=\"rbf\", C=0.025, probability=True)\n",
    "svc.fit(train_features,train['sentiment'])\n",
    "svc.predict(test_features)\n",
    "r2=svc.score(test_features, test['sentiment'])\n",
    "r2=svc.score(test_features, test['sentiment'])\n",
    "model.append('svc')\n",
    "print('R^2 value for svc is '+ str(r2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 value for decision_tree is 0.7687841530054644\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "decision_tree = DecisionTreeClassifier()\n",
    "decision_tree.fit(train_features,train['sentiment'])\n",
    "decision_tree.predict(test_features)\n",
    "r2=decision_tree.score(test_features, test['sentiment'])\n",
    "accuracy.append(r2)\n",
    "model.append('decision_tree')\n",
    "print('R^2 value for decision_tree is '+ str(r2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 value for random_forest is 0.8148907103825137\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "random_forest = RandomForestClassifier(n_estimators=200)\n",
    "random_forest.fit(train_features,train['sentiment'])\n",
    "random_forest.predict(test_features)\n",
    "r2=random_forest.score(test_features, test['sentiment'])\n",
    "accuracy.append(r2)\n",
    "model.append('random_forest')\n",
    "print('R^2 value for random_forest is '+ str(r2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 value for naive_bayes is 0.5724043715846995\n"
     ]
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "naive_bayes = GaussianNB()\n",
    "naive_bayes.fit(train_features.toarray(),train['sentiment'])\n",
    "random_forest.predict(test_features.toarray())\n",
    "r2=naive_bayes.score(test_features.toarray(), test['sentiment'])\n",
    "accuracy.append(r2)\n",
    "model.append('naive_bayes')\n",
    "print('R^2 value for naive_bayes is '+ str(r2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC, LinearSVC, NuSVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "Classifiers = [\n",
    "    LogisticRegression(C=0.000000001,solver='liblinear',max_iter=200),\n",
    "    KNeighborsClassifier(3),\n",
    "    SVC(kernel=\"rbf\", C=0.025, probability=True, gamma='scale'),\n",
    "    DecisionTreeClassifier(),\n",
    "    RandomForestClassifier(n_estimators=200),\n",
    "    GaussianNB()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of LogisticRegressionis 0.6451502732240437\n",
      "Accuracy of KNeighborsClassifieris 0.5891393442622951\n",
      "Accuracy of SVCis 0.6451502732240437\n",
      "Accuracy of DecisionTreeClassifieris 0.7581967213114754\n",
      "Accuracy of RandomForestClassifieris 0.8128415300546448\n",
      "Accuracy of GaussianNBis 0.5724043715846995\n"
     ]
    }
   ],
   "source": [
    "dense_features=train_features.toarray()\n",
    "dense_test= test_features.toarray()\n",
    "Accuracy=[]\n",
    "Model=[]\n",
    "for classifier in Classifiers:\n",
    "    try:\n",
    "        fit = classifier.fit(train_features,train['sentiment'])\n",
    "        pred = fit.predict(test_features)\n",
    "    except Exception:\n",
    "        fit = classifier.fit(dense_features,train['sentiment'])\n",
    "        pred = fit.predict(dense_test)\n",
    "    accuracy = accuracy_score(pred,test['sentiment'])\n",
    "    Accuracy.append(accuracy)\n",
    "    Model.append(classifier.__class__.__name__)\n",
    "    print('Accuracy of '+classifier.__class__.__name__+'is '+str(accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Accuracies of Models')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Index = [1,2,3,4,5,6]\n",
    "plt.bar(Index,Accuracy)\n",
    "plt.xticks(Index, Model,rotation=45)\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Model')\n",
    "plt.title('Accuracies of Models')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python",
   "language": "python",
   "name": "conda-env-python-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}