World happiness report-14June.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#datasets: https://www.kaggle.com/ajaypalsinghlo/world-happiness-report-2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from matplotlib import figure\n",
    "sns.set_theme()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country name</th>\n",
       "      <th>Regional indicator</th>\n",
       "      <th>Ladder score</th>\n",
       "      <th>Standard error of ladder score</th>\n",
       "      <th>upperwhisker</th>\n",
       "      <th>lowerwhisker</th>\n",
       "      <th>Logged GDP per capita</th>\n",
       "      <th>Social support</th>\n",
       "      <th>Healthy life expectancy</th>\n",
       "      <th>Freedom to make life choices</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Perceptions of corruption</th>\n",
       "      <th>Ladder score in Dystopia</th>\n",
       "      <th>Explained by: Log GDP per capita</th>\n",
       "      <th>Explained by: Social support</th>\n",
       "      <th>Explained by: Healthy life expectancy</th>\n",
       "      <th>Explained by: Freedom to make life choices</th>\n",
       "      <th>Explained by: Generosity</th>\n",
       "      <th>Explained by: Perceptions of corruption</th>\n",
       "      <th>Dystopia + residual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Finland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.842</td>\n",
       "      <td>0.032</td>\n",
       "      <td>7.904</td>\n",
       "      <td>7.780</td>\n",
       "      <td>10.775</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.949</td>\n",
       "      <td>-0.098</td>\n",
       "      <td>0.186</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.446</td>\n",
       "      <td>1.106</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.691</td>\n",
       "      <td>0.124</td>\n",
       "      <td>0.481</td>\n",
       "      <td>3.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.620</td>\n",
       "      <td>0.035</td>\n",
       "      <td>7.687</td>\n",
       "      <td>7.552</td>\n",
       "      <td>10.933</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.7</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.179</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.502</td>\n",
       "      <td>1.108</td>\n",
       "      <td>0.763</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.485</td>\n",
       "      <td>2.868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.571</td>\n",
       "      <td>0.036</td>\n",
       "      <td>7.643</td>\n",
       "      <td>7.500</td>\n",
       "      <td>11.117</td>\n",
       "      <td>0.942</td>\n",
       "      <td>74.4</td>\n",
       "      <td>0.919</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.292</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.566</td>\n",
       "      <td>1.079</td>\n",
       "      <td>0.816</td>\n",
       "      <td>0.653</td>\n",
       "      <td>0.204</td>\n",
       "      <td>0.413</td>\n",
       "      <td>2.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.554</td>\n",
       "      <td>0.059</td>\n",
       "      <td>7.670</td>\n",
       "      <td>7.438</td>\n",
       "      <td>10.878</td>\n",
       "      <td>0.983</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.673</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.482</td>\n",
       "      <td>1.172</td>\n",
       "      <td>0.772</td>\n",
       "      <td>0.698</td>\n",
       "      <td>0.293</td>\n",
       "      <td>0.170</td>\n",
       "      <td>2.967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.464</td>\n",
       "      <td>0.027</td>\n",
       "      <td>7.518</td>\n",
       "      <td>7.410</td>\n",
       "      <td>10.932</td>\n",
       "      <td>0.942</td>\n",
       "      <td>72.4</td>\n",
       "      <td>0.913</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.338</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.501</td>\n",
       "      <td>1.079</td>\n",
       "      <td>0.753</td>\n",
       "      <td>0.647</td>\n",
       "      <td>0.302</td>\n",
       "      <td>0.384</td>\n",
       "      <td>2.798</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country name Regional indicator  Ladder score  \\\n",
       "0      Finland     Western Europe         7.842   \n",
       "1      Denmark     Western Europe         7.620   \n",
       "2  Switzerland     Western Europe         7.571   \n",
       "3      Iceland     Western Europe         7.554   \n",
       "4  Netherlands     Western Europe         7.464   \n",
       "\n",
       "   Standard error of ladder score  upperwhisker  lowerwhisker  \\\n",
       "0                           0.032         7.904         7.780   \n",
       "1                           0.035         7.687         7.552   \n",
       "2                           0.036         7.643         7.500   \n",
       "3                           0.059         7.670         7.438   \n",
       "4                           0.027         7.518         7.410   \n",
       "\n",
       "   Logged GDP per capita  Social support  Healthy life expectancy  \\\n",
       "0                 10.775           0.954                     72.0   \n",
       "1                 10.933           0.954                     72.7   \n",
       "2                 11.117           0.942                     74.4   \n",
       "3                 10.878           0.983                     73.0   \n",
       "4                 10.932           0.942                     72.4   \n",
       "\n",
       "   Freedom to make life choices  Generosity  Perceptions of corruption  \\\n",
       "0                         0.949      -0.098                      0.186   \n",
       "1                         0.946       0.030                      0.179   \n",
       "2                         0.919       0.025                      0.292   \n",
       "3                         0.955       0.160                      0.673   \n",
       "4                         0.913       0.175                      0.338   \n",
       "\n",
       "   Ladder score in Dystopia  Explained by: Log GDP per capita  \\\n",
       "0                      2.43                             1.446   \n",
       "1                      2.43                             1.502   \n",
       "2                      2.43                             1.566   \n",
       "3                      2.43                             1.482   \n",
       "4                      2.43                             1.501   \n",
       "\n",
       "   Explained by: Social support  Explained by: Healthy life expectancy  \\\n",
       "0                         1.106                                  0.741   \n",
       "1                         1.108                                  0.763   \n",
       "2                         1.079                                  0.816   \n",
       "3                         1.172                                  0.772   \n",
       "4                         1.079                                  0.753   \n",
       "\n",
       "   Explained by: Freedom to make life choices  Explained by: Generosity  \\\n",
       "0                                       0.691                     0.124   \n",
       "1                                       0.686                     0.208   \n",
       "2                                       0.653                     0.204   \n",
       "3                                       0.698                     0.293   \n",
       "4                                       0.647                     0.302   \n",
       "\n",
       "   Explained by: Perceptions of corruption  Dystopia + residual  \n",
       "0                                    0.481                3.253  \n",
       "1                                    0.485                2.868  \n",
       "2                                    0.413                2.839  \n",
       "3                                    0.170                2.967  \n",
       "4                                    0.384                2.798  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#load and read csv\n",
    "\n",
    "df=pd.read_csv(\"world-happiness-report-2021.csv\")\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#rename the columns and read first 5 rows\n",
    "\n",
    "df.rename(columns={'Country name':'country','Regional indicator':'region','Ladder score':'score', \\\n",
    "                  'Standard error of ladder score':'stderr_score','Logged GDP per capita':'gdp', \\\n",
    "                   'Social support':'social_support','Healthy life expectancy':'life_expectancy',\\\n",
    "                  'Freedom to make life choices':'freedom','Generosity':'generosity',\\\n",
    "                  'Perceptions of corruption':'corruption_perception',},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>score</th>\n",
       "      <th>stderr_score</th>\n",
       "      <th>upperwhisker</th>\n",
       "      <th>lowerwhisker</th>\n",
       "      <th>gdp</th>\n",
       "      <th>social_support</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>freedom</th>\n",
       "      <th>generosity</th>\n",
       "      <th>corruption_perception</th>\n",
       "      <th>Ladder score in Dystopia</th>\n",
       "      <th>Explained by: Log GDP per capita</th>\n",
       "      <th>Explained by: Social support</th>\n",
       "      <th>Explained by: Healthy life expectancy</th>\n",
       "      <th>Explained by: Freedom to make life choices</th>\n",
       "      <th>Explained by: Generosity</th>\n",
       "      <th>Explained by: Perceptions of corruption</th>\n",
       "      <th>Dystopia + residual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Finland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.842</td>\n",
       "      <td>0.032</td>\n",
       "      <td>7.904</td>\n",
       "      <td>7.780</td>\n",
       "      <td>10.775</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.949</td>\n",
       "      <td>-0.098</td>\n",
       "      <td>0.186</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.446</td>\n",
       "      <td>1.106</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.691</td>\n",
       "      <td>0.124</td>\n",
       "      <td>0.481</td>\n",
       "      <td>3.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.620</td>\n",
       "      <td>0.035</td>\n",
       "      <td>7.687</td>\n",
       "      <td>7.552</td>\n",
       "      <td>10.933</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.7</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.179</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.502</td>\n",
       "      <td>1.108</td>\n",
       "      <td>0.763</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.485</td>\n",
       "      <td>2.868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.571</td>\n",
       "      <td>0.036</td>\n",
       "      <td>7.643</td>\n",
       "      <td>7.500</td>\n",
       "      <td>11.117</td>\n",
       "      <td>0.942</td>\n",
       "      <td>74.4</td>\n",
       "      <td>0.919</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.292</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.566</td>\n",
       "      <td>1.079</td>\n",
       "      <td>0.816</td>\n",
       "      <td>0.653</td>\n",
       "      <td>0.204</td>\n",
       "      <td>0.413</td>\n",
       "      <td>2.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.554</td>\n",
       "      <td>0.059</td>\n",
       "      <td>7.670</td>\n",
       "      <td>7.438</td>\n",
       "      <td>10.878</td>\n",
       "      <td>0.983</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.673</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.482</td>\n",
       "      <td>1.172</td>\n",
       "      <td>0.772</td>\n",
       "      <td>0.698</td>\n",
       "      <td>0.293</td>\n",
       "      <td>0.170</td>\n",
       "      <td>2.967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.464</td>\n",
       "      <td>0.027</td>\n",
       "      <td>7.518</td>\n",
       "      <td>7.410</td>\n",
       "      <td>10.932</td>\n",
       "      <td>0.942</td>\n",
       "      <td>72.4</td>\n",
       "      <td>0.913</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.338</td>\n",
       "      <td>2.43</td>\n",
       "      <td>1.501</td>\n",
       "      <td>1.079</td>\n",
       "      <td>0.753</td>\n",
       "      <td>0.647</td>\n",
       "      <td>0.302</td>\n",
       "      <td>0.384</td>\n",
       "      <td>2.798</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country          region  score  stderr_score  upperwhisker  \\\n",
       "0      Finland  Western Europe  7.842         0.032         7.904   \n",
       "1      Denmark  Western Europe  7.620         0.035         7.687   \n",
       "2  Switzerland  Western Europe  7.571         0.036         7.643   \n",
       "3      Iceland  Western Europe  7.554         0.059         7.670   \n",
       "4  Netherlands  Western Europe  7.464         0.027         7.518   \n",
       "\n",
       "   lowerwhisker     gdp  social_support  life_expectancy  freedom  generosity  \\\n",
       "0         7.780  10.775           0.954             72.0    0.949      -0.098   \n",
       "1         7.552  10.933           0.954             72.7    0.946       0.030   \n",
       "2         7.500  11.117           0.942             74.4    0.919       0.025   \n",
       "3         7.438  10.878           0.983             73.0    0.955       0.160   \n",
       "4         7.410  10.932           0.942             72.4    0.913       0.175   \n",
       "\n",
       "   corruption_perception  Ladder score in Dystopia  \\\n",
       "0                  0.186                      2.43   \n",
       "1                  0.179                      2.43   \n",
       "2                  0.292                      2.43   \n",
       "3                  0.673                      2.43   \n",
       "4                  0.338                      2.43   \n",
       "\n",
       "   Explained by: Log GDP per capita  Explained by: Social support  \\\n",
       "0                             1.446                         1.106   \n",
       "1                             1.502                         1.108   \n",
       "2                             1.566                         1.079   \n",
       "3                             1.482                         1.172   \n",
       "4                             1.501                         1.079   \n",
       "\n",
       "   Explained by: Healthy life expectancy  \\\n",
       "0                                  0.741   \n",
       "1                                  0.763   \n",
       "2                                  0.816   \n",
       "3                                  0.772   \n",
       "4                                  0.753   \n",
       "\n",
       "   Explained by: Freedom to make life choices  Explained by: Generosity  \\\n",
       "0                                       0.691                     0.124   \n",
       "1                                       0.686                     0.208   \n",
       "2                                       0.653                     0.204   \n",
       "3                                       0.698                     0.293   \n",
       "4                                       0.647                     0.302   \n",
       "\n",
       "   Explained by: Perceptions of corruption  Dystopia + residual  \n",
       "0                                    0.481                3.253  \n",
       "1                                    0.485                2.868  \n",
       "2                                    0.413                2.839  \n",
       "3                                    0.170                2.967  \n",
       "4                                    0.384                2.798  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['country', 'region', 'score', 'stderr_score', 'upperwhisker',\n",
       "       'lowerwhisker', 'gdp', 'social_support', 'life_expectancy', 'freedom',\n",
       "       'generosity', 'corruption_perception', 'Ladder score in Dystopia',\n",
       "       'Explained by: Log GDP per capita', 'Explained by: Social support',\n",
       "       'Explained by: Healthy life expectancy',\n",
       "       'Explained by: Freedom to make life choices',\n",
       "       'Explained by: Generosity', 'Explained by: Perceptions of corruption',\n",
       "       'Dystopia + residual'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop columns and display first 5 rows\n",
    "\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>score</th>\n",
       "      <th>stderr_score</th>\n",
       "      <th>upperwhisker</th>\n",
       "      <th>lowerwhisker</th>\n",
       "      <th>gdp</th>\n",
       "      <th>social_support</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>freedom</th>\n",
       "      <th>generosity</th>\n",
       "      <th>corruption_perception</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Finland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.842</td>\n",
       "      <td>0.032</td>\n",
       "      <td>7.904</td>\n",
       "      <td>7.780</td>\n",
       "      <td>10.775</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.949</td>\n",
       "      <td>-0.098</td>\n",
       "      <td>0.186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.620</td>\n",
       "      <td>0.035</td>\n",
       "      <td>7.687</td>\n",
       "      <td>7.552</td>\n",
       "      <td>10.933</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.7</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.571</td>\n",
       "      <td>0.036</td>\n",
       "      <td>7.643</td>\n",
       "      <td>7.500</td>\n",
       "      <td>11.117</td>\n",
       "      <td>0.942</td>\n",
       "      <td>74.4</td>\n",
       "      <td>0.919</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.554</td>\n",
       "      <td>0.059</td>\n",
       "      <td>7.670</td>\n",
       "      <td>7.438</td>\n",
       "      <td>10.878</td>\n",
       "      <td>0.983</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.464</td>\n",
       "      <td>0.027</td>\n",
       "      <td>7.518</td>\n",
       "      <td>7.410</td>\n",
       "      <td>10.932</td>\n",
       "      <td>0.942</td>\n",
       "      <td>72.4</td>\n",
       "      <td>0.913</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.338</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country          region  score  stderr_score  upperwhisker  \\\n",
       "0      Finland  Western Europe  7.842         0.032         7.904   \n",
       "1      Denmark  Western Europe  7.620         0.035         7.687   \n",
       "2  Switzerland  Western Europe  7.571         0.036         7.643   \n",
       "3      Iceland  Western Europe  7.554         0.059         7.670   \n",
       "4  Netherlands  Western Europe  7.464         0.027         7.518   \n",
       "\n",
       "   lowerwhisker     gdp  social_support  life_expectancy  freedom  generosity  \\\n",
       "0         7.780  10.775           0.954             72.0    0.949      -0.098   \n",
       "1         7.552  10.933           0.954             72.7    0.946       0.030   \n",
       "2         7.500  11.117           0.942             74.4    0.919       0.025   \n",
       "3         7.438  10.878           0.983             73.0    0.955       0.160   \n",
       "4         7.410  10.932           0.942             72.4    0.913       0.175   \n",
       "\n",
       "   corruption_perception  \n",
       "0                  0.186  \n",
       "1                  0.179  \n",
       "2                  0.292  \n",
       "3                  0.673  \n",
       "4                  0.338  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop(['Ladder score in Dystopia',\\\n",
    "       'Explained by: Log GDP per capita', 'Explained by: Social support',\\\n",
    "       'Explained by: Healthy life expectancy',\\\n",
    "       'Explained by: Freedom to make life choices',\\\n",
    "       'Explained by: Generosity', 'Explained by: Perceptions of corruption',\\\n",
    "       'Dystopia + residual'],axis=1, inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>score</th>\n",
       "      <th>stderr_score</th>\n",
       "      <th>upperwhisker</th>\n",
       "      <th>lowerwhisker</th>\n",
       "      <th>gdp</th>\n",
       "      <th>social_support</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>freedom</th>\n",
       "      <th>generosity</th>\n",
       "      <th>corruption_perception</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.470787</td>\n",
       "      <td>0.999347</td>\n",
       "      <td>0.999396</td>\n",
       "      <td>0.789760</td>\n",
       "      <td>0.756888</td>\n",
       "      <td>0.768099</td>\n",
       "      <td>0.607753</td>\n",
       "      <td>-0.017799</td>\n",
       "      <td>-0.421140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stderr_score</th>\n",
       "      <td>-0.470787</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.438612</td>\n",
       "      <td>-0.501150</td>\n",
       "      <td>-0.645799</td>\n",
       "      <td>-0.530815</td>\n",
       "      <td>-0.583805</td>\n",
       "      <td>-0.275182</td>\n",
       "      <td>0.138349</td>\n",
       "      <td>0.276997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>upperwhisker</th>\n",
       "      <td>0.999347</td>\n",
       "      <td>-0.438612</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.997489</td>\n",
       "      <td>0.777995</td>\n",
       "      <td>0.749215</td>\n",
       "      <td>0.758455</td>\n",
       "      <td>0.607797</td>\n",
       "      <td>-0.012616</td>\n",
       "      <td>-0.417560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lowerwhisker</th>\n",
       "      <td>0.999396</td>\n",
       "      <td>-0.501150</td>\n",
       "      <td>0.997489</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.800064</td>\n",
       "      <td>0.763299</td>\n",
       "      <td>0.776364</td>\n",
       "      <td>0.606944</td>\n",
       "      <td>-0.022794</td>\n",
       "      <td>-0.423976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gdp</th>\n",
       "      <td>0.789760</td>\n",
       "      <td>-0.645799</td>\n",
       "      <td>0.777995</td>\n",
       "      <td>0.800064</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.785299</td>\n",
       "      <td>0.859461</td>\n",
       "      <td>0.432323</td>\n",
       "      <td>-0.199286</td>\n",
       "      <td>-0.342337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>social_support</th>\n",
       "      <td>0.756888</td>\n",
       "      <td>-0.530815</td>\n",
       "      <td>0.749215</td>\n",
       "      <td>0.763299</td>\n",
       "      <td>0.785299</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.723256</td>\n",
       "      <td>0.482930</td>\n",
       "      <td>-0.114946</td>\n",
       "      <td>-0.203207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>life_expectancy</th>\n",
       "      <td>0.768099</td>\n",
       "      <td>-0.583805</td>\n",
       "      <td>0.758455</td>\n",
       "      <td>0.776364</td>\n",
       "      <td>0.859461</td>\n",
       "      <td>0.723256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.461494</td>\n",
       "      <td>-0.161750</td>\n",
       "      <td>-0.364374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freedom</th>\n",
       "      <td>0.607753</td>\n",
       "      <td>-0.275182</td>\n",
       "      <td>0.607797</td>\n",
       "      <td>0.606944</td>\n",
       "      <td>0.432323</td>\n",
       "      <td>0.482930</td>\n",
       "      <td>0.461494</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.169437</td>\n",
       "      <td>-0.401363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>generosity</th>\n",
       "      <td>-0.017799</td>\n",
       "      <td>0.138349</td>\n",
       "      <td>-0.012616</td>\n",
       "      <td>-0.022794</td>\n",
       "      <td>-0.199286</td>\n",
       "      <td>-0.114946</td>\n",
       "      <td>-0.161750</td>\n",
       "      <td>0.169437</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.163962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>corruption_perception</th>\n",
       "      <td>-0.421140</td>\n",
       "      <td>0.276997</td>\n",
       "      <td>-0.417560</td>\n",
       "      <td>-0.423976</td>\n",
       "      <td>-0.342337</td>\n",
       "      <td>-0.203207</td>\n",
       "      <td>-0.364374</td>\n",
       "      <td>-0.401363</td>\n",
       "      <td>-0.163962</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          score  stderr_score  upperwhisker  lowerwhisker  \\\n",
       "score                  1.000000     -0.470787      0.999347      0.999396   \n",
       "stderr_score          -0.470787      1.000000     -0.438612     -0.501150   \n",
       "upperwhisker           0.999347     -0.438612      1.000000      0.997489   \n",
       "lowerwhisker           0.999396     -0.501150      0.997489      1.000000   \n",
       "gdp                    0.789760     -0.645799      0.777995      0.800064   \n",
       "social_support         0.756888     -0.530815      0.749215      0.763299   \n",
       "life_expectancy        0.768099     -0.583805      0.758455      0.776364   \n",
       "freedom                0.607753     -0.275182      0.607797      0.606944   \n",
       "generosity            -0.017799      0.138349     -0.012616     -0.022794   \n",
       "corruption_perception -0.421140      0.276997     -0.417560     -0.423976   \n",
       "\n",
       "                            gdp  social_support  life_expectancy   freedom  \\\n",
       "score                  0.789760        0.756888         0.768099  0.607753   \n",
       "stderr_score          -0.645799       -0.530815        -0.583805 -0.275182   \n",
       "upperwhisker           0.777995        0.749215         0.758455  0.607797   \n",
       "lowerwhisker           0.800064        0.763299         0.776364  0.606944   \n",
       "gdp                    1.000000        0.785299         0.859461  0.432323   \n",
       "social_support         0.785299        1.000000         0.723256  0.482930   \n",
       "life_expectancy        0.859461        0.723256         1.000000  0.461494   \n",
       "freedom                0.432323        0.482930         0.461494  1.000000   \n",
       "generosity            -0.199286       -0.114946        -0.161750  0.169437   \n",
       "corruption_perception -0.342337       -0.203207        -0.364374 -0.401363   \n",
       "\n",
       "                       generosity  corruption_perception  \n",
       "score                   -0.017799              -0.421140  \n",
       "stderr_score             0.138349               0.276997  \n",
       "upperwhisker            -0.012616              -0.417560  \n",
       "lowerwhisker            -0.022794              -0.423976  \n",
       "gdp                     -0.199286              -0.342337  \n",
       "social_support          -0.114946              -0.203207  \n",
       "life_expectancy         -0.161750              -0.364374  \n",
       "freedom                  0.169437              -0.401363  \n",
       "generosity               1.000000              -0.163962  \n",
       "corruption_perception   -0.163962               1.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# review correlation between features\n",
    "\n",
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Western Europe', 'North America and ANZ',\n",
       "       'Middle East and North Africa', 'Latin America and Caribbean',\n",
       "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\n",
       "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\n",
       "       'South Asia'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#display unique values of region column\n",
    "\n",
    "df.region.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#create dataframe by regions, and score against social support\n",
    "\n",
    "df1=df.loc[df['region']=='Western Europe',['region','score','social_support']]\n",
    "df2=df.loc[df['region']=='North America and ANZ',['region','score','social_support']]\n",
    "df3=df.loc[df['region']=='Middle East and North Africa',['region','score','social_support']]\n",
    "df4=df.loc[df['region']=='Latin America and Caribbean',['region','score','social_support']]\n",
    "df5=df.loc[df['region']=='Central and Eastern Europe',['region','score','social_support']]\n",
    "df6=df.loc[df['region']=='East Asia',['region','score','social_support']]\n",
    "df7=df.loc[df['region']=='Southeast Asia',['region','score','social_support']]\n",
    "df8=df.loc[df['region']=='Commonwealth of Independent States',['region','score','social_support']]\n",
    "df9=df.loc[df['region']=='Sub-Saharan Africa',['region','score','social_support']]\n",
    "df10=df.loc[df['region']=='South Asia',['region','score','social_support']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#display scatter plot between score and social support\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(11, 7)\n",
    "\n",
    "plt.scatter(x=df1.social_support, y=df1.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df2.social_support, y=df2.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df3.social_support, y=df3.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df4.social_support, y=df4.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df5.social_support, y=df5.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df6.social_support, y=df6.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df7.social_support, y=df7.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df8.social_support, y=df8.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df9.social_support, y=df9.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df10.social_support, y=df10.score, s=100,edgecolors='black');\n",
    "plt.xlabel('Family & Social Support');\n",
    "plt.ylabel('Happiness');\n",
    "plt.legend(['Western Europe', 'North America and ANZ',\\\n",
    "       'Middle East and North Africa', 'Latin America and Caribbean',\\\n",
    "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\\\n",
    "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\\\n",
    "       'South Asia']);\n",
    "plt.title('Family & Social Support vs Happiness');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>score</th>\n",
       "      <th>social_support</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.756888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>social_support</th>\n",
       "      <td>0.756888</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   score  social_support\n",
       "score           1.000000        0.756888\n",
       "social_support  0.756888        1.000000"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concatenate scores and social support dataframes, display correlation score\n",
    "\n",
    "fr_social_sup = [df1,df2,df3,df4,df5,df6,df7,df8,df9, df10]\n",
    "df_social_sup = pd.concat(fr_social_sup)\n",
    "df_social_sup.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataframe by regions, and score against life expectancy\n",
    "\n",
    "df1a=df.loc[df['region']=='Western Europe',['region','score','life_expectancy']]\n",
    "df2a=df.loc[df['region']=='North America and ANZ',['region','score','life_expectancy']]\n",
    "df3a=df.loc[df['region']=='Middle East and North Africa',['region','score','life_expectancy']]\n",
    "df4a=df.loc[df['region']=='Latin America and Caribbean',['region','score','life_expectancy']]\n",
    "df5a=df.loc[df['region']=='Central and Eastern Europe',['region','score','life_expectancy']]\n",
    "df6a=df.loc[df['region']=='East Asia',['region','score','life_expectancy']]\n",
    "df7a=df.loc[df['region']=='Southeast Asia',['region','score','life_expectancy']]\n",
    "df8a=df.loc[df['region']=='Commonwealth of Independent States',['region','score','life_expectancy']]\n",
    "df9a=df.loc[df['region']=='Sub-Saharan Africa',['region','score','life_expectancy']]\n",
    "df10a=df.loc[df['region']=='South Asia',['region','score','life_expectancy']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HwkG8h1SqqiqUK1cm888K6qJ16tTB19eXpKQkFAoFp0+fpn79+gV1OUEQBEEQBOELKrBOZIsWLejUqRO2trZ07dqVlJQUHB0dC+pymZJKg5k8ZSIGhnpU0tXCwFCPyVMmIpUGf3bdY8eO5Pz5s8q/r1z5D9bWLXn//r3yWLduHQgPD8tVvRcvXmDXrm2f3b5/8/Q8TMeObRk0qE+6P3fv3sn3awmCIAiCUPQVaLJxR0fHL95xTOPt7YWDkwNVja0wtZ1HSY2KJMe95OLd07hbt8HNxQ1Ly3Z5rr9xY3Nu375Jq1Y/AuDnd5Xvv6/PrVs3aNzYnOfPQyhZsiSVK1fJVb337wfmuU2f0qJFK6ZNm11g9QuCIAiC8N9RaHes+RxSaTAOTg40tJmEdpU6yuOltSpjYNGX8jUb4+DkgPfJM+jp6efpGo0bm7N8+V8AvHoVSbFixfjxR0uuXLlE48bm3LwZgLl5MwCOHTvCnj07kcsVGBnV4fffJyGRSJg3bw6PHz8CoHv3ntSv35CDB/cBoKtbmTZtrPjrr0UEBz9GLpfTt+8ArK074Ol5mGPHjhAbG0Pz5q149SqS0qXL8ODBPV69imTQoGF06tQ1x/fi7+/Hhg2urFzpCsD8+bMxMWmMiUljxo37BU1NLdTV1fnrr5UsX74UP79rqKhA+/Y29Os3CH9/PzZvXo9EokZ4eCjGxt8zadIMihcvnum9f06qJ0EQBOHLk0qDcXFdi4fHHuLiotHQ0MbOridOjsPz/O+o8O0rkqHOLq5rqWpsla4D+THtKnWoamyJq5tLnq9hZFSX0NDnvH37litXLtGkSTOaNGnG1auXAf7fiWxKcPBjDh8+wJo1G9i0aQfa2jrs3LmV27dvEhcXx8aNO1i8eBk3bwagp6dPt262dOtmS6dOXdm8eT1GRnXZsGEbq1a5smXLBkJDnwMQGfmSDRu24+Q0CoCXL1+wevU6Fi78i1WrlmXaZh+f8+mmsh0cBn7yPp89e8rMmXP555/VHDjgwYsXL9i8eSdubls4d+40vr4+ANy+fYuxY8exY4cHb9++Y98+9yzvXRAEQfh2eHt7YWndhot3X2NqO4+OY/ZgajuPi3dfY2ndBm9vr6/dROErKZIjkR4eqV/g2alibImHxwycF+RtO0aJRML339fj/v17XL16CVtbe6pUqcqbN2+Ii4vjzp1b/PrrOI4fP8rz5yE4OQ0GICXlPYaGdejevQfPnj3h999H06xZc0aN+jXDNfz8rvL27RuOHj0EwJs3b5TrOQ0N66Cm9uH1NWnSFBUVFfT1axEXF5tpm/Myna2traOckvf3v4aNTWckEgkSiQRr645cv36V5s1b0aiRCTVq1ASgQwcbDh3aT7FixTK9d0EQBOHb8CVm9oRvV5HsRMbFRVNSI/tEyCXLViAuNvqzrmNqas7t2zcIDAxkxozUyHMzsyb4+JxDU1OL0qXLIJPJadvWirFjJwCQlJSETCajbNmy7Nixl0uXLnHp0kWGDOnH1q3u6eqXy2XMmDEXI6PUb9yoqNdoaGji5XUsw5Rw8eKpf89LEvZ/n5OSkqL8/4+vk3EjegWy1LxLSCSSdOUkEkmW9y4IgiB8G3Izs5fXQRnh21Ukp7M1NLRJjnuZbZnk+Eg0NLU/6zpmZuYcP+5JrVq1lKOC5uZN2bVrG+bmTQEwMWnM+fNniY6OQqFQsHSpM+7uO/DxOccff8zAwqIFY8eOp2TJkrx8+eL/na/UjpapqTkHDuwF4NWrVwwc+DMvXkR8Vpszo6mpRVhYKG/fviUuLpabNwMyLde4sRnHjh1FJpPx5s0bvLyOY2JiBsCtWzeIjHyJXC7n+PGjNG1qkeW9C4IgCN8GD489VDFum22Z1Jm9PV+oRUJhUiRHIu3senLx7mkMLPpmWSYs0Bs7u56fdR19/drExcVibt5DeaxxY3Nmzpys7EQaGBgyeLADY8YMR6FQULu2If36DUIikXD+/Bn697enePHitG9vQ61atYmPj2P+/Nno6OgwZIgDS5cuon9/e+RyOSNHjqFq1WpZdvI+JW1N5Md69epDx46d+eGH5vTvb0/lylVo2NAk0/O7dbMjJOQZgwb9TEpKCu3adaR16zb4+/tRvnwF5s2bRWTkS8zNm9Kly09IJJJM710QBEH4NnypmT3h21Rg2x5+rn/vWBMR8RRd3e9ydK5UGoyldZsMazjSRIfd56bnoq++hqOo7JTy7+jub01ReQ9fUm6+H3NK7A7x9Yl3UDgUpvdgYKiHqe08SmtVzrJMYkw4AftnEPTg83MwFyaF6T18TV9lx5qvSU9PHzcXN256LuKh7zYSY8KRy1JIjAnnoe82bnouws3FTSwCFgRBEIRs2Nn1JCzwdLZl8mNmT/g2FcnpbABLy3Z4nzyDq5sLHh4ziIuNRkMzNa+V4zIRRZafTE3NMDU1+9rNEARBEPKZk+Nw3K3bUL5m4yxn9kIDvXFcduYrtE742orkdPa3QkyjFg7iPeSemM4umsQ7KBwK23v4sAOcJVWMLSlZtgLJ8ZGEBXoTGuj92TvAFVaF7T18LdlNZxfZkUhBEARBED6fmNkTsiI6kYIgCIIgZEtPTx/nBYtELkghnSIZWCMIgiAIgiAUrCLdiZRKg5k+dTzGRjXQ1dXE2KgG06eOV24dKAiCIAiCIORNke1Eent70bFdSySPfHAf1IR7s7rhPqgJkkc+dGzX8rM3jA8PD6NFCzOuXbuc7niPHl0IDw/LcT1hYaE4O88BUvMtjh7tmKPzpk2bwMCBvXPe4Fy6fz+QhQvnFlj9OZHd8/DxOU+LFmbcv38v3fEePbrg6ro63bH582fj6XmYt2/fMGhQn3R/2rdvzfz5cwrsHgRBEP6rpNJgJk+ZiIGhHpV0tTAw1GPylIliIKcIKZKdSKk0mFHDB+PSy5TxVnX4rlwZ1CSqfFeuDOOt6uDSy5RRwwd/9heympoaixbNJykpMc91RESEExr6PFfnxMTEEBQURMmSpbh9+2aer52dOnWMmTx5RoHUnR88PQ/Tpo0VBw/uy/CZu/uODJ1LAHX1EmzatEP5Z/z4KRQrVpz+/Qd+iSYLgiD8Z3h7e2Fp3YaLd19jajuPjmP2YGo7j4t3X2Np3eazB3KEwqFIBtasd1tNL5PqmNYol+nnpjXKYW9SjQ3r1jB3/uI8X6d8+QqYmzdlxYp/mDRpWobPt2zZgJfXMVRVVTE3b8bIkWN4+fIF48b9gqamFiVKlCAq6jVhYaEsXbqINm0siYmJYfz4MYSGPqdGje+YO3cRxYsXT1evl9cxGjUyQV+/NgcOeFC/fkMgtWPl6+tDXFwsr15F0q2bLREREfj7X0NDQ5MlS5ajrq7OsWNH2LNnJ3K5AiOjOvz++yTU1dXp3NkKIyNjXr9+xahRY9i8eQMrV7ry8OED/vxzAW/fvkFDQ5OZM+eio1OOpUsXEhz8mKioKGrXrs3s2fNRVy+Rrq0uLqu4fv0acXFxlC9fnjlznNHRKUe3bu358UdLbt26gUSixpw5zlSpUpWrVy+zfPlfFC9enO++q5npc4+JicHf/xobN+5g8OA+jB79K6VLf0g/0L//YBYsmM369dsoVqxYpnVER0czc+Zkxo2bRI0a34kUP4IgCPlEKg3Gwckhw65xpbUqY2DRl/I1G+Pg5PDVd40TPl+RHInc5+FOT5Nq2ZaxN6nOPo/dn32t0aPHcvXqpQzT2pcuXcTH5zzr1m1lw4bthIaGcOCABwDPnj1l5sy5rFixhl9/HY+RUV3GjZsEwIsXEfz++yS2b99LVNRr/PyuZrimp+dh2ra1om1bK86e9SYuLlb52b17d3F2XsJff61kxYq/adbMgs2bdwFw9eolgoMfc/jwAdas2cCmTTvQ1tZh586tQGrnrG/fAWzatAOJ5MPvF3/8MYNBg4axZctuLC3bsWfPLu7cuYWaWjFcXDaye/d+4uPjuXTpYrp2Pn8ewrNnT1i7dgO7du2jUiVdTpw4BsDr169p3LgJGzfuoGFDEzw83Hn37h3z589i3rxFbNiwDXV19UyfuZeXJ+bmzahcuQpGRsZ4eR1P93m7dh2pWrUaGze6ZXq+XC5n7twZ/PhjW9q0scq0jCAIgpA3Lq5rqWpslWlycgDtKnWoamyJq5vLF26ZkN+KZCcyKjaWqlqlsi1TRasUUTFxn32t0qXLMGnS9AzT2tevX8PKqj0lSpRATU2NTp26cv36NQC0tXWoXLlKpvXVrm1AlSpVUVVV5bvv9IiNjUn3+cOHD4iMfIG5eTMqVdLF0NCIY8eOKD+vX78hpUuXQVc3dZ/Txo3NAdDVrUx8fDwBAX48fx6Ck9NgBg3qg4/POZ49e6o8//vv66W7XkxMDK9fv6J585YAdO/eg1GjfqVRI1O6d++Bh4c7y5Yt4fnzEJKTk9OdW61adUaP/o3Dhw+wYsXf3L17m+TkJOXnTZv+AIC+fi3i4+MIDn5EuXIVqFlTD4COHTtn+ow8PY9gZdUeAEtLa2Xn/GPjx0/h8OEDmU5rb9q0jqSkJEaO/DXT+gVBEIS88/DYQxXjttmWqWJsiYfHni/SHrE2s+AUyelsHU1NQmOS+C6LDOsAYTFJ6Ghp5Mv1mjRpppzWTqNQpJ8eVShAJksByHKEDUAikSj/X0VFhX9vKHT06CHevXtP797dAUhKSuLgwX306tUXIMP0rZpa+lcsk8lp29aKsWMnKM+XyWTKz/89Ha2mpoaKiory72/fvuXVq0ik0sesW+dCz569sbHpSkxMTIa23r9/j9mzp9G7dx/atLFEIlFNVybtOXy4TxXgw+cfP4s0Dx7cJzj4EcuWLWHFir+Qy+W8ehXJnTu3qVevvrJcuXLl+eWX31iwYDb6+rWVx/38rnLggAfr1m3J8GwEQRCEzxcXF01JjYpZfp4YE47U/whx8XFU0tVCQyM1cbmT4/B8n97+sNuOFaa28yipUZHkuJdcvHsad+s2RXa3nS+lSI5E2trZsycg+2AV94AQbO165ds106a1X79+BYCpqTmnTp3g7ds3pKSk4Ol5KNP9pSUStXSduOy8f/+ekyeP888/q9m79zB79x5mz56DvH79Cn9/vxzVYWLSmPPnzxIdHYVCoWDpUmfc3XdkWb5MmTJUqFCRq1dTp+tPnPBk/XoX/Pyu0ratFZ06daVMmTIEBFxHLk9/HzduXMfEpDE//dSD6tVr4Ovrg1ye9drD2rUNiIqK4uHDIABOnTqRoYyn5yG6du3Ovn1H2bv3MPv2HaV9exsOHsw4Gpk2rX3u3GkAXr2KZO7cmcyYMYeKFSt9+mEJgiAIuaahoU1y3MtMP3spvc7FnZOQFFOn9YBlBRpw8/HaTAOLvpTWqoyqqkS5NrOhzSQcnBzEiORnKJKdyKEOI9kdEIL/s9eZfu7/7DXuAc8ZMmxEvl0zbVr7/fv3ADRv3hILixYMHTqA/v3tqVRJF7tMOq01a9YkISGeuXM/HQnt43OOSpUqp5tyLl26DJ07/5RpJyozBgaGDB7swJgxw+nf3x6ZTE6/foOyPWfmzLls3OjGoEF98PY+yciRv9KlS3dOnTrBgAG9mDFjMvXrNyAsLH1qI0vLdjx6FMSAAb345RcnjIzqZpv+SE1Njdmz5zNv3kyGDOnLmzdv0n3+/v17Tp06QffuPdMd79WrL6dPnyQuLuPyhPHjp1CyZOrShsOHD5CYmMCqVcvSpfkRKX4EQRDyj51dT8ICT2c4nhgTzo3jyzDvNpW6LQcUeKdOrM0seCqKf89BFhKvXycgl39oWkTEU3R1v8vx+d7eXowaPhh7k2rYm1SnilYpwmKScA8IwT3gOavWbvzqQ9hqaqoiKrgQEO8h93L7/ZgTFSqUJTIyPl/rFHJHvIPC4Vt/D1JpMJbWbTJEZ989ux6JWnHqtOif5bkPfbfRol6FfNle0cBQD1PbeZTWqpxlmcSYcAL2zyDoQcaO67f+HvKLqqoK5bJYHlgkRyIhdRTsmNcFFAat6LX5Kt//cYhem6+iMGjFMa8LX70DKQiCIAhFkZ6ePm4ubtz0XMRD320kxoQjl6UQeu8c1etlnxEjPwNuPrU2E6Bk2QrExUbny/X+i4p0ZIGenj5z5y/+rFyQgiAIgiDkjqVlO7xPnsHVzQUPjxnExUYjl8u/aKcubW1mdiORyfGRaGhq58v1/ouK7EikIAiCIAhfRmZpdFxc1+Lo4ETQg2AiIqLR1NLJMuAmTX526rJam/mxsEBv7Ox6ZltGyJroRAqCIAiCkGc53eLwS3fqnByHExp4iuiw+5l+Hh12n9BAbxwdnPLlev9FRXo6WxAEQRCEgpObLQ6dHIfjbt2G8jUbZxoxrezULTuTL21LW5uZmifSkirGlpQsW4Hk+EjCAr0JDfTGzcVNbL34GcRIpCAIgiAIeZKbNDpZBdwkxoTz0HcbNz0X5XunLm1tZot6FQjYP4PjK3oRsH8GLepVwPvkGRFk+5mKdCdSKg1myrTxGNSpkbpGo04Npkwbny85qMLDw2jRwow//5yf7vjDhw9o0cIMT8/DAAwa1CfT83v06JIhryLA6NGO+Pv74e/vx+jRjjluz/r1LnTt2j5d/sNBg/rw4kVELu7qQ103bwbk+rxP6dGjS4Y8kf7+frRp8wPBwY/THW/RImNi9uwEBt5h9erlQOre4vPnz87ReUOH9mfcuPTbHyYmJjB0aH/697dPtyUkwLp1a/HxOZertgmCIBRVud3iMLtO3eaNWzh56lS+b0+op6eP84JFyrWZQQ+CcV6wSIxA5oMiO53t7e2F44gh1GhjiMXMjpSqUJakyHgun/PHvX0rXNds+OzfQDQ1Nbly5RIymUy5RZ+390m0tD4sCt60KevdYPJbt262DB36+Ws7AgJSd5r5khYs+AMXl42ZbnWYE0+eSImOjsrVOY8ePaR48WI8evSQFy8iqFRJF4CHD4MoVqwY69dvzXDOsGHD89Q+QRCEoigvaXTSOnUf54L09vZi4OABYnvCb0yR7ERKpcE4jhiC+e9tKWeoqzxeRlcT415mVDKphuOIIZw6cf6zfhMpWbIUBgaG3LwZoNzS8OrVy5iZNVGWadHCDB8fP+LiYpkzZwYvX76gZk193r17B8C7d+9YtGgu9+/fQ1e3CrGxMRmu8/x5CEuWOBMXF4u6egl++20ChoaZTx1kJjExAWfnuURGvuTVq0jMzJowefIMIiNfMmfODJKTk1FVVeHXXycQEvKUBw/usWjRPBYsWEKtWh/2nQ4IuI6r62revn1DfHwCY8b8RsuWPzJ//mxKly7Dgwf3ePUqkkGDhtGpU9cs7/nfvv++PsWKFWP79s0MGDAk3WdyuZzly5fi53cNFRVo396Gfv0G4e/vx5o1y5HJ5FSsWJGgoAckJyezefN6KlSoyPPnIYwe7ciLFy8wMzNn0qTpGa7r6XkIM7OmxMfHcfjwAYYNG050dBTOznOIinrNpEm/0bp1W44dO0JsbAzNm7fi1atITEwaY2PThd27t3PggAcSiQQLi5aMHDmG4OBH/P33YpKTk4mOjqJ//0H89FOPHL8rQRCEb0l2aXQSY8J5csOT0HvnkMvlGBjqZbpHdm7WVYrRw8KlSE5nu65bTY02huk6kB8rZ6hL9R8NcF2/5rOv1aaNNWfOeANw795datc2oFixYhnKrVu3FkPDOmzZshtb255ERaVuybh3724Atm/fy9ix4wkNDc1w7vz5sxg5cgwbNmxn4sRpzJo1NdO2HDy4L91U9pQp4wHw9fXBwMAQF5eN7Nq1nxs3/Hnw4D5HjhzEwqIF69dvZejQ4dy6dYOOHTtjZFSXSZOmp+tAAnh47Gby5Bls2LCdyZOn4+b24fm9fPmC1avXsXDhX6xatSzbe87MpEkzcHffkWFa+8ABD168eMHmzTtxc9vCuXOn8fX1ASAk5BnLl69l4cK/GDZsOC1atGLgwKEAvHgRwYIFi9m+fQ+XL/tmqDclJQUvr+O0bWuNlVU7jhw5SEpKCtraOkyaNB0jo7osWvQ3AJGRL9mwYTtOTqOU59+7d5f9+/fi5raFTZt28uDBfe7fv8fhwwcZOHAo69ZtYfnytaxatTzLexYEQfjWZRVxrdwjW604zX9ehM3YvVnukS22J/x2FcmRyL0e7ljM7Jhtme9+NMRjrjvO8z4vEXmLFq1wc1uDXC7H2/skbdtaZ7qBfEDAdWbPXgBAo0amVKlSFYAbN67TtastANWr16B+/QbpzktKSuLevUAWLPiwv3NycjKxsTFoamqlK5vVdLa1dQcCA+/g7r6DJ0+kxMbGkpychJlZE6ZNm0hQ0AMsLFpgZ2ef7b3OmDEXX98LnDlzirt3b5OcnKz8rEmTpqioqKCvX4u4uNhs7zkzurq6ODiMVE5rp/H3v4aNTWckEgkSiQRr645cv36V5s1bUb36d5Qpk/lWTI0amaKhoQlA1arVMozwXrx4gXLlyqOnp49EooKqqioXL16gdes2GeoyNKyDmlr6b5WAAH+aN2+pvP6yZauB1L3Jr1y5xNatG3n8+BHJyUlZ3rMgCMK3LrOI64/3yM7JyKKHR2pKoOykrquckS/bIQr5p0iORMbFxFGqQtlsy5QqX4a4mNjPvlapUqWoXduAW7du4O9/Ld1U9sdUVFT4eJvyD2v/VIDMjqeSy+UUL67Opk07lH9cXTcpO0g5sXfvLlavXo6WljY9evRCT08PhUJBgwaN2LbNnaZNf8Db24tJk37Ltp5Roxy4d+8uRkZ1GDBgSLr7KV5cXXmfn77nzHXrZkvZsmXZvn3zR/f/763dFchkMgDU1dWzrOvf1/r3FvGenod48SKCHj260L17ZxITEzh4cF+mdWV2ndRO5Yd7ffUqkvj4eGbOnMz582eoWVMPR8eRWbZPEAShKMgs4jro0m5Kaepy7ZAzR/62xWvtQO6eXU9iTDiQcWRRbE/47SqSnUgNLQ2SPrFpetKrBDS0ct4Ry07btlasXbsSIyPjDCNWaczMmnDihCeQOhUaGvpcedzL6zhyuZyIiHBu376V7rwyZcpQrVp15bnXrl1m1KicR22nnnOFrl1tadeuI+/evePhwyDkcjmrVy/jxIljdOzYmd9+m0RQ0AMAJBI1ZUctTVxcLCEhTxk6dDjNmjXnwoXUNS7Zyeqes5M2rZ2mcWMzjh07ikwm482bN3h5HcfEJGPktkQiydDmrERFvebatats3bqbvXsPc+DAUTZs2M7161dz1EaAhg1NuHz5IklJSaSkpDB79jTu3w/k2rWrDBs2nJYtf+TyZV+AHLdLEAThW/RxxPVV90lEPLxEuer1aN57ITa/7qF574VI1IpzceckXkqvA+kjttPWVWZHbE9YOBXJTmQPO3uenXuYbZmnZ4M+OX2bU82bt+LhwwdYWlpnWWboUCdCQ5/Tr58927ZtUk7t2tr2pHTp0vTt24NFi+ahr18rw7mzZs3j8OEDDBzYm7VrVzFnzoJ0I35p/r0mctCgPly7dgV7+z5s3OjKgAG9WLZsKfXqNSA8PAw7u16cPevNoEF9mDp1PNOn/wFA06Y/sGSJM7dv31TWraGhSefO3ejf356+fXuQlJTEmzdv0k1p5/Ses6Orq4uj44e1h9262VGxYkUGDfqZwYP70Lx5y0ynnOvW/Z67d2+zZs2KT17j+HFPfvjBggoVPvzmW7VqNVq0aMWhQ/s/eT6AkVEdbG3tGT58MIMG9aFhQxPMzZsyZIgDI0YMo1+/nty8GUDlylUypDUSBEEoavT09HF0cEJFVUKzHn9Qt+UASmtVRlVVQmmtytRp0R/zblO5cXwZiTHh6UYWxfaE3y4Vxb/n+QqJ168T0k1lRkQ8RVf3uxydK5UGY9W+VYbobGXdQRFc++v0Z0dnfy41NVVSUrIfzRMKnngPuZeb78ecqlChLJGfmEEQCpZ4B4XDt/oeJk+ZyMW7rzGw6JtlmXsXtiKXvadmo44E7J9B0INgpNJgLK3bYNhyGNHh93keeAbeJ6GqqsK7FBkl1UsCCrZu30PLlq2/2P18q+8hv6mqqlCuXObxB0VyJFJPTx/XNRu49tdp7u66RkJELPIUGQkRsdzddY1rf53Gdc0GkSpAEARBEPJJThKP16hvRdj98+lGFvX09Bk1YgQ3vZaTHP+K4ioyBjU35NhoS+7P/okjI1rSr8l3OAzpk2ngqvD1FMnobEhdo3HqxHlc16/BY647cTGxaGhpYmdnz8YT60UHUhAEQRDyUU4DZN4lx6XbI1sqDWbVmjU0bDeGB6dXsal/E0xrlFOe8125Mkxq9z3WdXRxGj6YY14XxL/hhUSRHIlMo6enj/O8xQTde0pEeAxB957iPG+x+OITBEEQhHyW0wAZVUmxdHtkp+WJjAu/Sx/zGuk6kB8zrVEOe5NqbFj3+TmehfxRpDuRgiAIgiB8GTkJkAm57YWdXY90WximTYOH3z/Pz41rZHu+vUl19nnszpf2Cp9PdCIFQRAEQfhsTo7DCQ08RXTY/Uw/jw67T8SDs4z7fUK642nT4EnJiVTVKpXtNapolSIqJi7f2ix8HtGJFARBEAThs2WWeFwuSyExJpyHvtu46bko3TR2mrRp8FIlSxMak/0uX2ExSehoaQCpaymnTx2PsVENdHU1MTaqwfSp45FKgwvsHoX0inQnUioNZtrk8dQ1qIFuJU3qGtRg2mTxBSYIgiAIBeHjxOMB+2dwfEUvAvbPoEW9CnifPJNuGjtN2jR45Tqt2Hn9Wbb1uweEYGvXC29vLzq2a4nkkQ/ug5pwb1Y33Ac1QfLIh47tWooo7i+kyHYivb296GDZkje+Pqw2a8LpTt1YbdaEN74+dLD8/C8wf38/Ro/O3c4xv/zyYV/rQYP65OrclJQUunVrz99//5mr83LjwIG9HDiwt8Dqz4n1611Yv94lw3GFQsGuXduUSdSHDOnLqVMnclX3q1eRjB8/BoD582fj6Xk4QxlPz8PMnz87T20XBEH4L5NKg5k8ZSLt2luyYYMLCoWCQYMdOHH8FM4LFmUZ1Jo2Da5R+Xt2XHuG/7PXADx9ncDsY7cwXehJ7Rn7aeh8hM1Xg2nQqDGjhg/GpZcp463q8F25MqhJVPmuXBnGW9XBpZcpo4YPFgNGX0CRTPEjlQYz0mEwzo1MqafzIcqraukyOBnWoXn5Cox0GMxx7y+bJiAg4Lry/zdt2pFNyYwuX75I3brfc/r0KUaMGEOJEiXyu3n89FOPfK8zv7i6riYo6AErV7pSpkwZXr58wejRjmhqamFu3jRHdZQvX4ElS5YXcEsFQRD+e7y9vXBwcqCqsRWmtvMoqVGR5LiXXLx7GnfrNri5uGU6CgkfpsEdnBzQqmHCoK1XaaFfDp8nkdS0rIvFvO6UqlCWpMh4npx5wO8TxmBZq0KOorjnzl9ckLf9n1ckO5HrXFbTuVr1dB3Ij9XTKUenatVY77qGec75+wWWkpLC0qULCQ5+TFRUFLVr12b27PnK7fgcHAbi5raZFi3MuHzZn/XrXXj1KpKQkGe8eBFB587dGDhwaIZ6jx49TKtWbZDLFZw6dYLOnbsBqSNqJUqUJCjoPgkJ8Tg6juLECU8ePQqiZcsf+eWX35DJZKxevYyAgOvIZHJsbDrTq1df/P39WLNmOTKZHH39WlSuXAVI3a7Qy+s4W7asB1SoW9eYSZOmEx0dhbPzXBIS4nn1KhIbmy4MGzY8XTsTExNwdp5LZORLXr2KxMysCZMnzyAg4Dpbt26kRIkSPHkipVat2syaNZ9ixYqxY8cWDh3aj6amFmXLlqVu3e/T1ZmUlIS7+w42b95FmTKpWfMrVqzEH38sQF09tTPt4bGb48c9efMmmWLFijF79nxq1KhJjx5dMDaux8OHD5gxYw4zZ05h797UEUhf3wvs3bsbmSyFAQOGKretfP48hFGjHIiLi8XCoiXDh49GRUWFY8eOsGfPTuRyBUZGdfj990moq6tne+327W24evUSyclvmD79D+rUqZtPX2mCIAiFg1QajIOTAw1tJqFdpY7yeGmtyhhY9KV8zcY4ODngffJMlgM3adPgrm4u7Np1m1MPI2g9vXO6XefK6GpS7+cmVG5cg3OLjvH0dQLfZbGTir1JdXpt3i06kQWsSE5n7/Nwp3PVatmW6VK1YNIE3LlzCzW1Yri4bGT37v3Ex8dz6dJFxo5NjUZzc9uc4ZxHjx7y99+rcHXdxLZtm4mPT7/NUnR0NH5+V2jRojWWltYcPLgv3eevXkXi4rKRfv0G4ez8BxMmTGHTph0cPnyAhIQEDh9O3Q96w4btuLlt5sKFc9y8GQBASMgzli9fq9w3GyAy8iUrVvzFX3+tZNs2d+RyGb6+Ppw8eQJr6/a4um5iy5bduLvvJCYmJl1bfH19MDAwxMVlI7t27efGDX8ePLivfDa//TaR7dv38uJFBFeuXOL+/UCOHj3Ehg3b+eef1URGZswx9uzZE9TU1KhWrXq643Xrfo++fi0SExM4f/4cK1e6sHWrOxYWLfHwcFeWa9bMgp0796GtrZPu/Ddv3uDquol//lnF8uVLeP36FQDh4WHMm/cnGzZs59atG/j4nCM4+DGHDx9gzZoNbNq0A21tHXbu3PrJa2tqauLmtoWffrJl69YNGe5NEAThW5eW5/HjDuTHtKvUoaqxJa5uGZcqfUxPTx/nBYvo/XNv6nRqlOm2xQDlDHWp3qYOndacwWDGPpo4H2We5y2evk5QlhFR3F9GkRyJjI6LpVLJ7NMEVCpZiui4/P8Ca9TIFA0NTTw83Hn27AnPn4eQnJyc7TmmpmYUK1YMbW0dNDQ0SExMoGzZssrPvbw8adzYHA0NDVq2bM2iRfMJCrqPoWHqN2yzZhap91RJFz29WsrOkoaGBvHxcfj5XeXhwyCuX/cDIDk5icePH1Gzph7Vq3+nHN1Lc+fOLerXb0jFipUAmDFjrvIzf38/duzYilT6mJSU97x5kwxoKT+3tu5AYOAd3N138OSJlNjYWJKTU6Pt9PRqKev87js94uPjePbsKc2aNadUqdT31aaNFTKZLF17VFRUKVaseJbPr3TpMsyePY9Tp7wICXnGlSu+GBgYKT83Nq6X6XkdO3ZGTU2NChUq8P33DQgMvANAixat0NbWBqBtW2sCAq7z8uULnj8PwclpMAApKe8xNKzzyWs3bZr6bvT1a3Pu3Jks70EQBOFb5eGxh7pWv3L37HpC75/nXXI8xUuWpWqdVtRsZENprcpUMbbEw2MGzgsWfbK+vR7uWMzsmG0ZPStjQs/e58aUnwiNSWLP9Sf0cDnL4h5m/Giomy6KWyg4RbITqa2hyYvkJKqWznyYG+BFchLaGvn/Bebjc45161zo2bM3NjZdiYmJQaFQZHtO8eIfOkgqKioZynt6HuH160h69OgCpG6GfvDgPiZMmApAsWLFlGUlEkmG+mUyOSNHjqF169Q9TWNiYihZsiR3795GXV09Q3k1NTVUVD78PTo6GoBt2zYRFhaKtXUHWrX6ET+/qxnaunfvLs6ePU3Xrt3p0aMJUuljZZnM7lNFRQX4UIdEIsnQiaxZsyZv374hIiICXd0Pv5meOnWCqKgoWrduwy+/OGFnZ0+zZhbo6JTj4cMHynKZ3eO/n5VCIUdNTS3L4zKZnLZtrZQjyklJSchkMl68iMj22h/f86e+DgRBEL4UqTSYdS6r2efhTnRcLNoamtja2TPMaWSuYwViY6PwP7qEGvWtad57oXI9ZMidU1zcOYlGHX6lfI2GxMVG56i+uJg4SlUom22ZUuXLkJj07kNATbt6tK1TGadtl9jr9KMyilsoWEVyOtvWzp4joc+zLXM4tGC+wPz8rtK2rRWdOnWlTJkyBARcRy5P7RRJJBJSUlJyVd/9+/d4+fIFHh5H2Lv3MHv3HubPP//By+s4SUmJOaqjcWMzDh06QEpKCklJSYwcOZS7d29nWb5u3e+5e/eOcnp3xYq/8PE5h5/fFfr06U/btlY8e/aUyMiXyOXydOdeu3aFrl1tadeuI+/evePhw6AMZT5mZmbOxYsXSEhI4O3bt5w/n3G0Tl29BLa29ixd6kxiYup0RXh4GC4uq6lZU4/79wOpVq06vXr1pW5dY86fP6N85tk5deoECoWC8PAw7t+/R926qSOWly5dJD4+nrdv33LqlBdmZk0xMWnM+fNniY6OQqFQsHSpM+7uO/J8bUEQhK8lP7OXSKXBSNSKY95tKtXrWfHkhienXIdwZuMont05RbkaDQjw/Juo0EA0NLVzVKeGlgZJkfHZlkl6lUDZ0ukHCExrlMPerCZ/nQrEPeA5Q4aNyPF9CHlTJEcihzmNpIP7TpqXr5BpcM2dqNccff6c446f9wV269YNrK1bKv/erl1HbG3t+eOPaZw6dQI1tWLUr9+AsLAwIHWadNCgPqxfvzXH1/D0PISNTRdlAAmkTn9Xr14DL69jOarjp5968Px5CIMH90Emk2Fj0wVTUzP8/f0yLV++fAV+/XUcv//+C3K5jHr1GmBj04USJUowd+5M1NXVqVhRlzp1jAkLC6XqR+tP7e37sGSJM9u2baR06TLUq9eA8PCwdGU+ZmBgRM+ePzNs2ADKli1LpUqVMy3n6DiSTZvW4eQ0GIlEDYlEleHDR9OkSTOSkpLYv38v/fr1RKFQ0KiRKcHBjz/5XEqWLMXQof2QyWRMmDAVLS0tAL77riYTJvxKQkI8VlbtadKkGQCDBzswZsxwFAoFtWsb0q/fIGQyWZ6uLQiC8DXkd/YSF9e16DWy4f3bRK4dXJDpaGSkQs6d0y70suuZozb2sLPn8jl/jHuZZVnm6el7dGuQ8d8V+8Y1sVnpzcYtu79o9pX/KhVFIZ1je/06Abn8Q9MiIp6iq/tdjs/39vZipMNgOlWrRpeq1alUshQvkpM4HBrC0efPWe22Mct0A1+KmpoqKSlZj9IJX4Z4D7mX2+/HnKhQoSyRnxh9EAqWeAeFQ0G+h2mTx/PG1wcnw8yDYADWBt2jVPNWOcpeYmCoR12rX/E/ugTzblMzDa6JDrvP5b2zcN+9l5YtW3+yTqk0GKv2rTD/vW2mwTWvgyK4+ucxDjm0zhCd/V4m5/s/DhEeEfPJ63yK+H5IpaqqQrksouCL5HQ2pKYLOO59gVLNWzHq+lUsPQ8x6vpVSjVvxXHvC1+9AykIgiAIX1p+Zy+Ji4sm4vFVatS3zjY6u0aD9nge88xRnXp6+riu2cC1v05zd9c1EiJikafISIiI5c72y1z98xjLbBtnmt5HBNR8WUVyOjuNnp4+85wX53suSEEQBEH4FuV39hINDW3C7p+n+c/ZR13XbNQxx9HZkDoQdOrEeVzXr8FjrjtxMbEUL6GOQblSmY5AphEBNV9WgY1E7tmzh27duin/NG7cmDlz5hTU5QRBEARB+IS07CXZyU32Eju7nrxLjqekRsVsy5UsWyHH0dlp9PT0cZ63mKB7T4kIj+Hc6UuExr7jdeLbTMv7P3stAmq+sALrRPbs2ZODBw9y8OBBlixZQrly5Rg9enRBXU4QBEEQ/rOk0mCmTJmIkaEeurpaGBnqMWXKxAz7R+d39hInx+FI1IqRHJdxo4iPJcdH5jg6Oyt6evqsWrsRp93+LD51j6evE3gvk/P0dQKLT93Dabc/q9ZuFAE1X9AXWRM5e/ZsfvvtN3R0dD5dWBAEQRC+AKk0mOlTx2NsVANdXU2MjWowfer4DB2vws7b2wtr6zY8uhvFAFtnpo/ZxwBbZx7djcLauk26lD3DnEZy5HkId6JeZ1pXWvaSoTnMXqKnp4+lpTVPbx7PtlxYoDd2OYzOzo6lZTuOeV1AYdCKXpuv8v0fh+i1+SoKg1Yc8xLxDl9agUdn+/r6snTpUjw8PHJ13udGZ38LRFRw4SDeQ+6J6Oyi6b/0Dry9vRg1fDC9TKrT06QaVbVKpe58EvCc3QEhrFr79TJ45OY9SKXBWFu3wd5mKtUzCWwJCbuPu+cCTn60b3V+Zy+RSoNpa9maRp2nZBmdfdNzUbZ7ZxdG/6Xvh+xkF51d4J3IMWPG0K5dOzp37vxZ9dy9G0iVKrn7R0sqDWbt2jXs3eNObFw0mhra9Ohpz/DhI/LlCzkxMYHVq1cQEOCPRCKhbFkNxoz5jTp16uapvrlzZzFsmBOVK1fJ8TnNmply+bJ/nq6XlTlzZmFq2pjOnbtmuJaBgWG6YxYWLRgxInfLFMLCQtm4cR3Tps367LamrzcMe/ufMrzbbt2606OHWGidn8LCnvL998ZfuxmCkCePHz+maWMT1vYyxbRGxlzC/s9eM3y3P1euB1CrVq2v0MKc++WXX7l9PYK2P/TPssxp3y00NK/CsuX/KI89fvyYFf/8w47t24mKjUVHU5M+ffvyy9ixebrnY8eO0evnvlSpa0kVY0tKlq1AcnwkYYHehN3zZvfO7XTsmP1WhsK3p0Cjs9+9e8e1a9dYuHBhrs/990ikXC7P1WiRt7cXTk4OmBhbM8DWGU2NisTGveTG7VO0adMaFxe3z/otUy6XM3bsL5iamrFhw3bU1NTw9/fjt99+Yds2dzQ1tT5Zx79HwK5f92PQIIdcj4rl9yiaQqFALldkWu/GjTs++/rPn4cSEhKS7+2WyeSUL18h120UI5G5J5fL8/03dPFb/9f3X3kHfy78E3uT6pl2ICF155OeJtVYvGgxc+d/+eweuXkP27dtZ4Ctc7ZlGhlbs3XbVKbPmKs8pqFRkWkzFzBt5oIM5fPyNWBm1oJTXmdwdXPBw2MGcbHRaGhqY2fXE8dlqSOQ39rX1n/l++FTshuJLNBO5IMHD6hZsyalSmWfTiC/SaXBODk5ZBje19GqTFuL/hjUNMfJySHd8H5u+fv78eJFBEOHOqGqmrq01NTUjKlTZyq3+du6dRNnzpxEJpPTtGkzRowYQ0REOFOnjkdfvxYPHwahra3D3LkLOXhwP69eRTJhwq+sWuXG0KH9MTaux8OHD1i9eh3u7ju5fv0acXFxlC9fnjlznNHJZDcegMjIlzg7zyUhIZ5XryKxsenCsGHD8fQ8zJUrvsTFxREWFoq5eTPGj5+MQqFg5cq/uXjRh/LlyyOXyzExaZyr53H69Cl27drG27dvef/+HVOmzKR+/Ybs2rWNY8eOoqqqQt263zNx4jSWLVtCWFgoS5cuYty4SVk+p3HjfkFTUwt1dXXateuYadtzo0ULM3x8Unfp8fQ8TEDAdaZNm81PP3VK96x9fX3YtWsbKioqGBnV5bffJlKqVCk6d7amdes23Llzi1KlSjFz5jwqV67CvXt3Wb78L96+fYOmphYTJkylSpWquWqbIAhfzj4Pd9wHNcm2jL1JdXpt3v1VOpG5kTrLln1ktGbZCsTkMjI6L/T09HFesCjHaXyEb1+BBtaEhISgq5sx23xBc3Vdi4mxdabrQwCqV6lDI2Mr1rm55PkaQUEPMDAwVHYg0/zwQwu0tXW4fNmXBw/u4ea2hY0btxMZGancpvDRo4f06tWXHTv2UKZMGby8jtG//yDKl6/A4sXLlKOYzZpZsHPnPhITE3n27Alr125g1659VKqky4kTWW95ePLkCayt2+PquoktW3bj7r6TmJgYAG7fvsX8+X+yefMufH0v8PjxI86e9SYo6AHbtrkzd+4iQkNDsqx70KA+6f5cuXIJuVzOwYMe/PnnP2zevJM+fQawdesmZDIZ27ZtYv36raxfv42UlBQiI1/y66/jMTKqy7hxk7J9Ts+ePWXmzLn888/qLNv+b69eRWZoY2bl/i3tWUdFRbFlywZWrnRly5bdlChRko0b3QCIiYmmXr0GbN68C0vLdvzzz2Lev3/PwoXzmDVrPhs2bKd3734sWjT/k9cTBOHriYqNpapW9oMbVbRKERWTs1yJX5Omhjaxn4iMjo2PROszI6MFITMFOhJpY2ODjY1NQV4iU/s89nxyeN/E2JqtHlOZn8ffmFRVVSheXD3Lz/38rhIYeIehQ1PXqbx9+4ZKlXRp0KAR2to6GP5/yyl9/drEZZHU1di4HgDVqlVn9OjfOHz4AM+ePeXu3dtZ7kUN0KdPf/z9/dixYytS6WNSUt7z5k0yAPXrN6BUqdIAVKlSlbi4WAICrtO6dRvU1NTQ1tamWbPmWda9aVPGqWKABQsWc/HiBZ49e0pAwHVUVVWRSCTUq9eAYcMG0LJla3r37kuFChUJCXmW4+f08frQzNr+b+XLV8iyjdlJe9Y3blynefOWyo58167dcXb+A4DixdXp0KETAB07dsbFZRUhIU8JC3vO5Mm/K+tKTEzM9fUFQfhydDQ1CY1JyjJhNXw7O5/Y2vXkxt1TtLXIek1kQODJfImMFoR/K5I71nyJ4f06dYzZv38vCoUCFRUV5XEXl1WYmzdFLpdhb/8zvXv3AyA+Ph6JREJsbAzFixdPV1dWsU3q6qmd1Pv37zF79jR69+5DmzaWSCSqWZ4DsGLF34SFhWJt3YFWrX7Ez++qsvy/O75p7f+4OolEkvMHASQlJeHgMJB27TrSsKEJtWrVxsPDHQBn56XcvXuby5d9GTduDDNnzk13bnbPKe3+02TW9txKu9+UlJR0x9Ou9fE63P+fgUwmA1J/cUh713K5AolEgkwmp0qVqsqOq0wmIzo6KtftEgThy7G1s2dPgA/jrbLeP/pb2fnE0XE41tZtMKhpnmV09o3AUyxeduYrtE4o6ork3tlfYni/YUMTtLV12LDBVdnJuHLlEp6eh6hZUw9TU3NOnPAkKSmJlJQUpkwZx9mz3tnWmdopkWU4fuPGdUxMGvPTTz2oXr0Gvr4+ynWXmfHzu0KfPv1p29aKZ8+eEhn5MtvyZmZNOH36JO/evSMuLo4rVy7l8CmkCgl5hoqKCgMGDMHU1Ixz584gl8uJjo6mX7+e6OvXZtiw4ZibN+Xx44dIJGrK+8zLc8orLS0tpNLHKBQKfHzOZ1rGxKQxPj7nlaOchw4dwMTEDIA3b94oz/P0PETTphZ8911N4uLiuHkzAICjRw8xe/a0Amm/IAj5Y6jDSHYHhOD/LPNcid/Szid6evq4uLjh7rkAb98tRMWEI5OlEBUTjrfvFtw9F+Di4pbvqXWk0mAmT5mIgaEelXS1MDDUY3Imyc2Foq1IjkR+ieF9FRUVFi78ixUrljJgQC/U1NTQ1NRi8eJl6OiUo0WLVjx6FISj4yDkchlNm1rQsWNnIiLCs6zTwqIl48f/yl9/rUh33NKyHVOnTmDAgNTfio2M6hIeHpZlPf36DWLu3Jmoq6tTsaIudeoYExYWmmX5li1/5N69QAYM6IWOTjlq1sz6h82gQX3S/b1atWr88YcztWsb0qdPD1RVVWjS5Adu3bqBtrY2Xbt2x8FhAOrqJahR4zs6derGu3dvSUiIZ+7cGcyYMTfXzyk7aWsiP9aokQljx05g+PDRTJz4Gzo65WjQoBGxsTEZzq9d24D+/QczerQjKSkpGBnVZcKEKcrPz5w5hZvbasqVq8D06bMpXrw4c+cuZNmyJbx7945SpUozffofeWq7IAhfhnLnk+GDsTephr1JdapolSIsJgn3gBDcA55/UzufWFq24+TJM6xzc2Grx1RiYqPR+n9k9OJl+Z+b0dvbCwcnB6oaW2FqO4+SGhVJjnvJxbuncbdug9tnZj8Rvh0Fnicyrz4n2Xhekq9+DSK1TOGQ0/fwcXT3f51INl40/dfegVQazIZ1a9jnsZuomDh0tDSwtevFkGH5k0s4rwrze5BKg7G0bkNDm0lFKrF4Zgrze/iSvlqKn68lbXjfycmBRsZWmBhbo1m2ArHxkQQEnuRG4KkCGd4XBEEQvh16evrMnf91ckF+q1xc11LV2CrTDiSAdpU6VDW2xNXNRaT6+Q8okmsi4cPwvlG98mzdP5V5K3qwdf9UjOqV5+TJM2KoXcg1MQopCMJ/nYfHHqoYt822TBVjSzw89nyhFglfU5EciUyjp6fP/AWL8pzGRxAEQRCED+Lioin5iewnJctWIO4LJDcXvr4iOxIpCIIgCEL+0tDQJvkT2U+S4yPREMnN/xNEJ1IQBEEQhByxs+tJWODpbMuEBXqL5Ob/EaITKQiCIAhCjjg5Dic08BTRYfcz/Tw67D6hgd44Ojh94ZYJX0OR7kRKpcFMnTIeI8Ma6OpqYmRYg6lTxotkqIIgCIKQB3p6+ri5uHHTcxEPfbeRGBOOXJZCYkw4D323cdNzEW5fOPuJSHz+9RTZwBpvby+GOw2mWf1a/NKrLTqaZYiKTeDKnau0s97JWpeNnxWhHR4exs8/22ZIzN2ly0/Y2dnnqq7AwDucPXuakSPHZPgsJSUFO7tO/PijJb/9NjHbeu7fD+TAAQ8mT56Rq+sLgiAIQk5ZWrbD++QZXN1c8PCYQVxsNBr/T27uWADJzbMjEp9/XUU22Xg765YM7dYSvaoZo8ikoS9Zf/ACXicv5PmLPTw8jF9+cWLv3sN5Oh8+JLn29DxMQMB1pk2bnaGMj885jhw5yN27d9iz5xAlSpTI8/WEzImk77knko0XTeIdFA7iPeRMQSc+F+8hVXbJxovkdLab62qa1a+VaQcSQK9qRZrVq8U6tzUF1gYPj904OAykf397hgzpy7NnTwBYufIfBg78mcGD+7BunQvx8fGsW7cWH5/zbN68PkM9R48eplWrNtSt+z2nTp1QHvfyOs6gQX0YMqQf06dP5O3bt/j7+zF6tCMAAQHXGTFiKEOG9KVnz25cuHC2wO5VEARByJpUGsyUaeMxqFMjdbq1Tg2mTBNLqz5XbhKfCwWjSHYiPTzcaVov+986mtbXx8PD/bOuk7ZP88d/Hj9+RGJiAufPn2PlShe2bnXHwqIlHh7uRESEc/myL5s372TNmg1IpcEUL16cYcOG06JFKwYOHJqu/ujoaPz8rtCiRWssLa05eHCf8jM3tzX8/fdKNmzYRuXKVZWd1A/PYDeTJ89gw4btTJ48HbcC7DALgiAImfP29sKqfSsuv/LHYmZHbLcOw2JmRy6/8seqfSu8vb2+dhO/WSLx+ddXJNdExsbFoqOZ+dBrGh2NMsTExn7WdcqXr8CmTTsy/Wz27HmcOuVFSMgzrlzxxcDAiPLlK6Curs6IEUOwsGjJqFG/oq6unmX9Xl6eNG5sjoaGBi1btmbRovkEBd3H0LAOzZu3ZMSIobRq9SOtW7fFwMAIf/8PO6rMmDEXX98LnDlzirt3b5OcnPxZ9yoIgiDkjlQajOOIIZj/3pZyhrrK42V0NTHuZUYlk2o4jhjCqRPnxTa8eSASn399RXIkUlNDk6jYhGzLRMUloKWpWSDXf/EiAienwSQkxNOsmQUdO3ZBoVCgpqaGq+smhg0bQWxsLA4Og3j27GmW9Xh6HuHOnVv06NGFAQN6o6qqohyNHDt2PPPm/UnZshrMnTuDEyc80507apQD9+7dxcioDgMGDKGQLn0VBEEoslzXraZGG8N0HciPlTPUpfqPBriu//ZmigpDRLRIfP71FclOpJ2dPVfuZP+FfOV2cK6jqHPq/v1AqlWrTq9efalb15jz588gl8sICrrP6NGONGxowujRY9HT0+PZs6dIJBJkMtm/6rjHy5cv8PA4wt69h9m79zB//vkPXl7HSUpKpHfv7mhpadG//2A6dOhEUNAD5blxcbGEhDxl6NDhNGvWnAsXziGXi8ARQRCEL2mvhzs1Whso/54QEcvNTRc54rCJvT+7cMRhE8lRCbi77/yKrcw9b28vLK3bcPHua0xt59FxzB5Mbedx8e5rLK3bfLEpepH4/OsrktPZDo4jaWe9k+/1q2QZnX35zmPm/L3ps66TtibyY40ameDoOIr9+/fSr19PFAoFjRqZEhz8GEPDOtSr14ABA3pRokQJGjRoRLNmFoSFhbJhgytr1qxgxIhfAPD0PISNTRfU1T9EY5uamlG9eg28vI4xdKgTY8eOQl1dHW1tbaZNm638DVBDQ5POnbvRv789ampqmJqa8+bNG5KTkylZsuRn3bMgCEJhIJUG47puNXs93ImLiUNDS4MedvY4DhtZaKaG42LiKFWhLADhAc+4vvI0zRsa0LuPjTLtnO/thzxPSEztmH0DqWik0mAcnBwyRESX1qqMgUVfytdsjIOTQ54jonPDyXE47tZtKF+zcZbR2aGB3jguO1Og7fgvK5IpfuCjPJH1atG0vj46GmWIikvgyu1gLt95/Nl5IvODSC1TOIj3kHsixU/R9K28A29vLxxHDKFGG0NqtDagVIWyJEXG8+zcQ56dCcJ1zYav/vMdwKBODSxmdgTg7LT9jLBtm6O0c4X5PUyeMpGLd19jYNE3yzIPfbfRol4FnBcsKvD2fMgTaUkVY0tKlq1AcnwkYYHehAZ6f1aeyML8Hr6k7FL8FNlOJKT+xrTObQ0eHu7ExMaipamJnZ09wxxGFIrfVEXnpXAQ7yH3RCeyaPoW3oFUGoxV+1YZglXSvA6K4NpfpwtFsMqUaeO5/Mqf98lvqREH3Vo1zrLskfM3qGHclPkLFhfq92BgqIep7TxKa1XOskxiTDgB+2cQ9ODLrI+USoP/n/h8T/rE5w5On/U1UJjfw5f0n+1EFnai81I4iPeQe6ITWTR9C+8grWNm3MssyzJ3d13jh4pmOM9b/AVbllFah/f9+7dM7NeJCtoaWZaNjI5jpfsZ7j94WqjfQyVdLTqO2YOqqiTLMnJZCsdX9CIi4tuOii7M7+FL+s8lGxcEQRCKpn8Hq2Tmux8NPzsPcH7Q09PHdc0G3iS+/SJp574EEREtfEx0IgVBEISvJre7uXwcrJKVUuXLEBdTODpklpbt0NLU+Kpp5/JTYYiIzq/0QoUhTdG3TnQiBUEQhK8iL7u5aGhpkPSJKcakVwloaBWeDlmPHr2/atq5/OTkOJzQwFNEh93P9HNlRLSDU4FcP7/SCxWWNEXfOrEm8isSa/EKB/Eeck+siSyavuQ7yGuAzLe0JjKNVBpMO+uWDO3WstBEZ0ulwbi6rmWfxx5i46LR1NDG1q4njo7DPxmMUpAR0Z9qs6V1mwzphdJEh93npueiT6YXymk9N/yvofGJHXH+C/6zayKl0mCmT52EsZEeurpaGBvpMX3qpHwbqj5z5hRDhvRj4MCfGTCgFzt2bMlzXRcvXmDXrm0ArF/vwvr1Bbdh/KFD+zl58nimnwUHP6JFCzPOnvX+ZD0HDuzlwIG9+d08QRD+A/K6m4vjsJE8OxPE66CITM97HRRByNmHOA4dke9tzis9PX3Wumxk/cELHDl/g8joOGQyOZHRcRw5f4P1By+w1mXjF4sm9/b2wtq6DY/uRjHA1pnpY/YxwNaZR3ejsM7BKJylZTu8T56hRb0KBOyfwfEVvQjYP4MW9SrgffJMgaVXcnFdS1Vjq0w7fgDaVepQ1dgSV7fs//3MaT3/LFvx2W0u6opsJ9Lb24uO7dqg8iSBXY6ruLPAm12Oq1B5kkDHdp8/VB0Z+ZKVK//h779XsnnzTtau3cipU174+JzLU3337weSmJj4WW3Kqdu3b/L+/ftMPzt69BBt2lgpt1fMzk8/9eCnn3rkd/MEQfiCpNJgpk0eT12DGkhUValrUINpk7Nek5hf8hogkxascu2v09zddY2EiFjkKTISImK5u+sa1/46jeuaDV80vc/Hz1C3kmamz9DSsh1eJy9Qw7gpK93P8PvSbax0P0MN46Z4nbzwxfJaSqXBODk5YG8zlbYW/dHRqoxEVYKOVmXaWvTH3mYqTk4On3z/enr6OC9YRNCDYCIiogl6EIzzgkUF+tw9PPZQxbhttmWqGFvi4bEnX+rZvn17rtv4X1Mkd6yRSoMZNdyBNf0WYFKznvJ4jfJVGdfekbZGFowY7sAxr7xn1I+JiSElJYU3b96gqQmlSpVi+vTZFC+uDsCdO7dZtmwJ7969Q0tLiwkTplKtWnVGj3ZkyBBHTE3NCAsLY+RIBxYvXqbstOnqpubeunfvLsOHDyEy8iU2Nl0YOtQJmUzG6tXLCAi4jkwmx8amM7169SUlJYWlSxcSHPyYqKgoateuzezZ80lJSWH27Gm8fv0agCFDHFBXL4GPz3muX79GuXLladr0B+U9paSk4OV1nFWr3BgxYgihoc+pWrUaACtX/sO1a1dQVVWhZcsfGTLEUTlaOnSoEx4euzl+3JM3b5IpVqwYs2fPp0aNmnl6toIgfBne3l6MdBhM52rVWW3WhEolS/EiOYkjvj50cN/JareC25ThcwJkLC3bcerEeVzXr8FjrjtxMbFoaKXmAd54Yv0X7UDm5hnq6ekzf8Fi5i/4etPsrq5rMTG2pnoWo3DVq9ShkbEV69xcmP8FkoXnRlxcNCU/Mb1csmwF4mKzTy2U03piY77tFEVfQpEciVzv5kJP887pOpAfM6lZjx5mndiwzjXP1zAwMKRly9bY23fDwWEAq1cvRyaTU61add6/f8/s2VP5/feJbN68k27d7Jg9e1qWdenp6dOtmy3dutnSqVNXAKKioli+fC3r129j586tJCUlcvjwfgA2bNiOm9tmLlw4x82bAdy5cws1tWK4uGxk9+79xMfHc+nSRc6fP4uubhU2bNjGlCkzuHnzBubmTWnRohXDhg1P14EE8PX1QVdXlxo1vqNlyx+VHduIiHAuX/Zl8+adrFmzgSdPpLx9+1Z5XmJiAufPn2PlShe2bnXHwqJloUivIQhC1qTSYEY6DMa5kSlOhnWoWroMaqqqVC1dBifDOjg3MmWkw+ACG5H83AAZPT19nOctJujeUyLCYwi69xTneYu/+Ajk13yGebHPYw+NjK2yLWNibP3J0byvIb/SC+W0Hk0tkaboU4pkJ3Kfhzs9G3fKtoy9WWf2fWZHZ/z4Kezde5iffurBixfhODkN5ty504SEPKVs2bLUrfs9AG3bWvH8eQgJCdmnePhYs2YWFC9eHC0tLTQ1tYiLi8PP7yo+PucZNKgPjo6DiIx8yePHj2jUyJTu3Xvg4eHOsmVLeP48hOTkZOrVa8CFC2eZMmUc9+4FMmjQ0Gyv6el5CCur9gBYWlrj6XmY9+/fU758BdTV1RkxYgh79uxkxIhfUFdXV55XunQZZs+ex6lTXqxdu5KLF8+TnJyc6+cpCMKXs85lNZ2rVaeeTrlMP6+nU45O1aqx3nVNpp9/rh529jw79zDbMk/PBhXqiOWv/QzzIjWIJvtROM2yFYj5xGje15Bf6YVyWk/fvllv7fg1FHScR14UyU5kVGw0VbQrZVumsnYloj5jqNrX1wdvby8qVKhIp05d+eMPZ8aOHc+RIwfTRZV/oEAul6GioqI8kpKSkmX9EsmH3QBUVFRQKBTIZHJGjhzDpk072LRpBy4um+jUqSs+PueYM2cGJUqUwMamKw0bmqBQKKhevQY7duzF2rojN28G4OAwELk88yjk6OgoLl/2Zdeu7fTo0YWFC+cRHx/HuXOnUVNTw9V1E8OGjSA2Npbhwwfz7NlT5bkvXkTg5DSYhIR4mjWzoGPHLhTSoH9B+CZJpcFMmTIRI8PUfzyMDPWY8pn57PZ5uNP5/8tVstKlanX2eezO8zWy8y0GyPzb136GeaGpoU3sJ0bhYuMj0SqEycLzK71QTusZ++svn93m/FLQcR55VSQ7kTqa2oRFv8i2THj0C3Q+Y6i6RIkSrF27ivDwMAAUCgUPHwZhYGBEjRrfERsby717dwHw9j5JpUqV0dDQRFNTC6n0MQDnz59R1ieRSJDJZNles3FjMw4dOkBKSgpJSUmMHDmUu3dv4+d3lbZtrejUqStlypQhIOA6crkMD4/drF/vQtu2VowbN5no6GgSExMzvdbx4540btyE/fs92bv3MB4eRxgwYAgHDngQFHSf0aMdadjQhNGjx1Kzpn66TuT9+4FUq1adXr36UreuMefPn0Euz/5eBEHImc+NpM1KdFwslUqWyrZMpZKliI6Ly1P9n1IYA2Ry62s/w7ywtevJjcBT2ZYJCDxZoMnC80pPTx83Fzduei7ioe82EmPCkctSSIwJ56HvNm56LsLNxe2TXzM5radWrVpf6M6y93Gcx7j2jtQoXxU1iZoyzmNNvwWMGv7pYKiCUCQDa2zt7Nlz/Sjj2jtmWcbd7wi2nzFNYmpqxpAhDkycOFY5oti06Q8MGjSM4sWLM2eOM3/99Sdv3iSjoaHJnDnOAPTtO4D582dz9OghWrduo6yvUSNT5s+fjY6OTpbX/OmnHjx/HsLgwX2QyWTY2HTB1NQMTU0t/vhjGqdOnUBNrRj16zcgLCyMvn0HMHv2NAYM6IVEImHUqDGULVsWM7MmuLispkyZMrRpk7o25tixwzg6jkr/HG3t2bFjC+rqJahXrwEDBvSiRIkS1K/fkGbNLHjw4B4A5ubN2L9/L/369UShUNCokSnBwY/z/GwFQUj1cSTtx4EQaZG0BjXNcXJy4OQn8uJlRltDkxfJSVQtnfV2fC+Sk9DWyHq/589ladmOTeu3M3vWFE4fduedTEZxiQTDunXZtH47LVu2LrBr54d/P8PQxAT2PHnCydDnxL1NRkO9JBYVK6FRuvRXbukHjo7DsbZug0FN80yDa0LC7nMj8BSLl53J5OyvLy29kKubCx4eM4iLjUZDUxs7u544Lsv590F+1fMl5CbOY+78hV+0bUUy2bhUGkzHdm0yRGenCXhyhxHbpn5WdHZ+EEmuCwfxHnJPJBv/MqZMmciju1G0teifZRlv3y0Y1Suf60jaaZPH88bXByfDzKN0AdYG3aNU81bMcy6YaOKPI5s7V632IbI59DlHnocUaHR4TkilwaxzWc0+D3ei42LR1tDE1s6eYU4j0dPTT/cML72IYM6NG5g06IBJ/Q5oalQkNu4l128d4/odLzZs3Jzjeyno7wVvby+cnBxoZGyFibE1mmUrEBsfSUDgSW4EnsKlgJKFf2sKy88kYyM9djmuokb5qlmWefYqlJ/dRnP3fv6PRmaXbLxIdiIh9Ztk1HAHeph1wt6sM5W1KxEe/QJ3vyPs9TvKqrVf/5tEdF4KB/Eeck90Ir8MI0M9Btg6o6NVOcsyUTHhbN0/lfsPcr9vcAfLljg3Ms00MORO1Gum3PDnuPeFAvllOz+v/6nOXl7kpIOrr1+bDpYt+d2oLn/euUOv7n9kObrn7rkgxyPGX2rHmnVuLnh47CEmNhqt/4/CDXNwKlSjcF9TYfmZpKurxZ0F3qhJsp48fi9LocFUK8Ij8j8g6j+5Y42lZTuOeZ1BRV+Dn91G02CqFT+7jUZFX4NjXgWXUV8QBCG/FGQkrZ6ePqvdNjLlhj9rg+4RmphAilxOaGICa4PuMeWGP6vdCm4XlfyKbPb29qKDZUve+Pqw2qwJpzt1Y7VZE974+tDBsmWe1ozmNHUPwGq3jTjfuU3D+u1zlHuxsEjNWbmI+/9PFn7/QTDzCzhZuJA3XyLOI6+KbCcSUr9J5s5fyN37wYRHRHP3fjBz5y8U3ySCIHwTCjqS1tKyHce9L1CqeStGXb+KpechRl2/SqnmrTjuXbC7qORHZHNB5WnMTQfX0rIdxdRL0LhBx2zrLKy5F4XCLy3OIzufG+eRV0W6EykIgvAt+xKRtHp6+sxzXkxg0DNSZDICg54xz7ngk3bnR2RzTjt7fy9ZmKsUSbnt4MYnxH6zuReFwm+ogxN7rh0h4MmdTD8PeHKHvX5HGTIs62DigiI6kYIgCIWUo+NwAgJPEpJFPru0SNphn8iLVxilRTZn51PR4Tnp7FVTL4HHgf25SpGU2w7ut5x7USj89PT0WbXWjRHbprLkuAvPXoXyXpbCs1ehLDnuwohtU1m19tOpjQqC6EQKgiAUUnp6+ri4uOHuuQBv3y1ExYQjk6UQFROOt+8W3D0X4JKDvHiFka2dPUdCn2db5nBoCLZ2vbL8/FOdvdDEBFbdf8BAu3m0teiPjlZlJKoSZYoke5upODllzK+X2w7ut5x78VsmlQYzecpEDAz1qKSrhYGhHpM/Mwl/YVVY4zyKdCdSKg1m6tQJGBnVTJ3CMKrJ1KkTiuQXmCAIRZOlZTtOnjyDUb3ybN0/lXkrerB1/1SM6pXn5MlvN0hwmNNIjjwP4U7U60w/vxP1mqPPnzPUMesdaz7V2dvz5AmN6nfIdcBLbju4RXnEuLDy9vbC0roNF+++xtR2Hh3H7MHUdh4X777G8jOS8BdmhTHOo8h2Ir29vWjXrjVPnjzGyckRZ2dnnJwcefLkMe3atc6XL7DExASWLl1E//72DBrUh19+ceLBg8x/iBRF4eFh9OjRBYCLFy+wa9c2ANavd2H9+rxHIS5Y8Ac9e3bj5Mnj6Y736NFFuUNQTnh6Hmb+/Nl5bsfnGD3aEX9/vzydu2DBH0REhGc4HhERwcSJvzFwYG/697dnxozJREdHARAYeIfVq5dnW29CQgJTpozPU5uEr6soRtLmR3T4pzp7J0OfY9qgQ7btyCzgJbcd3KI8YlwYSaXBODg50NBmEgYWfSmtVRlVVQmltSpjYNGXhjaTcMhkhFnIf0WyEymVBjN8+FD69+9Phw4dKF++PBKJhPLly9OhQwf69+/P8OFDP+sLTC6XM378r2hoaLBxY+pe1oMHOzB+/BhiY2Py72a+EffvB5KYmJgvdR07duT/e35n/8O/qPL398t07/HFixdgbd2ezZt3sXWrO4aGRixenLoT0pMnUmWHMivx8XE8fPigQNosFC1fahbnc6PDP9XZi3ubnKeAl6w6uNcjX+Jw8QK/XL5ETGIiHdpbKgN0cjpiLJUGM23yeOoa1EC3kiZ1DWowbfJ40eHJBRfXtVQ1tkI7ixFm7Sp1qGpsiWshSqlUVBXJbQ/d3NZgbm5OzZo1M/28Zs2amJmZsW7dWubP/zNP1/D39+PFiwiGDnVCVTW1L25qasbUqTORy1MTV2/ZsgEvr2Ooqqpibt6MkSPH8PLlC6ZMGc93333HkydSDAyMqFevAceOHSE+Po4FC5ZQs6YePXp0wcqqPdeuXUEikTBo0DB27drG8+chjBo1FktLa6KiXrNw4VxevIhAIpHg6DiKZs0sWL/ehVevIgkJecaLFxF07tyNvn0H8tNPHXF3P0CpUqUZPnwILVq0ol+/QZw8eZxbt24ydux4Vq9eRkDAdWQyOTY2nenVqy8pKSksXbqQ4ODHREVFUbt2bWbPnq98FlJpMAcP7gNAVzc1KfK9e3cZPnwIkZEvsbHpwtCh6adx5HI5y5cvxc/vGioq0L69Df36DWLSpN9QKBQ4OAzk779Xoq2dcRvI8PAwpk4dj75+LYKCHqCjU465cxeioaHJ8eNH2bx5PaVLl0FXV5eS/18vde/eXZYv/4u3b9+gqanFhAlTqVKlKqNHO2JkZERAgD/v3r1jzJhxNGnSjKio1yxevIAXL16gqqqKk9MozM2bZvpsBw4cyrt371i0aC73799DV7dKul8ktm7dxJkzJ5HJ5DRt2owRI8YQERGe6T0cPLifV68imTDhV1atckNTU0tZT1TUK96+faP8u52dPffuBRIfH8+6dWtJTk5m8+b19OjRC2fnuURGvuTVq0jMzJowefIM/vlnMa9eRTJlynicnZdw7NgR9uzZiVyuwMioDr//PgmJRIKz8x/KbSu7d+9J167d8/Q9InybvL29GD58KObm5jg5OaKtrU10dDR+fn60a9eatWvX5+sUelp0eF52xUnr7I10GEynatXoUrW6Min44dAQ1CTFiI17mW2y9qwCXtI6uOtd1zDKYzdRsbFI1IrTtFFn2tVvr9yR5sbdU1hbt1Hu8jJ/waIsdw9KS2DeumIlmmhqc/HtO6LiYtm2bQtbt2+hiXkT7t6+lW8J04sqD4/UqevsVDG2xMNjBs653MlJyJ0iORLp4bEHMzOzbMuYm5vj4eGe52sEBT3AwMBQ2YFM88MPLdDW1uHSpYv4+Jxn3bqtbNiwndDQEA4c8ADg8eOH9O07kK1bd3H79k0iIsJxcdmIlVV7Dh3ap6xLR6cc69dvpWZNPbZt28Rff61kxow5bNu2EYC//16MqakZmzfvYu7cRTg7zyHq/7+RP3r0kL//XoWr6ya2bdtMcnIyjRubERDgT1JSEi9eRHDjhj8AV65cwsKiBYcP7wdgw4btuLlt5sKFc9y8GcCdO7dQUyuGi8tGdu/eT3x8PJcuXVS2U09Pn27dbOnWzZZOnboCEBUVxfLla1m/fhs7d24lKSn9KOWBAx68ePGCzZt34ua2hXPnTuPr68OiRX8DsGnTjkw7kGkePXpIr1592brVnTJlyuDldYxXryJZs2Y5q1a5sXbtBpKSUtdKvX//noUL5zFr1nw2bNhO7979WLToQyc4MTGRDRu2M2vWPObPn8X79+9ZtmwJnTp1ZcOGbSxc+BeLFy9Q3sO/n218fDx796am+ti+fS9jx44nNDQUgMuXfXnw4B5ublvYuHE7kZGReHkdy/Ie+vcfRPnyFVi8eFm6DiSAk9NoVq9eQffuNsybNwtfXx8aNTKlbNmyDBs2nBYtWjFw4FB8fX0wMDDExWUju3bt58YNfx48uM/YsRMoX74Czs5LCA5+zOHDB1izZoPyWe/cuZXbt28SFxfHxo07WLx4GTdvBmT5DoSi5/Hjxzg4DEJPT4/Lly+zaNEi5s6dy8WLFzEzM8uXWZz8lt1oZvfuPT4r4CWtg3v0xFnKlNVioN08rFsOynGAzsfSclr2rfEd3qFhJFYyYXCff5jx634c+y3HtF4Hrl65ikNNvXxJmF6UxcVFU/ITI8wly1YgTqRUKnBFciQyNjYGbe3sUyloa2sTExOT52uoqqpQvLh6lp9fv34NK6v2lChRAoBOnbpy7NhRLCxaoKNTDkPDOqiqqlKhQkUaNzYHUkfxAgI+rPlr1swCgEqVdClfvgJqamro6lYmPj51GyZ//2tMmjQdgKpVq2FsXI/AwNQ8UqamZhQrVgxtbR00NDRITEygWbPmXL9+FVVVFaytO+Dt7UVKSgo3b95gwoSpzJ07g4cPg7h+PXUtX3JyEo8fP8LWticaGpp4eLjz7NkTnj8PITk5Odvn06yZBcWLF6d48eJoamoRFxdHqVKllZ/7+1/DxqYzEokEiUSCtXVHrl+/ioVFixw9f21tHQz/v+evvn5t4uLiuH37JvXqNUDn/znj2rXryPXr1wgJeUpY2HMmT/5def7HU+/duqWOtBkYGFGuXHkeP36In99Vnj59yrp1qdMhKSkphP5/7VVmz/bGjet07WoLQPXqNahfvwEAfn5XCQy8w9ChqXsfv337hkqVdGnQoFGm9/CpZ7p/vycBAdfx87vK6tXL8fb2wtl5abpy1tYdCAy8g7v7Dp48kRIbG0tychKamprKMgEBfjx/HoKT0+D/3997DA3r0L17D549e8rvv4+mWbPmjBr1a47eh1A0/Pbbb6SkpKCjo8Po0aOVo5BXr15lxYoV9O7d+7NncfKTVBqMq+ta9nns+f/uPtoMGuyIo+Nw9PT0kUqDsbZug0FN8yy3I7wReIrFy85kex1X17WYGFvnKEAnq1HIdS6raV2xEpsfB2fYHlFHqzLtWw/F2KA5q/bPwqR8BWXC9OblKzDSYXCBbT/5LdLQ0CY57iWlsxlhTo6PREOkVCpwRbITqampRXR0NOXLl8+yTHR0NFpaWnm+Rp06xuzfvxeFQoGKioryuIvLKszNm6JQpN+LWaEAmSwFgGLFiqX7TCKRZHqNj8tlVubjvcX/fxVkMhkAxYsXVx5VUVFBoVDQrFlzdu/egUSiRuPG5jx79oQjRw5Qq1Yt1NXVkcnkjBw5htat2wIQExNDyZIl8fE5x7p1LvTs2Rsbm67ExMRkumYvq3tKu35O254TH98foHwPH18mrQ0ymZwqVaqyadOO//9dlm79oOSj/UjlcgUSiQSZTM7y5WvQ0EjteL169QptbW3Onz+b6bMFFUDxUZ2S/9cnw97+Z3r37gdAfHw8EomE2NiYTO8hK3FxsWzatI4xY8bRrJkFzZpZMGjQMLp1a090dPrftvfu3cXZs6fp2rU7PXo0QSp9nKFumUxO27ZWjB07AYCkpCRkMhlly5Zl61Z3rl27wqVLFxkypB9bt7pTtmzZLNsmFA1SaTAnTpzA0dEx3VKg8uXLY2Njg7GxMRs3bqRfv37s2eP+1TuR3t5eODk5YGJszQBb5yynl11c3HBycqCRsRUmxtZolq1AbHwkAYEnuRF4KkcBL/s89jDA1jnbMibG1mz1mJplJ3KfhztNNLUxaZB9tLhJ/Q7sfXKHX7+vB6TfHScvU/5FkZ1dTy7ePY2BRd8sy4QFeouUSl9AkZzOtrPriZ9f9pGx165dw+4ztghq2NAEbW0dNmxwVXZ+rly5hKfnIWrW1MPU1JxTp07w9u0bUlJS8PQ8hKlp9lPsudW4sRlHjhwAIDT0Obdv3+T77xtkWV5bWxt1dXUuXjxPgwaNMDU1Z9Om9VhYtFTWd+jQAVJSUkhKSmLkyKHcvXsbP7+rtG1rRadOXSlTpgwBAdeRy9N3+FI7XjnvBDZubMaxY0eRyWS8efMGL6/jmJh83vNp0KARd+/eIjLyJXK5nNOnTwLw3Xc1iYuLU07NHj16iNmzpynPO3nyBJAaHBQfH4e+fm0aNzZj377UiE2pNJgBA3qlW4/4b2ZmTfDyOo5cLiciIpzbt28BYGpqzokTniQlJZGSksKUKeM4e9Y72/vI7FmWLl0GH5/zHDt2RHnsyZNgdHTKoaGhke6ca9eu0LWrLe3adeTdu3c8fBiEXC5PV8bEpDHnz58lOjoKhULB0qXOuLvvwMfnHHPnzsTCogVjx46nZMmSvHyZ/Z6tQtHg5raGH374Idu15E2bNuXu3bufNYuTU1JpMFOmjcegTo3UHIB1ajBlWmoAilQajJOTA/Y2Uz+Z/zE/UiTlxx7m0XGxXHz5ApP6n4gWb9ABr/8vh0nzqe0f/2ucHIcTGniK6CxSKkWH3Sc00BtHkVKpwBXJkUgHhxG0a9eaOnXqZPoD8cmTJ/j5+bFgwdKMJ+eQiooKCxf+xYoVSxkwoBdqampoamqxePEydHTK0bx5Sx4+fMDQoQOQyVJo0qQZdna9iIzMfleD3Bg7dgJ//jkfT8/DqKioMGnS9GxHXwF++KE5vr4+lCpVisaNzVm+fKlyCvmnn3rw/HkIgwf3QSaTYWPTBVNTMzQ1tfjjj2mcOnUCNbVi1K/fgLCwMBo3/lBvo0amzJ8/Gx2drNcxfqxbNztCQp4xaNDPpKSk0K5dR1q3bpPnZwGpa0jHjp3A2LEjKVGiJDVr6gGpo5Zz5y5k2bIlvHv3jlKlSjN9+h/K88LCQhkyJPU32j/+cEYikfDbbxP588/5DBzYG4VCwYwZc9JNx/+brW1PpNLH9O3bA13dyujr1wKgRYtWPHoUhKPjIORyGU2bWtCxY+dMU/iksbBoyfjxv/LXXyuoUqUqkNqxXLJkGStW/M26dWspUaIE5ctXYNGiv5BIJNSt+z0bNriyZs0K7O37sGSJM9u2baR06TLUq9eA8PAwGjUypVIlXX75xYkVK1wYPNiBMWOGo1AoqF3bkH79BiGRSDh79jT9+9tTvHhx2re3oVat2p/1XoRvg4fHHpycst82rUmTJqxYseKzZnFywtvbC8cRQ6jRxhCLmR0pVaEsSZHxXD7nj3v7VjRv2jJX08tpKZKyGiX8lLQdafISoJNGW0OTqLicbY8Y/zZ97stPbf/4X6Onp4+bixsOTg5UNbakirElJctWIDk+krBAb0IDvXETKZW+CBXFp+Ylv5LXrxPSTXlGRDxFV/e7HJ+fFmFoZmaGubm5cm3PtWvX8PPzy/cIw7xQU1MlJUX+6YJCgRk92hEHh+E0bGj6tZvyTcnt92NOVKhQlsjI+HytU8g5XV0tnJ2ds1xeA6lLQSZPnsywYU4FNp0tlQZj1b4V5r+3pZyhbobPXwdFcGGOJyMHrMy2UxcVE87W/VO5/yDvQUBpay537NjKm+QkSpXSpH6dVjRt1DnDtb19t2BUr3yWHdVpk8ezbdsWHPst/2S7N+34jaPt2iuPhSYmMOr6VQKDnuX5XooiqTQYVzcXPDz2EBcbjYamNnZ2PXF0cMqXDqT4mZRKVVWFcuXKZP7ZF27LF2Np2Q4vr3Po6xvg6urKlClTcHV1RV/fAC+vc1+9AykIglCYpK0lz050dDRqamoMGzY8z9f5VJ5E13WrqdHGMNMOJEA5Q13ey95/9vTyp3h7e2Ft3YZHd6Nw/PlvZozdz7Def1JMTR23neN5KP2wZConO9IMcxqJiooK/reOZ1kGIODWcdpVrZru2Ke2f/yv0tPTx3nBIoL+n4Q/6EEwzt94Ev5vTZGczk6jp6fP/Pl/fvUF4ELhtXKlqxgRFgQ+rCXv0CHrNXuXLl3Cyqpdnv+RTsuT2LladVabNVHmdDzi64P1ru20aN0K79MnefdOxpPTd6luURu99vUoo6uZrp4SpUp99vRydj5ec/nvKGqrFgMw0m/CjoNz6dlpItLnN3MUoKOnp8+CRYuZMH4cRrV/yDJaPOD2cda1+JClIm13nOPZbP8oCF9Lke5ECoIgCDnj4DCC9u1/zHYtub9/AKdOnc9T/Wl5Ep0bmVLv/2m4AKqWLkMDTS0OKh6jUyqS3WsHoVtJg4gXcew7fguPmfsxGdGWspU1eXw8kJCLj3iTlMTabWMxqWeV6dQyZJ//8VNylNKnblv2HF1I3779WbzsTI461n36DEChgKlTJmHyvTXmDW2U0eLXbnrif/s4Y+vWpVLJUoQmJnA4NISjz59/cvtHQfhaiuyayG+BGAErHMR7yD2xJrJo8vPz4eeffy6QteTTJo/nja8PTobpO2ahiQk4XTrPX/NtaWBcJcN5twLDGD3DgxSZKuYNbDD7/sNuMddve+F/xwvbDr9hoPchu0NI2H3cPRdw8mT6zp1UGsw6l9Xs83DPdlcYI0M9Btg6F9iaS6k0mHX/X8sXExuNlqY21u3aoyKXcerkcaLj4tDW0MDWrhdDHUeIDuRXIn4mpcpuTaToRH5FovNSOIj3kHuiE1k0VahQlqtXb7Ju3Vo8PNyJiYlBS0sLOzt7hg0b/lmdmboGNVht1oSqpdP/Y7Q88BalTHQYPaxVluf+7XqW24ElsOs4KcNnIWH32X5gDkN7LUIiUUuX//HjDq+3txdOQwdStWRpnickkPAumTLFS1KtTBlCkxNxWb9ZWV5XV4vpY/YhUc0uyCiFeSt6EBGR/7uiiO+FwkG8h1TZdSILdDr79OnTrFy5kuTkZJo3b8706dML8nKCIAjCZyqoteTRcbFU+v9e9h87GfacjdN+zPbcnp0bcdgr821qS5fSpLyWLm7bx/Iu5T1lSpWmU+du6Ot/SE0llQbjMLg/CjlU0G9Bu/odlKOZAbeP8+zmMRwG98f73CX09PTzJaWPIPwXFFh0dkhICLNmzWL16tUcOnSIwMBAzp07V1CXy5RUGsz0aROoW/c7dHW1qFv3O6ZPm5Bv+76eOXOKIUP6MXDgzwwY0IsdO7Z88pzRox3x988+ETqk7mzyxx/TGTCgFwMG9OL3338hJCT79A7+/n6MHp19nreCtmLF33TubMW7d+/SHV+w4A969uzGyZPpIxNTd8NZ+yWbKAjCV6CtocmL5KQMx2OT36JbSSPbc3UrliUhMSHD8YdSPzbsmkCHuk04Om4LdxeeZv8v69B8rYLlj82pVbMyupU0adOyCe9kcn62nYNly8HpkpNbthzMz7ZzSJEr+HvJQgBs7Xp+1p7bgvBfUWCdyJMnT2JjY4Ouri7FihXj77//pmHDhgV1uQy8vb3o0KEV7+NvsX6JHb5HxrJ+iR3v42/RoUOrz97QPjLyJStX/sPff69k8+adrF27kVOnvPDxyZ+OsovLSvT1a7Fly262bNlNx46dmDVrSr7UXVBSUlI4c+YU9eo14OzZ0+k+O3bsCDt27MXaOn3kZ4sWrT8rXYggCN8GWzt7jvx///mPaZZUJ+JF9om0I17GU+Zf0+BRMeEcPPEP6wYvZILNcGqUr4qaRI0a5asyroMT64csQVWuYOuPVrTWrUqThjbZBsqYN+jI4SOHAHB0HE5A4ElCstgRJScpfQThv6DAOpFPnz5FJpMxfPhwunXrxo4dO9DU1Pz0iflAKg1m5MghLJ3ZmVGDm1OtihZqElWqVdFi1ODmLJ3ZmZEjh3zWiGRMTAwpKSm8eZO6FV6pUqWYPn02NWumrhnq0aML4eFhQMYRwkOH9jN4cB8GDPg5y1HJ169f8+7dO+Ty1LV6lpbtGDIk9QdWYmIC06dPwslpMHZ2nXF2nqPcGzkmJobx48fw88+2TJr0m3JE0MVlFY6Og+jd25bRox2JinoNQOfOVowbN4ZBg/qQkpLCokXzcHIaTM+e3ZgyZRxv374hPDyMwYP7MHfuDPr3t+fXX0cQFxeboc2XLvlQpUpVOnToxMGDHsrjkyb9hkKhwMFhIIGBd+jTx44RI4YyduxIPD0PM3/+bCB1u760Ud2JE8eSmJiQ7b0KgvDtGOY0kiPPQ7jz/589aayrVOOA561sz/U4epv6hq3THfO7cYTeTbtgUrNepueY1KyHfbNuHHr2DN+XL2jcoGO21zBt0JG371OA1Cl9Fxc33D0X4O27haiYcGSyFKJiwvH23YK75wJcXNwAss15+V8llQYzecpEDAz1UresNNRj8pSJ39RzkUqDGfPLaIwMa6Crq4mRYQ2mThHv9t8KbE2kTCbDz8+PrVu3UqpUKUaMGMH+/fuxtbXN0fn/XsT58qUqamo56/Nu2LCGn9p/n2mkH0AD4yp0a/89GzeuZcGCJTmq89/q1q1Dq1Y/Ym//E0ZGRpiamtG+fUdq1vwQbCCRpLZZIlFFRUUFNbXU/5YuXYqtW3fx8GEQv/8+Bg+PQxQvXjxd/UOHDmPixHHs37+Hxo3NadKkGR062KCmpsqVK74YGRmxcOFi3r9/z88/2/H48QMkElVevozgr7+WoatbmWHDBhIQcI0aNb4jJOQp69ZtQlVVlT/+mMHJk8fp27c/MTExDBgwiMaNzQgIuE7x4sVYv34zcrmcUaOcuHLlEnXq1OXRo4dMnz4bI6M6TJ48nlOnTmBv3ztdm48dO4KVVTtatGjJggVzCAl5gp6ePkuXLqNZM1O2bdtFWFgYz549Zd++VVSpUoUjRw6hoqKCXJ7CnDkzWLZsFYaGRqxevYITJzzR0tLK9F7r1DHO03vLSk6/toRUqqqqVKhQNt/rLYg6hdwpqHdQoUJDtrvvpl+vXnSqWp3OVatRqWQpmlfQZerhq7SyqJ1ldLbH0Zs4/Lw83fHbD87zx+jsl8L0atqNXlcOEfc2OUfJyWUp75X337u3HebmjVi+bAXbtk8jJiYKLS0d+vbtw4Zt1wgKCqKjVUs6V02f8/Korw8d9+xk2+7ddOyYfcc1O9/q98KxY8fo9XNfqhhbYWo7j5IaFUmOe8nFwNPsadeG3Tu3f9Zz+RKOHTtGn59706yePr/0aouOZhmiYhO4eucq7dvtYsfOXYX+Hr6UAutEli9fnh9++EG5l7KVlRW3bt3KcSfy39HZcrk8xxG0e/e6s36JXbZlfmr/PcMmuDNnTt4Xj48bN5kBA4Zw9eplrl69xNChA5k1ay6tW7cFQCZLbbNMJkehUJCSkvpfG5tupKTIMTAwRFtbm8ePgzEwMExXd+3adXB3P8jt2zfx87vKjh1b2b/fg7VrN9C2bTsCA++wY8c2njyREhMTS3x8IgqFglq1DKhYsTJyOdSoUZOoqGiaNm3OqFFj2b9/H8+ePeX27VtUrlxV+Tzr1DEmJUVO/fomlC6twe7du3j27AkhIc9ITExEJpOjra1DrVqGpKTI0dOr9f+R2A/vIzo6iitXLjFhwjTU1IrTvHlLPDz2MnbseGWZtGehra1DxYq6pKTIkcsVKBQKgoKCqFChAvr6BqSkyHF0HKU8L7N7zc9oahGdnXtyuTzfoxZFJOTXV9DvwMysBcdOXWC96xpGeexWprJp2cqS32cf5qeO9fip/ffoVixLxMt4Dpy4y4Fjd1CgRmJSbLpAl4SkOKpoV8r2epW1KxHzJhkN9ZI5CpQpWbJ0uvvX0KjI9BlzmT5jbrqyUmkwfe17ZZrz0tGwDhblK9DXvhfHvS/kKaL9W/1ekEqDse/dl4Y2k9D+aOlAaa3KGPzQl/LfNca+d1+8T+Ysr+bXIJUG83PvXgzt1hK9qh9+8aigrUGnlo0w1q/Cz7174XUyb+/2W/RVtj1s06YNPj4+xMXFIZPJuHDhAt9//31BXS6d6OjYHC3Ujo6OyfM1fH198Pb2okKFinTq1JU//nBm7NjxHDlyEAAVFRXltKtMlpLu3I/3ppXLFaipqTF+fOqU8qBBfYiMfMmSJc7IZDJMTBrj4DCCzZt3ERMTzcOHD9i7dxerVy9HS0ubHj16oaenp7zWx3WnteH+/Xv89ttoFAo5bdpY0qrVj+mmhNXVSwCpQS5z5sygRIkS2Nh0pWFDE2W5f4+U/ntK+cQJTxQKcHAYQI8eXfDzu8rx40d5+/ZNhmenrq6e4ZhEogaoKP+ekJDAy5cvsr1XQRC+PXp6+sxzXkxg0DPCI2IIDHrGlm27OeF1AXWNhgybsI/mXZcxbMI+1DUacsLrAhs2bMowtVy6ZFnCol9ke63w6BdolSiJddVqBNzOfrvBazc96dK1W47uYZ3LajpXq56uA/mxejrl6FStGutd1+SovqLCxXUtVY2t0nUgP6ZdpQ5VjS1xdXP5wi3LOTfX1TSrXytdB/JjelUr0qxeLda5/bfebVYKrBPZsGFDhg0bRp8+fbCxsaFKlSrY2WU/OphftLU1c7RQW1tbK8/XKFGiBGvXrlKue1QoFDx8GISBgRGQug9t2tqJCxfSB9ucPHkMgHv3AklKSqR69RosWbKcTZt2sGnTDipUqMiTJ1J27tyqXBMZFhaKTCajatVqXLt2ha5dbWnXriPv3r3j4cMgZbnM3LhxHROTxvz0Uw+qV6+Br69PpuX9/K7Stq0VnTp1pUyZMgQEXEcul+XoeRw7doRp02axd+9h9u49zMGDx9HQ0MDb+2SOzq9R4ztiYqKVz2z79s0cOOCR63sVhPwilQYzfeokjI300NXVwthIj+lTJ4k1UQVET0+fufP+JDDwCeHhMQQGPmHuvD/R09PH0rIdJ0+ewaheedx2/s7c5bbIU96x6/KBbOvcfeUgVlWq0bNmTQJuHc82UObW/dP8/vuEHLV1n4c7natWy7ZMl6rV2eexO0f15QepNJgpUyZiZJj69WpkqMeUL7wO0cNjD1WM22ZbpoqxJR4ee75Qi3LPw8OdpvWyH2FsWl8fD4/MU0791xRonsgePXrQo0ePgrxEpuxs7Tl44hajBjfPssyBE3exs7XP8zVMTc0YMsSBiRPHkpKSOtLYtOkPDBo0DIChQx35++/FbNzoRpMmzdKdm5SUzODBfZBIJMyaNR81tYyvYfbsBaxYsZSePbtSsmRJSpcuw6xZ89DQ0MTevg9LljizbdtGSpcuQ716DQgPD6NqFj/ULC3bMXXqBAYM6AWAkVFdZef3Y126dOePP6Zx6tQJ1NSKUb9+A8LCwmjcOPtncf9+IDEx0cppfEhdM2dv/zMHDnhgY9Ml+wpIHZ2cMWMO8+bNIiXlPVWqVGPGjDncu3c303sVhILk7e3FqOEO9DTvzC7HVVTRrkRY9Av2XD9Kx3ZtWLXWLc87twh5o6enz/wFi9i3ZycbLawBcLp4GOt6rTMNrgl4coc9lw/h0rw5VUuXYWajRszZP4sG9dpj1rCjcrtBv9vHuXXPG7d1G3I8PZlVzsuPVSpZiui47Acz8ou3txdOTg6YGFszwNZZmQPzxt1TWFu3yZB4vaDExUVT8hNrT0uWrUBcbP4naM8vsXGx6GhmPnWbRkejDDGxGYNL/4uK5I41UmkwHTq0YunMzlku1B435wjHj5//qmsaxFq8wkG8h9wryjvWSKXBdGzXhjX9FmTZORmxbSrHvArvuq68KizvIDu6lTQ53akbaqqqXHoRwfybN+nZrCu9mnajsnYlwqNfsPvKQbZe3Mdc08b8UElXee6Z0Oc437lN8RIliYuPVW43iCxtu8Gst0L8WFa773wsNDGBUdevEhiUfX7fzOTmPUilwVhbt8HeZmqmKYyy2gKyIBgY6mFqO4/S2aw9TYwJJ2D/DILysF3kv0mlwbi5rsbDw53YuFg0NTSxs7PHwTHrd/cpRoY1+KVXWypoZ70kLjI6jpXuZ7j/4Glem/5N+SprIr8mPT19Vq/ewLg5R1i58SLPw2JISZHxPCyGlRsvMm7OEVavzvlvnYIg/Hesd3Ohp3nnbFPH9DDrxIZ1rl+4ZQKkT1r+QyVdXJo3Jy7En17Lh9JgiiW9lg8lTHoZVYWMGmXKkCKXE5qYwNqge/z14B7rN20l6OETIiKiWbV6LV5HD1H8zi1WmzXhdKdurDZrwhtfHzpYtswyn3BWOS8/djg0BFu7Xvl+///m+r/27jwsyurtA/iXxUx+CIOhjBs6FAporqCpqSkyjLlgjGJaWLIMiLaYkopm5m5qpSkim5XWaxgoicniuJVLQlom4joPKrKIMjNAarLM+wdBkDPDDMw+9+e6uq7iOTPPicMD95xz7vvExmCgh4/SGpgDPMYhXgf7EPn8aSi8fFRpm8LLQo0UaRcKM8H1GYk7V87hnelj8dnCQLwzfSzuXDkHro/isWsOnx+AXy8pD3B//VMEPr/lK5mmxCRnIusxjAiJCTFITkmCWCyBgwMLfP8ABAW37gxYTaEZMMNA46A+U56J9OjNwV7Bdjg7dlXY5vb9u5gRNw+5V0xrf6ShjIEySxcvxOPTvyCsl/ygCQBirubhT2sr3L1b0JAB7s+fjmDBHHA4LmAYETZv+hT79/+A6poq2LWtS76Z1rNnw+zipbIHWPL7ebkZ1gwjAs975FPZ2fWUvVYV6oxD714czPJfpzTzvExShN37o3BFA7N/yjCMCN4+Y57Kzq4nLryCP37a0OrsbIYRgesz8qkM6obrd+8hIfXnFmVQa/O9jZXezs7Wt/qN2qtWa/YMWEKI6SqTilUqHVMmMdx9XaYsJCwCvKT/wwjHjgoDuEN3CxQGcPX7B/v1HouIWduanKEd8ks6lg8YgGFO7CYZ1qvXbWzyHhyOC6LjdiEidDYmdOuGSV27N9SJPHj3Dg4VFCA6bpdOggxpuVilGpgSHexD5HBcELczDqFhoejq4Y0uHt5o174jHlWUovCyEHcvCxG3M67V3xd1MqjXrN0ot42y/4eYnbsQHjYbL734PIb2dUEHO1uUlVfi1z9FOHvpJmJ26mZsjYFJLmcTQkhLdbB3UKl0TAeWg456RBqrD+CW/H4eMdfycPevyiZL1kt+P68wgGMYEcLCQhHwahR8Rr791Bna01/7BCt//x13/zmnW1mGtbc3F+nCn2EzYhTm/nYO3j/9iLm/nYPNiFFIF/6ss8QrezsHSMvvKW0jrSgFy143P6/e3lwIs47h5b4dcWH/R0j/cjou7P8IL/ftCGHWMY18X7SdQe3tzUVm1s/oPWgktiUdwweb92Bb0jE4ewxFZpbuxtYYmPRMJCGEqMufH4B9vx3CAl+BwjZJOWnwN/M9UQwjQlzcDiQn74NUKoG9PQt8/jSEhs7R+ixNfQD336Ll/vzpSBcovr8q+wcHvsjDD/mX8F6fvk9lWDOMCPE7o5GSnNQkCedQxnG9zUz586fh99wjGDs8UGGbC5ezNLIPUVUcjgvWrd2AdWs3aOX9dZFBzeG4YMvWrVj20ZoWv4c5oJlIQghpJDg0DPuy03Ah/5Lc6xfyL+GHnEMIClEcZOobw4gQFRWJ3r171tUM7N0TUVGRGqsZKBRmgssdjfz8mwgLE2DdunUICxMgP/8muNzRLU5qUIe8ouWr121UGsylJO/DAI9xSt93YD8eMu/eBQCUPHoIB7u6LF2hMBM875F4fPoXtZJwtE0gCMeFy1lKa2D+fvkIQkLDdNwz7bG3s0eZtFJpm7LySrDs7XXUI/Nl0jORDCNCbPxOJKfsg1RcBnuHDuD7T4MgJIz2MxBC5OJwXLA9Jg5zwkMx1XMCAjwnNpSOScpJww85h7A9pvX7urRFKMxEeHgwvLy8EBYmgIODA8RiMXJycsDljkZMTEKrluMYRoTw8GAEBgaiZ8+eDV93dHQEj8eDm5sbwsODkZl5wuC+R6ruH6z4uy77uz7DmmFEiAidLfeYw7Bebhjh2BERobNbnEjTGhyOC3bujENYWCgGeIzDQA+fhhqYFy5n4ffLR7BTA/sQDUldBvU5TBw5QGEbyqDWDZOdiRQKMzGONxYXyh+DuyEesw+cAXdDPC6UP8Y43liNfGo8duwIgoLexFtvzcCsWdPx3XfftPi9Tp36GXv37gEAJCTsREJC8+UYqqur4efni88/bz5x6MqVy1i/flWz7QghdculhzOPwcLFDjPi5qFf1DjMiJsHCxc7HM7UzL6ulmAYEZYuXgh3V2ewnezh7uqMpYsXNswwNg7weDweHB0dYWVl1RDgBQYGIjw8uFUzknFxO+Dl5dUkgGysZ8+e8PT0RHx8TIvvoS2q7h9s39amLkGnoADBgjkGf8xh4xN9du+Pwuovp2L3/ij07uuILA3tQ1QHw4iweMmHcO3FgRObBddeHCzW4Ok5oYIInP3zJpi78seSuXsPZy/dREjoHI3cjyhmkiV+GEaEcbyxeGXpZji593vqekneRRxfswBH0o+2+NNZaek9hIcHITFxD+ztWXj48CHmzRMgKCgUL788WqX3aFxapj5oDA4Oa/LvyvzyywmkpaUiN/cS9u37Ec8++2yL/l/MHZX4UZ8pl/gxVEJhJiJCZ2Nit+6Y2LVbQzZw2t0CpBXcQXTcLgiFWcjPvwkej6fwfQ4fPgwXF1esWfP0h09VxqB3754ICxPA0dFRYZv79+8jNjYWV67kq/z/pwtLlnyIG7llSvcPHjmZiPvMLyj++zGi43bB25ur9eLi/2XMz4JQmPlPdvY4dPEYi3Z2nfCo/B4KLx/F3ctHEKeh03OEwsy6DOq+z2Poi/IzqFt7H2MeB00yu2LjsfE74cr1kxtAAoCTez+84OOHuISWFwuWSCSorq7G48ePAQA2NjZYtmwFevasC0ovXfoToaFv4a23ZuC99+agoOAOAGDePAHOn88BABQWFmLq1ElgGBFSU1OQmpqCQ4d+BADk5eUiPDwIfP5EhbOShw4dxKhRY+Du3gdHjmQ0fD0zMx1vvz0TQUFvYtmyD/H333/j/PkczJtXt4frwoXfMGdOMIKC3sC0aX74+efjLf4+EEK0r/FyalgvN3T9ny2sLS0bllPXDRiEiNDZ2Lfve3h6eip9Ly8vr1ad+yuVSuDgoDzT18HBARKJpMX30BZV9g+e/eMn9B/r3STD2tCOOTRUDCNCaFgo+r+6CK7D38D/WJ1haWmF/7E6w3X4G+j/6iKEhoVqZEayPoPa2WMoZVDrkUkGkckp+/CCj5/SNq5cv1YdAu/q2gsjR45GQIAfQkNnITp6K2pqatGtW3dUVVVhxYoofPDBh/j66/+Dnx8fK1YsVfheHI4L/Pz84efnjwkTJgMAysrKsHVrDBIS9uD//m83Hj78q8lr6vY4/YqXXx4Nb28fpKamNFyLi9uBzz/fhsTEPejcuStu385v8trk5O+xePFHSEz8FosXL0NcnH6WYAgxBQwjQtSShejdyxlstj1693JG1JKFGlu6A6Dycmp5uVTrAZ69PQtisfKag2KxGCwWq8X30Jb6/YNJP62F8PQ3KJMUoaamGmWSIghPf4Okn9bim2++xdbtsU1WqRqfkqNI4yQcc7UzNgZdPcbJLTQOAA5d3NDVwxuxGjo9p+489Y24cvUWiosluHL1FtasVZ5cRTTLJINIqbgMtp0UV+8HANuObEglZa26z8KFS/DDDwcxZcpUlJQUISxsNk6cOIo7d26hffv2cHfvAwAYO3YcCgruoLJSeTZZYy+9NBzPPPMMWCwW7O1ZKP/PJ9zMzJ8weLAX7OzsMHLkaNy8eQPXrtV9uh4xYiTmzAlGdPQWjB49Fq6uvZu89qOPVkEkuoGvvorH3r178OjRo1Z9HwgxV9o6eu2/UpKTMLFrN6VtJnXtDmtra60HeHz+NOTk5Chtc/r0afz96FGT/ZqGoiX7Bw3pmENDlpy8D108xipt08XDu1UTOMSwmGQQae/QAZX3ipS2qSwthj2rQ4vvcfr0LxAKM9GxYydMmDAZn3yyDu+/vxBpaalN9nL+S4ba2hpYWFg0fKW6ulrh+1tZWTX8u4WFBf67dfWnn9Jw6dJFTJ06CbNmvQ5LS4uG2cj331+I1as/Rfv2dli16iNkZPzU5LVz54YiLy8XvXu7YdasoKfemxDSPIYRITxsNoL9RmLiyAHo6GAHK0tLdHSww8SRAxDsNxLhYbM1EkSpupwqk8maDfCys7NblbUaGjoH2dnZyM/Pl3s9Pz8fF86dw9oBg/Ve/kaRuhmsDbhyVYTiYjGuXBVhzdoNCmewQsIikFZwB5fKHsi93jgJx5yVl4vRrpns93btO6JcB6fnEN0wySCS7z8NN7JSlba5npnaquKrzz77LGJitqOoqBAAIJPJcP36Nbi69oazcw9IpVLk5eUCAITCLDg5dYadnT3s7VlgmJsAgJMnjzW8n5WVFWpqalS695Urebh3rwTJyWn44YeD+OGHg/j00y+QmZmOhw//wuuvvwYWi4XAwNng8Sbg2rWrDa8tL5fizp1bCA4Ox0svjcDPP59AbS0llRCiLnWOXmstVZdT27dr12yAl5OTg5CQ8Bb3hcNxQUxMAnbv3o3Dhw/j/v37qKmpwf379/FTWhq+jo/H8v6DMLhjpyb7NQ1tRlIdrTklx5zY2TngUTPZ748qSmGno9NziPaZZJ1IQUgYxvHGoqvXKIXZ2TeyUhGTfrTF9xg0yBNBQaH48MP3G2YUhw4dhrffDsEzzzyDlSvX4bPPPsXjx49gZ2ePlSvXAQDeeGMW1qxZgUOHfsTo0WMa3m/AgEFYs2YFOnRofnb0p59+xKuvTkLbtv9mYw8a5Inu3Z2RmXkYwcFheP/9uWjbti0cHBywdOmKhl/gdnb2mDjRD4GBAbC2tsagQV54/PgxHj16hHbt2rX4+0GIuUlOTsI705Uv3Q190QXbkpLUPr/3v/z5AUg7/QvCesnfawbULadOC5iJMeN8EB4eDE9PT3h5eTXUiczOzkZOTg5iYhJaHex4e3ORmXkC8fEx2Lp1Kx49egT7Z5+FT5duiB8xqkkWs7IzqI1JS0/JMSd8/jScyj0K1+FvKGxTeFmo09NziHaZZIkfoG6vkiBCgBd8/ODK9YNtRzYqS4txPTMVN7JSERsdq/fsLSotYxhoHNRHJX4ANtseny0MhJWl4gWdmppafLB5D4qLJa26F8OIwPMe+VSx63qXyh5gye/nG4pdM4wI8fExSE5OgkQiAYvFAp8fgJCQcKXBTkvGQNflb8yBsT0L9RhGBG+fMej/6iK5yTXiwiv446cNEGYdM4qg21jHQdOUlfgxyZlIoO5T45H0o4hLiEXyolBIJWWwZ3UAnz8NMa2oD0kIIcC/R691dFCckaupo9fql1MjQmdjQrdumNS1e0OdyIN37+BQQUGT5VQOxwVr1nwqtxakpplD+RuGESE2NgYpyfv+OfXGAf78aRAIlAfl5obDcUHczrh/6kR6o4uHN9q174hHFaUovCzE3ctCxJnY6TnmzmSDSKDuB3rt6vVYu3q9vrtCCDExuj56zVCXU+v3ayqbiTTm8jdCYSbCwkIx0MMHs/zXwd6uE6Tl9/B77hH4+IzBTg0VzzYV3t5cCLOOITZuJ5KTP0K5VAw7ewfw+dMg2GIcM5BEdUa1nO3k5Nwku9nY0TKqYaBxUI9MJkNJyW2zX85mGBG4PiMR7DdSbnINc/ceElJ/RmaW7s9TbqmWjMHSxQvxWM5+zbt/VSKZESGr4A4kT/7G/559FjNmzkJIWITRfD8YRgQfnzEIeDUK3eUsz94pvIKkn9YiS8PLs8b2LJgqGoc6JnFijZWVNaqqnui7G4SYvaqqJ7CyMulFDJVwOC6I2bkLCak/I+3k7ygVl6Omphal4nKknfwdCak/I2an6Wfsyit/c6akGGE/H0dbK0vEjByNPWN8MNKJjT17vsbQoQPw/PPdEBUVafAZ27GxMRjo4SM3gASA7l3cMMBjHOI1VDybqEfbZ3ST5hnNTOSjR3+hokIMFqsj2rR5xiRmJGkGzDDQOKhGJpOhquoJJJJStG/vgHbt/qfR9zfWT/0MI0J83I66JBapFCx7+7okllDjy9ht6RjUn+s9oVs3eDk8h+W/ncOGIcPQt8NzOFNSjJV/nMeQYcPgNXRoo2zxHOTkZCMmJsFgl4N79+Jglv86dGApPryiTFKE3fujcOWq5gIXY30WdEkXZ3TTONRRNhPZoiCyqqoKbdq0aXXHlPlvEAnUBZKVlRLU1Cgu0m1MLC0tqUajAaBxUJ2VlTVsbVkaDyAB+oVtCFozBgwjQkLsDvzft19jQtfumNfnRdz9qxIhp07irZAQ9OzZ86nX5OfnY/fu3cjMPGGQATebzcKyd1NgZWmlsE1NTTVWfzkVxcWaK6BNz4JyusoCp3Go0+rs7JycHJw7dw4hISF44403cO3aNaxbtw6vvvqqRjvanHbt/qeVP176Qj+ghoHGgZDW43BcsHrdRiT/8D1e68kBAOzLZzBk2DC5ASQA9OzZE56enoiPj9FJJrm67O0cIC2/p3QmUlpRChYVz9Ypdc7oXrd2g457Z15U2hO5ceNGDBgwAEeOHAGLxcKhQ4eQmJio7b4RQgjRIIYRISoqEr179wSbzULv3j01vjexccmfrMICeA0dqrS9l5cXkpOTNHZ/TfLnT8Pvl48obXPhchYVz9Yxczqjm2FEiFqyEL17OYPNtkfvXs6IWmI4Z9KrFETW1NRg+PDhOH36NMaNG4du3brR8h8hhBiQ5gJEoTATXO5o5OffRFiYAOvWrUNYmAD5+TfB5Y7W2PnWjY9oLH/8GA4OymfpHBwcIJFINHJvTRMIwnHhchbuFF6Re/1O4RX8fvkIQkLDdNwz82YuZ3QLhZng+ozEnSvn8M70sfhsYSDemT4Wd66cA9fHMM6kV2k5u7a2FhcvXsTx48cRFhaGa9euoaqqStt9I4QQogKhMBPh4cHw8vJCWJigIXklJycHXO5orFixBitWLEVgYGCTpWVHR0fweDy4ubn98/oBsGvmj3NzGh/RaPfssxCLxXB0dFTYXiwWg8Viteqe2sLhuGDnzjiEhYVigMc4DPTwgX37jpBWlOLC5Sz8fvkIdlLxbJ2rP6P7f0q2GRj7Gd0MI0J42OynSoh1dLDDxJED0MelC8LDZuu9hJhKM5Hh4eFYsGABpk6diu7duyM8PBzvv/++lrtGCCGkOQwjQnh4MAIDA8Hj8eDo6AgrK6uGADEwMBBRUZHo06dPs3sTt27d2ur+NC7549OlG7J//VVp++zsbI0VZNcGb28usrKOoXdfR+zeH4XVX07F7v1R6N3XEVlZxww2s9yU8fnTUHj5qNI2xn5Gd1xsNF568Xm5NWgBgNO1E17q+zzi43bouGdNGVV2tqmhhA7DQONgGIxlHBhGhNj4aPyQnIRySTnsWHaYyg+AIEQ/RbSjoiKRn38TPB5PYZuDBw/i4cOHmD59usI29+/fR1xcHPLymFb3qb7kz6hOnSAsvIu3DSg7m2FESIjbiZTkJJRJxehg7wB/fgCCQ8MMZkbRWJ4FfTGH7OzevZzxzvSxSo9VLRWXY1vSMVy5ekurfWl1sfGcnBxER0fjyZMnmDZtGjw9PfHTTz9ptJOEEGLohMJMjPMdhbP3z2P48vHw3x2C4cvH4+z98xjnO0ove5SSk/fB09NTaZthw4YhLy9PaRtN7k2sP6LRacw4WFpZYefOnTh48CDu37+Pmpoa3L9/H4cPH8bu3bsRE5Ogs+BNKMzEeO4YWORXYq9gOy6tFWKvYDss8isxnjvGIPaYkebVn9H9x08bcP30HvwlKUJtTTX+khTh+uk9+OOnDUZ/Rre0XIoO9oqPEgWADna2kEilOuqRfJSdTQghKmAYEQRzguD1wVh4TPeELdsellaWsGXbw2O6J7w+GAvBnCCdZ01KpRKVklcePnyotI2m9ybWl/y5wRThl1+y0auXO2JjY7FkyRLExsbCxcUVmZknVF4OZhgRlkUtgkdvDthsFjx6c7AsapHK32+GEWFueCh2vLkWC3wFcHbsCmsrazg7dsUCXwF2vLkWc8NDDSbrlShXf0b3y3074sL+j5D+5XRc2P8RXu7bEUIT2GZgb2ePMmml0jZl5ZVg2dvrqEfyUXY2IYSoIDY+Gs5jeuG5Xmy515/rxUb3V1wRm6DbPUr29iyIxcqzUMViMZ555hmlbbKzs/HGG29osmsNOBwXrFnzKa5cyUdxsQRXruRjzZpPVZ4p0sQMYkLcTkzzmoiBPfvKvT6wZ19M9ZyAxPhYtf7fiP5wOC5Yt3YDrl0VobhYjGtXRVi3doNRz0DW4/MD8Osl5R9ofv1TpPf9xCoFkY2zs4cPH07Z2YQQs/N90v/h8YO/cDh0D36YsROHQ/fgz6/PorL43+WkHq/00nnNQz5/GnJycpS2OXcuGxYWFsjPz5d7PT8/Hzk5OXj33Xe10MPW0dQMYkpyEqYNnqC0TYDnRKQYaM1KYl5CBRE4++dNMHfvyb3O3L2Hs5duIiR0jo571hRlZxNiZhhGhGVLI+Hu3gNsNgvu7j2wbKlmC06bGqEwE9UPn2CM9UAciIhH7rqjOBARj5f/9sDPyw6i6MJtAICNoy3KJbrdoxQaOgfZ2dlKA8TffsvBunUbsXv3bhw+fFjh3sTnn39ep31XhaZmEMukYnRxcFLaprODE8ok2qktaOhFo4lh4XBcELNzFxJSf0bayd9RKi5HTU0tSsXlSDv5OxJSf0bMzl16n3VtUXZ2TU0NrKwUnyWqCZSdTXTFnMZBKMxEREQQpvj2gZ9vH7Cd7FBcUo7UjFwcyMhFdHSi3vYSGeo4MIwI47ljsOPNtXIDmQv5lxD8dSRGrp4EADizKh3X8rSbLflf9XUiPT094eXl1VAnMjs7Gzk5OYiJSYC3NxcMI0J8fAySk5MgkUjAYrHA5wcgJCQcHI6LQY6BR28O9gq2w9mxq8I2t+/fxYy4eci9ojgg09T7tIRQmInwsNl46cXnMbSvCzrY26JMWolfL4lw9s+biNm5q8lzZ4jjYI4MYRwYRoT4uB11z6xUCpa9fd0zGzpHZwGksuxslYLI0tJSLF26FLdu3cK3336LRYsWYd26dejUqXVFaZUx9SCSYUT49tt4fPvttxCLpXBwsAffPwDBIbr7wSB1DOEXhS4wjAg83ihsXj4R/Ty6PHX94uVCLFiZhvT0k3r5GTTUcVgWtQgW+ZVY4CtQ2GbD4WicansZlm2tMayTJ9at3qjDHtZpLkBUhSGOAZvNwqW1QlhbKT4bo6qmGv2ixqGoWPEsoirjuCl9Jyxc7LBqzfpW9bkxhhGB6zPyqaLRDdfv3kNC6s9NikYb4jiYIxqHOq0u8fPJJ59g3LhxaNu2Lezt7eHm5oZly5ZptJPmRCjMBI83ChWl55GwiY/Tae8jYRMfVRUXwePpp0wIMX0J8TswxbeP3AASAPp5dIGfbx8kJsTouGeGTZW9dDO8/HDn5xu4c/w6BMH62aPU2uQVQ9XB3gE5oj+w6sctGPLJRLh9OApDPpmIVT9uwe37dwEAReISdGApz1APDg3Dvuw0XMi/JPf6hfxL+CHnEIJCFAeZLWEsRaMJaQmVgsi7d+8iICAAlpaWaNOmDSIjI1FUVKTtvpkkhhEhIiIIm5dPxNy3h6NbFxasrSzRrQsLc2ePwOblExERofsyIcT0Jackwc+3j9I2U3z7IDmFEgsaU3Uv3cO/HiJ2R6JegjaGEWHJ0kXo5e4CJzYLvdxdsGSp6uVvDJnnkKEI+2YJitqIET5vDtatX4/weXNQ1EYM/22hOHHlLJJy0uDfTJYqh+OC7TFxmLMnCpvSd+L2/buoqqnG7ft3sSl9J+bsicL2GM3XFkxOTsLQvsrfc+iLLjpPyCJEE1QKIi0sLJqU9KmsrKQSPy1Es0FEX8RiKdhOik8/AAB2p/YQiyW66ZCR6GDvgEJxidI2ReISdLB30Mt+UqEwE+N4Y3Gh/DG4G+Ix+8AZcDfE40L5Y4zjjTXqlQ2GEeGXUz8jOCQYvFfHNz3S8dXxmDX7Lcz/bgW+//VHlWYQvb25OJx5DBYudpgRNw/9osZhRtw8WLjY4XCmdmoLGkvRaEJaQqUgksvlYuHChaioqMDevXvx1ltvYfz48drum0mi2SCiLw4O9iguKVfapvheBRwcWLrpkJHw5wdg32+HlLZJyknD1Gmv66hH/2IYEQQRAryydDMGzZoHu87dYWllDbvO3TFo1jy8snQzBBECo52R/PjjKAwePEjpmd+Dh3hi+MiRKs8gcjguWLVmPXKviFBULEbuFRFWrVmvtRlkYykaTUhLqFziZ9SoUXjxxRdx+vRpTJ8+HXPnztV230wSzQYRfeH7ByA1I1dpmwMZueD767d4raHR1146VcTG74Qr1w9O7v3kXndy74cXfPwQl2B8BbQZRgShMAvDhg1T2m7YsGH49dczOuqV+oylaDQhLaFSEAkAU6ZMwRdffIGtW7ciICAAFhYW2uyXyaLZIKIvwSFzcCAjFxcvF8q9fvFyIVIzchEUHK7jnhk2fe2lU0Vyyj684OOntI0r1w/Jyft01CPNiY2NQXV1tUpHOmrqzG9tMJai0YS0hEpB5JEjRzB27FgMHjwYgwYNaviHqI9mg4i+cDguiI5OxIKVadi26xQKCiWorq5BQaEE23adwoKVaYiO1k9iiKHTx146VUjFZbDt1FlpG9uObEglZTrqkeakJO9Du3a2Kh3pqMkzvzVNW0WjTTmZihgPlepE+vr6YsGCBfDw8GgyA9m1q+Kira1lqnUiDb1Wnzkyt1pgDCNCYkIMklOSIBZL4ODAAt8/AEHBqtcT1AZzGwdN6OXuAu6GeNh17q6wTXnRHWQtCsXVvJvNvp8hjQGbzYJX/1fxP9YjvDpB8R78H3/8Eb17e2DNmk912Dv1qVM0urlxEAozIYgQwJXrhxd8/GDbqTMq7xXhRlYqrmemIjY6Vm8fbEyJIT0P+tTqYuPTpk3Dvn26XQ4x1SASkHNqSKf2KL5XgQMZuUjV86kh5oh+URgGGgf1LVm6CBfKH2PQrHkK2/z29TYMZrXD2tXNF9BWdQwYRoS4uB1ITt4HqVQCe3sW+PxpCNXgKRq9e3Ewedx87PtpA4KC3pKbXJOfn4/Y2Fj8/PM5k/rQrWwcGEaEcbyxeGXpZrl7YUvyLuL4mgU4kn7UpL4n+kC/k+q0uth4//79ceLECY12ypx5e3ORnn4Sdk6eCIlMwYjJWxASmYK2dv2Rnn6SAkhCiEoEIWG4npmKkryLcq+X5F3EjaxUhAZrLulHKMwElzsa+fk3ERYmwLp16xAWJkB+/k1wuaM1VlLInz8N+QUX4e/7ARITv8ahQz81OfP70KGfEB+XgLFjxplVsGTKyVTE+Kg0E+nj44M7d+6gTZs2aNOmDWQyGSwsLHD+/HmtdcyUZyLr0aecuk/VCfE7/lla1c/xjzQOuqNsvIcM6U/j0AL1S5sv+PjBlesH245sVJYW43pmKm5kqbe02dyzwDAicLmjERgYqHBmcPfu3cjMPNHq55dhRPDxGYOAV6PwPxt7nPsjDX9eOYGHDytgY9MenG79wNz9A0Kh6W39UTYOmt7CQBSjvw11Wr2cfffuXblfpz2RrWPuP6BPLes72aG4pBypGbk4oMNlfXMfB11pbry//XYvPD1f1nc3jRLDiBCXEFu3vCwpgz2rQ93ycrBArQCruWchKioS+fk3wePxFLY5fPgwXFxcNbJHUSjMRFhYKAZ4jMNADx/Yt+8IaUUpLlzOwu+Xj2Dnzji9rtwwjAixsTFISd4HabkY9nYO8OdPg0DQuv3FysbBic3C7ANnYKnkLPHa6ip85T8CxUXKk5KIcvS3oU6Lg8gzZ85g2LBhyMyUvzzB5Wrv4aUg0rQZUoKROY+Drqgy3gtXHcLhw62fwSIt19xevDFjhuPdd9+Fo6Ojwve4f/8+YmNjceVKvkb6VJeQshPJyfsgkYrBsncAnz8NIaFhev1ZqQ9wB3r4YIDHONjbdYK0/B5+v3wEFy5ntSrApZlIw0B/G+ooCyIVf5QBcOjQIQwbNgy7d+9+6pqFhYVWg0hi2tQ5/nHVasPOutQnQ9gOoAqVxpvrQeNtoOoDpkePHum8biOH44I1azdgzdoNGnvP1mIYEcLCQhHwahS6d3Fr+HoHVmeMHR4I155eCAsLRVbWMY0/h3z/abiQlao0mep6Zir4/GkavS8h8ihNrFm9ejUAYPfu3U/988033+ikg8Q0NXf8Y0GhBA/KKvD11/Fgs1lwd++BZUsjqQZaI0JhJni8UaiquIiETXycTnsfCZv4qKq4CB5vlEGdmazKcZ9+dNynQWocMNnYtDf6uo2aEBsbg4EePk0CyMa6d3HDAI9xiI/bqfF76yOZihBFVMrOLi0txXvvvYfBgwdjyJAhWLx4MaR0WDxpBWXHP57KFuHt97/Fcw422BvztkEHR/rCMCJERARh8/KJmDt7BLp1YcHayhLdurAwd/YIbF4+ERERQQYTdJvicZ8MI0JUVCR69+4JNpuF3r17IirK9D7oNA6YXuw9Gud+zVbaPjs72+SP8EtJ3ocBHuOUthno4aOVk4I4HBfERsfi+JoF+O3rbSgvuoPa6iqUF93Bb19vw/E1CxAbHWtQKxHEdKkURC5evBjOzs44cOAAkpKS4ODggI8++kjbfSMmTNHxjwWFEny88TA+W/Ea5gWNanVwxDAiLFsaCXf3HgpnNG/evNlsG0OjznYAQ2Bqx33qqsyNIWgcMA0dMAlnfz2H/Px8uW3z8/ORk5ODkBDTPjqzLommk9I29u07QiLVTmKLtzcXR9KPYjCrHbIWheIr/xHIWhSKwax2OJJ+lMrEEZ1RKYgsLi7GggUL0L17d/Ts2ROLFi3CjRs3tN03YsIUHf/4/Y8X8Bqvn0aCI1WWe4XCTAwZMtgoloQbU2V5eIqGl4cZRoRlUYvg0ZsDNpsFj94cLItS7Zg1VY77TDWS4z4ZRoTw8GAEBgaCx+PB0dERVlZWcHR0BI/HQ2BgIMLDgw36Q4iiI/Nu3nw6EaNxwNSB1Vlh3cYff/wRu3fvRkxMgsnPgtnbOUBaLv8s7HrSilKw7JXvH20NDscFa1evx9W8myguEuNq3k2sXb3e5L/3xLCoFER26dIFt2/fbvjve/fuoVMn5Z/CCFEmOGQODmTk4uLlwiZfzziWBz/ei0pfq0pwpMpy75zw2QgLexubPppgFEvCjel6eVgozMR47hhY5Fdir2A7Lq0VYq9gOyzyKzGeO6bZYFvReNe7eLkQqZmXERRs+DNYcXE74OXlJbdOIgD07NkTnp6eiI83jFng/xIKMzGONxYXyh+DuyEesw+cAXdDfN3JN15DnhrL/wZMrhxPhL6+GY/LbbHtyx1YsngJvty6HTk5vyEz84RZzIL586fh98tHlLa5cDmLkluIyVOpTmRYWBiys7Px8ssvw8rKCmfOnAGbzQabzQYAxMRo/pcllfgxffV1A/18+2DKP8c/Dp/4BU4fmg9rK8Wfb6qrazBi8hYUFUkUtlm2NBJVFRcxd/YIhW22xJ/E75cKsOuLmQrbbNt1Cm3t+htcxrC7ew8kbOKjWxeWwjYFhRKERKbg8uX8Vt2LYUQYzx2DHW+uxcCefZ+6fiH/EubsicLhTOWZqPLGu/Fxn8ZSJ7J3754ICxPotMyNprTkyLwlSz7EjdwyjB0eqPB9hae/Qe++jgaVQa1NjQuhy0uuuVN4BUk/rW1xdra5/20wFDQOdVpc4qcej8drUlx21KhRKt04MDAQZWVlsLauu83KlSvRv39/lV5LTF/98Y+JCTEIiUyCWCzBM89YobikXGlwpMreueSUJCRs4iu8XlAogUT6ENdE9zBk/Gaw7NrBd4w7pk8e2OTeU3z7ICQyyeCCyLrlYeVB8gENLQ8nxO3ENK+JcgNIABjYsy+mek5AYnwsVq1RfD6zvPF2cGCB7x+A9PQdRnNijVQq0XmZG01R58i8+rO2BYJw+PiMgWtPL4UB0++Xj2DjlmNa7bsh4XBcsHNnXLOF0GlpmZg6lWYigbqyDTk5ObC0tMSQIUPQvn17pe1lMhlGjRqFY8eONQSR6qCZSPOkygyiKrODbDYLp9PelzujeSpbhI83HsYU3ouYwuv378kp6X9if/pFfBI5HiO86n75qzLrqQ+6LNbu0ZuDvYLtcHZUfELV7ft3MSNuHnKvtHzp31ieB2OeiWxpoWpDPzlGX7RVCN1YngVTR+NQR9lMpEp7IrOyssDlcvH1118jPj4ePj4+OHv2rNLXiER1f0yCgoIwefJk7NmzR81uE3Ok0t65jNxm9861KPs7aCQ+W/EaPt54GAWFEgC6zRhWJZO8HofjgujoRCxYmYZtu06hoFCC6uoaFBRKsG3XKSxYmYbo6ESNzISUScXo4uCktE1nByeUSczjiDU+fxpycnKUtjHUMjdScRlsO3VW2sa2IxtSSVmTr3l7c5GVdQy9+zpi9/4orP5yKnbvj0Lvvo7Iyjqm0wCyLiloIVzdnOHEZsHVzRlLli7Uy97l+kLoV66KUFwsxpWrIqxZu4FmIInZUCmI/Pzzz7Fnzx7s2bMH//d//4eEhARs2KB870t5eTmGDRuG7du346uvvsLevXtx6tQpjXSamC5NBUetyf6ewnsRSQcvANDcknBzWlI4vH55uK1df4REpmDE5C0IiUxBW7v+SE8/2ao/7I2zd2tlMgxd/RpWHtyK2/fvym1fJC5BB5b2MlENSWjoHGRnZxtlmRt7hw6ovFektE1laTHsWR2e+rohBExCYSbG+Y7C2fvnMXz5ePjvDsHw5eNx9v55jPM13GoKhJgqlZaz/f39kZKS0uzXlPnqq69QWFiIqKgo9XtJzM7Nmzfx5Zdb8N1336KsTIIOHViYOfMNvPPOe3j++edVev2QIYOx6aMJTQJG7vRoJH4+s9mElOAPvsPG5VOwcNUhnDv3m0r3bClFfa1Xf660tvtR7/Dhw3j9jTfxAncKXvCZDNtOnVF5rwjXM1Jx4/B+fDZ9KUa7vdTkNZvTd+LZPs/hiy1faL1/huDw4cOYOXMmPD094enpCQcHh4YtPzk5Ofjuu+8wfvx4fXfzKfPeew9nSioxaNZchW3Of70NIzrbYesXX2jknjdv3sTnW77At999i3KxFHYO9nhj5huY/977av0837x5E4O8BsFz/lg814v91PUH14qR8/lRnM8+r5PnhBCiYhD5xRdfwMbGBm+++SasrKxw4MABnD9/HlFRUZDJZHKPuMrJyUFVVRWGDRsGANi1axdKS0vx4YcfqtQx2hNJWqs12d/DJ30Be/v2iI5O1PpSnab2gWqCStm7K+Zj/9yYhj2SqmZnN8fYngeGESE+PgbJyUmQSCRgsVjg8wMQEhJusMuZLcnObg2hMBOCOUFwHtMLzqNdYdOxPR6WVuD2ieu4fewaYneo/nwtWboQZ++fh8d0T4VtcvdmY1gnT6xbvbHVfdcnY3sWTBWNQx1leyJVCiL79OmDmpoa+W9gYYG8vLynvn7s2DFs3boVe/fuRVVVFWbOnIlPPvkEAwcOVKnTFEQSTWAYERITYpCcUpcN3MbaEntj3m52JjLwne9wRHhaJ8GALsv1NGfJ0kV19QJnzVPY5rfErfC49xdmD5+KpJw0/JBzCNtjWp9YQc9D6zGMCHFxO5CcvA9SqQT29izw+dMQGjqn4WdZKMyEIEKAF3z84Mr1g21HNipLi3E9MxU3s1KxMzq21VshYuOjkbRvLyqk5Xjmf23RY2QvvODbF7Zs+4Z2D64VI/uzoziSUZf8xTAixO+MRkpyEsTlUjjY2cOfH4CQsAhwOC5wdXPG8OXjm7zHf1UWS3FmVTqu5d1qcf8NAT0LhoHGoU6rg8iW+uKLL5CRkYHa2lrMnDkTb731lsqvpSCSaIMhzfrVU5ZJXk9XWeKqZu8mR0xHB9v28OcHIChEoJFgm56H1hEKMxEeHgwvL6+nltizs7MRE5PQEBwyjAhxCbHY98P3KJeIYdXmGchqamD7PxtMm/Z6k6BT3T7Im3lkjl2B6GgehkSMReeBzg3t62cOx43xQUTobEzs1h0Tu3aDUzsblDx6iLS7BUgruIPouF2Y+UYA/HeHwFLJc1JbXYP9byWg2MCqKaiLngXDQONQp9VB5JMnT3DixAn89ddfAICamhrcvn0b8+fP12xPG6EgkmiDLkvjqMqQZiKd2CzMPnAGllaKy3LVVlfhK/8RKC5qXTY2w4iQEL/jn1liKZ7rYI/XXgtAcIj8AKZ+huuH5CSUS8phx7LDVH4ABCERBrt8rCsMIwKXOxqBgYFyT9LJz8/H7t27kZl5osmMpKpBp6p9GOc7Cl4fKN6z+MvGdHiveq1hNrGyWIpfVhyCdbUM6wYMQt8Ozz31uktlD7Dk9/OosgJGfjKRZiKJztA41Gl1iZ/58+fjyy+/xIYNG3Dw4EGsW7cO169f12gnCdEFXZbGUZUq50rrKku8Ndm76pCXjR63UXE2OmXlKqfuUYzaOP87Nj4azmN6yQ0gAeC5Xmy4jHXHjcx/f9ZtHG3xuKISE7t1lxtAAkDfDs9hQrducOnWA7dPKP+7c+v4NYMsrUSIqVIpiMzLy0NKSgq8vb0RFRWF//u//4NUKtV23wiRS516ivJoszROS2iqNqYm8P2n4UZWqtI21zNTW3UmsCrnmjc+s5xhRBDMCYLXB2PhMd0Ttmx7WFpZwpZtD4/pnvD6YCwEczR/xjnDiLAsahE8enPAZrPg0ZuDZVGLDPIs9eTkffD0VJxwAgBeXl5ITq47c14b53//kJwE59GuSttwxrjh9ql/A8GH9ythCQtM7NpN6esmde2Ogju3cfvYNTy4Viy3zYNrxbhz/DoEwXNU7jMhpHVUCiI7deoEa2tr9OzZE9euXYOrqysqKmiKl+heS+opysPhuGDV6k9x+XI+qqtrcPlyPlat/lQvy6KGNDsqCAnD9cxUlORdlHu9JO8ibmSlIjRY0OJ7JMTvwBTfPkprdfr59kFiQl0Ao8oMV/dXXBGbsKPFffovoTAT47ljYJFfib2C7bi0Voi9gu2wyK/EeO4Yg5v5VPcoRnWDTlWUS8ph01H5SWY2jrZ4UvG44b9vHb+GJ7W1cGpno/R1Tu1sIK2sROyORGR/dhS5e7NRWSxFbXUNKoulyN2bjezPjiJ2h25XEQgxdyoFkTY2Njh48CDc3Nxw+PBhXL16FQ8fPtR23whpQt0ZrPrXtGbWUlcMZXaUw3FBbHQsjq9ZgN++3obyojuora5CedEd/Pb1NhxfswCx0bGt+kOdnJIEP98+SttM8e2D5JS6AEaVGa4er/RSK+BRhmFEmBseih1vrsUCXwGcHbvC2soazo5dscBXgB1vrsXc8FCD+hmyt2dBLFa+R1UsFjeUY9PG+d92LDs8bGb/2MP7lXim/bMA/p05ZNm2R8kj5X9PSh49hIOdHby9uTiScRLDOnnizKp07H8rAWdWpWNYJ08cydD9KgIh5k6lIPKjjz5CXl4eRowYAUtLS7z55psICgrSdt8IaULdGSxNzVrqSuPZ0aIiid5mR729uTiSfhSDWe2QtSgUX/mPQNaiUAxmtcOR9KOt/kMtFkvBdrJT2obdqT3EYgkA1We4yiWa2WKTELcT07wmYmDPvnKvD+zZF1M9JyAxPlYj99MEdY9iVDfoVMVUfkCzexZFR/PQeaBzk5nDqdNeR9rdAqWvO3j3Dvz50wHUPSfrVm/EtbxbKC6S4FreLaxbvZFmIAnRA5WCSA6Hgw8//BAWFhb44osvkJ2djZkzZ2q7b4Q0oc4MVktmLcm/OBwXrF29HlfzbqK4SIyreTexdvV6jfyhVnSueWONzyxXdYbLjqU4a1cdKclJmDZ4gtI2AZ4TkaKhmU9NUPcoRm2c/y0IiWh2z+KN9Et48HtRk5nDkLAIpBXcwaWyB3Jfd6nsAQ4VFCBYQHsdCTE0iut4AAgPV76RPyZG9U3XpCmGEWH16nh8++23EIulcHCwB99fcXkTot4MljqzlkOGaG4vHWleXTa68lqdjbPRp/IDcPaE8pNKNJmVWyYVo4uDk9I2nR2cUCZpXYkjTeJwXBATk4Dw8GB4enrCy8uroWRPdnY2cnJyEBOT0PC7JTR0Drjc0XBzc1NYEignJwdr125Wqw+xOxIhmBOE7q+4oscrvWDjaIuH9ytx6/g13Dl+HXu+3vvUTDaH44LouF2ICJ2NCd26YVLX7g11Ig/evYNDBQWIjttFvxcJMUBKg0hfX9+Gf9+6dSveffddrXfIHNQfxzeF1xcJm/hgO9mhuKQcqRl1y6y6OGrPGNXPYCmrp1g/g5WckoSETXyl7zfFtw9CIpMQs5OCSF0KDpkDHm8URg7lKKzVmZqRi/T0unERhEQgyXcUnAZ2U1h/8M7x69iVkaCR/nWwd0ChuKThWEd5isQl6MBSvqdQ17y9ucjMPIH4+BjExsY2OYpx7drNTYIwdYNOdfpwJOMkYhN2IHlVEsolUtix7MHnB2BXhuL38/bmIl34MxJid2Bu8vcQl5fDwc4O/vzpSBfQB2tCDJXKJ9ZMmTIFBw4c0HJ3/mWqxcYNsdh1fb8aF342xJlRdU6biYuPVfkUmOrqGiooq2PyzjUvvleBAxm5SM3IfeqDVP1JKIpmuNQ5g7k5y6IWwSK/Egt8FWegb0rfCQsXO6xas14j99SX/57/7eDgAH//aVo5/5uKxauOilwbBhqHOq0uNg7UnZFNWk/d5BBdMJYEFHXqKaq7747olrxs9NAPFWej6zIrNzg0DPuy03Ah/5Lc6xfyL+GHnEMICml5mSNDweG4YM2aT3HlSj6KiyW4f/8+1qzRfDIXFYsnxDSpPBP52muvYf/+/druTwNTnYk0pCPuAMOdGVVE1RksdWYtY3buoE+bBsCQPvULhZmYGx6KqZ4TEOA5EZ0dnFAkLkFSThp+yDmE7TFxJrnlRBtjoMpxiNmfHcWRDMP4HWMIDOlZMGc0DnVaPBMpkUga/qmpqYFUKm3yNaI+dcubaJshzowqo2o9RUM6BYYYH29vLg5nHoOFix1mxM1Dv6hxmBE3DxYudjicecwkA0ht0UexeEKIbiidiXRzc4OFhQXkNbGwsEBeXp7WOkYzkbqZiTS0/miSqrOW9GnTMNA46J82xsDVzRnDl4+HLVtxCabKYinOrErHtbxbGr23saJnwTDQONRRNhOpNDv7ypUrWumQOVO3vIm2GdrMqCbVz1omJsQgJDIJYrEEDg4s8P0DkJ6+g5bOCNEBXReLJ4TojsqJNUQzDG2Z1dQTUHR5CkxzRywayxGMhGiSrovFE0J0h4JIHeNwXBAdnYgFK9OwfdcpFBRKUF1dg4JCCbbtOoUFK9MQHZ2os1myupnRXKVtdDkzaqyay3DfvHm9UWTAGwMKxo2LKscharJYPCFEd1TOztY1U90TWY9hRPjuu4R/Tqz5d5k1KFjz9dma64cxZWdrQ2v3vTT3PTxy8ipWbEpH9PppZvs9VoUq49BQqN+3D/x8+zQq1J+LA3LqSxL1GEN2tjnUm6S9eIaBxqGOsj2RFETqkaH8gKpb+NnUtHYcmisntDnmGNpYW+LdkNEK36O+3NCq1Z+2uB/GrrlxoA882qet30maKhZf/z7OY3rBebQramtluJp6AXezGVQ9egLb9raYPn2m0QeUhvK3wdzRONTRSLFxYrpULZtD5EtOSYKfbx+F1zOO5cH/1f4KrxcUSvCgrAJffx1Py7NKGFs5KvIvTRSLZxgRBHOC4PXBWHhM90RFkRTHPj6AZ1k2GLeWD/4eAUaunIQzpb9RAXNCdIRmIvWIPuUYhtaOA5vNUnrE4pDxm3E6bb7c66eyRfh442FM4b2IKbx+Zr0829w4mHI5KkNhyL+TlixdiLP3z8Njuicqi6UQfrQfL0fyTLKAuSGPgzmhcahDM5GEaFFzGe4su3ZyrxcUSvDxxsP4bMVrmBc0Ct26sGBtZYluXViYO3sENi+fiIiIIJqR/Icpl6MizfshOQnOo10BADcyLsFlrDsVMCdEzyiIJKSVmstw9x3jjpSf/njq69//eAGv8frR8qyKDKEcFcOIsGTpQri6OcOJzYKrmzOWLF1Igb4ONK43efv0DXDGuClt3+OVXkhOTtJF1wgxWxREEtJKzdX+7O/RBUk//v7U9YxjefDjvaj0vaf49kFyCv0hBPRfjkoozMQ431E4e/88hi8fD//dIRi+fDzO3j9Pe/B0oHG9yb/LH1MBc0IMAAWRhLRS49qf2+TU/twQfQLvvR/51HWJ9BEtz6pBn4X6/5vUYcu2h6WVJWzZ9vCY7gmvD8ZCMIe2HmhT43qTbe2epQLmhBgACiIJ0YDmMtwXLFj81PVnnrHS+/KsMWkuWNdmof7Y+Gg4j+lFe/D0SBASgdvHruHBtWI4D38BzDHlx/JSAXNCtI+ys/WIMr8Mg77Gobn6koB51Y9UdRwYRoTEhBgkpyTprFC/q5szhi8fD1u24pmtymIpzqxKx7W8W1rpgy4Y+u+k+jqRTl7OuH3mOl7+cDxlZxOtoXGooyw721rHfSGE/CM4ZA54vFEYOZSjsHh2akYu0tNpdqux+vPQdRlYN07qUIT24Glffb3J2IQd2Hs2HydWp+F5Hw8879NHbgFzYwwgCTEmtJxNiJ7oc3lW0xhGhGVRi+DRmwM2mwWP3hwsi1pkMnsEGyd1KEJ78HSDw3HButUbwdwsxOmfczCy67AWFzAnhLQOBZGE6JEpnBYkFGZiPHcMLPIrsVewHZfWCrFXsB0W+ZUYzx1jElnLjZM6FKE9eLpXH1Bey7uF4iIJruXdwrrVG43igxchpoD2ROoR7bcwDDQOLccwIoznjsGON9diYM++T12/kH8Jc/ZE4XDmsWb/sBvyODCMCON8R8Hrg7EmuQevniGOAcOIEBsfjR+Sk1AuKYcdyw5T+QFGfz62MoY4DuaIxqEOnVhDCNGKhLidmOY1UW4ACQADe/bFVM8JSIyP1XHPNIvDcUHsjkRkf3YUuXuzUVksRW11DSqLpcjdm43sz47SHjwtoNqchBg2monUI/qUYxhoHFrOozcHewXb4ezYVWGb2/fvYkbcPOReUb4/0hjGgWFEiE3YgeTkJJRLpLBj2YPPD4AgeI5JBJCGNAbmMvsrjyGNgzmjcahDM5FyMIwIy5ZGwt29B9hsFtzde2DZ0kiTSQQgRBfKpGJ0cXBS2qazgxPKJGId9Ui7aA+e7lBtTkIMn1kGkUJhJni8UaiquIiETXycTnsfCZv4qKq4CB6PlkgIUVUHewcUikuUtikSl6ADy0FHPSKm4ofkJDiPdlXahs7HJkS/zC6IZBgRIiKCsHn5RMydPQLdurBgbWWJbl1YmDt7BDYvn4iICDq+jBBV+PMDsO+3Q0rbJOWkwZ+ylomamqvNWVksxfX0y6ioeAgnNgu93F2wZKnplJUixBiYXRCZEL8DU3z7yC3uDAD9PLrAz7cPEhNidNwz1dAyPDEkwaFh2Jedhgv5l+Rev5B/CT/kHEJQiEDHPSPGTlltzqILt3F0+UHYtO8PfvT3mH3gDLgb4nGh/DHG8cbSahIhOmJ2QWRyShL8fPsobTPFtw+SUwxviYSW4YmhfYjgcFywPSYOc/ZEYVP6Tty+fxdVNdW4ff8uNqXvxJw9UdgeE2eUewYZRoQlSxfC1c0ZTmwWXN2csWTpQvrApiOKanNWFkuRveMkuMu/xJC334Nd5+6wtLKGXefuGDRrHl5ZuhmCCAGNEyE6YHZBpFgsBdvJTmkbdqf2EIsluumQimgZnhjChwh5Qeyxo1mIS/wGFi52mBE3D/2ixmFG3DxYuNjhcOYxoyiY/l9UWkb/BCERuH3sGh5cK27y9RsZeXDz5cPJvZ/c1zm598MLPn6ISzDuslKEGAOzCyIdHOxRXFKutE3xvQo4OLB00yEVGfsyPGkdQ/gQoSyIDQl5A6+MHYvcKyIUFYuRe0WEVWvWG+0MpGBOELw+GAuP6Z6wZdvD0soStmx7eEz3hNcHYyGYQx/YtE1Rbc7bp66jt+9rSl/ryvVDcvI+HfWUEPNldkEk3z8AqRm5StscyMgF39+wEgGMeRmetJ6+P0QYQhCrK1RaxnB4e3NxJOMkhnXybDgf+++Kh7Dt1Fnp62w7siGVlOmol4SYL7MLIoND5uBARi4uXi6Ue/3i5UKkZuQiKDhcxz1TzliX4Unr1C8ff/NNAr7+/iy406OxOeYYCgolT7XV5ocIfQexukSlZQzLf2tzsjo8h8p7RUpfU1laDHtWBx31kBDzZXZBJIfjgujoRCxYmYZtu06hoFCC6uoaFBRKsG3XKSxYmYboaMM7vsxYl+FJyzVePt4b8zZOH5qPxM9n4tlnrPH2+9/iVHbTWT9tfohobia8oFCCB2UV+PrreINI+GmN5krLAICNoy3KJVId9Yg0xvefhhtZqUrbXM9MBZ8/TUc9IsR8mV0QCdQtkaSnn0Rbu/4IiUzBiMlbEBKZgrZ2/ZGeftIgEwGMdRmetIzS5eOgkfhsxWv4eOPhJjOS2vwQoWwm/FS2CG+//y2ec7CpC3aNvGqAstIy9R7er4Qdy15HPSKNCULCcD0zFSV5F+VeL8m7iBtZqQgNprJShGibtb47oC8cjgtWrf4Uq1Z/qu+uqCQ4ZA54vFEYOZQjd0mxfhk+PZ32aZkCVZaPp/BeRNLBC/ggbAwA7X6IqJ8J79aF1eTrBYUSfLzxMD5b8VqTvtbvlRw5lIOIiCCkpxvP+cZT+QE4e+I8PKZ7Kmxz6/g18KmAul5wOC6IjY6FIEKAF3z84Mr1g21HNipLi3E9MxU3slIRGx1rND9vhBgzs5yJNEbGugxPWkalRCpeP2QcywOg/b28imbCv//xAl7j9TOpvZKKSsvUe3CtGHeOX4cgeI6Oe0bqeXtzcST9KAaz2iFrUSi+8h+BrEWhGMxqhyPpRw1yNYkQU2Qhk8lk+u6EPA8eVKK21iC7pjEdO7ZHaTPLZv/FMCIkJsQgOSUJYrEEDg4s8P0DEBQcTgFkC7VkHLSNzWbhdNr7sLZS/DmvuroGwyd9gVkBLyE1IxfR0Yla++PJMCLweKOwefnEJgEjd3o0Ej+f+dQMZWMFhRKERKbg8uV8pfcwpHEQCjMhmBOE7q+4oscrvWDjaIuH9ytx6/g13Dl+HbE7tPe91idDGgNzRuNgGGgc6lhaWuC552zlXjPb5WxjZWzL8KRlFC0fN1Z8rwLPtLH+Zy/vDq1+iKifCY+ICIKfbx9M8e0Ddqf2kEgfmWTVgPrSMrEJO5C8KgnlEinsWPbg8wOwKyOBPrARQggoiCTEINUtH1/E3NkjFLY5kJGLt94K1tkHivqEtMSEGIRE1s2EP/OMlUrBrjFWDagvLbNu9UZ9d4UQQgwS7YkkZkXesX3vvfeOwZWiMdR6pvUz4Zcv56OoSIJZs4KpagAhhJgpCiKJ2VB0bF9F6XmDK0VjLIlUhhrsEkII0T5KrNEj2rSrO4oSQ+pdvFyIBSvTVCpFwzAiJMTv+Ce5SQoHB3vw/QMQHDJH40GdMSRSCYWZT+2VLL5XgQMZuWol/NDzoH80BoaBxsEw0DjUUZZYQ0GkHtEPqO4sWxqJqgrlewy37TqFtnb9le4xrA+Ypvj2gZ9vH7Cd7FBcUo7UjFwc0HKGtCHTRLBLz4P+0RgYBhoHw0DjUIeCSANFP6C64+7eAwmb+K0qRaPJ2UzyNHoe9I/GwDDQOBgGGoc6yoJI2hNJzIKyY/vqNVeKRpVTZIytsDYhhBDSUhREErNQX3dRmeZK0ah0ioxvHySnJLWki4QQQohRoSCSmAVFx/Y11lwpGk3MZhJCCCGmQutB5IYNG7B48WJt34YQpTRRikYTs5mEEEKIqdBqEHnmzBns379fm7cgRCXK6i5uV7HuoiZmMwkhhBBTobUgUiKR4PPPP0d4OBUZJoah/ti+tnb9ERKZghGTtyAkMgV2Tp5ITz/ZbGkeKqxNCCGE/EtrZ2cvX74c8+fPR1FRkbZuQYja6o/ta1wLUtUyDvWzmc0V1qbyPoQQQsyBVoLIffv2oXPnzhg2bBhSUlJa9B6KahKZmo4d2+u7CwSqj8Prr/Ph5TUAX365BaEffouyMgk6dGBh5sw3kJ29G88//7yWe2ra6HnQPxoDw0DjYBhoHJTTSrHx2bNno7S0FFZWVpBKpXj48CGmTJmCqKgold+Dio0TXaFxMAw0DvpHY2AYaBwMA41DHWXFxrUyE7lr166Gf09JScG5c+fUCiAJIYQQQohhozqRhBBCCCFEbVpLrKnn7+8Pf39/bd+GEEIIIYToEM1EmhmGEWHZ0ki4u/cAm82Cu3sPLFsaCYYR6btrhBBCCDEiFESaEaEwEzzeKFRVXETCJj5Op72PhE18VFVcBI83CkJhpr67SAghhBAjQUGkmWAYESIigrB5+UTMnT0C3bqwYG1liW5dWJg7ewQ2L5+IiIggmpEkBo1hRFiydBF6ubvAic1CL3cXLFm6iH5uCSFEDyiINBMJ8TswxbcP+nl0kXu9n0cX+Pn2QWJCjI57RohqhMJMjOONxYXyx+BuiMfsA2fA3RCPC+WPMY43lmbSCSFExyiINBPJKUnw8+2jtM0U3z5ITknSUY8IUR3DiCCIEOCVpZsxaNY82HXuDksra9h17o5Bs+bhlaWbIYgQ0IwkIYToEAWRZkIsloLtZKe0DbtTe4jFEp30hxJ8iDpi43fClesHJ/d+cq87uffDCz5+iEuI1XHPCCHEfFEQaSYcHOxRXFKutE3xvQo4OLC03hdK8CHqSk7Zhxd8/JS2ceX6ITl5n456RAghhIJIM8H3D0BqRq7SNgcycsH3D9BqPyjBh7SEVFwG206dlbax7ciGVFKmox4RQgihINJMBIfMwYGMXFy8XCj3+sXLhUjNyEVQcLhW+0EJPqQl7B06oPJekdI2laXFsGd10FGPCCGEUBBpJjgcF0RHJ2LByjRs23UKBYUSVFfXoKBQgm27TmHByjRERyeCw3HRaj8owYe0BN9/Gm5kpSptcz0zFXz+NB31iBBCCAWRZsTbm4v09JNoa9cfIZEpGDF5C0IiU9DWrj/S00/C25ur9T4YWoIPMQ6CkDBcz0xFSd5FuddL8i7iRlYqQoMFOu4ZIYSYL62fnU0MC4fjglWrP8Wq1Z/q5f71CT7durAUttFVgg8xHhyOC2KjYyGIEOAFHz+4cv1g25GNytJiXM9MxY2sVMRGx2p9Jp0QQsi/aCaS6JShJPgYg7rTWRbC1c0ZTmwWXN2csWTpQrNNOvL25uJI+lEMZrVD1qJQfOU/AlmLQjGY1Q5H0o/qZCadEELIvyxkMplM352Q58GDStTWGmTXNKZjx/YoLa3Qdzd0imFE4PFGYfPyiXKTay5eLsSClWlITz+ps1klQxwHoTATgjlBcB7TC86jXWHTsT0ellbg9onruH3sGmJ3JJpc0GSI42BuaAwMA42DYaBxqGNpaYHnnrOVe42Ws4lO1Sf4REQEwc+3D6b49gG7U3sU36vAgYxcpGbk6iTBx5AxjAiCOUHw+mAsnuvFbvi6LdseHtM94TSwGwRzgnAko/lAm2FESIjfgeSUJIjFUjg42IPvH4DgkDlm/T0mhBDSerScTXTOEBJ8WoJhRFi6eCHcXZ3BdrKHu6szli7W/PJybHw0nMf0ahJANvZcLza6v+KK2IQdSt+HiroTQgjRJlrO1iOaKjcMqoyDUJiJiNDZmNitOyZ27QandjYoefQQaXcLkFZwB9FxuzQW/Lq6OWP48vGwZdsrbFNZLMWZVem4lndL7nWGEcHH52W8NLAbcv64DUn5I7Ds2sF3jDumTx6IMslDnW8baA49D/pHY2AYaBwMA41DHWXL2TQTSUgzGEaEiNDZWDdgEMJ6uaHr/2xhbWmJrv+zRVgvN6wbMAgRobM1NiNZLimHTcf2StvYONqiXCJVeP3jj5egtvoJurLtkfj5TJxOm4/Ez2fi2Wes8fb736Lir8dU1J0QQkirUBBJSDPid0ZjYrfu6NvhObnX+3Z4DhO6dUNCrPLlZVXZsezwsJlPvw/vV8KOJX+mkmFEOH78CLaumYq5QSObHi0ZNBKfrXgNH288jKEDu1NRd0IIIS1GQSQhzUhJTsLErt2UtpnUtTtSkr/XyP2m8gNw+8R1pW1uHb8GPl9+GaSE+B2YOqG/0qMlp/BexIkzN6ioOyGEkBajIJKQZojLpXBqZ6O0jVM7G4jLyzVyP0FIBG4fu4YH14rlXn9wrRh3jl+HIHiO3OvJKUmYOnGA0ntM4fVDxrE8KupOCCGkxSiIJKQZDnb2KHn0UGmbkkcP4WCn/DhHVXE4LojdkYjsz44id282KoulqK2uQWWxFLl7s5H92VHE7lBcBknVoyWlFY+pqDshhJAWoyDyHwwjwrKlkXB37wE2mwV39x5YtjTSbE8HIf/y5wcg7W6B0jYH796BP3+6xu7p7c3FkYyTGNbJE2dWpWP/Wwk4syodwzp54kiG8jJI9UdLKlN8rwLPtLFCUHC4xvpMCCHEvFAQCaqnR5QLCYtAWsEdXCp7IPf6pbIHOFRQgGCB/OXlluJwXLBu9UZcy7uF4iIJruXdwrrVG5styaPK0ZL70n6HtzfXYMr7EEIIMT5mf2INw4gQERH01DF83bqwMHf2CIwcykFERJBB1dMjusXhuCA6bhciQmdjQrdumNS1e0OdyIN37+BQQQGi43YZzM9HcMgc8HijMHIoR+HRkoeOXEVGZrweekcIIcRUmP1MZEL8Dkzx7aM0k5Xq6RFvby7ShT/DZsQozP3tHLx/+hFzfzsHmxGjkC782aBO2ak/WnLByjRs23UKBYUSVFfXoKBQgm27TmHByjTsiNFc0EtbQQghxDyZ/Yk17u49kLCJj25dWArbFBRKEBKZgsuX8zV6b6qGbxhMdRwYRoTEhJh/zs2WwMGBBb5/AIKCwzUWQAqFmYiICMIU3z7w8+0DtpMdikvKkZqRiwP/nIOuaoBtquNgTGgMDAONg2Ggcaij7MQasw8i2WwWTqe9D2srxZOy1dU1GDF5C4qKJBq9N/2AGgYah5ZhGBF4vFFPbQWpd/FyoVpHK9I46B+NgWGgcTAMNA516NhDJVTNZKV6eoQ0ZWxbQWjZnRBCNMvsg0hVMlkPZORSPT1C/iM5JQl+vn2Utpni28cgjlakCgyEEKJ5Zp+drUoma2pGLtLTNXMuMiGmQtWi5vo+WpEqMBBCiHaY/UykKpms0dGKTwchxFwZy1YQY1t2J4QQY2H2QSTwT/mW9JNoa9cfIZEpGDF5C0IiU9DWrj/S05WfDkKIuTKWrSDGtOxOCCHGxOyXs+txOC5YtfpTrFr9qb67QohRMJatIMay7E4IIcaGgkhCSIvUbwWJiAiCn28fTPHtA3an9ii+V4EDGblI/adOpL63gtQvuyurBWsIy+6EEGJsaDmbENJixrAVxFiW3QkhxNjQTCQhpFUMfSuIsSy7E0KIsaEgkhBi0oxl2Z0QQowNBZGEEJNXv+yemBCDkMimZ4mnp++gAJIQQlrA7M/O1ic6l9Mw0DgYBhoH/aMxMAw0DoaBxqEOnZ1NCCGEEEI0ioJIQgghhBCiNgoiCSGEEEKI2iiIJIQQQgghaqMgkhBCCCGEqI2CSEIIIYQQojYKIgnRMIYRYdnSSLi79wCbzYK7ew8sWxoJhhHpu2uEEEKIxlAQSYgGCYWZ4PFGoariIhI28XE67X0kbOKjquIieLxREAoz9d1FQgghRCPoxBpCNIRhRIiICMLm5RObnNHcrQsLc2ePwMihHEREBCE9/SSdkEIIIcTo0UwkIRqSEL8DU3z7NAkgG+vn0QV+vn2QmBCj454RQgghmkdBJCEakpySBD/fPkrbTPHtg+SUJB31iBBCCNEeCiIJ0RCxWAq2k53SNuxO7SEWS3TTIUIIIUSLKIgkREMcHOxRXFKutE3xvQo4OLB00yFCCCFEiyiIJERD+P4BSM3IVdrmQEYu+P4BOuoRIYQQoj0URBKiIcEhc3AgIxcXLxfKvX7xciFSM3IRFByu454RQgghmkclfgjREA7HBdHRiYiICIKfbx9M8e0Ddqf2KL5XgQMZuUjNyEV0dCKV9yGEEGIStBpEbtmyBRkZGbCwsMDUqVMxe/Zsbd6OEL3z9uYiPf0kEhNiEBKZBLFYAgcHFvj+AUhP30EBJCGEEJOhtSDy3LlzOHv2LH788UdUV1fj1VdfxejRo+HiQn9EiWnjcFywavWnWLX6U313hRBCCNEare2JHDJkCL755htYW1vjwYMHqKmpgY2NjbZuRwghhBBCdEiriTVt2rTB1q1bMWHCBAwbNgxOTk7avB0hhBBCCNERC5lMJtP2TR49eoTw8HC8+uqrmD59urZvRwghhBBCtExreyJv3ryJJ0+ewN3dHe3atQOXy8XVq1dVfv2DB5WordV6fKtXHTu2R2lphb67YfZoHAwDjYP+0RgYBhoHw0DjUMfS0gLPPWcr/5q2blpQUIBly5bhyZMnePLkCYRCIQYPHqyt2xFCCCGEEB3S2kzk6NGjcfHiRUyZMgVWVlbgcrmYMGGCtm5HCCGEEEJ0SKt1It955x2888472rwFIYQQQgjRAzr2kBBCCCGEqI2CSEIIIYQQojYKIgkhhBBCiNooiCSEEEIIIWqjIJIQQgghhKiNgkhCCCGEEKI2CiIJIYQQQojaKIgkhBBCCCFqoyCSEEIIIYSojYJIQgghhBCiNgoiCSGEEEKI2iiIJIQQQgghaqMgkhBCCCGEqI2CSEIIIYQQojYKIgkhhBBCiNooiCSEEEIIIWqjIJIQQgghhKiNgkhCCCGEEKI2CiIJIYQQQojaKIgkhBBCCCFqoyCSEEIIIYSojYJIohaGEWHJ0kXo5e4CJzYLvdxdsGTpIjCMSN9dI4QQQogOURBJVCYUZmIcbywulD8Gd0M8Zh84A+6GeFwof4xxvLEQCjP13UVCCCGE6Ii1vjtAjAPDiCCIEOCVpZvh5N6v4et2nbtj0Kx56Oo1CoIIAY6kHwWH46LHnhJCCCFEF2gmkqgkNn4nXLl+TQLIxpzc++EFHz/EJcTquGeEEEII0QcKIolKklP24QUfP6VtXLl+SE7ep6MeEUIIIUSfKIgkKpGKy2DbqbPSNrYd2ZBKynTUI0IIIYToEwWRRCX2Dh1Qea9IaZvK0mLYszroqEeEEEII0ScKIolK+P7TcCMrVWmb65mp4POn6ahHhBBCCNEnCiKJSgQhYbiemYqSvItyr5fkXcSNrFSEBgt03DNCCCGE6AOV+CEq4XBcEBsdC0GEAC/4+MGV6wfbjmxUlhbjemYqbmSlIjY6lsr7EEIIIWaCgkiiMm9vLo6kH0VcQiySF4VCKimDPasD+PxpiKH6kIQQQohZsZDJZDJ9d0KeBw8qUVtrkF3TmI4d26O0tELf3TB7NA6GgcZB/2gMDAONg2GgcahjaWmB556zlX9Nx30hhBBCCCEmgIJIQgghhBCiNgoiCSGEEEKI2iiIJIQQQgghaqMgkhBCCCGEqI2CSEIIIYQQojYKIgkhhBBCiNooiCSEEEIIIWqjIJIQQgghhKjNYI89tLS00HcXdMJc/j8NHY2DYaBx0D8aA8NA42AYaByUfw8M9thDQgghhBBiuGg5mxBCCCGEqI2CSEIIIYQQojYKIgkhhBBCiNooiCSEEEIIIWqjIJIQQgghhKiNgkhCCCGEEKI2CiIJIYQQQojaKIgkhBBCCCFqoyCSEEIIIYSozWCPPTQ1gYGBKCsrg7V13bd85cqV+Ouvv7Bu3Tr8/fffGD9+PObPn6/nXpo+eeOwd+9e/Pbbb2jXrh0AYN68efDx8dFnN03e0aNHsW3bNjx69AgjRozAsmXLcPr0aXoedEzeOCxZsoSeBx3at28f9uzZ0/DfBQUF8PPzw7hx4+h50CFF4/Do0SN6HpSREa2rra2Vvfzyy7KqqqqGrz169Eg2evRo2e3bt2VVVVWyoKAg2fHjx/XYS9MnbxxkMpls4sSJspKSEj31yvzcvn1b9vLLL8uKiopkT548kc2YMUN2/Phxeh50TNE40POgP9euXZP5+PjICgsL6XnQo/pxePDgAT0PzaDlbB0QiUQAgKCgIEyePBl79uzBxYsX0aNHD3Tv3h3W1taYNGkS0tPT9dxT0yZvHB49eoTCwkJERUVh0qRJ2Lp1K2pra/XcU9OWlZWFV199FWw2G23atMHnn3+Odu3a0fOgY/LGwc3NjZ4HPVqxYgXmz5+PO3fu0POgR/Xj0K5dO3oemkFBpA6Ul5dj2LBh2L59O7766ivs3bsXhYWF6NixY0ObTp06oaSkRI+9NH3yxiE1NRUvvfQS1q5di6SkJOTk5OCHH37Qd1dN2q1bt1BTU4Pw8HD4+fnhu+++w7179+h50DF54/D333/T86Anp0+fxuPHjzF+/Hh6HvSo8Tjcv3+fnodm0J5IHRg4cCAGDhzY8N9Tp07F1q1bMXjw4IavyWQyWFhY6KN7ZkPeOIhEImzfvr3ha4GBgThw4AACAgL00UWzUFNTg5ycHOzevRs2NjaYM2cOnn322SY///Q8aJ+8cejRowc9D3qyd+9ezJ49GwBQW1tLz4OeNB6H7t270/PQDJqJ1IGcnBycOXOm4b9lMhm6du2K0tLShq+VlpaiU6dO+uie2ZA3Dnfv3kVGRkaTr9Un3RDtcHR0xLBhw9ChQwc8++yzGDduHE6fPk3Pg47JG4f9+/fT86AHT548QXZ2NsaOHQsAYLPZ9DzowX/H4erVq/Q8NIOCSB2oqKjAp59+ir///huVlZXYv38/PvjgAzAM07CklJaWhlGjRum7qyZN3ji89dZbWLt2LaRSKaqqqvD9999T5p2WjRkzBr/88gvKy8tRU1ODn3/+GTwej54HHZM3DuPGjaPnQQ+uXr2Knj17wsbGBgDQv39/eh704L/jIJPJ6HloBoXUOjBmzBj88ccfmDJlCmprazFz5kwMHDgQ69evxzvvvIO///4bo0ePBo/H03dXTZq8cRgyZAgEAgFmzJiB6upqcLlcTJw4Ud9dNWn9+/dHSEgIZs6ciaqqKowYMQIzZsyAi4sLPQ86JG8cAgMDYW1tTc+Djt25cwdsNrvhv9u2bUt/H/Tgv+Pg5uZGfx+aYSGTyWT67gQhhBBCCDEutJxNCCGEEELURkEkIYQQQghRGwWRhBBCCCFEbRREEkIIIYQQtVEQSQghhBBC1EZBJCHEqBQUFDQ5eaixLVu24MCBAwCAlJQUvPLKKwgODlb5vX/99Vf069cPfn5+Tf55++23NdBz1S1btgyXLl3S6T0JIURdVCeSEGIy3nvvvYZ/P3DgAObPnw8/Pz+13sPZ2Rmpqama7ppaTp8+jenTp+u1D4QQ0hwKIgkhJmPx4sVwdXVFSUkJ/vzzTxQUFEAsFmPmzJnYtGkTsrOzUVNTAw8PDyxbtgy2trZqvf+SJUvw8OFDbNmyBdevX8esWbOwZ88e/PTTT7h16xaKi4tRWloKNzc3rFmzBra2tigpKcHKlStRVFSEqqoqTJgwAeHh4QCAY8eO4YsvvkBtbS1sbGzwySef4PDhw7h37x4WLlyITz/9FDKZDBs3bsSTJ09QWlqK4cOHY+3atSgoKMDbb7+N0aNH448//kB5eTkiIyPh4+OD6upqbNy4EcePH4eVlRUGDhyIjz/+GJMmTcLy5csxYsQIAMDSpUvRq1cvvPXWWxofC0KIGZARQogRuXPnjmzAgAFyry1atEgWHx8vk8lksjfffFN2+PBhmUwmk3355Zey9evXy2pra2UymUy2efNm2ccff/zU68+ePSt78cUXZZMnT27yT3R0tEwmk8n++usvGZfLlaWkpMgmTJggS01NlclkMtnWrVtlo0aNkpWWlspqampkH3zwgWz9+vUymUwmCwwMlAmFQplMJpM9fvxYFhgYKDt06JCstLRUNnjwYFlubq5MJpPJMjIyZMHBwTKZTCYbM2aM7OLFizKZTCabP3++7OzZszKZTCarrKyUDR06VPbnn3/K7ty5I+vVq5fs6NGjMplMJktPT5e98sorMplMJvv6669lb7zxhuzRo0eympoa2XvvvSfbv3+/bNeuXbJ3331XJpPJZBUVFbKXXnpJJpVKWzQOhBBCM5GEEJN3/PhxVFRU4PTp0wCAqqoqPPfcc3LbKlvOtrGxweeff46AgABMnjwZkydPbrjG4/Hg6OgIAJg6dSrWrl2Ld955B9nZ2ZBKpdiyZQsA4OHDh7hy5Qqsra3h6uoKDw8PAACXywWXy33qnuvXr8fJkycRExMDkUiEv//+Gw8fPgSLxUKbNm0wevRoAICHhwckEgmAuuVwPz8/PPvsswCAL774AgBQXl6O7du3o6ysDOnp6XjllVdgZ2enzreSEEIaUBBJCDF5tbW1iIqKagi4/vrrL/z9998tei+GYcBisZCXl4cnT57gmWeeAQBYWVk1uZ+lpSVqa2shk8mwd+9etGvXDgBQVlaGtm3b4uzZs7CwsGh4jUwmw9WrV+Hm5tbkfm+++SZ69+6NkSNHYvz48fjjjz8g++e02jZt2sDSsi4/svF7WVs3/dV+//591NbWolOnTuDxePjxxx9x8OBBfPzxxy36HhBCCEDZ2YQQM/Dyyy/j22+/xZMnT1BbW4uPPvoIn332mdrvU1BQgDVr1iAxMREuLi7YtGlTwzWhUIiKigrU1tYiKSkJY8aMga2tLQYMGIBdu3YBqJsJnDFjBoRCIfr374+bN2/i+vXrDa+PjIwEUBeQVldXo7y8HH/++ScWLlwILpeL4uJi3L59G7W1tUr7OWzYMKSlpTX8/65YsQKHDh0CALzxxhv45ptvIJPJ0K9fP7W/B4QQUo9mIgkhRufhw4dPlfnZu3evwvYRERHYsGEDXnvtNdTU1MDd3R2LFy+W2/b27dtyM7oTExOxYMECBAcHo1evXli+fDkmTZqE4cOHAwAcHR0RGhoKsVgMLy+vhuSZTZs2YdWqVZg0aRKePHmCiRMnNiyDb9q0CYsWLUJNTQ1sbW3x+eefAwB8fHwQGRmJFStWQCAQ4LXXXoONjQ2cnJwwaNAg3Lp1C927d1f4//v666/j7t278Pf3h0wmw5AhQxAYGAgAcHNzg729PV5//XWFryeEEFVYyOrXRQghhLTIl19+CbFYjOXLl+u7K826ffs2AgMDkZ6e3rDETgghLUEzkYQQYia2bNmCpKQkfPLJJxRAEkJajWYiCSGEEEKI2iixhhBCCCGEqI2CSEIIIYQQojYKIgkhhBBCiNooiCSEEEIIIWqjIJIQQgghhKiNgkhCCCGEEKK2/wc3QNMUHxdfBwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#display scatter plot between score and life expectancy\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(11, 7)\n",
    "\n",
    "plt.scatter(x=df1a.life_expectancy, y=df1.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df2a.life_expectancy, y=df2.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df3a.life_expectancy, y=df3.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df4a.life_expectancy, y=df4.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df5a.life_expectancy, y=df5.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df6a.life_expectancy, y=df6.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df7a.life_expectancy, y=df7.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df8a.life_expectancy, y=df8.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df9a.life_expectancy, y=df9.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df10a.life_expectancy, y=df10.score, s=100,edgecolors='black');\n",
    "plt.xlabel('Life Expectancy');\n",
    "plt.ylabel('Happiness');\n",
    "plt.legend(['Western Europe', 'North America and ANZ',\\\n",
    "       'Middle East and North Africa', 'Latin America and Caribbean',\\\n",
    "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\\\n",
    "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\\\n",
    "       'South Asia']);\n",
    "plt.title('Healthy life expectancy vs Happiness');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>score</th>\n",
       "      <th>life_expectancy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.768099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>life_expectancy</th>\n",
       "      <td>0.768099</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    score  life_expectancy\n",
       "score            1.000000         0.768099\n",
       "life_expectancy  0.768099         1.000000"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concatenate scores and healthy life expectancy dataframes, display correlation score\n",
    "\n",
    "fr_life_exp = [df1a,df2a,df3a,df4a,df5a,df6a,df7a,df8a,df9a, df10a]\n",
    "df_life_exp = pd.concat(fr_life_exp)\n",
    "df_life_exp.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataframe by regions, and display score against income\n",
    "\n",
    "df1b=df.loc[df['region']=='Western Europe',['region','score','gdp']]\n",
    "df2b=df.loc[df['region']=='North America and ANZ',['region','score','gdp']]\n",
    "df3b=df.loc[df['region']=='Middle East and North Africa',['region','score','gdp']]\n",
    "df4b=df.loc[df['region']=='Latin America and Caribbean',['region','score','gdp']]\n",
    "df5b=df.loc[df['region']=='Central and Eastern Europe',['region','score','gdp']]\n",
    "df6b=df.loc[df['region']=='East Asia',['region','score','gdp']]\n",
    "df7b=df.loc[df['region']=='Southeast Asia',['region','score','gdp']]\n",
    "df8b=df.loc[df['region']=='Commonwealth of Independent States',['region','score','gdp']]\n",
    "df9b=df.loc[df['region']=='Sub-Saharan Africa',['region','score','gdp']]\n",
    "df10b=df.loc[df['region']=='South Asia',['region','score','gdp']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#display scatter plot between score and income\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(11, 7)\n",
    "\n",
    "plt.scatter(x=df1b.gdp, y=df1.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df2b.gdp, y=df2.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df3b.gdp, y=df3.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df4b.gdp, y=df4.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df5b.gdp, y=df5.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df6b.gdp, y=df6.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df7b.gdp, y=df7.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df8b.gdp, y=df8.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df9b.gdp, y=df9.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df10b.gdp, y=df10.score, s=100,edgecolors='black');\n",
    "plt.xlabel('Income');\n",
    "plt.ylabel('Happiness');\n",
    "plt.legend(['Western Europe', 'North America and ANZ',\\\n",
    "       'Middle East and North Africa', 'Latin America and Caribbean',\\\n",
    "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\\\n",
    "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\\\n",
    "       'South Asia']);\n",
    "plt.title('Income vs Happiness');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>score</th>\n",
       "      <th>gdp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.78976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gdp</th>\n",
       "      <td>0.78976</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         score      gdp\n",
       "score  1.00000  0.78976\n",
       "gdp    0.78976  1.00000"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concatenate scores and income dataframes, display correlation score\n",
    "\n",
    "fr_income = [df1b,df2b,df3b,df4b,df5b,df6b,df7b,df8b,df9b, df10b]\n",
    "df_income = pd.concat(fr_income)\n",
    "df_income.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataframe by regions, and display score against freedom to make choices\n",
    "\n",
    "df1c=df.loc[df['region']=='Western Europe',['region','score','freedom']]\n",
    "df2c=df.loc[df['region']=='North America and ANZ',['region','score','freedom']]\n",
    "df3c=df.loc[df['region']=='Middle East and North Africa',['region','score','freedom']]\n",
    "df4c=df.loc[df['region']=='Latin America and Caribbean',['region','score','freedom']]\n",
    "df5c=df.loc[df['region']=='Central and Eastern Europe',['region','score','freedom']]\n",
    "df6c=df.loc[df['region']=='East Asia',['region','score','freedom']]\n",
    "df7c=df.loc[df['region']=='Southeast Asia',['region','score','freedom']]\n",
    "df8c=df.loc[df['region']=='Commonwealth of Independent States',['region','score','freedom']]\n",
    "df9c=df.loc[df['region']=='Sub-Saharan Africa',['region','score','freedom']]\n",
    "df10c=df.loc[df['region']=='South Asia',['region','score','freedom']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#display scatter plot between score and freedom to make choices\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(11, 7)\n",
    "\n",
    "plt.scatter(x=df1c.freedom, y=df1.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df2c.freedom, y=df2.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df3c.freedom, y=df3.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df4c.freedom, y=df4.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df5c.freedom, y=df5.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df6c.freedom, y=df6.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df7c.freedom, y=df7.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df8c.freedom, y=df8.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df9c.freedom, y=df9.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df10c.freedom, y=df10.score, s=100,edgecolors='black');\n",
    "plt.xlabel('Freedom');\n",
    "plt.ylabel('Happiness');\n",
    "plt.legend(['Western Europe', 'North America and ANZ',\\\n",
    "       'Middle East and North Africa', 'Latin America and Caribbean',\\\n",
    "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\\\n",
    "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\\\n",
    "       'South Asia']);\n",
    "plt.title('Freedom to make choices vs Happiness');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>score</th>\n",
       "      <th>freedom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.607753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freedom</th>\n",
       "      <td>0.607753</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            score   freedom\n",
       "score    1.000000  0.607753\n",
       "freedom  0.607753  1.000000"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concatenate scores and income dataframes, display correlation score\n",
    "\n",
    "fr_freedom = [df1c,df2c,df3c,df4c,df5c,df6c,df7c,df8c,df9c, df10c]\n",
    "df_freedom = pd.concat(fr_freedom)\n",
    "df_freedom.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataframe by regions, and display score against generosity\n",
    "\n",
    "df1d=df.loc[df['region']=='Western Europe',['region','score','generosity']]\n",
    "df2d=df.loc[df['region']=='North America and ANZ',['region','score','generosity']]\n",
    "df3d=df.loc[df['region']=='Middle East and North Africa',['region','score','generosity']]\n",
    "df4d=df.loc[df['region']=='Latin America and Caribbean',['region','score','generosity']]\n",
    "df5d=df.loc[df['region']=='Central and Eastern Europe',['region','score','generosity']]\n",
    "df6d=df.loc[df['region']=='East Asia',['region','score','generosity']]\n",
    "df7d=df.loc[df['region']=='Southeast Asia',['region','score','generosity']]\n",
    "df8d=df.loc[df['region']=='Commonwealth of Independent States',['region','score','generosity']]\n",
    "df9d=df.loc[df['region']=='Sub-Saharan Africa',['region','score','generosity']]\n",
    "df10d=df.loc[df['region']=='South Asia',['region','score','generosity']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#display scatter plot between score and generosity\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(11, 7)\n",
    "\n",
    "plt.scatter(x=df1d.generosity, y=df1.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df2d.generosity, y=df2.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df3d.generosity, y=df3.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df4d.generosity, y=df4.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df5d.generosity, y=df5.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df6d.generosity, y=df6.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df7d.generosity, y=df7.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df8d.generosity, y=df8.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df9d.generosity, y=df9.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df10d.generosity, y=df10.score, s=100,edgecolors='black');\n",
    "plt.xlabel('Generosity');\n",
    "plt.ylabel('Happiness')\n",
    "plt.legend(['Western Europe', 'North America and ANZ',\\\n",
    "       'Middle East and North Africa', 'Latin America and Caribbean',\\\n",
    "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\\\n",
    "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\\\n",
    "       'South Asia']);\n",
    "plt.title('Generosity vs Happiness');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>score</th>\n",
       "      <th>generosity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.017799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>generosity</th>\n",
       "      <td>-0.017799</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               score  generosity\n",
       "score       1.000000   -0.017799\n",
       "generosity -0.017799    1.000000"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concatenate scores and generosity dataframes, display correlation score\n",
    "\n",
    "fr_generosity = [df1d,df2d,df3d,df4d,df5d,df6d,df7d,df8d,df9d, df10d]\n",
    "df_generosity = pd.concat(fr_generosity)\n",
    "df_generosity.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataframe by regions, and display score against preception of corruption\n",
    "\n",
    "df1e=df.loc[df['region']=='Western Europe',['region','score','corruption_perception']]\n",
    "df2e=df.loc[df['region']=='North America and ANZ',['region','score','corruption_perception']]\n",
    "df3e=df.loc[df['region']=='Middle East and North Africa',['region','score','corruption_perception']]\n",
    "df4e=df.loc[df['region']=='Latin America and Caribbean',['region','score','corruption_perception']]\n",
    "df5e=df.loc[df['region']=='Central and Eastern Europe',['region','score','corruption_perception']]\n",
    "df6e=df.loc[df['region']=='East Asia',['region','score','corruption_perception']]\n",
    "df7e=df.loc[df['region']=='Southeast Asia',['region','score','corruption_perception']]\n",
    "df8e=df.loc[df['region']=='Commonwealth of Independent States',['region','score','corruption_perception']]\n",
    "df9e=df.loc[df['region']=='Sub-Saharan Africa',['region','score','corruption_perception']]\n",
    "df10e=df.loc[df['region']=='South Asia',['region','score','corruption_perception']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#display scatter plot between perception of corruption\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(11, 7)\n",
    "\n",
    "plt.scatter(x=df1e.corruption_perception, y=df1.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df2e.corruption_perception, y=df2.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df3e.corruption_perception, y=df3.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df4e.corruption_perception, y=df4.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df5e.corruption_perception, y=df5.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df6e.corruption_perception, y=df6.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df7e.corruption_perception, y=df7.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df8e.corruption_perception, y=df8.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df9e.corruption_perception, y=df9.score, s=100,edgecolors='black');\n",
    "plt.scatter(x=df10e.corruption_perception, y=df10.score, s=100,edgecolors='black');\n",
    "plt.ylabel('Happiness')\n",
    "plt.xlabel('Perceptions of corruption');\n",
    "plt.legend(['Western Europe', 'North America and ANZ',\\\n",
    "       'Middle East and North Africa', 'Latin America and Caribbean',\\\n",
    "       'Central and Eastern Europe', 'East Asia', 'Southeast Asia',\\\n",
    "       'Commonwealth of Independent States', 'Sub-Saharan Africa',\\\n",
    "       'South Asia']);\n",
    "plt.title('Perceptions of corruption vs Happiness');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>score</th>\n",
       "      <th>corruption_perception</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>-0.42114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>corruption_perception</th>\n",
       "      <td>-0.42114</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         score  corruption_perception\n",
       "score                  1.00000               -0.42114\n",
       "corruption_perception -0.42114                1.00000"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concatenate scores and generosity dataframes, display correlation score\n",
    "\n",
    "fr_corruption = [df1e,df2e,df3e,df4e,df5e,df6e,df7e,df8e,df9e, df10e]\n",
    "df_corruption = pd.concat(fr_corruption)\n",
    "df_corruption.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>country</th>\n",
       "      <th>region</th>\n",
       "      <th>score</th>\n",
       "      <th>stderr_score</th>\n",
       "      <th>upperwhisker</th>\n",
       "      <th>lowerwhisker</th>\n",
       "      <th>gdp</th>\n",
       "      <th>social_support</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>freedom</th>\n",
       "      <th>generosity</th>\n",
       "      <th>corruption_perception</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Finland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.842</td>\n",
       "      <td>0.032</td>\n",
       "      <td>7.904</td>\n",
       "      <td>7.780</td>\n",
       "      <td>10.775</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.949</td>\n",
       "      <td>-0.098</td>\n",
       "      <td>0.186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.620</td>\n",
       "      <td>0.035</td>\n",
       "      <td>7.687</td>\n",
       "      <td>7.552</td>\n",
       "      <td>10.933</td>\n",
       "      <td>0.954</td>\n",
       "      <td>72.7</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.571</td>\n",
       "      <td>0.036</td>\n",
       "      <td>7.643</td>\n",
       "      <td>7.500</td>\n",
       "      <td>11.117</td>\n",
       "      <td>0.942</td>\n",
       "      <td>74.4</td>\n",
       "      <td>0.919</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.554</td>\n",
       "      <td>0.059</td>\n",
       "      <td>7.670</td>\n",
       "      <td>7.438</td>\n",
       "      <td>10.878</td>\n",
       "      <td>0.983</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>7.464</td>\n",
       "      <td>0.027</td>\n",
       "      <td>7.518</td>\n",
       "      <td>7.410</td>\n",
       "      <td>10.932</td>\n",
       "      <td>0.942</td>\n",
       "      <td>72.4</td>\n",
       "      <td>0.913</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.338</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country          region  score  stderr_score  upperwhisker  \\\n",
       "0      Finland  Western Europe  7.842         0.032         7.904   \n",
       "1      Denmark  Western Europe  7.620         0.035         7.687   \n",
       "2  Switzerland  Western Europe  7.571         0.036         7.643   \n",
       "3      Iceland  Western Europe  7.554         0.059         7.670   \n",
       "4  Netherlands  Western Europe  7.464         0.027         7.518   \n",
       "\n",
       "   lowerwhisker     gdp  social_support  life_expectancy  freedom  generosity  \\\n",
       "0         7.780  10.775           0.954             72.0    0.949      -0.098   \n",
       "1         7.552  10.933           0.954             72.7    0.946       0.030   \n",
       "2         7.500  11.117           0.942             74.4    0.919       0.025   \n",
       "3         7.438  10.878           0.983             73.0    0.955       0.160   \n",
       "4         7.410  10.932           0.942             72.4    0.913       0.175   \n",
       "\n",
       "   corruption_perception  \n",
       "0                  0.186  \n",
       "1                  0.179  \n",
       "2                  0.292  \n",
       "3                  0.673  \n",
       "4                  0.338  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#display first 5 rows\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot average happiness according regions\n",
    "\n",
    "df1=df.groupby('region')['score'].agg(np.mean).to_frame()\n",
    "df1=df1.reset_index()\n",
    "df1.sort_values(by=['score'], axis=0, ascending=False,inplace=True)\n",
    "sns.barplot(x='score', y='region', data=df1);\n",
    "plt.xlabel('happiness score');\n",
    "plt.title('Ranking of overall Happiness by region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot average social_support (family) according regions\n",
    "\n",
    "df1=df.groupby('region')['social_support'].agg(np.mean).to_frame()\n",
    "df1=df1.reset_index()\n",
    "df1.sort_values(by=['social_support'], axis=0, ascending=False,inplace=True)\n",
    "sns.barplot(x='social_support', y='region', data=df1);\n",
    "plt.xlabel('social support (family)');\n",
    "plt.title('Ranking of Family & social support by region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IU0hCCCGEKBKZWTmkpmS+VlldXR3MzEyee15GYIR4S8Yt8ifhYfq7DkMIId6an5cOIpXXS2BeRtbACCGEEELrSAIjhBBCCK0jCYwQQgghtI4kMAKAzz77jEOHDml+XrJkCc2bNyc7O1tzrH379q+8c++RI0fYvHnzG4vzCV9fX1q3bo2Dg0Oerz///PON30sIIUTxI4t4BQAWFhb8/vvvdO3aFYCTJ0/SrFkzfv/9dywtLYmOjqZkyZJUq1btleq9ePFiUYQLgLW1NYsXLy6y+oUQQhRfksAIACwtLVm4cCEA8fHxGBoa0r17d44fP46lpSVnz56lXbt2APj7+7N161bUajUNGzZk1qxZ6OrqMm3aNCIjIwEYOHAgLVq0wMvLC4AqVarQo0cP5s6dS2RkJCqViuHDh2NnZ4evry9+fn4kJSXRuXNn7t27h4mJCZcuXSI+Pp4xY8bg7Oxc6LaEh4ezdu1atm3bBoC7uzutW7emdevWDBs2DFNTU4yNjdm0aRMLFy4kLCwMHR0devXqxYgRIwgPD2fdunXo6+sTGxtLkyZNWLBgAYaGhgW23cjI6E2+FEIIIQpBEhgBQMOGDbl9+zZZWVkcP36cdu3a0a5dO8aOHYubmxtnz56lS5cuREZG4u3tjZeXF0ZGRixfvpxNmzbx8ccfk5ycjL+/P/Hx8Sxfvpx+/frh4uICgLOzM8uWLaNhw4YsWbKEtLQ0XFxcaNq0KfA4adq3bx/6+vq4u7tz9+5dfv75Z65fv86nn35aYAITEhKCg4OD5mdDQ0N27979wnbeunWLjRs3Uq1aNXbs2EFcXByBgYFkZ2fj6upK3bp1KVGiBOfOncPf35+aNWsyfvx4duzYQfv27Qts+5dffvkGXwkhhBCFIQmMAEBPT4+mTZty4cIFjh8/zqBBg6hevTqZmZkkJydz7tw5pk+fjr+/P9HR0fTr1w+AnJwcGjRowIABA7h16xZffPEFVlZWTJ48Od89Tp48SWZmJj4+PgBkZGRoRmwaNGiAvv5/347t2rVDR0eHunXrkpSUVGDMrzOFZGZmppkGCw8Px9HRET09PUqUKIG9vT1hYWFYW1vTqlUratWqBYCDgwPe3t4YGBgU2HYhhBBvnyQwQsPCwoI//viDiIgIPD09gcdTS4cPH8bU1BQTExNUKhU2NjZ4eHgAkJ6ejkqlokyZMgQHB3PixAmOHj2Ko6MjwcHBeepXq9V4enrSsGFDABISEihbtixBQUEYGxvnufbJtIyOjs4rt0NHR4enP2A6JydH8/3T91Gr1XnKKYqCSqUCHid0Tx/X09N7btuFEEK8ffIUktCwtLQkICCAunXrakZD2rVrx+bNmzXrX9q0acPBgwdJTExEURRmz57N1q1bOXz4MG5ubnTq1AkPDw9KlixJXFwcenp65ObmAo8TpJ07dwJw7949evXqRVxc3Btvh6mpKTExMWRlZZGUlMTvv/9e4HUWFhb4+/ujUql49OgRQUFBtGnTBoDff/+d+Ph41Go1/v7+WFlZPbftQggh3j4ZgREaT6ZrBg4cqDlmYWHB119/Tdu2bQGoX78+Y8eOZciQIajVaszNzRkxYgS6urr8+uuv2NraYmRkRK9evahXrx4pKSlMmTKFChUqMHbsWGbPno2dnR0qlQo3Nzc++OADzp49+1rxPrsGBh4/Dt67d286duyIra0tVatWpWXLlgWW79+/P1FRUTg4OJCTk4O9vT2ffPIJ4eHhVKxYkcmTJxMfH0+7du3o27cvenp6BbZdCCHE2yebOQrxjGefYnpTZC8kIcT/mp+XDuL+/dTXKvuyzRxlCkkIIYQQWkemkIR4Rps2bTRrYYQQQhRPMgIjhBBCCK0ja2CEEEIIUSQys3JITcl8rbIvWwMjU0hCvCWJiWmo1drx98J775V+7YV374I2xatNsYLEW5S0KVYofvHKFJIQQgghtI4kMEIIIYTQOpLACCGEEELryCJeIYQQQrwxudlZPEzO/sf1yCJeIYqJCz9MITsl8V2HIYQQRarl5I3AP09gXkamkIQQQgihdSSBEUIIIYTWkQRGCCGEEFpHEph3IDY2lnr16nHixIk8x62trYmNjS10PTExMUybNg14vIOyq6trocp99dVX2NvbFz7gV3ThwgWmT59eZPUXxov6IyQkhHr16nHx4sU8x62trVm5cmWeY+7u7vj6+pKZmYmDg0Oer5YtW77zdgohxP8qSWDeEQMDA2bMmEFaWtpr1/H3338TExPzSmUePHjA5cuXKVWqFH/88cdr3/tFGjduzIIFC4qk7jfB19eXHj16sGvXrnzntm7dmi+xATA2NiYgIEDzNWfOHAwNDRk2bNjbCFkIIcQz5Cmkd6RixYq0bduWJUuWMG/evHznf/jhBwIDA9HT06Ndu3a4ubkRFxfHsGHDMDU1xdjYmISEBGJjY5kzZw49evTgwYMHDB8+nNu3b1OzZk1Wr16NoaFhnnqDgoJo1aoVdevWxcvLixYtWgCPf6mHhoaSlJTEvXv3cHFx4c6dO5w6dYpy5cqxceNGjIyM8Pf3Z+vWrajVaho2bMisWbMwMjLCwsKCRo0acf/+fSZPnswPP/zAtm3buHLlCjNnziQzM5OyZcuybNkyKlSowOzZs4mMjCQhIYF69eqxYsUKjI2N88S6cuVKwsLCSE5OpmLFiqxcuZIKFSrQvn17unfvzu+//46enh7ffvst1atX5/jx4yxatAgjIyNq1qxZYL8/ePCAU6dO4e/vT+/evZkyZQomJv99TG/kyJFMnToVHx+ffH33dB3jx49n1qxZz72PEEKIoiUjMO+Qu7s7x48fzzeVdPToUUJCQvDx8cHPz4/o6Gi8vLwAuHXrFp6enmzevBkPDw8aNWrErFmzgMcjMjNnzmT//v0kJCRw8uTJfPf09fXFxsYGGxsbDhw4QFJSkubchQsXWLduHZs2bWLRokVYWVkRFBQEwLFjx4iMjMTb2xsvLy8CAgIwMzNj06ZNADx8+JDhw4cTEBCAvv5/8+JJkybx5ZdfEhQURM+ePdm6dSvnzp3DwMCAXbt2cfDgQVJTUzl69GieOKOjo7l58yZeXl4cOHCA999/n8DAQADu37+PpaUl/v7+tGrVih07dpCdnY27uzurV6/G19c3XzL0RGBgIO3ataNatWo0atRIU+cT9vb2VK9ene+++67A8mq1Gjc3N7p3706PHj0KvEYIIUTRkxGYd8jExIR58+YxY8aMPL9IT506ha2tLSVKlADA2dkZf39/OnbsiJmZGdWqVSuwvvr161O9enUAateuzcOHD/Ocv3LlCnfv3qVt27YYGBhgbm6Ov78/Q4cOBaBFixaYmJhoRiQsLS0BqFq1KikpKYSHhxMdHU2/fv0AyMnJoUGDBpr6mzZtmud+Dx484P79+3Tu3BmAgQMHas6VK1eOHTt2cPPmTaKiosjIyMhTtkaNGkyZMoXdu3dz69Ytzp8/zwcffKA536FDBwDq1KnD2bNnuXbtGhUrVqR27doAODo6smrVqnx95Ofnx9ixYwHo2bMn27dvzxMXwJw5c3BwcOCTTz7JV37dunWkp6fj5uaW75wQQoi3RxKYd6x9+/aaqaQn1Gp1vutyc3MBnjuyAOQZ+dDR0eHZD1n28fEhOzub7t27A5Ceno6Xl5cmgTEwMHhufQAqlQobGxs8PDw05VUqleb8s7EZGBigo6Oj+TkrK4t79+5x/fp1Vq9ezaeffoqTkxMPHz7MF+vFixeZOHEiQ4cOpXv37ujq6ua5xsjIKE87n22vnp5evv65dOkS169fZ8GCBSxatAiVSsW9e/c4f/48zZo101z33nvv4e7uztSpU6lbt67meFhYGDt37sTHxydfXwkhhHi7ZAqpGHgylXTv3j0ALCwsCA4OJjMzk9zcXHx8fLCwsMhXTk9PT5PYvEx2djZBQUFs2bKFkJAQQkJCOHz4MPfv3yc8PLxQdbRp04aDBw+SmJiIoijMnj2brVu3Pvf60qVLU6lSJY4fPw5AQEAAq1atIiwsDBsbG5ydnSlTpgzh4eF5EiGAM2fO0Lp1awYMGMCHH35IaGhovmueVq9ePRISErh69SoAwcHB+a7x9fWlX79+hIaGEhISwtGjR3FwcNBMzz2tV69eVK9enQMHDgAQHx+Pm5sbnp6eVK5c+eWdJYQQokjJCEwx8GQq6YsvvgCgc+fOXLlyBWdnZ3Jzc2nfvj2DBw/m7t27ecrVrl2b1NRU3Nzc6NOnzwvvERISQtWqVfNM85iYmNC3b1+8vLw0UzIvUr9+fcaOHcuQIUNQq9WYm5szYsSIF5bx9PRk9uzZeHp6YmpqytKlS3n48CGTJk0iODgYAwMDWrRoke/x8Z49ezJ27FjN496NGjV64SPmBgYGrFixAjc3N/T19fNMbcHjBG7v3r389NNPeY4PHTqU/v37M3Xq1Hx1zpkzBzs7OwB2795NWlpanpGyJ3EV5yeuhBDi30o2cxTiLZG9kIQQ/wtaTt7I/fup/7iel23mKFNIQgghhNA6ksAIIYQQQutIAiOEEEIIrSNrYIQQQgjxxuRmZ/EwOfsf1/OyNTDyFJIQb0liYhpqtXb8vfDee6XfyCK8t0Wb4tWmWEHiLUraFCsUv3hlCkkIIYQQWkcSGCGEEEJoHVkDI4QQQojXkpWdTUpyVpHULWtghCgmJu2eQ0Lag3cdhhBCvDFbPlsFFE0C8zIyhSSEEEIIrSMJjBBCCCG0jiQwQgghhNA6ksAIIYQQQutIAiOKjdjYWBo1aoSDg0Oerx07drxyXREREXh6ehZ4Ljc3l/bt2zNv3ryX1nPhwgWmT5/+yvcXQghRtOQpJFGsVKxYkYCAgH9cz40bN0hMTCzw3NGjR2ncuDH79+9n0qRJlChR4rn1NG7cmMaNG//jeIQQQrxZMgIjtMb27dvp27cvdnZ2ODo6cvPmTQCWLFlCr1696N27N2vXriUlJYXVq1cTEhLC999/n68eX19fPvnkE5o0aUJwcLDmeFBQEA4ODjg5OTFu3DiysrIIDw/H1dUVgNOnTzNgwAAcHR3p0qULhw4dejsNF0IIkY+MwIhi5d69ezg4OOQ5tnTpUqpWrcqhQ4fYtm0bxsbGrFq1ih07dvD555/z22+/ERwczKNHj5g6dSpGRkaMGzeO06dPM3r06Dx1PXjwgJMnT7Jw4UL09PTYvn07ffr0AeDbb7/F29sbMzMzlixZokmQnti+fTvz58+ndu3ahIWFsXDhQrp27Vq0HSKEEKJAksCIYuVFU0jLly8nODiYqKgojh07hrm5OZUqVcLIyAgXFxc6d+7MpEmTMDIyem79gYGBWFhYULZsWbp06cKMGTO4fPkyDRo0oHPnzgwYMICuXbvSvXt3zM3NCQ8P15T19PTkyJEj/PLLL/z555+kp6e/8fYLIYQoHJlCElohLi6O/v37k5qaipWVFY6OjiiKgr6+Prt372b8+PEkJSXh4uLCrVu3nluPr68v586dw9raml69eqGrq4uXlxcAHh4erF69mrJly+Lm5pYvkRo4cCARERE0atSIUaNGFWl7hRBCvJgkMEIrXLhwgRo1ajB06FAaN27MoUOHUKlUXL58mcGDB9OqVSumTJlC7dq1uXXrFnp6euTm5uap4+LFi9y9e5fQ0FBCQkIICQlh/fr1BAUFkZaWRrdu3TA1NWXkyJE4ODhw5coVTdmkpCSioqIYP348VlZWHD58GJVK9ba7QQghxP+TKSRRrBS0BqZVq1ZMmDCBnTt30rNnTxRFoVWrVkRGRtKgQQOaNWuGnZ0dJUqUoEWLFlhZWRETE8PatWtZtmwZkyZNAh6Pvjg5OWFsbKypu02bNtSsWZOgoCDGjRvH559/jpGREWZmZixevJgbN24AUK5cOfr06YOtrS36+vpYWFiQmZlJRkYGJUuWfHsdJIQQApDdqIV4a2QzRyHEv82Wz1Zx/35qkdT9st2oZQpJCCGEEFpHEhghhBBCaB1JYIQQQgihdWQNjBBCCCFeS1Z2NinJWUVS98vWwMhTSEK8JYmJaajV2vH3wnvvlS6yhXlFQZvi1aZYQeItStoUKxS/eGUKSQghhBBaRxIYIYQQQmgdWQMjhBBCCAByMrNISs0u8NzbnkKSNTBCFBNHvpnEo4TEdx2GEEI8V8+fNsNzEpjiRqaQhBBCCKF1JIERQgghhNaRBEYIIYQQWkfWwBRCWloay5cv58yZM+jp6VGmTBnc3d1p2LDha9U3depUxo4dS9WqVQtdpl69ely7du217vc87u7utG7dGicnp3z3ql+/fp5jnTp1YsKECa9Uf0xMDN9//z0LFy78x7E+LTY2lh49elC7du08x/v168egQYPe6L2EEEIUT5LAvIRarWb48OG0adMGf39/9PX1OXXqFMOHDyc4OBhTU9NXrjM8PJwxY8YUQbRvTkBAwD+u4++//yYmJuYNRJNfxYoV30iMQgghtJMkMC8RHh5OXFwc48aNQ1f38YybhYUFixYtQq1WA7Bhwwb279+PSqWiffv2uLm5cefOHcaOHUudOnW4cuUKZmZmrFq1Cm9vb+7du8eIESPYsWMHzs7ONGnShCtXrvDzzz/z008/ERYWRnJyMhUrVmTlypVUqFChwNji4+OZNm0aqamp3Lt3D0dHR8aPH4+vry/Hjh0jOTmZmJgY2rVrx+zZs1EUhcWLFxMaGkrFihVRqVS0bt36lfpj//79bN68mczMTLKzs1m4cCEtWrRg8+bN+Pn5oaurS5MmTZg7dy7z588nNjaWOXPmMGvWrOf207BhwzA1NcXY2Bh7e/sCY38VT49W+fr6cvr0aRYvXoy1tXWevg4NDWXz5s3o6OjQsGFDZsyYQalSpbC0tOSTTz7h3LlzlCpVimXLllGtWjUiIiJYtGgRmZmZmJqaMmfOHKpXr/5KsQkhhHgzZA3MS1y+fJn69etrkpcnOnbsiJmZGb/99hsXL15kz549+Pv7Ex8fT2BgIABXr17ls88+Y+/evZQpU4agoCBGjBhBxYoV2bBhg2b0xsrKigMHDpCWlsbNmzfx8vLiwIEDvP/++5q6CrJ3717s7Ozw9vYmKCiIrVu38uDBAwDOnTvH6tWrCQwM5MiRI1y7do0DBw5w+fJl9u7dy6pVq7h9+/Zz63ZwcMjzdezYMdRqNV5eXvzwww8EBgYybNgwNmzYgEqlYv369fj4+ODr60tOTg7x8fF4eHjQqFEjZs2a9cJ+unXrFp6enmzevPm5sT/r3r17+WIszBTbk75OSEjghx9+YNu2bQQFBVGiRAnWrl0LwIMHD2jevDlBQUHY2toyf/58srOz8fDwYPny5fj5+fHZZ58xY8aMl95PCCFE0ZARmJfQ1dXFyMjouefDwsKIiIjQrCPJzMykSpUqtGzZEjMzMxo0aABAnTp1SE5OLrCOpk2bAlCjRg2mTJnC7t27uXXrFufPn+eDDz547r2/+OILTp06xaZNm4iMjCQnJ4dHjx4B0Lx5c0xMHn8AUPXq1UlOTub06dN069YNAwMDypcvj5WV1XPrft70zHfffUdISAi3bt3i9OnT6OrqoqenR/PmzenTpw9dunThs88+o1KlSkRFRRW6n6pVq6a5tqDYn/W6U0hP+vrMmTN07txZk0T279+fqVOnAmBkZETv3r0BcHR0ZMWKFURFRRETE8Po0aM1daWlpb3y/YUQQrwZksC8RKNGjfj5559RFAUdHR3N8RUrVtC2bVtUKhVDhgzhs88+AyAlJQU9PT0ePnyYJ/HR0dHheR96/OS6ixcvMnHiRIYOHUr37t3R1dV9bhmAxYsXExMTg52dHV27duXkyZOa6wu697Mx6Ou/2sufnp5Onz596NWrF61ataJevXrs2LEDgHXr1nH+/Hl+++03hg0bxrJly/KUfVE/GRsbF9gfT8f+qp60Nzc3t8C6n0z/PX39k2t1dXU1r7VarUZPTw+1Wk21atU0SZNKpSIhIeGV4xJCCPFmyBTSS3z88ceYmZmxdu1aVCoVAMeOHcPX15ePPvoICwsLAgICSE9PJzc3lzFjxnDgwIEX1qmnp6ep62lnzpyhdevWDBgwgA8//JDQ0NACr3vixIkTfPHFF9jY2HDr1i3i4+Pz/WJ+mqWlJfv37yc7O5vk5GSOHTtWyF54LCoqCh0dHUaNGkWbNm04ePAgKpWKBw8e0LNnT+rWrcv48eNp164d165dQ09PT5MUvE4/vS5TU1MiIyNRFIWQkJACr2ndujUhISEkJSUB4O3tTZs2bQB49OiRppyvry9WVlbUqlWL5ORkzp49C4CPjw+TJk0qkviFEEK8nIzAvISOjg7r1q1j0aJF2NnZoa+vj6mpKRs2bKBChQpYW1tz9epV+vXrh0qlokOHDjg6OnLnzp3n1tmpUydGjBjBxo0b8xzv2bMnY8eOxd7eHng8+hMbG/vcekaOHMnkyZMxNjamcuXKL72+a9euXLhwATs7OypUqJDvMeSnOTg45Pm5Ro0arFy5EnNzc2xsbNDR0aF9+/b8/vvvlC9fnv79+9OnTx9KlChBzZo1cXZ2Jisri9TUVNzc3PD09HzlfnqRJ2tgntaqVSs8PDyYOHEio0aNokKFCrRs2ZKHDx/mK1+/fn1GjhyJq6srOTk5NGzYkDlz5mjO//LLL6xcuZKKFSuyZMkSDA0NWbVqFQsWLCArKwsTExOWLFnyWrELIYT452QzRyGeURSfuQOyF5IQovjr+dPm527YWNw2c5QpJCGEEEJoHUlghHhGUYy+CCGEeLMkgRFCCCGE1pEERgghhBBaRxbxCiGEEAKAnMwsklKzCzxX3BbxymPUQrwliYlpqNXa8ffC2/6P6p/Spni1KVaQeIuSNsVaHMkUkhBCCCG0jiQwQgghhNA6sgZGCCGE+B+TnZVLcsqjVyoja2CE+B/1nec+kpMy3nUYQgjBtAV93nUI/5hMIQkhhBBC60gCI4QQQgitIwmMEEIIIbSOJDD/Lzw8HFdX11cq8/T1Dg4Or1Q2NzeX9u3bM2/evFcq9yp27tzJzp07i6z+wlizZg1r1qzJd1xRFDZv3oyDgwMODg44OjoSHBz8SnXHx8czfPhwANzd3fH19c13ja+vL+7u7q8XvBBCiGKrUIt4Hz16xC+//EJycjJPP7T02WefFVlg2uD06dOa7wMCAl6p7NGjR2ncuDH79+9n0qRJlChR4k2Hx4ABA954nW/KypUruXz5Mtu3b6d06dLcvXuXwYMHY2pqStu2bQtVR6VKlfjPf/5TxJEKIYQojgqVwEyePJk7d+5Qt25ddHR0ijqmYiU3N5fZs2cTGRlJQkIC9erVY8WKFSxbtgyAvn37snv3burVq8e1a9dYs2YN8fHxREdHc+fOHfr27cvo0aPz1evr68snn3yCoigEBwfTp8/jFeHu7u6UKFGCy5cvk5KSwjfffENAQABXr16la9euuLu7o1KpWLp0KadPn0alUuHk5MTQoUMJDw/H09MTtVpNnTp1qFatGgBfffUVQUFBfP/99+jo6NC4cWPmzZvHgwcPmDZtGqmpqdy7dw9HR0fGjx+fJ860tDSmTZtGfHw89+7dw9LSkgULFnD69GnWr1+PsbExf/31F/Xq1WPZsmUYGhqyceNGvL29MTU1pUyZMjRp0iRPnenp6WzdupXAwEBKly4NQOXKlVmxYoUmkdu+fTsBAQE8evQIAwMDli9fTq1atbC2tqZJkyZcuXIFT09Pvv76a0JCQgAIDQ1l+/bt5OTkMHr0aHr27AlAdHQ0gwYNIjk5mU6dOjFx4kR0dHTw9/dn69atqNVqGjZsyKxZszAyMnrhvXv16sXx48d59OgRS5YsoVGjRm/qrSaEEOIVFCqBuXbtGvv27UNf/3/vqetz585hYGDArl27UKvVDBkyhKNHj+Lh4cG2bdvYvXt3vjLXrl1jx44dpKam0rVrVwYNGkSZMmU05x88eMDJkydZuHAhenp6bN++XZPAANy7d49du3bh5+fH1KlTOXDgAEZGRlhZWTFmzBj27t0LgJ+fH9nZ2XzxxReaX6RRUVEcOXKE0qVLa6Zu4uPjWbRoEb6+vlSuXBk3NzeOHj1KdHQ0dnZ2ODo6kpqaSseOHXF1daV8+fKaWEJDQzE3N2f16tVkZ2dja2vLpUuXNH2zf/9+KlasSL9+/Th+/DjvvfcePj4++Pn5oaOjQ//+/fMlMDdv3kRfX58aNWrkOf7kurS0NA4dOsS2bdswNjZm1apV7NixgxkzZgBgZWXFt99+S2xsbJ7yjx49wtvbm8TERJydnWnVqhUAsbGxBAQEYGJiwpAhQzh8+DA1atTA29sbLy8vjIyMWL58OZs2beLTTz994b3LlSvHnj172LZtG+vXry9wekwIIUTRK1RGUrly5aKOo9hq1aoV5cqVY8eOHdy8eZOoqCgyMl78WR5t2rTB0NAQMzMzypUrR2pqap4EJjAwEAsLC8qWLUuXLl2YMWMGly9fpkGDBsDjX9AAVapUoU6dOpiZmQGPf3kmJycTFhbGlStXOHXqFAAZGRlcu3aNjz76iJo1a2pGNZ44d+4cLVq00LyOnp6emnOnTp1i06ZNREZGkpOTw6NHeT/YyM7OjoiICLZs2cLNmzdJSkrStL9OnTqaOmvXrk1ycjK3bt2iY8eOlCpVCoAePXqgVqvz1Kmrq4uhoeFz+8/ExITly5cTHBxMVFQUx44dw9zcXHO+adOmBZZzdHREX1+fSpUq0axZM/78808ArK2tNUmZjY0Np0+f5u7du0RHR9OvXz8AcnJyaNCgwUvv3aFDB03bf/311+e2QQghRNEqVAJTt25dPv30Uzp06ICxsbHm+P/CGpjDhw+zevVqPv30U5ycnHj48CEv+/BiIyMjzfc6Ojr5rvf19eXevXtYW1sDj3+he3l5MXfuXAAMDAw01xY06qVSqXBzc6Nbt27A4xGdUqVKcf78+Tyvz9N1PD319+DBAwA2bNhATEwMdnZ2dO3alZMnT+aLddu2bRw4cIB+/frRtm1brl+/rrmmoHY+2159fX2ys/PubFq7dm0yMzP5+++/qVKliuZ4cHAwCQkJdOvWDVdXVwYPHoyVlRUVKlTgypUrBfbv0/T09DTfq9VqTT8+3YdqtRp9fX1UKhU2NjZ4eHgAj6e1VCoVcXFxhbr3/9pUqhBCFDeFegopPT2dGjVqcPv2ba5fv675+l8QFhaGjY0Nzs7OlClThvDwcFQqFfD4F2Zubu4r1Xfx4kXu3r1LaGgoISEhhISEsH79eoKCgkhLSytUHRYWFnh7e5OTk0N6ejoDBw7k/Pnzz72+cePGnD9/nvv37wOwcOFCDh8+zIkTJ/jiiy+wsbHh1q1bxMfH5xstOXHiBP3796dXr15kZWVx9erVfNc8zdLSkiNHjpCamkpWVhYHDx7Md42xsTGDBg1i9uzZmjbHxsayYsUKateuzYULF6hRowZDhw6lcePGHDp0SNPnLxIcHIyiKNy5c4eLFy/SuHFj4PGC6ZSUFLKysti3bx9t27alTZs2HDx4kMTERBRFYfbs2WzduvW17y2EEOLtKtQIzKJFiwC4c+cOubm5+dYu/FucPXuW5s2ba362t7dn0KBBTJo0ieDgYAwMDGjRooVm7UWXLl1wcHAo8PHd5/H19cXJySnPSEmbNm2oWbMmQUFBharDxcWF6OhoHB0dyc3NxcnJiTZt2hAeHl7g9ZUqVWL69Ol88cUXqNVqmjVrhpOTEyVKlGDy5MkYGxtTuXJlGjVqRGxsLB988IGm7JAhQ5g9ezYbNmzAxMSE5s2b57vmaebm5gwZMoQ+ffpQpkyZPCMsT5swYQLfffcd/fr1Q19fHz09PSZOnEj79u1JT09n586d9OzZE0VRaNWqFZGRkS/tl5IlS+Lk5ERubi5z587VTBvVqlWLESNGkJKSgp2dHe3btwdg7NixDBkyBLVajbm5OSNGjCA3N/e17i2EEOLtKtRmjtHR0Xz55Zfcu3cPtVqNqakp69evp3bt2m8jRiH+FWQvJCFEcTFtQZ9X3pixuG3mWKgppLlz5zJs2DDOnDnD77//zujRo5kzZ84bC1IIIYQQ4lUUKoFJTEzE0dFR87OzszMPHz4ssqCEEEIIIV6kUAmMSqUiKSlJ8/OTp1iEEEIIId6FQi3iHTx4MP3798fGxgYdHR327dvHkCFDijo2If5Vxrj1fNchCCEEANlZr/YEbXFUqEW88PgDz44dO4ZaraZDhw6F3q9GCPFYYmIaanWh/rm9c297sd4/pU3xalOsIPEWJW2KFYrfIt4XjsD89ddf1K5dm0uXLlG6dGnN3jIAly5domHDhm8uUiGEEEKIQnphArN06VLWr1/PV199le+cjo4Ohw8fLrLAhBBCCCGe54UJzPr16wE0u/0KIYQQQhQHhVoDM3Xq1LyFdHQoUaIEderUoW/fvnn2oBFCCCFE8ZCdlUVySvbLLywErVoD87TLly/j6OiIrq4ue/fuxczMjPj4eCIjI5kxY8YbCVaIf7ONS6aRkpT4rsMQQvwP+WbReuDNJDDFTaESmL/++osdO3ZgYvI4E+rbty+ff/45P//8M3Z2dkUaoBBCCCHEswr1QXbJycma5AUe7yaclpaGjo4OBgYGRRacEEIIIURBCjUC06xZMyZNmkSfPn1QFAVfX1+aNGnC0aNHKVGiRFHHKIQQQgiRR6FGYObMmcP777/PokWL8PT0pHr16sycOZP09HTmzp1b1DG+dbGxsdSrV4+ZM2fmOX7lyhXq1auHr68vAA4ODgWWt7a2JjY2Nt9xV1dXwsPDCQ8Px9XVtdDxrFmzhnbt2uHg4JDnKy4u7hVa9djq1as5e/bsK5d7mYLaHB4eTqNGjYiMjMxzvF69eq9Ud0REBJ6engD4+vri7u5eqHJOTk6MGjUqz7G0tDScnJyws7Pj1q1bec6tWrVKPhpACCG0RKFGYIyNjRkzZgy2trbUrVuXrKwsjIyM8nyw3b9NuXLlOHbsGCqVSvOU1b59+yhfvrzmmoCAgLcWj4uLS4Gfx/Oqzpw5Q5s2bd5ARIXn7u6Ot7f3az+tduPGDRITX23x69WrVzE0NOTq1avExcXx/vvvA4+TUENDQ00S+rTx48e/VnxCCCHevkIlMOfPn2fs2LHo6+vj5eWFg4MD33//PS1atCjq+N6ZUqVKUb9+fc6cOYOFhQUAJ06cyLOFQr169bh27RpJSUm4ublx9+5dateuTVZWFgDZ2dlMnz6dixcvUrVq1QJ38I6Ojmb27NkkJSVhbGzMjBkzaNCgQaHjTEtLY9q0acTHx3Pv3j0sLS1ZsGAB8fHxTJo0iYyMDHR1dfHw8CAqKoqLFy/i4eHB2rVr84yEnD59mpUrV5KZmUlKSgpTp06la9euuLu7Y2JiwqVLl4iPj2fMmDE4Ozs/t83Pat68OQYGBvznP//JNxqiVqtZuHAhYWFh6Ojo0KtXL0aMGEF4eDienp6o1WoqVarElStXyMjI4Pvvv6dSpUpER0fj6urK33//jaWlJfPnz893X19fX9q1a0dSUhLe3t6MHz+exMREpk2bRkJCAqNGjaJbt274+fmRlJRE586duXfvHq1bt8bJyYktW7awc+dO9PT06Ny5M25ubly/fp158+aRkZHBgwcPGDFiBAMGDCj0ayWEEOLNKdQU0tKlS9myZQvlypWjcuXKLF26lAULFhR1bO+cjY0NBw4cAB5PY9SrV6/ARcurV6+mQYMGBAUFMWjQIBISEgDYtm0bAPv378fDw4Pbt2/nKztlyhTc3Nzw8/Nj3rx5TJgwocBYniSOT77GjBkDQGhoKObm5uzatYsDBw5w5swZLl26xJ49e+jUqRO+vr6MGzeO33//nd69e9OoUSPmz5+fbxpn+/btzJ8/Hz8/P+bPn8+qVas05+7evcvPP//M999/z9KlS1/Y5oLMnz+fLVu25JtK2rlzJ3FxcQQGBrJ7925+/fVXQkNDAYiKimLr1q18//33jBs3Dmtra0aPHg1AXFwca9asYf/+/fz222/56s3JySEoKAgbGxtsbGzYs2cPubm5mJmZMX/+fBo1asQPP/wAQHx8PH5+fnzzzTea8hEREfz888/s2bOHwMBALl26xMWLF9m9ezdffvklPj4+/PTTT5q+EEII8fYVagQmMzOTjz76SPNzx44dWblyZZEFVVxYW1vz7bffolar2b9/PzY2Nuzbty/fdadPn2b58uUAtGrViurVq2uO9+/fH4APP/yQ5s2b5ymXnp7OxYsX83xQYEZGBg8fPsTU1DTPtc+bQrKzsyMiIoItW7Zw8+ZNkpKSyMjIwNLSkq+++oorV67QsWNHBg8e/MK2enp6cuTIEX755Rf+/PNP0tPTNefatWuHjo4OdevWJSkp6YVtLkiVKlWYMGGCZirpifDwcBwdHdHT06NEiRLY29sTFhaGtbU1NWvWpHTp0gXW9/HHH1OuXDkAPvjgg3wjW6Ghobz33nt89NFHKIqCrq4uR44c4ZNPPslXV4MGDdDXz/vP4MyZM3Tu3Flz/y1btgBgbm7OsWPHWL9+PdevXycjI+O5bRZCCFG0CjUCo6+vT3JyMjo6OgDcvHmzSIMqLp5MI/3++++cOnXquTtw6+jo8PQHGj9Z6/Hs8Wd/UarVagwNDQkICNB87d69W/PLuTC2bdvG0qVLKV++PIMHD6Z27dooikLLli0JDg6mffv27Nu3L9/0zbMGDhxIREQEjRo1ynetkZGRpj0va/Pz9O/fn7Jly/Kf//xHc0ytVue5RlEUVCoV8Hjd1fM83Y/PxgHg4+NDXFwc1tbWdOnShbS0NLy8vAqsq6D76Ovr52lrfHw8KSkpfP311xw8eJDatWvz9ddfP7+xQgghilyhEpiRI0cyePBg7t69yzfffMOAAQM0w/n/djY2NixfvpxGjRrlS0CesLS01CzojYiI0EwVWVpaEhQUhFqt5s6dO/zxxx95ypUuXZoPP/xQU/bEiRMMGjToleI7ceIE/fv3p1evXmRlZXH16lXUajVLly4lMDAQR0dHZs6cyeXLl4HHicaTJOGJpKQkoqKiGD9+PFZWVhw+fDjfNYVt84s8mUp6wsLCAn9/f1QqFY8ePSIoKKjABcZ6enrk5ua+tH6AhIQETp48yd69ewkJCSEkJAR/f39OnTpFTExMoer4+OOPOXr0KOnp6eTm5jJx4kQuXrzIiRMnGDduHF27duW3334DeGk/CSGEKBqFmkJavXo1a9eu5fjx4yiKwpgxY6hdu3ZRx1YsdO7cmenTp7/wCZVx48bh7u6Ora0ttWrV0kynDBw4kMjISGxsbKhatSp169bNV9bT05PZs2ezceNGDAwMWLlyZZ6//p/w8vLi0KFDeY5NmTKFIUOGMHv2bDZs2ICJiQnNmzcnNjYWV1dXJk6ciK+vL3p6eixZsgSADh06MGvWLJYsWaJZhF2uXDn69OmDra0t+vr6WFhYkJmZ+cIpkue1+UWqVKnCN998o9l6on///kRFReHg4EBOTg729vZ88sknhIeH5ynXpEkT1q5dy7Jly6hVq9YL7xEQEEDHjh2pVKmS5lj16tWxtrZm165ddOjQ4aVxNmzYkMGDB+Pi4oJareaTTz6hbdu2fPXVVwwcOBAjIyPq169P1apViY2NpUaNGi+tUwghxJtVqM0cXVxc+Pbbb6lcufLbiEmIfyXZC0kI8bZ9s2j9G9uAUSs3c3z06BFdunShcuXKlCxZUnM8KCjon0cohBBCCPGKCpXATJ8+vajjEEIIIYQotEIlMK1bty7qOIQQQgghCq1Qa2CEEEIIoX2ys7JITsl+I3Vp5RoYIcQ/l5iYhlqtHX8vvO3/qP4pbYpXm2IFibcoaVOsxVGhPgdGCCGEEKI4kQRGCCGEEFpH1sAIIYQQ/yK52bk8TH70xuuVNTBC/I+6vO0UOamZ7zoMIcS/XNMvO73rEN4KmUISQgghhNaRBEYIIYQQWkcSGCGEEEJoHUlghBBCCKF1iiyBSUtLY86cOdjZ2eHg4ICrqyuXLl0qqtsVO7GxsVhbWwNw5MgRNm/eDMCaNWtYs2bNa9c7depUunTpwt69e/Mct7a2JjY2ttD1+Pr64u7u/tpx/BOurq6Eh4e/VtmpU6dy586dfMf//vtvRo0ahb29PXZ2dowfP57ExMc7P0dERODp6fnCelNTUxkzZsxrxSSEEOLtK5IERq1WM3z4cMqWLYu/vz8BAQGMGTOG4cOH8/Dhw6K4ZbF28eJF0tLS3khdfn5+7N+/Hzs7uzdSn7YJDw+noCf/Z86ciZ2dHUFBQezdu5cGDRowa9YsAG7cuKFJZp4nOTmZK1euFEnMQggh3rwieYw6PDycuLg4xo0bh67u4xzJwsKCRYsWoVarAfjhhx8IDAxET0+Pdu3a4ebmRlxcHGPGjKFWrVrcuHGDBg0a0Lx5c/z8/EhOTua7776jdu3aWFtbY2try4kTJ9DX1+fLL7/kxx9/JDo6milTptCzZ08SEhKYPn06f//9N/r6+kyYMAErKyvWrFlDfHw80dHR3Llzh759+zJ8+HA6dOjAwYMHMTExwcXFBWtra0aMGMHevXv5/fff8fDwYOnSpZw+fRqVSoWTkxNDhw4lNzeX2bNnExkZSUJCAvXq1WPFihWavrhx4wZeXl4AVKlSBXg8IuDi4kJ8fDxOTk589dVXefpPrVazcOFCwsLC0NHRoVevXowYMYJRo0ahKAp9+/blxx9/xMzMLF/fx8bGMnbsWOrUqcOVK1cwMzNj1apVlCtXDn9/f77//ntMTEyoWrUqJUuW1MSzaNEiMjMzMTU1Zc6cOVSvXh1XV1fq16/P2bNnycrKYtq0abRv356EhARmzpzJ3bt30dHRYeLEibRt27bAvh09ejTZ2dlMnz6dixcvUrVq1TxJ7IYNG9i/fz8qlYr27dvj5ubGnTt3CmyDt7c39+7dY8SIEezYsQNTU1NNPQkJCTx69N/PPRg0aBAXLlwgJSWF1atXk5GRwffff4+rqyvTpk0jPj6ee/fuYWlpyYIFC5g/fz737t1jzJgxfPfdd/j7+7N161bUajUNGzZk1qxZ6OrqMm3aNCIjIwEYOHAg/fr1e/1/KEIIIV5bkYzAXL58mfr162uSlyc6duyImZkZR48eJSQkBB8fH/z8/IiOjtb8kr927RrDhw8nICCAP/74gzt37rBr1y7s7OzYtWuXpq4KFSrg6+tL7dq12bBhAz/++COenp5s2LABgHnz5mFhYUFQUBCrV69m2rRpJCQkaO6xadMmdu/ezYYNG8jIyMDCwoIzZ86Qnp7O33//zZkzZwA4duwYnTp1wtvbG3g8ArJnzx4OHz7M2bNnOXfuHAYGBuzatYuDBw+SmprK0aNHNXF+9NFHuLi44OLigrOzMwCJiYn89NNP+Pj4sGnTpnyjMzt37iQuLo7AwEB2797Nr7/+SmhoKD/88AMAAQEBBSYvT1y9epXPPvuMvXv3UqZMGYKCgoiPj2fZsmXs2LGDXbt2kZ6eDkB2djYeHh4sX74cPz8/PvvsM2bMmKGpKy0tDT8/P5YvX467uzvZ2dksWLAAZ2dnfH19+f7775k5c6amDc/2bUpKCtu2bQNg//79eHh4cPv2bQB+++03Ll68yJ49e/D39yc+Pp7AwMDntmHEiBFUrFiRDRs25EleAL755huWLVuGlZUVU6ZM4ejRo7Ru3ZoyZcowbtw4rK2tGT16NKGhoZibm7Nr1y4OHDjAmTNnuHTpEh4eHlSsWJHvvvuOyMhIvL298fLy0vT1pk2bOHfuHMnJyfj7+7N+/XrOnj373NdACCFE0SqSERhdXV2MjIyee/7UqVPY2tpSokQJAJydnfH396djx45UqFCBBg0aAFC5cmUsLS2Bx6MXT6/xsLKy0hyvWLEi+vr6VKlShZSUFM095s+fD0D16tVp2rQpf/75JwBt2rTB0NAQMzMzypUrR2pqKh07diQsLAxdXV3s7e3Zt28fOTk5nD17lrlz5+Lm5saVK1c4deoUABkZGVy7do1BgwZRrlw5duzYwc2bN4mKiiIjI+OF/dOhQwcMDQ0pX748pqamJCcnY2Ly308bDA8Px9HRET09PUqUKIG9vT1hYWF06tSpUP1vZmam6cM6deqQnJzMuXPnaN68ORUqVADA3t6eU6dOERUVRUxMDKNHj9aUfzqhejLCYG5uznvvvce1a9c4efIkN2/eZPXq1QDk5uYSExPz3L49ffo0/fv3B+DDDz+kefPmAISFhREREYGTkxMAmZmZVKlShZYtWxbYhhexsrLit99+Izw8nLCwMDw9PQkODmbdunV5rrOzsyMiIoItW7Zw8+ZNkpKSyMjIoFy5cnn6Pzo6WtP2nJwcGjRowIABA7h16xZffPEFVlZWTJ48uVCvhxBCiDevSBKYRo0a8fPPP6MoCjo6OprjK1asoG3btppppKfl5uYCYGhomOe4np5egfcwMDDQfK+vn78Zz66TUBQFlUoFkCe50tHRQVEUrKys2Lx5M3p6elhaWnLz5k327NlD3bp1MTIyQqVS4ebmRrdu3QB48OABpUqV4vDhw6xevZpPP/0UJycnHj58WOAajac9He+T+z/t2f55OvbCKKh9z97nSQxqtZpq1aoREBAAgEql0oxUQd7+V6vV6Ovro1ar2bp1q+aX/r179zAzM+PQoUOvdG+VSsWQIUP47LPPAEhJSUFPT4+HDx8WWM/zJCUlsW7dOqZNm4aVlRVWVlZ8+eWXtG/fngcPHuS5dtu2bRw4cIB+/frRtm1brl+/nq9ulUqFjY0NHh4eAKSnp6NSqShTpgzBwcGcOHGCo0eP4ujoSHBwMGXKlHlubEIIIYpGkUwhffzxx5iZmbF27VrNL95jx47h6+vLRx99hIWFBcHBwWRmZpKbm4uPjw8WFhZvNAYLCwv27NkDQExMDH/88QfNmjV77vXly5fH2NiYI0eO0LJlSywsLFi3bh2dO3fW1Oft7U1OTg7p6ekMHDiQ8+fPExYWho2NDc7OzpQpU4bw8PB8yYaenp4mQSts7P7+/qhUKh49ekRQUBBt2rR59U54SsuWLTl//jzx8fGo1Wr27dsHQK1atUhOTtZMh/j4+DBp0iRNuSfXPVlPUrduXSwsLPj555+Bx2t87O3t86w/eZalpSVBQUGo1Wru3LnDH3/8oWlnQEAA6enp5ObmMmbMGA4cOPDCdujp6eXr39KlSxMSEoK/v7/m2I0bNzAzM6Ns2bJ5+v/EiRP079+fXr16kZWVxdWrVzWJ2ZNr2rRpw8GDB0lMTERRFGbPns3WrVs5fPgwbm5udOrUCQ8PD0qWLElcXNxL+14IIcSbVyQjMDo6Oqxbt45FixZhZ2eHvr4+pqambNiwgQoVKtC5c2euXLmCs7Mzubm5tG/fnsGDB3P37t03FsP06dOZOXMmvr6+AMyfP5+KFSu+sIyVlRVHjx6lVKlSWFhYsHDhQjp27AiAi4sL0dHRODo6kpubi5OTE23atKFcuXJMmjSJ4OBgDAwMaNGiRb7HmVu1asWUKVM00zcv079/f6KionBwcCAnJwd7e3s++eST1+iF/6pQoQIeHh4MHTqUEiVK8NFHHwGPR7xWrVrFggULyMrKwsTEhCVLlmjKxcTE4OjoCMDKlSvR09PDw8ODmTNnYm9vD8DSpUvzTIE9a+DAgURGRmJjY0PVqlWpW7cu8PjR76tXr9KvXz9UKhUdOnTA0dGxwMekn+jUqRMjRoxg48aNVK9eHXic1GzYsIHFixezatUqjI2NqVixIj/88AN6eno0adKEtWvXsmzZMoYMGcLs2bPZsGEDJiYmNG/enNjYWD7++GOqVKmCq6sr27ZtY+zYsQwZMgS1Wo25uTkjRoxAV1eXX3/9FVtbW4yMjOjVqxf16tX7R6+LEEKI1yO7UYvncnV1ZezYsf949Ec8Jps5CiHehqZfdiqSXaOL227U8km8QgghhNA6RTKFJP4dnjz+LIQQQhQ3MgIjhBBCCK0jIzBCvCUNXN/sk3ZCCFGQ3OzCP/WqzSSBEeItSUxMQ63WjjXzb3ux3j+lTfFqU6wg8RYlbYq1OJIpJCGEEEJoHUlghBBCCKF15HNghBBCiH+R7OwckpPf/GdOFbfPgZE1MEK8Jf/5z380m40KIURRmThxIvDv/9BMmUISQgghhNaRBEYIIYQQWkcSGCGEEEJoHUlgxAv98ssvODk50atXL+zt7dm4ceNr13XkyBE2b94MwJo1a1izZs2bCjMfb29v9u7dW+C569evU69ePQ4cOPDSenbu3MnOnTvfdHhCCCH+IVnEK54rPj6eJUuW4Ovri6mpKenp6bi6ulKzZk26dOnyyvVdvHixCKIs2B9//EHr1q0LPOfj40OPHj3YtWsX3bt3f2E9AwYMKIrwhBBC/EOSwIjnevjwITk5OWRmPl7NXqpUKRYvXoyRkREA58+fZ8GCBWRlZWFqasrcuXOpUaMGrq6ujB07ljZt2hAbG8unn37Khg0b8PLyAqBKlSoARERE4OLiQnx8PE5OTnz11VeoVCqWLl3K6dOnUalUODk5MXToUHJzc5k9ezaRkZEkJCRQr149VqxYQW5uLt988w0JCQkAjBkzhhIlShASEsKpU6d477336NChg6ZNOTk5BAUFsWPHDlxcXLh9+zYffPABAEuWLOHEiRPo6urStWtXxo4dqxkl+uqrr9i+fTsBAQE8evQIAwMDli9fTq1atd7OiyGEECIPmUISz1W/fn26dOlC165d6dOnD56enqjVamrUqEF2djbffPMNM2bMIDAwEBcXF7755pvn1vXRRx/h4uKCi4sLzs7OACQmJvLTTz/h4+PDpk2bSEtLw9vbGwA/Pz/27NnD4cOHOXv2LOfOncPAwIBdu3Zx8OBBUlNTOXr0KAcPHqRq1ar4+vqyYMECzp49S9u2bbG2tmbcuHF5kheAo0ePUqVKFWrWrEnXrl3ZtWsXAHfu3OG3334jMDCQnTt3cuPGDbKysjTl0tLSOHToENu2bWPv3r106tSJHTt2vOkuF0IIUUgyAiNeaM6cOXz55ZccP36c48eP069fP5YtW8aHH35ImTJlaNKkCQA2NjbMnDmT1NTCf8hRhw4dMDQ0pHz58piampKcnExYWBhXrlzh1KlTAGRkZHDt2jUGDRpEuXLl2LFjBzdv3iQqKoqMjAyaN2/OihUriI+Pp1OnTowZM+aF9/Tx8cHOzg6Anj17MmnSJMaPH0+lSpUwMjLCxcWFzp07M2nSJM1IE4CJiQnLly8nODiYqKgojh07hrm5+at2pxBCiDdEEhjxXKGhoWRkZNCzZ0+cnZ1xdnbG29ubPXv2FDjaoigKKpVK8z1Abu7zd0XV1//v209HR0dT3s3NjW7dugHw4MEDSpUqxeHDh1m9ejWffvopTk5OPHz4EEVR+PDDD9m/fz/Hjh3jyJEj/Pjjj+zbt6/A+yUmJnLs2DEuXbrETz/9hKIopKSkcPDgQWxtbdm9ezenT5/mt99+w8XFhW3btmnKxsXF4erqyuDBg7GysqJChQpcuXLl1TtVCCHEGyFTSOK5jI2NWb58ObGxscDjpOTKlSuYm5tTq1YtkpKSiIiIAGDfvn1UqVKFcuXKYWpqyo0bNwA4dOiQpj49Pb0XJjQAFhYWeHt7k5OTQ3p6OgMHDuT8+fOEhYVhY2ODs7MzZcqUITw8HJVKxfbt21mzZg02NjbMmjWLBw8ekJaWhp6eniaZeiIgIAALCwt+++03QkJCOHLkCKNGjcLLy4vLly8zePBgWrVqxZQpU6hduza3bt3SlL1w4QI1atRg6NChNG7cmEOHDuWrXwghxNsjIzDiuSwsLBg7diyjRo0iJycHeDztM2bMGAwNDVm5ciXz5s3j0aNHlC1blpUrVwIwbNgw3N3d8fHxyfO00pPkoEKFCs+9p4uLC9HR0Tg6OpKbm4uTkxNt2rShXLlyTJo0ieDgYAwMDGjRogWxsbEMHz6cb775Bnt7e/T09HBzc6NMmTK0bduWFStWULp0aXr06AE8XlczYcKEPPcbNGgQGzduxMjIiGbNmmFnZ0eJEiVo0aIFVlZWXLp0CYB27dqxc+dOevbsiaIotGrVisjIyDfa30IIIQpPNnMU4i2RvZCEEG/DxIkTi2TTxeK2maNMIQkhhBBC60gCI4QQQgitIwmMEEIIIbSOJDBCCCGE0DqyiFcIIYT4F8nOziE5OfON11vcFvHKY9RCvCWJiWmo1drx98Lb/o/qn9KmeLUpVpB4i5I2xVocyRSSEEIIIbSOJDBCCCGE0DqyBkYIIYTQArk52TxMynpn95c1MEL8jwo//C1Zj5LedRhCCC1lZTcbeHcJTHEjU0hCCCGE0DqSwAghhBBC60gCI4QQQgitIwmMeOt++eUXnJyc6NWrF/b29mzcuPG16zpy5AibN28GYM2aNaxZs+alZXJzc2nfvj3z5s176bUXLlxg+vTprx2fEEKIoiGLeMVbFR8fz5IlS/D19cXU1JT09HRcXV2pWbMmXbp0eeX6Ll68+Mpljh49SuPGjdm/fz+TJk2iRIkSz722cePGNG7c+JXvIYQQomjJCIx4qx4+fEhOTg6ZmY8/5rpUqVIsXryYjz76CIDz58/Tt29fevXqxZAhQ4iOjgbA1dWV8PBwAGJjY7G2tubGjRt4eXnh5eWFj48PABEREbi4uNC5c+fnjsb4+vryySef0KRJE4KDgzXHg4KCcHBwwMnJiXHjxpGVlUV4eDiurq4AnD59mgEDBuDo6EiXLl04dOhQ0XSSEEKIl5IERrxV9evXp0uXLnTt2pU+ffrg6emJWq2mRo0aZGdn88033zBjxgwCAwNxcXHhm2++eW5dH330ES4uLri4uODs7AxAYmIiP/30Ez4+PmzatIm0tLQ8ZR48eMDJkyfp0qULNjY27Nq1S3Pu22+/5ccff8TX15eqVaty8+bNPGW3b9/O/Pnz8fPzY/78+axateoN9owQQohXIQmMeOvmzJlDSEgIAwYM4O+//6Zfv378+uuvREVFUaZMGZo0aQKAjY0Nt2/fJjW18B+c1KFDBwwNDSlfvjympqYkJyfnOR8YGIiFhQVly5alS5cuXLt2jcuXLwPQuXNnBgwYwNKlS+nevTvm5uZ5ynp6ehIZGcl3333H5s2bSU9P/4c9IYQQ4nVJAiPeqtDQUPbt20elSpVwdnZm5cqVeHh4sGfPHtRqdb7rFUVBpVJpvofHi3CfR1//v8u6dHR0ePaDpn19fTl37hzW1tb06tULXV1dvLy8APDw8GD16tWULVsWNzc3AgIC8pQdOHAgERERNGrUiFGjRr1eBwghhHgjJIERb5WxsTHLly8nNjYWeJyUXLlyBXNzc2rVqkVSUhIREREA7Nu3jypVqlCuXDlMTU25ceMGQJ61J3p6ei9MaJ528eJF7t69S2hoKCEhIYSEhLB+/XqCgoJIS0ujW7dumJqaMnLkSBwcHLhy5YqmbFJSElFRUYwfPx4rKysOHz6sSayEEEK8ffIUknirLCwsGDt2LKNGjSInJwd4PO0zZswYDA0NWblyJfPmzePRo0eULVuWlStXAjBs2DDc3d3x8fHJ87RSq1atmDJlChUqVHjpvX19fXFycsLY2FhzrE2bNtSsWZOgoCDGjRvH559/jpGREWZmZixevFiTNJUrV44+ffpga2uLvr4+FhYWZGZmkpGRQcmSJd9kFwkhhCgE2cxRiLdE9kISQvwTVnaz3+pmis8qbps5yhSSEEIIIbSOJDBCCCGE0DqSwAghhBBC68gaGCGEEEIL5OZk8zAp653dv7itgZGnkIR4SxIT01CrtePvhbf9H9U/pU3xalOsIPEWJW2KtTiSKSQhhBBCaB1JYIQQQgihdSSBEUIIIYTWkUW8QgghxCvIysklJenRP65H29bAyCJeIf5HzTtwiocZ7+4JAiHEm7HCseO7DkEgU0hCCCGE0EKSwAghhBBC60gCI4QQQgitIwnMv8Qvv/yCk5MTvXr1wt7eno0bN760jKurK+Hh4S+9LiUlhYkTJ2Jvb4+9vT1ffPEFUVFRLywTHh6Oq6trYcMvEosXL8bCwoLs7Ow8x6dOnUqXLl3Yu3dvnuOHDx9m1apVbzNEIYQQr0kW8f4LxMfHs2TJEnx9fTE1NSU9PR1XV1dq1qxJly5d/nH9y5cvp27duixfvhyAvXv3MmHCBPz8/P5x3UUlNzeX/fv307x5cw4cOIC9vb3mnJ+fHxERERgaGuYp06VLlzfSX0IIIYqeJDD/Ag8fPiQnJ4fMzEwASpUqxeLFizEyMgLA2tqan376iWrVqhEeHs7atWvZtm0bAN7e3ixatAh4PDLRpk2bfPUnJCRgZmaGWq1GV1eXnj17UrJkSQDS0tKYNm0a8fHx3Lt3D0tLSxYsWADAgwcPGD58OLdv36ZmzZqsXr0aQ0NDVq5cSVhYGMnJyVSsWJGVK1dSoUIFLCwsaNSoEffv32fPnj3MmTOHyMhIEhISqFevHitWrCAhIYGxY8dSp04drly5gpmZGatWraJcuXJ5Yg4NDeWDDz6gd+/e/PTTT5oEZtSoUSiKQt++fZk3bx6TJ0/G1NQUY2Nj7O3tOX36NIsXL+bkyZMsXrwYRVGoUqWKJnkrqK06Ojpv+BUVQgjxMjKF9C9Qv359unTpQteuXenTpw+enp6o1Wpq1Kjx0rIlS5bE39+fxYsX4+bmlm+6BWD06NH4+PjQtm1bvv76a3x8fGjXrh3wOFEwNzdn165dHDhwgDNnznDp0iUA/v77b2bOnMn+/ftJSEjg5MmTREdHc/PmTby8vDhw4ADvv/8+gYGBwONEbPjw4QQEBHD+/HkMDAzYtWsXBw8eJDU1laNHjwJw9epVPvvsM/bu3UuZMmUICgrKF7Ovry89evSgY8eOXLlyhRs3bgDwww8/ABAQEED58uW5desWnp6ebN68WVM2OzubSZMmsWTJEoKCgqhbty5+fn4vbKsQQoi3S0Zg/iXmzJnDl19+yfHjxzl+/Dj9+vVj2bJldOvW7YXl+vTpAzxOgszMzLh58yb169fPc02jRo04fPgwf/zxBydPnuTHH3/Ey8uLXbt2YWdnR0REBFu2bOHmzZskJSWRkZGhqbN69eoA1K5dm4cPH9KpUyemTJnC7t27uXXrFufPn+eDDz7Q3Ktp06YAtGrVinLlyrFjxw5u3rxJVFSUpl4zMzMaNGgAQJ06dUhOTs4Tb2JiIidOnGD+/PkYGxvTuXNnvLy88PDwyNd+MzMzqlWrlufYtWvXqFSpEubm5gBMnDhRc+55bRVCCPF2SQLzLxAaGkpGRgY9e/bE2dkZZ2dnvL292bNnjyaBefKBy7m5uXnK6unpab5Xq9Xo6+szfPhw7t27B8CGDRtYt24d06ZNo3Xr1rRu3ZoxY8bQvXt3Ll++zJ9//smBAwfo168fbdu25fr165p76ev/9+2lo6ODoihcvHiRiRMnMnToULp3746uri5Pfxi0sbEx8HhB7erVq/n0009xcnLi4cOHmuueTI09Xe/TAgMDURRFk5xlZmaSk5PDpEmTNPU/e7+nGRgY5JkWSk1NJT09nYMHDz63rUIIId4umUL6FzA2Nmb58uXExsYCj5OVK1euaEYQTE1NNVMohw8fzlP2yfTLhQsXSE9Pp0aNGvznP/8hICCAgIAAKlWqxF9//cWmTZtQq9UAxMbGkpubywcffMCJEyfo378/vXr1Iisri6tXr2quK8iZM2do3bo1AwYM4MMPPyQ0NBSVSpXvurCwMGxsbHB2dqZMmTKEh4cXeF1BfH19Wbx4MSEhIYSEhHD8+HHKli3Lvn37ClW+Zs2aJCYmavps48aN7Ny585XbKoQQoujICMy/gIWFBWPHjmXUqFHk5OQA0KFDB8aMGQPAuHHjmDdvHmvXrqV9+/Z5ymZkZNC7d290dXVZvnw5BgYG+epfsWIFixYtokuXLpQoUYLSpUuzfPlyypUrx5AhQ5g9ezYbNmzAxMSE5s2bExsbm2da6Gk9e/Zk7NixmkW1jRo10iReT+vbty+TJk0iODgYAwMDWrRoUeB1z7pw4QIPHz7kk08+0RzT1dVlyJAheHl54eTk9NI6jIyM8PT0ZPLkyeTk5PDBBx+wdOlSIiIiCmyrEEKIt082cxTiLZG9kIT4d1jh2PGNbGoomzm+2Ms2c5QpJCGEEEJoHUlghBBCCKF1JIERQgghhNaRRbxCvCUzulu86xCEEG9AVk7uyy8SRU4SGCHekocP01GrtWPNvJmZCYmJae86jELTpni1KVaQeJ9HV/fNbCHypup5W95mvC+7lzyFJIQQQgitI2tghBBCCKF1JIERQgghhNaRBEYIIYQQWkcSGCGEEEJoHUlghBBCCKF1JIERQgghhNaRBEYIIYQQWkcSGCGEEEJoHUlghBBCCKF1JIERoogFBQXRs2dPunXrxo4dO951OAVKS0vDzs6O2NhYAE6ePIm9vT3dunVj5cqV7zi6vNauXYutrS22trYsXboUKN7xrlq1ip49e2Jra8vmzZuB4h0vwJIlS3B3dweKd6yurq7Y2tri4OCAg4MDf/75Z7GONyQkBCcnJ2xsbJg/fz5QPPt39+7dmj51cHCgZcuWzJ07t/jFqgghiszdu3eVzp07Kw8fPlTS09MVe3t7JTIy8l2Hlcf58+cVOzs7pWHDhkpMTIzy6NEjpWPHjsrt27eVnJwc5fPPP1dCQ0PfdZiKoijKiRMnlP79+ytZWVlKdna28umnnypBQUHFNt7w8HDFxcVFycnJUR49eqR07txZuXLlSrGNV1EU5eTJk0qbNm2UKVOmFOv3glqtVtq3b6/k5ORojhXneG/fvq20b99eiYuLU7Kzs5UBAwYooaGhxTbeJ65fv6588sknyt9//13sYpURGCGK0MmTJ7GwsKBcuXKULFmS7t2788svv7zrsPLw9vZm1qxZVKxYEYCIiAhq1KhB9erV0dfXx97evtjE/N577+Hu7o6hoSEGBgbUrl2bqKioYhtv69at+emnn9DX1ycxMRGVSkVKSkqxjTcpKYmVK1cyatQooHi/F27evAnA559/Tq9evdi+fXuxjvfgwYP07NmTypUrY2BgwMqVKylRokSxjfeJ2bNnM2HCBGJiYopdrJLACFGE7t27x3vvvaf5uWLFisTHx7/DiPJbsGABH3/8sebn4hxznTp1aNasGQBRUVHs378fHR2dYhsvgIGBAatXr8bW1hZLS8ti3b8zZ85kwoQJlClTBije74WUlBQsLS357rvv2LJlC15eXvz999/FNt7o6GhUKhWjRo3CwcGBn3/+uVj3Lzz+AywzMxMbG5tiGaskMEIUIbVajY7Of7eEVxQlz8/FkTbEHBkZyeeff87kyZOpXr16sY933LhxhIWFERcXR1RUVLGMd/fu3bz//vtYWlpqjhXn90Lz5s1ZunQppUuXpnz58vTp04fVq1cX23hVKhVhYWEsXLiQXbt2ERERQUxMTLGNF8DLy4vPPvsMKJ7vBf13ench/uUqV67M2bNnNT/fv39fM1VTXFWuXJn79+9rfi5uMf/++++MGzeOadOmYWtry+nTp4ttvH/99RfZ2dmYm5tTokQJunXrxi+//IKenp7mmuIS7759+7h//z4ODg4kJyeTkZHBnTt3imWsAGfPniUnJ0eTcCmKQtWqVYvte6FChQpYWlpSvnx5ALp27Vps3wsA2dnZnDlzhsWLFwPF8/8FGYERogi1bduWsLAwHjx4wKNHj/j111+xsrJ612G9UNOmTbl165ZmyHvv3r3FJua4uDjGjBnDsmXLsLW1BYp3vLGxsXh4eJCdnU12djaHDx/GxcWlWMa7efNm9u7dS0BAAOPGjcPa2pqNGzcWy1gBUlNTWbp0KVlZWaSlpeHn58c333xTbOPt3Lkzx48fJyUlBZVKxbFjx+jRo0exjffatWt8+OGHlCxZEiie/85kBEaIIlSpUiUmTJjAp59+Sk5ODn369KFJkybvOqwXMjIyYvHixXz11VdkZWXRsWNHevTo8a7DAmDTpk1kZWVp/ioEcHFxKbbxduzYkYiICHr37o2enh7dunXD1taW8uXLF8t4n1Wc3wudO3fmzz//pHfv3qjVagYOHEjz5s2LbbxNmzZl2LBhDBw4kJycHNq1a8eAAQOoVatWsYw3JiaGypUra34uju8FHUVRlHcagRBCCCHEK5IpJCGEEEJoHUlghBBCCKF1JIERQgghhNaRBEYIIYQQWkcSGCGEEEJoHUlghBDiKeHh4djZ2RVJfREREcycOfON3Ofp8qtWrcLf3x8AX19fOnXqxBdffPHPAn+LUlNT+fTTT991GELLyOfACCHEW3Ljxo0i2T9m/Pjxmu/9/f2ZMGECDg4Ob/w+RSU5OZkLFy686zCElpEERgghnpGRkcGECRO4efMmWVlZzJ8/n48//pjs7GyWLVvGmTNnUKlUNGjQAA8PD0xMTDhy5Ajr168nOzubBw8e0Lt3b77++mtNnXFxcaxevZrU1FSmTp1K7969C7xPgwYN6NixI97e3tSsWROAoUOHMnjwYLp27VpgvO7u7tSpU4f4+HguXLhAbGwsDx8+ZODAgc+N91nff/89v/76K2q1mqpVqzJr1izKli2Ls7MzAwcOZNCgQezevZuffvoJb29vRowYQYMGDfj99995+PAhDg4OjBs3DoA//viDZcuW8ejRI3R1dRk7diydO3cGYP369fj5+aGvr0+NGjVYvHgxU6dOJTMzEwcHB3x9ffHz82PXrl3k5OSQnJzM8OHDGThwIL6+vhw8eBBdXV2io6MxNjZmyZIl1K5dm/v37zNr1ixu3ryJrq4uLi4udO3aFTs7O44ePUrp0qVRFIUePXqwatUq6tev/4bfNeKtU4QQQmicOnVKMTc3V86fP68oiqJs3rxZ+fTTTxVFUZQ1a9YoixcvVtRqtaIoirJ8+XJl1qxZilqtVgYPHqzcunVLURRFuXv3rmJubq4kJiYqp06dUmxtbRVFURQfHx9lxIgRL73P/PnzlSVLliiKoijR0dFKx44dldzc3HxxPql3ypQpysaNGxVFUZTBgwcr+/fvf2G8z/Lz81O+/vprJScnR1EURfHy8lKGDRumKIqiXL16VWndurUSGhqqtG3bVvnrr7809xk+fLiSnZ2tJCcnK927d1dCQkKUpKQkpVu3bkpMTIymL6ysrJQ7d+4ohw4dUrp166YkJSUpiqIoCxcuVNatW6fExMQozZo1UxRFUdLS0pR+/fopDx48UBRFUc6dO6c55+Pjo7Rs2VKJi4tTFEVR5s6dq0yePFlRFEUZM2aMps9SUlIUW1tbJSoqShk9erSyfft2RVEU5eTJk0q/fv1e8OoLbSIjMEII8Yzq1avTtGlTAOrXr4+Pjw8AoaGhpKamcvLkSQBycnIwMzNDR0eHH374gdDQUPbu3ctff/2Foig8evTote4zcOBABg8ezIQJE9i1axd9+vTJs+lfYT0v3mcdOXKECxcu4OzsDDzeefhJ7PXq1WPs2LGMHDmSxYsXU6tWLU25/v37Y2BggIGBAT169OD48ePo6upy//59xowZo7lOR0eHa9euERYWRo8ePShbtiwAU6dOBR7vGfVEqVKl+OGHHzh69ChRUVFcvXqVjIwMzfmGDRtqPuK+QYMGHDx4EICTJ0/i5uYGQOnSpdm7dy8AgwYNwtPTk0GDBrFr1y4GDBjwyv0oiidJYIQQ4hkGBgaa73V0dFD+f8cVtVrNtGnT6NixIwDp6elkZWWRkZGBo6MjXbt25eOPP8bZ2ZlDhw5pyr3qfWrWrEm9evU4fPgwe/fuxdvb+7Xa8bx4C7ruyT498Hgn4uTkZM35yMhIKlSooNl76Al9/f/+ClEUBV1dXVQqFbVr12b37t2ac/Hx8ZQvX55Tp06ho6OjOZ6SkkJKSkqeWO7evUv//v3p168fLVu2pEePHhw5ckRz3tjYWPP9032mr6+fp+6YmBhMTU1p27Ytjx49IiwsjLNnz7JkyZLCdZ4o9uQpJCGEKKT27duzY8cOsrOzUavVzJgxgxUrVhAdHU1aWhpff/011tbWhIeHa655mp6eHrm5uYW618CBA1m6dClNmjShUqVKbzTegq7bs2cPaWlpwOOnmiZPngzAr7/+Snh4OIGBgZw4cYJDhw5pygUGBqJWq0lOTmb//v1YW1vTrFkzoqOjOXPmDABXrlyhe/fuxMfH07ZtWw4ePKi5z5o1a9iyZQv6+vqoVCoUReHixYuUL1+eL7/8kvbt22uSF5VK9cK2WlpaakawUlNTGTJkCFFRUejo6DBw4ECmT5+OnZ0dRkZGr9WXoviRERghhCikL7/8kiVLluDo6IhKpcLc3Bx3d3dKlixJp06dsLGxwdDQkLp16/LRRx8RHR2NoaGhpnyzZs347rvvGDt2LK6uri+8V+fOnfHw8MDFxeWNx/usvn37Eh8fT79+/dDR0eH9999n8eLFxMXFMWvWLH744QfKly/P4sWLGTNmDI0aNQIgMzOTPn36kJ6ezsCBA7G0tARg9erVLF26lKysLBRFYenSpVSrVo1q1apx48YNzTTORx99xLx58yhRogRNmjTB1taWzZs3U6lSJXr06IGOjg6tW7emfPnyREdHv7CtM2fOZPbs2djb26MoCiNHjtTE6ejoyJIlS+jfv/9r96UofmQ3aiGEKIbOnTuHh4cHe/fuzTM1Uly4uroyaNAgevTo8a5Deang4GD8/PzYuHHjuw5FvEEyAiOEEMXMlClTOH36NCtXriyWyYs2cXV15cGDB6xbt+5dhyLeMBmBEUIIIYTWkUW8QgghhNA6ksAIIYQQQutIAiOEEEIIrSMJjBBCCCG0jiQwQgghhNA6ksAIIYQQQuv8H6f0uGpW8W+wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot average healthy life expectancy according regions\n",
    "\n",
    "df1=df.groupby('region')['life_expectancy'].agg(np.mean).to_frame()\n",
    "df1=df1.reset_index()\n",
    "df1.sort_values(by=['life_expectancy'], axis=0, ascending=False,inplace=True)\n",
    "sns.barplot(x='life_expectancy', y='region', data=df1);\n",
    "plt.xlabel('healthy life expectancy');\n",
    "plt.title('Ranking of Healthy life expectancy by region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot average freedom to make choices according regions\n",
    "\n",
    "df1=df.groupby('region')['freedom'].agg(np.mean).to_frame()\n",
    "df1=df1.reset_index()\n",
    "df1.sort_values(by=['freedom'], axis=0, ascending=False,inplace=True)\n",
    "sns.barplot(x='freedom', y='region', data=df1);\n",
    "plt.xlabel('Freedom to make choices');\n",
    "plt.title('Ranking of Freedom to make choices by region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot average generosity according regions\n",
    "\n",
    "df1=df.groupby('region')['generosity'].agg(np.mean).to_frame()\n",
    "df1=df1.reset_index()\n",
    "df1.sort_values(by=['generosity'], axis=0, ascending=False,inplace=True)\n",
    "sns.barplot(x='generosity', y='region', data=df1);\n",
    "plt.xlabel('generosity');\n",
    "plt.title('Ranking of Generosity by region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#create dataframe for South East Asia region, country and happiness score\n",
    "\n",
    "df2=df.loc[df['region']=='Southeast Asia',['country','score']]\n",
    "df2.sort_values(by=['score'],axis=0, ascending=False, inplace=True)\n",
    "\n",
    "sns.barplot(x='score', y='country', data=df2);\n",
    "plt.xlabel('happiness score');\n",
    "plt.ylabel('South East Asia');\n",
    "plt.title('Ranking of overall Happiness by countries in S.E.Asia');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#create dataframe for South East Asia region, country and perception of corruption score\n",
    "\n",
    "df2=df.loc[df['region']=='Southeast Asia',['country','corruption_perception']]\n",
    "df2.sort_values(by=['corruption_perception'],axis=0, ascending=False, inplace=True)\n",
    "\n",
    "sns.barplot(x='corruption_perception', y='country', data=df2);\n",
    "plt.xlabel('Perception of corruption');\n",
    "plt.ylabel('South East Asia');\n",
    "plt.title('Ranking of Perception of corruption of countries in S.E.Asia ');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}