EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from Utils import *\n",
    "\n",
    "sns.set(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Igor\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:205: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    }
   ],
   "source": [
    "raw_data = pd.read_csv('data/train.tsv', sep=\"\\t\")\n",
    "df = preprocess(raw_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "budget                          int64\n",
       "genres                         object\n",
       "homepage                        int32\n",
       "original_language              object\n",
       "overview                       object\n",
       "popularity                    float64\n",
       "release_date                   object\n",
       "revenue                         int64\n",
       "runtime                       float64\n",
       "video                           int32\n",
       "vote_average                  float64\n",
       "vote_count                      int64\n",
       "collection_id                  object\n",
       "production_company_id          object\n",
       "production_company_country     object\n",
       "top_3_actors                   object\n",
       "director_id                    object\n",
       "producer_id                    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def numerical_analysis(main_title,col,log1,log2,xlabel):\n",
    "    fig, axs = plt.subplots(ncols=2)\n",
    "    fig.suptitle(main_title+' analysis')\n",
    "    fig.set_figheight(5)\n",
    "    sns.boxplot(x=df[col],ax=axs[0])\n",
    "    if log1:\n",
    "        axs[0].set_xscale('log')\n",
    "    axs[0].set_xlabel(xlabel)\n",
    "    if log2:\n",
    "        sns.distplot(df[col].apply(lambda x: np.log(x)) , axlabel=xlabel+' (log10)' , ax=axs[1])\n",
    "    else:\n",
    "        sns.distplot(df[col] , axlabel=xlabel , ax=axs[1])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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>budget</th>\n",
       "      <th>popularity</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.215000e+03</td>\n",
       "      <td>5215.000000</td>\n",
       "      <td>5.215000e+03</td>\n",
       "      <td>5215.000000</td>\n",
       "      <td>5215.000000</td>\n",
       "      <td>5215.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.147967e+07</td>\n",
       "      <td>10.016559</td>\n",
       "      <td>6.538743e+07</td>\n",
       "      <td>108.024353</td>\n",
       "      <td>6.399099</td>\n",
       "      <td>1062.861170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.631509e+07</td>\n",
       "      <td>7.075799</td>\n",
       "      <td>1.432381e+08</td>\n",
       "      <td>22.732521</td>\n",
       "      <td>0.943931</td>\n",
       "      <td>2097.171489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.519000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>6.264000</td>\n",
       "      <td>2.360718e+06</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>74.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6.500000e+06</td>\n",
       "      <td>9.009000</td>\n",
       "      <td>1.515620e+07</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>290.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.600000e+07</td>\n",
       "      <td>11.801000</td>\n",
       "      <td>6.214247e+07</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>7.100000</td>\n",
       "      <td>1028.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.800000e+08</td>\n",
       "      <td>151.237000</td>\n",
       "      <td>2.046240e+09</td>\n",
       "      <td>465.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>24834.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             budget   popularity       revenue      runtime  vote_average  \\\n",
       "count  5.215000e+03  5215.000000  5.215000e+03  5215.000000   5215.000000   \n",
       "mean   2.147967e+07    10.016559  6.538743e+07   108.024353      6.399099   \n",
       "std    3.631509e+07     7.075799  1.432381e+08    22.732521      0.943931   \n",
       "min    1.000000e+00     1.519000  1.000000e+00     0.000000      0.000000   \n",
       "25%    1.000000e+00     6.264000  2.360718e+06    94.000000      5.900000   \n",
       "50%    6.500000e+06     9.009000  1.515620e+07   104.000000      6.400000   \n",
       "75%    2.600000e+07    11.801000  6.214247e+07   118.000000      7.100000   \n",
       "max    3.800000e+08   151.237000  2.046240e+09   465.000000     10.000000   \n",
       "\n",
       "         vote_count  \n",
       "count   5215.000000  \n",
       "mean    1062.861170  \n",
       "std     2097.171489  \n",
       "min        1.000000  \n",
       "25%       74.000000  \n",
       "50%      290.000000  \n",
       "75%     1028.000000  \n",
       "max    24834.000000  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerical_vals = ['budget','popularity','revenue','runtime','vote_average','vote_count']\n",
    "cat_vals = ['genres', 'homepage', 'original_language', 'video', 'production_company_country','director_id','producer_id','top_3_actors']\n",
    "df[numerical_vals].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GqiuKKfcXTEeIMsMN/5AEEREREZFR7Dnawv0/2cnssiL+4oOXOp54TZTL5WLdJTXkedxs2VdPbKTdQESmkJIvEREREZmQsy3dfPvnu6mpLObzt67J2lmjwnwvq5ZWUt/Sw4mGTqfDkRlAyZeIiIiIjFtXb4hv/mQnHo+LP79pJcWF2X0Xy7LaWczy5fPK641EolGnw5Ecl93fLSIiIiJyXsJRCIZGf4BxQZ4Xrzv+oOTv/HIPze29/OUHLmX2FD4na6w4omlaFeh2u7j8wioef+Uk+46e480XzUnPhURQ8iUiIiIyowVDYbbuqx+1ztrl1XgLvDy9/RR7jrRw29sNy+bPmtY4kjfLmGpzZ5dQGyjhtUMtdPaEMmZbfMk9WnYoIiIiImNqaO3hx08d5KILKrhm9Vynw5lya0yAUCTK09tPOR2K5DAlXyIiIiIyqmgsxn/8Zh8et4s73nlhTj6UeJavgLpqH8/uOEV37+jLMEUmS8mXiIiIiIxq887T7D/RygeuXUpFlm0pPxGXLKqkJxjhqe0nnQ5FcpSSLxEREREZUU8wzG9eOMpFC8tZvzK3N6OoLCtk+cJyHtt6gmAo4nQ4koOUfImIiIjIiLYfaCIYivLB65fl5HLDVG9/Ux0d3SEef/UkXcHwkI+wdqOX86CtXERERERkWM1tvRw82ca1l9VS5i+gKzj8vVDp2gbeCfOr/VSVF/HoS8coyvfgdg9OOPt3fhSZDH3liIiIiMgQsViMLfvqKcz3cO3ltY5tA++EFQvLeXr7aU42dlJX7Xc6HMkhSr5ERCSrGWNuAe4F8oD7rbUPjFDv+8CT1tqHjDFVwGNJxWVAwFrrM8ZcDfwMOJEo226tvSN9IxDJTEfPdNDY2suVF9dQNMNmemoDPkoKvbx+rFXJl0ypmfWdJCIiOcUYMw/4CnAZEAReMMY8Za3dm1RnLvBvwHXAkwDW2gZgdaLcDTwB3JNocjnwdWvtP03XOEQyTSQaY/uBJsr9BSyZV+p0ONPO7XaxrG4W2/c30doZZJavwOmQJEdoww0REclm1xOfzWqx1nYBPwVuTqlzK/BL4Mcj9HEH0G2t3ZQ4Xgu8zRizyxjzK2PM/HQELpLJ9p9opbMnxJplgRmxycZwltaW4Xa7sMdbnQ5FcoiSLxERyWZzgTNJx2eA2uQK1tqvWWu/O1xjY4yH+IzX55NOtwL/aq1dCTwC/GhKIxbJcKFwlNcONVNTUczc2cVT0qfL7Rp258Dkj0zbtKMw38sFc/wcOtVGn7adlymiZYciIpLN3EDyn2wuYCIbQb8DOGCtfa3/hLX240mff8cYc58xpsxa2zbeTisrfRMIIbMEArl9f0uujw8mPsZYSzd+3xsPTt6y5yy9fRHWr55Hqb8IgLw876A6qcYqj+LCnhh9BsksKB/3NUaqd75xptZZc2E1h061c7Kpm1VL45uKFBcXEKiYmqR0JPo6zV1KvkREJJudBDYkHdcApyfQ/n0kzWwl7v/6AnCftTb5re7h99ceQXNzJ9FMext/HAIBP42NHU6HkTa5Pj6Y3Bi7g2E6OnuB+AOVt+9vYEGNn+J898D5UOiNOsM53/KJ9OH3FY5Yb6rjKMpzU1lWyO5DTVxQ48PlctHdHaQxkr6ZMH2dZge32zWpN9q07FBERLLZ48B1xpiAMaYYuAl4dALtrwQ29x9Ya6PAjYl+MMbcDrycuJ9MJOftOtRMJBrj0qWznQ4lYyydV0ZrZx/N7UGnQ5EcoORLRESylrX2FPF7tp4CdgCbrLVbjDGPGGMuH0cXi4jPniX7EPBpY8we4ptxfGQqYxbJVO1dfew/0crS2lmUluQ7HU7GWDjHj8ft4uBJbbwh50/LDkVEJKsldinclHLuXcPU+5Nhzg25ccNauwe4agpDFMkKOw404XG7WLWk0ulQMkp+nocFNX6OnOng8gurnA5HspxmvkRERERmuKa2Xo6e7WDFwooZ90Dl8Vgyr4xQOMrx+k6nQ5Esp+RLREREZAaLxWJss40U5HlYcUG50+FkpOqKInxFeRw8Oe5NT0WGpeRLREREZAbbe/QcZ1u6Wbm4knyvx+lwMpLL5WJJbRlnW7ppau1xOhzJYkq+RERERGaoSDTKL549jL84j2V1s5wOJ6MtnleKC3h5b73ToUgWU/IlIiIiMkM9t+sMZ1u6WbMsgMftcjqcjFZSmMfc2SW8tOdsVj7HTzKDki8RERGRGai3L8zPNx9h0dxS6qon/rDYmWhJbfyZX3uPtjgdimQpJV8iIiIiM9CjLx+nvauPGzcuwuXSrNd41FaVUFLoZfOuM06HIllKyZeIiIjIDHOuI8ijW46z9sIqFs4pdTqcrOFxu1m7vJrtBxrp7Ak5HY5kISVfIiIiIjPMLzYfJhKJcdM1i50OJetceXEN4UiMF/ecdToUyUJKvkRERERmkJMNnTz32hmuu6yWqllFToeTdebOLmFhjZ/NO88Qi2njDZkYJV8iIiIiM8iPnz5IUb6Xd1+10OlQstaGlXM42djJiYZOp0ORLKPkS0RERGSG2HWomd2HW3j3VQvxFeU5HU7WWru8Go/bxQu7tfRQJkbJl4iIiMgMEApH2PT7/cypLOb6y2udDier+YryWL1kNi/tOUskGnU6HMkiSr5EREREZoBHXjpOQ2sPt751GV6P/gQ8X1ddXEN7d4g9R/TMLxk/feeJiIiI5LiGc9385sVjXLG8ihULK5wOJydcsrgSX1Gelh7KhCj5EhEREclhsViMTY8fwONx8f5rlzodTs7wety8aXk12w800d0bdjocyRJKvkRERERy2PYDTew61Mz71l9Aub/A6XByylWX1BAKR3nFNjgdimQJrxMXff75ZyktzYznSjz//LMArFu30eFIRERERKZWsC/Cpsfjm2xceXENXcGhMzRRPapq0hbW+JlTWcwLu8+ycdVcp8ORLOBI8vXcc8+Ql+dx4tJDPPfcM4CSLxEREck9/+/Fo7S0B3n7FfPZtr9x2DqrlgWmN6gc4nK5uPKiGn727GEaW3sI6KHVMgYtOxQRERHJQWeau3j05eNcsbyK6opip8PJWVdeVAPAi3viG2+Eo9AVDI/6Edbu9DOWIzNfIiIiIpI+sViMH/x+P/l5Ht67YRH2+DmnQ8pZlWWFXFg3ixd2n+WGqxYSDEXYuq9+1DZrl1fjLdCf4TORZr5EREREcszW1xvYe/Qcf7hxEaUl+U6Hk/OuungODed6OHS63elQJMMp5RYRkaxmjLkFuBfIA+631j4wQr3vA09aax9KHH8IuA/of4v6N9bae4wxdcDDQBVggVuttZ3pHYXI1OkJhvnREweoq/bxlkvn0ROKOB1SzrvMBHj4McsLu89y0zWLnQ5HMphmvkREJGsZY+YBXwHWA6uBO40xK1LqzDXG/Bq4OaX55cBnrLWrEx/3JM4/CDxorb0QeAX4m7QOQmSK/er5I7R29nHb2wxut8vpcGaEogIva0yALXvrCemGLhmFZr5ERCSbXU98NqsFwBjzU+JJ1t8n1bkV+CXQnNJ2LbDUGPPXwE7gz4BOYCPwvkSdh4BngM+lKX6RKXXsTDu/33qSjavmsHhemdPhzChXXVzDS3vq2XMk9UeNyBuUfImISDabC5xJOj4DXJFcwVr7NQBjzPqUtmeArwMvAP8IfAv4S6DdWhtOqlM70aAqK30TbZIxAgG/0yGkVS6PLxaLce93XqC40Mudf7iKMl/8gcqxlm78vsIR2+XleUctH0+d8y2faB8j1ZuOOIqLCwgMs3vkxkofD/32dV61Tawb45lfI/XRL5e/TvvNhDEOR8mXiIhkMzeQ/IhYFzCuNT/W2hv7PzfG/C/gEPDZlP4Yb3/Jmps7iWbhk2sDAT+NjR1Oh5E2uTi+cBSCofh7BTsONLHrYBM3v2Ux51q7OdfaDcQfotzR2TtiH6FQeNTy8dQ53/KJ9OH3FY5Ybzri6O4O0hgZ/j66K5ZX89jWEyybX0ph/sh/Zo/WRy5+nabKhTG63a5JvdGme75ERCSbnQTmJB3XAKfHamSMKTPG/M+kUy4gDDQAZcYYT+L8nPH0J+KUYCjM1n31vLT7DP/1xAEqSgspzPOwdV/9wEc4qnuQpstVF9cQjcY4cia7EwtJHyVfIiKSzR4HrjPGBIwxxcBNwKPjaNcJfNYY86bE8d3Az621IWAz8P7E+duB305xzCJTbs/Rc3T2hNiwep422Ugzl9s14sOTy0sLqQ34OHxKW87L8LTsUEREspa19pQx5h7gKSAf+K61dosx5hHgi9baV0ZoFzHG/DHwbWNMEbCfeKIF8Ange8aYe4HjwAfTPhCR89DdG2b34Wbqqn3UVvnGXFYn5ycYirBzf+OI5ZddGOCXm4/Q2hlkVuK+O5F+Sr5ERCSrWWs3AZtSzr1rmHp/knK8GVgzTL1jwDVTGqRIGu061EwkGuMyE3A6FAEuNQF+9dwRDp9qZ43+TySFlh2KiIiIZKnG1h4OnGxl2fxZ+IvznQ5HAH9xPnNnl3D4TDuxWPZtvCPppeRLREREJEv95oWjeNwuVi6udDoUSbJobindvWHOtnQ7HYpkGCVfIiIiIlnoeH0Hr9pGli8op6hAd5JkkvlVPrweF0dOa9dDGUzJl4iIiEiGCkcZcWe9Hz99iOICLxddUOF0mJLC63FTV+3nWH0HkYi2+pc36G0SERERkQzV/xyvVM3tvew90sI7r1xAfp5nmJbitEVzSzl8up2TjV0sqPE7HY5kCM18iYiIiGSZPYdbyPO4WbdyztiVxRE1FcUU5ns4ckbP/JI3KPkSERERySLtXX0cO9vBsrpZutcrg7ndLhbO8XOyoYu+UMTpcCRDKPkSERERySJ7jrTgcrtYvqDc6VBkDIvmlBKNxThWr403JE7Jl4iIiEiW6O4Nc+hUO0vmlVJcqFmvTFdZVoi/OE+7HsoAJV8iIiIiWWLfsXPEYjFWLNQOh9nA5XJxwZxSzrZ0090bcjocyQBKvkRERESyQCQS5eDJNuZX+ygtyXc6HBmnRXNLAThyRrNfouRLREREJCscPdtBMBRh2fxZTociE1Bakk9lWaF2PRRAyZeIiIhIVrDHWyktyWdOZbHTocgEXTDHT0t7kNbOoNOhiMOUfImIiIhkuOa2XpraejHzZ+FyuZwORybogjmluIAjpzX7NdMp+RIRERHJcPZEK16Pi8XzSp0ORSahqMBLTWUxR850EIvFnA5HHKTkS0RERCSDBUMRjpxu54I5peTneZwORyZp0dxSOntCNLb2Oh2KOEjJl4iIiEgGO3K6nUg0po02stz8ah8et0sbb8xwSr5EREREMtih0+2U+wuoLCt0OhQ5D/leD7VVPo6d7SAS1dLDmUrJl4iIiEiGOtvcTXNbL4vn6l6vXLCwxk9vX4QDJ1qdDkUcouRLREREJEO9vLcelwsuUPKVE+YFSsjzuNm2v9HpUMQhSr5EREREMlA0GmPrvnrmzS6hqMDrdDgyBbweN/Orfew40EQ4EnU6HHGAvpNFRCSrGWNuAe4F8oD7rbUPjFDv+8CT1tqHEsfrgG8A+UAz8GFr7TFjzNXAz4ATiabbrbV3pHcUIkPtPdZCW1cfq5fOdjoUmUIL5/g5fLqd3UdaWL1E/7czjWa+REQkaxlj5gFfAdYDq4E7jTErUurMNcb8Grg5pfkPgI9Ya1cnPv+XxPnLga9ba1cnPpR4iSNeeO0sxQVeaqtKnA5FptCcyhKKC71s2VfvdCjiACVfIiKSza4nPpvVYq3tAn7K0CTrVuCXwI/7TxhjCoB7rbW7Eqd2AXWJz9cCbzPG7DLG/MoYMz+tIxAZRk8wzLb9jawxATxu/bmWSzxuF6uXzGb7gSaCoYjT4cg003eziIhks7nAmaTjM0BtcgVr7destd9NORe01j4MYIxxA18CfpEobgX+1Vq7EngE+FF6QhcZ2c6DTfSFo1x+YZXToUgarDEBgn0RXjvU7HQoMs10z5eIiGQzN5D8wBwXMO672I0x+cD3iP8+/EcAa+3H+8uttd8xxtxnjCmz1raNt9/KSt94q2acQMDvdAhplS3j23l4L5VlhVy0JMCOUXbGy8vz4vcNfv5X6vFwdSZSPhV9TPU1RqpA2BdeAAAgAElEQVSXLWNdtTTALP9+dhxu5p0bFg8pz5av0/MxE8Y4HCVfIiKSzU4CG5KOa4DT42lojPEBvyK+2cZ7rbWhxCzYF4D7rLXJ64HCEwmqubmTaBY+RDUQ8NPY2OF0GGmTLePr7g3x6uv1XLumlt6ePjo6e0esGwqFB5X7fYVD6qfWGauPydSZzmsMN0Yn4jifa/T29nHZsgDP7jzN8ZPnBu1mmS1fp+cjF8bodrsm9Uablh2KiEg2exy4zhgTMMYUAzcBj46z7cPAQeD91toggLU2CtyY6AdjzO3Ay4n7yUSmxfYDTYQjMdYu15LDXPam5dWEwlG2H9Azv2YSJV8iIpK1rLWngHuAp4AdwCZr7RZjzCPGmMtHameMuRR4L7AO2GaM2WGMeSRR/CHg08aYPcAdwEfSOgiRFC/vq2d2WSGL5ujByrls0bxSKksL2LKvwelQZBpp2aGIiGQ1a+0mYFPKuXcNU+9Pkj7fTvz+sOH62wNcNbVRioxPZ0+IfUfP8ba183G5hv0SlRzhdrlYu7ya3289QWdPCF9RntMhyTTQzJeIiIhIhnjVNhCJxrhiebXTocg0eNPyaiLRGK9azX7NFEq+RERERDLEK683UFVeRF119u6YKeNXV+2jurxISw9nECVfIiIiIhmgqzfE68dbucwEtORwhnC5XFyxvJrXj52jtTPodDgyDZR8iYiIiGSAXYeaiURjrFkWcDoUmUZXrKgmRnzWU3Kfki8RERGRDLBtfyNlvnwu0C6HM8q82SXUBkq09HCGUPIlIiIi4rC+UITdh1u4dGkAt5YczjhXLK/m4Kk2mtp6nA5F0kzJl4iIiIjD9h49RzAUYc2y2U6HIg64IvFA7a1aepjzZvxzvo4dO0Jvby8f/vAtTocCgNvtJhqNAlBYWERvbw8ej4dIJDJim/LyClpbzxEIVHHuXAuhUGig7K1vfTu///3vBo6vu+5tPPHEY7hcLmKxGF6vl5ISH21trQB4vV6qq2sIBoM0NTXi9Xr54Adv5+GH/5NYLIbL5SIQCNDS0kI4HMbr9fLpT/8VP/rRw5w8eYJAoIrW1nMDMXg8XtxuF263m7/+6y8Ri8X48pe/SDgcpqKiguLiEurrzw70NXduLXfc8VE2bfo+d931KWKxGN/61jdwuWKAi9tu+zDf//5/4HLB+953Mw88cD+zZwfIzy/gxhv/iAcfvJ/Pf/6L+P2l3H//1zh79jQAgUAVLpeLpqZGvvCFv8XvL030G+/nwQe/yYc+9Kc89NB3qa6u4dOf/uzAtftjS+5//vwFQ/4fWlvP8Z3v/Ct33fUpyspmDSnr78vlir/Ot932p2za9D1uueX2gfGePHmcf/7nr/IXf/EFVqy4eEjf/XVvueVD/O///TAf+cgnaWtr5atf/YeBuPrr3nDDjUNej4aGs3zhC387UK//Nbj77s8MiXk44xnjePobrZ/J6u/z3nv/mvP50TbaONIRd7pkU6wiAtsONFJU4OXCunKnQxEHVJUXc8EcP1v2NnD7u52ORtLJ86UvfWmibWYBn+7p6SMWm9xFn3/+WTweN9FojJb2bvJmLSLUdgSAvFmLRm0bajtCRVkx69dfPbmLp/jv//6vKelnqsSSXtRwODzk3HB6e+NT1F1dXQOJW7/Dhw8NOj5yZPBxNBolGOwddNzR0U53d/fA8a5dO4A3Yki+TjQaZceO7TQ3NwHQ3T04hlgsSjQaJRKJsH//67z66lba2toA6Onpob29fVBfbW2t7N//OseOHSUYDLJ//+ts3/4K586d49y5Fvbvf53jx49x7lwLO3duH+jjjeNu9u9/nebmJnbu3EYkEiESidDR0U57ezvhcHigPN7vG+22b99GKNRHW1srfX1vXLutrXVI/9de+7Yh/w8/+ckP2bZtK8FgkFWrLh1S1t9Xf3/940we7y9+8d+EQn3s2LGNd73rPUP6fqPNPo4cOUwwGOSxxx4Z6O/aa982UHfHjm1DXo/+8ffX638N+vqGxjyc8YxxPP2N1s9kJfe5YsXK8+pnpHGkI+50SY21pKSA7u6+CffjcrkoLs4H+CbQOtVx5qDz/h3ppMl+nWSLTB1fJBrle7+1rFxUydqU53uFIlFON3WN2LamsoT65u6B44J8L3194VHrjNXHZOpM5zWGG6MTcZzPNeYFfOR7By9A6+2L8Pzus1y9phbPqK2zX6Z+L07EZH8/zuhlh1/72j85HUKWGP0viO7ukX8pJDt9+hSnT58aV71YLMbmzc/w7LNPDykb6br9x6dPn+Lpp58Ytf9nnnlySLtI5I0f5M8++xSbNw++dnL/J04cG1TW2nqO5557hlgsxnPPPTswk9hftnnzMyOOs//fZ599auAa3d1d7N27e0jfqW02b3564DU5ffoUe/bsHqg70usRr/faoPE999wzg2IezthjHF9/o/UzWcl9Pv7445Puc7RxpCPudMmmWEUEDp5so7MnxKXa5XBGW3thFS5g846x/1aS7OXIssO2tlba29uIxSAamVhuHw33cvz4Mb761X847zis3XfefUj6xGf+JvfW8VizhakzhKlGW+YJ8G//9i2+/OWvDRz/+tc/JxqNDfT9q1/9jNtu+/BAWXJiN95rPvjgN/nWt/59UN+p+mdH+337298ctm7q6/Htb/8L4fAb1wuHw4NiHs5YYxxvf6P1M1lT1edo40hH3OkyXKyf+cyfOxyViKQKRyEYCrPl9Qa8HheL5pXSFRz8c32EH/+SgypKC1laW8az209x3eq5TocjaTKjZ74k02Xub5zUGbwXX3x+IMGKRMK8+OLzg8rGSgaH0z9zldz3eNqMp2687zdiisVig2IezlhjHG9/o/UzWcl9hsOT73O0caQj7nTJplhFZrJgKMyWvWfZuq+B6opiXjvUzNZ99YM+wmO8WSi5Ze3yak7Ud3CqsdPpUCRNHJn5KiubxezZlYRCEQ6eaJpQW7e3kLr5s/nc5/7mvOPIlE02ZCQuMjUBmzt33qDjK69cx7PPPk0kEsbj8XLllesGlT399BMTTsCKi0uG9D2eNsFgcMy6xcUlifv64jG5XK5BMQ9nrDE+9dQT4+pvtH4mK7lPr3fyfY42jnTEnS7ZFKvITHeuI0hnT4hLFlU4HYpkgMtNgE2P72fr6w3MC/icDkfSYEbPfC1ffonTIcgovF4vHs/k3h9wjfGMFLd79C99j8eD1zvytT/2sbsHHd9ww4243a6Bvt/znj8cVDaecXg8g5fgfuITfz6k71SpMd51158PWzf19bjrrk/h9b5xPa/XOyjm4Yw1xvH2N1o/kzVVfY42jnTEnS7ZFKvITHe8Pj7DUVulP7QFynwFXLSoUlvO57AZnXz91V99wekQssToiUz/DM1Y5s6dN2TGaKR6LpeLDRuuZuPGa4aUjXTd/uO5c+dxzTXXjdr/1VdfO6RdcoK0ceNb2LBh8LWT+0/dan7WrHLWr78al8vF+vUbB23tPWtWORs2DN2ds3+c/f9u3PiWgWsUF5cMbDWf3Hdqmw0brhl4TebOncdFF108UHek1yNe75JB41u//uoxtyMfe4zj62+0fiYruc/rr79+0n2ONo50xJ0u2RSryEx3oqGTqvIiigpm/NN/JGH9qnmcae7W0sMcNaOTL4DCwkKnQxgkeUamsLAIGDojkqq8vAKXy0VVVTV5eXmDyt761rcPOr7uuvgW6f0zIV6vd9AfZl6vl3nzapk9OzBwfNttdwzUj1+namDGxev18olPfIra2vlA/HlayTF4PF7y8vIoKCjgYx+7mzvv/ORA24qKCmpr55OXl4fL5SIvL48FCy7gzjs/ydKlhve85w+54YYbWbRoCYsXL2bx4iXceecnE8dLuOuuP6OwsJDa2vksWrSEu+76FEVFRXzsY3dzww03Ule3kPz8fPLz85k3r5ba2vkUFhYOlCf3U1RUxEc/+nEKCwtZsGDhoGvX1S0c0v9wbrjhxoG4hyvr72vBgoWJsdzN0qVm0HjvuuvPcLlcA7NeqX33173zzrtZsWIF73nPH3LnnZ8cFFd/3eFej/7xJ8e0ePGScc+MjGeM4+lvtH4mq7/PD3zgA+fdz0jjSEfc6ZJNsYrMVE1tPZzrCFKnWS9JctUlc3C59MDlXOWaxEYAC4Ejzc2dI+7ANpavfvUfyMvzDNzzVbzgOrqPxbfCLl4w8owFQPexJ1gyRfd89ccCTFl/5ysQ8NPY2OF0GBlHr8tQek2Gp9dleJN9XdxuF5WVPoALgKNTHFYuWsh5/o50Uq5//2Ta+H794lF+/sxhbtx4Af7484KGWLUswM79jSP2kVru9xXS0dk7ap2JXmMq+pjKaww3RifiOJ9rrF1eTckIs52BgJ+/+uYztHX18eWPvGnMWymyUaZ9L07GZH8/zviZLxEREREnvHawmVm+/BETL8ldLreLrmB42I+Glm7WmKrE0sPxPUtVsocWGIuIiIhMs/buPg6dbuOSRZVOhyIOCIYiI86O+X2FXLy4Etfj8Pyes7y7bOGw9QryvHg1jZJ1lHyJiIiITLOdB5qIxWB+te73kqEK8j1Ulxfz4u6zVM0qHHbp4drl1Xi1UUvWUb4sIiIiMs227W+korSACn+B06FIhlpY46e9q4/WzqDTocgUUvIlIiIiMo16+8LsOXqOlYtn5+RmCjI15lf7cAFHz2T3xhQymOYqRUQkqxljbgHuBfKA+621D4xQ7/vAk9bahxLHdcDDQBVggVuttZ3GmFnAD4BFQCPwx9bas2kfiMwYuw+3EI5EWbm4UrMaMqKiAi/VlcUcPdvB6qVK1HOFZr5ERCRrGWPmAV8B1gOrgTuNMStS6sw1xvwauDml+YPAg9baC4FXgP5njnwZ2GytXQ78O/DNNA5BZqBtBxrxFeWxaF6Z06FIhltY46ejO8S5DiXpuULJl4iIZLPric9mtVhru4CfMjTJuhX4JfDj/hPGmDxgY6I+wEPAHyU+/wPiM18APwTemagvct7CkSg7DzazakklHrdmMmR0ddU+XC44dlZLD3OFlh2KiEg2mwucSTo+A1yRXMFa+zUAY8z6pNOzgXZrbTipXW1qn9basDGmHQgAp8cbVOLBm1kpEPA7HUJaOT2+7baBnmCYt1xeR3FxAX5f4aj18/K8o9YZrjz1eDJ9TEUc6bzGSPVybax+YF7Ax/GGTjZcWjto6WFxcQGBiuJRr5PJnP5edIqSLxERyWZuIJZ07AKik2hHUrvU6Yjx9jmgubmTaDS1+8wXCPhpbMzdd9gzYXxPvXKc/Dw3tRVFdHcH6ejsHbV+KBQetU5qud9XOKT+RPuYijjSeY3hxuhEHOm6ht9XOKi8NlDCS3s6OXamjcrSNxK27u4gjZHIqNfJVJnwvXi+3G7XpN5o07JDERHJZieBOUnHNYxvhqoBKDPGeBLHc5LanUr0gzHGC/iB5imJVma0aCzG9v2NXHxBJfl5nrEbiJBYeggcr+90OhSZAkq+REQkmz0OXGeMCRhjioGbgEfHamStDQGbgfcnTt0O/Dbx+SOJYxLlmxP1Rc7L4dPttHb2cdmygNOhSBYpzPdSVVHE8frsnimSOCVfIiKStay1p4B7gKeAHcAma+0WY8wjxpjLx2j+CeK7I+4FNhDfrh7iux6+2RizJ1Hnk+mJXmaaV20DHreLVUsqnQ5FskxdtZ+2zj7a9GiCrKd7vkREJKtZazcBm1LOvWuYen+ScnwMuGaYei3Ae6Y0SJnxYrEYr9pGViysoLhQm2fKxNRV+di6r4Hj9Z1c4itwOhw5D5r5EhEREUmz4/WdNLX1cpnRkkOZuJKiPGaXFeq+rxyg5EtEREQkzV7d34DLBauXznY6FMlSddU+mtt76ezRLajZTMmXiIiISJq9ahsx82dRWpzvdCiSpeqq48/FOqHZr6ym5EtEREQkjU43dXGmuZvLTJXToUgWKy3JZ5YvX7seZjklXyIiIiJp9KptAGCNtpiX81RX7af+XA89wbDTocgkKfkSERERSaNX9zeyeF4p5X7tUifnp67aB8CJBi09zFZKvkRERETSpKG1h+P1nVy2TEsO5fyV+wvwFeVp18MspuRLREREJE222UYAbTEvU8LlclFX7eNscxfdvVp6mI2UfImIiIikQTgKW16vp7bKR3FRHl3B8KCPaMzpCCUbLaj2E43BniPNTocik+B1OgARERGRXFR/roujZzpYvXQ2W/fVDylfpQ04ZBJmzyqkqMDDzoPNXLN6ntPhyARp5ktEREQkDXYebALe2CRBZCrElx762Xu0hWAo4nQ4MkFKvkRERETSYOeBJspK8pnl0y6HMrXqqn2EwlF2H25xOhSZICVfIiIiIlOsvbuPg6faNOslaVFdXkxxoZdt+xucDkUmSMmXiIiIyBTbtr+RWAzqavxOhyI5yO12cfGiSnYebCYciTodjkyAki8RERGRKbZlbz1V5UVU6MHKkiarllTSHQxjT7Q6HYpMgJIvERERkSnU2hnEHm9lzbIALpfL6XAkR124oJz8PDfb9jc6HYpMgJIvERERkSm0dV8DMeAyU+V0KJLD8r0eLr6gku37G4nG9NC4bKHkS0RERGQKbdlXz/wqHzWVxU6HIjluzbLZtHb2ceRMu9OhyDgp+RIRERGZIo2tPRw63c4VyzXrJem3aslsPG4X2/c3OR2KjJOSLxEREZEpsmVfPQBvWl7tcCSS61xuF7hcLKkt4xXbQFcwPOgjrE0QM5LX6QBEREREcsXLextYPLeU2bOK6AqGnQ5HclgwFGHn/kbKSvKxx1v5/dbjgx7ovXZ5Nd4C/amfafQ/IiIiWc0YcwtwL5AH3G+tfSClfDXwXaAUeBb4OFABPJZUrQwIWGt9xpirgZ8BJxJl2621d6R3FJILTjV2crKxkw9ev9TpUGQGqav2sWVfAyfqOwclX5KZtOxQRESyljFmHvAVYD2wGrjTGLMipdrDwN3W2mWAC/iotbbBWrvaWrsaWAMcBe5M1L8c+Hp/uRIvGa8Xdp/F7XJpyaFMq+LCPGaXFXK8odPpUGQclHyJiEg2ux540lrbYq3tAn4K3NxfaIxZABRZa19KnHoI+KOUPu4Auq21mxLHa4G3GWN2GWN+ZYyZn9YRSE6IRmO8tLeeixdVUFqS73Q4MsPMr/LR3NZLV2/I6VBkDEq+REQkm80FziQdnwFqx1tujPEA9wCfT6rTCvyrtXYl8AjwoymOWXLQ68fPca4jyFUX1zgdisxAddU+AE7Ua/Yr0+meLxERyWZuIPnpoi4gOoHydwAHrLWv9Z+w1n486fPvGGPuM8aUWWvbxhtUZaVvvFUzTiDgdzqEtJrK8XV099HTG99U44U99RQVeFllqol5PAB48sDvKxyxfV6ed9Ty8dQZrjz1eDJ9TEUc6bzGSPVycazjqeP3FVLuL+B0czdrL5oDQHFxAYGKzH3WXK7/rBmJki8REclmJ4ENScc1wOmU8jmjlL+PpJktY4wb+AJwn7U2klRvQtvWNTd3Eo3Gxq6YYQIBP42NHU6HkTZTPb6uYJit++oJhaNs2XuWhXNKeXHXqYHyVcsCdHT2jtg+FAqPWj6eOqnlfl/hkPoT7WMq4kjnNYYboxNxpOsafl/hpPqYFyhhz5EWmlq6KMj30N0dpDESGaUH5+TCzxq32zWpN9q07FBERLLZ48B1xpiAMaYYuAl4tL/QWnsM6DXGrEucug34bVL7K4HNSfWjwI2JfjDG3A68nLifTGRYJxo6CEdiLJ5b6nQoMoPVVfmIxeBko5YeZjIlXyIikrWstaeI37P1FLAD2GSt3WKMecQYc3mi2q3AN4wxrwM+4F+SulhEfHYs2YeATxtj9hDfjOMj6RyDZL9Dp9rxFeVRVV7kdCgyg1WWFVJc4OWEdj3MaFp2KCIiWS2xS+GmlHPvSvp8J3DFCG2H3BBhrd0DXDXFYUqO6uwJcaa5m5WLK3G5XE6HIzOYy+VifrWPgyfbCEeiYzcQR2jmS0RERGSSDp6M78OypLbM4UhE4rseRqIxTjVqpXSmUvIlIiIiMgnRaIyDp9qYU1mMryjP6XBEqC4vpiDPw7Gz2b2ZRS5T8iUiIiIyCfb4Obp7wyydP8vpUESA+A58ddU+TjZ20hfOzJ0OZzolXyIiIiKT8MLusxTkeZhfVeJ0KCIDFtT4CUdivH7snNOhyDCUfImIiIhMUHt3H68dambR3FI8bv05JZmjpqKY/Dw3O/Y3OR2KDMOR3Q7Xr7+a0tIiHnnk0bErT0MsIiIiIhPxwmtniURjLNVGG5Jh3G4XdVV+XjvcTCgcJc+rNwcyiSP/G+vWbeTaa6914tJDrFu3kXXrNjodhoiIiGSJaCzG09tPsWhuKbP8BU6HIzLEgho/vX0R9hxtcToUSaFUWERERGQC9hxpoaG1hw2r5jodisiwaiqLKSrw8urrDU6HIimUfImIiIhMwFPbTlFaks/qpbOdDkVkWB63i5WLK9l2oImQdj3MKEq+RERERMapqbWHnQeb2LhqLl6P/oySzHXZhQF6gmF2HdLSw0yinxoiIiIi4/TUjlPggmtWa8mhZLZl88spLc7j5X31TociSZR8iYiIiIxDKBxh884zXLo0QEVpodPhiIzK43ax9sJqdh5soicYdjocSVDyJSIiIjIOL+2pp7MnxLVr5jkdisi4vGlFNaFwlO0HGp0ORRKUfImIiIiMIRaL8butJ5hf5WP5gnKnwxEZl8XzSpldVshLe7X0MFMo+RIREREZw2uHWzjd1MU7rqjD5XI5HY7IuLhcLq5YXs3eI+do7+5zOhxByZeIiIjImH635Tjl/gLWLq9yOhSRCXnzimqisRhb9+mZX5lAyZeIiIjIKI6d7WDfsXNcf3mttpeXrFNb5aM2UMKLe846HYqg5EtERERkVL/bepzCfA9Xr9JGG5Kd1l0yh8On2znd1OV0KDOeki8RERGRETS09rBlbwMbV82luNDrdDgik/Lmi2pwu1w8/9oZp0OZ8ZR8iYiIiIzgNy8cxe128fYr6pwORWTSykryWbm4khd2nyUSjTodzoym5EtEREQkRTgKxxs6eX73Wa66pIb8fA9dwfCgj2jM6ShFxm/dJXNo6+pjz5EWp0OZ0TR/LiIiIpIiGArzg8csxCAwq5Ct+4Y+J2nVsoADkYlMzqollfiK8nhu1xlWLp7tdDgzlpIvERHJasaYW4B7gTzgfmvtAynlq4HvAqXAs8DHrbVhY8yHgPuA/r+qf2OtvccYUwc8DFQBFrjVWts5PaORTNHS3suhU20sqZ1FSWGe0+GInDevx82bL6rm6e2n6OwJ4SvS17UTtOxQRESyljFmHvAVYD2wGrjTGLMipdrDwN3W2mWAC/ho4vzlwGestasTH/ckzj8IPGitvRB4BfibdI9DMs/vt54A4OJFFQ5HIjJ11l8yh3Akxgu7te28U5R8iYhINrseeNJa22Kt7QJ+CtzcX2iMWQAUWWtfSpx6CPijxOdrgQ8ZY14zxjxsjCk3xuQBGxP9pNaXGeJsSzcvvHaGpfNnaXZAckpdtZ9Fc0t5ZscpYjHdtOgELTsUEZFsNhdI3jv5DHDFGOW1SZ9/HXgB+EfgW8BfAu3W2vAw9cetstI30SYZIxDwOx3Ceevo7qOnNzzkfENLN3g8ABQVevEX5w/b/ruP7CMvz8NVK+dSPMqSw7w8L35fYdrKJ9tH6rFTcaTzGiPVy8WxTrZOcXEBgYriIedv2LCYb/7Xduo7+rjEwXu/cuFnzWQo+RIRkWzmBpLfvnUB0fGUW2tv7D9pjPlfwCHgsyn1SelvXJqbO4lm4VZ4gYCfxsYOp8M4b13B8LAbZPh9hXR09gKwdnk1vV3BIXUOnWrjhV1neOebFxAJR+jojIx4nVAoPNBfOson00fyGJ2MI53XGG6MTsSRrmv4fYVTEmdPbx9HTw79Gq8LFFNU4OWnT+xntq8ArwPr4HLhZ43b7ZrUG21KvkREJJudBDYkHdcAp1PK56SWG2PKgA9ba7+ROO8CwkADUGaM8VhrI4m2yf1JDovFYvz4qYOUluRz3WW17DrU5HRIIpMWDEXYub9x2LKFNX527G+kqa2bmvKhs2OSPrrnS0REstnjwHXGmIAxphi4CXi0v9BaewzoNcasS5y6Dfgt0Al81hjzpsT5u4GfW2tDwGbg/Ynztyfqywyw/UATB0628d71F1CQ73E6HJG0WTq/7P+3d+fxUZVn/8c/M1lZAgEJyL4oXIAou4h7XetatdW2YF1aq3bv08fWX1/V2j6/2vapba1a7eJS21K0da2tS1XUQlVQURZBLpB9J4Q1JGR//jgnMoQkQDKZk0y+79crL+asc52bmXPmus997pvqGpi96MA7xNKylHyJiEib5e7rge8BrwLzgOnu/paZPWdmE8LVpgJ3mtkSoDNwd3hX6wrgN2b2ATCeoMkhwJcJek1cTHBX7ZbUHZFEpbyiikdnLKNPj06cclzvg28g0obld86hV7cOvL5gY5tsIt2WqdmhiIi0ae4+HZheZ975Ca/ns38nHLXzZwHj6pm/Gjg96YFKq/bCnDVs3bmXb392LJkZccoqD/tRP5E2xQbkM3P+RhYsL2LMUA26nCq68yUiIiLtWuGOUp6dvZrjR/RkxMBuUYcjkhIDeuXRLS+Hl95ZG3Uo7YqSLxEREWnXHp2xjHgsxhUfOzrqUERSJh6PccroPnywejvrthRHHU67oeRLRERE2q33lhXy3rKtXHjiQLp3aXxcJZF0c+KxR5KdGdfdrxRS8iUiIiLtUsneSv78L6dfQSfOPX5A1OGIpFyn3CxOHHUkby7azK6S8qjDaReUfImIiEi79PhrH7JzTznXnj+CzAz9JJL26cwJ/amsqubf8zSkYSroTCMiIiLtzrJ1O3ht3gbOntCfwb27RB2OSGT69ujEqMHdeWXuOioqq6IOJxWRqXAAAB5kSURBVO0p+RIREZF2paKymkdeWkqPrrlcesqQqMMRiUwsHmNPWSWnj+vLzj3lvDZvA3vKKj/604gLyadxvkRERKRdmetb2LojGNMrJzsj6nBEIlNWUcX8pYXU1NRwRJccnn1jFRkZMeKxGAATR/QiM0fpQjLpzpeIiIi0G+u2FLN07U7OGN+P4RrTSwSAWCzGMYO7s6ukQt3OtzAlXyIiItIulJZV8sb7m+iWl8MFJw6KOhyRVmVArzw6d8ji/RXbqKmpiTqctKXkS0RERNJeTU0Nr85dS3lFNScf15usTP0EEkkUj8cYObgbW3fuZcv20qjDSVs684iIiEja+3D9LlZu2MXYYT3olpcTdTgirdLRfbuSm53BwhVFUYeStpR8iYiISFrbXVLO2x9spm9BZ0YO0nNeIg3JzIgzclA3NmwtYesO3f1qCUq+REREJG1V19TwnwWbiMVinDmxP7GwFzcRqZ8N6EZ2VpwFK7ZFHUpaUvIlIiIiaWvh8iIKd5QyaWQv8jpmRx2OSKuXlRln5MBurNtSzLpC9XyYbEq+REREJC1tKiph/odFDOnThSF9ukQdjkibMXxgN7Iy47w4Z03UoaQdJV8iIiKSdkrLKpm1YANdO2UzaWSvqMMRaVOyszIYPiCfecu2sl53v5JKyZeIiIikleA5r42UV1Rz6pg+6lZepAlGDOpOTnYGf//PyqhDSSs6G4mIiEhaeemttWwsKmHiiJ7qVl6kiXKzMzh9bF/e8ULWbN4ddThpQ8mXiIiIpA1fs51n31zFoN55DO3XNepwRNq0j43rR6fcTJ6epbtfyaLkS0RERNLCrpJyfvfMInp0zeWEY3o12q18LB5jT1llg3/VNSkMXKSV6pibybnHD2Deh1tZvmFn1OGkhcyoAxAREWkOM5sC3AJkAb9y93vrLB8DPAB0AWYCN7p7pZmdBNwJZANFwOfdfbWZnQY8CawNd/Geu1+bmqORpqquruGBfyymuLSCb31mLJuK9jS6fllFFfOXFja4fPSwgmSHKNImnTWhHy++vZanZq7gps+MjTqcNk93vkREpM0ys77A7cDJwBjgejMbWWe1acBX3X0YEAO+GM7/C3Cdu48JX98dzp8A/Nzdx4R/SrzagCdnruD9lduYcvYw+vfsHHU4ImkjNzuTCycPZPGq7SxaqYGXm0vJl4iItGVnAa+4+zZ33wM8DnyqdqGZDQQ6uPvscNbDwOVmlgPc4u4LwvkLgAHh64nAOWa2wMyeMbP+qTgQabq3l2zhudmrOW1MH04f0zfqcETSzsfG9aNH11wee/VDqmvUJrc5lHyJiEhb1gfYmDC9Eeh3sOXuXubu0wDMLA78AHg6XGcHcI+7Hwc8BzzaMqFLMqzbUsyDzy7mqL5dmHLWsKjDEUlLWZlxLjt1CGu2FDNn0eaow2nT9MyXiIi0ZXEgsRo2BlQf6nIzywb+SHA9/DGAu99Yu9zdf2tmPzWzru5+yE+bH3FE2232VlCQF3UIh2x3STn3/X02nTtk8f3rJtO9Sy4ANdtKyOucW+82tfOzsjIbXOdQlidjHy31HnWn0/FYG1ovHY81yn107JhDQfeOAFxwamdmvLeep19fycdPHkJ2Vkaj+z6YtnSuSSYlXyIi0patA05JmD4S2FBnee/6lptZZ+AZgs42PuHuFeFdsO8CP3X3qoTtKg8nqKKiYqrbYHd5BQV5FBa2jfF8qqtruPOx+RRuL+XmqeOoKqugsLACgJKySnYX7z1gm7zOuR/Nr6iof51aB1uejH20xHskHmOUcbTke9R3jFHE0VLvkdc5NyVxHso6JSVlFFbtOxVedvJg7nh0Ho++8AHnnTCw0X03pi2daxoSj8eaVNEWefJVtXcHJatnULV3BwAlq2ccdH3okYLIRESkDXgZ+IGZFQB7gE8C19cuDHsv3GtmJ7n768DngOfDxdOADwl6P6wO1682s0uBZcDfzOwqYE74PJm0Ik/MXM6ildu4+uPG0X01npdIKowY1J3jjjqCf7yxismjjiS/swYxP1yRJl/9++/LmHfuDELp2jX/IFv12G87ERFpv9x9vZl9D3iVoMv4B9z9LTN7Dvi+u78DTAXuN7MuwLvA3WY2FvgEsBh418wANrj7+cDV4fq3AVuAq1J+YNKoN9/fxPOz13D6mD6cpg42RFLqs2cO5dYH5/D4a8u57sK6ncvKwUSafE2ZouuZiIg0j7tPB6bXmXd+wuv5wPF1NnuP4Pmv+va3CDgxyWFKkvia7Tz03AcMH5DPlLPVwYZIS6odjDxR507ZfGxcP156ey2njO6L9ded58MRebNDERERkUOxsWgP9zyxkJ7dOvCVy44lM0OdNou0pIYGI+/RNZeOOZlMf8m57ZqJxOP11mVJPXTWEhERkVZv++4y7vzbfDIzYnzz8tF0ys2KOiSRdisrM854K2DtlmJem7c+6nDaFCVfIiIi0qoVl1bwy7/OY3dpBd+4fDQF+R2iDkmk3RvUO4/hA/J5/LXlbNvVeK+Kso+SLxEREWm1ysqruOux+WzeXsLXLjuWwb27RB2SiACxWIxPnzWU6poa/vQvp6am7Q2vEQUlXyIiItIqlVVUcfcTC1ixcRc3XDyKkYO6Rx2SiCTo0bUDl516FAuWFzFn8eaow2kTlHyJiIhIq1NWUcXdjy9gyertfOGCEYy3gqhDEpF6nDW+H0P6dGH6y8vYWVwWdTitnpIvERERaTUqq2FbcRm//Ns8lqzezpXnGqOHFrCnrPKjv8rqqKMUkVrxeIxrzx9BWUUVDzz7AdVqftgodTUvIiIirUbRrlJ+8ch7FO3cy0nHHUksBm9/sH9zpokjepGZo58wIlGrHQcsPy+Hy04dwl9f+ZBnZ6/mjHH9PlonJyuTTN3u+YjOXCIiItIqbN1Zyp1/nce23WWcNrYPA3rl1btefQO/JqpWxbtISiSOA5adFad/z878feYKyiuqOKJLLqDKkrpUEiIiIhK55et38uunFlJeUc3ZE/rRq3vHBtdtaODXWqOH6fkwkVSLxWJMHtWLf7y+l5nzNnD+5IHkZGVEHVaro5uAIiIiAsDukvL9nq2q+9dSz1rNnL+B/53+LlkZcb55xehGEy8Rab1yszM5dUxv9pRWMGv+Bqp1G/oAuvMlIiIiAJTurTzg+apEyW4+tLe8kkdeXsasBRs5ZnB3brj4GGLxGOsLi5P2HiKSWr26dWTSyF68uWgz7y4tZNIxR0YdUqui5EtERERSbunaHTz47GK27tjLBZMHcukpQ4gf5FkuEWkbhvbPZ9vuMhav2s4bCzdy9oT+UYfUaij5EhERkZQpLq3g6VkrePXd9fTIz+XmqeMY1j8/6rBEJMkmDu/Jrj3lPDpjGfmdc5g4vGfUIbUKSr5EREQkaSqroaziwLtXFZXVvLFwI8/NXk1pWSWnjOnDxScNJic7Y7+7XXpERCQ9xOMxTh/blzmLN/P7ZxaRkxXnuKN6RB1W5JR8iYiISNKUVez/3FhFZTVL1+5g8artlJZVMrR/PsMH5NMtL4cFy7cesL16KhRJH1mZcW68ZBT3PrmQe596ny9dMooxR7fvBEy9HYqIiEhS1dTUsHlbCW+8v4nHX13OXC+ka6dszprQjxsuOYZueTlRhygiKdIhJ5NvXTGaPj06cc8TC3ht3vqoQ4qU7nyJiIhIs1RX17B5ewmrNu5m/vKtLFxRRGlZFZkZMQYemYf1z6dHfgcgGAtIRNqXvI7Z3DxlLL95ehF/esEprajm3PH9iMfb3/lAyZeIiEg7VlZRxeZtJWwsKmF7SQVLVhZRXlFFfY9erdy4i8yMoNHM3rJKdpdUsHNPOZu2lVARDgLWKTeTXt060q9nJ/r3zCMrU41sRCQYA+zrnzqWP/9rKY/NWMb8pYVcf9FIunfJjTq0lFLyJSIi0o7sLa9k0crtLFmzHV+zg/WFxQckWlmZceL13KFaX7jno9e52Rnkdcyme14OIwd1o19BZ/r37Ey3rrnMXbKlhY9CRNqijHicqz9ujB/Zi/ueWMBtD73FlLOHccLIXu3mrriSLxERkTS3Z28F85Zt5d2lhby/chsVldVkZ8UZ2rcr420wfXp0onf3jnTr1pG33t/Q4I+giSN60ekggyxrnC4RaUwsFuOMCQPo2SWH3z+zmPv/sZhX5q7jM2cO5ai+XaMOr8Up+RIREUlDu/aU8+6yQuZ6IUtWb6equoZueTmcNroP44YVcHS/rh81IaxVk5HRbmqfRSQ1YvUMnl6zrYTOHbP55hWjeXdpIU/PXMHtf57LqMHdOXN8P4496oh6776nAyVfIiLSppnZFOAWIAv4lbvfW2f5GOABoAswE7jR3SvNbAAwDegJODDV3YvNLB/4CzAEKASucPdNKTugJqquqWHN5t0sXrWdhcuLWLpuBzU10DO/A+dM7M84K2Bw7y5p+4NGRFqnsooq5i8t3G9eXudcdhfvBYI76pNG9OSld9bxyrvruOvxBRTk5zLeejJ2aA+O6tM1rTrmUPIlIiJtlpn1BW4HxgNlwBtm9qq7L05YbRpwnbvPNrMHgS8CvwHuA+5z90fN7FbgVuBm4EfALHe/wMw+B9wFfDp1R3VwJXsr2bKjhC3bS1m7pZhVG3exatNu9uwNapf7FXTiwsmDGG8F9O/ZWXezRKRVy83O5KITB3HepAHM9UL+s2ADL729lhfmrKFjTiaDe+cxuE9X+hV0ole3jhTkd6BDTtu8U9+U5CsDSEoGmk5ZbDKpXOqncjmQyqR+Kpf6NaVcErbJSGowyXMW8Iq7bwMws8eBTwH/E04PBDq4++xw/YeBH5rZA8CpwCUJ8/9NkHxdEC4DeAS418yy3L3iEOJp9jVy9abdvLuskIrKKsoraqiorKKispryymqKS8spLq2kvKJq3xvGY/Tq3pGPjevLkD5dObpfV7p0zG7Se9fEY3TMzWpweWZG/KDHlpkRP+g+mrO8OfvokJNJVWVW5HG05HskHmOUcbTke9R3jFHE0VLv0SEnMyVxJmMfTX2Put/F2vNKdjyDyaOOZPKoIyktq8LXbGf5hp2s2VzM20s289YH+/aRkRGjQ04WHXMy6JCbRaecTLIy42TEY8TjMeKx2L7X8RgZsRixWIyasIuhsUML6H1Ex0Zjb0xTr4+xmpr6OpNt1MnArMPdSERE2rRTgP9EHURdZvZdoJO73xJOXwcc7+7Xh9OTgTvc/eRw+mjgOeA04G137xfOzwRK3D3bzMrCfVaGy9aF+9xwCCHpGiki0r4c1vWxKXe+3g7fZCNQdZB1RUSkbcsAehOc+1ujOOzXU3oMqD6E5XXnk7Bd3Vs7dffZGF0jRUTahyZdH5uSfJXRCms/RUSkxSyPOoBGrCNIdmodCWyos7x3Pcu3AF3NLMPdq8J1ardbH663LrwjlgcUHWI8ukaKiLQfh3191LDzIiLSlr0MnGlmBWbWEfgk8ELtQndfDew1s5PCWZ8Dng+f35rFvo40rgKeD18/F04TLp91iM97iYiINErJl4iItFnuvh74HvAqMA+Y7u5vmdlzZjYhXG0qcKeZLQE6A3eH878MXG9miwnunt0Szr8VOMHMFoXrfCU1RyMiIumuKR1uiIiIiIiIyGHSnS8REREREZEUUPIlIiIiIiKSAkq+REREREREUkDJl4iIiIiISAo0ZZyvZjOzKQS9SmUBv3L3e6OII1XM7FWgJ1DbVfENwFHUUwZmdhbwS6AD8Fd3vyWcPwZ4AOgCzARudPfKVB5HsphZF+AN4EJ3X3W4x2xmA4BpBGXqwFR3LzazfOAvwBCgELjC3Tel+PCapJ4y+QNwMrAnXOWH7v5UssoqlcfWVGZ2G3BFOPmsu39Hn5UGy6Xdf16kedrDdbm+706U8bQUM/s50MPdr4k6lmQzs4uA24BOwIvu/o2IQ0o6M7sS+G44+by73xRlPMlyqL/92oOU3/kys77A7QQ/FMYQdPM7MtVxpIqZxYBhwGh3H+PuYwgG/TygDMysA/AQ8AlgBDDRzM4LdzUN+Kq7DwNiwBdTfChJYWaTCAYgHRZON+WY7wPuc/fhwDsE3UID/IhgPJ4RwP3AXS1/RM1Xt0xCE4BTaz8z4Q/pZJZVqxaelM8BxhJ8R8ab2WfRZ6W+crmUdv55keZpD9flRr47acXMzgSujjqOlmBmQ4DfApcAxwHjEs5paSEcq/Bu4DRgNHBK+Nlt0w7zt1/ai6LZ4VnAK+6+zd33AI8Dn4ogjlSx8N8XzWy+mX2VhsvgeGCZu68M72pNAy43s4FAB3efHe7rYeDylB5F8nyRYMycDeH0YR2zmWUBpxKU2Ufzw9cXENzNAHgEOC9cv7Xbr0zCk+8A4CEzW2BmPzSzOMktq9ZuI/Df7l4eDm77AcFJu71/VuorlwHo8yLN0x6uyw19d9KGmXUnSKJ/HHUsLeRSgjsk68L/w08DcyKOKdkyCH6bdyK4C50FlEYaUXIc0m+/qIJLtSiaHfYhOAnW2kjwn5CuugEzgK8RfIleA/5K/WVQX9n0a2R+m+Pu1wGY1eakh33MPYBdCU0uE8vio23CJlS7gAL2fdlbpXrK5EjgFYLBXXcC/wS+ABSTvLJq1dx9Ue1rMxtK0FToHvRZqa9cTgFOpx1/XqTZ0v663MB356ToImoRvyMYcLx/1IG0kKOBcjN7hiBx/idpdnfe3Xeb2a3AEqAE+DdBU7027TB++7ULUSRfcSBxZOcYUB1BHCnh7m8Cb9ZOm9mDBG1cf5SwWm0ZNFQ26Vxmh3vMdefDvrKI1ZnfJsvJ3VcQ1PABYGb3AFcR1EYnq6zaBDM7BngW+DZQyf5NM9vtZyWxXNzd0edFmiedrzH7qfPdWRZ1PMliZtcBa919hpldE3U8LSST4O786QSVS88QNLF8OLqQksvMjgM+DwwkqEybBtwE3BFlXC2g3Zxz6hNFs8N1QO+E6SNp5bXNzWFmJ4dtsGvFgFXUXwYNlU06l9nhHvMWoKuZZYTze7OvLNaH62FmmUAeUNRikbcQMzvWzD6ZMCtG0FlLMsuq1TOzkwjuGv8/d/8j+qwAB5aLPi+SBOl8jflIPeeUdPJp4Bwzmwf8D3Cxmd0ZcUzJtgl42d0L3b0UeIo0u0MLnAvMcPct7l5GkFieHmlELaNdnHMaEkXy9TJwppkVhM+2fBJ4IYI4UiUfuMPMcs0sj6CW5krqL4M5gJnZ0eEPoCkEPd2sBvaGFw6AzwHPp/xIWsZhHXPYznsWwYUGghr+2rJ4LpwmXD4rXL+tiQG/MrNu4XM41xNcZJJZVq2amfUHngamuPuj4ex2/1lpoFza/edFmi3tr8sNfHfShruf7e6jwk69vg884+7/FXVcSfZP4Fwzyw/PaecBcyOOKdnmA2eZWaeww7aLgLcjjqkl1Ht9ijimlEl58uXu6wnaJL8KzAOmu/tbqY4jVdz9nwRNHN4jOEk85O6vU08ZuPte4BrgCWAxQZvf2offpwJ3mtkSoDNBbzhtXhOP+csEvXEtJnjepbZ70luBE8xsUbjOV1JxDMnm7guAnwCvE5TJPHd/JMll1drdBOQCvzSzeWFt7jXos1JfuZyIPi/SDO3kunzAd8fMbow6KDl07j4H+BlBr3mLgdXAHyINKsnc/UWCTqDmAgsI+gr4aaRBtYCDXJ/SXqympm4TfxEREREREUm2KJodioiIiIiItDtKvkRERERERFJAyZeIiIiIiEgKKPkSERERERFJASVfIiIiIiIiKaDkS1LOzAaZWY2ZfaHO/JvM7OEkvs8qM5uQrP0d5L26mNnrZrbIzC5Lwv7uN7PxyYhNRERERFqHzKgDkHarGviFmf3H3T3qYJJgDNDL3Y9O0v7OBn6XpH2JiEgLMbNBwErgOnd/MGH+TcAod78mSe+zCviUu7+TjP0d5L26EAx6mw/c6u5PNnN/9wO/dfcWGRTZzPIIxom6BPgN8L67/7yZ+xwNvODuvRPmTQJ+TTA+4gbgSnffGFaW3uDu1zfnPaV9UPIlUSkFfgFMN7PJ7l6euDC8A/bRyTNxOrwATQfOALoRDLp4EjAeqAAudvcN4a6+Ep5Ac4BfuPtD4f4uIhhANhsoAW5y9zfN7AfAZKAPMN/dr6wT1yXAbQR3jXcD3wJ2Ag8BfcNBbye7e2m4/jDgDaCPu5eHI7mvAc4Kt/8NMAiIAX909zvM7Pbw/f9iZlcRDD54F3AswYCLM4Bvu3ulmZUBfwdGEwycexFwKVAOFAHXuPvGQ/w/ERGRplGFYuNaukLxf4H73b3UzJq1IzPLBL4G3EyQZNXOzyZI8D7j7q+b2ZeAB4Hz3X2umWWa2YXu/s9mBSBpT8mXROl2giTkx8BNh7ltrrufYGafJkjExrn7fDN7imDU9B+H65W6+zgz6wO8Z2ZzCBKTHwOnu3uRmR0DvGxmtReZgQS1lZWJb2hmw4HfAie6+wozO4Mg8THgOuDX7j4mcRt3X2pmi4CLCU7a5wAr3f0DM/s38Hd3/6WZdQVmmtlad/+emU0Fprr7O2b2EDDX3a8Jk7eHCZK+nxEkj/9w9yvMrD/wTaCnu5eZ2X8Dk4CnD7NsRUTk8KhCMaIKxfDadxHw9br/KWZ2CnAH0DHcxy3u/kIY9x0E1+adwBxgpLufDowLY7sUeClhdxOBXe7+ejj9IPArMzvC3YuA34fHr+RLGqVnviQy7l4NXAlca2ZnH+bmT4T/Lgc2ufv8hOnuCev9LnyvDcCLwJkENXC9gRnhheUvBLWWtcnX7LqJV+gMYIa7rwj3+QqwheAC2ZgHCBJCgGuB+82sE8HF9d5wXzsJkqrz6tn+QuCGMNa5wPEEF4Zas8J/1wPzgXfN7OfAPHdX4iUikhq3A8Xsq/w7HLnufgLwfYIf8Xe5+2hgLfuuHxBWKBJcx35iZseY2dDwPc9397HA9cCT4XUGggrFsfUkXrUVip8M3+v7BInPRoIKxeXuPqY28YKgQhGorVCEhApFgmvpq+5+LMH17Uoz+4y7f4+gid5Ud58D3ElQoTgeGAv0IEj6YF+FogGbCSoUJ7r7BIJr+KR6yu4TBNfmuhWmRxBUen7D3Y8Drgammdng8PjGA6MIktOjEo7xLXf/fFgOifoT/H/UrlcOFAJ9w+nZwFHh/kUapORLIuXua4EbgD8SnIBr1RDUnNXKrrNpWcLrikbeoirhdTxcN4PgRD2m9g84AXg/XK+4gX1lhHElihPU3DXmMWCSmY0ATgun4+x/fI3tKwO4PCHWScBXE5YXw0fJ7GkEF+oi4E4z+9lBYhMRkSRQhWJkFYrDgQ/rmT8J+DBM+HD3RcDrwOnA+cCf3H1vmEQdSpPIOAf+Boix/++MlQStYUQapORLIufujxM82PvNhNmFwASAsMngaU3c/TXhPgYQNIuYEf6dE9b6YWbnAwuADgfZ1wzgXDMbEm53BkFN2JzGNnL3vcCjBBeiJ9y9xN13A7OBr4T76gpcxb4mDpXsS8T+BfyXmcXMLAd4hv2TL8J9jCZIID9w958Q1C5OPMgxiYhIkqhC8ZD2lewKxRrq/z3b2PFV1om3ioNbQ9B8EgAzywKOIEgSa1Uc4r6kHVPyJa3F14HVCdP3AL3NzIE/AK80cb+5ZvYu8BzwNXdf6u6LCZplPGpm84H/T9CmvqELFADhdl8maM7xPvBT4KKwhu9g7ieo3XsgYd5U4EwzWwi8BTxJkKARvp5mZucQlE0nYCFBkriQ4JmAuvHNB/4GvGNm7wCfZ19TDhERSQFVKKa8QtFJaDaY4E1guJkdH+7vGOBU4DXgWYJmkTlhBxvXcGCiVtcc4AgzOzGc/jzwprvvCPcfI2jimQ4drkgLUocbknLuvoqEHoTCeXtIuFUf1h6e2sD2gxJev0PwcG/t9E31rVfPPh4jqK2rO/8HB4m9oe1eI2g73tB2C6hTKxiWwwUNrP8d4DsJs6Y2sF7dff4Q+GFDcYiISEp8HTg5Yfoegg4nHFhF8ysUswkrFAHMrLZCMUaQ6Fzs7sWN9fzn7ovNrLZCMZOgo46L3H3nIfQYeD9BwvSlhHlTgXvN7NowvukcWKH4JYKyuYugIjELeJkGKhTNrLZCsZigU5MDOtUg6FTqO2aW4e5VCdtvNbPLgXvMrCNBU8xrw46wPiT4zfEewZ22leHxN8jdKywYx/PXYTPLIoIEs9YEgufk1jS2H5FYTc3BEn0RERERkdbJzH4PvOzufzvE9c8h6Bl4Wjh9F7DX3W9uRgwPA4+5+7NN3Ye0D2p2KCIiIiJt2XeAL5rZwZpa1loEXG1mC8LhYApoWi+VAFgwyHKNEi85FLrzJSIiIiIikgK68yUiIiIiIpICSr5ERERERERSQMmXiIiIiIhICij5EhERERERSQElXyIiIiIiIinwf5N9OpEkn65bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (15.0, 10.0)\n",
    "configurations = [\n",
    "    ['Budget','budget',True,True,'Budget $'],\n",
    "    ['Populariy','popularity',False,False,'Popularity'],\n",
    "    ['Revenue','revenue',True,True,'Revenue $'],\n",
    "    ['Runtime','runtime',False,False,'Runtime (minutes)'],\n",
    "    ['Vote grade','vote_average',False,False,'Vote (x out of 10)'],\n",
    "    ['Vote count','vote_count',False,True,'Number of voters']\n",
    "]\n",
    "\n",
    "for conf in configurations:\n",
    "    numerical_analysis(*conf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2668029fb00>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df[numerical_vals], diag_kind=\"kde\",kind='reg',plot_kws={'line_kws':{'color':'red'}})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from copy import deepcopy\n",
    "# df_rich = deepcopy(df)\n",
    "# df_rich = enrich_dataset_by_dividing_genres(df_rich)\n",
    "# df_rich.to_csv('./data/rich_df_genres.csv', index = False, header=True)\n",
    "df_rich=pd.read_csv('./data/rich_df_genres.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_count_hist(col,rotation=False):\n",
    "    fig = plt.figure()\n",
    "    if col=='genres':\n",
    "        sns.countplot(x=col,data=df_rich)\n",
    "    else:\n",
    "        sns.countplot(x=col,data=df)\n",
    "    if rotation:\n",
    "        plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tkiwleeI4/xVJXlFVt0zysSTPWlTNAAAAG90iu5uel+SXquqSqro0yaeT3CLJf1TV56rqsgzB8KGttZskOaSqPjou+9px/pYkd03yptn5C6wZAABgQ1tYd9Oq+rflr1tr35eh2+lLM4THZecluVGSY69m/tFJLhgD5ez8FbvudQ9dde27s337YXNpBwAAYF+20DGJSdJa+/4k70jyjCSXZbiauGwpyRUZrmjuXMH8jPNX7PzzL5xLUNyx45trbgMAAGBv2bRpaVIWWujdTVtrd07yviT/s6rOSPL5JMfMvOQGSb64h/lfTnJEa23zOP+YcT4AAAALsMgb13xPkrcmeWRV/dk4+++Hb7XjxuD3yCTvqqpzk1w0hsokefQ4/9IkZyV5+Dj/MUnetaiaAQAANrpFdjd9epKDk5zWWlue9/tJHpfkzeP33pkrb0pzcpJXt9YOT/LxJC8Z5z81yRmttVOT/GeSRyywZgAAgA1taefOXYf8HTBumuRzy2MSd7zyzMkNbX/Ko4xJBAAA9iszYxJvluScFS+3qIIAAADY/wiJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0B206B/QWjs8yUeSnFRV57TW7pnktCSHJHlDVZ06vu52SV6T5PAkH0ry5Kq6rLV24yRnJrlekkpyclVduOi6AQAANqKFXklsrf1Qkg8nucU4fUiS05M8MMmtktyxtXa/8eVnJnlaVd0iyVKSJ47zX5HkFVV1yyQfS/KsRdYMAACwkS26u+kTk/xski+O03dK8h9V9bmquixDMHxoa+0mSQ6pqo+Or3vtOH9LkrsmedPs/AXXDAAAsGEttLtpVT0hSVpry7OOTXLezEvOS3KjPcw/OskFY6Ccnb9i173uoauue3e2bz9sLu0AAADsyxY+JnEXm5LsnJleSnLFKuZnnL9i559/4VyC4o4d31xzGwAAAHvLpk1Lk7LQ3r676eeTHDMzfYMMXVGvbv6XkxzRWts8zj8mV3ZdBQAAYM72dkj8+ySttXbcGPwemeRdVXVukotaa3ceX/focf6lSc5K8vBx/mOSvGsv1wwAALBh7NWQWFUXJXlckjcnOTvJv+fKm9KcnORFrbV/T3JokpeM85+a5EmttbOT3CXJqXuzZgAAgI1kaefOXYf8HTBumuRzy2MSd7zyzMkNbX/Ko4xJBAAA9iszYxJvluScFS+3qIIAAADY/wiJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHRCIgAAAJ2QCAAAQCckAgAA0AmJAAAAdEIiAAAAnZAIAABAJyQCAADQCYkAAAB0QiIAAACdkAgAAEAnJAIAANAJiQAAAHQHrXcBzNdRR2zL5q1bJy17+SWX5KvfuHjOFQEAAPsTIfEAs3nr1nzh5T83adkb/uxLkwiJAACwkeluCgAAQCckAgAA0OluCvuwI4/Ymi1bt01e/tJLLs7Xv3HJHCsCAOBAJyTCPmzL1m15wx/dd/LyDz/lr5MIiQAArJzupgAAAHRCIgAAAJ2QCAAAQGdM4jo76oht2bx16+TlL7/kknz1G55tyP7viCO3ZOuWgycte8mlF+UbX790zhUBAGxMQuI627x1a770yv81efnrP+VXkwiJrMy+HMS2bjk4L3z9fSYt+/RHvDuJkAgAMA9CImwgW7ccnD86496Tlj3lse+JIAYAcOATEiFrex6hZxEe+A4/cmu2bZm2flx86cW54OvWDwBg/yEkTnDUEQdn89Ytk5a9/JJL89VvXDTnihbjOkdszUFreJD7ZZdcnK/tJ+Fpy9Ztee9r7j9p2Xs94Z3xLMJ9y1pCXfLdwW7blm352bdMe17lyx/kWZUAwP5FSJxg89Yt2fH7r5q07PYn/0yS/SMkHrR1Wz7zsgdOXv64p70tDo5ZD9u2bMtz3jgt1CXJrz9MsAMANq79IiS21h6Z5NQkW5L8XlW9fJ1LAgAAOCDt8yGxtXbDJL+Z5IQMt/H8SGvtA1V19vpWBru3lvGNiTGOB7rDjtyag9fQFfaiSy/ON41xPKAdduQhOXjLtI/niy69LN/8+nfmXBEAG80+HxKT3DPJ+6vqq0nSWntTkocked41LLc5STZtWkqSbDrs2msqYrmdPn3YoXNs64jJbe2uvc2HHTW3tg467HqT29pde/uygw+d/rvO/p5btm7Le9/42Mlt3ethZ2TTpivvInqtQ68/ua1da0uSQ689vb1Fv5+Hz7G2I68137/bUWtob7atg7dsy2Pf+6TJbZ1xrz/It2bWj0MP35ptW6Y9a/XiSy/JhRdcGTjX0tbu29uWbVumjd+++NJLc+EFi3u8zzxrW0tbu2vv4C0H5fHvfPuktk6//4/lWzPr26GHH5xtEwPnUNtlufCCi+be1r7u0MMPybYtmycte/Gll+fCC64M6mtpa3ftMc0Rh18rB23ZNGnZyy69It+44Ntzrgj2jpljkFXtiJZ27tw5/2rmqLX2q0muXVWnjtNPSHKnqrqmo6wfTXLWousDAADYx90lyYdX+uL94UripiSzSXYpyRUrWO4fM/wxzkty+QLqAgAA2JdtTnJMhmy0YvtDSPx8hrC37AZJvriC5S7OKtIyAADAAeizq11gfwiJf5Pkua217Um+leTBSaYP6AEAAOBqTRvBuxdV1ReS/FqSDyT5ZJLXVdU/rG9VAAAAB6Z9/sY1AAAA7D37/JVEAAAA9h4hEQAAgE5IBAAAoBMSAQAA6IREAAAAOiER2C+01g5Z7xoAADaCg9a7APastXZ4VV2whuXfXVX3mWdNG0Fr7V5V9d5d5j2oqt4yoa199j1ord14d/Or6j/3di2zWms/luQ3k1w7yVKSzUmulWT7etY1q7W2JUnLsB/9VFVdts4lzV1r7UVJzqyqf1rvWth/tNa2VtUlE5a70+xzkMcTQ8+vql+aa4ET7Mv78Xlord2hqj7eWrvr7r5fVR9aQ9u3SXJihn3l31bVJ9fQ1jFVdV5r7S5Jjk9yelV9Z2p7B7Kr+3xfNuVzvrX25Kr6/ZnpayV5QVU9bUKJ+6TW2i9U1e+11o6vqn+ZU5vbq2rHPNraw884ZN7bwoYMia21I5OcnOSoDAegSZKqet7E9u6T4YD2OmN7S0l2VtXNJ7R1UpK7JPmNJP+YZHtr7elV9doptSW5Vmvte6rqvyYuP1vb1iTPyHBg/LQkv5Dkt6ccDIztHZHkOUnuluTSJH+T5Leq6turbOfjVXWH1toVSb7rwZ9VtXkVbT08ybYkz2utPXvmW1uS/GqSVYfEzOk9aK39VVWd1Fr7XHb/e656fUvywbGtpQy/4w2SfCLJHSfWeJMM68au29bjV9nUi5I8MckvZdi2fiJDYJyktfaADOvadbPGbXRs7weTvCnJ+Rl6ZFy/tfaTVfX3q2xneZ1dytrX3d2uFzNtTfldP5vkxa21o5L8aZI/rapzJrSTpB9QPDfJPTJ8/nwgyalV9a0JbV0nyU8lOTrz2Y9vT/KoJIfmyhMTN6uqx0xoa277ynnWtaD2/q6q/tvM9OYk/5TkByY0d2Zr7bFV9XettfsneXmS90+oaRHbwrz243OvbU7r25OTPCnJXyb5+DhvebvamWGbXbXW2qMzbPNvG9v7i9bab1TV6RPaemWSra21303yuiTvSfLfMqzPq2nn8qra3Fr7VpIv5cr971o/F569u/mr2SftYf1YSnJFVX3vKkqa/Xzf3efMlN/zJ8aTuKckuVWSVyf56wntJJnrceA8t6tfaK39VZLXtdbul5nPl7GtKSfRP9ha+3qSdyT5q6r65wltdHvrRPqGDIlJ/jzJN5J8KntYqVbhpUl+cU7tPSfJEzIc/PxDkp/NsKG/djWNtNYeXlVvSHJsknNba19K8p2sbSf48iQ7ktwhyWVJjktyela5g57xh0n+b5LHZTjQPiXJH6y2vaq6w/jlDTL83a4zsZ4kOSzJncf/T5yZf1mSZ05s8+h893uw2p19MoSmJLlPknsutzuxpiRJVd1sdrq1dqcM69xUb0xy1vhvLdvC16vqA621Oyc5oqp+pbV29hrae3GS/yfJv62xrtn2Hr4cCltrP5xhP3Cn1TRSVZvG5a+Xta+7J47/b82wjhyVta8fL0vystba9yR5eJK3tta+WVV3mdjky5J8O8njM2wHT0zy+0kePaGttyb5cub3nr4hyX8l+eGx7ZMynKibYp77ynnWNbf2Wmvvz7jOtdYun/nW5RmCxhQnJXlLa+2zGQ5gH1NVZ01o58Tx/6UMJ4RvneS3kvxghs/TKbYnOae19uUM+/Ekk0Ldcm3bkjwgQ/i6LMk7k7xvYm1rXt+q6knjl59Ncr0kf5LkdXM4wfxLSe5UVecnSWvtN5P87Vjfat0pw3v4nCR/WFXPba1N2RbOaa0dlOSSDO/Hbk/STTAbJrYkuW+SVZ04zJXrx4syhP3ZgPdHq2lo+fO9tfZDSX40w/737RnWkyn73FTVfVtrT01SGfblD6yqj01pazSX48Bc+T4+e2zvtRm2hZOT3Oxql9q9M5K8O8mNctX9xfJ7serj56q6dWvtpknul+EixC2SfKCqnrratkZzPZF+dTZqSLxBVd1rju19par+al6NVdU/t9aem6Gb14Vjt7bV+s3W2pszHCjeNPPZCZ4wXrG7X1V9u7X22CT/uob2jquqh8xM/0JrbS2X9t+R5F+SzJ7lWe3vfKeqOqW1dla+e8dyXIYQtFpnZzhon7yzT5KqOm/88gVJjkny6ZmB5n1GAAAQj0lEQVQad2bYsa1JVf1Da23Kh/eyLVX19LXWkeQ7407000lOHA9It66hvW9U1TvmUNeyQ2evGlbVR1trB6+hvTWvu1V1bpK01t6Y5CaZ0/oxnum9V5J7Z/jMeM+UdkYnVNVtZ6aftobwf1RV3W0Ntezq2Kq6R2vthRl6DLwgE65ijea5r5xnXXNrr6rukSSttVck+Y9cNey8ZjVtzXSLuyjDFa03Jvn5DCfXbrzaM/cz28JvZzjQu0OGYPyyDF0Up3Rf/Ykk989wBfbcDGfu777aRmZqOyPJwRkOiDcleUyS788QDFZrbutbVZ3QWjsuySOSvKO1dn6SP5ly5W+0eTkgju1/ZexBMamtDH+rByZ58tgzYcqB8QeTXDx+/bmZ+cuf0SvuwTGrqn59drq19htZ/f7yRUlul+EE/+1m5h+Uq34+rMaLM4SnB2UIdrfPsO2/a7UNtdbunmHbfH2GK9enttaeWlVfnFjbXI4DZ7ar43fpufS7rbVVDZeoquckeU5r7fczhMXDMtPrYrW1jXVtynBi/9oZ1uEtWdtVv3mfSN+tjRoSPzHPvsZJzmqtnZbhkvtFyzMn9uH/UmvtpRnOlj1q7FYxZcfwoQw7waXMbye4c+zWsnzwenTWFjyrtfYjVfWRJGmt3TbDwcb0Bqt+ei3LJ3nV+P+pa2wnrbW35Mqd/e1nvrWWnX2S3LKqbrmW2pbt0j1mKcNBypfW0OSHx24Q757aDXn0a0men+Fs4q8k+ZkMZxxXpV05vubfWmsvyXDlpI8dXMM4m6+21h5YVW8bf85PZuh6Otkc1t1lx89x/fjLDAfYf5GhW+g/XMMi12RTa+3Iqvr62P6RmXk/VulTrbUTan7jJb82/l9JbltVf99aW9rTAnswz33lPOu6uvbW0FwOzXBVci1hZ9ducRdnCK/LJnX/y3By7g5JPl5VF7TW7pXhZMyUkPhbGa70H5ehp8Tdk3x4Yl1J8kOz22lr7e0ZeiNNMdfP5qr6zHhM89kMf6tfzbQrf0nyz62138uV+++fTjK1q90ZGULOOzOE4B2Z0MNnDBGPb629raoeOLGWlTg0yR7HBe7G4zKc3H9xhjC27LJM/2zeVFXvaa39aZI3V9V/jVdSp3hDkodV1d8mSWvtZzP0RLjhxPbmfRy41Fq7R1W9f2zv/pn+GXP9DO/BPLb5r2VYd1+e4bN0Td1NM/8T6bu1UUPibZJ8fOw2Mhvqpn4Q3SnDynT7DGcJjk3yfzKtD/8jM5yxPCrDTv6zGfrzr8qCdoK/l6G/+DHjTv8nk/z6nhf5bjN9xw9J8uDWWmXYiG+dte0c3tpae0KGs+KzQWDFgWz5gLOqpnZJmvW4zH9nnySfnXJ2/WrcPFeeRNiZoRvQn62hvYdk7K46e+C50rF1rbU/GLs9La9Xf53kWxlC9QljaPmTqvrzFdaz3M71M/zNZ8dJ/WiGs3lT/HyS17TW/jDDge1nc9X3eLXWvO7O+HQbb+6whnqW/WOGE04vTfL21trtkzy6qqaOQTktyT+MB8RLSX4syf9aTQMz+49rJXlYa+0LGf5mU7txL3tfa+3Pkzw9yXtaa3fIsO5Nseu+8kGZsB+fZ10zQxA+sZv21nKzgztW1a1mfs6qw84iusWNlq9YLQembTPzVuv4JN+XYX9+eoYTiW9YQ22fa60dV1WfGaevn+QLE9t6cYb17QZr+WxO+gmvR2YI/m9P8nPLB/ATbc0Q+k/PcBLh/UmmdrG7PElV1U+2Yfz7eZk5hluteQfEdtVxcUsZPv9fcPVL7LamC5JckOFq6bx8u7X2SxmOSZ/WWvv5JN+c2NaFuerf/IpMuOiwwOPAn07yx621YzK8B+dm+pCoH8j8tvmHZvj73zfJvcfean9bu9wgcRWWT6Q/Osn/zHAife43mNuoIfFBmd84hWQ4y35KVd197HP8rkxfkZ6ZK7vHHJRhxfreTDvzOZedYGtt9oYGr8+wo9+c5Hcz7QzNieP/uxs7tZYrk4dm2Fi+MjNvUv/xeZj3zr619oEMv8/1kvxra+2fc9VAMeWkxPdnOAiY+oGxq5tm6C52YoZB6O/N6s5AL1/Jfe7VfP/IJK/MMK74GlXV3ZOktXZphjEsv7v8vdbaJ1ZR165enOGs4nIXlGdn6L5z7MT25rnuXivD2dlP5aonwaasHw/IVbspnZDkzZl+o4IzM5xIu06GM6svyer3ISeO/5+W5H9kjd24Z/Zv/yfDWJa7ZVgPr8j0MZ0/keFD+x4Z9pcnZehGNuVqzK2SPKOqzm2tPWKs7/smtLM8BOGHkzxkpr27ZmKgGJ0z57Azl25xozdm+Cw+qrX2CxkOqF43sa0vV9XO1tq/Z7ha/8fj1buptmS4yvahDNvAjyY5b7wisNrt9c8y7EOOzrBdTf1sToYD6j9J8siqunRiG7NuluSnq+pX5tDWkzKO+x7X3+MzjPl71R6X2ntm7xeQJF8f/623kzOEpwdX1ddaazfMcCJgisck+aOZXibfySrH4o9OHP8/JN/djfvE3S9y9WZOML8oQ6+e5c+FCzJcvZvy+Te3bb6q3pPhpNyRGU7iPDPDieXDprSX4RjppKq6uLV2twwn1u47sa2rtVFD4pMzv3EKyVV3XOe01k7I9B3XPLvHzMvyuIvvHf+9M8MZvftmuGnEH6+msRWMnVpVezN+LMn16sC9HfZzF9DmFRnG/VSuejOGSXeyy7AtHZbhYH2569ltssKuZyu5kjtxJ/3ZJD8ybpunVNXFWdsJibdl2A5enOSFGe7SeZs1tDfPdfe35tDGsl27Kf3nGropJcMdUpe3+eW//2q3+dkxO/Poxr28f7t5hm5F78pwgL28f1ux3XQxX+4W+ozV1rZrWzNX5rdkWnhdHoKQJP8x095ShlAxaRxW5ht25tktLlX1O224+/i5Gbr9Paem3z/gU+NQkFcm+dPW2rHZ5a6Hq/Qbu0y/cA1tvTFXjlOful0lSarqwWuoY3fm+RmzJcPNZpZdkvnccGZeZu8XsKb3YZ6q6gtJnjczPTmwV9WHx6Eb/ztDAPuxKT1eZo4D35L5dOO+phPMU8xtm2/D+Oh7JDkiw0nW5ZtSTvW2JO9src3rGGS3NmpInHcQm+eOa57dY+aiqk5J+pWs21bVV8bp62QY4zXV8UluVVXz2smfk2Fnc0CGxDl1gd3VL8+5vR+uquOXJ8auZ2vte38Vq+hqOuvbVfXgNtxI4O/GLlWXX9NCe6jhxW24nfWfJXlQrf2mOOdkTuvunNeTeXZTSuYzXvJxmWM37jnv3+ZZ2zzbWuQ4rHmGnXmvb6mqd2e4+cRaPSXJj1TV2a215yT575l+NWbe2+ncxqkvwDw/Y96a5P3jCeadSR6c4WB5X7Evvw9z0Vr72wyfnbfJ0HPo9a21t9f0Z5nOpRv3nIcKLZvnNn9BhvX3dzN0435khp4Nk3rlLOAYZLc2akicdxCb545rnt1j5u3YJF+dmf5WhrNmU306w2Mr5jF2Khm6r549drProX0NV8UOeAsInl9ord28qv7vOH1s5vf+rsVSklTVs8Zuuh/MtHEUy11+l9u8IMlLxgPbtaxr++q6O89uSskcxksuaMxOMof92zxrW9TvOe9xWHPeh8x7fZubqro8w5WOVNVfZvpjPhZhnuPU52qe60cNd3B8SK58pt5LqmotJ6rnbZ99H+bozVX10vHrc8Yxzb+zhvbm3Y17bua8zf94rtqV/g4ZutKvKiQu8BhktzZqSJxrEJvnjmvO3WPm7R1J3jt2D1hK8rCsbeD+PMdOJcOzYlgHMzuu7blq17O7ZPod++apjwWrqje11j6TaR9sz51bRVe1T6678+ymNJr3Nj9P896/sUoLWN8OaAsap75Pq6o3JXnTetcxayO9DzMBcXn6wqzt2crz7sa9r5pXV/rnzrmuPVrauXNf6s6994xB7J4Zria8fx8KYvu01tqDMwwq3pnkb8azK1Pb2u0zzhbUrZIFurr3cpn3lGTf3+bnuX+DRbPf3Td4H6ZrrW3O0KXzrNbaj2fo0vnqqtoXTi7PzdhN9+0Z7ip96wwXpx5SVXfd03LrbcOGRAAAgEUau87/dIaTjx9prf1OkpdW1efXubQ9EhIBAADoNq13AQAAAOw7hEQAAAA6IRGAA0Zr7Xmttcdcw2t+fHwg9NSf8dzW2suu4TUnjndxBYD9zkZ9BAYAB6CqevYKXrOvPecOAPYpQiIA+4XW2pOS/HySy5N8KcnTkjwzyVFJvjfJXyW5fpJPVdULW2v3z/A8zMuTfDLDY49+NMNjLh5SVSeNtyb/uyR3zvBs2r9J8qSquqK19swMD7M/JMm1kzy9qv5iQt23SPLyJIclOWas5eFVdVFr7aIkv53k3uP3XlBVrxxvDf+/MzyE+RtJ/j7JravqxLHml43PjMvsdGvt8Ul+JsnW8e/y2yto74gkL07yA0m2JHlfkmdUVX/WGwAbi+6mAOzzWmv3SPLLSe5eVbdN8rokb83w4OVrVdX3zz58vbV23SR/kuRRVXW7JB9IcsOraf57MwTH45PcL8ndWms3yRAqT6yq45P8WmYe9L5KT0xyRlX9cJLjktwsyQPG721L8pWq+pEkD0nyotbawUmekOSEJLdJ8t/GGveotXbo+LPuX1W3T/LwJC8Yv72n9l6U5J+q6oQkt09ydJJfnPi7AnAAEBIB2B/cN8kbqmpHklTVa3Nl6Pvwbl5/1yRnV9U/j68/I8kFV9P226vqiqq6IMlnkhxVVecmeUySk1trv53kyUkOnVj7ryTZ0Vr75SSvTHLsLm29bfz/4xlC47WT3D/JH1fVRVV1SZJXXdMPqaoLk5yU5AGttd/IEGyXf86e2jspyc+01j6Z5J+S3CnDVUUANighEYD9weYkuz7YdylD98gLd/P6y8bvz7riatr+zszXO5MstdbukKEb6uFJ3pOh2+qu7a3U65M8Kcm5Ga7afXyXtr6TJFW1/Pst7ab+y3etcWZ6a5K01m6UoSvrTTIE51NnXrOn9jYneWhV3W686vpDGbryArBBCYkA7A/+OslPtda2J0lr7ZQk52cIP7vz/ya5RWvt+PH1D05yZL47aF6duyb5WFWdluSDSX4iQ5ia4j5JnldVbxinf2gFbb0jyaNaa9taawcleVyurH1Hkh9MktbarTN0k804b0eS52cItieNr9l8De29O8n/aK0ttda2Zbipj5AIsIEJiQDs86rqvRmuwr2/tfZvSR6bIQTt9upgVX01ySOS/HFr7eMZgtplSb69wh/5+iRHt9Y+neTsDFcrj2qtHTah/Gcm+YvW2r9m6Ob5wQxjE/fktRluLvOJJB9JckmurP35Se49PmLjeUk+NM5/T5LPJ6kkn85wI54d48/aU3s/n6GL678m+Zfx/+WxjABsQEs7d670pCoA7B9aa4dn6G753Kr69th99B3J/9/OHZsgFENRAL1TKOgA2cTeyhlsncEF3MHGOZzA8o1hJ9hY/E/4jZWC8jkHUoTA7S95SVaTsc6/1VrbJFlU1Xncn5I8pp/z/DIPgHlTEgGYpdbaMck2yXNch6q6fjH/kqS9Od5VVX2Qvc5w+7fMMJp6S7Kvqvs/5AEwb0oiAAAAnTeJAAAAdEoiAAAAnZIIAABApyQCAADQKYkAAAB0L3jiGy/btMOlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "configurations = [\n",
    "    ['genres',True],\n",
    "    ['homepage'],\n",
    "    ['original_language',True],\n",
    "    ['video'],\n",
    "    ['production_company_country',True]\n",
    "]\n",
    "for conf in configurations:\n",
    "    plot_count_hist(*conf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20]), <a list of 21 Text xticklabel objects>)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.boxplot(x=df_rich[\"genres\"], y=df_rich[\"popularity\"])\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Or0RecUkZdXXVLT+n000UFGRuL15/6VlWrVzGTT88g+VLFxKPJ+jeawu22X73bIW7WRSXllFX29onTU1t+uRfz7J65TJuvvIMVixdSEE8QY+eW2T6sTZTXZJJXuXPlyS1dWlK2pxHYkHrufWLqqa2qf31pk2frN9WUlzAuppGolm11DdkVnp94lpOPKL3Zo25o9XUtT/udufX9fukqPUhfdsRZXzwYW27LwzyQW1d+2tK2/74NDX16ZZrVHFhQM0GEsGfZ5k++ZQxsv59WnHmPg1gdFjKlBn5N0bAc0kuiTmHVYewwiq/NfLJv+MCMkmsMc0VUjvTppIqiqKPv85Mk0lufaz2P20fRdEKMpVctwEhMCEMwy6b+oA6wrqpMymrHESia2eCRILue+7IqjcmsvK1CfQatxcAPcd9mZWvjs9ypJvWjAVJth6aAGBI3wIWLPvsUuAf3L2Gnz1Sxc8eqWJNdRO3/i4/khAfmzarlu1HlQKZsvqPJ6ME+HBOPSOHZuZhKS2O0a9PIXMXNbCupomausxN88q1KcpK8+u06jhpL/qonu1GZsbIsIFFzF3U+mrBjLkNjNwyM0ZKigP69S5k3uIko4cX8/hfV3Pdr5eQTtPyalS+qBw5hvfGvwrAzOg9+g2sbGk75pQL+P5PHuCSH/+a3fc5jAMOPzHvk1UAlSPG8P6E1j7pP6i1T44++QKuuPEBvvejX7Pb3oex/+EnsvX2u2e2Gf8KAJMnvsawUdtlJfaOMH1uA9uGmVd3hg5IMG9J8jO2yH9TZtSw0zaZpGS4ZQmzF7SeF6Z/VMtWwzJz9ZSWxBiwRRFzFtTznVP7sdsOmdevtx1Zzow5tRvc9+fVtJm17LBV5ovC4YOL273e9+GcOkYNLWm5BvfvU9jyatfoEaVMmFK9wX1+nkVzGhgzIvO5qRxQyLzFn339nT6nnjEjMhW9Y8Jiotn1n7HF58vUWXXtxkjb1/s+nF3HqMo2Y6R36xjZNk/HCHguUf6zwiq/vQhcGobhnUAxcCjwEHBkGIY/BpaRqYyaCVz1X+7zJeDi9bcPw3ACcCJwLJkqrX2BAUDO1t72Pe5QCspLmXfPY0z53g3s/Od7CWIB8+57kvqFS5lz96OM+c2N7PrSIzQ1JJl00kXZDnmTmhQlGTk4wSUndiIIAu57bh377VTM0lWNvDfji/kw8eZ71WwblnLdd/sREHD7w0s4bO8uLF7WwNuTa3juX2u49vx+BDF45NkVJFNp7nlyGd86uiex5vfkfv34siwfxablOGnvrck1jB5ewo/O60MA3PH7FRzy5QoWr0gy/oNanv/3Wq4+pw+xAH7351UkU2kWLkty1rE9SKbSzF+c5N4/5Ne/xLP9LnszZdIbXHfZqaTTaU477ype+OND9N5iAGN23ivb4WXFdrvszZR33+CGyzN9cuq5V/HXZx6iV59P75O9xh3Nb39xJTdecRoF8Tjf+m7+/MuJ70ypY+vKIn747cy/lvmrJ1dz0O5lLFmRYsK0/Hqg/m+9PnEt240q56bLtoQAbv3tfL6yf3cWLW3gzXereObvK/jJpUOIxQIeeGoJyVSa+55czAWn9uOQvbtTX9/Ez+9fkO3D2KTeeHcd244s5YaLBwBw24OLOXyfLixaluTt96t59qXVXHfRAGIBPPzMcpKpTPVQv94JXnozv6rgAd75oJZtKou46qyeBMDdT6zi4D3KWbwixYSpG/7i48U3qjnrmK5ceWZPUo1pbn905eYNuoO9+e46xowo5foL+xMEcNtDS9qNkedeWs213+2fGSPN92kAfXsV8s88HCPguUT5L0in86tUVO01J5aOBFaSmWz9l0AFrZOmTwJOa550PR1FUdC83anA2CiKTm2edH1sFEWzm9tOX397MtVc9wA7AXXAU1EU/ei/jfO5ROhAbOOZH72e7RByyrKF+XXDtSn07Nst2yHknFXL8vNmdGN955s9P3ulL5jPep31i+hXj+TPhMybwqolXm/Wlygs/OyVvmBKK0qzHULOqV1nlU5bDXVfzGT8f/LcPVvn9Ttzr2y7fd7eZezx7oSs/d1ZYZXHwjDcFfgwiqKtwjBMAK8D06Ioeo9Mcqmdj5NVzX++D7iv+c+D11vvng1tD5yyqWKXJEmSJOnzIIjldT4ua/JrshWtLwKOD8PwXTITo/+uOVklSZIkSZKUs6ywymNRFK0ExmU7DkmSJEmSpP+FFVaSJEmSJEnKKSasJEmSJEmSlFN8JVCSJEmSJGkjBQXWAnUEe1WSJEmSJEk5xYSVJEmSJEmScooJK0mSJEmSJOUU57CSJEmSJEnaSLGCINsh5CUrrCRJkiRJkpRTTFhJkiRJkiQpp5iwkiRJkiRJUk5xDitJkiRJkqSNFMScw6ojWGElSZIkSZKknGLCSpIkSZIkSTnFhJUkSZIkSZJyinNYSZIkSZIkbaRYgXNYdQQrrCRJkiRJkpRTTFhJkiRJkiQpp5iwkiRJkiRJUk4xYSVJkiRJkqSc4qTrkiRJkiRJGylw0vUOYYWVJEmSJEmScooJK0mSJEmSJOUUE1aSJEmSJEnKKc5hJUmSJEmStJGCmLVAHcFelSRJkiRJUk4xYSVJkiRJkqScYsJKkiRJkiRJOcU5rCRJkiRJkjZSEAuyHUJessJKkiRJkiRJOcWElSRJkiRJknKKCStJkiRJkiTlFOewkiRJkiRJ2kixAuew6ghWWEmSJEmSJCmnWGGlnPDMj17Pdgg55fAf7JrtEHLK8ze+le0Qcs7Ut6Jsh5Bzdtl/22yHkFO2f/3abIeQc2Ll5dkOIefcsubIbIeQUwqLiygsLsx2GDmlvqY+2yHknLkfzMx2CDkniFkH0daAkUOyHYKUFzyzSJIkSWCySpKkHGLCSpIkSZIkSTnFVwIlSZIkSZI2UhBz0vWOYIWVJEmSJEmScooJK0mSJEmSJOUUE1aSJEmSJEnKKc5hJUmSJEmStJGCmLVAHcFelSRJkiRJUk4xYSVJkiRJkqScYsJKkiRJkiRJOcU5rCRJkiRJkjZSEAuyHUJessJKkiRJkiRJOcWElSRJkiRJknKKCStJkiRJkiTlFOewkiRJkiRJ2kixAuew6ghWWEmSJEmSJCmnmLCSJEmSJElSTjFhJUmSJEmSpJxiwkqSJEmSJEk5xUnXJUmSJEmSNlIQc9L1jmCFlSRJkiRJknKKCStJkiRJkiTlFBNWkiRJkiRJyinOYSVJkiRJkrSRgpi1QB3BXpUkSZIkSVJOMWElSZIkSZKknGLCSpIkSZIkSTnFOawkSZIkSZI2UhALsh1CXrLCSpIkSZIkSTnFhJUkSZIkSZJyigkrSZIkSZIk5RTnsJIkSZIkSdpIzmHVMaywkiRJkiRJUk4xYSVJkiRJkqScYsJKkiRJkiRJOcWElSRJkiRJknKKk65LkiRJkiRtJCdd7xhWWEmSJEmSJCmnWGGlL4wAOP7AUgb0ipNsTPPgn6tZtrqp3TrlJQGXnFTBNfeuIdXYurx3txiXn1zBxbetbrc8H3TZeTQjrruYN/Y7ud3yXofszbDvn0M6lWLefU8y797HiRUXMeb+n1LUqzupqmrePe1SGpavylLkm14AHLtvMf16FpBqhIf/VsvyDYyRC48r47oH1pFqhCCAo/YqZmDvAhIF8OfX65n8USo7B9ABggDOP20wQweV0pBq4ua7P2LhkvqW9oP36cmh+/aisSnNw08t5I0Jq+nVvZCLzxxCQUFAAPzs17OZv6guewexCQXA4bvF2aJ7QKoR/vDvJCur2q9TVgxnHJrgF08lSTVCSSF8bWycokRATX2ap15JUZ0f3QFAUzrNdX8dz/RlqyksiPHDcTsxsGsnAKIlq/jpPya2rPv+whX87Mg92H3LLQAYP28p/+/ZN/jLWYdnJfaO0tSU5tpnX2P64hUUxgu48og9Gdi9AoBpi1bw0+ffaFn3vfnLuPX4/dh9WH8AHnptMsvX1XLBATtlJfaOEARwxrG9GNyvkGQqzS8fXsri5cmW9v13q+CAPTrT2JjmiRdW8c7kak77ag+G9C8CoEunONW1jVx28/xsHcImFwTwzaO6MWiLQpKNae5+bAVLVrReO/bZpZz9vlROUxP84cU1TJhaS89ucc45rjsAy1el+NUTK2lIprN1CJtcEMAZx/VicL8iUqk0tz+8hMXL2oyT3Ttz4B6daWxK8/jzK3lncjXfPLpn6zipyIyTS386L1uHsEkFAVx01jAqh5STTDZxw20RC9pcSw87oA9HjOtLY2Oa+x+bw2tvr6RzRZwrLx5JUWEBy1fWc93PI+rrm/7Db/l8CQK48MxKKgeXkUw2cePtH7JgcZs+2b8Ph4/rQ2Njmgcem8dr76xsaTvmsL5061rI3Q/MzkLkHScI4BtHdGHQFgmSjfDrJ1eyZEX7h5VOZTGuPqsnl966hGQKEnE457huVJQVUFffxJ2Pr6KqOn/GifKLFVY5KAzDsWEYvpTtOPLNmOEJEvGAGx9cy1Mv1XD0vqXt2kcNSXD+cZ2oKGv/sSguhGP2KSWZZ4kqgC0vOp1t7v4xseKidsuDeJxRN13Omwedxuv7nMTA04+lqHcPBp15PFWTp/P63icw/6Gnqbzi7CxF3jFGV8aJxwNu/l01f3yljqO+XNyufeSgOOd8tYxOpa1jZOeRCQpicMvvq7n7mRp6dMmv0+ruO3alsDDgvB9O4Z5H5nHmSQNb2rp2TnDkuN6cf+UULrsu4pvH9ScRD/jG1/rzxxeWcNE103jk6UWcfnz/LB7BpjVqUIx4Adz1pyQvvJ3i4F3af+8zrF/AN8YlKC9pLQsfO6aA2UvS/Oq5JK9PaeSAHfPru6J/friAhsZGHjhxP76z12h+9s9JLW1h767cc/w+3HP8Phy73TD2Gd6/JVm1eG0ND74dkWrKnwfuj/1j2hwaUo08+O3DOX//nbj5hTdb2kZs0Z17TzuEe087hGN3HsW+Iwex+7D+1CVTXP7ES/z+ralZjLxj7DK6jEQ84LKb5/PgH1fwjaN6tLR16VTAIWO7cPnP5nPNLxdy4uHdiccDfvPkcn7w8wVcddsCauqauOPRpVk8gk1vp61KSMQDfnD7Yh59bhUnHda1pa1zpxgH7dGJH96+mGt/vYTjD+5CvABOPLQLf3u9iqvuWMKUmfUc+uWKLB7BprfLtuUUxgMuu2keDzy9nG8c1bOlrUtFAYeO7cJlN8/j6tsWcNIRPYjHA+59Yhnfv3U+V/5iPjW1jdzx8JIsHsGmteeXelBYGOPM703krvtnce5pQ1vaunVJcPRh/TjrkolceOV7nHHyEBLxgFOPG8Tf/rWUcy6bxIez1nHEuC2yeASb3p67dKcoEeOsS9/lrgdmc85pW7a0deuS4KuH9uXsS9/loqsm8+2TBpOIBxQWxvjBd0OOPLhvFiPvODuOKiaRCLjyzmX87vk1nHBIl3bto4cVcfk3e1BRXtCybP8vlTNvcYpr7l7GvyfUcOQ+nTZ32NJ/Lb+erKT/oLJ/gg9mZb6p+2hhI4P6tH9oTKfT3PpoFdV17b9hOHFcGU+/XEtDKv8eqmpmzWX8Med9Ynn5yKFUz5xLavVa0skkK18dT9c9dqTbbjuw7K//BmDZX16mxz67bu6QO9TQfnGmzs58wz17USMD+xS0a0+n4fYnqqmpax0LIwfHWb0uzZlfKeXr+5cweVb+VFcBbDOiE29PWgPA1BnVhFuWtbSNqCzjg2gdyVSa6tpGFi6uY8uBpdz50FzemJjZpqCAvKoAGNQn4MMFmXPEvGVp+vVofxlNp+He55PUthah0atLwPT5mW3mLEkzuHd+zXEwcf4ydhuSeSga3bcHUxZ/suqytiHFna9O5pJ9twegPtXItX99hyv232Gzxrq5TJyzmN2G9QNg9IBefLBg+SfWqWlIcuc/J3DpwZnzaEOqkcPGVHL6Xttu1lg3h5FDS5g4tRqA6bPrGDqw9cuAYYOLmTarjlQqTU1dE4uWJRnct7Cl/ZCxXZg0tZq5Cxs2e9wdKRxSzLtRLQAfzm1g6IDWY64cUEQ0u55UI9TWpVm8PMWgvoX0751g0rRMNUk0u45wSNEG9/15NXJoCROm1ACZcVI5qM04GVTM1Fmm6xx8AAAgAElEQVS17cdJv/XHSQ1z8micjB7VmTfHZyqEPoiqGDGsNakwcngF709dm7n+1jSyYFEdQ4eUt9vmjXdWsuO2XTe478+r0aMqeHNi5hozZXoVIyrLW9pGDu/E+9Pa9MniWoYOLqMwEeMv/1zCg4/PzVbYHSocXMR7Uea8MGNeA1u2+VwANKXhunuWU13b+nwzfHAR7zZvMymqY+vK9l/QauMEsVje/pdN+fU1b37pGYbhn4GhQAQcA3wduAhIA+OBc6MoWheG4WLgaWAXYDHwG+A7QH/g1CiK/hWGYSVwJ9AdqAHOi6JoYhiG9wG1wE5ABfCjKIoeDMOwH3Av0AXoC9wXRdEPwzBMAHcBewALmmP5URRFL4VheBnwNaAAeAG4NIqinHlSLS6C2vrWcNJNaWJB5kQOtCQq2jp0jxLen5lk/tI8LK8CFj/1V0oG9fvE8nhFOak1re85NVZVk+hc3m55qqqaeOf8+kamuDBoN0aammg3RqbN/eQYKS8J6NUlxl1P11DZv4ATDyzh1seqN1fIHa60JEZ1bev4b2xKE4tl+qaspIDq2tY+qalroqy0gLVVmWX9tyjmjBMH8sObPtzscXeUokRAXUOb80i6/RiZsfCTp7xFK9KMHBhj0YpGRg6MkYjnV8Kquj5JeVGi5eeCICDV1ES8zQ3OU+/PYv9wAF1LMw/YN/xtPCfvFNKrU+kn9pcPquuTdCpqfWgoiAWkGpuIF7TpkwnT2X+rIXQtyzwoVJQUsVtlf/44cfpmj7ejlRTHqGnzsNTU5jxSWtz+HFNb10RpSaaf4gVwwO6duSRPXvFqq7Q4oKaubZ/Q0iclxbF2bXX1TZQWx5i9IMkOW5Xw8jvV7LBVKUWF+XUuKS2OUdNmLLQbJyXtx1BtfROlxZkvleIFcOCeXfjejfmVkCgrLaC6pn1/FMSgsam5rbrN9bc2RXlpAWUlcdY1b1NT20h5WX496pWVxlnX5rjb9UnJ+n3SSFlZZv23J63moH16ZSPkDpc5X7S5d023fm4AJs+o/8Q2pUWt55+6hjQlxfl1LlF+scIqdw0EzgFGAn2AM4H/B+wVRdE2QDVwZfO6vYHnoyjaDigGjoyiaE/gKuCC5nXuBy6Jomh74NvA79r8rqHArsA+wE1hGPYBjgcejaLoS8A2wAVhGPZojqMMGAF8g0yiizAMxwE7NP+8HdAPOGET9sf/WV19JiHxsSAI+Kw3UXbZqpDdty3iwq93onNZjAuOy68EzadJrV1HvFNrJU1BpzKSq6tIrV1HQfPyeKcyUqvXZivEDlHXkG73ABC0SUR8muraNJM/ylTuzZjfSK+u+XVaraltoqS4tdIsFgQtN0HVtY3t2kqLYy03ymNGdeKai4dxwy9n5c38VQD1yTRtcjP/1Rh56b1GupYHnDYuQeeygDXVOZPH3yTKihLUNLTOM9OUTrdLVgE8P2UOR47OvLqxtKqWifOXc/drH3D6o/9gTW0Dlz7z2maNuaOVFSWoXr9PCtr3yZ/fnclROwzf3KFlRW1dE8VFrccfBK0PUzV1TZS0aSspjrVUAowOS5kyo7Zd8iZf1NSlP7VPatfrk+KiTJ88+KdV7DiqhMtP70U6Td7NOVNT10RJ8aeMk9r2bSVFrYnObUeU8cGH+TdOqmsaKS1pvcYGQUBjU5u20jbX35I4VdUpqmtTLduUlhRQVZ1fVd/VNalP75Pa9v1VWlLQLrmVrzLn1/XuXT/jo1BTn6akeZviwoCa2vy6L1F+ya8nq/zybhRFH0VR1ARMJVPp9KcoilY0t/8K2LfN+s83/38O8I82f+4ahmE5mUTSb8MwnAQ8ApSHYdi9eb3fRlGUjKJoPvAqsEcURTcBc8MwvBj4OVBIJlG1P/BwFEXpKIrmAH9v3sd+ZCq8xgMTgB2BrTZVZ2wKMxYk2Xpo5klzSN8CFiz77IvYD+5ew88eqeJnj1SxprqJW39X9Znb5IN1U2dSVjmIRNfOBIkE3ffckVVvTGTlaxPoNW4vAHqO+zIrXx2f5Ug3rVkLU2w1JPNt5OAtCli4/LMr62YubGTUkMy46tcjxsqq/LphnhxVsct2nQEYWVnGR/NqWtqmzahmmxGdSCQCykoKGNivhI/m1TBmVCfOOWUQl10fMX1W/lSbQeaVvuH9M5fOAT0DFq/87Ju8IX1iTJzRyG/+kmTVujRzluTXGBnTrwevzFoEwHsLl1PZs3O79qr6Bhoam+hTkamm6tWphKe/dXDL3FadSwq58fDdNnvcHWm7gb15ZXpmgvD35i1lWK9u7dqr6hpINjbSp3P5hjbPO1Nn1bHDVpkvO4YPLm73et+Hs+sYVZmZz6m0OEb/3oUt7duOKGXClPw6h3wsml3PdiNKABg2sJC5i1sTnDPm1TNiSBGJOJQUB/TrnWDe4gZGDy/mib+t4fp7lpJOp3n/w9pshd8hps2sbTdO2r7e9+GcOkYNbTNO+rSOk9F5Ok7en7qGL+2YOXdsFXZi1pzWY5w6fS2jR3WmMBFQVlrAoAGlfDSnmvenrGXX5m2+tGM33vtgTVZi7yjvT13Lrjtkjm/U8PX7pKp9n/TP9Em+i+Y0MGZEplK3ckAh8xZ/9vPN9Dn1jGk+/4wJi4lmf7IKS8oV+VUnml/anm3SwCoySauPBbT5+4uiqO1L++ufqQqAuiiKxny8IAzD/sDKDawfA1JhGN4MbEkmufU0mYRUADSy4URnAXBrFEU/a95/lw3EkVWToiQjBye45MROBEHAfc+tY7+dilm6qpH3ZiQ/ewdfAH2PO5SC8lLm3fMYU753Azv/+V6CWMC8+56kfuFS5tz9KGN+cyO7vvQITQ1JJp10UbZD3qTe/TDFiIFxLjyujAB46IVa9tm+kGWrm3j/U+ameu39Bo7dt4SLjs9s87sX8+sB4pW3V7HDNp35xTUjCQj4yV2zOPrgPixYUsfr41fz1F+WcOtVI4kFAb/5/XySyTRnnzKIeDzg0rMzFTXzF9Zxyz2zs3sgm8iU2U1U9o1xxqEJggCefDnF7lsXsGJtmmlzN5yIWra6iWP2yiQ119ak+cO/c+rU+H+2z/D+vDF7Cac89CJp4OqDdubBtyMGdCln7LB+zF1ZRd+Kss/cTz7ZZ+RgXp+5kJN//SfS6TTXHPllHnj1fQZ2r2DsiEHMWbGGvl2+GMkqgDffXceYEaVcf2F/ggBue2gJh+/ThUXLkrz9fjXPvbSaa7/bn1gADz+7gmTznJF9exXyzzfzq5L3Y29PrmH08GKuObc3AQF3/n45h3y5E4uXpxg/pZbnX6ni6nP6EATwu+dXk0zBwmVJzvxad1KpNPOWJPnNH1Z+9i/6HHnj3XVsO7KUGy4eAMBtDy5uN06efWk11100IDNOnlneMk769U7wUh6Ok5dfX85OY7py50/GEAQB1/18Gsce0Z/5i2p59a0VPPGnBfzyxjHEgoBfPfgRDcnMvxb4/QtGcNgBW7BmbZKrb8qvf8Th5TdWsOOYrtxx47YEwPW/mM6xh/dj/uJaXn1rJU8+u5Dbr9+WWAC/fmh2Xs2h+Wne+aCWbSqLuOqsngTA3U+s4uA9ylm8IsWEqRuucH/xjWrOOqYrV57Zk1Rjmtsfza9zSbbECny1siME6XT+f5A/b8IwHAtcFUXR2Oaf7yNTtXQ+sFMURSvDMPwlkIqi6PwwDNNRFAVt1n0piqL72u4nDMPxwC1RFD0UhuH+wN1kXgX8LZnKqa+ReQ3xDWBr4J/AmVEUvRaG4SHAs0AlMI7M/FVfB7YAPgC+Qmb+q2uAPYE64EUy817d998c8xk3/BdlCl8gh/8gvyYz/796/sa3sh1Czpn6VpTtEHLOLvvn32TV/xff59psh5BzYuVfnCTRf+v4fx+Z7RBySmFx4Wev9AVTX2P1xfqWz1uU7RByTrYnZs41A0YOyXYIOeeRG/rndUZn5smH5O3z7NAHnsva351nls+PtcD1wL/CMJxGptrq+//D9icAp4dh+F7zfo5tMyF6KfAO8Bzw7ebXDq8HHgzDcDJwbnP7EDKvIlYB75OZF2sOUBtF0Z+AJ4E3gcnApOZ2SZIkSZKk/4mvBOagKIpeAsa2+fnUNs33bGD9YEPrtt1PFEXT2u5zPY+vXwkVRdGjwKPrr9hcbfVMFEXfDsOwMzARmNG8zY+BH3/acUmSJEmSJP03TFjpfzWFTOXVx4mpH0ZR5IvPkiRJkqQvpCCW1288Zo0Jqy+49aq3/pv1PyIzh5UkSZIkSVKHcA4rSZIkSZIk5RQTVpIkSZIkScopJqwkSZIkSZKUU5zDSpIkSZIkaSMFMWuBOoK9KkmSJEmSpJxiwkqSJEmSJEk5xYSVJEmSJEmScopzWEmSJEmSJG2kIBZkO4S8ZIWVJEmSJEmScooJK0mSJEmSJOUUE1aSJEmSJEnKKc5hJUmSJEmStJGcw6pjWGElSZIkSZKknGLCSpIkSZIkSTnFhJUkSZIkSZJyinNYSZIkSZIkbaQgZi1QR7BXJUmSJEmSlFNMWEmSJEmSJCmnmLCSJEmSJElSTjFhJUmSJEmSpJzipOuSJEmSJEkbKYgF2Q4hL1lhJUmSJEmSpJxiwkqSJEmSJEk5xYSVJEmSJEmScopzWEmSJEmSJG2kIGYtUEewVyVJkiRJkpRTTFhJkiRJkiQpp5iwkiRJkiRJUk5xDitJkiRJkqSNFQTZjiAvWWElSZIkSZKknGLCSpIkSZIkSTnFhJUkSZIkSZJyinNYSZIkSZIkbaQg5hxWHcGElXLCsoUrsx1CTnn+xreyHUJOOejSnbMdQs6ZNO5X2Q4h5/xw4KPZDiGnTLnhH9kOIed07tc52yHknJrggGyHkFNSyVS2Q8g561atzXYIOWfLMcOzHULOWTJ3SbZDyClLZi/Mdgg5qH+2A9DnkK8ESpIkSZIkKaeYsJIkSZIkSVJOMWElSZIkSZKknOIcVpIkSZIkSRspiFkL1BHsVUmSJEmSJOUUE1aSJEmSJEnKKSasJEmSJEmSlFOcw0qSJEmSJGkjBbEg2yHkJSusJEmSJEmSlFNMWEmSJEmSJCmnmLCSJEmSJElSTnEOK0mSJEmSpI0UxKwF6gj2qiRJkiRJknKKCStJkiRJkiTlFBNWkiRJkiRJyinOYSVJkiRJkrSRgliQ7RDykhVWkiRJkiRJyikmrCRJkiRJkpRTTFhJkiRJkiQpp5iwkiRJkiRJUk5x0nVJkiRJkqSN5KTrHcMKK0mSJEmSJOUUE1aSJEmSJEnKKSasJEmSJEmSlFOcw0qSJEmSJGljxawF6gj2qiRJkiRJknKKCStJkiRJkiTlFBNWkiRJkiRJyinOYSVJkiRJkrSRgiDIdgh5yQorSZIkSZIk5RQTVpIkSZIkScopJqwkSZIkSZKUU5zDSpIkSZIkaSMFMWuBOoK9KkmSJEmSpJxiwkqSJEmSJEk5xYSVJEmSJEmScooJK0mSJEmSJOUUJ12XJEmSJEnaSEEsyHYIecmE1X8pDMPDgR2jKPrhf1jnHuCuKIre2Yj9p6Mo+tRRHobhqcDYKIpO/V/3rYwggG8f05PB/YpIptLc8ehSFi9PtrTvt2sFB+xeQVMTPP7CSsZ/UEOPrnHOP6k3AOtqGrnl/iU0JNPZOoRNKgCO3beYfj0LSDXCw3+rZfnqpnbrlJcEXHhcGdc9sI5UY6YPj9qrmIG9C0gUwJ9fr2fyR6nsHEAH6rLzaEZcdzFv7Hdyu+W9DtmbYd8/h3Qqxbz7nmTevY8TKy5izP0/pahXd1JV1bx72qU0LF+Vpcg3vSCAi84aRuWQcpLJJm64LWLBorqW9sMO6MMR4/rS2Jjm/sfm8NrbK+lcEefKi0dSVFjA8pX1XPfziPr6pv/wWz4/mprSXPv7F5i+YAmF8ThXnnAQA3t2a2l/5YOZ3PX8KwCMHNCbK752IE3pNDf94e9MmbuIhmQjZx68B3ttMyxbh7DpBQEDzr+IkqGVpBuSzL35BuoXLmhp7n3cCXTdez8aa6pZ8vtHWPvGa8S7dmPwFT8klkiQXLGC2T+5lnR9fRYPYhMLAnqccjZFA4eQTiZZeu8vSC1d1NLc+aCj6PSlvUinm1j9p8eoHv86sZJSep99KUFRMenGFEvvuonGNflxLgkCOO/k/gwZWEIymebW38xl4dKGlvaD9urGwXv3oLExzaPPLOHNd9e2tG0dlnHZGYM48cIp2Qi9wwQBnHV8H4YMKCKZTHPbg4tYtKz1nuSAPbow7stdaGyEx/68nLffX0dRYcDZX+9D7x6FxOMBd/9uMR/OrvsPv+XzJQjggtMHM3RQKclkmp/eNYuFS1rPC4fs25PD9utFYyM8+IcFvDFhNb26F3LJWVtSUBAQBHDz3R8xb1F+9EkQwCmHVjCwT4JkY5p7n17D0pWN7dbpVBrjB9/uzv+7fRnJNrdjO4wsYuetS7jz8dWbOeqO5bnkk4IAzj8t87lpSDVx890ftfvcHLxPTw7dtxeNTWkefmohb0xYTdfOCa44b0sS8RgrVjXwkzs/or4hP+7TlH98JfC/FEXRM/8pWdW8zukbk6zS5rHzNmUkEgGX3zKfh/60nFOP7N7S1qVTAYfs1Zkrbp3PNXcs5MTDuhOPw2Fju/DqhCp+8IsFzFvUwH67VmTxCDat0ZVx4vGAm39XzR9fqeOoLxe3ax85KM45Xy2jU2nraWLnkQkKYnDL76u5+5kaenTJv1PIlhedzjZ3/5hYcVG75UE8zqibLufNg07j9X1OYuDpx1LUuweDzjyeqsnTeX3vE5j/0NNUXnF2liLvGHt+qQeFhTHO/N5E7rp/FueeNrSlrVuXBEcf1o+zLpnIhVe+xxknDyERDzj1uEH87V9LOeeySXw4ax1HjNsii0ewaf3jvek0pFI8ePEpnH/EWG7+wz9a2qrr6vnZ0//gtjOP4aGLT6Fvty6sWlfLs29NJtXYyP0XnsytZxzNvDxKaAJ02X1PYoWFTD/vTBbccxf9zjy3pa14yJZ03Wd/onPPYMYlF9L31G8SFBXR5/gTWfnXvzD9gnOomzObnocekcUj2PTKdtiVIFHIgmsuZsVj99Hj66e3tMVKy+h8wGHMv+YiFv3kB3Q/4dsAdNpzP+rnz2bhdZey7s2X6XLwUdkKf5PbbfvOJBIxvvujD/nN4wv59vH9Wtq6do5zxP49ufDHH3LFTTP5xjFbkIhnvr/r2S3B0eN6UVCQf99af2lMJwoTAd+7cQ73P7WU047u3dLWpaKAw/bpyiU/mcOVP5/LyUf2JB4POOqA7sxZWM9lN83h9gcX0b93YRaPYNPbY6euFCZinPv9KfzqkXmcffKglraunRMcdVAfzvvBFC65dhrf+voAEvGA047rz1MvLOG7V0/l4acWcvrXB2TxCDatHUYWk4gHXPPrFTz21yq+Pq79Peg2lYVccmo3Ope1vxc74eAKjtm/giD/PjaeSzZg9x27UlgYcN4Pp3DPI/M486SBLW1dOyc4clxvzr9yCpddF/HN4/qTiAccf8QW/PVfy7ngqqnMWVDHofv1zOIRSP+ZFVbNwjC8AjgRaAT+CtwBPAcsB2qBh2mucArDcCxwG5ACXgdGRVE0NgzDl4Crmnd5BVADjATeB74eRVFDGIbXAvsC3YCFwLFRFC35H2M9BrgIKAGKgNOiKHqt+fe/BewJ9ATOi6Lo+TAM+zfH37U5lr2iKOofhuFVAFEUXdW839nAWGAlcC/QH+gLvAicHkVROgzD64Gjm/tlEfBMFEX3hWF4MnABmSToeOCcKIpy6iuukUNLmDi1BoDps+sZOqA1QTNsUBHTZtWRSkEq1cTiZUkG9y3iowX1dO+S+ZiUFsdYvjp/qomG9oszdXbmeGYvamRgn4J27ek03P5ENZecUN6ybOTgOAuXN3HmV0oJAnj8Hzn1V7xJ1Myay/hjzmPMfT9pt7x85FCqZ84ltTrzbd3KV8fTdY8d6bbbDsy8+R4Alv3lZYblWcJq9KjOvDl+JQAfRFWMGNappW3k8Aren7qWZCpNMtXIgkV1DB1SzuhRnXnwsbkAvPHOSr598hAe++OCDe7/82bizHnsNnJLAEYP6ccHc1urZibNWsCwvj25+Q9/Z/6K1Ry167Z061TKa1NnMaxvL8698zHS6TSXHXNAtsLvEGXbjGbt228CUDP1A0rDES1txQMHs+7diaSTmW/A6+fPp2TLSubf8YvM18JBQKJXL+omzMtK7B2lePgoat8bD0D9zIiiwZUtbU31daSWLyVWVExQVATpzLfaDfNmU7ZFfwBixaWkGxs/uePPqa2Gl/HO+5lz57SZNQwbUtLSFm5ZypQPq5vPI2kWLq1nyIBiPppfx3mn9Ofn983n9quGZyv0DjOqsoTxH1QDEH1Ux7BBrfckwweXMHVGLalUmlQqzaKlSYb0K2L7rcr49ztrufo7A6ipa+KuRxdnK/wOsc2ITrw1KVMRNPXDdQwfWtbSNrKyjMlRVev1ZnEdWw4q5Y4H5lJdk/msFMQCksn8qRIZPjDBezMylTIz5ycZ3C/Rrr0pDTf+dgVXn9Wj3fIZcxuYMLWOvXcq3Wyxbi6eSz5pmxGdeHvSGgCmzqgm3LL1czOisowPonUtn5uFi+vYcmDmc9N8CaZX90Im5ElVovJT/pVHbIQwDA8CDgd2BLYDKoFxQAicGEXR/m3WTQAPAidEUbQdkPzkHgHYDTiXTMJqIHBgGIaVwAhgtyiKhgNzySTJ/pdYY8CZwKFRFG0L/AS4vM0qhVEU7Qp8F/hx87KfA7+Pomg08ATQj//sEGBS836GAXsB24dheBiwB7AVcDCZviIMw62AbzUf1xhgKXDx/3Jcm0NpcUBNbeuNTFNTmljzJ6CkOEZNXWtbbX0TpcUxVqxOcfCenbn18gFsN6qU1yau29xhd5jiwoDa+tbXG5uaoO2r19Pmpqiua//6Y3lJQK8uMe56uoa/vV3PiQeWkG8WP/VX0slPJibjFeWk1lS1/NxYVU2ic3m75amqauKdO31i28+zstKClocByHxuCmJt2qpb+6qmNkV5aQFlJXHWNW9TU9tIeVn+fDdSXddAp5LW6ruCWIxUY+bcsbq6hrenz+WCr+zNHWcfy0MvvcPsJStYva6WOUtXctuZx/CN/Xflhw89l63wO0RBaRmN1dWtCxqbIJZJgNd9NJP/z959h8tRlo0f/86eXtIL6T2ZdAKJVH3pGJroCwgqTUQEREDpCIKISBUQEYHQEQSEgCgI8vpDBakxEEiZkN57P3XP2f39sZtTchLAmJNdlu/nunIlZ57Z2XvuzM7OufeeZ8tH7UqspIS8tm0pGzGSvOL0L+axGMPue5g2u+5OxYdTMhB564kVl5KoasxJMpmg4Q0HqFuzit7X30Xvn/2K9S8/D0D9po2Ujtyd3r+4i/aHH8PGv7+80+NuLaUleVRUNT2PNKZjy7Gq6gRlJXl8/6RePP3iSlav3dZl1mdbaXEelU1zkmyakxgV1U1zUk9pSYy2ZfmUl+Zx1a8W8vaUTZx2TNedHXarKi1p+X7TkJMt3ouqquopK81jw8Y66uuT9O5ezJkn9eGhp3LjwxGA4qIYVU2uw7Y4jTB1di2bqlpOU/HWh9Ukc2P2ihY8l7RUWhJrtt/1TV43ZSV5VFQ1uU6rTlBWmnp/jsUC7rtpFLsOb8OH0Ua0A8Riufsnk2nN6LNnj4OAx6MoqoyiqA64P71sRRRF87ZYd1R6+ear6/u3sc0PoyhaFEVRApgOdIyiaBapzqjTwzC8BdgbKN/G47cqvb2vkSqAXQOcusU2/rL5+Ul1cQEcQqrIRhRFE4GPvaE9iqLHgb+GYXg+qU6yTunnOAR4Moqi2iiK1gLPph9yAKnC1pthGL4HHE2qMJdVKquTlBQ3HvKxWEAiXaOqqk5QUtQ4VlIUo6IqwSlHd+KO363g/F8s5P6nVzXMZ5ULqmuTFBU2VqiCIHXB/HEqqpJ8ODf1hj9rUT1dO3x+TiF1GzaR36bxU6u8NmXE122kbsMm8tLL89uUNXRg5YqKynpKSxq774IgIF2fSY2VNo6VluSzsaKOiqq6hseUluSxsSJ3OhPLigupqGmcLyORTJKfruC1LythRN/udG5bTmlRIWMH9SZavIJ2ZSXsN3IQQRAwbnAf5q9Yk6nwW0V9ZQWxkiaf5McCSKQunqsXzGflc08z6Be30OvMc6iYMY269evTD6xn+mknseDWG+l76RUZiLz1JKorCYobC/pBEGPzG07p6HHkt+vIggtOY/4PT6Vs7F4UDRhCh699k3Uv/IGFl53F0puuYJcfXJ6p8He4yqp6Soubnkca0kFlVT0lTcZKimPE65OMHFLGt77ajRsvHUSb8jwuO6vvlpv9TKusrm92TdI8JwlKi5rmJI+KqgQbKup56/3UB2dvT9nIoL659aFRZVXz95tY0HidVlnZ/BgqKcljU0XqPDNmRFt+dtEQrvv17JyZvwqguiZBcdEW12m500C2XTyXtFRZlWi2301fNxVb5KS0ONbwgWJ9fZLTLvyAW++dx6VnD9ipMUv/ic/Pb5sfb8s8BKRul6zayrr1W1l/a5q+YyaBIAzDsaRuN4yR6nSamH6uTy0Mw3JSt/31B/4B/GqLbWx+3mST5duKuek6AAXp5/gBcBOwklTBalp6vW1tJ49UIWtMusNqD1LdZVllxpwqdh+e+qVqSL8i5i9pnJDwo/k1DBuYmiugtDhGz26FLFhay6bKBJXpTznXbKijrDR3XjJzltQxon+q86Vf9zyWrPrk209mL6lneP9US3rPzjHWbPz8XDltmj6bskF9KejQjqCggE5fGsfaNyez5l//puv4/QDoMv5/WPP6pAxHumN9MH09e41L1b5HhG2YM7+xa2T6zA2MHt6OwoKAstI8+vYuZe78Cj6YtoG904/Za1xHpkxdn5HYW8NuA3rx2tTZAPkFUKQAACAASURBVEyZm7oFcLNhvbsza+lK1m6qpK4+wZS5ixnQrTO7DezFP6elHhMtWk63jrkzFx5AxYcf0G7PvQAoHTaCqrlzGsby27Unv117Zp5/NgvvvJ3CLrtQNW8Ovc+9gPIxuwFQX1lJrrUDVM+cRumuXwCgaGBI7cJ5DWOJik0k4jUk43GS8TiJygpipWWp5ZWp29brN6xvXgT8jJv2UQVfGJ067ocOLGXeosZLpGhOJSOHpOaYLC2J0ad7MdGcSk6/dAYXXz+Li6+fxcZN9fzirvmZCr9VTJ9VxbiRqc8bw/7FzF/ceE0yc14VwweXNFyT9O5eyPzFNUyfVdnwmJGDS1mwNIe+qAD4MNrInru1B2DY4HLmLKhsGJs+q4JRw9pQUBBQVpJH354lzF1YyZgRbTnn1L5cct0MZs6p2NamP5NmLoiz6+BUR+/AXgUsXJ6bHUL/Cc8lLaVeN+2A1K2zcxc2vm5mzKpg1NDG102f9Ovm3NP6MmZ46o6Ayur6XHsLVo7Jnfs0/jt/A64Iw/AeUrf4fRv4f8Doraw7HegQhuGoKIo+AL5JqvDzaewHvBpF0W/DMOwEHAk8/R/GOiT9fNeRKiI9Qqpg9HFeScd5V/r2x/bp5atIdUcRhuEewOaZkQ8B7o6i6LEwDMcBY9LP8QpwSRiGdwHF6fjfA14FLgzD8FpSRa67gNk0zueVFd6aUsGuYSnX/bAnAQG//t1yjjqgPctW1vLOh5X8+e/r+fl5PQli8NifVhOvSzLh6ZV899guxNL3yt371MoM78WO8/5HdQztk8+PTigjAB59qYoDdy9k5boEH8zZekfMvz6o5fiDSrjgG6nH/P6VrdV0c0uPE44kr7yUhROeZNpF17PHC/cRxAIWPvg0NUtWMP/uxxlz/w3s/epjJGrjvHfSBZkOeYf6xxur+MKYDtx14xiCIOC622dw/NG9WLS0itffXs0fnl/MnTeMIRYE3PPIXGrjqW8LvOL8oRx1aHfWb4jz05unZ3o3dpgDdw15Y8Y8Tr7lYZLJJNeceCQP/9/b9OnSgf1HD+bco/bnrDufAODQ3YcyuEcX+nbpwLVPvMSJNz9EMpnkyhPGZ3gvdqx1r/2DNmO/wJBf3QVBwPwbr6PrscdTs3gR6994ncLuPQjvvJdkXZzFd98JiQQrJj5Fn/MvgpOSJBMJFt5+S6Z3Y4eqmPQGJSN3o+eVN0MAK+69jXbjv0p8+VIqJ79FzZwx9Lzql5BMUD1zGlUfTqZ20Xy6fOdc2h50BEF+Hivv/1Wmd2OHeX3SenYf0YZbrxgMAfxywgL+98tdWLKihjcnb+C5v67klssHE4vBg08vJZ4j38b7cd54byNjhpVx48V9CQK4/cGlHH1wR5auqOXtKZt4/m9rueGi1Ngjz64kXpfkyRdX8YOTu3PTJX2pq4dbH1iS6d3Yof759lrGjm7HHT8bThDADb+Zw3FHdGPxsmr+NWkdz7y4jF/9dHjqVqbfLyQeT3LOKX0oyA+49PupLwRZuKSKX947L7M7soNMml7NyIGFXPndTgTAvRPXMX6fMpavqWPyjNwqVn5anktaeu2dtYwd1Y5fXTOMgIAbfzuHYw/vxuLl1bwxaR0T/7Kc264eRiwIuP+JRcTjSSb+ZTnnn96Pk5KpTvHb75uX6d2QtilIWlIFIAzDK4BvkCrivUxq3qdXoijqlx4/lcZJ179IqvMoAURA+yiKDt9i0vWroyjaP/3YB0kVdf4KPANs/th0MhCLoujEMAyTURRts9tq8/MD3wEeBcamn/8l4GtRFPXZ/PxRFL0ahmE/UsWxfmEY9gAeJnVr3/vA0VEUdUgXzZ4CupGaKH04cAwwgFTRqRZYT6rT7Ikoiiaki1JfIzUxewK4M4qiJ8MwPJ3GSdffIzUR/Kfuy/7fc2d5IDbRo5/f1tHUYZfskekQss4vxt+T6RCyzivnzs10CFll2vUTMh1C1mnXs12mQ8g6Zwc/z3QIWaVwi2+IFWxam1u3uu8IvcM+n7zS58zyBf/Rd0jlvLom0wco5f9+v0fufU1jE2uu/V7O/j7b8Yq7M/Z/Z4dVWhRF19I4Sflm/ZqMPwg8mJ70/CvAF6MoqgjD8EekJzHfXKBK27/JY09tsnzPbTz/xx4Em58//eM3thg+b8vnT8+9tTn+Y4FzoyiaFobh7qTm4SKKotXAgVt5unmkJpxvJgzDvYGPoigakZ58/g1gRnpbEwB/O5IkSZIkSf81C1b/oSiKEmEYrgHeCcOwllRx5zs7YtthGB5P82/8a/q8Y/6LTX8EPB6GYYLUHFff3c7tRMBV6SJdDHioyeTzkiRJkiTpcyoMw28CV5CaH/u2KIru3GJ8d+BuoBBYCJwYRdE2vxTOgtV2iKLoeuD6VtjuE8ATrbDdF4EXd8B21gC5NfmKJEmSJEn6r4Rh2BP4Oanpi2qAf4Vh+P+iKJrWZLXbgZ9EUfRiGIa3ABeSKnBtlQUrSZIkSZKk7RQEufNt8lsKw7A9jV/c1tS6LbqjDgb+lm50IQzDP5CanuiaJuvkAZu/MruU1NzY25S7WZUkSZIkSdJ/43xg7lb+nL/Fej2ApU1+Xgr02mKdHwH3hmG4FDgE+O3HPbEFK0mSJEmSJG3NbUD/rfy5bYv1YkDTb0sMgMTmH8IwLAHuAw6Ooqg78Bvg4Y97Ym8JlCRJkiRJUgvp2/62OTF6E4uALzX5uRuwpMnPI4GqKIreTv98N/Czj9ugHVaSJEmSJEn6b7wCHBSGYZcwDEuBY4C/NBmfBfQOwzBM/3w08M7HbdAOK0mSJEmSpO0VCzIdQcZFUbQ4DMMfA/8PKAQmRFH0dhiGL5D6ZsB3wzA8FXgyDMMAWAF8++O2acFKkiRJkiRJ/5Uoih4DHtti2eFN/v0i8OKn3Z63BEqSJEmSJCmrWLCSJEmSJElSVvGWQEmSJEmSpO0UxOwFag1mVZIkSZIkSVnFgpUkSZIkSZKyigUrSZIkSZIkZRXnsJIkSZIkSdpOQSzIdAg5yQ4rSZIkSZIkZRULVpIkSZIkScoqFqwkSZIkSZKUVZzDSpIkSZIkaXsF9gK1BrMqSZIkSZKkrGLBSpIkSZIkSVnFgpUkSZIkSZKyigUrSZIkSZIkZRUnXZckSZIkSdpOQSzIdAg5yQ4rSZIkSZIkZRULVpIkSZIkScoqFqwkSZIkSZKUVZzDSpIkSZIkaXvF7AVqDWZVkiRJkiRJWcWClSRJkiRJkrKKBStJkiRJkiRlFeewkiRJkiRJ2k5BEGQ6hJxkh5UkSZIkSZKyigUrSZIkSZIkZRULVpIkSZIkScoqzmGlrNClR8dMh5BVpr8dZTqErPLe+HsyHULWuewvZ2Q6hKxzxphXMx1CVrmm/8RMh5B1uh11SKZDyDoVE9ZnOoSsUpHpAPSZMH/q3EyHkHXq4/FMhyBlVsxeoNZgViVJkiRJkpRVLFhJkiRJkiQpq1iwkiRJkiRJUlaxYCVJkiRJkqSs4qTrkiRJkiRJ2ymIBZkOISfZYSVJkiRJkqSsYsFKkiRJkiRJWcWClSRJkiRJkrKKc1hJkiRJkiRtr8BeoNZgViVJkiRJkpRVLFhJkiRJkiQpq1iwkiRJkiRJUlZxDitJkiRJkqTtFQsyHUFOssNKkiRJkiRJWcWClSRJkiRJkrKKBStJkiRJkiRlFeewkiRJkiRJ2k5BYC9QazCrkiRJkiRJyioWrCRJkiRJkpRVLFhJkiRJkiQpq1iwkiRJkiRJUlZx0nVJkiRJkqTtFQsyHUFOssNKkiRJkiRJWcWClSRJkiRJkrKKBStJkiRJkiRlFeewkiRJkiRJ2k5BzF6g1mBWJUmSJEmSlFUsWEmSJEmSJCmrWLCSJEmSJElSVnEOK0mSJEmSpO0VBJmOICfZYSVJkiRJkqSsYsFKkiRJkiRJWcWClSRJkiRJkrKKc1hJkiRJkiRtr5i9QK3BrEqSJEmSJCmrWLCSJEmSJElSVrFgJUmSJEmSpKziHFb63AiAb3y5lN5d84nXJ3nkhQpWrks0W6e8JODik9pyzX3rqatvXL5LxxiXndyWC+9Y12z5Z1kQwHmn9WNg31Jq6xLccvdcliyvaRg//MAuHHlQV+oTSX43cQlv/nsdXTsVcuGZ/cnLCwiAX947j0VLqzO3EztYEMAFZw1mUP9y4vEE198RsbjJ/h11aDeOHt+D+vokDz05n3+9s4Z2bfO56sJhFBXmsWpNDdfdHlFTk/iYZ/nsab/HaIZedyFvHnxys+VdjziAwVd8n2RdHQsffJqF9z1FrLiIMQ/dRFHXTtRtrOD90y6hdtXaDEW+4wUBnHJkW/p0KyBen+S+Z9ezYk3zk0Kb0hhXntGJH/96JfG6xuVjhxWxx8gS7npq3U6OupUFAZ2+dSYFvftBXZxVD/2auhXLGobbHvpVyvb8EiSSrH/hD1ROfpN2hx1DycjdAIiVlJHXrgMLLzg1M/G3gkQiyc8nvsrMpasozM/jqmMPpE/n9g3jr82Yx29feRuAYT27cvlX92NDVQ2XP/4ym2pqaV9azE+OPZBO5aWZ2oUdynNrS+akJXPSXBDAD88YwKB+ZdTGE9z0m9ksXtaYjyMP7spRh3ajPpHkkacW8cakxvfaY4/sTsf2Bdzz6IJMhN5qPEZaMifKdXZYqUEYhhPCMBy3leUPhmF4agZC2qHGDCmgID/ghkc2MPHVSo49qPkvAsP7F3DeCW1oW9b8ZVFcCMcdWEo8RwpVm+07rgOFhQE/+Mk0Jjy2kDNP6tMw1qFdAV8bvwvnXTWNS6+L+M4JvSjID/j213vx3EvLueCaGTz27FJO/0avDO7BjvelvTpTWBjjzIsm89uH5nDOaQMbxjq2L+DYo3py1sWT+dFVU/jeyf0pyA849YS+/PXvK/j+pe/x0ZxNHD2+ewb3YMcbcMHpjLr7WmLFRc2WB/n5DL/5Mt467DTeOPAk+px+PEW7dKbvmd9g44czeeOAb7Ho0WcZdPnZGYq8dYwdVkxBfsA1967myZc38s3xbZuNjxpUyMWndqTdFueRbx3eluMOaUsQ7Mxod47S3fYkKChg2S8uYe3TD9PxuNMaxmIlZbQ96EiWXncJy2+9io4nfAeA9S8+zbKbrmDZTVdQt3Y1K++/PVPht4q/TZ1NbV0dj5xzHOcdtg+3/Om1hrGK6lp++efXuePbR/HoOV+nR4c2rK2oZsLf3mW3/t156Oxj+ca+o7njxTcyuAc7lufWlsxJS+akuS/u0ZHCghhnX/YB9zw6n7NP7dcw1rF9Accc0Z1zLv+Ai66Zxhkn9qEgP6CwMMaPzxvM18Z3y1zgrchjpCVzkkWCIHf/ZJAFKzWIouj0KIrezXQcrWVQrwKmzokDMHdJPX27NW8wTCaT3Pb4Riqqm3/CcOL4Mp79RxW1dcmdFuvOMGpoG955bz0A02dVEA4oaxgbOqiMqdEm4nVJKqrqWbKsmgF9Srnr0QW8OTn1mLw8qI3nVk5GD2/HW5PWADA12sjQwW0axoYNacsH0zekclJZz+Kl1QzsX97sMW++u4Zxu3bISOytpXLOAiYd94MWy8uHDaRi9gLq1m0gGY+z5vVJdPjiODruM5aVL/8TgJV/+QedD9x7Z4fcqob0KWDKrFQn4uxFcfr1LGg2nkjCDQ+sZlNV8/PIrAW1PPT8+p0W585UNGg4VR9OBqBmzkwK+w1qGEvUVlO3egWxoiKComKSiebnjNLd9yJRuYnqqZN3asytbfK8pewT9gVgdN9uTF20omHsvflLGdytE7f86TVO/c0f6FReSsfyEuYsX8O+YT8AxvTrweR5SzIReqvw3NqSOWnJnDQ3elhb3p6c6pqaNnMT4cAm12mDy/lgxsbGfCyrZmC/MgoLAl56dQWPPL0oU2G3Ko+RlsyJcp23BH5OhWH4DPC7KIqeTv88CRgEHA38HbgFOBJYAuQBr6bXOxk4n1SxcxLw/SiKqsMwPBK4Nr18DvC9KIqW78x9+iTFRVBV0/jLUjKRJBakfsEEmD6vrsVjjvxiCR/MjrNoRY61VwGlJTEqqhr3qz6RJBaDRALKSvKoqGrMR2V1grLSPDZsTC3r1b2Y753Yh5/c/NFOj7s1lZXmUVHZmJNEIkleDOoT6bGKJjmpqqO8NI+yknw2pR9TWVVPeVlunVaXTXyZkr49WyzPb1tO3fqNDT/Xb6ygoF15s+V1GyvIb9emxWM/y4qLYlRVNz2P0PC6AZg6u3arj3vrw2qG9ivcGSHudLGSUhJVFY0LEs2TUrd2FT2u+TVBLMb6F59u9th2hx3Lyntv3pnh7hQV1bW0KW78/86LBdTVJ8jPi7Guopp3Zi/myR+eQGlhAafe9TSj+3Yj7NGZv0+bw7CeXXh16hyq4y3fkz6rPLe2ZE5aMifNlbbIB435KGk+VllVT1lpHpsq6nn3/fWMP6BLJkJudR4jLZkT5To7rD6/HgG+ARCG4WCgGNj8EfcxwG7ACOA4UoUswjAcAXwX2CeKojHACuDCMAy7AncDX42iaDTwOvDrnbcrn051DRQXNrY0BkFA4hMahPYcUci+uxbxo2+2oV1ZjPNPyJ1fviurEpQU5zX8HAuChl+6K6rqm42VFsca3tjGDG/DNRcO5vo75+TU/FUAFZX1lJY07ncQBNQnmoyVNslJST4bK+qoqKpreExpSR4bK3Lnl8yPU7dhE/ltGj/tzWtTRnzdRuo2bCIvvTy/TRl16zZkKsRWUV2ToLio6XmksVj1eZWoqiQoLmlc0CQpJSPHkteuI4svPYNFF59O6Zg9Kew/GICC7r1JVFU0m+8qV5QVF1JRE2/4OZFMkp+XuuRqX1bMiN5d6dymjNKiQsb270m0ZBXfOWAci9du5Ix7JrJ8/Sa65VCx13NrS+akJXPSXOWW+UgXISB1ndZ0rLQkj005tO/b4jHSkjlRrrNg9fn1Z2DvMAzbkCpcPdpkbH/gmSiK4lEUrQReSC8/ABgMvBmG4XukurGGAnsAb0dRNC+93j3AQa2+B/+hWYvjjByYun2nf488Fq/85JPzlXev55ePbeSXj21kfUWC236/8RMf81nxYbSRPXdrB8CwQWXMXVjZMDZjVgWjhrahoCCgrCSPPj1LmLuwkjHD2/D9U/py6S8iZs6p2NamP7M+mL6evcZ1BGBE2IY58xv3cfrMDYwe3o7CgoCy0jz69i5l7vwKPpi2gb3Tj9lrXEemTM3N2762tGn6bMoG9aWgQzuCggI6fWkca9+czJp//Zuu4/cDoMv4/2HN65MyHOmONXNBnF0Hp+bzGtirgIXL45/wiNxXM2s6paPGAlA0YAi1i+c3jCUqN5GM15Csi5Osi5OorCBWkipoFg/flaoPcuv42Gy3ft15bcY8AKbMX8bgbp0axob17MqsZWtYW1FFXX2CKQuWMWCXjkyau5ijdh/KPWd8jZ4d2zKmX+7MKeK5tSVz0pI5ae6DGRvYc/fUrVrDh5Qzd36T67SPNjF6WJuGfPTpWcLcBZXb2lTO8BhpyZxkjyAWy9k/mWT/3+dUFEW1YRg+D3wF+DpwBPDl9HCS1Jfqbba5spMHPBlF0bkAYRiWkzqG/meLzQdk4bH1XhRnWL8CLj6xDUEQ8OCfN3HwF4pZsbaeKbM+f790vvbOWsaOasevrhlGQMCNv53DsYd3Y/Hyat6YtI6Jf1nObVcPIxYE3P/EIuLxJGef0pf8/IBLzh4AwKIl1dw6YV5md2QH+scbq/jCmA7cdeMYgiDguttncPzRvVi0tIrX317NH55fzJ03jCEWBNzzyFxq46lvXLni/KEcdWh31m+I89Obp2d6N1pVjxOOJK+8lIUTnmTaRdezxwv3EcQCFj74NDVLVjD/7scZc/8N7P3qYyRq47x30gWZDnmHmjS9mpEDC7nyu50IgHsnrmP8PmUsX1PH5Bk1n/j4XFQ5+U1Kho+h26U3QACrH/gVbQ/5CvEVy6h6/21q5+5K98tvIplMUPPRdKqnvQdAwS49G/6daw4cMZA3Zi7k5DufIpmEa75+EA//YzJ9OrVj/xEDOPewvTlrwnMAHDp6MIO7daIoP48rnvgrvARd25Zz9XFZ97nPdvPc2pI5acmcNPfPt9Ywbtf23HndSIIg4Ppfz+LrR3Vn0bJq/vXOWp7+81Lu+PkoggAmPLYg5+YV3RqPkZbMiXJdkEzm/slNWxeG4b7AHcDGKIr2C8PwVeBqoB1wEakuqVLgPeAqUrcM/gkYC6wEHgZmA3el19k7iqJ5YRheDOwbRdHRnzaW712/xgOxiVnvzcp0CFmlpqIq0yFkncv+ckamQ8g6T1z6aqZDyCrXLD0z0yFknW5HHZLpELLOwRNGZToE6TMnr6Dgk1f6nKmPf/4+/NV/5rXn98vB70puVPXItTn7+2zJSVdk7P/OWwI/x6Ioep1UcerRLZY/R2qS9Q+BPwLT0svfB34K/A2YSqrj6vr05OpnABPDMJxK6pZCf1OSJEmSJEnbJetu29LOFUXRwCb/3r/Jv68ArtjK+hOACVtZ/jzwfOtEKUmSJElSlgrsBWoNZlWSJEmSJElZxYKVJEmSJEmSsooFK0mSJEmSJGUV57CSJEmSJEnaXrGc/hLEjLHDSpIkSZIkSVnFgpUkSZIkSZKyigUrSZIkSZIkZRXnsJIkSZIkSdpOQWAvUGswq5IkSZIkScoqFqwkSZIkSZKUVSxYSZIkSZIkKatYsJIkSZIkSVJWcdJ1SZIkSZKk7RULMh1BTrLDSpIkSZIkSVnFgpUkSZIkSZKyigUrSZIkSZIkZRXnsJIkSZIkSdpegb1ArcGsSpIkSZIkKatYsJIkSZIkSVJWsWAlSZIkSZKkrOIcVpIkSZIkSdsrCDIdQU6yw0qSJEmSJElZxYKVJEmSJEmSsooFK0mSJEmSJGUV57CSJEmSJEnaXjF7gVqDWZUkSZIkSVJWsWAlSZIkSZKkrGLBSpIkSZIkSVnFgpUkSZIkSZKyipOuS5IkSZIkba/AXqDWYFYlSZIkSZKUVSxYSZIkSZIkKatYsJIkSZIkSVJWcQ4rSZIkSZKk7RULMh1BTrLDSpIkSZIkSVnFDitlhbUrN2Q6hKyy5yG7ZjqErPKTPo9nOoSsc8aYVzMdQtY5/vr9Mx1CVkl8a3CmQ8g6q/7690yHkHXadtkv0yFknfr6+kyHkFWSiWSmQ8g65R3aZDqErLNx9fpMh5BVfN1IO4YdVpIkSRIWqyRJyiZ2WEmSJEmSJG2vwF6g1mBWJUmSJEmSlFUsWEmSJEmSJCmrWLCSJEmSJElSVnEOK0mSJEmSpO0VBJmOICfZYSVJkiRJkqSsYsFKkiRJkiRJWcWClSRJkiRJkrKKBStJkiRJkiRlFSddlyRJkiRJ2l4xe4Fag1mVJEmSJElSVrFgJUmSJEmSpKxiwUqSJEmSJElZxTmsJEmSJEmStlcQZDqCnGSHlSRJkiRJkrKKBStJkiRJkiRlFQtWkiRJkiRJyirOYSVJkiRJkrS9AnuBWoNZlSRJkiRJUlaxYCVJkiRJkqSsYsFKkiRJkiRJWcU5rCRJkiRJkrZXzF6g1mBWJUmSJEmSlFUsWEmSJEmSJCmrWLCSJEmSJElSVrFgJUmSJEmSpKzipOuSJEmSJEnbKwgyHUFOssNKkiRJkiRJWcWClSRJkiRJkrKKBStJkiRJkiRlFeewkiRJkiRJ2l6BvUCtwaxKkiRJkiQpq1iwkiRJkiRJUlaxYCVJkiRJkqSs4hxWkiRJkiRJ2ysIMh1BTrLDSpIkSZIkSVnFgpUkSZIkSZKyircE6nMjCOD0/+1E3x4FxOvgt0+uYvnquobxg/Ys5+C921CfgGf+uo5/T6+iS8d8vn9CZ4IAVq2t4+6nVlMbT2ZwL3acAPjKPvl07xRQVw/P/DPOmo3N1ykrhu8dWcCvJsapq4eSQvj6/vkUFQRU1iSZ+FodFdUZCb9VJBJJfv7ES8xcvJzC/Hyu+tZh9OnSsWH8tamz+e2LrwEwrPcuXP71L5NIJrn5mf9j2oKl1MbrOfPwL7LfqMGZ2oUdLgjglCPb0qdbAfH6JPc9u54Va+qbrdOmNMaVZ3Tix79eSbzxJcXYYUXsMbKEu55at5Ojbn3t9xjN0Osu5M2DT262vOsRBzD4iu+TrKtj4YNPs/C+p4gVFzHmoZso6tqJuo0VvH/aJdSuWpuhyFtBEND55LMp7N2fZF2clff/iroVSxuG243/GuV77UcykWDdn56i8t9vEJSUsstZFxMUFZOsq2PlPTdTvz6HjpMgoP3xp1PQsx/UxVnzu99Sv2pZw3D5QUdROvaLkEyw4aWJVE95G4Du195N3cpU7mrmzmTDHx/LRPQ7XBDA90/sQf/eJcTrEtz+4GKWrqhtGP/y/3Tg8P07Ul8Pv//TCt5+fyPlZXnce90Q5i9Ovcm88e8NPPfK6kztwg4XBPCDk3vRv08J8XiS2+5fwJImOTlsv44cfkBn6uuTPP7H5bz1/oaGsZFhGZd+ry8n/mhaJkJvNUEAPzilNwP6pI6TWydskZP9O3HEAZ2pTyR57LllvPVeY05GhWVcelY/vnX+1EyE3iqCAM44rgv9ehYRr0vym8dXsGxVvGH84L3bcui+bUkk4KmX1jBpaiWdO+Rz3km7ALCpsp5bH1qeM9etkMrJud/ukzpG4kl+OWE+S5bXNIwfdkBnjjwwdYz87tllvDV5PR3a5XPZ2f3Jzw9Ysy7OTXfPo6Y2x3JyWh8G9iklXpfklnvmNcvJ4Qd25oiDupCoT/LoxKWNOTlnAAXpnNx41zxqahMZ3Atp23Zqh1UYhg+GYXjqdjxujzAMb0j/+ythGF6zw4PTpxKG4XfDMPxGpuPYHl8YWUpBQcAVdyzjsT+v5eSvNBYi2rXJ47AvteXKO5by83uW8c0jOpCfBycd2YG/vrGRq+5cxtTZ1Ry5X9sM7sGONbxvSPl9cgAAIABJREFUjPw8+O3zcV56p47D92xevx7cM+Db4wsoL2m8H3v/MXnMW57knj/HeWNaPYeOy62a99+mzKS2ro5HLjyF847en1ue+VvDWEV1Db989m/cceZxPHrhKfTo2J61m6r409sfUldfz0M/OpnbvncsC3OpEAGMHVZMQX7ANfeu5smXN/LN8c1fA6MGFXLxqR1pV9b87eRbh7fluEPa5uTt/AMuOJ1Rd19LrLio2fIgP5/hN1/GW4edxhsHnkSf04+naJfO9D3zG2z8cCZvHPAtFj36LIMuPztDkbeO0t33IigoYMm1F7LmqQfpdMJ3GsZipWW0O+QoFv/sQpbdfCWdvvldANp88WBqF81n6S8upeLtf9LusGMyFX6rKB79BYL8Qlbe8mPWP/c72v9vY2EzKCmlfL/DWXHLj1n562tpf+ypAOR17kbtwjmsvP1qVt5+dc4UqwD23q0tBQUxLrhuNg/8YRmnH9+9YaxD23yOPrgzF1w3hyt+OZdTj+lGfn7AoL7F/P2tdVx641wuvXFuThWrAPbZvR0FBTF++LOPuP+pJZzxjZ4NYx3a5XP0IV340bUfcfnNs/n2cd0pyE+dTLt0LODY8V3Jy8u9k+s+Y9tRWBhw/jUzue+JJZzxzeY5+eqhXfjhz2Zy2Y2zOO3rPZrl5JjDci8ne4wqo6Ag4LJbF/Ho86s49WudGsbat8njiP3acflti7jmN0s48ahO5OfDUfu35/V/b+TKXy1m4dJaDt47d65bAfYd257CgoDzro6474nFfO9bvRrGOrTL52tf7sr5P4249PqP+M7xPSnIDzjhqG68/M/V/OhnM5m/uJojDuySwT3Y8fYd157CghjnXjWDCY8v4swTt5KTq2Zw6S8+4vQT0jk5ujt//cdqfvjTiPmLqjnyoNzKScbEYrn7J5Npzeizf3rDgV0Aoij6YxRFP8lwPJ9n+wJFn7hWFhrav4j3ZlQB8NGCGgb2LmwYG9SnkGhuDXX1UFWdZNmqOH17FNJrl4KGx0RzaxjavzgjsbeGvt0CPlqc+jRl4cokPTs3Px0kk3Dfi3GqGj+koWv7gJmLUo+ZvzxJv11y6+Jw8uyF7DNsAACj+/dk6oLGLpH35ixmcI8u3PLM/3HqrY/QqU0pHduU8q/pc9ilfVvOuetJrnnsBfYbmTvdVQBD+hQwZVbqIJi9KE6/ngXNxhNJuOGB1Wyqav7J3KwFtTz0/PqdFufOVDlnAZOO+0GL5eXDBlIxewF16zaQjMdZ8/okOnxxHB33GcvKl/8JwMq//IPOB+69s0NuVcWDR1D5wb8BqJkdUdS/8TWQqKkmvmolsaIigqJiSKaOk9pF84gVlwAQKymF+rqWG/4MKxo4jOrpkwGonfcRhX0GNowla2qoX7OSoLCIWFFR6kUEFPYZQF77jnQ+9yo6nXUZ+V17ZCT21jBicBmTPky18EZzqhjcr6RhbMiAEqZ9VEFdXZLKqgRLVtTQv1cxg/qWMKhvCTdc0p/LzupDh3a59QHJiCFlvPtBqkNoxuxKBvdvzEk4oJRpH1UQb5qT3sUUFAT84JRe3PHwokyF3apGDinn3SmNORnSv7RhLBxQytSZTXKyvIb+vUsoKAg499u9ueOh3MvJsIElTJ5eCcDMeTUM7N14DTq4bxEz5lRTVweV1QmWrYzTr0cRcxfXUFaaB0BpcYy6+tzpJAIYEZbzTrrbcPqsimbHyNCBZUyduanhGFm8rJr+fUq469FF/N/rawgC6NKpkLUb4tva/GfSyLCcd95PXW9Nn1XBkAFlDWNDB5XxYTonFVX1LF5ew4A+Jdz18EJeeW11OicFrF2fWzlRbvnEd/8wDPcHrgTiQH/gbeBa4DlgFVAFfBm4DTgISAKPRFF0QxiGAXALcCSwBMgDXg3DsB/wahRF/dLPcTVAFEVXh2H4TeCK9HbeAS4CrgHKwzD8MbAY2D+KolPDMNwLuB0oTsfyvSiKZoVh+Go6zi8BXYAfRFH04sfsY0fgPmAoUAP8KIqiv4VheGR6X2PAnPT2l4dhOA94HDgEqAN+BlwADAYuiKLoyTAMH0zn5gtAW+BnURQ9EoZhz/RztQd6AA9GUfSTdOfZeKAjMAB4OYqis8MwfAT4RxRF96ZjfRW4JIqit7axL32BB4CuQCVwehRFU8Iw/HY6xiQwCTgniqJNYRgmoygK0o89tUlu5wGPpP9vy4CTgQ7AV4ADwzBcCnwD6AQMAi4FLo6iaN8m29oziqKztpX3na2kOEZldeMv1YlEqmCcSEBpUfOxqpokpcUx5i2pZdyIEv7+bgXjRpRQVJg7BZqigoDqJi3RySTEgobfnZi1pOVFztLVSYb1ibF0dT3D+sQaPt3MFRXVtbQpaazH5sVi1NUnyM+Lsa6ikndmLuDJy06jtKiQU299lNH9e7JuUxXzV6zhjjOPY9Kshfzk0T/zwA9PzOBe7FjFRTGqqpscJ01eNwBTZ9du9XFvfVjN0H6FWx37rFs28WVK+vZssTy/bTl16xvvq63fWEFBu/Jmy+s2VpDfrs1Oi3VniJWUkKisaFyQqG92kNSvWUmv6+4iiMVY96enUqts2kjJyN3o9fPfECtvw5LrLslE6K0mVlxCsqqy4edkovkLp37darpdcSvEYmx8eWJq2fq1bHx5IlWT36RwwFA6nvIDVtx0WUbi39FKS2JUVjXeSpxIJBvff4vzqGhS8K6qTlBWGmPR0hoenb+c96ZVsP9e7TnrWz247jcLMhF+qygtyaOiWU6aXJNsMVZVnaCsJI/vn9SLp19cyeq1ufnLZWlJjIrKrV+nlW2Rk8rqBGWleZxzci/+8MKKnMxJaXFAZVXTfDS+bra8pq2qSVBaHGP1ujpOOqoTXxpbTkF+wO9fXJOJ0FvNlsdBi9dNZcvXDaTWufsXwyksiPHoxKUttvtZtuV+Nzu/bpmTqvqGgmYsFnDP9amcPPJMbuVEueXTdljtA5xHqqBTDBwBhMCJURQdApwJ9AZGA3sAx4RheARwDLAbMAI4jlRhY5vSxZxbgUOjKBpBqsC1L/AT4I9RFP28ybqFwO9JFV52BX5Lqoi0WWEURXsDPyRVdPo4PwNmRVE0DDgJ+HkYhl2Bu4GvRlE0Gngd+HWTxyyLomgcMJ1UseZQ4ESg6dXlQGBv4EDg5jAMu5Eq8jweRdFewCjg/DAMO6fX34dUzkYDR4VhOAq4Px3T5mJUl20Vq9J+AzwdRdFI4GrgivR2fgzsF0XRKKACuOoTcgKwOoqiPUjl9vIoil4B/gj8JIqil5qsMyy9vHsYhps/Rj4ZePBTPMdOU1WdoKSoscASBI2/dFfWJChuMlZSFFBRleDhP65l3IhSLv/uLiSSsLGifsvNfmbVxJMUNWmWCZoUq7bl1Sn1dCgPOG18Ae3KAtZX5NYnd2XFhVTUNBZgEskk+Xmp02T7shJG9O1O57bllBYVMnZQb6LFK2hXVsJ+IwcRBAHjBvdh/orcujis3uK10fR1o+bqNmwiv03jJ5t5bcqIr9tI3YZN5KWX57cpo27dhm1t4jMpUVXV0C0FQNBYmCkdNZa89h1ZeNF3WHDBtyndfS+K+g+hw9HfYN0LT7Pox2ez7KYr2eWc3CjMbJaoriIoapqTxhdO8YjdiLVtz9Krvs/SK8+iZPQeFPQdRHzBbKqmvAtA7ZwZ5LXvuLVNfyZVViUoKc5r+DkWBI3vv9X1lBQ3Xo6WFKeKFu/PqGDK9FQh9I1/r2dgn9zpcAaorKqntElOml2TVNU3y1dJcYx4fZKRQ8r41le7ceOlg2hTnsdlZ/Xd2WG3qtRx0ngsNDmVUFFVT2mTsdLiGHV1CUaG5Zz4tW7cdHkqJ5d/v99Ojrr1VFYnm+UjFmt83aSuaZu8bopiVFQlOOXoTtzxuxWc/4uF3P/0qob5rHJFxRavjabHSOp1s+W5JHXdXl8Pp188jVsnzOeSM/vtzJBbXWVVPaUlTc8lQbOcNB0rKcljU0NOknznoqncOmEel5zdf6fGLP0nPm3B6h9RSpJU182BwIooiualxw8k1SlUH0VRJfA7Ut1W+wPPRFEUj6JoJfDCJzzP3sDrURQtAoii6KQoip7dxrpDgLVRFL2TXvcpYFAYhu3S439J//0hqa6lj7Nfer+IouiDdKFrD+DtJvt4T3qfNtvcsTUf+HsURXXpf3doss4D6X1fRKrg9cUoim4GFoRheCGp7rBCUh1MAP+KomhjOodz0nG/CvRId6WdDDz8H+zLC1EUfT297PkoijZPALHlvmzLp8nhW+nnSgIPASeGYdgH2OUTCms7XTS3ht2GpVqHB/cpYsHSxsLErAW1DBuQmqunpDig5y6FLFwWZ/SQYp56eR3X3bucZBKmzMydGcbnL08ypFfqFNC7S8CyNZ9cfOrfLcbkWfXc/5c4azclmb88tyoXuw3oxWtTZwMwZW7qFsDNhvXuzqylK1m7qZK6+gRT5i5mQLfO7DawF/+clnpMtGg53Trm1nwRMxfE2XVwqutsYK8CFi7PvU+xd5RN02dTNqgvBR3aERQU0OlL41j75mTW/OvfdB2/HwBdxv8Pa16flOFId6yaWdMo3XUcAEUDQ2oXzWsYS1RWkKytJRmPk4zHSVRWECsto75yE4l0B1L9xnWp2wJzSO2cGRSP2B2Awn6DqVvS2BmUqNxEMl4LdXGoi5OoqiBWUkrbw4+j/IDDASjo2Ze6NasyEntrmDargnGjUp2F4YAS5i1ufC+dOaeKkUPKKMgPKC2J0bt7EfMWVXPeqT3Zd1zqkm7XYeXMml+Vkdhby7SPKvjC6NT7xdCBpcxb1JiTaE5lKicFqZz06V5MNKeS0y+dwcXXz+Li62excVM9v7hrfqbCbxVTZ25ijzFNcrJwi5yE5Y056VHMjDmVfOfi6Vx03Swuui6Vk+vunJeh6He8GXOq2H146tw4pF8R85c0ztHw0fwahg1MXbeWFsfo2a2QBUtr2VSZoLI6VZBYs6GOstLPyuwvn87UmZvYM32MDBtUxtyFjeeFGbMrGDW0TeMx0rOEuYuq+MGpvdl1eDkAVdX1n/jh7GdN6nWTOle2yMmsCkalXzdlJXn06VHM3IVVnHtaH3YdnjonV1YlSOZaUpRTPu2EAE0nl4ilf67aYllTQXrbyfS/t9zOlssLSN1yGE+PARCG4cfNALe1M3BAqisLYPO73JbPtTVbPu/QrWx/8z5t1vQ+mG1NvtEib2EY3kLqlr/HgGeBg5vE17QakgSCKIqSYRg+RKoz63hSnVyftC+b9yMAhn3SvoRhGKQLTgVbrPdpctj0OHiQVJGrmk8urO10b39YyeghJfzsB90IgN88sZoj/qcty1bHmTS1ihf/uYGffr8bsQB+/8Ja4nVJlqyMc9bxnYnXJVm0LM59z+TOpK/T5iUY1CPG944sIAjg6X/Use/IPFZvSDJjwdYLUSvXJThuv9RhsqEyyTP/zK15Zw7cNeSNGfM4+ZaHSSaTXHPikTz8f2/Tp0sH9h89mHOP2p+z7nwCgEN3H8rgHl3o26UD1z7xEife/BDJZJIrTxif4b3YsSZNr2bkwEKu/G4nAuDeiesYv08Zy9fUMXlGzSc+/vOgxwlHkldeysIJTzLtouvZ44X7CGIBCx98mpolK5h/9+OMuf8G9n71MRK1cd476YJMh7xDVUx6g5IRu9HjxzdBELDyvtto9+WvEl++hMr33qZm+K70uPIWSCap/mgqVVMnU7t4Pl2+fS5tDzycIC+fVQ/ckend2KGq3n+boqGj6fKjayEIWPvonZQfeCR1K5dR/cG7xOfPpuuF15FMJqmdPYOaGVOonT+bjqecS8mIsSQT9ax99M5M78YO869/b2C34eXcfPkAAgJuvX8RXzu0M0tW1PDWext57pVV3HTZAIIg4OFnlhOvS/LAH5Zx/rd7ccQBHamuSX2zYC55fdJ6dh/RhluvGAwB/HLCAv73y11YsqKGNydv4Lm/ruSWywcTi8GDTy8lnkPf9LYtr09az+4j23LrTwYTEHDLvfM5ZnwXFi9P5eTZl1fyyysGEwsCHnhqSc7n5K0pFewalnLdD3sSEPDr3y3nqAPas2xlLe98WMmf/76en5/XkyAGj/1pNfG6JBOeXsl3j+1CLJa6bL/3qZUZ3osd6/V31zF2VFtuuyokCODmu+dxzGFdWbK8hjf+vZ6JL63g1itDghg88ORi4vEkz760gvNO68uJX4NkIskdD+TOrcUAr72zjt1HteX2nw4lAG66ex7HHL4LS5ZX88akVE5uu2ooQdCYk4l/WcH53+lL8n+TJJLwq/tzKyeZkszFbxrKAkEy+fEn+/QcVs+Rmvh8KfAH4CXgsiZzUJ1DqsvqOFITcv8duA5IkJqD6iCgFHiP1K1oE4FFpAo3G4B/Ac+T6vx5BxgbRdGyMAwfJdVhVA2Mj6LoxM3zLAHfAz4Cjomi6J0wDL8O/DiKol3T8zxdHUVRi/mytrGPtwMVURRdni5W/QXYMx3v3lEUzQvD8GJg3yiKjk7P77R/evnV0DD/VsNzpeewKgO+DvQB3gRGAv8PODOKon+lb5v8E6lbJb+U3uap6Zia7kNv4DVgahRFh3/C/9dzwJ+jKLonDMND0vk+O53zL0RRtCYMwzuBuiiKzgvDcCVwADCV1G19q5vMYbV5H/dPx7J/GIYTgDejKJqQ3sdXoyh6sMnz/5XUXF77RFG05ONiberrF8zL7auO/9Cg4d0/eaXPkZ/0efyTV/qcOeMfX850CFnn+Ov3z3QIWWXYt3LrCwB2hMLykk9e6XPmjEq/x6ap+vrcufV/R7H7oqXyDrk1F+GOsHF1bn7RyvbyddPSK4+Py+mKTtXfHsnZ//SSA0/K2P/dp+0TXUKqY2YaqUnPX9li/G5SBaj3gcmkbj+bGEXRc6QKTh+SKoZMA4iiaD1wI6ni1CukJkgnXeA4D3gpDMMPSXXvPJAe3ysMw+s3P2EURTWkOo5+nV73nPTP2+MqYHAYhu+Tup3xpCiKlgNnABPDMJxKqkh25n+43VLgXeDPwBnpW/J+ATzSJOZ3SU1mv01RFC0EFvDp5oQ6h9QcYu8BP00/75T08/49DMMZpCZ8vyK9/qWkimZvANGn2P4rwOVhGB67jfHfA9P+k2KVJEmSJElSU5+2w+rqKIr23xkB5YqtdR9t53YCoDuprrWR6UJdVgrDMJ/U/FlPRVH0zH/yWDusmrPDqjk7rFqyw6olO6yas8OqJTusWrLDqjk7rFqyU6QlO6xassOqOV83Ldlh9dmVyQ6rTzuH1WdeGIY/BE7ZytCST7rNLsOOAe4CztpcrArD8CbgkK2s+24URafvzOA2SxfWlgB/JTU3lyRJkiRJuS/IrS85yBafWLCKouhVUrfDfaZFUXQrcOtOfL5Td9B2/kBq3rCmyy7aEdvekdKTtnfNdBySJEmSJOmzzzKgJEmSJEmSsooFK0mSJEmSJGWVz80cVpIkSZIkSTucc1i1CrMqSZIkSZKkrGLBSpIkSZIkSVnFgpUkSZIkSZKyinNYSZIkSZIkbadkEGQ6hJxkh5UkSZIkSZKyigUrSZIkSZIkZRULVpIkSZIkScoqFqwkSZIkSZKUVZx0XZIkSZIkaXsF9gK1BrMqSZIkSZKkrGLBSpIkSZIkSVnFgpUkSZIkSZKyinNYSZIkSZIkba8gyHQEOckOK0mSJEmSJGUVC1aSJEmSJEnKKhasJEmSJEmSlFWcw0qSJEmSJGl7xewFag1mVZIkSZIkSVnFgpUkSZIkSZKyigUrSZIkSf+fvfuOk6I+Hzj+2euF3tvRYUCQYkHFAmKviS1qYu89JnbFYMUGKjGG2LvGFnuNUWLEjvQy9A7SROD63u7vjz0PDiwJP+52PT/v18uX7Hxn5p753sze7rPPPCtJUkqxh5UkSZIkSdJWikciyQ6hTrLCSpIkSZIkSSnFhJUkSZIkSZJSigkrSZIkSZIkpRQTVpIkSZIkSUopNl2XJEmSJEnaWhFrgWqCsypJkiRJkqSUYsJKkiRJkiRJKcWElSRJkiRJklKKPawkSZIkSZK2UtweVjUiEo/Hkx2DxEfTCj0RN7HDJ7clO4SUMuPp95MdQspp0qlpskNIObFoRbJDSCnTn5qV7BBSzl4jDk12CCkno+9OyQ4hpcTT/Sx3cxW59ZMdQspJn/p5skNIOWl5+ckOIaWUd+iR7BBSTv0Bh0SSHUNN2vDpq3X2/Wy9XQ9P2u/ONKAkSZIkSZJSigkrSZIkSZIkpRTrniVJkiRJkrZWpE7f8Zg0VlhJkiRJkiQppZiwkiRJkiRJUkoxYSVJkiRJkqSUYg8rSZIkSZKkrRSPWAtUE5xVSZIkSZIkpRQTVpIkSZIkSUopJqwkSZIkSZKUUkxYSZIkSZIkKaXYdF2SJEmSJGlrRSLJjqBOssJKkiRJkiRJKcUKK0mSJEmSJP2/BEHwW2AokAncHYbhvZuNB8B9QGNgOXBcGIbf/ND+rLCSJEmSJEnSVguCoC1wM7AH0A84KwiC7TYZjwCvAreGYdgXGA9c+WP7tMJKkiRJkiRpa0Xqbi1QEASNgEbfM7Q2DMO1mzzeF3g/DMM1ldu9ABwN3FA5vgNQGIbh25WPh//AfqvU3VmVJEmSJEnS/8fFwLzv+e/izdZrAyzb5PEyoN0mj7sCy4MgeCgIgq+A0cCGH/vBJqwkSZIkSZL0fe4GOn3Pf3dvtl4aEN/kcQSIbfI4AxgMjA7DcAdgLnDnj/1gbwmUJEmSJEnSFipv+1v7kyvCYmDPTR63ApZu8ng5MCsMwy8rHz8DvPBjOzRhJUmSJEmStJXikUiyQ0gF7wHXBUHQHCgEjgLO2mT8Y6B5EAR9wzCcCBwGjPuxHXpLoCRJkiRJkrZaGIZLgGuAD4AJwNNhGH4eBMGbQRDsFIZhMXAE8EAQBFOBIcAlP7ZPK6wkSZIkSZL0/xKG4dPA05stO3iTf38GDPhv92eFlSRJkiRJklKKFVaSJEmSJElbK2ItUE1wViVJkiRJkpRSTFhJkiRJkiQppZiwkiRJkiRJUkoxYSVJkiRJkqSUYtN1SZIkSZKkrRQnkuwQ6iQrrCRJkiRJkpRSTFhJkiRJkiQppZiwkiRJkiRJUkqxh5UkSZIkSdJWikesBaoJzqokSZIkSZJSigkrSZIkSZIkpRQTVpIkSZIkSUop9rCSJEmSJEnaWvawqhHOqiRJkiRJklKKFVb6xYjFYjx53y0smj+TzMwsTj7/Wlq2br/FOqNuuoj+AwYz+MCjq5Z/9en7fPnxe5z1x+G1HXaNicXjDH93HDNXriUrPY0/Hbgz7RvXByD8+hvueH981bqTl67mziP2YPfOrQEYt2gF17z+KW+fe3hSYq8xkQgFv7+E3C5diZeVs3DkrZQuXVI13PK439F4732pKCrk62efZt2nH5PRuAkdr/4TaZmZlK9ezfzbbyZeWprEg9jGIhGa/u4cMgs6QrScVY/9heiK5VXDDfb/Nfm77AmxON+++QJF4z+l4UFHkdu7PwBpufmkN2zMoktOSU7821okQrOTziOroBPxaDkrH/4z0RXLqoYbHngE9XYdRDwWY+3rz1P01SdEcvNoee7lRLJziEejrLx/BBXfrk3iQdSMRgP60GP4pXy670nVlrc4ZG+6DT2feDTKokdfZNFDz5OWk02/x+4gu0VTousLmXjaFZSt+iZJkdeECNlDjiS9WRviFVFK3nuO+LerAUhr1obsQb+qWjO9VQeKX3+EjA49SGveJrF1XgMoLabouT8nJfptLRaLMfyZN5i56GsyM9MZduLhtG/RtGr8oymzuO/1MQD0aN+aq48/hEgkAsC85Ss58ZYH+deIS8nOzExG+DUiFosx/KnXmLloOVkZ6fzp5CNo33KTOZk8k/tfex+AHu3bcNXvDqOkrJyrHniOdYXF5GZlceMZR9Okfn6yDmGbi8Vi3PrI88xauJTMzAyuPeM4Clo1rxofO2EaD/zjbQB6dGrHFaccQ2l5Odf+9Qm+WbeBvJxsrj/nBBo3qJesQ9imYvE4w9/+nJkrKl+nHbwr7Zt89zptDXf8c1zVupOXrOLOowcRtGzMNa+MpbwiRrN6uVx/2G7kZtadt3uxWJybX/uImctXk5WezrAj9qJ904YAzFi2ijve+KRq3UmLV3D3b/dn9+4FADz58WRWrS/i4gN2SUrsNSUWi3HrYy8mrpuMDK494zcUtNzkupk4nQdeegeAHh3bccXJR1U9v37w5STe+3wiN593YlJil/4bVlj9DARB8GgQBFcHQfDmNthXwyAIXtpGcbX5oZiCIIhvi5+xLY3/7APKy8u45rbHOOrEC3nukbu2WOelp++lcMO6asuefvAOXnzyL8TisdoKtVZ8MGsJZRUVPH7Cvlw0qA93fjChaixo2ZgHjx/Cg8cP4dj+3RjSvV1Vsmr5uiKe+CIkGku5X/H/W6Pd9yQtK4uZF57Dkgf/RttzLqgay+nUmcZD9iO84GxmX/5H2pxyOpHsbFodfwJr3n2bmRefT8mC+TQ/9Fc/8hN+fvL670IkM5Plt1zBNy8+TpNjTqsaS8vNp8E+h7Js+BV8fdcwmhx3OgDfvvUiy+8YyvI7hhL9ZjUrHx6VrPC3ubwddiWSmcnSmy5lzfOP0rTymAHS8vJpuN9hLLnxUpaPuJamvz0TgPp77EvZ4gUsu+VKCj//Dw0POipZ4deYzpecwfb33URaTna15ZGMDLYbcRWfHXQanww5kfZnHEt2y2Z0OOd41k+ZySd7/47FT75M16vPS1LkNSOjS28i6ZkUPXcPpWPfIHvPjcn92KqlFL84muIXR1M+cSzROZOpWBBS+uErieUv3QdlxZT867kkHsG29cGEGZSWR3n8yjP4/RH7cucL71aNFZaUcteL7/LnC37LE1eeSZumjfhmQxEAG4pLGPn8u2RZeiWwAAAgAElEQVRmpicr9BrzwfjplJVHefzqs7noqAO48/m3qsYKS0q5+/m3GXXhiTx+9Tm0adqYbzYU8Y8Pv6RnhzY8fMWZHDBgex6sTPLVFWPGTaasPMoj1/+BC489jLueerlqrLC4hFHPvMLdl53Fozf8kdbNmrJ2fSEvvDeWrgVtePBPv+eQPQfw0MvvJPEItq0PwkWURWM8fvIBXLR3f+7811dVY0HLJjx4wn48eMJ+HLtjd4YEBezepQ2PfDKVQ/t05uGT9qdzs4a8OH5WEo9g23t/+nzKohU8cfav+f0BAxj51qdVYz1aN+OhMw7joTMO49hde7HPdh3ZvXsBJeVRrnr+fZ79bGoSI685Y8ZNoawsyiPDfs+Fxx7CXU+/WjWWuG5e4+5LzuDR6y6mdbMmrF1fCMCIJ17iL8+9SawOvp5X3WLC6udjaRiGB2+D/TQG+m+D/RCG4baKqVbMmj6B3v0HAtAl6MP8OdOqjX/58XtEImlsv8PAasu79ujDiWdfVWtx1pbxi1cysFMiCdWnTTOmLd+yuqG4LMrosVO4fJ8dACiNVnDzu19y9X471mqstSV/+z6s++IzAIqmTyUv6FE1ltO+IxsmjideXka8vIzSxYvJ7dyVxX/9M2veewciETJbtKD8m7pUJQLZXbejeEqi2q507kyyOnatGouVlRBdvYK07OxE9dBmL3rydtiVWNEGSqaOp67I6daLosmJNw2lc0KyO3WrGouVllC+amXVfFCZ5C5bPJ+0nFwA0nLzoCJa+4HXsKK5Cxl3zIVbLK/XswuFcxYSXbuOeHk5a8aOo/EeO9Fk4I6sfPc/AKx8+0OaDdmttkOuUeltOhFdMAOA2PKFpLcs2HKljCyydj2A0jEvV1uc2XcPogtmElu9fMttfqbGz17I7r0Szx19OhcwdcHSqrGJcxbRrW1LRj7/Lqfe8TBNG9SjSf184vE4Nz75Ghf+eh9ysupOZdV3xs9ewMDeieePPl0KmDZ/YzXvxNkL6dquJXc+9xan3fYATRrk06R+Pr/bbyBnHDIYgGVr1tK0Qd2prgKYEM5lt749Adi+W0emz1tUNTZp1jy6FrThrqde5owbRtG0YX0aN6jHxHAuA/skttm9b08+nzIzKbHXhPGLVzKw8sPCPm2bMW3Z6i3WKS6LMvrDSVy+/04AXLrvjhzSuxOxeJzl64tomp9TqzHXtPELljOwWzsA+hS0ZOqSlVusU1RWzuh/fckVh+wOQFm0gsP6deeMQdvk7U/KmTBzHrv1Sbxe3b7r5tfNfLoWtOaup1/ljBvvqbpuAPp068hVp9S9D9CSKR6J1Nn/kqnu1IjWIUEQRICRwKHAUiAdGBMEwfwwDDsGQfAo0BToClwOLAfuAvKAVcDZYRjOC4KgH3Bf5fI1wO+APwNtgiB4KQzDI4IgOBW4BIgD44ALwjDcEATBSuBLoDWwcxiG5d8TZ0dgTGVMHYEngXrAp5uvmwpKigvJy9tYJp6Wlk5FRZT09AwWL5jNZx++xbmX38Frz91fbbsBexzAjClf1na4Na6wtJx62RvfBKRHIkRjMTLSNuaxX5o8l/2CAhrnJaombv3nOE7aOaBF/bxaj7c2pOflU1FYuHFBRQzS0iFWQcm8ObQ6/gTScnOJZGaS36s36W9UfoqVlkbPBx4lLTOb5Y8/kpzga0habh6x4k3mJBaDtLTE/4HoN6toc8NfiKSl8e1bL1bbtuFBR7PygRG1GW6NS8vNJVa06XxUVJuPijUraTd8NJG0NNa+/nxilQ3rye3dn3Y3/5W0evVZOvyKZIReo5a/9C65HdpusTyjQT2i366velyxvpDMhvWqLY+uLySjYf1ai7VWZOUQLy3Z+DgeSzRj3aRSN7PXAKKzJxEv2eR8Sksna/vdKPx73alKhETFUL3cjW+c0yMRohUVZKSn882GIr4I5/Hs0HPIy87i1BGP0LdzO978fDJ7bt+doKBVEiOvOYXFm81JWlrVnKzdUMiXM+bx92Hnk5edxWm3PUjfLu3p0KoZ6WlpnDXiIWYt/pq//fHUJB7BtldYXFJtTtLSNp4na9cXMm7aLJ4afjl5OdmcccMotu/WMbFNXmKbvJxsNhQVJyv8ba6wtJx6OZu8Tkv7ntdpE2ezX88ONK6cg0gkQrQixrEPvkFZRYyz9uhd63HXpMLSMurnZFU9Tk9LHG9G+iZzMi5kv96daVyZrGuQm83Abu145auw1uOtDZteAwBpmz6XrC9k3PTZPHXTJYnr5qa/sH3XDnRo3YL9d+3Pl9NnJzFy6b9jhVVqOopEFVQv4BgSianNrQ7DsCfwDvAg8NswDHcgkeh6oHKdp4AbwzDcHvg78HvgIhLVWkcEQbA9cA0wqHKdQmBY5bbNgNvCMOz3fcmq7/EX4NEwDPsBY//nI64FObn5lGzyxiAej5GensjZfjLmdb5Zs5IRfzqbse+/xruvPsnkr1LyMLaZ/OxMiso2/mpj8Xi1F0EAb01bwBF9OgOwYn0x4xev4r6Pp3LGM+/zbXEZV7z6ca3GXNMqigoTFTDfSYskEhJAycIFrHzlRbreMpJ251xA4YxpRL/9tnLDCqafdiIL77qdDlcOTULkNSdWXESksjoIgEikKjmT23tH0hs2YcmVZ7H48jPI67cLWZUVR5mtC4gVF1brd1UXxIqLq6qlgEQSonI+8rbfkfRGTVh02eksvORU8nbYlexO3Wn8q+NZ++aLLL7mPJbfcS0tL6h7FZs/JLpuAxmb9NhJr59P+dr1RNdtIL1yeUb9fKJr1/3QLn6eykqIZG16e2SkWrIKILPHDpRP+azasvT23YgumQtlJdQl+TnZFJZs7O0Xi8fJSE/c5tcoP5deHdrSrGF98nKy2aFbB2YsWs6bn03ipbFfcfrIR1j97QbOvfuJZIVfI/Jzsyn6gTlpWC+PXh03mZPuHQkXbeyVd/+lp/PwFWdy6einaz3umpSfm1NtTuKxTeckn+06t6dZowaJOenRhZkLlpCfm1N1bhWVlFIvP/d79/1zlJ+dSVHpxorc732dNnU+R/TrUm1ZZnoa/zj7MIYeNIBrX/2EuiQ/O4vC0k1fu1ItWQXw5sRZHLljj803rbN+9Lqpn8d2nQo2XjdBZ2YuXPpDu5JSkgmr1DQY+EcYhuVhGK4Evq9P1HevcrsDXYBXgyCYANwGdA6CoBnQOgzD1wHCMBwdhuFlm+1jEPBaGIbf1RjfD+zzPT/jv4352cp/PwX8N0muWtW1Zz8mjUskoeaEk2jbfmMe8JiTL2bo7Y9z+U0PsPuQw9j/8BPYfofdkxVqrejXthkfzU28AJ60dBVdmzesNr6+tIyyihitGiQSOC3q5/LymQdX9bZqmJvFbYcP3GK/P2eFUybTcJddAcjr2YvieXOrxjIaNiKjYSNmXnwei+4dRVbzlhTPn0vBRZdQr1+izLyiqAjidasXQOns6eRtn7gFNLtzd8qWLKgaixVtIF5eSjxaTjxaTqyokLTcRBIiZ7u+FE8e9737/DkrnT2NvL6JWy+yuwSULZ5fNRYrKiReVka8vJx4eeV85OVTUbSBWHGiJ0/F+rXVk6J13Ibpc8jv2oHMxg2JZGbSdM+d+ObT8az5+CtaHDgIgOYH7sWasXXrXKlYNo+MjonblNJatSe2eln1FbJyID2D+IbqzfczCrpTMX9GbYVZa/p1bc9HUxK9dCbNTdwC+J2eHdowe+kKvtlQSLSigslzF9OldXNeu+n3PHTJqTx0yak0bViP0RfXrabA/bp24KPJidvXJs1ZRNdqc9KW2Uu/5pv1383JIjq3acFDb/6b1z9J3GKdm51JWlrdehnft3snxk5ItGuYPGs+XQvaVI317FTAnMXLWLt+Q2JOZi+gU9uW1bYZO3E6/YMu37vvn6N+7Zrz0ZxEcmHSklV0bd6o2vj6kjLKojFabXJr6PC3P+eL+YkPivKzMklL8q0821r/Di35aGbilrdJi76mW8sm1cbXl5RRHo3RqlHdaLz/3+jbvSNjJ0wHYPLsxC2A3+nZsYA5i5dXv27atPyhXUkpyVsCU1Mc2PQvzPc1PPmu5jkdmFtZ2UQQBOlASxIJo6p3zkEQ5ABtgE0/4t38lU6ETc6JMAz/l7rq+Cb7iwMV/8O2tWKHXfZm2oRPGX7lKcTjcU678DreeeVJWrYuoN+AQckOr9YN6d6OT+d/zclPvkccuP6gATzxRUhBo3oM7taWhWvW06aO9cf4KWs/+pD6O+5M9z+PhkiEBbcPp8XRx1K6ZDHffjKWrNZtCO59gHi0nCX33QuxGCteep72F18GJ8aJx2IsGjUy2YexTRWN/5Tc7frR6srbIAKrH/kzDfY7nPIVyyme+Dll8/rS+uo7iMdjlM6aTsm0RPP+zJZtq/5dlxSO+4TcXv1pc80dEImw8qG7aXjAryn/eilFEz6ndLu+tLl2JMTjlMyaSvHU8ZQtWUDzUy+iwZCDiaRnsOqRe5J9GDWuzXGHkl4vj0UPPse0y25lwJsPEUmLsOjRFylduoIF9z1Dv4dvY7cxTxMrK2fCiZckO+RtKjp7Cuntu5N3zIUQgZJ/Pktm/72IrV1NxbyppDVuTmzdlv3u0ho3p3x63bsFfUi/Hnw6fQ4n3fYgxOH6U37FE//8mIIWTRjctwcXHbEP5416EoD9d+xVLXlTVw3p35NPp83m5FvuIx6H6089kifeHZuYk349ufDI/Tn/rscA2G/n3nRt25LG9fL508Mv8vJ/xhGLx7n+lCOTfBTb1t479eGzySGnXXcX8TgMO/u3PPnmBxS0bMagHbfn/GMP44JbRwOw76796VrQhnYtmjHsb09x+vV3k5mRwU3nn/QTP+XnY0hQwKfzlnHyY+8kXqcdsitPfDadgsb1Gdy9XeJ1WqPqr9OO3yng5rc/5/6PppAWgasO3Dk5wdeQIT078cnsJZx03yvEiXPDkYN5fOwk2jdpwOCeHVmwai1tGv9yklUAe++4PZ9Nmclp1/+ZOHGGnXkcT741JnHd7NCb839zCBfcnmh3su8ufasltKSfg0i8jlUD1AVBEPwKuIxEtVMeMIHErXrXbdLDakwYho8GQZANzAGOD8PwP0EQnAn8LgzDwUEQTAQuC8Pw3crlg4ArgU/DMGwXBEEf4CUSParWBEFwLxANw/D3QRDEwzD80Y9lNuth9RLwXhiG9wZBcBTwwk9tv6mPphV6Im5ih09uS3YIKWXG0+8nO4SU06RT059e6RcmFk25PHlSTX+qbn071Law14hDkx1CysmorBhUQjzdz3I3V5Fbx3rMbQPpUz9PdggpJy3vl/Uh508p7/DLuS3xv1V/wCF1q+RvM2sm/afOvp9t0mfPpP3u6lYtcR0RhuErwBhgCvAqMO1H1i0l0edqZBAEk4CTge++Z/0E4E+VtwoeSyIJ9jWwMAiCD8IwnATcAvw7CIIZQCNgaxvwXAAcVZkkOxhY/xPrS5IkSZIkfS8rrJQSrLCqzgqr6qyw2pIVVluywqo6K6y2ZIXVlqywqs4Kqy1ZYbUlK6y2ZIVVdVZYbckKq5+vZFZY+VdZPyoIgi7Aiz8wfEYYhnWv2YYkSZIkSUoqE1b6UWEYzgH6JTsOSZIkSZJSUh37Vs5UYQ8rSZIkSZIkpRQTVpIkSZIkSUopJqwkSZIkSZKUUuxhJUmSJEmStJXiEWuBaoKzKkmSJEmSpJRiwkqSJEmSJEkpxYSVJEmSJEmSUoo9rCRJkiRJkrZSnEiyQ6iTrLCSJEmSJElSSjFhJUmSJEmSpJRiwkqSJEmSJEkpxYSVJEmSJEmSUopN1yVJkiRJkrZSPGItUE1wViVJkiRJkpRSTFhJkiRJkiQppZiwkiRJkiRJUkqxh5UkSZIkSdLWikSSHUGdZIWVJEmSJEmSUooJK0mSJEmSJKUUE1aSJEmSJElKKfawkiRJkiRJ2kpxa4FqhLMqSZIkSZKklGLCSpIkSZIkSSnFhJUkSZIkSZJSij2sJEmSJEmStlI8Ekl2CHWSFVaSJEmSJElKKSasJEmSJEmSlFJMWEmSJEmSJCmlmLCSJEmSJElSSrHpuiRJkiRJ0laKR6wFqgnOqiRJkiRJklKKCStJkiRJkiSlFBNWkiRJkiRJSin2sFJKiMWTHUFqSatXL9khpJSGbRsmO4SU0+qw/ZIdQspZ9c9/JzuElLLXiEOTHULK+fDS15MdQsrZ87MDkx1CSinJaZzsEFJORrQ42SGknIo+eyQ7hJRTmN882SGklPRYNNkhpJz6yQ6ghsWJJDuEOskKK0mSJEmSJKUUE1aSJEmSJElKKSasJEmSJEmSlFLsYSVJkiRJkrSV4hFrgWqCsypJkiRJkqSUYsJKkiRJkiRJKcWElSRJkiRJklKKPawkSZIkSZK2UjwSSXYIdZIVVpIkSZIkSUopJqwkSZIkSZKUUkxYSZIkSZIkKaWYsJIkSZIkSVJKsem6JEmSJEnSVopj0/WaYIWVJEmSJEmSUooJK0mSJEmSJKUUE1aSJEmSJElKKfawkiRJkiRJ2krxiLVANcFZlSRJkiRJUkoxYSVJkiRJkqSUYsJKkiRJkiRJKcUeVpIkSZIkSVspTiTZIdRJVlhJkiRJkiQppZiwkiRJkiRJUkoxYSVJkiRJkqSUYg8rSZIkSZKkrRSPWAtUE5xVSZIkSZIkpRQTVpIkSZIkSUopJqwkSZIkSZKUUkxYSZIkSZIkKaXYdF2SJEmSJGkrxYkkO4Q6yQorSZIkSZIkpRQTVpIkSZIkSUopJqwkSZIkSZKUUuxhJUmSJEmStJXiEWuBaoKzKkmSJEmSpJRiwkqSJEmSJEkpxYSVJEmSJEmSUoo9rPSLEYvFeOr+W1g8fyYZmVmcfN61tGjdfot17rn5IvoOGMzgA46mrLSEh0YNZd23a8jJzee0C2+gfsPGSTqCbSsWi3Pz6x8zc/lqsjLSGfarPWnftAEAM5at5o63Pq1ad9Lildx9/L7s3q0dAE9+PIVVG4q5eP+dkxJ7jYlEaHbyeWS370S8vJwVD/2Z6IplVcMNDzqS+rsOIh6Psfa15ygc9wlpuXm0PO8KItk5xCuirPjbCCq+/SaJB7FtxWJxbn5pDDOXrUqcJ0cPoX2zRlXjH82Yz9/e+xyAnm1bcPWvB7GuuJSrn3mXDaVlNMrL4U9HD6FpvbxkHcK2FYnQ6NgzyGzbEaLlrHnqb1SsWl41XG+fw8jbcQ+Ix1j3zkuUTErMTeub7iO6MnEulc6bybpXn05G9DUkQvaQI0lv1oZ4RZSS954j/u1qANKatSF70K+q1kxv1YHi1x8ho0MP0pq3SWyd1wBKiyl67s9Jib6mNBrQhx7DL+XTfU+qtrzFIXvTbej5xKNRFj36Ioseep60nGz6PXYH2S2aEl1fyMTTrqBsVV16Holx28PPMmvhEjIzMhh61u8oaNW8anzEo88zceZc8nKyARh56dl8u6GQ60c/QTwOrZo14ZozjycnOytZh7DNxWIx7rzvEWbPX0hmZiZXnH8G7Vq3qhq/+8HHmDx9Jnm5uQDcctUficVi/Pb8S+jUvgCAvXbZiWMOOzAp8deEWCzGHQ8+xez5i8jMzOCqc06moHXLqvE7H36aSTNmk5ebA8Dtl1/AA8+9yqz5CwFYvXYd9fPzeHD41UmJf1uLxWLc/vDfmbVgMVkZGVx99gkUtGpRNT7y0WeZGM4hPycxH3dcdi4bioq57t5HicfjNKiXz40XnlbnrptRox9gzrwFZGZmcOmF59K2Teuq8Xvue4gp08Oqc+TGoVdQVlbGzSNGEY1GadK4MVdcfAE5lc81dUEsFuOuvz3M7PkLyMrM4LILzq72XDLq/keZMmPjnNx89WXUy0+8Jps4dTo3jryHFx7+a1Jir2viRJIdQp1kwqoOCILgUWBMGIaP1vLPPQcgDMO/bbb8FGBwGIan1GY8P2XC5x9QXl7GVbc+xpxwEs89ehcXXHVXtXVefvpeCjesq3o85p0XaNu+K+cedw6ff/QOb7zwIMedfllth14j3p+xgLJoBU+cdTiTFq1g5DufMeq3+wHQo3VTHjrtEADenTKP5vXns3u3dpSUR7n+lY+Ysngl+2zXMYnR14z8HXcjkpnFkhsuJbtLQLPfnsHyu28EIC0vn4b7H8bCS88kLTuHdjfdQ+G4T6i/576ULp7Pmmcfof7gA2h08JGsfuahJB/JtvP+1DmURaM8ccExTFqwnJGvf8SoUw4FoLCkjDvfGMtD5xxJ4/xcHhkzjm8KS3hkzDj6d2rNGUN25tNZC7nnrU+47ph9knwk20ZOn52JZGSxcuQ1ZHXsRqMjT2L1/bcDEMnNo96gg1l+/YVEsrJpedUdLJ/0OenNWlG2aC6r77stydHXjIwuvYmkZ1L03D2ktWpP9p6HU/L6IwDEVi2l+MXRifW69iFeuI6KBSEVC8LExmlp5B1zASX/ei5Z4deIzpecQdsTDqeisLja8khGBtuNuIqPdjuaisJiBn74DCte/4A2xx/K+ikz+erGv9D6NwfT9erzmPbHm5MU/bY35stJlJZHefiGS5k8ax53P/kPRl56dtX4jPmLuOfK82nUoF7Vshvve4oj992DA3ffmZff/5in3nif04+sO8mZ/3w2jtLycv522/VMDWdx7yNPccvVl1SNz5wzn5HDrqRRg/pVy76cOIV99hzIH848ORkh17gPvxhPWVk5Dwy/mikz53DP489z+xUXVI2Hcxdy99A/VJuTP5x6HADRaJSzr72NK88+aYv9/lz9+8uJlJWV89CNlzN51lxGPfEiIy47t2p8xrxF/Pmqi6pdNw88/zr77rYjR+8/iNF/f4VXPxjLbw7cOxnh14iPPv2csrJy/jJiONNmzGT0w49x09Arq8ZnzZnH7dcPpWHDBlXL/vL0cxywz2D2HzKYR59+ltfefpdjfn1YEqKvGR999iVl5WWMvv1Gpoaz+OvDTzD8mo3vVWbNnccd111FowYNqm23YuUqnn35dSoqKmo7ZOl/4i2B2mphGP5t82RVKps1fQK9+w8EoEvQhwVzplUbH/fxe0TS0qrWAZg9fTy9Kh/37j+QaZM+q72Aa9j4BcsZ2K0tAH0KWjB1yaot1ikqK2f0B19xxcG7AVAWreCwfl05Y1DfWo21tuR0347iSeMAKJ0Tkt2xa9VYrLSE6KoVpGXnEMnOhngMgLJF80nLSXwCnpaTR7yO/eEfP38ZA4MOAPTp0Iqpi1dUjU1YsIxurZoy8vWPOOWvL9C0Xh5N6uUy9+s17B50BKBfxzaMn780GaHXiOwuPSmZPh6AsvmzyGrfpWosXlpKxZqVRLKyScvOhlgcgKz2nUlv1IRmFw2j6blXkdGiTVJirynpbToRXTADgNjyhaS3LNhypYwssnY9gNIxL1dbnNl3D6ILZhJbvXzLbX7GiuYuZNwxF26xvF7PLhTOWUh07Tri5eWsGTuOxnvsRJOBO7Ly3f8AsPLtD2k2ZLfaDrlGTQznMLBvTwC279aJ6XMXVo3FYjEWLVvJzQ8+w+nD7uTVDz4BYN6S5Qzs2wuAvkFnJoRzaj/wGjRpesgu/RN/S3sF3ZgxZ17VWCwWY/Gy5dzx1wc596rreOO9MQCEc+Yxc+48LrjmRq69fRSr1tSdKjyAidNns2v/3gD07t6F6XPmV43FYjEWLf+aW+97nLOG3sJr739Ubdvn33qfAX170bVDu9oMuUZNnDGHXfttB8D23TozY+6CqrHEfKzglgee4sw/3cGrH3wMQPeO7VhfWARAYXEJGenptR94DZoybQY779gPgO16dCecNbdqLBaLsWTZMkbe+zcuvPwa3vrnvwA4/4xT2HfwXsRiMVauWk2TRo2+d98/V5OmzWBA/8Sc9Aq6Ec6uPieLly5nxL0PcP4Vf+KN9z4AoLSsjJGjH+IP55yelJil/4UVVkkSBMFg4FqgHOgEfA7cBLwCrAKKgQOAu4F9gDjwRBiGtwVBEAFGAocCS4F0YEwQBB1JVFp1rPwZ1wGEYXhdEAS/BYZW7ucL4EwgG7gX6F25j9vCMHymskLqZKAZ8FoYht9bW73Z/k+s3P86YAGw4f89SdtYSVEhuXkbP4VKS0unoiJKenoGSxbM5rP/vMU5l93B68/dv3Gb4kLy8hPb5OTmU1yYcoe11QpLy6m/SZl4elqEaEWMjPSNeeyXvprJfr060Tg/UUbcIDebgV3b8cr4mbUeb21Iy8kjVlxY9Tgej0FaGsQSyanomlUU3DqaSFoa37z2PAAVG9aT13sHCm4ZTVp+fZbefHlSYq8phSVl1M/5/vNkbWEJX8xZwnN/OI68rExOGf0ifTq0ImjTjH9Pm0vPts0ZM3UuJeXRJB7BtpWWk0u8uKjqcTxW/RypWLuaVkPvgrQ01r/7UmLZt9+w/t2XKB7/KVmde9Dk5AtZccdVSYm/RmTlEC8t2fg4HoNIWlVSFyCz1wCisycRL9l4fZGWTtb2u1H491G1GGztWP7Su+R2aLvF8owG9Yh+u77qccX6QjIb1qu2PLq+kIyG9bfY9uessLiE/LzcqsdpaWlEKyrISE+nuLSM3xwwiN8dMoSKWIxzbxxFz87t6d6hLR+Om8Shg3blw3GTKSktS+IRbHuFxcXU+4E5KSkt5ahD9ufYww8mFotx0bU3E3TtTPu2rTm9y9Hs1Lc37/57LHc/+Bg3XX5xEo9i29p8TtI3O0+OOWgfjj90PypicS647g56dulA1w4FlJdHefmf/+ahW65JYvTbXmFxMfVyf+y6GcxvD9mXiliM8268i56d29OiSWPufeZl3hn7BeXlUc48+pAkHsG2V1RUTH7exhYD6WlpVFRUkJ6eTklJKb8+9CCO+dVhxGIx/njNMLp37UKXTh2pqKjgzIsupaysjBOPOyZ5B1ADioqKyc//geeSklKOPPQAfvOrQ4hVxLh46I306PQ9O74AACAASURBVNqZF197m2N/fSjNmzZJYuTSf8eEVXINBPoBM4HngEOAADgwDMP5QRCcBxQAfUgkl8YEQTAFyAX6A72ARsCkH/shQRC0Be4CdgzDcHEQBE9U/qxdgXFhGJ4cBEED4OMgCL4rIWoH9AzD8CffaQZB0Aa4vfJYVgNvkIIJq5y8fEo2SUbEYjHS0xOXwCf/fp21a1YyctjZrF6xlPSMTJo1b01Obj4llW9OE8mruvMmIj87k8Ky8qrHsXi8WrIK4M2Jcxh53JDaDi1pYiVFRHI2/tGPRDYmIvL67ERGwyYsvOQ0AFpfdiMls6bR6NBjWPvmC6z74G2yCjrS8sKrWTz0gu/d/89Rfk4WhaXff540ys+hV0ELmtXPB2DHTm0Jl67i9L134tZXP+Ss+19i96ADrerQm+9YSTGR7I3nCJFI1TmS06s/aQ0asWzY+QA0P38opXNDyhfOoaxynbK5M0hvVMdeIJaVEMnatB9IpFqyCiCzxw4Uv/F4tWXp7bsRXTIXykr4pYiu20BG5fUCkF4/n/K164mu20B65fKM+vlE1677oV38LOXn5lBUXFr1OB6PV1V+5GRncdxBg6v67OzUK2DWwiVcfMKR3P7oc7zz8TgG9A5otMm81QX5ubkUlWw89+PxWNWcZGdlc8yhB5KTnbiudth+O2bPX8Beu+xEduW1tteuO/HQMy/UfuA1KD83l8LijXMS2/Q8ycriNwfvWzUnO/buwaz5i+naoYAvJk+j33bdq/ry1BWJc2TjdRPb7Lo59qAh1a+bBUv4+5v/4k/nnsyufbfjo68mc91fH+OuK85PSvw1IS8vl+Jq50iM9O+um+wsjjrskKr+VP37bM+ceQvo0qkjGRkZPPLXuxk3YRK33nkPd996QzLCrxF5ebkUFW/6XLLxPMnOzuboQw+qum769+nFrLnzmTRtBkuWL+exZ19g3YYNXH/HKIZd9vukxF+XxCP2sKoJ3hKYXB+GCXHgCWAIsCIMw/mV40OAR8MwrAjDsAh4ikS11WDgH2EYlodhuBJ48yd+zm7A2DAMFwOEYXhiGIYvA/sC5wRBMAH4EMgnkQQD+Oq/SVZVGgh8HIbh15XbPPlfbleruvbox+SvxgIwJ5xEuw4bb/c6+qSLufq2x7nsxgcYuPdh7Hf4CfTeYffENuMSZedTxn9Mt+36JyX2mtC/fUs+mrkYgEmLVtCtRfU30etLyiivqKBVw3rft3mdVDJzGnl9E43ks7sElC2aXzUWK9xArLyUeHk58fJyYkWFpOXlJ5YXJZKaFeu+JS23br1g7t+xNR/NmA/ApAXL6daqadVYz7YtmL18Dd8UFhOtiDFp4XI6t2zCuHlLOGyHHtx/1hG0bdKAfh1b/8Def37K5s4gp9cOAGR17EZ06Sa3NhVtIF5eBtFyiJYTKy4kLTePBgcfQ729DwYgs20Homu2vP3256xi2TwyOiZu90pr1Z7Y6mXVV8jKgfQM4hvWVlucUdCdivkzaivMlLBh+hzyu3Ygs3FDIpmZNN1zJ775dDxrPv6KFgcOAqD5gXuxZuy4JEe6bfXt3pmxE6YCMHnWPLoUbLwtduGyFZx53V1UxGJEoxVMCOcQdCzgs8kzOPPIg7nnqvOJRCIM2L5HssKvEdv37M4n4yYAMDWcRef2G2+lXbR0GeddfQMVFTGi0SiTp88k6NyJ2+59gH9/mvgih3GTphJ06ZSU2GtKnx5d+eSryQBMmTmHLu03VikuWracc669tWpOJs6YTdA58cU5X0yazm6VtxLWJX2Cznw8fgoAk2fNpWu16+Zrzho2ouq6mThjDj06FVA/P4/8vERVfPPGjVi/oeh79/1z1btnDz778isAps2YSecOG788afHSZVx0xVAqKioS18206XTr0pm7//oA4ycl5jEvN4e0tLqVVNi+Z8Bn4xKtCqaGs+jUofpzyQVXDdv4XDJtBkHXzjw5+i5G3TyMUTcPo0G9eiarlNKssEquTRNCaZWPizdbtqkIid9ZvPLfm+9n8+WZJG45LK8cAyAIgu++micdOCEMw68ql7cE1gC/2yyOn/JD8aSU/rvszbSJn3LrVacQj8c55YLrePfVJ2nRqoB+AwZ97zaDDjyaR/48jNuuPo30jAzO/MPwWo665gzp2ZFP5izlpAdeIx6Pc8MRe/H42Mm0b9qAwT06sGD1t7Rp9MtJVgEUjvuE3N79aXvtCIjAigfupuGBv6b862UUjf+M0rn9aDvsTojHKJk5jeIp4ylbvIDmp19Eg30OIZKRzsqH69Y3nQ3p1YVPZi7ipHufJx6HG36zD49/OJ72TRsyuFdnLjpoN8598BUA9u/TjW6tmpKdkc7QZ/8J70CLBvXqTMN1gOKJn5Pdow/N/3gTRCJ88+S91BtyKNGVyymZ/CXlC+bQ4tLhxONxyubMoHTGJMoWzKHJyReR22tH4rEKvnny3mQfxjYVnT2F9PbdyTvmQohAyT+fJbP/XsTWrqZi3lTSGjcntm7LXjtpjZtTPv3LJERc+9ocdyjp9fJY9OBzTLvsVga8+RCRtAiLHn2R0qUrWHDfM/R7+DZ2G/M0sbJyJpx4yU/v9Gdk8M59+WzyDE7700ggzp/OPoGn3vgX7Vo2Z9BOfThw95049doRZKSnc8ieA+hS0Jri0lJuvO9JMjMz6dyuFVecemyyD2Ob2muXnfhywmTOvfI64vE4V114Nn9/5U3atW7JHgN2ZL+9BnLOlcPISE/ngMF70Kl9O84+8Thu/cv9vPTWe+TkZHPFeWck+zC2qUED+vP5pGmcec0tEI9zzfmn8sxr79KuVQv23LkfB+y5C2deM5z09HQOGrQbnQsSCa2FS5dz0KC61fcNYPDO/fh88gzOuPYO4sS59pyTePqN92jXsjl77dSXA/cYwOlDbycjPZ2D99qFzgVtuOTUYxnxyN+JxeLE43EuO+24ZB/GNrXHbgMYN2EiF1x2NcTh8t+fz/Mvv0ab1q3YfZed2Xfwnlxw6dWkZ6Sz/5BBdOpQwJGHHcxdf72PJ/7+PJFIhN+fe2ayD2Ob2nPXnflywmTOu/xa4sCVF53Ds6+8QbtWLdl9l53Yd9AenHv50MRzyd57VX3LqPRzEYnH4z+9lra5yh5WrwDbAcuAF4B3gKs26UF1AYkqq2NI3BL4b2A4EAMuI1FtlQdMAIYBLwGLgc4kekl9DLwG3E+ib9WOYRguD4LgSWAM0BNoEIbhmUEQtK7cz0BgT/6Lb/n7rocVMLpy250qj+UfwNr/5VsCP5xa6Im4iQFT6tYb2v+vJW/8O9khpJy2Rx2U7BBSzqp/ep5sqmG39j+90i/Mh5e+nuwQUs6en/0l2SGklJKcxskOIeVkRP+XzzB/GdIqyn96pV+YwvzmP73SL0h6LCU/v0+qVj36163yts3MmTu3zr6f7dK5c9J+d94SmFxLgceBacAS4L3Nxu8jkYCaCIwn0QD9pTAMXyGRcJoCvFq5PWEYfkuil9QXlfv6vHL5UuD3wDuVPbCKgUeA64HcymXvA5eH4f/+NTxhGH4NXLjJz6xbzTckSZIkSVKtssIqSSorrK4Lw3BwkkNJCVZYVWeFVXVWWG3JCqstWWFVnRVWW7LCaktWWFVnhdWWrLDakhVWW7LCqjorrLZU1yusZs+ZV2ffz3bt0ilpvzt7WOlHBUHwB+Dk7xlaGobhwbUdjyRJkiRJqvtMWCVJGIZjSHzbX0oLw/Au4K5kxyFJkiRJkn457GElSZIkSZKklGKFlSRJkiRJ0laKWwtUI5xVSZIkSZIkpRQTVpIkSZIkSUopJqwkSZIkSZKUUuxhJUmSJEmStJXiRJIdQp1khZUkSZIkSZJSigkrSZIkSZIkpRQTVpIkSZIkSUop9rCSJEmSJEnaSvawqhlWWEmSJEmSJCmlmLCSJEmSJElSSjFhJUmSJEmSpJRiwkqSJEmSJEkpxabrkiRJkiRJW8mm6zXDCitJkiRJkiSlFBNWkiRJkiRJSikmrCRJkiRJkpRS7GElSZIkSZK0lexhVTOssJIkSZIkSVJKMWElSZIkSZKklGLCSpIkSZIkSSnFHlaSJEmSJElbKR63h1VNsMJKkiRJkiRJKcWElSRJkiRJklKKCStJkiRJkiSlFHtYSZIkSZIkbaU49rCqCVZYSZIkSZIkKaWYsJIkSZIkSVJKMWElSZIkSZKklGLCSpIkSZIkSSnFpuuSJEmSJElbyabrNcMKK0mSJEmSJKWUSDweT3YMEidcs9QTcROF3xYmO4SUUrTe+dhc4Zpvkx1CymnQvEmyQ0gpL540JdkhpJzyBs2SHULK+c8uFyQ7hJTTb+oLyQ4hpTR876lkh5Bybs27IdkhpJzP/jk52SGklFfOm5/sEFJO3u5H1ekSpCmzl9fZ97O9u7ZK2u/OCitJkiQJk1WSJKUSe1hJkiRJkiRtJXtY1QwrrCRJkiRJkpRSTFhJkiRJkiQppZiwkiRJkiRJUkqxh5UkSZIkSdJWisftYVUTrLCSJEmSJElSSjFhJUmSJEmSpJRiwkqSJEmSJEkpxR5WkiRJkiRJWymGPaxqghVWkiRJkiRJSikmrCRJkiRJkpRSTFhJkiRJkiQppZiwkiRJkiRJUkqx6bokSZIkSdJWitt0vUZYYSVJkiRJkqSUYsJKkiRJkiRJKcWElSRJkiRJklKKPawkSZIkSZK2UjxuD6uaYIWVJEmSJEmSUooJK0mSJEmSJKUUE1aSJEmSJElKKfawkiRJkiRJ2kpx7GFVE6ywkiRJkiRJUkoxYSVJkiRJkqSUYsJKkiRJkiRJKcUeVpIkSZIkSVspHreHVU2wwkqSJEmSJEkpxYSVJEmSJEmSUooJK0mSJEmSJKUUE1aSJEmSJElKKTZdlyRJkiRJ2kpxbLpeE6ywkiRJkiRJUkoxYSVJkiRJkqSUYsJKkiRJkiRJKcUeVpIkSZIkSVspHreHVU2wwkqSJEmSJEkpxYSVJEmSJEmSUoq3BNZhQRAMBq4Lw3BwLW87ADgqDMMr/tdta1IkAqcc3pD2rTKJRuM8+NJavl5TUW2d+nlpDDu7GVfds4Ly6MblO22Xw4DeOfz1ubW1HHXNiUTg7GNb0LFtFuXROPc+tYLlq8qrxvcb2ID992hIRUWcF975hi+nFHLaUc3o1C4bgEb1MygsruDKkYuTdQjbXCQCF57Ujk7tcykvj3P3wwtZuqKsavygQU04eO9mVFTEeebVr/ls4rqqsd5BPlee3YET/jgtGaHXmEgELjm3G1071aO8PMat94QsWVZSNX7Y/q341YFtqKiI89hzC/j4izU0bJDBsEt7kp2Vzqo1pQwfFVJaGkviUWw7kQicf0IbOhXkUh6NMerRJSzb5Bw5YK/GHDy4CRUV8PfXV/D5xPXUy0/ngeHdWbAkMW+ffLWOV95bnaxD2OZisRjDn3mDmYu+JjMznWEnHk77Fk2rxj+aMov7Xh8DQI/2rbn6+EOIRBJl8/OWr+TEWx7kXyMuJTszMxnh14hYLMZtDz/LrIVLyMzIYOhZv6OgVfOq8RGPPs/EmXPJy0k8n4689Gy+3VDI9aOfIB6HVs2acM2Zx5OTnZWsQ6gRjQb0ocfwS/l035OqLW9xyN50G3o+8WiURY++yKKHnictJ5t+j91BdoumRNcXMvG0Kyhb9U2SIt/2YrEYo0Y/wJx5C8jMzODSC8+lbZvWVeP33PcQU6aH5OXmAHDj0CsoKyvj5hGjiEajNGncmCsuvoCcynOoLojF49z6/gRmrvqWrPR0rt23PwWN6gEQrlzLyH9Prlp38vI1jDx0V/q3bcot709gyboiyitiXD64D71bNUnWIWxTEeCw3dJp1ThCRYz/Y+++46Oo8z+Ov2ZLsrtJCL2HkBAYOihgQdSIDUUsiHd6NlSsYG/gYT8LKopnRVGxYMGup1iRQxBQeoAwgdBCCL2FTdsyvz82JAHx9Pgl7rL3fj4eeTyy853Z/Xwnk92Zz3y+3+XjmUG2F1e39+3soFtGpPYgb32YHxaFcTnhvGNdJHmhPAAf/hikpDw68dcFw4AbLmtDZuV52pMT1rJhU3UHTzuhMWf0b0wobDPpk43MWbCLBqkuRl2XgctlsH1ngMfHr6G8wo5iL2pXOBzm4bc+I6+giASXi3uGDqZNsxqfwYstXvpsKgAd01sy6qIzKasIMGr8e+z2l+BNTODBYefRsF5ytLog8h8pYSV1oTPQLNpB7K9XJw9ul8H947fSLs3N306vx1NvVZ/8dstK5K+n1iM1ed/Cw4sH1qNb+0TWFgX3f8pD2pHdk3C7DEaOXU+Hth4uG9yYR14qAqB+ipOB2fW57bECElwGD9/SmoXLS3j1w60AOB3w8C1pPP/O5mh2odb1PTwVt9vBzQ+uoGM7H1dd0Ir7nl4NQINUF2ed3ITr78vD7TZ48u/tmb+0mEDQpklDN0MGNMXpjL+x68ce1ZiEBAfX3L6ALmYKIy5vx6iHlgLQsL6bIYNaMezm+SQkOHh+TE9+WbCDoeen8+2/NzPl+01cNCSNswa0YPKnhVHuSe04+rB6uN0Obn04HzPTy7C/tuDBZ9YC0KCei7NOaswND6wkwW3wxKh2zF+6h6x0D/+es5MX3y6KcvR144eFyykPBHlj5DAWryrgyQ++Ydx1FwDgLyvnqQ+/YcKtQ2mQnMRrX89gx54SGqYksae0jLHvf4Pb7YxyD2rftLmLKQ8EefWB28hZsZpxb33E2NuurmpfvqaAZ0YOp36NC4QHx09i8En9GHBMHz6Z+hOTvpjKFYMHRCP8OpF56zBaXXQmIX/pPssNl4vOT4xixtFDCPlL6Tv9HTb/6wdaXnAGxUvymP/gs7T4y+lk3XUdy255KErR174Zs3+moiLAs088zLLlebzw6uv8Y/TIqvYV+at57P7RpKbWq1r27NuTOfXEbE7pn83Et9/j86++4byzB0Uh+roxLX8D5aEwE/+aTU7Rdp76MYcnBx0NgNmkPi8NORaAb1cU0jjJQ9+2zRg/O5d2jerxwKm9WbFlF3lbd8VNwqpTGwOXE176MkjrJgan9XExaWrkXLRBMvTIdPDiF0GwYdhpLpats2nXwmDTTpup00J0y3CQ3cPJlz+HfueVDh3H9KpPgtvgxvssOmUlcfWFrbn3yXwgcp52zqlNGT46F7fbYNy9HZmfs5vzBzXnmx+38d2M7Vw8uAUD+zfho6/i5/z1hwXLqAgEeePv17I4fx1Pvvcl4264GAB/aTnj3p/Cy3dcSYOUJCZOmc6OYj9TZi+iU9uWXH3miXw2Yx4T/vUDd/wtft5LoiU+bs3GHg0JjH+NTdP8yjTNHNM0J5immWiaZtVtBdM0h5qmObHy91NM01xqmuY84Moa63Q1TXOuaZoLTdN8xjTNlZXLm5mm+YlpmvNM0/zFNM2TTNOsDzwAnGma5t//3K7+Z2Z6AovzIhUO+QUBMlrte+fatuHRV7eyp3Tft5u8dRW89umuPy3OP0undl4W5PoByFtTRrs2nqq29m09LF9VRjBoU1IWpmhLgLYtq/fXwOz6LMz1s25Dxa+e91DWpUMSc3MiVVPL80ton+GtajMzfSxb4ScQtCkpDbNhczkZaR7cboPrL23NM2/ET6VZTd07pzJn3nYAllrFdGyfUtXWqUM9cnJ3Ewja+EtCFBaV0S4jeZ9tZs/dTu8eDaISe13o0j6JeUsit7itVaW0b1t9jHTI9LJshT/yf7P3GGntISvdS1a6lzF3ZjDq2jY0SI2ve0ULVq7jmC5ZAHTPTGPp2g1VbYvyC2jfqhlj3/+Gyx5/lUb1kmmYkoRt2zz41udcf/aJeBLip7Jqr0VWPn17dAKgW/sMcletq2oLh8MUFG3hoQnvcMW9T/LZD7MAWF24kb49ugDQw8xkoZX/5wdeh0pWrWPeedf/anlyp3b489cR3LkbOxBg+8x5NOjXm4Z9e7Hlmx8B2PLVdBr3P/rPDrlOLVm2nD69egLQuWMHrBWrqtrC4TCFRUWMfe5Frr/j70z59nsAhg8byknZxxEOh9mydRsN69ePSux1ZeGGbfRNj9zv7NaiIcs2/bqqvTQQZPzsXG7P7g7ArLWbcDsdDP94Ji//vJyj02PufulBS2/mYEVh5JR9/RabVo2qb4rt8sPr3waxbbCJ3EgMhmzSmznIK4ycx+atD9OuRXzdSOtiJvNLZXV77ko/HTJ8VW0d2yWxNG9P1Xla4cYyMtp4eeGt9Xw/czuGAU0aJbBjd+C3nv6QtGDFWvp2bQ9A93ZtWLam+gbhovy1ZLVqzpPvfcnlj4ynYb1kGtZL5sJTjmHYGScAULR9J43qpRzwuUVigRJW8S8DuB7oDqQA1xxoJdM0E4HXgSGWZfUCat4CfR24x7KsnsAqqivzngZerVz/TGA8EALuAT6zLCumboV6PQYl5dUlwOGwjaPGf8CS/HL2lP66RHhOTtmvlsUDr8dBSY3kXM394fM48JdW35ErLQvj80YaXU445ZhUPv0+foZH7uXzOvfpdzhM9T7Zr620LEyS18nwi1vz4ZQtbNsRXydAeyX5nPhLau4TG6ejRpu/uvKwpDRIss9JktfFnsptSkpDJCfFT4LG53VQUrrv/qj+v3Hir/E/VVoWJsnnYH1ROW99uok7x6xm1oLdXHthyz877DrlLysn2Vud8HYaBsFQZB/t2FPCL9Zqbhp8Es9dfyGTvp/N2k1befFf0zi2WwfMtObRCrtO+UvLSPJVJzMdDkfVPiktr+Avpx7Pg8Mv5Z8jr+ODb6ezYm0hHdJbMX3eYgCmz8uhrDy+bghs/Pgb7MCvK5Vd9ZIJ7qoe5xQq9uNOTd5nebDYjys1vi6oSkpKSfJVX2w7HQ5ClcdIWVk5Z59xGnfdciNj7hvNp19+Tf7qNRiGQTgc5ooRt7Bw8RK6dO4YrfDrxJ6KIMmJ1Z8XDsMgGN73JuInS9dyUlYrGngjQyF3llawuyzAc+ccw3GZLRj3Yw7xItENZTWGroVtcBjVv+8d6jegt5Oi7TbbdoPHTdVwt4oAeBLiK2GV9HvnaSW/Pk+DyDovj+lMz84pLM3z/6kx1zV/6X6fwY7qz+CdxSXMXb6KG88bwLM3D+Xtb2eyduPe0RIOrnpsAu9+N4t+3TtEJXaRP0IJq/g33bKsFZZl2cAkIPs31usGbLAsK7fy8esApmk2BNpalvVl5fJXa2xzEvCAaZoLgSmAG2hXy/HXmtIyG2+ND26HYRD+H67dLC0L40msfgswDKr2R0lZGG+NNq/HUXUh3t30sWxlKSVl8bfzSkpD+DzVw5P22SelIbw12rweB4GQTdcOSVx4dnMeG5lFSrKTUdem/9lh1yl/SQift+Y+icylUdXmq27zeV0U+4P4S4NV2/i8Tor98TOctqQ0vM9xUPN9pKQshNez3/9NSZhFy/0srqxmnDV/1z7VjPEgyZOIv6x6DpGwbeNyRvZR/SQvXdJb0Tg1BZ8nkcPbp7O8YCNfzlnMxzPnc8XY19i2aw/XjnszWuHXiSSvh5LS6n1i19gnnsQEzj8tG09iAkleD727mKxYV8hNFw1m+vwcrn/kORyGQf2UpGiF/6cK7t6Dq0ZfnSlJBHYWE9y9B2flcldKEsGdu3/rKQ5JPp+X0tLqG2JhO4yz8hhJTEzg3EED8XgS8fm8HNa9G/mrI0OPXS4Xrz0/jltGXMOjTz4TldjrSnKCC39F9eeFjY3Lse+lypTlBZzdtfpzNtWbwPGZkcT3cRnNWbY5fm6mlQcg0V193moYkUTVXi4nnHeck0Q3fDa7MtkZgITKbRL2S3jFA/9+52KGY//ztP0/gyP7JRSCYXcs46kJa7nzmrZ/Zsh1LsmbSMlvfAanJvvoktG6+jO4Q1usddVV0C/dMYxXR13Fbc+9/afHLfJHKWEV/2peKTqAAIBpmns/AfeOxbCJzO+4/3ah/ZbX5AT6W5bVs7L66kggZm9t5a2roIcZuVBsl+amYFN8VsT8UbmryujVJXIx0KGtZ5/hfSvWlNE5y4vbZeDzOGjdLKGqvUdHH/OXxdfdqb2WrfDTp3tkvpCO7XysWV99MWGtKqFrhyTcbgOf10GbFh6sVSUMG7mcOx5dyR2PrqR4T4hHXlgbrfDrRE7uLo7qHZkPpIuZwqq11X/73LzddO+cSoLbIMnnJD3Nx+q1fnKW7eboym2O6t2QxUvjZ0jtspV+eneLVHqYmV7WFFYfI3mrSiPHiCtyjKS1SGTN+jJuHNqKY3qnAtCjUzIr15Ye8LkPVT2z2jBjyQoAFq+KDAHcq1N6S1Zu2MyOPX6CoRA5q9bTrkUTPv/Hjbxy62W8cutlNEpN5oWbLo5W+HWiR4dMZi6MzPWWs2I17dKqq+rWFW3myvueIhQOEwyGWGjlY7ZNY07Ocq4cfDrPjBqOYRgc0S2+qmd+y57cfJKy0nE3SMVwu2l0bG92zF7A9p/m03TA8QA0GXAc22fOi3Kktatrp47MmTsfgGXL88hMb1PVtn5DETfcOZpQKEQwGCRnWS7t22Uy7vmXWbB4CQA+rweHI76qZ3q0aMTMNZsAyCnaTlaj1H3ai8sDBEJhmqdUV6b1bNmIGZXbzC/cSmbD+KnEW7s5TIfWkb9x6yYGm3bsm3y6sL+LjdttPp0Vwq5sWrc5jNk6cnnXobWDNZviK2G1NG8PR/aMnKd1ykpidUH15+nyfD/dOqZUn6e18rJ6fSnXD02jR+fIfIGlZaF9kn7xoGdWOjNy8gBYnL+OrFbVlcud0luysnATO4orP4PzC8hs2ZRXvpjGv35aAIA3MSHu3kuixbaNuP2JpvgZpyG/pZ9pmm2A9cAlwFfACUAX0zSXEhnKtw1YDDQzTbOHZVmLgAsALMvaZZpmvmmap1mWNQX4G5HkFsBU4DrgH6ZpdgZ+BNoSSXbF3LE1d1kZXbMSueeqxhgGvPThTk47dlPtmQAAIABJREFUJolN24LMXx5HX6HyB81ZtIeeHX08cktrDAOeeWsTZ/avT9GWAL/k+Pli2k4eurk1DgMm/WsbgWDkz96yaQI/zImvO917zZy3i8O7pPDU6PZgwJMT1jH41CZs2FzO7AW7+fTbLYy9qz0OB0z8sIhAIM7Oeg5g+qyt9OnZgBce64lhGDz89HL+elZr1heVMvPnbXzweSHPjemJwzB46c3VVAQi3xY4+qaODDqlBbt2B7j/idzff6FDxE/zd3NY52SeuCsTA4OnXl3POac0ZsPmcuYsLObT77by+KhMDMPgjY82EQjavPbBRm66rDUDT2hIWXnkmwXjSf+eHZmdm88lYyaADfcPPYs3v/2JtKYNye7RkRvOOZHrnn4LgFN6dSGrVfzMMfNbsvv0YE7Oci6/Zyxgc8/VFzHpi+9p3awJx/fuzoBjenPZ3U/gcjoZeOwRtEtrQWl5OQ+Ofwu3201m6+bcedlfo92NOtXy/DNwJvsomDCZZbc/yhFfvoLhMCiY+CHlGzazdvw79Hx1DEdPe5twRYCFF98a7ZBrVb+jj2DewkWMuP0usOGOG4fz/ief07JFc445sg8nZR/LiNvuwulyckr/48lIT2PwoNN56vnxvPnu+xiGwY3XXvn7L3QIOSGrJXPWbeayyf/Gtm3uPbkXb81fQVr9ZI7PbMG6HXtoUc+3zzaX9zF58Lv5DH1vGi6HgwdO7RWl6Gtf7lqbrJZw1emRU+qPZgbp29nB9mIbw4C2zQ1cTgcdKhNU38wL8fPyMOce6+LK01yEwjB5evxUOAPMnLuTXt3qMe5eE8OAJ8av4dzTmrJhUzmz5u/i468389TdJoYDXptcSCBg88nXm7nx8nQuOgfssM0zr637/Rc6hPQ/vDOzl63k0odexMbm/svP5c2vZ5DWtBHZh3Xi+nNPYfiTrwFwcp9uZLVuToOUJO555QM++XEu4XCY+y8fEuVeiPw2w7bj/4Lrf5VpmtnAP4AyoAWRBNNNwFDgbmAjMANobFnWUNM0jwOeJZJwmg9kWZaVbZpmJyJDAROJJLaOsCyrs2maLYGXgDZEqrDusCxrimmaHYAvgQ8sy6r+ypv/4KK/b9CBWIN/V3xWMB2skmLtj/35t8dP1VJtqdckPr4ZqrZ8eMmSaIcQcwL1Gkc7hJjz45Ejoh1CTOm59INohxBzUr+bFO0QYs6jvgeiHULMmfNtzA6yiIpPr1sT7RBiju+Yc+O6lGtW7u64vZ49ulO9qP3tYq4KRmqPZVnTgH4HaHql8mf/9acTmZx9f+cBgy3LKjJNczCRyduxLGsDcMYBnicPyDr4yEVERERERETkf5kSVvJHrAO+NU0zAOwArohyPCIiIiIiIiISx5Swkt9lWdZEYGKUwxARERERERGJOfZvfk+Z/H/oWwJFRERERERERCSmKGElIiIiIiIiIiIxRQkrERERERERERGJKZrDSkRERERERETkINm25rCqC6qwEhERERERERGRmKKElYiIiIiIiIiIxBQlrEREREREREREJKZoDisRERERERERkYNkozms6oIqrEREREREREREJKYoYSUiIiIiIiIiIjFFCSsREREREREREYkpmsNKREREREREROQghe1oRxCfVGElIiIiIiIiIiIxRQkrERERERERERGJKUpYiYiIiIiIiIhITNEcViIiIiIiIiIiB8nGiHYIMcE0zb8BowE3MM6yrOd+Y72BwLOWZWX8p+dThZWIiIiIiIiIiBw00zRbAQ8B/YCewFWmaXY+wHrNgCfg97N8qrASEREREREREZFfMU2zPlD/AE07LcvaWePxScBUy7K2V273ATAEeGC/7SYA9wOP/t5rq8JKREREREREREQO5CZg9QF+btpvvZZAUY3HRUDrmiuYpnkDMB+Y/UdeWBVWIiIiIiIiIiJyIOOAiQdYvnO/xw7ArvHYAMJ7H5im2RU4FziR/RJZv0UJKxERERERERGRg2Tb8TvpeuWwv/2TUweyHji2xuPmwIYaj88DWgBzgQSgpWmaP1qWVXObfShhJSIiIiIiIiIi/x/fAfeZptkE8BOpprpqb6NlWfcC9wKYptkWmPafklWgOaxEREREREREROT/wbKsQuDvwA/AQuBty7J+Nk3zS9M0ex/Mc6rCSkRERERERERE/l8sy3obeHu/ZacfYL01QNvfez4lrEREREREREREDpJt//468t/TkEAREREREREREYkpSliJiIiIiIiIiEhMUcJKRERERERERERiiuawEhERERERERE5SGGMaIcQl1RhJSIiIiIiIiIiMUUJKxERERERERERiSlKWImIiIiIiIiISEzRHFYiIiIiIiIiIgfJtjWHVV1QhZWIiIiIiIiIiMQUVVhJTNixaXu0Q4gpyfVToh1CTAkGgtEOIeb4ox1ADAqFQtEOIabYTn3E76/M0yDaIcScnks/iHYIMWVhlyHRDiHmHDvn2WiHEHN2TC2JdggxZ8B5h0c7hJhilC+LdggicUEVViIiIiIiIiIiElOUsBIRERERERERkZii8QIiIiIiIiIiIgfJtqMdQXxShZWIiIiIiIiIiMQUJaxERERERERERCSmKGElIiIiIiIiIiIxRXNYiYiIiIiIiIgcJBsj2iHEJVVYiYiIiIiIiIhITFHCSkREREREREREYooSViIiIiIiIiIiElM0h5WIiIiIiIiIyEEK29GOID6pwkpERERERERERGKKElYiIiIiIiIiIhJTlLASEREREREREZGYojmsREREREREREQOkm0b0Q4hLqnCSkREREREREREYooSViIiIiIiIiIiElOUsBIRERERERERkZiihJWIiIiIiIiIiMQUTbouIiIiIiIiInKQbDvaEcQnVViJiIiIiIiIiEhMUcJKRERERERERERiihJWIiIiIiIiIiISUzSHlYiIiIiIiIjIQQpjRDuEuKQKKxERERERERERiSlKWImIiIiIiIiISExRwkpERERERERERGKK5rASERERERERETlIth3tCOKTKqxERERERERERCSmKGElIiIiIiIiIiIxRQkrERERERERERGJKZrDSkRERERERETkINm2Ee0Q4pIqrEREREREREREJKYoYSUiIiIiIiIiIjFFCSsREREREREREYkpSliJiIiIiIiIiEhM0aTrIiIiIiIiIiIHKWxHO4L4pAorERERERERERGJKaqwEkzTnAbcZ1nWtD+4/plAb8uy7jFN837gO8uyfqzDEGuFYcB1F7YkI81DIGjzz9cLKdpcUdV+6rENOO34hoRCNu9+sYVfFheTnOTkpX+0Z+2GcgBmzd/NZ99vi1YXapVhwBWDG5LeIoFAyGb85G1s2hasau9/ZDInHZVMOAwffbeL+bmlNGnoYvj5jQDYuiPISx9spyIQP7cTDAOuvaA5GWmJBAI2z7xZRNGWQFX7Kf3qM+C4+oRCMPnLrfySs4fEBIPr/tacZo0TcLkMxr+7kRVryqLYi9plGHDrte3JykgmEAjz6DMWhUXV/Rt0SnPOGtCSUMjm9clr+emX7aTWc3HvbZ1ITHCydXs5Dz9tUV4ejmIvao9hwPWXtCajjZdAwGbcq+vYUON95LTjG3L6CY0JhWze+WwTcxbtrmrraiYx8up0LrplWTRCrzPhcJiHJ31OXsFGElxO7rn0HNo0a1TVPiMnj5c+nwpAxzYtGXXhIMoqAox6eTK7/aV4ExJ4cNgQGqYkRasLtS4cDvPk+NdYuWYdbrebO4cPo3WL5lXt4ya8Tk5uHj6vF4BHRt1COBzmb8NvJaNNGgDHHdmb8wYNiEr8tS0cDvP0Cy+Tv3otbreL266/llYtW1S1PzP+FZbkWvi8HgAeHH0nFRUVPPTE0wSDQRo2aMCdN43A40mMVhfqTP0jutPx4duYfdIl+yxvOvAE2o8ejh0MUjDxQwpeeR+HJ5Gerz9OYtNGBIv9LLr8Tiq27ohS5LUvHA4z5tX3WLGuELfLxeirLiSteZOq9icmvs+ivFX4Ko+Dsbddza49fu5/4U1sG5o3bsjfr7wAT2JCtLpQqwzgryd5adXUSTAEb39dwpad+36WJnsNbv1bMg9NLCYYiix76Op6bK5cb/WGIJ/9GD/nJHY4zIxP7mdb0XKcrgSOO/cfpDZOr2pf/ONE8hd9CUAb8zh6nTwC27aZ9PDxVes1a9OTI067NSrx14Vw2Obhd6eQt34TbpeTey86gzZNG1a1z1iykvFfRC7TOrZpzl3nRz5XThn1T9o0bQBAj8zW3HB2/z8/eJE/QAkr+a9ZlvUZ8Fnlw+OBH6IYzh929GH1SHAb3PbIKsxML8POa86Dz60DoEE9F2ee2Igb/5FPgtvg8TszWbBsD1ltPEz/eRcvvlMU5ehrX58uXtwug7uf3Uj7NglcPKgBT0zcAkBqioPT+qUwalwRbrfBA8ObszivlIvOqM+3s4qZuaCE/kckc8Zx9fjo+11R7kntOapnCglug9vHrMXM8HD5kGY89MJ6AOrXczKofwNufngNCS6DMXeksyDXz+BTGrF2QzlPTSyibatEMlonxlXC6tijGpOQ4OCa2xfQxUxhxOXtGPXQUgAa1nczZFArht08n4QEB8+P6ckvC3Yw9Px0vv33ZqZ8v4mLhqRx1oAWTP60MMo9qR19D0/F7XZw84Mr6NjOx1UXtOK+p1cD0CDVxVknN+H6+/Jwuw2e/Ht75i8tJhC0adLQzZABTXE6jSj3oPb9sCCXikCQN+66msX5BTz5/hTGjbgIAH9ZOePe/4qXb7+CBilJTJzyIzv2lDBl9iI6pbfk6kH9+WzmfCb8axp3XDAwyj2pPT/OmUd5IMCLY+5nqbWC516bxCN3VV8g5eWvYey9I6lfL6Vq2dxFSzjx2L7cfOWl0Qi5Ts2Y/TMVFQGefeJhli3P44VXX+cfo0dWta/IX81j948mNbVe1bJn357MqSdmc0r/bCa+/R6ff/UN5509KArR153MW4fR6qIzCflL91luuFx0fmIUM44eQshfSt/p77D5Xz/Q8oIzKF6Sx/wHn6XFX04n667rWHbLQ1GKvvZNm7uY8kCQVx+4jZwVqxn31keMve3qqvblawp4ZuRw6tdLrlr24PhJDD6pHwOO6cMnU39i0hdTuWJwfCR6u7d343YZjH17D21bOBmc7WX8J/6q9k5tXZx1rIcUX/WAmSb1HRRsDvHix/4DPeUhb82y7wgFyzl7+HtsWruQ2V+M4dRLnwdg97YCVi74nLNHTMbA4LMXL6Rt15NxuT00btWZAUNfjHL0deOHRRblgSBv3HEZi1et58kPv2PctX8BIp/BT330PRNuuZgGyT5e++YnduwpYU9pOZ3aNOef1/01ytGL/D4lrA4BpmlmA3cDASAD+BkYBvwNuBWwgXnACMuy9pimuRn4COgLFAMXWpa1xjTNNUB25e/ZRKqqsmu8jgt4AegKNAMWAxdU/v4VsBUoBSYB2cBUoDcwwTTNc4AvgLaWZYUrn/9Oy7JOq4t9cjA6Z/mYt2QPANaqUrLaeqvaOmR4WbayhGDQJhi02bC5gozWHrLSvbRL9/Do7RnsKg7y4jtF7NgV/K2XOKSYGR4WWZGT5BXrKmiXVn1HMistEWtNOcEQBEM2G7cGSW+ZQOtmbl56P5KMsdaUccmZDQ/43Ieqzlle5i2NnORZq8ton+6pauvQ1kvuytKqY6Roc4CMVokc3iWJH+fu5v4b0igpC/PiOxujFX6d6N45lTnztgOw1CqmY/vqC+xOHeqRk7ubQNAmEAxRWFRGu4xkundO5c3JkWTw7LnbueqSjLhJWHXpkMTcnEjV1PL8EtpnVL+PmJk+lq3wV+4Pmw2by8lI87B6fRnXX9qapyeu59n7OkQr9DqzYOVa+nZtD0D3dmksW1P9t160ch1ZrZvx5OQpFG7dwdn9etEwJYkLT+5LKBypACjavpNG9eKnugpgca7FkYf1AKCL2Z7l+aur2sLhMOuLNvL48xPYvmsXZ5yYzcCTsrHyV5O3ajUj/v4gDVLrceOwS2jcsEG0ulCrlixbTp9ePQHo3LED1opVVW3hcJjCoiLGPvciO3bu4vST+3PayScyfNhQbNsmHA6zZes20rq3jFb4daZk1TrmnXc9PSc+ts/y5E7t8OevI7gz8l6zfeY8GvTrTcO+vcgfOwGALV9Np/1d1/3pMdelRVY+fXt0AqBb+wxyV62raguHwxQUbeGhCe+wfVcxZ2UfzZknHM3qwo38vcffAOhhZvLkGx9GJfa60K6Vk2WrI1Xea4pCtGnm3KfdtuGZ9/3ceXH153JaMyepyQY3/iWJQBA++KGUzTvio8IZYOPqebTucCwAzdJ7smX9kqq25PrNOf2KCTgckf0UDgVxuhLYWrgU/67NfD7+ElxuD0cPGkn9JplRib8uLMgv4JjO7QDontmapWurb7IvWrWe9q2aMPaDbyncupNzjulJw5QkfrHWsHlnMcOeepNEt4vbh5xC2+aNfusl5A+y42fQSUzRHFaHjr7AjUBHwAOMBP4OHG9ZVjfAD9xbuW4TYJZlWd2Bd4F//hevUWFZ1tFAFlAfOL2yzQQusizr5L0rW5b1BjAXGGZZVg6wmkgiC+ASYOJ/3cs65PM68JeGqh6HwzYOR3VbSY220rIQSV4H6zeWM+nTzYx8fDWzFuzmmgta7P+0hyyfx6CkrPokJhyman94PY592srKw/g8DtYUBujVJXKB3quLj8SE+KoW8Xmc+xwHYZt9jhF/2b7HiM/roF6Si2Sfk3v/WcDPi/dw+blN/+yw61SSz4m/ZN//G6ejRpu/OoFbUhok2eckyetiT+U2JaUhkpPi596Iz+vc732k5jGyb1tpWZgkr5PhF7fmwylb2LYjsP/TxQV/aTnJ3urkrtPhIBiK7Iede/zMXb6aG4ecyrM3XsLb381i7catVetd9cQrvPv9bPp1M6MSe13xl5aS7KtOZjpq7JOy8nLOHXgKd998HWPvuZOPv/qOlWvW0aZVC644fwjPPnQ3xx7Zm3ETXo9W+LWupKSUJJ+v6rHT4SC0d3+UlXP2Gadx1y03Mua+0Xz65dfkr16DYRiEw2GuGHELCxcvoUvnjtEKv85s/Pgb7MCvb4K56iUT3FVc9ThU7MedmrzP8mCxH1dqyq+2PZT5S8tI+o3/m9LyCv5y6vE8OPxS/jnyOj74djor1hbSIb0V0+ctBmD6vBzKyisO+NyHIk+CQWlF9RVw2AZHjdOu5WuD+Mv2vULe7Q/zzZxynp7s5+s5ZQwd6COeVJT7SfBUH/eG4SQcivwPOZxuPEkNsG2b2f8aQ6OWnajfJANfShMOO+EqBl39BoedcDU/vHtHtMKvE5HP4Orh0k6HQTAUOYffsaeEX/LWctM5J/LciAuYNPVn1m7aRuPUZC4/tS8Tbr6YYQOO4a6Jn0QrfJHfpYTVoWO6FWEDbxKpuPrcsqy9Eyq9BJxY+XsZ8Ebl768Df2hQsmVZ04HnTdMcDjwNtAf21l1vtixrze88xavAxaZp+ipj+fSPvO6fpaQ0jNdTfcg7DIPKG/y/avN6nOwpCbEo18/i5ZGKm1kLdtOujZd4UVJm40ms7rNhULU/SsvCeGu0eRId+EvDvPn5Dnp39jJqWFNsG4r98XPXDqCkLLTPcVBzn5SUhvElVt/d9Hqc+EvD7PaHmLMoUrn38+JistLj5xgB8JeE8Hmr+20YBpXnQZE2X3Wbz+ui2B/EXxqs2sbndVLsj4+qRIgk4Hyemvuj5jESwuupeYw4CIRsunZI4sKzm/PYyCxSkp2MujZ9/6c9pCV5EykpK696HLZtXM7IfkhN9tGlbSsap6bg8yRyeIe2WAXVd39fuu0KXr3zSm574e0/Pe66lOT1UlJWPTTYtsNV+yQxIZHzzhiAJzERn9fL4d06s3LNWnp178JhXTsDcNxRvVmxam1UYq8LPp+X0tLq/RG2wzj37o/EBM4dNBCPJxGfz8th3buRvzrSd5fLxWvPj+OWEdfw6JPPRCX2aAju3oOrxpxuzpQkAjuLCe7eg7NyuSslqaoCK14keT2UlFa/l9g13ks8iQmcf1o2nsQEkrweencxWbGukJsuGsz0+Tlc/8hzOAyD+nE0F15ZhY2nxo1Bw/j9byFbuzHE4pWRmyP5hSFSk+PrUi8hMYlAeY3hjnYYh7P6plgwUM7Ud2+jotxPv3Mi9/GbtO5KeufIpVDzjF74d23CjqNSmCRvIv4aidrIZ3Dk714/yUeX9JY0Tk3G50ng8PZtWL5+E53TW3JCj8iNosOy2rBlZ3Fc7ROJL/H1Lhbfal7xOfj1386geohnuDKxtXfdvdvalesBuPd/gcrJ1CcBJcBrwPQa65fuv/4BvA+cDAwBvrQsK6Ym8lm2soQ+3SJ3ZcxML2sKq8PLW11Kl/ZJuF0GPq+DtBaJrC0s54ahrejbKzKnRo9Oyaxc+0d2w6HBWlPOYR0jyZX2bRJYt7G6+mNlQTkdMxJxu8DrMWjVzE3Bxgq6d/Dwwbe7eGTCZmzbJmdF/OwPgNyVpfTuGsnRmhke1hZWnzjnrSmlc/vIvF8+j4O0FgmsLSwnd2VJ1TZd2/tYV1R+wOc+VOXk7uKo3pGhn13MFFatrT5RzM3bTffOqSS4DZJ8TtLTfKxe6ydn2W6OrtzmqN4NWbw0fuY5W7bCT5/ukfeEju18rFlf/T5irSqha4ck3O7I+0ibFh6sVSUMG7mcOx5dyR2PrqR4T4hHXoifRARAz6x0ZuTkAbA4v4CsVs2q2jqlt2Llhk3sKPYTDIXIWVVAZsumvPLlv/nXrAUAeBPdOBzxdTrSrVMHZs1bCMBSawWZlROpAxRsKOK6ux4gFAoTDAbJyc3DzMxgzHMv8+/ZPwMwb/FSzHYZUYm9LnTt1JE5c+cDsGx5Hpnpbara1m8o4oY7RxMKhSL7Y1ku7dtlMu75l1mwODLcx+f14HDEV0Xvf7InN5+krHTcDVIx3G4aHdubHbMXsP2n+TQdcDwATQYcx/aZ86Icae3q0SGTmQsjcyTmrFhNu7TqYaDrijZz5X1PEQqHCQZDLLTyMdumMSdnOVcOPp1nRg3HMAyO6BY/lXirCkN0yYicrrdt4WTD1tDvbAGn9/VwQq9ItU2rJg527I6vG4vN2h5OgfVvADatXUjD5tXD7G3b5pvXr6NRi44cd+4DVUMD5333HDkzIvfxt21YTnL9lhhG/Lyf9MxszYwlKwFYvGo97VtWV/p3atOclRs2s2NPCcFQmJzVhbRr3pjxX0znralzALDWb6J5g9S42icSX+JnnEb862eaZiugiMhwu5uBG0zTfNCyrO3AlVRPfu4zTXOQZVmfA5cBUyqXbwW6EBm6d9YBXuMkYLJlWa+ZppkJnAB89ztxBak8jizLKjFNcwrwMHDuQfazzsxasJvDOifzxMhMMGDca+s5++RGFG2uYM6iYj77fhuP3ZmBw2HwxsebCARtJn64kZuGtmLgCY0oLw/z9OvxMQ8PwC9LSujewcMDI5phYPDCe1sZeFwKG7cGmbeslCkzirl/eHMMA96dspNAEDZsCXDNXxoRDNoUbArw6kfbo92NWjVrYTE9OyXx2B3pGAY8PbGIs05qSNHmCn5evIfPp+5gzO2Rtjc/2UIgaDN5ylauv6QFj9+ZTjAET722IdrdqFXTZ22lT88GvPBYTwzD4OGnl/PXs1qzvqiUmT9v44PPC3luTE8chsFLb66mIhD5tsDRN3Vk0Ckt2LU7wP1P5Ea7G7Vm5rxdHN4lhadGtwcDnpywjsGnNmHD5nJmL9jNp99uYexd7XE4YOKHRQTi6Fs0f0v/wzoxe9lKLn1kPLYN9182mDe/mUla04Zk9+zE9YNPYfhTkeFtJ/fpSlarZjRITuKeVz/kkx/nEbZt7h86OMq9qF3HHdmbuQtzuHbkfdi2zajrr+bdT7+kdYtm9DuiFycf15drRt6Ly+nk1Ox+ZLRpzdUXn8+jz77Ex1O+w+NJ5M7rhkW7G7Wm39FHMG/hIkbcfhfYcMeNw3n/k89p2aI5xxzZh5Oyj2XEbXfhdDk5pf/xZKSnMXjQ6Tz1/HjefPd9DMPgxmuvjHY36lzL88/AmeyjYMJklt3+KEd8+QqGw6Bg4oeUb9jM2vHv0PPVMRw97W3CFQEWXhw/33QGkN2nB3NylnP5PWMBm3uuvohJX3xP62ZNOL53dwYc05vL7n4Cl9PJwGOPoF1aC0rLy3lw/Fu43W4yWzfnzsviZxLpRSsCdEx3cesFyWDAW1+V0L9XIlt2hsjJP3Dl8jdzyhk60EfXTDfhsM2bX5X8yVHXrYwuJ1O44ic+fe58bGyyz3uExdNfo17jdOxwiKLVvxAKVVBgTQfgiAG30DP7Sqa+dwcFy6dhOFxk/+WRKPeidvXv2ZHZy1dzyeMTwba5/5JBvPndbNKaNCS7RwduOKs/1/0zUsV8Sq/OZLVqyuWn9OWuiZ8yY8lKnA4HD1waX19oES02SvrVBUPlf7GvcgLzF4ANQCvgW+AmIsmoG4lUS80DrrEsq9g0zb3DBntWbnOpZVmbTNM8HXgG2A58DfSzLCvbNM1pwH3ANmDvuIwKYA2QC0wAplmW1bYynqFEJm8faprmbcA1wCWWZf1kmuaJwDOWZXX+b/o4cNgSHYg1JNePr3kp/r9KiuPrhKs27NiwOdohxJykhqnRDiGmfDxsRbRDiDl7GsVP1VJtCbgSf3+l/yELuwyJdggx59g5z0Y7hJgzamqfaIcQczKz9Blc03X13op2CDHH2//iuM7ofPTz7w3aPXQNPiJ6Zc6qsDp0bLIs68T9lk2o/PkVy7IuOcCyL4EvD7A8u8bDbr/x+m1rrD+RygnVLct6AngCwDRNJ5EhgQeMSURERERERETkj1DCSmrTXCLDDs+MdiAiIiIiIiIicuhSwuoQYFnqFAslAAAgAElEQVTWNCD7v1g/KiV7lmUdFo3XFREREREREYmW+B0QGF3x9bU8IiIiIiIiIiJyyFPCSkREREREREREYooSViIiIiIiIiIiElOUsBIRERERERERkZiiSddFRERERERERA6SrUnX64QqrEREREREREREJKYoYSUiIiIiIiIiIjFFCSsREREREREREYkpmsNKREREREREROQgaQ6ruqEKKxERERERERERiSlKWImIiIiIiIiISExRwkpERERERERERGKK5rASERERERERETlIYduIdghxSRVWIiIiIiIiIiISU5SwEhERERERERGRmKKElYiIiIiIiIiIxBTNYSUiIiIiIiIicpBsO9oRxCdVWImIiIiIiIiISExRwkpERERERERERGKKElYiIiIiIiIiIhJTlLASEREREREREZGYoknXRUREREREREQOkiZdrxuqsBIRERERERERkZiihJWIiIiIiIiIiMQUJaxERERERERERCSmaA4rEREREREREZGDFNYcVnVCFVYiIiIiIiIiIhJTlLASEREREREREZGYooSViIiIiIiIiIjEFM1hJSIiIiIiIiJykGzbiHYIcUkVViIiIiIiIiIiElOUsBIRERERERERkZiihJWIiIiIiIiIiMQUzWElMcGdkBDtEGJKeUl5tEOIKXt27I52CHIIsMN2tEOIKWe/lMWHN26KdhgxxRUsjXYIMcc37YNohxBTjn/6HMJHnRjtMGLKj0eOiHYIMSfl+UXRDiHmFBXp/bWmipVzox1CzPH2vzjaIdQpW6ehdUIVViIiInFIySqR/56SVSIiIrFDCSsREREREREREYkpSliJiIiIiIiIiEhMUcJKRERERERERERiiiZdFxERERERERE5SPrun7qhCisREREREREREYkpSliJiIiIiIiIiEhMUcJKRERERERERERiiuawEhERERERERE5SLbmsKoTqrASEREREREREZGYooSViIiIiIiIiIjEFCWsREREREREREQkpmgOKxERERERERGRg6Q5rOqGKqxERERERERERCSmKGElIiIiIiIiIiIxRQkrERERERERERGJKZrDSkRERERERETkIIU1h1WdUIWViIiIiIiIiIjEFCWsREREREREREQkpihhJSIiIiIiIiIiMUUJKxERERERERERiSmadF1ERERERERE5CDZmnS9TqjCSkREREREREREYooSViIiIiIiIiIiElOUsBIRERERERERkZiiOaxERERERERERA5SOBztCOKTKqxERERERERERCSmKGElIiIiIiIiIiIxRQkrERERERERERGJKZrDSkRERERERETkINl2tCOIT6qwEhERERERERGRmKKElYiIiIiIiIiIxBQlrEREREREREREJKZoDisRERERERERkYOkOazqhiqsREREREREREQkpihhJSIiIiIiIiIiMUUJKxERERERERERiSlKWImIiIiIiIiISEzRpOvyP8Mw4Orzm9K2VSLBoM2zkzaxcUugqv3kY1I5tV8qobDN+1O2M3eJnyuGNCGjdSIA9eu58JeGuPPxgmh1oVZpf/yaYcBNw9rSLt1HIGDz+Iur2LCpvKp94IlNGHRSU0IhePOjQmbP30nTRgnccW0mTqeBYcDY8aspKCqLYi9ql2HArde2JysjmUAgzKPPWBTW6N+gU5pz1oCWhEI2r09ey0+/bCe1not7b+tEYoKTrdvLefhpi/LycBR7UXsMA66/NI3MNl4CwTBPTVjHhs0VVe2nZTdi4AmNCYVt3v50I3MW7q5q62YmMfLatlx409JohF5nwuEwj772PivWbcDtdnH3sPNJa96kqn3mwmW8/NFXAHTMaM2dQ8+jPBDg7uffZMfuPfg8idx/zUU0qJccrS7UunA4zOMTJrFyTQFut4tR11xKWotmVe1Pvvo2i5evxOf1APDYHSN4efJnrFizDoBtO3eTkuRjwsN3RSX+2ha2bR6dupC8rbtIcDq5+6TDSKsf+XtbW3Yy9t85VevmbNzO2DOO4rBWjXhk6kIKd5cQCIW5I7s7XZs3jFYXal04HGbMq++xYl0hbpeL0VdduM//zRMT32dR3ip8nshn7tjbrmbXHj/3v/Amtg3NGzfk71degCcxIVpdqBP1j+hOx4dvY/ZJl+yzvOnAE2g/ejh2MEjBxA8peOV9HJ5Eer7+OIlNGxEs9rPo8jup2LojSpHXPgM4q5+LFg0dhELw4Y8Btu3ed1bnJA9ce2YC4z6sIBgCbyL8NduNJ8GgpMzmwx8D+OPnlAQDGHycmxaNIvtk8rSKA+6TEed4GDu5jGAIPAlw0cmJJLggGIZ3viunuDQ68dcNA89J5+Fs2hJCQUq/fpfwzq0AOJq0wtv/nKo1nS3aUvLJBELbNuE7/SIA7LISSr54A4KBAz67/HFhTbpeJ5Swkv8ZR/ZIJsFlMPKJAjq09XDZ4CY8Mn4DAPXrOTkjuz63jllHgsvgkVvTWLi8hFc+2AKA0wGP3JrG85M2RbMLtUr749f69WlAgtvBiNHL6NQ+mesuSWf043kANEh1M/i05lwzcgkJbgf/fLAz8xbv4vLzW/Px15uY+csO+vRIZdjf0rh37Ioo96T2HHtUYxISHFxz+wK6mCmMuLwdox6KJFwa1nczZFArht08n4QEB8+P6ckvC3Yw9Px0vv33ZqZ8v4mLhqRx1oAWTP60MMo9qR19e6WSkGBw0wN5dGzn46q/teK+casBaJDq4uxTmjDiHgu32+Cpuzswf0kxgaBNk4Zuzj2tKU6nEeUe1L5p83KoCAR57f6byVmxhqcmfcKTt14JgL+0jKff+ZSXRl9P/ZRkXv/8e3YW+/lixi9kpbXk6nNP4+tZ83nlk6+57ZJzo9yT2jP9lwVUVAR4+eG7WJKXzzNvvM9jd46oardWrWPc6JupXy+latnNl50PQDAY5Oq7xzDy6kt+9byHqmn5GygPhZn412xyirbz1I85PDnoaADMJvV5acixAHy7opDGSR76tm3G+Nm5tGtUjwdO7c2KLbvI27orrhJW0+YupjwQ5NUHbiNnxWrGvfURY2+7uqp9+ZoCnhk5nPo1ErkPjp/E4JP6MeCYPnwy9ScmfTGVKwYPiEb4dSLz1mG0uuhMQv59swmGy0XnJ0Yx4+ghhPyl9J3+Dpv/9QMtLziD4iV5zH/wWVr85XSy7rqOZbc8FKXoa1/ntg7cToMXPqsgranBwCNdvPFtdVKhfWsHp/Vxkeyt/lw5oaeLNZvCTFsYIqulgwF9XHz4YzAa4deJLhlOXE6DZz8up00zB4P6upn4VfVNow5pDgYemUCKr3qf9DZdFG0L88XsAEd2cpLd083ns+InOeNq3w3D5cL/9jicLdLxZJ9NyScTAAhvKcT/3rOR9Tr0xL1nN8E1y/Fkn0PAWkDFwhkk9htIQrejqFjwYzS7IfKbNCRQ/md0audl/rISAPLWlJGV7qlqa5/uIXdVKcGgTUlZmKItAdq2qr5rOTC7PgtzS1i7oeJXz3uo0v74tW4dU/h54U4AclfsoUO7pKq2TllJLLEiyQd/aYjCjWVkpvt4/o11zJ4f2cbpMAgE4qOSaK/unVOZM287AEutYjq2r77A7tShHjm5uyP7pCREYVEZ7TKS99lm9tzt9O7RICqx14WuHZKZuzhSNbU8v4QOGb6qNjPTx9I8P4GgTUlpmA2byslI8+J2G9xwWRrPvL4+WmHXqYXWKo7u0QmAbu3bkru6uupy8YrVZKW15KlJnzDsgadplJpCg3rJLLJW0bd7ZJtjenTi5yV5UYm9rizKXclRh3UFoGuHduTmr6lqC4fDFGzcxKPj3+Cq0Y/w+dQZ+2z7/pSpHNGjC1nprf/MkOvUwg3b6JseqTDr1qIhyzbt/NU6pYEg42fncnt2dwBmrd2E2+lg+Mczefnn5Ryd3uxX2xzKFln59K36v8kgd9W6qrZwOExB0RYemvAOV9z7JJ/9MAuA1YUb6dujCwA9zEwWWvl/fuB1qGTVOuadd/2vlid3aoc/fx3BnbuxAwG2z5xHg369adi3F1u+iVxkb/lqOo37H/1nh1yn2jZ3YBWEACjYbNOqyb6XbbYNE76soLS6EJym9Q3yCiLnIWs2hUlvHl+XehktqvfJuk1h0g6wT8Z/XkZJWXWpy8btYfYWInoSDELxdZqGq1UmwdW5AISK1uJslvbrldwJeI45jbKpH0bW27IeI9ELwP+xd99xTtT5H8dfk7KbsvQOC0vdobMKIhYEOQuKqKgcevbesPd2YjkUy6ln4ey9Ipbj7HeKICIqvQ59WcrSFtjdbEsy8/sjYQtFTn4sCfH9fDx4QPKdmXxm+E6S+cz3+4mR5gM7xQ6KpBSNsEoBpmkOBB4B3MBKoBjoHn88xrKsd03TnAFcalnWdNM03UAucDCQBTwBBIBNwOWWZa0wTXMi8DPQH2gCXGNZ1hemab4GTLQs67X4azuWZRmmaWYAz+74uvth9/9nAZ+LktJo5WPbdnC5Yu/RAb+LktKqN+vScpuAzw2Axw3H96/PLWNW7bTNA5mOx84Cfjehkt0ck0DNttLSKMGAm8Ki2J3L1i18XHFuG+55NLUuvIOBnY+J2wVRO94WqrpzW1IaISPgJuj3UBxfp6Q0SkYwdT5qAn4XoZKqc8O2qewjQb+bULVzqqTMJhhwM/K8TD78fAObt6TOHd3qQqVlZPirEt4ul0EkGsXjdrO1KMT0BUt4e/StBHzpXHL/U/To1Da2TiC2TsCXTnFJSs3PIFRaSkbAX/nY7XJVHpPS8gqGn/AnzjrpWKK2w8hRj9KlQxYds1oTDkf45JvvefmhuxIY/b5XXBEhI73qfcBlGERsG4+r6mLzk/m5HNOxFQ38sSlwW0srKCwL8+ywI/j3wlU8OXku9x/fZ7/HXltCpWUEq/UR1w595M/HD+DsIYOI2jZXPvAUXdq3ITurFZOmz+GkAf2YNH0uZeWpddMo/+Ov8We12ul5T90MItuKKh9Hi0J462XUeD5SFMJTr85O6x7IfF4oq/Zf7DjgMqqmHS1ds3OSYd1mhy5ZLtZujtI1y0WaJ7VG9frSDMoqqpJR9g7HZMnqnY9JqMwhO9PNLSPc+H0Gz32SQnMkiSWcnIpq++Q4YLjAqToWad37EbZm4ZSGALCLtuHrPxRvl97g9hD68Yv9HbbI/yy10u5/bNnAIGAJMN2yrN7AUcBdpmm2B94EzoovOwiYDWwFXgL+YlnWwcDjwIvVtplmWdZhwA3Ag3t4/bt387pJo6TMxu+r6vKGUXVDoaS0Zps/3VV54dmrc5D5S0opKUutuw86HjsrKY0S8LsrH7sMo+qYlEQrk3YAfr+b4lDsmOR0q8sDt2Qz+pllKVW/CiBUUvOYGEbV3clQSZRAoKot4PdQFIoQKo1UrhPwuykKpc50hB3PDcNVdd6ESqMEqrUFfC4iEZvuZgbnDGvOo3d2pE6Gmzuvbrufo65dQb+PkrKqW/yO7eBxx/7/62UE6dq+DY3r1yXgS+fgzh1YnLuGoN9HKL5OSVk5GUH/Lrd9oAr6/YRKq94LbKfqmPjS0vjzicfgS08n6PfRu3tnlqyMjb77Ze4CcrpmkxEM7HK7B6qMNA+hiqr3AQenRrIK4ItFeZzaPavycT1/GgPaNwfgqHbNWbBh51FZB7Kg30dJtaExTvU+kp7GmScMxJeeRtDvo083kyWr1nD9OacxacZcrnnoWVyGQf06wd1tPqVECovxVNtXd50g4a1FRAqLccef99QJEtlauLtNHJDKwlC9RJnBnmvkfDc7QoMMg4tP9FIvaLC1OLWK6pRVOKR7q5JwhrHnY3JcHy8TZ0V49P0yXpxQxnnHp9dylPuXU1GGkVZtnwyjRrIKwNu1NxVzp1Y+9g84mdIv36H4tYcp++4j/PF6VvL/4zhOyv5JJCWsUodlWdY24BjgCtM0ZwGTgCDQDXgXON00TYNY4uotYkmuDsC/4suPAaonmb6M/z0P2FPhiN29btJYtKyU3t1iX2yy2/pqTGdbkltG1w5+vB6DgM9FZvM0VsXbe3YOMGNBKCEx1yYdj53Ns4o49KD6AHTplMHyVSWVbQuXhujRpQ5er0HQ7yarlZ8VeSXkdKvLyAuyuG30IhYvT73jMnfhNvr1iZ3+3cw6LM+t2seFiwvp2bUeaV6DYMBNVusAK3JDzF1QyGHxdfr1acic+dsSEnttmL+4mL45dQHo3CHAyryqpIS1vITuZgZer0HA76JNSx+Llpdw8a0LuWX0Um4ZvZSi4iijn12ZoOhrR6/sdkyZtQCAuUtW0rF1y8q2Lu1as2z1OrYWFROJRpm7NJd2rZrVWGfK7IUcZHZISOy1pWfnjkydESskPm/xMjq0qRo1krcunyvueZho1CYSiTB70VLM9m0A+GXOQg6LTyVMJb1aNGLKyljNw7nrCujYqF6N9qLyMOGoTfM6VYm6nJaN+CG+zow1m2jfMLVGz/TKbs+UWbF6gHOXrKBDtfNm1boNXDrqCaK2TSQSZZa1DLNta6bNXcSlp53I03dcjWEY9O3ROVHh71fFC5cR7JiFt0E9DK+XRv37sOWnmRT8OIOmgwcA0GTwURRMmZ7gSPet3Hybzq1jSczWTQ3yt+z5RmG75i5mLLF5+fMwW4occten1s3Flfk2ndvEjkmbZi7yC/Z8IV1STuWorOJSB5+3VkPc7yJrVuBp1xUAd4ssopvW1lwgzYfh9uAUVSX9nbJSnPLYyGa7eBtGemrdJJHUkjrzNGT7fAo3cI5lWTMATNNsBhRYlhU2TdMCBhJLLo0EOgHLLcvKiS/rBqoXidh+JeYQu7FT49+maVZ/y9/l6+7LHfz/+ml2Mb26BHj45tjc7qffzOfkQfVZtzHML3ND/HviVkbf1BqXAW//axPhSOzDrVUzLxOnpdZdO9Dx2JXJP2+hd896PP1AVwwDxjy3nOFDmrMmv4wfp2/loy/y+cd9XXG5DF5+L49w2GHk+W3wegxuvzp2wZ23tpS/v7gysTuyD02auolDchow9pEcDMNg9FOLGHFKJqvXlTLl5818OGENz47JwWUYvPDmCirCsV8LvPv6zgw9rgXbCsPc99jCRO/GPjNl+jYO7l6XJ/7aCQODx1/M5fTBTVizvpyfZhbyydcb+fvdnXAZBq+OW0s4nFp3t3fl6D49mTbX4qJRT+A4cO/lf+Gtz7+jdbPGDOjdg6tHDGXkw2MBOKbfQXRs3ZLMpo25959vc/F9T+L1eHjw6tQpMA4woO9B/DxnAZfe9RA4DnddfSHvTviazOZN6X9IDsf3P5RL7xqN2+3mhAGH0b51LKG1am0+JwxIrTo8AEd3bMm0VRu48IPvcRyHe4/tzVszltC6fgYD2rdg1ZZiWtStecF00SEmD/xnBhe8PxGPy8X9x/dOUPS1Y+AhvZg2dxEX/fVxwOGvl5/D25/9l8xmTRjQpyeDj+jDhfc8hsftZkj/vnRo3YLS8nIeeP4tvF4v7TObc9uFIxK9G7Wq5Zkn4c4IkPfSByy45WH6fv4yhssg77XxlK/dQO7z75LzyhgOm/gOdkWYWefelOiQ96n5K206Zrq48uTYMKsPvw9zZA83m7c5LFy160TUpm0Ofx4Y+3q+LeQwflJqTUWftzxKdqaLkcNiI4re/66Co3p62FTosGBldJfrfPVzmOED0zi8mweXC8Z9n1pTaSNL5uDJMgmedT0YUPrlO6T1Hoi9dRORZfNwN2yKva3mJVnptx/i/9MZsWHiQOl/xyUidJH/iZHoIV7y/xevYTXKsqyBpmk+DtS1LOtS0zRbALOAwy3LWmaa5tnATcBcy7LON00zHVgGnGVZ1mTTNC8Fzo5vZ2J8mxNN02xLrG5VW9M0HwUMy7JuNk1zOPBBvIbVbl/3f9mHU69arI4ou7UthX6mel8Jl6bW1MN9IVC/bqJDSCrjr0utX/HcF8Jpf4wpVL9H2g+fJTqEpGL3+1OiQ0g6kw8dueeF/mAmPzc70SEknUgktUZz/X/dE7oj0SEknXo3P5VaRdV28MznqZtYGXmikbD/O00JTD33AX7TNOcB3wK3VksafUxsVNVbAJZllQPDgcdN05wDnA9cvIft/xMYGF/+CGDd//C6IiIiIiIiIinJcVL3TyJpSmAKsCxrIrGpfliWVQjssnKeZVklQJ0dnpsK9N3FsgOr/Xsl0Db+72VA9Z/puX5PrysiIiIiIiIi8ntohJWIiIiIiIiIiCQVJaxERERERERERCSpaEqgiIiIiIiIiMhesvW7A7VCI6xERERERERERCSpKGElIiIiIiIiIiJJRQkrERERERERERFJKkpYiYiIiIiIiIhIUlHRdRERERERERGRveQ4iY4gNWmElYiIiIiIiIiIJBUlrEREREREREREJKkoYSUiIiIiIiIiIklFNaxERERERERERPaSrRpWtUIjrEREREREREREJKkoYSUiIiIiIiIiIklFCSsREREREREREUkqqmElIiIiIiIiIrKXHNWwqhUaYSUiIiIiIiIiIklFCSsREREREREREUkqSliJiIiIiIiIiEhSUQ0rEREREREREZG95NipXMTKSNgra4SViIiIiIiIiIgkFSWsREREREREREQkqShhJSIiIiIiIiIiSUUJKxERERERERERSSoqui4iIiIiIiIispdSuuZ6AmmElYiIiIiIiIiIJBUlrEREREREREREJKkoYSUiIiIiIiIiIklFNaxERERERERERPaSoxpWtUIjrEREREREREREJKkoYSUiIiIiIiIiIklFCSsREREREREREUkqqmElIiIiIiIiIrKXbFtFrGqDRliJiIiIiIiIiEhSUcJKRERERERERESSiqYESlII1A0kOoSksmr+skSHkFTa52QnOoSkkzt/RaJDSDoZDeokOoSk4p4/IdEhJJ1ozyMTHULSeThwf6JDSC5zYMumkkRHkVTqPDc70SEknf5X9Up0CEln4zdWokNIKmOWPZLoEJLO6EQHIAckJaxERERERFCySkRE9o6jEla1QlMCRUREREREREQkqShhJSIiIiIiIiIiSUUJKxERERERERERSSpKWImIiIiIiIiISFJR0XURERERERERkb2kouu1QyOsREREREREREQkqShhJSIiIiIiIiIiSUUJKxERERERERERSSqqYSUiIiIiIiIispdsFbGqFRphJSIiIiIiIiIiSUUJKxERERERERERSSpKWImIiIiIiIiISFJRDSsRERERERERkb3k2ImOIDVphJWIiIiIiIiIiCQVJaxERERERERERCSpKGElIiIiIiIiIiJJRTWsRERERERERET2kuM4iQ4hJWmElYiIiIiIiIiIJBUlrEREREREREREJKkoYSUiIiIiIiIiIklFCSsREREREREREUkqKrouIiIiIiIiIrKXbDvREaQmjbASEREREREREZGkooSViIiIiIiIiIgkFSWsREREREREREQkqaiGlYiIiIiIiIjIXnIcJ9EhpCSNsBIRERERERERkaSihJWIiIiIiIiIiCQVJaxERERERERERCSpqIaViIiIiIiIiMheslXCCgDTNP8C3A14gScty3p2h/ZTgPsAA1gBXGhZ1pbdbU8jrEREREREREREZK+ZptkK+BtwJJADXGaaZtdq7XWBscAQy7J6AXOAUb+1TY2wEhERERERERGRnZimWR+ov4umrZZlba32+BjgW8uyCuLrfQicAdwfb/cCV1uWtSb+eA5w9m+9tkZYiYiIiIiIiIjIrlxPbPrejn+u32G5lsC6ao/XAZnbH1iWtdmyrI8BTNP0A7cDn/zWC2uElYiIiIiIiIjIXnJSu4jVk8Bru3h+6w6PXUD1A2EA9o4rmaZZD/gYmG1Z1uu/9cJKWImIiIiIiIiIyE7i0/52TE7tymqgf7XHzYG11RcwTbMF8BXwLXDDnjaohJWIiIiIiIiIiPx//AcYZZpmEyAEnA5ctr3RNE03MAH4wLKsB/+XDSphJSIiIiIiIiIie82yrDWmad4FfAekAS9ZlvWzaZqfA38FWgMHAx7TNM+Ir/arZVmX7G6bSlhJpfhc0tcsyxpmmmZLYh3sxETHta8YBlx4Sn2yWngJR+HF8QWs3xytsUydoIv7rmzCbU+uJxwBrweuPrMhdYNuysptxo7bQlFop2m4ByTDgJuu7ETHdhmEwzYPP22xZl1ZZfvQ45pzyuCWRKMOr3+Qy4+/FFCvrod7b+5CepqbTQXljH7Korw8NY4HxI7J+SfVpU1zL+Gow8ufbGNDwQ59JODinssacdczGwlHqp7v3SWdvt39jB33v4yWPXAYBtxwWXs6tg1SEbZ59LllrMmv6icnHdOUocc1J2o7vDluNVOnb6lsO+OkFjSs7+WFt1YlIvRaYRhw2fAmtG2VTjji8Ny7G8jfFK5sP+awuhx3RF1sG8Z9VcD0+SU0buDhunObAVBcEuWJ19dTEU6dOge24zD6y59ZvGEraW4Xfz2xH20a1gHAWl/Ao99Mr1x27ppN/P2MAZjNGnDXp1MIR20aZ/i5b+hh+L2p85XEtm0eeeU9luSuJs3j4c7Lz6F186aV7Y+/9j6zrWUEfT4AHr3lSopLShn17Gs4jkPdjCAPXHMRvvS0RO3CPmUAQw9z07yBQdSGj6dEKCiqaj+8q4se7WK/A7R4tc13s208bhje30PQD+VhGD85Qkl5YuKvDQYw4hg/rZq6iUThna9K2Li15udpht/gpr9k8LfXiojEP4r+dnldNsSXW7E2wr8ml5EqDOCUIz20aOgiGoXxk8NsLqz5Xhn0wZUnp/Hk+AoiUfCnw4iBXnxpBiVlDuMnhwmlziEBoH7fnnQefTM/HXNejeebDjmaTndfjROJkPfaePJeHofLl07O64+S3rQRkaIQsy+6jYpNW3az5QOPY9t89e4o1v4CkgIAACAASURBVOdZeLxpnHDugzRsmlXZPv27t5kz9SMMw+CIIVfTqefRhCvKmPDKLYSKNpPmCzL0gjEE6jRM4F7sWwZw8uEeWjQyiETho8nhGu+vEDtvLj/Jyz8+DsfOmzT480AP6V6DknKHj3+IpNx5I4ljWdY7wDs7PLc9p/Arv/OH//QrgVJdA+AgAMuy1qZSsgqgT1cfXq/BvWM38t4X2zh7SM1f5uzZKZ07Lm5M3Qx35XPH9ssgLz/C/c9vZPKMEoYNqrO/w641/fs1Ji3NxRW3zOSfry9n5EUdKtsa1vdyxtBWXHnrTG68dw6Xn9cOr8fggjOz+Ob7DVx9+yyWLC/mlMEtErgH+17vLj68HoP7X9zMB18X8ZfBdWu09+iYxq0XNKResOZb59kn1mX4sXUxjP0Z7f5xZN+GpHldXHXHXF54K5erLmhb2dawvpfTh7Rg5J1zueX+BVx2Thu8HoO0NBd3XdeJYYObJy7wWtK3RxCv1+COJ1bz1oRNXDCsUWVb/Tpuhgyox51Prub+59ZyztBGeDwwdGB9pswo4p5/rCFvXQXHHFb3N17hwPOdlUdFxOaN84/n2qMP4u//nVHZZjZryEvnHMtL5xzLiN7ZDDJbc0SHlrw6dT4n9WzPK+cdR/vG9Rg/c0kC92Df+/7X2VRUhHn5gVu56i+n8tSb42u0L1qRxz/uuJax997I2HtvJCPg593P/ssxh/Xm+VE30T6zBf/6bkqCot/3urQx8Ljhhc8jfDU9ygmHVCUnG2RAr/YuXvg8wgufRejY0kWzBgZ9TRfrtzq89EWEWctsBvZy/8YrHHh6dvLi9Rg8/k4xn04q5bSB/hrtXdp6GHlGkDqBqs+bJvVd5G2I8tT7xTz1fnFKJasAurZ14XUbjP1XBV/8EmbIoTWT2J0yXVx8QhoZ/qoP26NzPKxcb/PPCRX8OD/K4ENSJ/EN0P6mS+jx/IO4fOk1njc8Hro+dgfTTriIqYPOpc0lI0hv1pisK86iaN5iph59Nqvf+oSOd16VoMhrx+JZ/yESruD8299n4LCb+PbDhyvbSooLmPH9O5x323ucdcNrfPXOKBzHYeb379KkVTbn3vIOPfqdypTPn0vgHux7XbNceNzwzwlhvvolwok7njetDC4c7K1x3gzMcbNyvcMLn4WZuiDKcX1S67xJFMdJ3T+JpIRVijFNc6Bpmj+bpjndNM3XTdMcVa1tpWmabU3TvMA0zfdM0/zaNM2lpmluf+f+B9DSNM2P48utjK/3mmmaz5qmOdU0zYWmaQ4zTfMj0zSXmab5eHwZt2mafzdNc4ZpmrNN09xjAbX9zWybzhwr9uVuaV4F7VvVvHNtOzD6pU2ESqvucGa3TWd2fJ1ZVhndO/r2X8C1rGfXekybXgDAfKuIzp2qknFdsusyd2Eh4YhDqCTKmnVldGiXUWOdn34toE+vBgmJvbZkt/EyZ2nsFv6y1WHatvLWaLcdGPPqZopLa94FX7qqgtcnbNtvce5PPbvU5eeZsbuzCxYXY3YIVrZ17pTB3EVFVf0kv4wObYOkeQ2+mriBN8evTlTYtaZLBz8zF5YAsHhlOR1aV70ndMpKZ9HyMiIRKCmzyd8Ypm3LdFasKScYiF1sB3wuItHUGV0FMHP1Rg5vH0te92zVmAXrNu+0TGlFhLGT5nDrcX0AuPmY3gzp3g7bccgvKqFRMHXeWwFmL1pGv5yuAPTo1J5Fy3Mr22zbJi9/Aw+9+DaX/vVR/vXdjwBkt82kKBTrW6HSMjzu1EnQZDVzsWRNrN+v3ujQqlHVhdO2ELz+TST2pRhwuyASdchq5mLxmth77eLVNh1apNYdgQ6t3CxYERuduXJdlDbNav5/Ow48PS5ESVnV+0XrZm7qZRhc9+cgV50WpGmD1Poa37a5CysvNpQsb4NDqyY1989x4KXPKyitNtKuaX2DxXmxfrJyvU1W89Q6JiXLVzF9+DU7PZ/RpQOhZauIbC3ECYcpmDKdBkf2oeHhvdn49WQANn45icaDDtvfIdeqvKXTad8tVs+5Vfsc1uXOq2wLZDTk4ns+xe32Etq2CZ+/LoZh1FinffejWLlwakJiry1ZzQ2WxN8r8zY6tGq883nz8hfhnc+b1bF1ctc7tG2WWu+vklpS611dtssGBgErfmOZw4kVQesJDDVNswdwLbDWsqxhu1i+pWVZhwEPA68CVwA5wKXxqYSXAliWdTDQFzjFNM3+u9hOwvh9rhpf/GzHwVXtDJi3tJzikpqJiEC6QUlZ7LmyCge/L3Xe0IMBN6GSqulutu3gdlVrC1XNdyspjZARcBP0eyiOr1NSGiUjmFp3ZHzpLkqr9RHHpkYfmb+sguLSnZMN0+aVJfzuQ20J7NRPqOon/pptJaVRggE3xaEov85OzQRewGdQUi1hadtV7yOx95iqttJym4DPxeatEU7sX48n72jNQV0D/DizeH+HXatC5WEyfFXJXbfLIGLXfC/9ePZSju2SRYNALDFlGAZR2+GMF/7Nr7nr6ZXZZL/GXNtCpaVk+KtGzLhcLiLR2LlSWl7Bn48fyH0jL+TJO65h/DffsyR3NU0bNmDcVxM58+b7mTprPn/qd3Ciwt/n0r2xz9DtbAdcRtW/t0/1G9zHzboCh82F4PNCeXydijD40lLn8xdi+1O6m2MCsCg3Qqis5gdLYcjm62nlPPVBiK+mlXHBkMD+Cne/8HmhrKLqsbPDMVm6xt5pWui6zQ5dsmJvwl2zXKR5Uquf5H/8NU71+gNxnroZRLZVzfuKFoXw1suo8XykKISnXurMDACoKCsm3Z9R+dhluLGjVcfH5fbw63dv8fqYEZgHH19tndhxSE8PUl66w3y5A1y61/jt82atUyNZBfHzpk3svOnSxoU3xc4bSS1KWKUmy7KsPV0t/mhZVpFlWSXAcmBPk7m/iP+dC8yzLGuDZVlFQAGxqYTHACebpjkLmAZkAj32eg9qQWmZjS+96g3ZMGIX37+lpNzBH1/Hl2ZQsotkxYEqVBIl4K+6oxu7gKzWFqhqC/g9FIUihEojlesE/G6KQjt/iTqQlZX//j6S6kp27CcuqvpJac22gN9NcYr1iR2VlDn4fVUfnS6XUdlHSsts/OlVbf50F6FSm/NPacTTb2/g+ofyeGX8psp6VqkimO6lpLzq/912HDyuml8vvpi/kmE5HWo853W7+Ojyodx9Ql/u+Vdq3fEO+v2UlFVdIdiOUzliypeexogTBuFLTyPo99Gnm8mS3DU8/fZH/PXK83nvsb9yw/nDGfXc64kKf58rD8cuqrYzjFiCZjuPG4Yf5SbdC//6KZbYKwtDWnydtB0SXqmgrMKpkYTb8ZjsSm5+lDlLY6Oylq2JUi8jtb7Gl4Whetk2gz0fk+9mR2iQYXDxiV7qBQ22FqdWP9mdSGExnjpVI57ddYKEtxYRKSzGHX/eUydIZGthokKsFWm+DCrKQpWPHcfG5a5587TP0edw7SOTyVvyC7nWTzXWKS8PkR5IrWn55WGH9GoTAv6X95KJc6I0yDC4aHDsvNkW+mOcN3JgSq1POtmuNP63Q+zzfrvq85uqFz7YcbldqZa7Z1dXpG7gVsuycizLygH6Aa/8b+HuH1ZuBTmdY3f3O7ZOIy9/zxfWi3PLyekcu0ueY/qwVqZOxde5C7fRr08sT9nNrMPy3KovAAsXF9Kzaz3SvAbBgJus1gFW5IaYu6CQw+Lr9OvTkDnzU2sUzeJVYXp1itWJ6JDpJW99eA9rpL65iwo59ODY1M+u2RmsyC2pbFu0pJieXepU9pM2rfysWFWyu02lhEXLSzm4a2xUQ3bbdHLXVr0nLMktp0uHWB20gM9Fq+ZprFpXQXGJTUlZ7CK8oDBCMJBaH705mU34YdlaAOas2UTHJjXrAxaVVVARsWlet+riavSXP/PLynwAgmleXClWAK6n2Z4fZ8amqsxdspyOrVtWtq1at57L7n2MqG0TiUSZvWgZndu1pk4wQDA+Aq1Jg/oUFafOuZS7wSY7M/Z/nNnEYP2WmhdHZw/ykF/g8OnUaOVo1VUbbMzM2LmSneli5frUuqBaviZKt3axr2VtW7hZuym6hzXgxMN9HN079hnVqomLLYWpdUclN9+mc+tYYrd1U4P8LXvev3bNXcxYYvPy52G2FDnkrk+tY7I7xQuXEeyYhbdBPQyvl0b9+7Dlp5kU/DiDpoMHANBk8FEUTJm+hy0dWDI7HsyyeZMAWLN8Fk1aZVe2bc5fzvixI3EcB5fbi9ubhmG44ut8D8DyeZNo3bF3QmKvLbnrHbLj75WtmxjkF+z5vbJdcxczl0Z55cswW4r/OOdNbbNtJ2X/JFJqzeeRHW0CjgYwTbMvsKcK2RH2vk98S2x64AQgHfiB2LTBiXu5vX3u1/ml9OiYzqgrm2AAz3+4hROPzCB/c4QZC3dduPQ/P4W4cngD7r2iCZGowzPvFuzfoGvRpKmbOCSnAWMfycEwDEY/tYgRp2Syel0pU37ezIcT1vDsmBxchsELb66gIhz7tcC7r+/M0ONasK0wzH2PLUz0buxT0xeW0b1DGvdc2ggDePHjrQw+PMj6gggzF6VOsvL3mDytgD696vPs6O4YhsHDzyzlz0NbsDq/jB9/2cL4z9bx9N96YBjw0jurUurX73Zl2pwQvcwAo29ohYHBM2+vZ+jR9cnfWMEv80r47Ptt/O26VhgueOffmwlHHF4av5FLz2iCKz5G/8VxGxO8F/vWILM1P61Yx/mvf4UD3DekH29OW0jrBnUYmJ3JqoIiWtYP1ljnrD4mf/vyZ174YR4uA+4YfEhigq8lAw/J4ee5i7jknkdxcLjnivN457P/kNmsCUf16cXgI/ty8d2P4HG7OfGoQ2nfuiU3XTiCx159D9t2cByHWy46M9G7sc8szHXo2BIuOzH2FeOjKREO7+qioMjBMKBtcwOP21V50fX19Cg/L7I5vb+HS0/wELXhg0mpNXpz9pIwnbM83HRWBhjw1pclDOqdzsatUeYu2/W+fj2tnAuGBOje3ottO7z5ZeokNQHmr7TpmOniypNjw6w+/D7MkT3cbN7msHDVri+oN21z+PPAWOJvW8hh/KTUvtHU8syTcGcEyHvpAxbc8jB9P38Zw2WQ99p4ytduIPf5d8l5ZQyHTXwHuyLMrHNvSnTI+5SZcywrF07hjTFn4jgOJ10wmp+/eZUGTdvQqdefaJrZmTfGjAAMOnTvT5vsvrRo24N/v3obbz5yFm6Pl5MvfjzRu7FPLVhp07Gli8tP8mIYMH5ShCO6u9lc6LBoN+fNxq02wwfEzpvCEoePJqfW+6ukFsNJ1cIrf1CmaQ4ERlmWNdA0zUbAOKA5MB3oSqxu1UBgoGVZF8TXmQiMAqYA3wPlwIXARMuy2pqm+Vr8369V33583ZXx7a0BHidWO8sDvGpZ1pj/Ne6/3L5aHbGaVfOXJTqEpNI+J3vPC/3B5M7/rRJ1f0yNMpsmOoSk8lbvd/a80B9MRc8jEx1C0nlsto5JdVs2pVYSaF+oUy+1fhRhX+h/Va9Eh5B0Nn5jJTqEpLJ42R/zRudvGX1xemoNp97B7S+Wpez17MOXJq6Qs0ZYpRjLsiYSSyBhWdZmYgmkHb0W/7N9nYHV2g6v9u+28fYLdrX9+OO21Za/9vdHLCIiIiIiIiJSkxJWIiIiIiIiIiJ7STPXakdqVX4VEREREREREZEDnhJWIiIiIiIiIiKSVJSwEhERERERERGRpKIaViIiIiIiIiIie8mxEx1BatIIKxERERERERERSSpKWImIiIiIiIiISFJRwkpERERERERERJKKElYiIiIiIiIiIpJUVHRdRERERERERGQv2Y6T6BBSkkZYiYiIiIiIiIhIUlHCSkREREREREREkooSViIiIiIiIiIiklRUw0pEREREREREZC85qmFVKzTCSkREREREREREkooSViIiIiIiIiIiklSUsBIRERERERERkaSiGlYiIiIiIiIiInvJtlXDqjZohJWIiIiIiIiIiCQVJaxERERERERERCSpKGElIiIiIiIiIiJJRTWsRERERERERET2kqMSVrVCI6xERERERERERCSpKGElIiIiIiIiIiJJRQkrERERERERERFJKkpYiYiIiIiIiIhIUlHRdRERERERERGRveTYqrpeGzTCSkREREREREREkooSViIiIiIiIiIiklSUsBIRERERERERkaSiGlYiIiIiIiIiInvJdlTDqjZohJWIiIiIiIiIiCQVJaxERERERERERCSpKGElIiIiIiIiIiJJRTWsRERERERERET2kmOrhlVt0AgrERERERERERFJKhphJUmhtLg00SEkFcOlXHJ161etT3QISScaDic6hKRTtHlbokNIKq5AMNEhJJ1QsEmiQ0g6076Zm+gQksrg4QcnOoSks26dvqPtaOM3VqJDSDpNjjUTHUJyUR8R2Sd0VSwiIiIiIiIiIklFI6xERERERERERPaSaljVDo2wEhERERERERGRpKKElYiIiIiIiIiIJBUlrEREREREREREJKkoYSUiIiIiIiIiIklFRddFRERERERERPaSaq7XDo2wEhERERERERGRpKKElYiIiIiIiIiIJBUlrEREREREREREJKmohpWIiIiIiIiIyF5yVMSqVmiElYiIiIiIiIiIJBUlrEREREREREREJKkoYSUiIiIiIiIiIklFNaxERERERERERPaS46iGVW3QCCsREREREREREUkqSliJiIiIiIiIiEhSUcJKRERERERERESSimpYiYiIiIiIiIjsJdtWDavaoBFWIiIiIiIiIiKSVJSwEhERERERERGRpKKElYiIiIiIiIiIJBUlrEREREREREREJKmo6LqIiIiIiIiIyF5yHBVdrw0aYSUiIiIiIiIiIklFCSsREREREREREUkqSliJiIiIiIiIiEhSUQ0rEREREREREZG95NiqYVUbNMJKRERERERERESSihJWIiIiIiIiIiKSVJSwEhERERERERGRpKIaViIiIiIiIiIie0k1rGqHRliJiIiIiIiIiEhSUcJKRERERERERESSihJWIiIiIiIiIiKSVFTDSkRERERERERkL9mOaljVBo2wEhERERERERGRpKIRVvKHYRhw+YimtG2VRjji8OzbG8jfFK5sP/bwuhx3ZD2iUYcPv9rCr/NCXHR6Y9plpgNQv46HUGmU2x9fnahd2KcMA268oiMd2wYJh23GPLOENfllle1Dj23OyYObE406vPFBHj/+WlDZNnxoSxo2SOP5N1YmIPLaYxhwzXmZtGvjJxx2ePKVVazdUFHZfsKAhpx4dGOiUYd3/7WeabMLK9u6m0FuvzyLc25ckIjQa41hwE1XdqJjuwzCYZuHn7ZYs65aPzmuOacMbkk06vD6B7n8+EsB9ep6uPfmLqSnudlUUM7opyzKy+0E7sW+Yxhw7YVtaB/vI39/KZe168sr2084ujEnDWpM1HZ4+5N8ps3cRoN6Hu64qh0ej0HB1jCPPr+S8orUuQtn2w5/m/ADi/M3k+Z2c++wo2jTqB4Ai9Zt4tHPplYuO2f1Bp78y3Eckd0agLd+nMumohKuP/7QhMReW2zb5qmxL7JsRS5er4ebr7mSVi1bVLY//fzLzFtoEfD7AHjg7tuoqKjgb489RSQSoWGDBtx2/Uh8vvRE7cI+pfNmZ45t88Mn97F53SLcnjSOOv1B6jXOqmyfM/k1ls3+HIA25lH0PnYkjuPw9ugBlcs1a5ND3xNuSkj8tcEATjvKS4tGLqJR+GBiBZsLa/6fB30wcpiPxz8oIxIFXxqcc2w6aR6I2PDuf8opKk1M/PuaY9t89e4o1udZeLxpnHDugzRsWtVHpn/3NnOmfoRhGBwx5Go69TyacEUZE165hVDRZtJ8QYZeMIZAnYYJ3IvaUb9vTzqPvpmfjjmvxvNNhxxNp7uvxolEyHttPHkvj8PlSyfn9UdJb9qISFGI2RfdRsWmLQmKfN9TP5FUpxFWCWaa5kmmad6Y6Dj+CA7tGcTrMbj98dW8+elmLjytcWVb/Tpuhgyszx1/X839z67lnJMb4fEYvDJ+E/c8tYZRT6+hpMzmuXc3JHAP9q3+hzYi3eviyttm8883VnL1Re0r2xrW93L6SS256rbZ3DRqHped2xavxyAtzcU9N5gMO7FlAiOvPYcfXA+v18UNDyzhlXFrueysVpVtDep5OOXYJtz44BLufGwZFw5vgddjANCkoZczBjfF7TYSFXqt6d+vMWlpLq64ZSb/fH05Iy/qUNnWsL6XM4a24spbZ3LjvXO4/Lx2eD0GF5yZxTffb+Dq22exZHkxpwxu8RuvcGA5ond90rwG142yePn9NVx+dmZlW4N6HoYd35Tr77O4/eElXDyiFV6PwZlDm/P15M3c+MBicteUMWRQkwTuwb737cKVVESivHn5qVx3fF8e/+KnyrbOLRrz8iVDefmSoYzo140/dW3LEdmtKQtHuGPct7w/bX4CI689P/z0MxUVYZ55bDSXnn8OY195vUb7kmUreOS+u3nioft54qH7yQgGeefDTzj+TwN5asyDZLXJZMKXXyco+n1P583OVi74D9FIOade/T59B9/ET5+NqWwr3JzH0pkTOOWqdzn1qvdYvWQKm9dZFG5eReNWXRl6+ZsMvfzNlEpWAXRr58bjNnjm43I+mxZm6OHeGu3ZrV1cdpKPOoGqz9o+pod1m22e+7Sc2UsjDMzx7rjZA9biWf8hEq7g/NvfZ+Cwm/j2w4cr20qKC5jx/Tucd9t7nHXDa3z1zigcx2Hm9+/SpFU2597yDj36ncqUz59L4B7UjvY3XUKP5x/EtUNC3/B46PrYHUw74SKmDjqXNpeMIL1ZY7KuOIuieYuZevTZrH7rEzreeVWCIq8d6ieS6pSwSrw+QN1EB/FH0KWDn5kLQwAsXllGhza+yrZObX0sWl5GJOJQUmazbmOYti3TKtuHDKzPrIUhVq2t2Gm7B6qeXesybWbsDtOCxUV07phR2dYluw5zFxUSjjiESqKsyS+lQ9sgaV4XX363njfHrUpU2LWqW3aQX+fGRk0tWlZCp3b+yjazfYAFS0KEIw4lpTZrN5TTrrUPr9fgmvMzefqN1Bh5t6OeXesxbXpsdN18q4jOnepUtnXJrsvchdX6yboyOrTLqLHOT78W0KdXg4TEXhu6mRn8Eh9Zt3BpiOx2gcq2zh2CzF9cXNlH1uSX0a6Nn7Fvrea/UwowDGjSKI0theHdbf6ANDM3n8M7xRIQPVs3Y/6ajTstU1IRZux/f+W2IUcAUBGJMjQnm0sGHLRfY91f5i1YxCG9cwDo2jkba8nyyjbbtlmzbh2PP/tPrrn1Lr745r8AXH3JBRwz8Chs22bjps00rF8/IbHXBp03O8tfMZ3M7P4ANMvKYePqeZVtGfWbc+LFL+FyuTFcLuxoBLcnjU1r5hPatoEJz5/HF69cxtaNy3e3+QNSuxYurLwoAKvW27RuUvMyxXHg+QlllJRVjbrKL7BJj39d86UZRFNjMC8AeUun075brI+0ap/DutyqPhLIaMjF93yK2+0ltG0TPn9dDMOosU777kexcuHUXW77QFayfBXTh1+z0/MZXToQWraKyNZCnHCYginTaXBkHxoe3puNX08GYOOXk2g86LD9HXKtUj+RVKcpgbXANM2PgLctyxoffzwduAoYAzQEQsC18b+viC+TC4wDngW6A25gjGVZ7/7G63iAsfHlmwFzgLOAvwFrLMt6PL7ceOAt4EfgeaA1YAN3WJb1H9M0RwH9gDbA08CC+DYCQH3gBsuyPjVNMxN4G2gAzAUGWJaVaZpmxu+JO1H8PhclpVXfZGzbweUC24aAz0WoNFrZVlpmE/DHvih53HDcEfW49dG8/R5zbQoGPBSHIpWPbdvB7YKoDUG/m1C1tpLSKMFgbPlfZm3lhEFNExFyrQv43TX6gW1T1Ud2aCstswn63Vx9bibjv9jI5i2pdTG1XTDgJlRS/ZhU6yeBHftJhIyAm6DfQ3F8nZLSKBnB1PmoCe6pj5Ts3EcgtszzD3UlzevirY/X7fe4a1OovII6vqoEv9tlEInaeNxVF5sfT7c4tnt7GgRjNwrq+tM5vFMmn86w9nu8+0NJSSnBQFVSxu1yEY1GcbvdlJWVc+pJJzD8lKHYts2Nd91LdscOdGjXlmg0yqXX3kxFRQXnnjk8cTuwj+m82VlFeYg0X9UNAMNwY0cjuNweXG4vvmADHMdh2meP0KhlF+o3aUdp0SYOOvoy2vccTP6K6Xz33q0Mu+bDBO7FvuVLMyirNu3TdsBlxP4GWLJ652xUqMwhO9PNLSPc+H0Gz31SttMyB6qKsmLS/VU3E13V+giAy+3h1+/eYvKEp+lz9LnV1on1q/T0IOWlRfs/8FqW//HX+LNa7fS8p24GkW1V+xstCuGtl1Hj+UhRCE+9OjuteyBTP0kejp0609aTiUZY1Y43iSWOME2zE+Ajlgj6h2VZPYEbgA+BZcA/gX9alvUqcDcw3bKs3sBRwF2mabbfxfa3OxyosCzrMKAjseTSiTu8fh3gMOAz4Cnglfj2Twaej7cD+CzL6mpZ1ljgGuASy7IOBi4BHowv8xTwfnwfPgS2f1r83rgTorTMxpde1eUNI/ZlGaCkzMZfrc3vcxGKJ7d6mgEWLC2lpCyFbtsBoZIIgfhFAYBhVN2ZDJVGa7QF/O4aya1UVVIaJeCrfkyq9ZHSKP5qbX6fi3DUoXt2kLNPbc4jt3ekToabO67M2nGzB7RQSXT3/aQkSiBQvZ94KApFCJVW9a2A301RCvWd0A79wHDt2Ed2eB+JX4hHo3DJrQt44qVcbrui7f4MudYF09MIlVclbG2HGskqgM9nL+G03p33d2gJEwj4KS2tunC2HRu3O9Zv0tPTOH3oEHy+dAIBPwf17MGyZ+DX2wAAIABJREFUFbkAeDweXn3uSW4ceQUP//3phMReG3Te7CwtPUi4PFT1hGNXXmACRMLlfPvezVSUhzhy2L0ANMnsTlbXQQA0b9eb0Lb1OCn0q1RlFQ7p3qrpfka1ZNXuHNfHy8RZER59v4wXJ5Rx3vGpUfcNIM2XQUVZVR9xdugjAH2OPodrH5lM3pJfyLV+qrFOeXmI9MAfZxJHpLAYT51g5WN3nSDhrUVECotxx5/31AkS2Vq4u00ckNRPJNUpYVU7PgMOiyeDzgLeAzpalvURgGVZPwEFgLnDescAV5imOQuYBASBbrt7EcuyJgHPmaZ5NbFkUicgw7KsmYDPNM2OwDBggmVZFfHt3x/f/heAF9hekGZatU2fA3Q3TfMe4CZge9r+WGLJMCzL+hjYujdxJ8rC5WX07hb7wMpu66sxvW/JyjK6dvTj9RgEfC4ym6VVtvfqHGDGgtAut3kgm7uwkMN6xwosds2uw/Lcqn1cuLiInl3rkeY1CAbcZGUGWJGbesdgRwuWhDikZ+xDu3OHACtXV11wWstL6J4dxOs1CPhdtGnhw1pewiW3L+LWh5dy68NLKSqO8tDY3ESFXyvmLtxGvz6xftLN3LGfFNbsJ61j/WTugkIOi6/Tr09D5szflpDYa8P8xcUcmhPrI106BlmRV1Xdd9GyED0616nqI638rFhdyjUXtKZX19jbaGlZdI8XYAeag7Ka8cPi2AjUOXnr6dSsZuHWorIKwhGb5vUzdrV6SurepTPTfp0BwIJFi2mf1aaybfXadVx7291Eo1EikQhzFyykU4f2PPnci8ycE5vKEfD7cLlSpyaezpudNWt7MHnW9wCsz51Fw+bZlW2O4/D161fRqEVnjjr9flyuWLJv+n+eZe4PbwCwee0iMuq3xDBSp5+szLfp3Ca2r22aucgv2PN/ekk5laOyiksdfKlTworMjgezbN4kANYsn0WTVlV9ZHP+csaPjRXid7m9uL1pGIYrvk6sXy2fN4nWHXsnJPZEKF64jGDHLLwN6mF4vTTq34ctP82k4McZNB08AIAmg4+iYMr0BEe6b6mfSKpLnXkaScSyrArTNCcQG8X0Z2AIsVFV1RnsfPzdwDmWZc0AME2zGbHE1i6ZpnkycD+xZNWrQOP4diE2BXAEsVFY26vvuYFBlmUVxNdvAWwATgWq/6bKZOA7YCLwX+Cd+PNRdp3k/F1xJ8q02cXkdA7w0I2ZGAY8/dZ6Th5Un3Ubw/wyN8RnE7fytxsycRnw9r83E47EvgC1bJrGd9NS624MwKSfNtMnpwHPjemFATz0j8WMOLkVq/NLmfJzAeP/vZZnHuqFy4AX31pJRTjFrhZ2Ycr0bRzcrQ5P3N0JDPj7S6s47fgmrN1Qzk8zC/n0m408fmcnXC54bfw6wn+AYzJp6iYOyWnA2EdyMAyD0U8tYsQpmaxeV8qUnzfz4YQ1PDsmB5dh8MKbK6gIx34t8O7rOzP0uBZsKwxz32MLE70b+8yUX7fSu0ddnrzXxDDgsedXcvoJTVm7vpypM7bx8VcbeOIeE8MFr36whnDY4ZOvNnDdRVmcMyw2XPzpV1OrBtygLu2YunQN5z3/KQ4O9582kDemzKFNw7oM7NKW3E1badngj5OsAjjysL5MnzWbkbfcCQ7cet3VjPtkAi1bNOeIQw/hmIH9GXnznbg9bo4bNIB2Wa05beiJPPHc87z53jgMw+C6Ky9N9G7sMzpvdtau27GsWfIjnz57Jg4OA4c/xJxJr1K3cRaOHWXdil+IRivIs2IXon0H30jOwEv59v1byVs0EcPlYeCfH0rwXuxb85ZHyc50MXJYbJTU+99VcFRPD5sKHRasjO5yna9+DjN8YBqHd/PgcsG471On1qiZcywrF07hjTFn4jgOJ10wmp+/eZUGTdvQqdefaJrZmTfGjAAMOnTvT5vsvrRo24N/v3obbz5yFm6Pl5MvfjzRu1HrWp55Eu6MAHkvfcCCWx6m7+cvY7gM8l4bT/naDeQ+/y45r4zhsInvYFeEmXVuav1YgfqJpDojlYYSJxPTNI8gNg2wyLKsAaZp/gqMtizrI9M0+wGfEKsZdSux6Xh3m6b5OFDXsqxL48mkWcDhlmUt281r/APItyxrdHwK3o/AXZZlvWyaZmtiI73Sgc6WZTnxWlYzLct60DTNrsQSU22JjaLCsqxRpmk2BFYQq4lVTizZ9RfLslqbpjkO+NayrLGmaZ4AfG5ZlvF7496VYSOXqCNWsykvP9EhJJVA/dSqN7AvhApSZ9TSvuKv+8dKiuzJhFMnJjqEpLO513GJDiHpXHBf6lzg7wuDhx+c6BCSzrp1pXte6A+me5fAnhf6g2ly7I4TR/7YNn6TmjUa/z8uGEjqDAndhfPuWZey17NvPNAiYf93mhJYSyzLmgLUIzbSCWLT7K41TXMu8AxwWnya3iTgbNM0rwHuA/ymac4DvgVu3UPS50XgrPg2xwFTgHbx188DNgEfWpa1/eS5BuhnmuYc4H1io6JqVNmLj756GZgPLATqAAHTNIPAdcDppmnOJDZ6a/uUwN8bt4iIiIiIiIjIbmlKYC2yLKtDtX8vAgbuYplJxJNMcef8ju3PBXr8RvugHR6vBU7axXKjdnh8I3BjtaeuAjBN82LgWsuyFpimefD217Ysq/D3xC0iIiIiIiIi8luUsEpypmn2Jza1cFdOjCeh9pclwLumadpAGZA6BTZEREREREREJGkoYZXkLMuaDOQkOg4Ay7K+IPbrgiIiIiIiIiIC2Kn2c7ZJQjWsREREREREREQkqShhJSIiIiIiIiIiSUUJKxERERERERERSSqqYSUiIiIiIiIispcc1bCqFRphJSIiIiIiIiIiSUUJKxERERH5P/buO06q6v7/+Gu2ALs0QUGKVNEPqCiKUWKJLbaILRq7RrF3Y0yUxERNolFj7H7tXTEm9m402FssKKL4UaRIExVEYHeB3Z35/XFmd2eXFvkJ5+7e9/Px4AFz7+zue4c7M3c+95zPEREREUkUFaxERERERERERCRRVLASEREREREREZFEUdN1EREREREREZGVlMup6fqqoBFWIiIiIiIiIiKSKCpYiYiIiIiIiIhIoqhgJSIiIiIiIiIiiaIeViIiIiIiIiIiKymXzcaO0CJphJWIiIiIiIiIiCSKClYiIiIiIiIiIpIoKliJiIiIiIiIiEiiqIeViIiIiIiIiMhKymZzsSO0SBphJSIiIiIiIiIiiaKClYiIiIiIiIiIJIoKViIiIiIiIiIikijqYSUiIiIiIiIispJyOfWwWhU0wkpERERERERERBJFBSsREREREREREUkUFaxERERERERERCRR1MNKRERERERERGQl5bLqYbUqaISViIiIiIiIiIgkigpWIiIiIiIiIiKSKCpYiYiIiIiIiIhIoqhgJSIiIiIiIiIiiaKm6yIiIiIiIiIiK0lN11cNjbASEREREREREZFEUcFKREREREREREQSRQUrERERERERERFJFPWwkkRYvHBR7AiJ0mtQv9gREmXW5BmxI0gzoN4BjVX3GRg7QuIUZ2tiR0icR0+aHDtCwkwms6gydohEWTzhndgREueSzy+NHSF5nvPYCRKly84WO0LyVLfsYySby8aO0CJphJWIiIiICKhYJSIikiAqWImIiIiIiIiISKKoYCUiIiIiIiIiIomiHlYiIiIiIiIiIitJvVRXDY2wEhERERERERGRRFHBSkREREREREREEkUFKxERERERERERSRT1sBIRERERERERWUnqYbVqaISViIiIiIiIiIgkigpWIiIiIiIiIiKSKCpYiYiIiIiIiIhIoqhgJSIiIiIiIiIiiaKm6yIiIiIiIiIiKymXU9P1VUEjrEREREREREREJFFUsBIRERERERERkURRwUpERERERERERBJFPaxERERERERERFZSNpuNHaFF0ggrERERERERERFJFBWsREREREREREQkUVSwEhERERERERGRRFEPKxERERERERGRlZTL5mJHaJE0wkpERERERERERBJFBSsREREREREREUkUFaxERERERERERCRR1MNKRERERERERGQl5XLZ2BFaJI2wEhERERERERGRRFHBSkREREREREREEkUFKxERERERERERSRQVrEREREREREREJFHUdF1EREREREREZCXlsrnYEVokjbASEREREREREZFEUcFKREREREREREQSRQUrERERERERERFJFPWwEhERERERERFZSephtWpohJWIiIiIiIiIiCSKClYiIiIiIiIiIpIoKliJiIiIiIiIiEiiqIeViIiIiIiIiMhKyuaysSO0SCpYSWpkMnDSoT3o16sN1TU5rr5zOjO/Wly/f9dtO7H7dp2prc3xjye/5u2x82nXtpib/rIeU2YsAuCN9+bx2H9mx/oVflCZDBy19xr06V5KdS3c/OAcZs2ubXSf9m2LuODELpx95Syqa6C0BE4+qDMd2hazcFGW6//1LfMrWs6LcyYDp4/oy7p9yllck+XvN05ixqxF9ft/tmMXhu/UldpsjnsfnsGb782lU8dSfndqf0pLipj97WIuvX4Sixa3rMfk1yeux4B+7aiuznLxNc70mQvr9++5Szf23q0HtbU57vznFF5/ew4dO5Rw3lmDaN2qmG/mLOKiq5xFi1rGY5LJwGkjerNu73Kqa3L8/abJTY6Rtdhjpy5ka3Pc8/BM3hrzHZ06ljDylP6UlmSYM7eaS6+f3KKOkWw2y8V3PshnX8ygtKSEPxxzAL3W7lK//7UPxnPzw88CMLDvOpz9y/3IZDIAvPDOWJ7/7wdceNLhUbKvKtlslituuI0Jk6fQqrSE35xyPOt071a//6qb7mDcJ055WRsALvzdb2jXthyADz4az5//fg0P3PZ/UbKvCtlslovueYxPp86kVUkJfzzy5/Ree836/a+OdW56bDQAA/v0YORhe7FwcTUjb7yfeRWVlLVuxZ+P+QWdO7SL9Sv84LLZHBf942k+nTaL0pJizjtsOL27dq7f/+q4Cdz45CsADOzdjd8dtBsAu4y8mt5dOwGwSf91OG2fHVd/+FUmQ5uf/oLirj2gtoaqZ/9Bdu43ABR16UnZjvvW37O4e18qH7mF2tmzKP/ZYQDkFlZS+eRdUFMdJf0PLQPstVUJ3dfMUFMLD71SzZz5je/Ttg0cP7yUqx+upqYWylrBAduX0Lo0Q+WiHA+/WkPFwqV++2Ypl83y7H3nM2uqU1Lait0P/wudu/ap3//uC/cy9o2HyGQybL3Hyay38Q5UL17I47f9hor5s2nVpi17HnkJ5e07L+enND9rbLExAy86izd/ekSj7V332IH1zj2ZXE0NU+94kKm3/ouiNq0ZcuffaN11TWrmV/DBiLNZ/M23kZKLrJimBDZDZjbczM6MnWNpzKyfmd0aO8fS/HjTDrQqzXDWXydyx4NfcswvGj48dOpQwl47rclZF0/kD1dO5sifr01JSYYBvdvw8n+/Y+TfJjHyb5NaTLEKYPMN2lBamuG867/mH09/x6F7rNFo/8brtWbk0WvRoV1x/badh7Vj6pc1/OnGr3nlvUr23bH96o69Sm29eSdatcpw6h8/5pZRUznh8N71+zp1LGXf3dbm9PM+5pyLnKMPWofSkgwH792df7/0DWecP54p0xcy/KddlvMTmp9th61Fq1ZFnPCbMdxw50ROGbFu/b7Oa5Sy/549OfG3YzjzvLEcf0Q/SksyHHlQH5576StOPud9Ppu4gL136x7xN/hhbb35GrQqLeK08z7hlvumccJh69Tv69SxhH137coZ533COX/9jGMO6klpSYaD9u7Ocy/P5lcXOFOmLWT4Ti3rGHnx3XEsXlzD7eedzqkH7sEVox6r31dRtZCr7nucK399DHecfwbd1+rM3PkVAFx298Nc+8+nyLbAVXVefesdFlcv5vpL/8xxRxzC/912d6P9n02cxN/OH8lVF57HVReeV1+s+urrb7j/kSeora1d2rdttl4Y8zGLq2u46/cnctr+u3L5/U/V76uoWsSV/3qaq04/grvOPZEea3Xi2/kVPPTS2wzq24PbRh7PrltszC1PvBDxN/jhvfCBs6i6hrt+exSn77Mjlz/4fP2+ioWLuOKh/3D1yQdy99lH0WPNjny7oJKpX3/LoN7duPXMI7j1zCNaWLEKStYbTKakhIpRV7Lw5cdps/0+9fuyX0+n4v5rqbj/WhaNeZXqz8ZSM/kTWg/dnmofQ8X911A7+0taDR4W8Tf4YW3Qp4iSYrjh8WqefbuGn23ZeJzBej0zHLVbKe3KMvXbth9SzORZOW56spo3Pq5ll81b1tiET99/nprqxfzynPvZft9fM/qBi+v3VS6Yw3svjeKIs//Bwb+6g2dHnU8ul2PMS/fRpef6HP6bUQwetg+vPdVyLgYA9P/1MQy+8S8UtWndaHumpIQNLhvJW7uP4I0dD6f3MQfSeu216HPCwcwf9ylv7HAo0+55hAG/OylScpH/jQpWzdPmQIfYIZahD7DuCu8VwQYDynl33AIAfGIVA/qW1e9bv18ZH0+opKYmR2VVlhlfLabfOm0Y0KeMdfu04eLf9GPkCb3o1LHlvPFb39aM9XDZbcLUxfTv2arR/mwOLrrlGyqqGkaCrN+3NR/kv+Z9X8hGA9qsvsCrweCB7Xn7/e8AGD+hAuvftn7fwAFt+cgXUF2To6KqlhlfLqR/73L+764veP7V2WQy0HXNVnz7XU2s+KvExht05K135wDwkc9n4HoNRcpB63fgw/HzwmNSWcv0mQtZt1+7Rl/z5jtz2HyTTlGyrwobWTve/qDhGFm/yTEy7tOGY2T6rEX0713G9XdNrT9GuqxZyrfftYyr/3Xe/3QSP954IACDB/Rl/KSp9fvGfjaZAb26c8Woxzjmz9ewZsf2dMqPktl4vb6MPHK/KJlXtbEff8IWmw4BYENbD58wsX5fNptl2owvuey6mzn57D/y5POhELNo8WL+fv2t/OqEo6NkXpXGfDaFrTZaD4CN1+3Nx5On1+/74PMpDOjZjcvvf4oRf72Rzh3a0blDOw7dZWuOGb4DADPnzGXNDi3rAsmYz6ey9QbhdGnj/uvw0ZSZ9fs+mDiN9Xp24e8PPMdRl93Jmu3b0rl9W8Z/MZOv5s7nmCvu5uRr72Pyly3nIhpASc/+1EwaD0DtzCkUr91ryTuVtqLN1ruzcPSD4X5fTyPTOpzPZVq1gWzLGb3ap1uGz6aH32fq1zl6rtX4Y1suB7c+XU1VwyBfuq6R4dNp4WumzMrRd+0MLcnUCe/Sf8NtAejZfwgzp4yr31ferjNH/+FRiotLqfjuG9qUdSCTyTT6mv4b/YTJ49+Ikn1VqZz4Be/+4tQltrcbtC4Vn39Bzdx55KqrmfPau3TaZnM6bzWUr/8dRm9+/czLrLXjj1d3ZJHvpeV8+m7mzOwh4F53fzB/+13gJOASoDNQAZyW//uE/H2mAP8CrgM2AoqBS9z9vuX8nAxwMbAvUAPc6O5Xmdn6wE2FP8vd3zazO4AX3f2O/Nfn3D1jZucDPYH1CEWqW9z9QuBqoL+ZXefuJ/9AD88PorysiIqqhqvW2WyOoqJwblNeVkRlwb6qhbW0LSti2peLmPBoFe+Pr2D7LTtywsHd+esNU5f27ZudsjZFVC5sGNmQzTU8HgDjJixa4mvKW2eoXBjusHBxjrI2LetEqOkxUltwjLQtK6aiqqEYVbkwS9vyMPqsqCjDzZdsRGlphrsenL7E923O2pYXU1HZ+HlTXAS12fy+ioLHpKqGduXFtC0rYUH+ayqramnXtuW81ZSXLfl4NLyONN5XVVXb6Bi56eINaFVaxN0PzVzi+zZnFVULaVfeULwuKiqipraWkuJi5s6v4N3xE7j3L7+mvE1rjvnLtQwe0Ic+3buyy7BNeWf8hIjJV53Kyiratm24KFL4mCxcuIifD9+VA/beg2xtljPO/TMDB/Tnwcef4cB9htNlzZY1VQXCKKp2ZQ3HSHFRpuAYqeSdTybyjwtOpbx1K0ZcfBObrNubPt3WorioiOMuvYXPpn3JDWeNiPgb/PDCY9IwIiI8JllKiov4dkElb386hft/dyzlrVtx1N/vZJP+67BWx3aM2HUrdhm6AWMmfMHv7niEUee0nAJnplUbcosL5q/lcpApgoK+MK02Gka1v0+uKozUzM7/jjbb7knpoKFQXELF60+v7tirTOvSDAsXN5yn5XJQlAkXFAEmzFhydOrM2TkG9S5i5uxaBvUuorSkZZ2nLV64gNZlDVODizLFZGtrKCoO5xlFxSW888I9vPL4NWy+w+EFXxMK3q1bt2VR1fwlv3Ez9uXD/6asT88ltpd0aEfNdw2/a+38Cko7tmu0vWZ+BSUdW9bFgJhyLXDEeBJohFVy3A0cDGBm6wFtgGuAq919Y+BXwAPA58ANwA3ufjtwLvCuuw8FfgL83sz6L+fn7A9sDQwGtgCOMrNuwD1Nf5aZtV72twFgY2AXYEvgHDNbg1BUeydpxSqAyqosZW0aDvmiTKa+ONN0X1mbYhZU1vLB+ArGfhJOit4YM491e5fRUlQtzNKmdcOJTCaz4guTlYtylOW/pk2rDJVVLeuFORwHDVMgC4+RiqraRvvK2xTVF2Vqa3OMOOtDrrh5MuectLynX/NTUVlLeVnD753JZKjNFuwrL3hMykqYX1FDRVVN/deUlxUzv6LljDqrrFry8Wh4HWm8r6ysuNExcvRvPuKKWyZz9kn9VmvmVa1tWRsqFzYUuHPZHCXF4XHo2L6cDfr1Yq01OlDepjWbWX8+/WJGrKirTXl5GZVVDR+8c7mGx6R169bsP3x32rRuTXl5GZtuvCGfTZzM2I8/4c77H+D031/AvAULuOBvV8WK/4NrW9a60TGSLXg8OrYrZ8N+67BWx/bhGFm/L15wjNz022O4beRxnHXdqNWee1VqW9aaikUNfTTDYxLOQ9ZoW86GfXqwVsd2lLdpxWbr9eaTabPYoE8PdtjEANh0QG++njufXK7lvA/nFi8k06rg1DOTaVSsAijdYCiLP2wYIVO23V5UPTOKBXdczMIXHqIs38+qJVhUnaN1acPtTEGxalleHFtLp3YZRuxWSse2Gb6raDnHB0CrNu1YvLCi/nYul60vVtXZfIfDOO3SV5j62dtM8Tcbfc2iRRW0Lk/qJJUfVs28BZS0bxgFXty+LdVz51MzbwHF+e0l7dtSM3derIgi/xMVrJLjSeDHZtaeULj6BzDA3R8CcPc3gTmANfm6nwInmNn7wMtAW2DD5fyc7YB/uvsid1/g7kOABf/jz2rqBXdf7O5f5e/f8X//dVe/jydU8qPB4SqC9S9j8vSGDxOfTqpiw/XaUlqSobysiF7dWzNl+iJOO7InWw0Nb2ybDGrHhClVUbKvCj5lMUMGhiveA3q1YuqXKy4qfDplEUMGhqLdEGuDT15yFFZzNs7ns+Wm4TAeNKAtk6ZW1u/7ZEIFgwe2p7Q0Q9uyYnr3LGPS1EpOG9GHIRuE46pyYS0t6LMDAB+O/45hm4cRHxtaeyZOaThRHP/pPDbeoCOtSjO0LS+mT69yJk2p4MOP5/Hj/NcM27wzYz/6Lkr2VeGjTxewxZDCY6ThNeGTCRUMtnYNx0iPNkyaWsVpI3qzSd0xUpVtcVfgNlm/L6+9H6bxfDghTAGsM6hvLz6f9iVz5y+gpraWDydMoV+PtWNFXW0GDzLeencMAB/5Z/Tr0zC1aeqMmZwy8jxqa7PU1NTw4cefYAP6c8/1V9T3tOrQrh3n/eb0WPF/cEMG9OHVDz8FYOznXzCgZ0MPyUF9ejBh+iy+nV8RjpHPp9K/R1duffJFnng9PIZlrVtRVNSyRooM6b8Or44LIwzHTpzGej261u8b1LsbE2Z8xbcLKqmpzfLhpOms220tbnzyZe4Z/RYAPm0W3Tp1rF/AoCWomT6Jkn4bAFDcvQ+13zQpbrdqQ6a4hNz8ufWbcguryC0Kr8PZBd+RaV2+2vKualNm5Vh/nfBRrVeXDF/OWfF7R79uRYyZUMttz1Tz7YIcU2a1nCmSAOsM2IzPx70MwPSJ79Ol5/r1+2Z/OZEHrz+FXC5HUXEpxaWtyGSK8l/zEgATx71MrwFDo2Rf3RaM/5y2A/pQ2qkjmdJS1tx2c759cwxzXn+PrrttB0CX3X7CnNfejZxUZPlazjyNZs7dF5vZ48BewAHAHoSRToUyLPl/Vgwc5u7vAZjZ2oTi0bJUA/XveGbWF1ja0hB1PyuX/zdmVtrkPoXrjtTfL6neGDOPTTdox2Xn9IcMXHn7NPbZeU1mfrWYtz6Yz2P/mc2lZ/ejqCjDXQ/Poromxx0PfskZR/Zkjx3WZNGiLFfd2XKme73zURWDB7Tm/BO7kAFufOBbfrZNO76cXcN745e+pMzzb1Zw4i86cd4JXaipzXHtfcs71JqfV9/+lqGDO3L1nwaRIcOlN0xk/591Y/qshbzx7lwefmYWV54/iKJMhtvun0Z1dY6Hn5nFGcf05fBcuEJ+1a2TY/8aP6iX3/iGHw3pxPWXDiGTyXDRVZ9w4N7rMG1mFa/9dzYPPD6d6y4ZQlEmw013T2JxdVgt8NwzBrLnLt35bl41F1w2Pvav8YN59e25bDa4A1ddMJAM8LcbJ7Pfz9ZmxqyFvPHudzz87Fdced5AMhm4/Z/T88fIV5xxdB9yP8+RzcHVt30R+9f4Qe0wdDBvjfuUERdcTY4c5x17EPc8/SK91l6L7TbbiJMP2INTLr0JgJ9uuUmjglZLte2wH/HO+x9y0m//QA4457QTuP/RJ1mn29psveXm/HS7bTjxt+dSUlzMrjv8hH69l9KrpwXZcbMNePPjCfzywhvIkeOCEftx97Ov0qvrmmy/6SBO3W8XTr78dgB2/tFgBqzTjU7t2/LHWx/gkVeMimosAAAgAElEQVTeIZvNcsGI/SP/Fj+sHYcM5M1PJnHE3+6AXI4LjtiTu59/k15dOrP9Jutz2t47ctLVYVTZLkM3YEDProzYZSt+d8ejvDpuAsVFRfzpl3vG/SV+YDWfjaWkj9H24DMgA1XPjKLV0O3Jzv2Gms/HUdy5K9nvGp93VI1+gLKd9g9TB4Gq//wrRvRV4uPJWQb0KOL44aVkMvDgyzVsvVExs+fl+OSLpReivp6b5RfbhdP1eZU5Hnql5YxwBrAhOzN5/GvcdclB5HI5hh95Ef997nY6de3NepvsRNd1BnLXJQcCGdbdaFt6r78F3fsO5onbz+buSw+muKSUvY7+e+xfY5XqcdBwituVM/WWf/Lxby5mi6duJVOUYeodD7JoxldMufE+htx2CT9+cRTZxdW8f/ivY0cWWa5MSxpK3NyZ2daEaYDz3X07M3sHuMjdHzKzYcAjQG/gt0Abdz/XzP4OdHD3Y82sO/A+sJW7f76Mn7EvcDqwM1AKvEcoko1axs+6EMi4+1lm9gvC6Ky6Hla4+/n57zsZ2B5YB7jY3bf5Pr/7HseM04FYoONaa6z4Tikya3LLn0L0fS2qaDmj/X4obdq1XfGdUuThX82KHSFxKjr0iB0hcTrMnrjiO6VIZlHliu+UMovfeyd2hMS5pNOlsSMkzvrrrqiTSLp02XlFE1XSZ49qT/Tghv9fuxw+psV+nv333ZtG+7/TlMAEcffXCNPq7slvOgw4zcw+BK4Ffu7uiwlT/w41s1OBC4AyMxsHjAZ+u6xiVf5nPAy8RihUvQ1c5e6fLudn3QBsb2ZjCb2vVtQteDywhpndvYL7iYiIiIiIiDR7uWy2xf6JSSOsJBE0wqoxjbBqTCOslqQRVkvSCKvGNMJqSRphtSSNsGpMI6yWpBFWS9IIqyVphFVjGmG1pJY+wmrnQ99tsZ9nn7t3aLT/O/WwaoHMbFvC1MKl+Zm769O/iIiIiIiIiCSWClYtkLu/AgyJnUNEREREREREZGWoYCUiIiIiIiIispJy2RY7IzAqNV0XEREREREREZFEUcFKREREREREREQSRQUrERERERERERFJFPWwEhERERERERFZSblcNnaEFkkjrEREREREREREJFFUsBIRERERERERkURRwUpERERERERERBJFPaxERERERERERFZSNpuLHaFF0ggrERERERERERFJFBWsREREREREREQkUVSwEhERERERERGRRFHBSkREREREREREEkVN10VEREREREREVlIum40doUXSCCsREREREREREUkUFaxERERERERERCRRVLASEREREREREZFEUQ8rEREREREREZGVlMvmYkdokTTCSkREREREREREEkUFKxERERERERERSRQVrEREREREREREJFHUw0pEREREREREZCXlctnYEVokjbASEREREREREZFEUcFKREREREREREQSRQUrERERERERERFJFPWwEhERERERERFZSblsLnaEFkkjrEREREREREREJFFUsBIRERERERERkURRwUpERERERERERBJFBSsREREREREREUkUNV0XEREREREREVlJuWw2doREMLNDgHOBUuBKd7+uyf4hwC1AB+Bl4AR3r1nW99MIKxERERERERERWWlm1hO4ENgGGAIcZ2YbNLnbPcAp7r4+kAGOXd731AgrERERERERERFZgpmtAayxlF1z3X1uwe2fAqPdfU7+6x4A9gf+lL/dByhz9zfz978DuAC4flk/WwUrSYQnb9koEzuDJNk6sQOISAvQPnaARNo0dgBJuLIdD48dIXEuih1Akq/aYyeQ1ezVx7drsZ9nzTgfOG8puy4Azi+43QOYWXB7JrDFCvYv94OeClYiIiIiIiIiIrI0VxJGQzU1t8ntIiBXcDsDZL/H/iWoYCUiIiIiIiIiIkvIT/trWpxammnAtgW3uwEzmuzvvpz9S1DTdRERERERERER+f/xPLCTmXUxs3JgP+CZup3uPgVYaGZb5zcdDjy9vG+ogpWIiIiIiIiIiKw0d58O/B54AXgfGOXu/zWzp8xs8/zdDgWuMLNPgHbA1cv7nplcLre8/SIiIiIiIiIiIquVRliJiIiIiIiIiEiiqGAlIiIiIiIiIiKJooKViIiIiIiIiIgkigpWIiIiIiIiIiKSKCpYiYiIiIiIiIhIoqhgJSIiIiIiIiIiiaKClYiIiIiIiIiIJEpJ7AAiSWFmHYBe7v5R7CyxmdkhwIbAhcD+7n5X5EhRmVkr4DeAAacAZwAXu/viqMEiMbMuwHXATkAx8AJwgrvPihosIjO7DrjD3d+OnUWSx8xuB3LL2u/uI1ZjnMQws5Hu/tcm2y5y99/FyhSbmT0F3A48mtb3mKUxs76E85JngN7uPiluorjMbGtgMHAbMMzdX44cKTodI42Z2TXufmqTbXe6+y9jZRJZGZlcbpnnTyItnpkdA2xDKEaMAeYDd7v7RVGDRWRmFwPrAEOBLYFHgffc/ddRg0VkZjcDXwN7AVsANwBF7n5Y1GCRmNlDwOvATYSRuscBP3H34VGDRWRmvwSOALoCdxFeR76MmyoeM8vSuEBTDdQCbYB57t4pSrBI8scHwHCgPXAPUAMcCHzn7kdGihZF/n2mK+E19bGCXaXAlu6+fpRgCWBm2xFeS3YCnkSFcMzsQOBcoBz4MTAWOMvd74kaLBIzOx3YB+hJeDxeBW5198uiBotIx0gDM7sF6A9sDrxTsKsU6OjuG0cJJrKSNCVQ0u5EYCRwMKEwMxj4edRE8e0KHA4sdPd5wM7A7nEjRTc0f8W/2t0rgV8CQyJniqm/u1/m7vPcfa67Xwr0iR0qJne/0913An4GZIDXzewJM9sncrQo3L3I3YsJRc1fAmXu3hY4AHggargI8sfHnUBv4Gfufo+7/wPYD9ggbrooHgReAiryf9f9eQbYI2Ku6Nz9JXc/GhgEvAk8aGbjzOwMM2sdOV4sZwNbEYrdXwGbEs7d0upIwrlahbvPBn4EpHKUZgEdIw3+AvwJmARcUPDnHGD7eLFEVo4KVpJ67j6T8CHzSXevAcoiR4otm/+7bnRE64JtaZXLTwuse0zWYjnTe1IgZ2a96m6YWW/CCJpUM7N+hA8SRwITgIeAA8wszVNqt8wXZ3IA7v4g4apvWnUEOhfcXhtoFylLNO7+dr6AtzGhgDkGuBt4xN0/ixouAcxse+Ba4CJCEe80wrHy2HK+rCWrdff5dTfy521pPi+pbTJddCFhBGua6RjJc/fJ7v6iu29CeG2dSCheTSWF7zfS/KmHlaTdR2b2BGHo7PNmdj/w38iZYvsncD/Q2czOIIy2GhU3UnRXAs8D3czsSmBfwtWqtPoD8IaZvUUYTbQlYVpgapnZq0A34E5gN3f/Ir/9LmB6zGyRVZjZUYTXlSLC68mcuJGiuhAYa2avER6PYYRiRFoNJYzCKyZM4xlnZoe4+7/jxorHzKYQPmDeDpzi7lX57S/SeHpPmnxkZqcApWY2BDgJeD9yppheMrPLgLb5UbzHAf+JnCk2HSNNmNlIwiiz2QWbc4TPPCLNhnpYSaqZWQlhCPGH7v6tme0JPJ0faZVaZrYr8FPCh4jR7v5E5EjRmdkGwA6Ex+RFdx8bOVJU+cbrWxA+dL+VH4KfWma2l7undfTDMplZH8JIke0JJ8rPAae6+4yYuWIys+6E950c8Gqanzv5ovfehPfdTfOvs/flRwakkplt5O7jmmwb5u5vxsoUm5m1JfQnqj8vAS4oHFGTJmZWBBxL48fjhjSfu+oYWZKZfU5oyP917Cwi/z9UsJJUK1j9bX3gVFK++huAmf2kyaYcUAVMcPe5ESJFZ2ZHNNlU95h80vSDRRrknzdnAQMJz5vT0fPmI3ffMHYOSSYzO87dbzKzPy5tv7v/aXVnSgIze9vdf2RmY9x90/y2D9JYsMqv+lYM3AIcTRi9CqFR8vVpbkQvSzKz9kCjxSvqRvaKAJjZC8BP3T3t00WlmdOUQEm76wirvw0lrNg0gLBEcCpXf8v7I6HHzH8IJ8zbA5OBDmb2B3e/L160aPYmNPB8mPCYDCdM82pnZqPc/YqY4SKoe95sRuhdpecNfG5mtwFvEYqZALh7KvtXmdkT7j7czCaxlH5v7p62KQmZJn9LMM3MhhP64q0BnAyk9UP3zsB2QHdCw+Q6NcCNURIlxFJWHQWY6e7rxMgTW3464LE0TPXKkPKpXmY2FegB1F1YXSP/74nAse6exumBnwGv5gtXC+s2pvUCiTRfKlhJ2g11983MbHd3r8wvPf5h7FCRZYCNC3rw9CD00tgeeBFIY8GqG7BZ3QgzMzsfeJzQc+VdIG0FKz1vljSb8NwZVrAtB6SyYEX4MAXLWZHIzDZz9/dWT5y43P3G/N/L7H1XV+RbfakS4XjgKqAX4YPlf0hpPzx3Px/AzA5397sjx0kUd69fJMrMSoF9CO+/abU30NPdF8QOkiAvAQ+4+yMAZrY7YVXaqwkX2baOmC2W6TT00NTFEmm2VLCStNPqb0vqUTis3N1nmFl3d59nZml9w+sCFPZBqAI6u3uNmaXxeNHzZkmj3P25wg1m9vNYYWLLr9CEu09Zzt1uIYzSk6Bn7ACrW75/18GxcySBmZ2fL1rtaGY7NN3v7iNWf6rkcfdq4F9m9vvYWSIaS1jBWQWrBhu5e/0ob3d/2sz+4u5jzCyVq38v7wKJSHOigpWknVZ/W9JrZjYKuJfQUPsgwopwe5Dek6MHgdFmVrfS2X7AI/neVjOjJotDz5s8MzuQ8MHhT036E5UAvwMeihKseUhrAXxZUlf0NbPPCH2b6tT1BxwPnLWCgmdL827+7xdjhkiiJn0kM8CGhOnoaXU3MMHMPiRMGQXA3XeMFym6uWZ2PHAP4TztUGCOmQ3M306dZUylneHuvWLkEVlZKlhJ2j1NOEmsW/1tz7Sv/gackP9zHFBLKEzcBOxCWJI+ddx9ZL7Pys6Ex+RSd3/KzIYBh8RNt/q5+91mpudN0J4w1aA94fGoUwOkeQTA/yJ1BRpZwtOEqYC35W8fCvyIMOX6VsKKX6ng7o/n/3mIu+8aNUzyFL625oBvgAMjZUmCCwmLnaSpoLsihxKmF19KOE97DjgC2B84J2KuaDSVVloKrRIoqWZm4919UOwcSWNmnYG2hCuZxUA/dx8dN1VcZrYp0I7Gj8lty/+qlmUpqyU2ktYG4wBmtpO7/yd2jubEzN5zd00JzEvj47G039nM3nH3zdP4eACY2cvAoe4+NXYWSSYze93dt4qdI+nMrMzdq1Z8z/Qws/fdfUjsHCLfh0ZYSdp9YGaHA/+l8cpeaV2lCDO7ADiDsJT2N4S+Ku8AW8bMFZOZ3UxoHt2ZMFVlCPAaDaMC0qLuKve6hJUBnyRcydwN+Ij0NhiHMPXgX4RjpH6qW8qnaMj3k8YpkrVmtqu7PwtgZrsCi81sbcJ7UBp1ASab2VeE85IMkEvhypr18sfFX1jy9TWtj8l7ZvYgYYTi4rqNKb9otCfhGCm8sFhOeD6lkqbSSkuhgpWk3ZYsWYhJ9dLAwC8JKzZdRXjzHwicFDVRfD8F1geuIaw4Uw5cHjVRBO5+FEB+ieSN3f2b/O1OwCMxsyXAXYSl58ehqW71zKzY3WuXsTt1BZp8E+Bzl7H7ztUaJhmOAu4ws3sJx8MEwnvQccBlMYNFtFvsAAl0DXAmen2t0xaYx5Ir36W2YEVYrflY4NeEKZP7EB6nNNNUWmkRVLCSVHP3frEzJNCM/IqA44BN3P0hM/tr7FCRzXD3ajMbTyjU/MPMOsYOFVEPYE7B7Qqge6QsSVHp7tfGDpFAb7PslQD3W51BEmJPM/uDuy/xodvdr4wRKCZ3Hwdsni9617r7vPyuP0eMFduXwM9oMgUd+OPyvqiF+8bdn4gdIinqLh5JI3Pd/QUz2xro6O5nm9nHsUPF5O5H5XtXGeEz/zh3r1nBl4kkjgpWkmpm1gc4hSWHmad5+ejv8tMk3wVONbMZhBFFaTbdzEYSGtBfamYQVoZLqyeB58zsIcLz5gDg/riRonvWzE4FngUW1m1M8/TivC/NbFvgv+6+qHCHu0+MlCmm2cAnZvYejaehp+o9Jz9Kc4miXf61Ne1Tae8DOhGmXb9CGCXxatRE8b1iZpcDz9D49fXleJFWPzN7wt2Hm9kklvL8SfEUSYAqM1uf0LZhezMbDbSKnCkqMxtKWOV6NmGlxLXNbF93fytuMpHvRwUrSbt/Ek4IX0HDzOscDRycXwluOGGa07KmsKTF0cAe7v52vkhzMHBi5EzRuPuZZrYfoa9XDrjM3R+Lmyq6uhU0zyzYlvbpxRBWfHsJGooRhH48xdESxZXGaX9Lc37+72MJhbs7CStrHgyURcqUFBsD6xGm5d9GeP9N+wWBLfJ/b1qwLQekrbB5bP7v7WOGSKjfE9pYHE5YFfB4wkqjaXY1cGBdgSq/svU1NDyfRJoFrRIoqZbWVYhWxMy6AtsQPkC84u7fRo4UlZn1Xtr2tI2eMbPN3P09M/vJ0van7Wq3yMows76E5rfPAr3cfVLcRPGY2dvu/qMm295x981jZYqtbgU4MzsJWODud5nZB+6+Sexskgxm9qC779dk23/cfadYmWIzs+Pd/caC25107rrk64aZjXX3jWNlElkZGmElafdqfmWRZ9198QrvnQJmdhih2e2rhN4Z15vZse7+VNxkUb1EuJqbIaxc1Q0YQxg9kiYnEJohPwa8l99WN5U2jVe765nZUleMTNtUr6bMrBw4D9iJcM4xGviDu1dEDRaJmR1IGDFTBmwFvGFmZ7n7PXGTRVNmZuu7+6cAZjaY9K4OWGecmV0DXA/ca2Y9SOECBYXy7RtuAfoC2wKjgBHuPjlirNUuP8J7CNDDzAqnVJcAU+OkSoxTCTMCAEh7sSpvjpnt7e6PApjZvoTpgSLNigpWknb7E3pYYWZ1BYk0T1eB8GFqqLtPh/oTxceB1BasmjbnN7MtgJMjxYnG3Y/L//NzoCtwNzDK3dN+ogz5aW95pcBewCeRsiTJtUAlMILw+noscAMNUyjT5mxCoepld//KzDYl9MZLa8HqTOBFM5tO6LHSFTgkbqToTgS2cvePzeyPhFVq0/6Y3Aj8DbgEmEXo83UXsNTRvi3YkYSeq1cBpxVsryE8Lmk2Nd+36i0a9wf8U7xI0R0H3GNmdVMjJ5Le915pxlSwklRz9x6xMyTQfGBm3Q13n2JmGn1WwN3/u6wRNWng7kPNbACh38yTZjYbuNvd0/yYNOpNlD9BfC1SnCQZ2mRKwikpX7mp1t3nFzQXn2lm2ciZonH3f+enSA4mjNIcm9ZVrJpOtc7f/o7QNLlzlFDJsVb+WLkkv8LmzWaWxotG84B5wN5mtiGNFwxaF0jztPw3C/6d6hGJddz9MzPbC1hAmDHR1d0nRI4l8r2pYCWpZmatgLMIS76eCpwBXJzy6YFvA0+Z2e2Eq3YHADPN7AgAd78rZrgY8le562QI/WdSfTXT3SfkV236HPg1MJLQIFiCQUD32CESoMjM1nD3uQBmtgbhdSWtPjKzU4BSMxsCnAS8HzlTNPn3mVyTbWmdSnvBcvaleso1YQW4dcgfK2a2DbBo+V/ScpnZtYRRvBNpeP6k+hhx9wvMrC2hcDcOKEvr1PM6ZnYacKS7b1Y3W8LMrnD3m2JnE/k+VLCStLsO+BoYSvgQtR7hQ/dhMUNFVkYYYbVb/nZl/s8OhBOi1BWsaHy1Lge8CPwjTpT48n0QDgGGEaaLnurur8dNFVd+lEzdtGIIrysj4yVKjMuB/5rZ4/nbewEXR8wT28mEaddVhBWsRhMKvmn1YsG/Uz2V1t13iJ0hwc4EngDWNbP3CSOLfhE3UlS7AubuVSu8Z0qY2Y7ATYSRRD8m9II7xN3/HTdZVMcBW0L9bImhhCmTKlhJs6KClaTd0PyVh93dvTI/iujD2KFicvejQCusFHL35V35TqPDCP2rDnH36thhksDdi2JnSCJ3v93M3iH0mikCfu7uaX6NXQi84e4jzWwtQoFmQeRM0Wgq7ZLM7AWajDoDcPfUjp4BJhEWOVmfUJD4JOUj4SeiaW9N/ZWwuvXT7v5lfkrtfUCaC1alNB6JuJilvLaIJJ0KVpJ2ufy0wLoX8LVI+Yu5mW0C3A+Um9kwQk+EA9z9veV/ZctlZlOBHsDc/KY18v+eCBzr7qma0tN0OW3RanjLUrD8+ocF29K8/PothMLdY/nbOxCugB8fLVGyaCotnF/w71JgbyDtF4/GEKbO3gM8mvJiFcAc4GMze51QBAdSvyptUb5QBUB+0YLIkaJ7BBhtZv8kfLbZD3g0biSR708FK0m7KwkrNHU3syuBfVl+H4k0uIbwOIxy9xlmdiJhVa8t4saK6iXgAXd/BMDMdif09rqaMK1064jZJBm0Gl6BguXXezZZfr0U+CJOqkTY3N0HA7j7N8DhZjY2cqZoCqbS1vmGlE+ldfeXmmx63szeAv64tPunRB9Cf6aDgUvyo9DudvfRcWNF80z+jzSYZmbDCRei1yBMv07zew3ufraZ7Q9sB1QDVxecx3Zz9y+jBhT5H6lgJWlXRBgyXEQYZn4rMM/MNnL3cVGTxVPu7uMLrlI9Z2aXRc4U20buXt/XzN2fNrO/uPsYMyuLGUwSQ6vhNXYkDcuvn0rD9JW0L79eZGbd3X0mgJl1BVK7SiDQBjgB2J7wgeo54PaYgWIzs94FN+sW+VgzUpxEcPcs4eLi82a2PfB34GGgY8xcEb0QO0ACHU94v+lFWAxmNKGHU6q5+wPAA0vZ9RSw2WqOI7JSVLCStNuLMArgEcKJ4XBgOtDOzEa5+xUxw0UyJz8tsG41nkMJw8/TbK6ZHU+YjlAEHEp4nAbmb4toNbwCdcuvm9lJwGn5K739CH1GzgK+ihownguBMWb2av72lsDpEfPEdi3QnlCkKgKOADYirNibVoUjrHKEBRxOjZQlEcxsU8JCHz8HnIaCVVq9RMMiH6VAN8K0yR/FDBXZj4HD3T2177vfk3qgSbOhgpWkXTfCyIi6D5nnE1Y9+zHwLpDGgtWJwJ3AhmY2F/iMdK+aCKFAdRVwKVBLGAVwBLA/cE7EXJIclwNvm1ldb6K9CMWZtLuHhhU1ZwCv5LftEi1RRO4+ysxeJLzHVBNW2JwZN1VUw9x947ob+dUkP4iYJzp37xc7QwLdQliheCt3T/MITWDJY8TMtiBMgUuzw4Hr8q8h97h7qhdv+B+kul+vNC+ZXE7Hq6SXmX0KDHL32vztUuA9dx9sZu+7+5C4CeMxs7ZAcX6khIisgJltROgVUQS8kOJpxfXMbGxhQSK/7T13T+VUBDNbah8id//T6s6SBGb2NHCyu0/M314HuM3dU1nQhPopgVcTejbVEKbu/Mrdv44aLDIz60uYHvkM0NvdJ8VNlCxmNs7dN4qdIyYzaw/sAxwIrAv8y93T3PttmdL8PizNj0ZYSdo9SMMKGkWEFTQeMbMjgFRe9TazbQnTMTrlbwPpXlLbzHYF/kLoyVM/jNrd+0cLJYliZoOB37v7QWY2CLjRzI51d4+dLbJKM9vd3Z8GMLOfAmleObFwGkYpsBvwVqQs0eSbZueALsAHZvYyoTizLZD2Qu+9hJV6Dyf01jyKMOr5ZzFDxWRmBwLnAuWE0YlvmNlZ7n5P3GRxNCl81/U508gz9/lm9hqhj1UvYKvIkUTkB6CClaSau4/MryqyM2Gq16Xu/pSZDSP0S0ijOwgrJU6JnCNJrgHOJHyQ0rBUWZqbyS9Hn1+04M+ERRy2iRkqAU4A7jGzuwnPnWmkdOVEAHdvtApt/jj5d6Q4MZ2/jO2Xr84QCdXB3a8tuH2FmR0ZK0xCnE0oPrzs7l/le1o9T5henEb9gboRZjngRRqmXqeSmZ1JWEWyNeG42MPdp8VNlWjqYSXNhgpWknru/gTwRJNtb0aKkwTT3f2u2CES5pv8cSKyLG3dvX6Z8fzqmpfGDJQE7v4+sJGZrQlUa4rxEtoBvVd4rxbG3V9a8b1S63UzO6xu9JCZ7UFoqJ1mtfnRMwC4+0wzS/PqmhsS+t/Njx0kQXoCx+bfcyRvOVNpU72QgzQv6mElIo2Y2f6EHgCjKVjlLM1FLDO7hDB95xlgYd12d385WihJFDP7D/AvGq74HwTs7+67xUsVn5n1ITRM7kuY7jUKGOHukyPGisbMJtEwSrOIMPX6b+7+l3ipJEnMbBZhquRCIEuYBlcn5+7FUYJFZGZ3AO8QRmweBpwElLl7KkdrmtlbwHqEFROr6ranvHVDG2B3wkWADGE6bb8097BaylTasUBqp9JK86URViLS1AigDeHDZZ0cYYWetNoi//emBdtyhKa4IhD6zPwf8DdgMfAycEzURMlwI+ExuYTQY+U+wmvJT2KGimj7gn/ngLkadSaF3H3t2BkSqB1hBE0VcBvhgtqvoyaK67exAyTQKMIFgAGE1Wh3AF6Nmig+TaWVFkEFKxFpqptWDmnM3XeInUGSzd2/AIYvbZ+Z3eTux63mSEmxlrv/28wucfcccLOZpW759fxCHsval+oRrNKYmZUD5wE7Ec7TRwN/cPc0L1bQBzjK3UfGDpIEmlK7VBsTRp1dRShqnktYvCDNNJVWWgQVrESkqbfyjeifdvfa2GGSIN+EfySNh5r3cfe+MXNJs7F57AARVZnZOuSnwZnZNsCiuJGiqCt6r0sYAfAUYcr1bsBHpHsEqzR2LVBJGO2cAY4FbiDFixUQpkZOMTNNgZNl+crdc2b2CbCxu99lZq1ih4rsIzM7BSg1syGEqbTq8SXNjgpWItLUPsDxEK7856Wyb0aB2wjTmo4ErgZ+DrwXM5BIM/ErwqIW65rZ+0Bn4BdxI61+7n4UgJm9QPgw9U3+difgkZjZJHGGuvsmBbdPMbOPo6VJBk2BkxUZZ2zSzY0AABGBSURBVGbXANcD95pZD7QS3smEkWaFU2nPjJpIZCWoYCUijbh799gZEmiRu9+eX23lW+AI4MO4kUSahbWBHwHrE0YmfuLui+NGiqoHMKfgdgWg11wpVGRma7j7XAAzW4OCBVDSSFPg5H9wIrCVu39sZnVTag8BMLNu7v5l1HRx7J+fRls/lTY/Jf+6eJFEvj8VrESkEfXPWKqFZtaZsCLPMHcfbWZpHnEm8r+61N2fJEx7E3gSeM7MHiJc/T8A9VmRxi4H/mtmjxGOkb2Av8aNJJJs+RYWr+T//RjwWMHup4DU9GY1szOADsAJ+ZV665QAh6KClTQzKliJSFPqn7GkywkfKn9O+CBxKPBu3EjSjKR5WsLnZnYb8BaNe8+ksmeTu59pZvsRVgvMApflP1yJ1LkX6AX8gfDa8Svg9qiJRJq3tL0Hf0bonZmh8e++iNDaQqRZUcFKRJpS/4wm3P1fZvZAvqHn5oTpTWpcKfXM7Efu/vYydj+3WsMky2zCCfOwgm050t1kvBJYTJgimbYPUrJiNwNtCBdIighT0NcFzogZSqQZy8UOsDrlRzU/aWb/BCYARvjMP87dUz29WJonFaxEpCn1z8gzs9spONEpaEJfZ8RqDSRJdqmZrUUoxNxd2C/D3VPbMLiu2bgEZvZbYD/CKJoM8Hsz28jdL4ybTBJkS3cfWHfDzB4HxkXMIyLNU1vCaKvZhOL32ma2r7u/FTeWyPejgpWINFXXP+NxwgeqPUlv/4wXYweQ5sHdd8j3ijgc+LeZfQHcATzq7tVRw0VgZk+4+3Azm8RSrm67e/8IsZLgMEJBogrAzG4mTC9WwUrqTDKzAe4+IX97bWB6zEAi0ixdBRxYV6Ays2HANcAWUVOJfE8qWIlIU/cC7YGOhBXxrialI6zc/c4V3cfM3nP31DTzlGVz9ylmdhfh+XICcBpwoZmd4+4Px0232r1mZkcA58cOkjBFdcWqvIWk9PVVlqkU+MDMXiYcG9sAM81sNIC77xgznEgzlNap1+0KR1O5+5tm1iZmIJGVoYKViDT1T8Iy6+NpGBmR9p4zy5PWEyEpYGZHE3rNdAfuBLZx92lm1gMYA6StYLV+/k9/YABhlaZaYDfCioErLAa3UKPN7EHC6DuAXxJWYhWp8+cmty+LkkKkmTGzvsCGwDNAb3eflN91arRQcc0xs73d/VEAM9uHMD1QpFlRwUpEmhpY2D9DVihVzTxlmbYDznP3Fws3uvsMMzspTqR46npXmdkLwCbu/k3+difgkZjZIjudMPruCEJPkdHAjVETSaK4+0uxM4g0N2Z2IHAuUA78GHjDzM5y93vc/dW46aI5G7jGzG7N355Iulf8lmZKBSsRaepzM+vt7l/EDiLSXLj7EWa2oZltS8GoO3d/2d0fjBgtth7AnILbFYRRaGn1jLvvClwfO4iISAtyNrAV8LK7f2VmmwLPA/fEjRXV/xFWHL0CuMvdp0bOI7JSVLASEaB+JEQO6Ap8aGYfUNBbRX0zRJbNzK4F9iJcwSycSpv2582TwHNm9hChkHcAcH/cSFGVm1kvfXAQEflB1br7/LrVnN19ppllI2eKyt03N7MBwMHAk2Y2m7CK8W2Ro4l8LypYiUid82MHaKbUw0oAdgWsSUPt1HP3M81sP2B7QgHvMnd/LG6qqLoAk83sK6D+WEnxqokiIj+Ej8zsFKDUzIYAJwHvR84UnbtPMLPLgc+BXwMjARWspFlRwUpEAPXN+P/w19gBJBEmouLlUuWnRKZ5WmShvYA9CCPvagjN6P8TNZGISPN3MqGHVRWhIDMaODNqosjMbF/gEGAY8Dhwqru/HjeVyPengpWIyDLkh5PXTe9qWozIuXuxu/9zNceSZJoDfGxmrwML6za6+4h4kSSBfk/oKXIToen6EYRVrc6IGUpEpJnb391HEkYQAWBmJwPXxYsU3WHA3cAh7l4dO4zIylLBSkRkGdy9KHYGaTaeyf8RWZ4tC1dhNbPHgXER84iI/L/27j/W97quA/jzXLj+zgUlJKauC/NlMW1JgTSXgVswY5ZilAikNs22llRbq2Htpvkj1JqzqeSUhLLUYARCpHlRciYjarnr8BWsCzEljURtKQJy+uP7Pe5I93r0fM/l/f0cHo/t7Pt9vz/7bs8/zs6593Ve79d7sqrq3CSPTvLyqnriukeHJnlhHsQFq+4+fXQG2AoKVgAbqKrHZPaXqkdl1ml1SJIf6O5zhgZjaXT3u6vq8CSPzLrvkbGpWEL7quqY7r55vj4yyWdGBgKYsJuS/Ghmv3fXd8J/LcmLRgQCtpaCFcDG3pvktszmAFyW5LQk1w9NxFKpqt1Jfj3JziR3JHlckn9KcsLAWCyfnUn+taquzWyG1TOS3F5VexK3sQJ8J7r7ysxuwHtfkpuTVGb/v93b3fd+yw8Dk6BgBbCxo7r75Kp6Y5JLk5yf2UBPWPOiJI9P8uYkf5DkyZndUgTrvfp+6zcOSQGwvTwys26r/85sPuCRVfXc7r5ubCxgUQpWABu7c/7aSX64u6+rqpF5WD6f7e4vV9XezL5HLq0qN0jyTdzGCnBQvDnJz68VqKrq6UnekuT4oamAhRkoDLCxPVX1/iQfTPKbVfX2zK5OhjVfqqqzk9yQ5IXzfyw/YnAmAHgweNT6bqru/kRmN7ICE6dgBbCB7j4vyW93961JXpBZp9Vzx6ZiyfxSkiO6+yNJ9iW5IMkrhyYCgAeHL1TVz6wtqupnMzseCEzcyurq6ugMAEutqg5NckqSw7PuFpruvmhYKJZOVR2R2RDte5P8Q3ffucFHAIAFVdXxmR0BPHq+9e9Jzu7uHpcK2ApmWAFs7D1JnpjkxiRrVf7VJApWJEmq6qzMBmh/LMkhSd5WVS/t7qvGJgOAbe+tmR0B/OMkF3X3bYPzAFtEhxXABqrq00l+sLv9wGS/5t8jz+ruz8zXT0xyRXc/dWwyANj+quqYzMY2/FxmxwEv7u53jU0FLMoMK4CN3Zjk+0aHYKn9T5Lb1xbzeWd3j4sDAA8e3X1zkj9K8vokj07yO2MTAVtBhxXABqrq75KcmGRvkrvW9rv75GGhWCpV9dYku5JcmNkMqzMyuyXw/Yl5ZwBwsFTVc5OcmeTpSa5I8ufd/fGxqYCtYIYVwMZeOzoAS+/hmXVYnTpff2X+dVLMOwOAg+msJBcnObO77xkdBtg6OqwADqCqntbd/1xVP7G/59197QOdCQAA4MFAhxXAgb08ycuS/P5+nq0mcSSQJElVPT+zeRmHrd/v7l1jEgEAwLTpsAKABVXVrUnOTnLr+v358HUAAOA7pMMKYANVted+W6tJvprZ7YGv7e47H/hULJmbk3ysu+8bHQQAALYDBSuAjd2Y5J4k75qvz0zy/Uk+m+SdSZ43KBfL401Jrqmqj2Z2S2CSpLtfNS4SAABMl4IVwMae3t3HrVt/sqqu7+6zquqcYalYJq9M8ukkX0+yMjgLAABMnoIVwMZ2VtWx3f2pJKmqY5McUlUPT/KQsdFYEju7+yWjQwAAwHahYAWwsV9L8rdV9bkkhyT57swGbO9OctHAXCyPD1XVrya5Osnda5vd/R/jIgEAwHS5JRDg21BVhyZ5SmZHvm7s7nuqaqW7/RAlVbVvP9ur3b3rAQ8DAADbgIIVwAFU1e7u3l1VF2Z2M+A3cQQMAADg4HAkEODAbpi/fmRkCJZfVT0myZ8keVZmv1v3JPmV7v7c0GAAADBRClYAB9DdV8zfntndpwwNw7K7IMnHk7w0yY4kL0vyziSnjQwFAABTpWAFsLGHV9Xju/u20UFYWru6+3nr1udX1dnD0gAAwMQpWAFs7Igkt1TV55N8dW3TQG3WWV1f1KyqJyS5Z3AmAACYLAUrgI09O8mp+eb5RB8Ymohl87tJ/rGqrkuykuSEzI4FAgAAm+CWQIANVNUbkhyT5MLMihEvTnJLd587NBhLZT54/fjMZlh9orv/a3AkAACYrB2jAwBMwE8lOb27L+/uv0ny/CSGsPMNVXVSksu6+8ok/5bkuqr68cGxAABgshSsADZ2aJKd91t/fVAWltObkvxyknR3Z3aM9M1DEwEAwISZYQWwsb9Ick1V/eV8/YIk7xmYh+XzsO7eu7bo7k9X1c5v9QEAAODAzLAC+DZU1drQ9R1J9syPfkGSpKouTXJTkouTrGZW1HxSd58xNBgAAEyUghUALKiqDkvy6iTPTHJPko8m2d3dXxoaDAAAJkrBCgAOoqr6QHefNjoHAABMiaHrAHBwPW50AAAAmBoFKwA4uLQyAwDAd0jBCgAAAIClomAFAAAAwFJRsAKAg2tldAAAAJgaBSsAOLjePToAAABMzcrqqlmwALCIqjolyWuSHJZZR9VKktXu3jU0GAAATNShowMAwDbwliS/kWRv3AoIAAALU7ACgMXd0d0fGB0CAAC2C0cCAWBBVfWHSXYmuTrJXWv73X3tsFAAADBhOqwAYHHHz19/ZN3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      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>original_language</th>\n",
       "      <th>video</th>\n",
       "      <th>production_company_country</th>\n",
       "      <th>director_id</th>\n",
       "      <th>producer_id</th>\n",
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       "      <th>popularity</th>\n",
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       "      <th>vote_average</th>\n",
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       "      <td>0.136720</td>\n",
       "      <td>0.078061</td>\n",
       "      <td>0.140528</td>\n",
       "      <td>0.089183</td>\n",
       "      <td>0.407096</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>0.155367</td>\n",
       "      <td>0.024553</td>\n",
       "      <td>0.192428</td>\n",
       "      <td>0.743859</td>\n",
       "      <td>0.712009</td>\n",
       "      <td>0.071682</td>\n",
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       "      <td>0.078061</td>\n",
       "      <td>0.155367</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.660087</td>\n",
       "      <td>0.926703</td>\n",
       "      <td>0.881395</td>\n",
       "      <td>0.041887</td>\n",
       "      <td>0.062039</td>\n",
       "      <td>0.021499</td>\n",
       "      <td>0.110227</td>\n",
       "      <td>0.042909</td>\n",
       "      <td>0.026588</td>\n",
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       "    <tr>\n",
       "      <th>video</th>\n",
       "      <td>0.140528</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>0.867221</td>\n",
       "      <td>0.691237</td>\n",
       "      <td>0.000271</td>\n",
       "      <td>0.002235</td>\n",
       "      <td>0.000558</td>\n",
       "      <td>0.012765</td>\n",
       "      <td>0.002233</td>\n",
       "      <td>0.000734</td>\n",
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       "    <tr>\n",
       "      <th>production_company_country</th>\n",
       "      <td>0.089183</td>\n",
       "      <td>0.192428</td>\n",
       "      <td>0.660087</td>\n",
       "      <td>0.110770</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878053</td>\n",
       "      <td>0.852744</td>\n",
       "      <td>0.050011</td>\n",
       "      <td>0.040646</td>\n",
       "      <td>0.036093</td>\n",
       "      <td>0.077936</td>\n",
       "      <td>0.032071</td>\n",
       "      <td>0.028771</td>\n",
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       "    <tr>\n",
       "      <th>director_id</th>\n",
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       "      <td>0.743859</td>\n",
       "      <td>0.926703</td>\n",
       "      <td>0.867221</td>\n",
       "      <td>0.878053</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.770313</td>\n",
       "      <td>0.643662</td>\n",
       "      <td>0.631863</td>\n",
       "      <td>0.600109</td>\n",
       "      <td>0.731805</td>\n",
       "      <td>0.705483</td>\n",
       "      <td>0.608436</td>\n",
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       "    <tr>\n",
       "      <th>producer_id</th>\n",
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       "      <td>0.712009</td>\n",
       "      <td>0.881395</td>\n",
       "      <td>0.691237</td>\n",
       "      <td>0.852744</td>\n",
       "      <td>0.770313</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.593327</td>\n",
       "      <td>0.550154</td>\n",
       "      <td>0.573901</td>\n",
       "      <td>0.582369</td>\n",
       "      <td>0.530581</td>\n",
       "      <td>0.540277</td>\n",
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       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.108942</td>\n",
       "      <td>0.071682</td>\n",
       "      <td>0.041887</td>\n",
       "      <td>0.000271</td>\n",
       "      <td>0.050011</td>\n",
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       "      <td>0.032835</td>\n",
       "      <td>0.627530</td>\n",
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       "    <tr>\n",
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       "      <td>0.092093</td>\n",
       "      <td>0.062039</td>\n",
       "      <td>0.002235</td>\n",
       "      <td>0.040646</td>\n",
       "      <td>0.631863</td>\n",
       "      <td>0.550154</td>\n",
       "      <td>0.529546</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.590821</td>\n",
       "      <td>0.151166</td>\n",
       "      <td>0.246738</td>\n",
       "      <td>0.650571</td>\n",
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       "    <tr>\n",
       "      <th>revenue</th>\n",
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       "      <td>0.070253</td>\n",
       "      <td>0.021499</td>\n",
       "      <td>0.000558</td>\n",
       "      <td>0.036093</td>\n",
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       "      <td>0.573901</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>0.190041</td>\n",
       "      <td>0.179215</td>\n",
       "      <td>0.784849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.099049</td>\n",
       "      <td>0.000542</td>\n",
       "      <td>0.110227</td>\n",
       "      <td>0.012765</td>\n",
       "      <td>0.077936</td>\n",
       "      <td>0.731805</td>\n",
       "      <td>0.582369</td>\n",
       "      <td>0.200877</td>\n",
       "      <td>0.151166</td>\n",
       "      <td>0.190041</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.302026</td>\n",
       "      <td>0.192906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>0.071366</td>\n",
       "      <td>0.005316</td>\n",
       "      <td>0.042909</td>\n",
       "      <td>0.002233</td>\n",
       "      <td>0.032071</td>\n",
       "      <td>0.705483</td>\n",
       "      <td>0.530581</td>\n",
       "      <td>0.032835</td>\n",
       "      <td>0.246738</td>\n",
       "      <td>0.179215</td>\n",
       "      <td>0.302026</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.301435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>0.050848</td>\n",
       "      <td>0.098613</td>\n",
       "      <td>0.026588</td>\n",
       "      <td>0.000734</td>\n",
       "      <td>0.028771</td>\n",
       "      <td>0.608436</td>\n",
       "      <td>0.540277</td>\n",
       "      <td>0.627530</td>\n",
       "      <td>0.650571</td>\n",
       "      <td>0.784849</td>\n",
       "      <td>0.192906</td>\n",
       "      <td>0.301435</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              genres  homepage  original_language     video  \\\n",
       "genres                      1.000000  0.136720           0.078061  0.140528   \n",
       "homepage                    0.136720  1.000000           0.155367  0.024553   \n",
       "original_language           0.078061  0.155367           1.000000  0.000000   \n",
       "video                       0.140528  0.024553           0.000000  1.000000   \n",
       "production_company_country  0.089183  0.192428           0.660087  0.110770   \n",
       "director_id                 0.407096  0.743859           0.926703  0.867221   \n",
       "producer_id                 0.402380  0.712009           0.881395  0.691237   \n",
       "budget                      0.108942  0.071682           0.041887  0.000271   \n",
       "popularity                  0.053000  0.092093           0.062039  0.002235   \n",
       "revenue                     0.070261  0.070253           0.021499  0.000558   \n",
       "runtime                     0.099049  0.000542           0.110227  0.012765   \n",
       "vote_average                0.071366  0.005316           0.042909  0.002233   \n",
       "vote_count                  0.050848  0.098613           0.026588  0.000734   \n",
       "\n",
       "                            production_company_country  director_id  \\\n",
       "genres                                        0.089183     0.407096   \n",
       "homepage                                      0.192428     0.743859   \n",
       "original_language                             0.660087     0.926703   \n",
       "video                                         0.110770     0.867221   \n",
       "production_company_country                    1.000000     0.878053   \n",
       "director_id                                   0.878053     1.000000   \n",
       "producer_id                                   0.852744     0.770313   \n",
       "budget                                        0.050011     0.643662   \n",
       "popularity                                    0.040646     0.631863   \n",
       "revenue                                       0.036093     0.600109   \n",
       "runtime                                       0.077936     0.731805   \n",
       "vote_average                                  0.032071     0.705483   \n",
       "vote_count                                    0.028771     0.608436   \n",
       "\n",
       "                            producer_id    budget  popularity   revenue  \\\n",
       "genres                         0.402380  0.108942    0.053000  0.070261   \n",
       "homepage                       0.712009  0.071682    0.092093  0.070253   \n",
       "original_language              0.881395  0.041887    0.062039  0.021499   \n",
       "video                          0.691237  0.000271    0.002235  0.000558   \n",
       "production_company_country     0.852744  0.050011    0.040646  0.036093   \n",
       "director_id                    0.770313  0.643662    0.631863  0.600109   \n",
       "producer_id                    1.000000  0.593327    0.550154  0.573901   \n",
       "budget                         0.593327  1.000000    0.529546  0.758634   \n",
       "popularity                     0.550154  0.529546    1.000000  0.590821   \n",
       "revenue                        0.573901  0.758634    0.590821  1.000000   \n",
       "runtime                        0.582369  0.200877    0.151166  0.190041   \n",
       "vote_average                   0.530581  0.032835    0.246738  0.179215   \n",
       "vote_count                     0.540277  0.627530    0.650571  0.784849   \n",
       "\n",
       "                             runtime  vote_average  vote_count  \n",
       "genres                      0.099049      0.071366    0.050848  \n",
       "homepage                    0.000542      0.005316    0.098613  \n",
       "original_language           0.110227      0.042909    0.026588  \n",
       "video                       0.012765      0.002233    0.000734  \n",
       "production_company_country  0.077936      0.032071    0.028771  \n",
       "director_id                 0.731805      0.705483    0.608436  \n",
       "producer_id                 0.582369      0.530581    0.540277  \n",
       "budget                      0.200877      0.032835    0.627530  \n",
       "popularity                  0.151166      0.246738    0.650571  \n",
       "revenue                     0.190041      0.179215    0.784849  \n",
       "runtime                     1.000000      0.302026    0.192906  \n",
       "vote_average                0.302026      1.000000    0.301435  \n",
       "vote_count                  0.192906      0.301435    1.000000  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_extra_rich=pd.read_csv('./data/rich_df_actors_genres.csv')\n",
    "df_extra_rich = df_extra_rich[~df_extra_rich['top_3_actors'].isna()]\n",
    "df_extra_rich.reset_index(inplace=True)\n",
    "associations(df_extra_rich[cat_vals+numerical_vals],nominal_columns=cat_vals,return_results=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "712"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(np.unique(df['collection_id']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2369"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(np.unique(df['production_company_id']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "collection ={}\n",
    "for cell in df['production_company_id']:\n",
    "    if cell in collection.keys():\n",
    "        collection[cell]+=1\n",
    "    else:\n",
    "        collection[cell]=1\n",
    "        \n",
    "dfObj = pd.DataFrame(sorted(collection.items(), key=lambda x: x[1],reverse=True), columns=['id','count'])\n",
    "dfObj\n",
    "sns.distplot(dfObj['count'],kde=False)\n",
    "plt.xlim(0,270)\n",
    "plt.ylabel('Number of production companies that produced x movies (log)')\n",
    "plt.xlabel('The amount of movies that was produced by a single production company')\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2748"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(np.unique(df['director_id'].astype(str)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "collection ={}\n",
    "for cell in df['director_id']:\n",
    "    if cell in collection.keys():\n",
    "        collection[cell]+=1\n",
    "    else:\n",
    "        collection[cell]=1\n",
    "        \n",
    "dfObj = pd.DataFrame(sorted(collection.items(), key=lambda x: x[1],reverse=True), columns=['id','count'])\n",
    "dfObj\n",
    "sns.distplot(dfObj['count'],kde=False)\n",
    "plt.ylabel('Number of directors that directed x movies (log)')\n",
    "plt.xlabel('The amount of movies that was directed by a single director')\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2268"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(np.unique(df['producer_id'].astype(str)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "collection ={}\n",
    "for cell in df['producer_id']:\n",
    "    if cell in collection.keys():\n",
    "        collection[cell]+=1\n",
    "    else:\n",
    "        collection[cell]=1\n",
    "        \n",
    "dfObj = pd.DataFrame(sorted(collection.items(), key=lambda x: x[1],reverse=True), columns=['id','count'])\n",
    "dfObj\n",
    "sns.distplot(dfObj['count'],kde=False)\n",
    "plt.ylabel('Number of producers that produced x movies (log)')\n",
    "plt.xlabel('The amount of movies that was produced by a single producer')\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7144"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actors = set()\n",
    "for cell in df['top_3_actors']:\n",
    "    for actor in cell.split(' '):\n",
    "        actors.add(actor)\n",
    "len(actors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "actor_dict = {actor:0 for actor in actors}\n",
    "for cell in df['top_3_actors']:\n",
    "    for actor in cell.split(' '):\n",
    "        actor_dict[actor]+=1\n",
    "dfObj = pd.DataFrame(sorted(actor_dict.items(), key=lambda x: x[1],reverse=True), columns=['id','count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(dfObj['count'],kde=False)\n",
    "plt.xlim(0,40)\n",
    "plt.ylabel('Number of actors with the given appearances number (log)')\n",
    "plt.xlabel('Appearances number of a single actor')\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1920, 2020)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw_data['release_date'] = pd.to_datetime(raw_data['release_date'])\n",
    "raw_data['top_3_actors'].groupby(raw_data['release_date'].dt.year).count().plot()\n",
    "plt.ylabel('Number of movies')\n",
    "plt.ylim(0,250)\n",
    "plt.xlim(1920,2020)"
   ]
  },
  {
   "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}