ium_434784/UM1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "decreased-eight",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: kaggle in /home/maciej/.local/lib/python3.8/site-packages (1.5.12)\n",
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      "Requirement already satisfied: urllib3 in /usr/lib/python3/dist-packages (from kaggle) (1.25.8)\n",
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      "Requirement already satisfied: pandas in /home/maciej/.local/lib/python3.8/site-packages (1.2.3)\n",
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      "Collecting matplotlib\n",
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      "Requirement already satisfied: six in /usr/lib/python3/dist-packages (from cycler>=0.10->matplotlib) (1.14.0)\n",
      "Installing collected packages: cycler, kiwisolver, matplotlib\n",
      "Successfully installed cycler-0.10.0 kiwisolver-1.3.1 matplotlib-3.3.4\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install kaggle\n",
    "!{sys.executable} -m pip install pandas\n",
    "!{sys.executable} -m pip install sklearn\n",
    "!{sys.executable} -m pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "sharp-september",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading who-suicide-statistics.zip to /home/maciej/Desktop/INZ/ium_434784\r\n",
      "\r",
      "  0%|                                                | 0.00/304k [00:00<?, ?B/s]\r\n",
      "\r",
      "100%|████████████████████████████████████████| 304k/304k [00:00<00:00, 17.9MB/s]\r\n"
     ]
    }
   ],
   "source": [
    "# Zadanie 1\n",
    "!kaggle datasets download -d szamil/who-suicide-statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "different-stack",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1985</td>\n",
       "      <td>female</td>\n",
       "      <td>15-24 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>277900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1985</td>\n",
       "      <td>female</td>\n",
       "      <td>25-34 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1985</td>\n",
       "      <td>female</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1985</td>\n",
       "      <td>female</td>\n",
       "      <td>5-14 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1985</td>\n",
       "      <td>female</td>\n",
       "      <td>55-74 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43771</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1990</td>\n",
       "      <td>male</td>\n",
       "      <td>25-34 years</td>\n",
       "      <td>150.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43772</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1990</td>\n",
       "      <td>male</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>132.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43773</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1990</td>\n",
       "      <td>male</td>\n",
       "      <td>5-14 years</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43774</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1990</td>\n",
       "      <td>male</td>\n",
       "      <td>55-74 years</td>\n",
       "      <td>74.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43775</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1990</td>\n",
       "      <td>male</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43776 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        country  year     sex          age  suicides_no  population\n",
       "0       Albania  1985  female  15-24 years          NaN    277900.0\n",
       "1       Albania  1985  female  25-34 years          NaN    246800.0\n",
       "2       Albania  1985  female  35-54 years          NaN    267500.0\n",
       "3       Albania  1985  female   5-14 years          NaN    298300.0\n",
       "4       Albania  1985  female  55-74 years          NaN    138700.0\n",
       "...         ...   ...     ...          ...          ...         ...\n",
       "43771  Zimbabwe  1990    male  25-34 years        150.0         NaN\n",
       "43772  Zimbabwe  1990    male  35-54 years        132.0         NaN\n",
       "43773  Zimbabwe  1990    male   5-14 years          6.0         NaN\n",
       "43774  Zimbabwe  1990    male  55-74 years         74.0         NaN\n",
       "43775  Zimbabwe  1990    male    75+ years         13.0         NaN\n",
       "\n",
       "[43776 rows x 6 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "sc = pd.read_csv('who_suicide_statistics.csv')\n",
    "sc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "sonic-reduction",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Zadanie 2\n",
    "# Podzial na 3 podzbiory w proporcji 6:2:2\n",
    "import numpy as np\n",
    "train, validate, test = np.split(sc.sample(frac=1, random_state=42),\n",
    "                                 [int(.6*len(sc)), int(.8*len(sc))])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "nuclear-bandwidth",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set:  157590\n",
      "Validate set:  52530\n",
      "Test set:  52536\n",
      "                         country          year     sex          age  \\\n",
      "count                      26265  26265.000000   26265        26265   \n",
      "unique                       141           NaN       2            6   \n",
      "top     United States of America           NaN  female  55-74 years   \n",
      "freq                         298           NaN   13170         4420   \n",
      "mean                         NaN   1998.562688     NaN          NaN   \n",
      "std                          NaN     10.310004     NaN          NaN   \n",
      "min                          NaN   1979.000000     NaN          NaN   \n",
      "25%                          NaN   1990.000000     NaN          NaN   \n",
      "50%                          NaN   1999.000000     NaN          NaN   \n",
      "75%                          NaN   2007.000000     NaN          NaN   \n",
      "max                          NaN   2016.000000     NaN          NaN   \n",
      "\n",
      "         suicides_no    population  \n",
      "count   24919.000000  2.298300e+04  \n",
      "unique           NaN           NaN  \n",
      "top              NaN           NaN  \n",
      "freq             NaN           NaN  \n",
      "mean      194.504113  1.684849e+06  \n",
      "std       789.159429  3.667651e+06  \n",
      "min         0.000000  2.780000e+02  \n",
      "25%         1.000000  8.678000e+04  \n",
      "50%        14.000000  3.861960e+05  \n",
      "75%        93.000000  1.333594e+06  \n",
      "max     22338.000000  4.380521e+07  \n",
      "United States of America    298\n",
      "Sweden                      292\n",
      "Romania                     292\n",
      "Hungary                     289\n",
      "Iceland                     283\n",
      "                           ... \n",
      "Cabo Verde                   10\n",
      "Iraq                          9\n",
      "Monaco                        9\n",
      "Macau                         8\n",
      "Zimbabwe                      6\n",
      "Name: country, Length: 141, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Zadanie 3\n",
    "import matplotlib.pyplot as plt\n",
    "print(\"Train set: \", train.size)\n",
    "print(\"Validate set: \", validate.size)\n",
    "print(\"Test set: \", test.size)\n",
    "print(train.describe(include='all'))\n",
    "print(train.country.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "thermal-proposal",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          country         year   sex         age   suicides_no    population\n",
      "count        8755  8755.000000  8755        8755   8299.000000  7.707000e+03\n",
      "unique        141          NaN     2           6           NaN           NaN\n",
      "top     Mauritius          NaN  male  5-14 years           NaN           NaN\n",
      "freq          108          NaN  4461        1506           NaN           NaN\n",
      "mean          NaN  1998.390520   NaN         NaN    197.230389  1.640237e+06\n",
      "std           NaN    10.441815   NaN         NaN    880.620233  3.628585e+06\n",
      "min           NaN  1979.000000   NaN         NaN      0.000000  2.590000e+02\n",
      "25%           NaN  1989.000000   NaN         NaN      1.000000  8.303000e+04\n",
      "50%           NaN  1999.000000   NaN         NaN     13.000000  3.798980e+05\n",
      "75%           NaN  2007.500000   NaN         NaN     90.000000  1.307090e+06\n",
      "max           NaN  2016.000000   NaN         NaN  21706.000000  4.324090e+07\n",
      "Mauritius                108\n",
      "Hong Kong SAR            106\n",
      "United Kingdom           106\n",
      "Russian Federation       103\n",
      "Belgium                  103\n",
      "                        ... \n",
      "Tunisia                    3\n",
      "Iran (Islamic Rep of)      3\n",
      "Macau                      2\n",
      "Iraq                       2\n",
      "Cabo Verde                 1\n",
      "Name: country, Length: 141, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Zadanie 3\n",
    "print(validate.describe(include='all'))\n",
    "print(validate.country.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "average-climb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          country         year     sex        age   suicides_no    population\n",
      "count        8756  8756.000000    8756       8756   8302.000000  7.626000e+03\n",
      "unique        141          NaN       2          6           NaN           NaN\n",
      "top     Lithuania          NaN  female  75+ years           NaN           NaN\n",
      "freq          102          NaN    4424       1501           NaN           NaN\n",
      "mean          NaN  1998.433760     NaN        NaN    185.833775  1.625640e+06\n",
      "std           NaN    10.320908     NaN        NaN    749.047182  3.604071e+06\n",
      "min           NaN  1979.000000     NaN        NaN      0.000000  2.790000e+02\n",
      "25%           NaN  1990.000000     NaN        NaN      1.000000  8.113700e+04\n",
      "50%           NaN  1999.000000     NaN        NaN     13.000000  3.660465e+05\n",
      "75%           NaN  2007.000000     NaN        NaN     87.000000  1.241382e+06\n",
      "max           NaN  2016.000000     NaN        NaN  17355.000000  4.299788e+07\n",
      "Lithuania       102\n",
      "Denmark         102\n",
      "Israel          100\n",
      "Luxembourg      100\n",
      "Ireland          99\n",
      "               ... \n",
      "Saudi Arabia      3\n",
      "Zimbabwe          2\n",
      "Macau             2\n",
      "Cabo Verde        1\n",
      "Iraq              1\n",
      "Name: country, Length: 141, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Zadanie 3\n",
    "print(test.describe(include='all'))\n",
    "print(test.country.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "comparable-company",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.value_counts(train['country']).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "numerous-truck",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+KaVnUkpPp5QO8d+7p5TuSik9758LzL7oBkEQBEEQzB3MiiVrCvArM1sFWA/4WUppFeBIoJ+ZrQD08/MgCIIgCIKvFJ9byTKzN8xskH8fBwwHlgB+AFzgl10AbDeLcQyCIAiC4HMQ62Z9scwWn6yUUi9gTeAxYBEze8P/ehNYZHY8IwiCIAiCYG5ilpWslNK8wDXAL83sw/I/MzPAWrnvwJTSgJTSgDFjxsxqNIIgCIIgmAFh2frfMktKVkqpPVKwLjGza/3nt1JKi/n/iwFvN7rXzM4xs7XNbO0ePXrMSjSCIAiCIAjmOGZldmECzgWGm9k/i79uBPbx7/sAN3z+6AVBEARBEMydtJuFezcE9gKGpZSG+G+/BU4Erkwp7Q+8BPxwlmIYBEEQBEEwF/K5lSwzexBIrfy9+ecNNwiCIAiC4MtArPgeBEEQBF9RwhG+uYSSFQRBEARB0ARCyQqCIAiCIGgCoWQFQRAEQRA0gVCygiAIgiAImkAoWUEQBEEQAOEIP7sJJSsIgiAIgqAJhJIVBEEQBEHQBELJCoIgCIIgaAKhZAVBEARB0JDw0Zo1QskKgiAIgiBoAqFkBUEQBEEQNIFQsoIgCIIgmCnqhw9jOHH6hJIVBEEQBEHQBELJCoIgCIJgthCWrVpCyQqCIAiCIGgCoWQFQRAEQRA0gVCygiAIgiBoCl91R/lQsoIgCIIgCJpAKFlBEARBEHwhfNktW6FkBUEQBEEQNIFQsoIgCIIgmCMoLVtfBitXKFlBEARBEARNIJSsIAiCIAiCJhBKVhAEQRAEczxz4/BhKFlBEARBEARNIJSsIAiCIAjmOuYGy1YoWUEQBEEQBE0glKwgCIIgCIImEEpWEARBEARBEwglKwiCIAiCoAmEkhUEQRAEQdAEQskKgiAIgiBoAqFkBUEQBEEw11O/pMOcsMRDKFlBEARBEARNIJSsIAiCIAiCJhBKVhAEQRAEX3q+iOHEULKCIAiCIAiaQChZQRAEQRB85WmGpaspSlZKaauU0rMppZEppSOb8YwgCIIgCII5mdmuZKWU2gJnAFsDqwC7pZRWmd3PCYIgCIIgmJNphiXrm8BIMxtlZp8AlwM/aMJzgiAIgiAI/id8nuHDZihZSwCvFOev+m9BEARBEARfGZKZzd4AU9oJ2MrMfuznewHrmtnBddcdCBzopysBzwILAe8Ul32ZzuekuHzZz+ekuHzVzuekuHzZz+ekuHzVzuekuHzZz+ekuJTnPc2sBzPCzGbrAawP3FGcHwUcNZP3Dviyns9Jcfmyn89Jcfmqnc9Jcfmyn89Jcfmqnc9Jcfmyn89JcWl0PqOjGcOFTwArpJSWSSnNA+wK3NiE5wRBEARBEMyxtJvdAZrZlJTSwcAdQFvgPDN7enY/JwiCIAiCYE5mtitZAGZ2K3Dr57j1nC/x+ZwUly/7+ZwUl6/a+ZwUly/7+ZwUl6/a+ZwUly/7+ZwUl0bn02W2O74HQRAEQRAEsa1OEARBEARBUwglKwiCIAiCVvGdXILPwRwzXOiZuICZvePn8wD7Ar8H/kblP5aAy4pzzOzl/21sK1JKy5jZ6NZ+Syn1nt79ZjaomfH7MpFS+h7wdaBj/s3Mjp/O9V2Aj83s09nw7HmAFf30WTObPKthzg5SSgsAS5nZ0C86LgAppZ8Bl5jZB36+ALCbmZ35BcWnA7Aj0AvJjAWAD83s2JTSJsBqwL1l+nlebwq8xnTyembS3svgRDOb6jLuaaC3mX00nXtWRVuSleX8whk9O6W0M3C7mY1LKf0e6A38aVZlzPTq0czEdTrh9gAOoMqbfP9+/v8ywBtm9rGfdwIWMbMXpxPmAsAKdfG5v5VrDwH6AuOA/wJrAkcCQ+rub9i+pJRWB77lpw+Y2ZPTed1ZZlbSukFY3zCzYZ/h+lHANUBfM3tmJq4vy/2KwMrAk2hh8jKvG+bNTMap8/TqUd21ZduRgEWAW4CJwFNm9vZ07k3AHsCyZnZ8SmlpYFEze3ymnv1FK1kppZOA4cApVAnwT2BPlBnPAA8AU9GWPZsAL/o5gPm1vajNvGs9/N7AFX5dZirwSXHtaq3ErT5x1wAOB7pTFfR1zGy+uvsGmtla/r0/0B7ohAT6cGCyfx9gZuvPIH0WAf7spy8D4+uvMbN/+rXfMLNhKaXD6i7pVHd+ln9+B7gT2KeVx68MjCjC3xBYy8xOSyntiYT4qWb2UkqpI7A/tUrQAma2fUpph1bCnwfYFphgZgeklFZAefyAh3EgML//dxmwMFJ0/gvsBDzu187j4SWP88bA8iidp6KF424BbgLmMbO7XWC3M7Nx/m71jTH+vPuBNTwu7wBve9hjgaX82W39HbrmF2slPcoGZENgiJlNaJCWbYELzWyPRomWUrrX060dMNDj0hmY4p+ZegV/XSQc+noD9320sF5HtCDwc8DdwB+Anh5+8nv/Xv8uwK+oa9CA08xsjbr4DkZlrUXDlZUF4HlgaTN7tu7eHsBvaNm4bNYyZabds3dxejjwEZIZTwCHIVlzHZqccwNwoJnN7/duAlyA6vhgj9s+wAueJmegtf/aAv9C5eEhM5tW51ym/QkJ8HeQrDnUzC5OKd2M8mBtv/bnwMVm9r6fH4tk3Coev62BB81spwb5/jZSAvf2e4ea2WoppY38+X8DjjGzdYu4leXuWOD/gPmQjGqLytAt/q5LAt38OR2o6tHZZjayQVy3ASYBH1KbV8vW5U9WhM5DDe9zwFPF9df4dQOADUzbs+FybQ9gbWqVogeApZHCc4jHewiwHtri7Rt+/yLAX5CSu2ZKaYSn0avAT4B+wD+AT/2dewLDzezr1OEK2gHAtf7T9sD5wMl1isVtZjY5K9hmtnJ9WI3wNFoN2BDJpLWBxVB+XI7KxXBgm0KGbAP8wcxGFDLlTKq8mNZhSCk9gPL0fOAVM7upkNMrA7sAPdBo10T//S/I8NER1YfOSEZORPl3i7/v1JTSQJQfCwAPAR+jfLnf0xfAzGzbBu8+L5Kx/0BK9aoppdWAHwMPAqsi2drRzBZ0ZfdnaKeZpYGfo3KxDvAWsAGqM52B1z1d3wbu9XdZEcmIs4ELzCzrFjk+Z6F2ZDMz+5rnzZ1mtk593BvyWRbVasaBKsNTqLKfixrIqagBGFp37UhgwbrfzgMGIMF4jSfi+/7fap7wnwBDgTeREHkGFYzXkHC/sTj6eRjPIGExFvjEw7sHGI0K915+7fvADn781Z/xqd/7kX+f4MdUVNFABeVG1Hjd6mE/4nG608+fQoVziB/jgTdQ4TsFFaBnPQ3O82c/DtyMKsSxfrwPvOef7/s7jPbwJqOCe3pxfT5eBs4v0voN4DZgddQAHeLpd6aHN8Tfex9/h9c8Po8AF6NK+L7n0zVIIA/399zW8/dTD8v8fZ7yZw/z8If6+Q89Dyejnqj58TRwl7/vzX5td6RYvge85b/t5HEdj8qHeVi/RsrD7R6ft1DjMga4uojLU54GbZHgOaUuL9/293jB0+NuoL+n1Xkel/OKtPyNX3+O//5WTnvUIF2NyuQoT7dRSOgc5/k3CpXxl4t8/tTj/i4qex8Bz3mYF3ocX6EqIx/6tQcg4bmgHzcAfyze5U5/n2F+30APf4p/foqsRQDbeXwn+PtN9e9dPV9GozL8nn9fwfNvnL/TR572w4E+njan0bLevF2kz1g/TvdwRxV5N8g/j/B32tHjl+vwC0hA53q6IiqHL/rzxiJlfYinfQ+PX47LPcA4v3d7T8/5gSf9t9zI9EP1/zlPjyuBrTxN2xTXL+3vfqaHdZ7n93H+/wRUx35a3HMCsLt/f4bGZWd1T9tjPa3borJzp7/buahcb1LU/72RbJyM6l6Wc/m5j6GyMBQpKKf5c/OzR3la5XIzzsO5p3jGDkimjPXwx1GVpSf9+A5Sbr7u+fUsKjvDUCdtrF+/Mt4W+PltSG585OdD/Z5TPa+e9N8G+/+beh49Qa2c+NTTcTQwyq/t4unZGSm4L/p7jPB0OM3f/7wiPksiZX8MKr9jPM65XozzZ/8QeAnJrBf93kX8/0QlQ14D7ivOT0Htx6uo3H2Eyk7Z1j2P6silaNmlvsAHqBxcBlyCywF/bl+P0weed9cihW8HVEZH+Tu9g8rqI0imPouXkwb5/KG/y3iP90se7+FIyQWV0/FILub0KvN2rD/nKeAqVAcmIXk1zvP4A6RfzIssj6Ue8RJVJ7qUIaf5b+XnaeW7zFDHmQOUrKeAQahnspX/NtE//wpsWVzbH1kfyvufKb7fhyrZ4LrE/7p/H4x6XVejRVKf94S7Ail13/fzq1Flewr16t/w+wdSVcQfeIGb4p99vbBchHpf+LUL+nOfRpX23CJu45FGnhuQ91BB/yawFhLAWxTXPwIM8+9XefpMpGr4TkWN1AlIQbgU+PYM0r8r6sU96uEfCMzn/y3kv38LWdPeR5abYzzeVyHF6wUvpHcC7/i97f3eMj5vALsUz37S33dwkVY5759Fgj4LvMf8mkeBxT0PRhX/PwHcVIS9GLU7DwzxuOfrB/gzsqL0KnBCcf20xs6ftQhwV3HvUIpOgOd9mZfvev5kpfBqf0ZWVD70/Mpp+TBqzH+IGv57Pc2O9vc8CzVwPZGg+aen9zpUDduwIj5jgO8W5y+gnlp+/6HlOyDB8zAS7jVlobynyNuPUC9wiKfHlkiI/R01+pcCm/tvZ1DbcL3r37OSOJBKaX3Q75vo7/o6cHxdWo+tS+u3UO8+N+5/AI73a89BPdnbi3K0mz/vAFrW4feQEN2geN7HQIeiXCxWpP2dSFEtlcAxfu1/8eFBKkXkAP+tT93xHX+Hj1EHaRiqm1ch4f+CP+deVNfWKfIx17EJSKa9gSweHZCM2bxImzc8PY+harAnFmkzGGjfiqwYCXytKAOPF3Kxq3+OoJJRDyIZVubLW1Tl5k+ojF3byjPuArYt/nsRKQanAtv7bx8hJXYw8ER+H9RpO93zNjeMbyHLzQS/Lsvs55FyNIhKxrcpwl+eqmyehNqIER7/XM46Ful4Nmrw9/G82sePZz1uWcF+28Nt58dL/s65XgyhqnP1aZ3QEC5UMmSQH/l8ICpra/l1e3gcynK3KZI3r3naj8A7Yn7PMv7Z1tP0bo/zYUgm7kTVcbsKtRMv+fEYKm9fRwru043yufjtYWDTQp5vAowv6t0Qz5vH/NkfFvdmxXkwlazJ+fE4kmnPobZjJWThLJ+9YHEs4XF5GVnFXkRK6hjPx4MpdIwZ6jgze2GzDuBE1DN6FZn2j0Ya6GFIYE3ygvkh6klMQeb6w/x4DFglZ0xO6CL8iXUN7YZU1pHncuYU1wxEjcYwD7ttkYEDPBPvAL6HzNWvFvc+VBfWAP98EvUK/uuFaxPgP8B7dY3XwPwOuWDVhfdsEffBSIjmitYeeLSoELnivIkapX7IInEDEvrlsSDwS8+DdzzNf44sgScgIdkXKbFHebot6nEY5v8/7nH4EFnpFqLq5eX4TEaN0QjUk3nYvw/ytF0OCbU2/t9QKsvDPz19dvR3+gQ1Fk/69cOLfOqXfyvS7rGybFCnKKHGuLy+FGoXed697Hn3BhLWFyKhe2jx7GlCEQmK+z09slKY/7/fw3ve03IItUrSscXxun9mK9zOnk5nFXG8BvUqD0a98kl1Zedxz6ucnk94nLLS2gGVzVOQNeYNZOZ/GXi9iHPO21zuhgAD/fvHnu7/hxTyq5GAakttwzWRWkXlUY/L4CKsLCAf9fcr69ykRvWmLv1yOM+gspKt2c+hMr5bbkSAM4r7zvO83oSqnr4KzFuk/VDgzEL4X0OtEvgGKteD0ZDVaFQvHvQ0/jYa2tkGWNjvWd3T/n3UuXgZKXwfobo3tHj2m37PssA1RR3bDSn3ubHcj6oBzIrPfVQW/EdQvr+PyvFFqG6tTyEf/L4unna3FO95JlLmDvLwxntccznMVqYyXyYU5WYcsmxOpbJmTCmuXc7z/2WkYL6NhgazUjQfVSM8GFlQuiFlaiCSK7kTug+SEXtTKbzr+3XdirRZFylnlyFlLoc/lKJsorbnSVQ3/+Dv86qH+ShSLHaue/c+qB5nBed5oE8p75Hyn+vFn4DRraT1YM+ro6hkyH3+W5bPNR2vujqzGnCyX3uG5/UgJAvGomHU9VH96e3vdi5F56MI82wPb3CRVn2Qxfdl/+121OE6Gym8ryPXgjKc0tJ1m+d/lqvP+28DgetRx+lj1OYcjup0J3+Hx/3e3BadgOTQKE+fycAfZ6CXPFrk9x7+LpOQEvkssPPM6Ddm9sX7ZAGklE5ECWYo0XIP7JeoR3ywmZn7ANTTk6rhXQwJuKXNrJNvVn06ypTLken/BJQZ7yBT/1vA5mY2yuMyEFXg4SiTVkGC/SRUUX9HldFj/XmjPC4b+72jUKN9LLJmrI+GXxZFmX6/H7ua2boppTtQwfu+v8tqKEOP8+df5OH/FlW0M1GPeAzqxX3f338I6k18D/WIVkSF5ZceXhvU2x3p4S3oafYmUhi292sfQT2l8Ui4TkbKLajH9W0zeyClNAQpPz9GPZxLkBD8GFlGzvbPHJ+FPP63oQkNo1CvYR4P/xNP20moDGzuv92JlOMfmdm97j91u7/3CR7uKkiwXY96Z2+jPL7O472Nx3FvpEBehhrQJfz99/Y8et6fvwTK23+hStzR4zgICcJ/oPJ6qOfBpiY/j5yX3/Qwf4QanqX8ubujoZ2pnlbbeVqehoalD6fA/RPuRkLlaqQAvQacaGYr+TXroPLaDQ2BdfX434yGaUGWsFU9L09AnZkzUFk4w/PgbTSE8SaVMGqDyu8iqFz29Tx9zdP5l37cj4TxpZ5uPzKz1VNKd6Mhw5xPb6NhsUnI1+inKaUrkd9JTuOHUJn5J6ozu6Cyebq/27xmtlKR1n/xOD3p6bMP8DX/3gVZem5GdREAM3upSOPSf66z37sIyusHUL3+BlLeJxVh/CKl9KiZrVfE5XXPp3XQsNWnKaWuSIa86+GciCxSyd/zA8+H/wLXm3x42uDKmZl9I6V0Pyo3b6IOwLIe99VQw7ulh3kxauQWRYrpG0jRy2VngqfDjkh5yU7+i3lclkIN71SPX3fUqHwHKTrvIflTpsO1KaVeqJzcRFUOt0X17giqcnuhP+OXwGZIwWtvZt/19znV43598YyOyPLzEfKPHGVmH6SUFkR1+Go0xLsj8AvUhlyG6uVdaHhvZT9+6fn8FJL/ff35x6eUVkI+RANQwzo/GvHYxPNmc1Tvj0HyqwOyWP0ZlZOuyNXgITP7a0rpKTQU+oucVimlQWbW27/38+df5n+fjIZoL/J6keXvJFQXQTJnNX/W20iePOEyZC1//ll+fiWSaYbakms9jFeRgv4e1bBff6QUHkE1tNYODVc/jjpIfYr3uJeW/oE9zWzRurL6hJktk1Lah1py+p5Clc+/Ri4lF6Ey0hfJhbeQHNoStQNHeD51Qm3UHUjO/wK1Ay8gZfEfyKVlXs+zHf05a3t+lcyPZDn+rJvRqMyq/r7fRGX7j0A/MxvOTPKFK1l1TqrTMLMLPbMOtzovfm94MLPxKaWRqFcxDDUsJ6KhtuzjsT+q6Bv57Q8hQfQxEugbIYVoFBIqK6Ce+ECUoEsg4f0SReKmlL5vchYsC8/+xfcXUAGcghSiXKguMbN3PYxtUGYvhRqQDVDhLmdMdEINF37tyx7n9VDDmagavg9Q7+cqM5uYUhrsDf9Q1DO5HI1Fr+fPvwANX97v50+Y2TruqHw47q9mdY7MRT78GPXiy8b3GDP7t/9/HxJOV5vZRP9tBzT8+DWkhN3v79LR3+89NJGhDxJeK/k7/hUpcVeY2Qs+e+Vj/y+nbUekeK2JKsSIMrpIyG/p359AjWJ7VLmWRJX7peIeTI7oX0PDRUP8Hdr6+bR8apCXXZET6k3TSau/IeUIz5vOVAK1rb/Pq6ghfBMJ0L1QmVwA6GSVU+i2ZvanIj7dkZK/sf90P+rpru/vf4eZ3eXXdkAWnLOtwWyflNLmZtav/vfi/x+ixuv7qOfbBikUn/izDClgLeqA398ZdV62RI3Kzahs/N6vP8nMHp1OWi/q7/owqrPLoYbrGVT/8lB2KqI9ufi+tIezO7KO7oGsmof48/YBvov8rvakmkQzAjUCryNlPOf7cUihHI8ahcx9SHH8g5md72H/DSk3ezZI2l5IqciO11tQDcNnR/EdUPmYULzL+/6uCyAlayUqxWd+pOiMN00A6Qy0Nc1IHIkaqU2QVWxL1Phe4e/Wvy5+SyMr517+Lt2QD9f1fl6v/NfkZUqpD2oMX6KabHIkKgOjivc2jwNItj9r1Syvnkhp3xLVi77ISvGx19O70XDfC54myyC58hDq9ExhOg7NKaWeSIFoj+rrJx6X/f19zkNKrSJq9nJKaTukkP2wiDeoXGZFJU+YmYrktqHy+wtrfTbjElQTUjIvASvU56Vf3wE5hG+BZOVTSMZNQQrdIR7GjkgJ+ZTafYbHAZeb2cPuyH8WlSP6cCSP30SzXI9NKb2C5NtqqM3KQ3rd3Tn9/1A9AbUv9cpHeyT/N/Lv/VCaf+jlcxkzG+0KfVerm9XrSvd6KJ8fBVYzs3sKh/52SLn8BeoolIrWychogqfPPEgXuNfD2wC1QZfnG8zsPWaCOUHJOr047YgK5/NIez4EveBfUOOzKBKEeXbCO6hQrVEXZhck6D8C7jazTf33DrScQQZKvDzrYwSq5I04AzjKfAqxV8p/mM8Ym8F7bkjtrC2g5cybunuWoeUU5sVQhSnDaK1SPm5m3yx6FjchK0CP4pqbzWwb/34bMvNfZWa9U0ovoYZqI1pWiEx7txoe1uhP85mJrcRve9TTG+vn3XAhnVIaYD4Dy//riSwauyDBdAVwZaN3TyltbWa3tfbc6cRnI+BbZnZCSmkzqtko5yMBcayZbZlSehqVoReK2zub2fIppT1Ns8gO82teLJ9h1UzNHyIBci8q498CjjCzq/3/h4HfmVl/P98E+IuZbeDK6xFIKVozpXQXsISZreLXLoCE43eKdzva32OFQvB8G/X02+BDk26V+B5q4L6JGpD1/bqSnsDvC4G+ArJ6vNkobessR31pUJ4a1aMGwr2FQll3fVtq6/y2qEe7BJIXSyEFcFO/ZU9kdVvEOyNZKVyOKn/H+j25w9bo/S4o4nAssmB2RtbwJVBD3R/5cl5v1SzTNqgT96E/uwNqpJ7089VQQ/pHpLCtQtVw74x8Ug/ysP4DXGfa1oyU0tbIUvqTIm4HIHn3PpKP7T1+o1Gevoo6QA94uoz2+0bVy6qU0pBS9no5XMR8tnYuhx5P84Zy6SKIXdGQZnY9WA9Z0a8ws7NTy5GLbVDezNdIKfJy9ZzX3w5oMsGGwHqm2ZAdkQX3F0jp/iZqSB/xerQDUs5z5y15vLvWxSPPCj0WWVk+9Ws7ISVsAaQsnoCUzAv9tqOR4nUusqbsDaxoZkcV8a+vF0uhsrAxyp+BVO3fUqiz0N3MlksauTkP1ed5cPcN85mzdfF/AI3gfOLna6GZ14/4eZYBHf2W/TzuWeYM8/BfRnLqieSzW/3+x5C/1o1+/Sae5nmUZClgn0adOr9/kLdBK5tmS/ZGxpE9UXk9AlmFJ3uYhur331GHCGR9vQOVM5B/GribDSoHmNn4VuKQLb0JdZpy56UbGgZdptF9LcL5opWsjGunu6FeZC48FyEtP7M/sibt6/dsgipFf6RA7ITMhh95Y7EAMvmvYWZjU0q3I4FZFlRQJh3tYR2KBNkUankLZe5rpbDxwvYe6kl+w39egtqe8iQqs++nqPEFVZrjUCM21eNxFuoNd/T/jjezvv6sX6JC9CyqyLlByJ+ggpbp7u/7U9TDWxr3/UHO7r1Rb8GoelaGBMX7SJE7wMxu9Of/EfWMP0EC7DxPq/+inmSZnvn5S1BNv++Mhig/8jh3QUKsXUppnD+7i6dlBz9fgaqXDmpwEpUQGee/t6MaZk7+vLZIeN+H/OuO8rjk/ICq4i3s8ZtqZt1SSg+h4bVBSCAOQArlRq7w3UpVmUG+KqumlH5SNBA/oejlOnf656+QwDre07YHKsf7edzPQz4OO6eUbvK06OPv8i3ckuMCbDCqy2vkh6SUnkE+QL08bTZC+XaNme3jAn1bqp7rd1BZmODpsKmn3TKoLN9Q9x4HAYubmbll6Y+o/Oe8NTPr6g3XXz19c8PVFlnk8Hfdi8rHorQ2PeK/P4Ma1jX93YYj2bAbskhu4dcP8c/10TDFd1NKT6Jhqbs9rZ4H7jezaVbnlNIEM+vinZGRSOHZEeXvrsjasran5VhPx/lN08dPp2XDuLu/72DTkOkiaJmGb7vlajWqIaIjPI1HIxmwNJI1x7uyfpLnzQWoUfgXKqP/TCm19/fPFqjlkZIEKteGrFL3FnHrg+pCDzSMC2qIsuP91zy9e/h7T0D15hhkEcvDqh39/lJhHIwmJn3Dz/OwzFv+nLGobE1E+bwiKguTkcJyIxouuqUuPfPQbG54BxdlYTzqkGdW8Ti/gNwSdi+UsCuRvNgQdZquQPVpOQ93FPI1XCWldKWZ/dDl+6JI7vWiyut2yDo82XwZggaKRXtUBvKQ0wAzWztVS21cAKxZKCZ7o6HuMz19j0Zy6lhkfXsaleuslA1BiuJj/rwByE/tI1Ren0B1aHWXW1nGQiUfJ6MOVH80JD8Y1f12yLr/tMdhUTPrkarRkZ2R8tgXWeAeRm1v7mwcgoYdDzOzJZPccLqYL2GRtObXrchqnRW576AytTRyz/kDsjAd6O+fhy57o1GJt1BHcVfkSjMSKbprUc0IfiwXDDM7rnj2Rah9SlQO7T2pVSw7omHro1E5ftTM7m/UeZke7WZ8SfNJKT2CFIvc67keadWH+v/z+qU7ZAULwCr/nEmokd8ECUhDM1bed0VrmPey1kEmziXNx8lTShdROYmvQzXV+LQyjmZ2nwvsTYp4d0cVrz/K7ItQYzYUKSH53gtSSo9ZsV6N338Lso5t7z9d4fdNRAVwSTSU0Nf/Pxg5P3+9rpdX9lROpQ63IizrQmrtlNKvUaHphAriJxQ9KzTk2AZV0muTLFoTkMLzPHIU/tAF0EaoYj9SPC8X5geRgDiZqtH+j5n91P+f1vMxX2sspTTM5IMy2oMrezptUWO+CxJ8jyKLQUIV7HyTL8M1yDSeK/xeSGnZAM38esMVpZJbkdPr9R6fDT1+m7rC9SurFnVcDU3TfymltD7qZXZPbs3zz1x5c7qshMrXEn6+ENXipiDhsjxq8Iaghrejdz4uRuXrSWSVWRg10kf4vV1RjxJ/fk9ULk9HCvCnqNz/CjgmpXQE8qMbUHRYbkAN8Lz+vFw2dkdr3xxXJlZKaXureminIAtrVpBMl6QPPbyPzGxeWsHL4zg0VDe1+Os5T6Oj/RmZpVGZvxjle31Z+TOwVkrpXKqhxCWTrEYTqIZQSSltALzrcuL3qMEZCxxtWqxxmDfkP0ANwsuoHrzhwnpAg1faBg2fdk8pHYXk02peLt5ACsxqfm13pCxnF4KnvX5nAT4Bpe18npYLUa1bNK+nz69QHXsE5fUw1OhtgTpLE6l88zZADecmXn7bIV/Al1JKRzZ4l6+jIcv2ns4DkSJ2PGoU10gpLefXLk5tfb0I9fiz7+BGaMJAViqeQB2Ru4Dn3WLRgWpUYRpJPouLl0qtd0yyQzao4/VtqtGQ+4ANUkq3Ulm1BiP/sAVQnfgxMDal9GdP5+y+kofStkGdraeQfMgciSzRZWcdM3slpWn9hF6o3D2DGuzFXJF70JXnzZGFNN97YUrpUKvWCfsNmhx1nis1u6CO01F+yyQz+6R4HqistTX5Ao5HnaFHU0o34sO9ZrZtXfuxIipfY1D+bo/qwp9Qp/8a4GXP51znDS3i+1PvWI5KKV3r4YA6u6sAbVzZXIzasnEs6hR/h2qIvj0qQ9sga9FmSKZ8H5WRPHQ5rd1wLnaZtj2SsZv6ey/rHa1DgL5JCfUfpJQdZ2Z/83TeBA0r3+n3/he5+HRGynh7VJceQUPLt3n+zRRfuJKV1EvvhYTmfihxLgJ+WKdxAnT1SvYPP98TuK9oKIYCB5nZJD/PjnFH+/XLIu039/ZAysUq3iNvi7TzPxYmyhzP3sjBclBK6WKU+Tsh57hfeMb/1q99wmqHDxYGBqaU/o0ctnOD2N3MLiquWxFvMMxs35TSsqjhzUxEhb0tMgOfPIO0zY1+/mnhlNL+qDANQta/cWi20qeoIL6ABHNHqh5lVjivRYrLf73BGokq24J1z83Xr2hm/VJKyYX4cGoF1YCU0j+RoglSIp9JGlLo4+nwsof5GNWCiTujYZHsyEiShSL7vyxX/gccl1I6HM3MzI34KlYMKaaUJqD1XrIA3w2Vtx2QFefWlNLbKA9Wp9a3ogtq/LKAAQnfu6lWON4MDW38ysNvC+ydUvqRX/9PZKXYwhW7byK/hmtRo3wt8APvOOyOeulLpZReQ/m1oncY8tDja2Z2VvF+E83sliRn27NQvn+SUtocNTrX+nEMErTfRdaAycASKaXfUjvM3i2l9AsP61WP+yZmtl2RBqSUHjKz0i+pEW3RbMKz6/9wZftVqnzZCfjUzH5TXHZN3T3/KU7XQw3kENSoDge2TSm96Gn1Puo0vA/cn7RA5QHmfqBJfkVtvBxjGq5dFPWoz0YK7hWojphpSGxdlGdDkO/JJ2jYOZeP0UVHZE0qXxCAoSml/6KGYxPU0epnZsclDV/8AeifZAXZGHW6+nkDsj1qvA7w/+5HjfQuRdqchxTn8SmlP3j82rlC3Gh47D6/7xCk9L6NJhZdkFK6Hlm98vDlvUipyeVwOdRAggJ+MKVUjhC8ijq0U4BDvS4MpdaPqWQeVMcXdqVoJ6QM/LTuuk6ogf8H6tzcgerrx8X/30d1th9qwBOaNLSTK56TXG52QMOXU10BXBV1Pl5EHb6bk4baQJ2iDQBzxeJOpNQtCNMmiXyELLuHetg/ypFO6rSXbXIHpEjj9w0B5i/kazuvl51SSt9G9fM/qL6e5Gm5OCqLv/V7joeajvA0/+YiHj/1/P0/T5vJyHhxNrCyy5wXgdtTSmf6e6+LFgfd3cM4A3X42yIDxofAZC/TeHrcCKztz7oU1cXBZnZDSmljNGrRB7VTAJt43XvBy9iDqD3dBekPj+KzjJHbT2+X2R08jPU9L15FVvC/+bvfm1Ka38z29nb8uCR3jhc9/d9CcmPlpE7vHqg+zxRf+HBhkvMjqKHaEFlGlkaa7CvAIVb5pWyDCtEbfs8DqKLk2Qnf8HufQ/4n+yLT7Ul+/zNIaRnt9+Sx4a+Z2Rt+zYNolfMfJ63WXk8nql7hPWhxuTy76HzUUO+IzJQL+fMMWYY6osqSLSJLo0bqcr/mAdQQbIkKYQ/UQIyhGiJ7BTUq/4f37q3y81kPWS++5te283BP8eftgrTxXkig7IgK6TLIvLqh3zuB2lXVj/K4L4mEfG8P9wn/7IwqUyb3LH+PhFye2bQVEv4/oZpBuLOnw8KeXi9S9Q67U1mCnkHK72R/14eRcpbT7lakMP/c43gBysdrk/zhzkIV4z6qJSpuK6xqNyPrwhTkS3GSp+Ht/vxN0DDtEqjelL4lpJSeMfeJKuL3ANXQ9GnIdH6F/98BNTC5Qfm+ma2QNASwrplNSpVVY9qMpCL8waiutPGGfSGkUICEzcGoQbzO3/cU4JfmzppJQ89HIQfg3shKczkqd6ejXvYZnrZTkMJXDrN3Rb3QzVDeT6JaZHUJ1KG5Bwm2ttTOFruE2uH0yah8v0nt0NunKA+W8DDeR3V3MMq77HtU7++YexVbIYE6EdW/7Hh/cX4PkxvBNP8/V6rOQ8I1ocYBZAHqhzp9r6EJNjv559ao45SQe8N+ZjbQw+vlafVQ3btlOnrcjvb0aefPytcO9P+X9P86IblwOpIx16Jy0NrM0+HA96yaPb2sx+VBj/df0dY71kB+tEWyYB2kdP/Uy2j28ayZ6ejhL+TpjIeTkNXVkPxZhWqIug3VEjJ/8bx5AlnmsosBHo9tvJyvjMpm8vzIQ5E5vLXQ0gD5/RcsrITDkTzKnewlkcXrU4/fEP/9kyLM7yP5lF1P5qNaRLUbarxH+rWdPcwtqIbFV0QWn2+4orq3VbuB7I0a+nP8/t/6s3PdmIDy/BbUjqyELHJ5eDShjmc5medUlHeHenqeiXxs8/DqYNNwX70B4x1kvdsOuRG86e+8ItXCzgekyt/5PE+3dagsUet4HK5AnbwsO7O8+5unDyifVkRKXC5Lw/zd70MjOOOQspQVmuzesFORP9k9pjtqT6Z6fC9CFu2PkZx9A8nFe5G1cl1Uz0DGmsNMDvqPoskkN6L8HY/kyFFo2HI46rwcb3OL43sjkiw/uyAB9p6ZLVX896SZrV6clxaLjsgS1gUJnLuAf1M7jp75ln9ehoTB40jIrYkE7D+pfIE6mJwpu9OSLXGrAkr8D1Hl2hM1cBcBG3vB3tR/34zKl6pkQVRATkSCZjyq+D/3/39VXLsVKuxPUVmCLkYF8SqkcDyDFug83NNqXtSrO9LjdQRquB5HlfJg1Chea/IZ+CFSVqbSYJuJBooEULMtxjrUzi7alEppLC63/ZJmNq1bCMT/IgGSLYL7IQtSbqgHo17aup6WH/l7jEfCYWO//12qIZNckacigbi7H1uhIYr/UpmoN0GLk17j1qz5kU/MyahHd4qZHZVkiV0EKarThkxx/ymr/DV+hxxHr/P/t0OO+3/x/69DnYKsnH+CGtSPkQDJFfpx1GgvhHrKHyBTPKgDkrmJ2sYip/Wydb9lB+XzPE7Dqd0mZ01/jzXq7yvuvxOl+zBUr77u4dyHyu5oan3TOtdZV0ZTq6Rn+iDh9mckTLNCOY7aqe1dUDotg8rhd5A/YzvUKF2GhOK2LuyvQgI3y4NvI2vlFVR1fj7gA1fCynJ8GiorHVCHZ3ng/6yaRboRatj2RJ2ZJVDZXdHj+z6qp6egcnaJP6umQ1dYGurrWHekZD3ol66MFOBuqIHtjepqfo/ufozy5/UEfmJmd9RbGZN8enZFMmct1Aiti8rtJUh5uB01lGv5u41AdWw8ldtCZ2opHYt7UtXp7ZCP6TVWTe55HSmch6O6diLKp7F+/BwNm2cGUzmef4rkwCNI2QQpDvcgl4vsf/kAjfmUujqSKj+wn3u8NkCzpfMw6S3WylY5nnelAnwoWgdspeKa4VTye7jVzeJNKS2GlBeQQvtm8d8O/vxJqcFWXKmlnytUIxRLo5n72YCxCeoI/Qql/UHIT+k9JLv7IwXxKb9+NCpnnbytaO/p+gtUhn5GNcR3cZmW/v3HNJiZjjrZO6Hh+dOKeHdFC9BOa/sbkVKaD5XJKciPrEOS/+lOSP6vjtrZgVQW8gf8OX+j6lx28+dP9LR4lGKpkc/CF6ZkpZQetJbOeFCYrL3heQEJieNRBc+9nWlYsf+R9xxvcQtAZySQciXviCwnS1INga2LCktmH/98yT+XQlr1b6jWRsrhJX/+Mv7sgWa2VqocGwdQOZWviXqO/0GKX4778Q3SZk8kRH9GZbUr3/efrVjZ1vJ0y88fgYZhci/mICTcJyLBNQ+aWbOJ/59nI2Zt/nZU+Me6krgdsk4N8vt/ANzgSlIPPvsecyuiCt0LCZIhusU2a6BMX4Msbbn3sRdy6NxhOuF39Th8mFJ6ytwBtfh/YTSkNxBZH6z47xnUAzzWKyloOOY61DhMRg17R1R+/kIl2EEOwk9lK6qH2Rv5ykC1BU0930eCYAukRD+EyuSrSOCdgSxtr6IG60pk1QQ1+pmcjqUDb31l74KU7q1QQ38Gsm5eT9VbPAdZGR8ws1tTSr82s5NSrcP3HqgRBik4q1vtjNghdQ3LMHPn6BmRfB2qGVxT4++Y5GS7Geq1mjeST5kmJtyOLH5/oeoY/JbKYgVSbttT+Td+PSuFSf6jl6N6dU4qnLCL57+DGounUZ0fgeTYAf75Zl18p5V1b7zKfJo22Sal9FfU+XyaYu/WQpF/EsmW+ok9T1H5OS2AlsvoiToH2Vr1f8h6+2u0xEYnD/NNpAT9LGnj7IFo1uHAVI1CHI6Upey+UA5/WmsyoN5C64rCeNNs5ayU/wzV0ddQXVvIv+dO6jSlKLU+sWkoUnTXRxbbq6j8+EqXhI603G/0B8hH6GRUX/qhhvhFj0OehALyXbu7eO5CqBP0GJKNi/r39/3/JZBv5yb+/Kc9nmOtclc5EXWKr6AqF3nYc0lk7bnf/z8S+QzlGYN/RHLiTJTH8/jxMdUaU2Y+PJxSmoSG0f6JlkUCWTp/g8rKAahT+i2/ZknUmZtm1USyYAO//3XU2X8DlbOuyHI4DavbNzhpVuMPkBy6wX9+Ccnbb6H2vBuqA1dRLXe0taf36khuPo86jg8jpW8lZK36IGmphyWslY3dvSPW0apZ70ORpfzmnLafhTnCkpU0rfheM3s+pZRQ4uyACshQVHgnot5YX+o2STaz+4pwfgGsbGbtk6aV/9vMNvf/t0WK0rLIvF9jmWkQr4uQX8EQaje1/EVxzUhksn4ANb7roobvNKSZ90A9h61Qw7osEvA7oUYzD62BCvNfUe8gz1Dbh6rn1xn1jMaigvaxR2gzj8vj/v9/UaFfFVlk/lqE/3eP5zAPbwtUYB9AFpHfoYpxBlJuT0SFfk2k+C2PLF6fogr5rJn9zq0ZV1DbC9qc2mUO2vgz+lHNThqBfBV+i/LjQSQAD0Obdf7O3+0ZNPMn94Q6IjP9jVQzZVZAeVUqefv59SchAXgNtY1Y6UcF1WzFjkiI/9jPd0Tl8QhU2TZNDfwZMg2sLW38ubms/YpqL6yEen13mNkxfv8AVDb3KsLMs5OmKYxJvnHrm9lDDeKwKtWsvew3d61/Pojy/QJPw/u9g/CBp9HFqMG+H/mNtEWWsako79uhfAZZOp5BjfmPkDJ6oCtjZ6OhpmzBA1mO9kYzBvNyEn9GZe8SqvyZQpUP+1E7y7Q/1ebUP/H0Pc3T+3zUmB7qYY2kmrSxMrIg7lmk385WDeP+m2p2ZR4yX8zMFirStZO/687+Hp2oHRLbxcwW9GtrnHTdupGHUw0NQRyNrDMdqaxr2/t5X+T3uXtK6Vm09s+kIrz+RXqtjTvil4qNl4Pc+TkRWb5OonYywSTUUN2O6nt2y/gTcI6ZHZrk4/krKp9Y/Nnvocb2a2U5TCkdQ0t2R2VoRZRneahuKsrfj81siST3i+VR+l9tZst5mPWKWdnJOgXJkipyZtcW145CneY2qCy3Rw34zn7JX5HytBnVENhYJJdGePzWRorTE0i2vk2lXG6M6gEorbdHisbZyHJ0DFKEMmcDq5rZFI/fBaj9uN/MDvS8ncfj2iG/kqdh5nWUb7ugfJtIZQH6FVpi6J9FGgwxWeHGorYg+wTvicrhpUip7IgUwvX8+Q8jmXw9ajtvQJ2N0hL1F9Qh2xlZlR/19MyW1buplrTpitr4+anK/CpImVsSWY7XRIrb95CcWhDJgb+isrEAlQX4637fx1QjRO2R7J3H022aMQbAqolMpJR+hjoXH7iyPxyNVpyZUroQjXbdSCGDbDrLE5V84UqWKzJroqmsk5Ocek9HlXBNtHbPt/zaQ8zs1Lr7P6Za9LAzvgho0bt5HhVAUKE4G/kgdEoavjsUNfylH8IUpAj0waeANuqNuSXmCGRO/RYq/Kuigv4GUoSOQwJ/NDJH/sStbPMi37Fr/JnzejxvR8NGoIJ4u1XTXu9EpudD/Z4H0Wy53/j/w5BFqByTv49qyYgD/dlDKPx+UKO3MxqaWci0pEIHWq6qvgWaBbSBP69UJObBN0g1s7b+/9NUs3WmNRioIh2P8rmvmR2SWq6JswxSwoagvF0XrSN1uod9D9UQzPGo4r3k8cwCslxQsl7pqXHyTdXyFNlpdw/U0L6OBFw/z6v2qAe1gcc/0x1V8npLXi6HpSWpExISz1g19DoIzQrKFo3hqByvkOQrczbyOZyChNK0GXutWFOORY3AKshfbWu0wvpO/v/GVqxR443/r/3a31L49qQ6f7N6PG3npWow2/r3i5HgH1WXVicgYfwhUlyzn8YNxTVmspD2pSUroLK9JCofG3tYQ/z/laisKSPRcFY7pMQdD/zdNHMwx7/0ycpW4KGoU/IDJNiz9XkZf958qG7N679NC8+fvyPy4fsNslxk38GD/L/ufm6osduXqnNS1umcth+jsjeR2nK7VvHcn6K6PoJqss+vUd3J5WAP5Kda+rXkdOiJGsTzPW0nI3n2BzP7V0rpBI9nnlDRHcmERVHdShRL3KSUSveGjqjx7kq1zdjeqD5+6OmQJxF8iGTEP/2+K1Debolkfdm4nepxvAe1FwuiDuMYD/MIpEDshTrD56KO+LyoPr2L8gmqZQ8WsmoIbACVD+20pELy/n68nNanpb//Osiamt0jxlLrr1e/ztgIVHZGocY8y6g8M/VyM2vhcO3x3ArJwJ5IgQZ1EB+hWidqJ2TNWc/lUX+qNRAf8GtvR+4vhtJ+QSTXl0Jt2ML+HpOg1hLlVtjrkZHhdSvWxvP/e1ItnPooSutBVFbZP6G6/SjKsytReR6DjBXfNB+ubCX9ehfv8xCaBJeV1XpqLKwNwroBTaBatUHblAM4rtHvjS78Qg9P5CHF+WVIoNzox9ji+wdIQJT3Dy6+1+9P1w5Zvfr7MRb10EbQeAPQtqiHegvSZPt7fM5D/i9PoYKwGGpwX0VmxN2QEH7E7z2qLo5dUWXtjgrW4vhecf7/IVTO+B/599Ee92OKcIZ73F9EyuQOqHe+A7IgvFH33KXRbKOl/bgdF5pIQAxEvZKHPX1fQ1aRfH8XT5N2SPjfQbHBc92z8r6Jd1DtMfdCfV6hnkneP+t4f8/FqHxHliiu70C1gvA6SDi/iJSpj5BpeGgR9qPFefscp+mUvQXQOjMbo8Z4Y/+9rafzS15mssP8lp7nw5Cg/xVquB/Bt2eidjPck4rwN87h+zOeROXrt8h69ilSoD708w/92ff6+asex7aeT5+ixmEoEkIv4p0mq/ZBy5aCHOaUIuxPqd1gNQ/XXos6BdeiXuy6aMbtnmhZA5DA3RENJd6JGrhn/Nin7vgXWnSwTPf/8zSqOYoy2+Kou38Yvsmwn69M7SbDnZFl7AlPnxP8+k2o9r3MaTcMKRaH+3uV9XQLNHw0uXif0Z4W5V6F9fvD9UENxyd1R67Xo4pr8/5oudz2ptpUem2keOW99q7xMnA21abHpxVh5fAnFd8/8XKQwzgNlZX1UcN8D7JEve3hL4k6AUciBWb1IvwNgL2K8wepyvypSI5cSVEO69KlA7VlbkMkY57wNH0HyYT+dcf7dUf537vI0gjVPpUTirydhBTOJRvE5zfU7i2Y9yu9n2qPzolIZv2MQq77u88zA/nyLLV72x6I5NZ4j6dRKc/tkcy4g9p6sT3qvF+LZMCzaCRhEdRxOt/z83xkMW5XPG9ZZGF8B8mIm1Bb1wmvy3Xx3Tm3M8VvPZGi83xdvFZAyupvkYXuGGrbqh7IqHArKmMjkNx5wf9/Gs2aLZ+f9x4egmTqpvim0n593n/zL8gt4ZFCjt/r+X2cH8+ijs3e+ZhBXg2jVn7ej2RkPyr945bphdHa8UX6ZB2FMqgT0tjz2GoXpKj8HSkP+yKh0gcNG76CEjzP/ulCNWxxCGpEvocK9E+RtSAPOd1Ny33U9jezeYse7ECqZRMG+TPnQ5nwHtLkF0bmy2M83k+gjB+GhM36SMi+joYGJiBFaxwS9ubHf80s9zhJmn3yMzNb0c+/4+Gd5uH8EvlEHU7lLLspEo7jgO9Yne+Lv8vzns7LoOG9r7s/xU2o8J/lYR2MCve1VhSMJN+mdkjpaGENQo3RpkiwLYwUvq5oWOF2D6YNEkwJKSQ/Rfm8OBIeHTxP2pgsaesg8/9bVD2tfyOLGWhxyXI1+wuR5fBVVEHO82uWTXLs3g0pzHmI6XuoZ9edyhoyAil05nm6CvAN02rRvT1tdjJ3ci7SpwMa0pkvVet8/RhZbz728NdDQiEP7fby9MrC9n1gS/PdBIpwV0Ym/N5ICK3mPcJb/B1A9aEzEgoTPY07m1lbL8+bovIxHNWnDVBZOrl4ja5IoM+DetMv++9LI2VvKlpMsKOn52tIycz+L/P5tdPib1q4r9HMyOxMvDCV1W8zVHZK68eHqMx+ROWH8gDqYa6RLbIexguofPZADe/5aMh7ANVCordSDTNma3EOM7sDdPPnlvX0XDP7vcf9CaR4XWDyU+yG0v8KqmGPLNiHUfjdmZYxqff72QYptUugev4H1MA/ipTiF5Eym5BVLfOcf3ah2uqjDS1n12U/y1wObkCK/+Ook/IWUi5HocaqG4W/knOxtfTDA1lILgc29TKfrW7ZX7HeWryAP2950/YzQ/3970VlbCG0yGtXZpKU0nAz+5p/70k19L5FvsbcopKqXSmW9/fdFpXbP/rvm1NtSN2Xyhn7HlReDkXKzvlIKawfQvoLtVtJzQPsYdVEoAFUq8KvjRS3g/y9QcNp56KyYUgJXoBad5XuqEzsSLVh9G2mUYn+NJjBao1HYUon9JyvOT/7eNi5jE1BIx/di/tL/7dtULnaj8o9ZD3U/i3n/1+LZPIWXm8ORXV9HarJTLkz90vUxvXDnc1TSmtQdWYXR3XuR2b2pMfnY7TR98duedoMKfEXIWV0ODKwtEMyYk9U7qcW4XZDugaonX0b+bOtghTyTqadIVZHI1I/rU/XRswJw4UnINPe2aiXfpOZHeD/ZYfRnyJhewIqdD9BmXAssiiUL5GtIvejXsGVVHu4tUEV+k9oGGx+ajcAfRP5l7RFQuK/qBdwFhpS+xYaUvqdVSbx1ZGJcmPUk3gSKWB9UYP/mvmU3eKdOyABe3ER9zb4YqlmdlhK6feoYb0NZfQ7yPR9Eyoc2U/rOCRod/d4ZCdMkACZamab+zjzSNR7yH5GpJS+7nHfyNOiDZWQzI6SL1NtGGvFu/8YKbZLevyWpFaRGE3loDoFCZfDUaM5TYiZ2b9Ty9WSr0SCMjcgayIBdaGfr4uUlAc9rIVQAzUQWVfGUruP4sv+Wx5i6oPKSDdvsDdHFTKP3yeqHlIWops0agC88Xjd8yHPJDoCt0x6+Cei8nE+xdR1861vkpYhGGJmE5ImPuS8X4BqOPRAlL9jkdK4cRkPK6YUJ61f81uUp79CvefXUcM/EVmTLqPaUeGHqPyXzvjjPI139rjfYpUv2Edm1tm/l+WgI1KYcxnKM5tyee2KlLyEhOXbVCupj6NYOsTM9vdhhUmoAQQJx5PQUPEvkTBd3p/xLCpnbVAjdiWyHvZOWvB0opmdnrT8xXeoHdbNSuU0inp6A9VmuC8hgTy/v8f9/g6nFGl3tJkt72HsXRsqB6N8+AbK10OQS8IZFHsfWrXLQpm2Q2iprNfXsTGo3OShmr09PctyMMS0Dt8QL5s9i/jdSrXzQ6YjUkreR52myf7775HF8Eeo3L+NllnJCl45RN4WNW5Xo0b3BZRH76Ey/RAqN0eh4fgrqPU9egNZe9ZHlsADk3xuT6baEBrkcvGapy1IaZno31f0z25I+Z4fKZSlk7xZ4+2d2lJtPv+O3/sYUnjeKG4+LlXrK9b7612FZP4WVi3IOtiqiUnHoLqW/ch+g1xb/lTEY1G/Zlfk01gO15XtTFbmN0fO9XlLql+hTsQPqZaPWdnjuQTVFlu9UWcL1Db/CPi5VZMESr/Qtax2IgSoY3AgWuJoOZfvbZClbc2k2ZqnIKNJLiNl23I/aneOQ+VtT9SB2AdZTNey2vUw30GjIB94udsYLYQ7X0rpKtR+X4ryemfUTudO6q5o1ur5VHLmLmQE+bS+bap//xnxRVqyyj2JQJWwM+54bGaDXMnayappo8sAt+aeSyvhdkLDC8/6+TW0XP17dfNZaal2A9BDkeVqQVR5f4GE3iJIKVsBCckeSABkB7vnkJJyAZUzek/X9lemmqmRWRRV9DZUStEUv/87SFH8EyqAO6KMX83j9yvTopIn+TUTkSLwdSRgpylQnpZDrXKsvAFYySofr65I2++DFMiF0BDbPv7/82j48J0ifRegsgb1RQrv35ECtTfaX28HZpJUOeWeQLWNUK8kR/fJVAIn+7n8y8+/jxriPRuEOQw5CJuft0WNcDd/vzX8mueRSb1mXSq/pw8SilcWQf8QOQ4fAdP2ysqNx/lIsHdDPePtUA/q30ghPBL1XM9Aef0aEtQrUWxRgiyX5/v/GyEF4z4qheosVJ7GUts4dAFON7M/ppSWQkMoj/u79EK+OUuh/F8xWwrNp/CnlE7198iN1d64/4+ndQ9kSeudNJN0qL/ndVQzru5EHZYVkFJ4LRLY91M5vo/zdOpDtdXNC6gMr+OWunlR7/xbbq1qa8VsxFT4T3g+9UX1bKBVW7oMQUrPZCTMf+fv8Q2Ur1OoliUZgQTw0qjOH+Pv8QZS4vfxMvNj1NkD1cVnUMO0jPlsSn/2mVRrKJXl83VP15vQQr3Tpr5btWn7gp5m2bekJ6r7t6LG4V9I0ZhWJ4uG6Vha8cNLjWcsH0TlF3MKUtz3RRaJerqjBq5L0QleB1kIHkadm+2Ara3aALpU3qaghVOnFBbac5ECuxcq328jBeAJv2ep/IqoThyKlKK8MXpnf/bxSH4tizqq81Pl7fuos10qYXnUZCEz2yHV7jfanWq5FJAsboca5M6eduNRZ2wt4OFC4c1t2dnF/VNQHTbUURyM5PqbHo9DqSw5ndAWcC94eNegtmr5lNJPkfzpgTrPWyElLyvY0z4Ly+F9+HIwhXIwEtXb41E5z4xDVt57PH1XLv7LSs+ayAI6AZXJ0eZ7hNaTfFZw0gSG01DZ/T5qo36OZN3ZZnZY3X1tUXu7oKfNOqhtGY/ky0TUsVoFycVVUDl5D3VI70J5NQnJxJ6eTqlo9+pXjCf5DN/UcrUDqLaCKv2Na2a/T48vUsk6x2bglJZS2gppxKNg2l5XHyLBlp3UJ1EJsnWQEGuDTOGLo4xoQ23C5d51TaEs4vaE1e7EXsZxHWqXkFgL9RofpjJj/tufdyhSQl5FDWLu6c6HhNJ7Za8pydl5JFIKhyGz/iZIETO/b3NUQPPw17KoZ30YmpWyehFeWYDboIa2u6fJBNTQvYcaoPtRgSytKX9EQ5DPeXj1veo+qHHMlsM2qIDv6M/cFAnF7xfx+JhKUG2JzMldUSGez8NYGJnt3zOzb/uzByNfgd39fEHUaIzyezJ3+fMWQGbgqz0PNjazRVM1xHQ5EvRXoEr7CVKw3yx6fWdQDZu9RmXRmt8/T8UbD2BhK5xSU7Xu1S89/Pcp1lnx3tUIpKwfj08CQENdr/l9k3Fn+JTSkkjhOxAN+U4unnUWKlubIcfm+ZD1c9rMRFRWdkNDX2u6ovQ06tF3pJqZdgoa5l0cNS7t/R1vR73bC1CvrhtVY7U4UiAWB7pa7UKq2TduWi87VbMkn0SC+1FkxZjoz5mAevEnIsvn234d/g5/Ro35Mx7eI0jxPc2VwA2R4t8ByYaDkPXnMq9jV6JNptdMmvxyLqqzeyPF6SOk5Bzg+fNDVFYuoG4z3KRhj/FoyC83lqfTeI2y/ZKG7cYgwf1TJMfu8aMdslS9hxQkUN0fgRrLCahhvAUp5/uiRiZbe09GcuAkpIglZDn5EVIeb6FaYfwlVI6/ixqpCVRrgS1HsRhp0Wj3QLJpILVrqXVGSvd2RVwSKosXWzEb28PJHatFqCxTv0/a6WETM7uQBnjajUNDillpKJe/eJLafSo3RTNJexTPvcif/aa/92rAhla732ipJO2LfLquNrNsEctpcb6/Z06LtZCiNNR//4an1/zIcvwqknXtkZzcDdXTPFtzGJI/m/ozHkDl4R4k519DPm3btpI+3YvTNsg6CLKm5/TK1st2ufNdF8YgpAROs1r5733qLr0AtcOjUOck87x/zofqUTskG7oiebyIp83XUKcqyxBS7abb7XHl1OvZpUhGZVeNXVCZXQRZpc4r4rA3kvvrIiPCQmjm9q7+nL9SOxllF5S+i6F6lV1SMLmbXE21I8e6qA1cO4c3I77Q4cI0nennxTW51wNKyF2oFtvcGykI3ZEWvhlKtHb4JqtIeH7HzB708LIAnpcG49eooViAaoE4kNVggGm5/5HmQwEeXg8zG+Pfsy9DDncJpFRkv5sj/PeDSyWuCOtmJHTGogZtIlLoLkFCoeTP/u77IcVvCrWLzkG1yfIJVNPh76dyhj0I7SV2nz9/KFJOV0MC5HbU67gEFfjdkVKyoVfUu/z9BlIpBW2oFp78hp/nuPdCFS4Pw22ELDPbI+XxbDSUMNbjPh+VktMTDQdN9nd6w9PqUWqHuB5BlXgtVHGGI8VrK1pRelyAnIEUmDNcQP8QNVCXeXjfQrMbry4zIWlPMNDQ5t3UYVoAs4/HZ2MkkNpRLSmAC5H7PX0+9utupPLfONrTaWF/n0VQYzvYH3MJatDOpRr+a9QZGICGR3snba+zIlIQDkIWhUuRUNoMKeJtkSJwtf++uadFPzMbXqRBqVBuizpC7fx8Fw//DarV2Bfxd8m+kb1QOTkJlTtQmboLNapbUi06+zBqPLbz8PqixulMKn8683TsQMsNq2sUPNN2KR+ZWWdX5DuYNgguG+9XUN16C5Wv+Tx970GyaS1/vxbDHvUk7Ul4OLI490UN/TWo7E/13/Yt6uR1nk9XoaGee5APVFZ8skWzP+rUGGqgxqDh81M8DZ+hdhmaFg11qhYjLeXrilZtSHwnahxzmTnMzyci5WwxT6Pfe5CHoAUyTyme0aq1zf/vgDppvSgWjzaz45OGbRZC8uEjZFl7jkrmdfHfO6O6PTXJV2dFkw/Yw6hj9BfU4bwMKQm/9fu7ojr+9fq08bgt4vcujurG/ah+7OZx2RD5Ea/plrG/IrlzC1Jy21BNMljU32vxlNIaZjYkaZui76J6aEgRG0E1O/EWVMZfR+Xw6booDqYq/1OQnP0pcKTX+Z2QtXux1HjdPPy+8dRarXIeTCszdVbKJYrvr/l77osvT2R1swz9/uvQ6Et/qs7J3sjf8l1XMDug+nApUq6+a75cjlu7b0HpO9B89nNKKaFJDq/4eS/UqVqBasHxPCT4dhGlxVCb0B3Vt33R0Obvk3YxOJVqJf870U407zZIv5bY5/CWn50HxezABv/tUHeM9AR6urjmQ2AR//4oEuAfemI9hSrhk1Sz0gajSr5+cfQsjkuRKf5SpGDc6xl9IxL6V9TF8RikyJ1ENcviWr/+beQgBxJI+RiTv9eFlc3RK/j53qhXMdrP1/Bw50W9nxH+Pu2RGfmxuvB2bpCmeQbJQvjsjOK/QcU77Y8K5VuowO2DBNI+yIrVwa/Nsz92RQ3sPEV49+e88fNFkOk+502ezTMQCbiEtsKBlrPP/oYaipP9mIjP9kEC79DPUOb6oEpbzvbLM1sG++eTaDHRcrbMkw3CGoOGWz5AylEfP3am2jJoaeSDsh8aburpadiTaibTKsiK9S0P90LUkB2EFIZnvGz0pxKmAzztsvPmoCKug+vieThqyEchC814VL7zrLbvUk2nvxcpd9ughms8sIFft1krdTMfg5CSfS+qLx8ghWJhNASwIFIs2qJG9Eeenwt6uB1Qz/+YVvJufrSmHqjXeSKyEFyKGqWu/t8t/jnM45OPcajsnY4a2VP9nTt53C9GjXwum+t6XuzY4PglUvpfr4tjRzQsdybqJOTjFk//E4tr6+vsP6l8I9sgK9rf/b+nkPP7dchtYXu8N+//n4kak6dReZuId1iK8JdF1uWP/BiFFNvTUF0/DcnM3n6M8M/NkVw8narMPIs6CrlMb4XPEvX/h6ByVM7Q+hBZoJ/0vBhH7azaKagj92tU3l/342nUCD6P6twlSKZvUjzvbiQby7x9xtO+PyrHL6HO90Wedu8h+d7Xr70ZdebzcbUf2cL5FqonA1H5nVg8/yP/zDL/WL/+Ub/3z2hJIpC8e83jPBrVh3/7e+7T4LjY8/94T4dPkLz41PMlfx9dl9d3+7Nf83Rfp4F8HV+XFxP8+IhqxOMjz6MPkTzKs5a71x2LILnxHLLu57iMRmUtH2M83gdTLV0ynNrZkSuijthIVI63KmTPyCIOn/o75Hz6JD+nkPctjrp6l2f5lrNNJyMf0c2h8YzZmTnmBMf3v+Mz2qiGBDKnImtIPz/fFgnvdVHj1A9tfdLRwzrXfzvP73sYrVZ8UJL/0dbIjyk73PZEGftdqvU7HkNWgQtRZg1CQu951Htd1mq3NvgVGhbMQ4S7ocK9l/++FDL5HlK81/dQIRhkxVobrr1/ZJUzdHbi3sqq/aae8LgnJCD2MrNh7p/QtS5ueRbXevgWRajn+SlSsroiYXcmqkx/RA34N5HCcBsq9NnP5TpaWoM6oQb8Ck83zBd5S9qUuFMRnxU9/NGoAD/n6foqGh7KPdFsCQM10NkcvypqRPD4/cF8vaOkhVhftNZXNweVr0WQcNwRDSv2RI3W+kipvcrT7CU0M3VrD78NUrK+UQboPgTfRhX8edSQXkZlis7DCctTuy7Wj2m5rcTR1niT5OFo6Yyhfn4tWsQwz0L9DSpfU6mG836PBGsvKovA11HDndB+dl9Llc/E6/4OY1D+7oOsE2+j+vE8UmreQr3yn9VHEylIv8k/mKwHNauxNyLVOv/e5Om2HlLQRuCWZJRPN/jnn5Ew3xdZuo5DltEJZrZrqnwsetY9rhNqJF+h2svwVVTfO1LNBH4LDRt083hcXITRFcmCPJS6vvnq0P4O5VDwFah8vISUyStRGbkCWaV2Q2X611TlpROV1aktqhO/RbLkeg/rjx73Nc13nPBnJ9RQfxfV3xdRxypbAB5Fdf5R5Li/Mcq3f3iYVyI5+4mn02Kos/Uusm6tiBSR05As7Wq+UKiHv6a/985I3tyP8itbg48yWQ3zbMdxyA0g+8uUDtVl3uVh+flR2UhoGPqdVPnxzIcUgDb+XvN7vk1AFsd/Uk2UATnZL2xm2/vzdqSiI1JiN0Cy/GTPn+vQkOJLJp+jDz0PX0dDuxehut/G0/N1pKS+b3WjF0k+xs96/CajNmEXq2ZDlv5BeeRlgski2wUpj3tRycc1keyulyF34FtSebht0ZBqQ38qv2YRarfzedt/vxnJzTdRuXm/uK0zSv97/d4lkfHhVioXi6eRhXVvpCC9iTqhfVEHbEVUP7J1K6Ey3BfVt/H+vi+hsvoP5FLUEym1J6N25T009Fr6neV364yMHEtbNYHiRiQf88Sl1zzuf0ft/wpIXl9qZo+1lm6NmBOUrHGocc2zgtqixmIIKjRP+f//hyr6iajhfRz1ZhZGgvAqJBSPoNpcekFUSY5EAnhlVAnWNw3RbIoqQgegu2kWxCg0K2ET/39tpETshlbPrVcE6/0CzkL+Ir18+DD7q2QMNejXIUE20H9fGwmPkcBfzexCF4jzoHxa083di3g89/b32ZlqCjJ+39ZIyOYZJLsgRXZ+JOg2MrNHvbHuQ7VhayfUKz3czB5IKf0LVZzfURV6zOw9HwL7KRJm7yHFcqRfcixqiP6JFN2r/Pd/oAq4gt+zN3JwXjXJ0f1GJBCmer79DJm830ENzHNU2+o8TNUrn+TpnNAw0nxFemeT+j5IOXiLYksSZNXcEVlUct6+7/+9QCWQd0FlrdHQdvLwe1Dt7n6cmf1r2gUaJjoUKQNlWl7r/++AnMUX9vDaeRy2RuV3KlK4h6Kyc53V+vM9T7UfXj/UKC9Hg90KUrWZ9AMoXU9H+XU51SKOoOGPYWjG63vu87EjEjpLm9kK/uzSlyL5O3RBvcqpqEG/FPWqc9hT/VpDQjMPd59CNQvtSKqlSrqixv/XSNn7Pqo7g9Awbx6KPx2V11aHfRqRNEt4TY/TYFQGNve03BFfj8njsDRSYP4Ple36YY9dzWzhVPltLenhHI7k2Tqehmt5ei+NOntTkSz62Cpn6mOonXG2HeoI/Mn/PxN1PvJQ9eYoH06hstL19OfnIf9LvRw8iuTiQFdIl0P59G2KDYbNbKQ/axtqy8wSqAG8DXV8N0JK05lIhvSsU7pGo3L9fX//45BsHGJm+/ozhuAdRz/vTTUJ4EGqznHuOOyA/O7q63VeduIhNMHjqqRJO8chufg6UtzfREN35dDkfv7sNsgHal7vuL2LysIrHsZE1B6NR+XzBI/bRh7UWkhGDwF6W7EzhCs6FyLLUu4sXYzahmvQrLwRxfXDkBVrLTM7MmkpkA9MS6pkGbUwsiZe7+ebev5cTcuh137ADmXnoHjWD5EMuxe1yRvR2FViWufIz58Evm1mbyf5MbdHoy/ZbcGQgj8fKl/3mnaZ6IqUmW9QLfmzCKqPK6A27FykG2yFRlrWN7MBxbPzlnbD/LnLU60lmOXABKoZ85+gdSrzBIrBKL+6UXVgTrJqEsfiVLM6F0YLw/6uPu0a8YUrWSXe6B9tZk/7+UhUQH+NhMzTqOe2Sqp2E0+o4G/kn4ci65V5GHeh3tTFqBd8Jeptz28as5+IT8f18PZH/i+XIIG7MRqHvwxp4H+hml2XORPNCpmSUnoOzUJY0p+f90zrSMt9sRZFAgp/t7+jinEx6qV0QhajD/3dSsvc6X7frqhSbY4sYzt5g7EG1QyS/DkOWf5WKtK8pqLU5cdo/9qm+NlQzww0a+OPHudtqZQ1/FmXI+VnQ//t+552gzythwGfmvy76vefe9Lf/XXUq+iEenN5VlVb//yWf+bZQ9MUGIpVfVPdBtTFc75JtSXFcHyoxrQR8Q6oXM2DGsJsxRqBylJ2hG2HfNkWQ5ajG5GQfK14zsWoQbiKqjFdA/X8DClEWxWVOjt44u++oafpg/6MIVTLWexBtdRDFqbX4DMnqayYf0SdjIVQnu5tZrf78yZT7XZQMsnj+II/bzlPq+dR2e2FhkGv9Ou+RlXfQI17N2o39Z2WL/7ssqOVLTeGOklXoI7AeCSvlk4p7evP2wIpHWXZa+/vermZPVwor9P8KJ1x+fGeFgtbNeFjS3+/95FS8SHq1a6FOgpXIgvkYKrVtEtfyGNNDrP3I+XnQCRjcqfmeDM7zxv9l9CMvbaeFjX7OiZtpZOHRvC4boJ625llqSwFY6ndgH0Rqm21QMrBBCRT+1FZ8P7mYdyOysktwFLWYH83V8YWQ8M82SftLVQ2P0Tl7VGkEL1Dtd1WL2r9Zfojh+QTXRYsRrX7xSiPTzd/p38jpbY9koNZodoMKfz19Tpb8V9BK+j3bvDfw0x/g/uVUD3rghSV51DZX9Hfrwea/d4ijfz+kz2+q6MO0i0efrb0P4smsZS+Tl2pZnka6uRdhob490EN/Nmo3HdE9SzXtbvQ4qebFum7MrLulO/3j6SZ5mv6PaXf1S/qlKVBaMb7E1Sz5NsghdJQu/eRP6++7E6z/qdq5uX1SA6ujTZWz8aJtshVZIXks4uRhWrahIPCYnkZKmd3UBkw/oJcLq5G9fIt1M5PkzOmdeoSqttXI1/tbEGf4WxBj9cOng6Lmdki07t+GvY5xxln10GxGjaqWBtTrbx9pifmPkgYvYsqWxegf4Ow+iHlqfyt9KvJY/bvUo3Zj7NaX5x2qAf+Az8WL+7/MerZv496rhOR8H8TFdQPkdn3YL9+VY/3OahxPQP5GeyDKt2pdXEdXHz/AxIm76MCPgBp5cchYdULDQld59d3Q1vw5Pvboh4ruK9Og+9LoqGQqVTT3cdRjb3n76M9b0YXxyh/5xc9rPXr86NB/tyGGunsO3QvmgIN6u0ei3pyvT0PeqPGOa/O38gnamEqv6fxRdzL+Gdfg3K8/yRU2W5HAm00UqwPQhsCg3qlWyCF5c9IyVrW43mtX3Mhsqb8CQ3h5fAPK47DPR53FP/fhRzal/HjJWTCr3+/tkipWwop2CDheihu0UJl6RVPz/5+vI0arQFIadgZlaX1PIyVqS1vw5EFt1G+/c3jN87Tqhsqm//08+FUfntPNbh/WIPfNkIO3iClb5kiHksXaZcnbVyPhvUOQ7N8SrnxfxT+dXXPGYn21JteuRyKlK3VPR1fRxaA41F9f9l/z2X/depWcEd1fVXUqP4YKb19/LoxaIsPkOL4MpJto1AHYt8iLhfgfjN+3h+5F/Tx43uovOXzPjNR7zqhpTugtg6PodoFYBySAT9Bw2iTvAz1Q4rZ3miI8F3/712/Z1mqWYWvoAUfpyLZuHwRh+wfM6wuXnchpeJq5ObRszheQApNT7/+OeC5unfrT1Gv62Wpp/VYKp+wG4vzsRQ7iFArLz705/3ay9iaSOF5ASllryDZdDaSI6chhXJocYz34yEP732Pzz/QxJJ3kBJ3NLXyYkE0ZP+25/XryJLT1/PtFx6f7qgNG+zHe2hEZlrbR7F6e1367NPoaJBHg6gc9rOf2jl+nIfkwtXIReGf/t4/Qu3rcFR+DvM0eh51oO7ycrJSXZxe9Pd4yY+BVLL4555eT3tc8tGXymd6XtSm9UUdmg2RrrAnxWrtSHYN8Xe7EekF71NbRvLRkcqS/CbyX9wKzfqeKR3nC7dk1fXY10HC6WnUiOyCevsDUEUfgRLtRjQkkMnTpTtR9cb/7b99C/XkrkRDX99D49ZDUU9peZR4B6CGN5u1y9mFmNbtGuZxfBRZZbqgXsJBVPtmXYUE/s0ppVtQwdoCKTAbAu+a9k1sT7E+jqfFcWZ2bHH+feTQna0x2dydzecPoGGp9z28p81Nz379A8jCNZFqyYpOVFPvO/tntqztiVYo/nYRxgZUfj3d0bIKF/p/ayOLzlNIeXoO9Zg6o57+vFQLF86DGiBD+fU+yusOqHLN5+eTkFK5OpXT8kJI4GyJ9wb9HXaj1r9uLPLT2DqltApS/M71uJ6LhpnyeP/6yIH3j/5/B2T1+Zbn09pUVpFxqFyUm40PMVngplL1BMvKVD+zc0s0I2WI358tnDv49X2QoPs/6oYTvdf5c6REr0Id3iP+hhU7xHsvdg1UH+71nzc1s/mKawZb1ZO7Cjm3lzOF8nU/QYrmjuY+Y6l2xegybb+DGpInUd3YHzUKrxb58hePV16z65/IyrhhSum7qO7mYeIFkA/Qi8hi8ihSyJ/z6HVEjeCjqJ7djq8pZ5rh9ZD5WmAe1+U8LpNSSpv4tfubhsuOQXJgZVQ3eyf5vgxBnZHvI8X/BGAbM3vFw7jA45eQMryP+b6Qbi3ZJOdNSulFVNYPxrfq8Dg8gfJ9UyRXxqG60x7Vp0tQefo2cpXY35/VGQ3dfQ2VuTaoPJ7kcb0PXyrCzJZJWjn7eHPrSdLiltmC/CerditYGsmXi5GCOxFZDE+jWquuH7CAVQtrdkEd00ORPPwYWTX/gRZ2XCZpE+QLqWbGzufhP4Sv22Qaml7Yfz8QDdm97KMS85hZnyI/z0UuBAOpZA2oPh2BytL7nq+Z//j5/qhTcBLTwa05W3i8JqN8uBLJtyWQdXgskv/X1N9vlY/VZlRDV89QDStmVvJ0m+Jp1BulYVvkH3aq/56t+eOsdimXf6GRgmzVPx7N3Ny97n2m65OVUvobKpOXIcXpbWQcuLl8Lf88FVmLDkDKx6VINq+HFKUR1LIm6qBeWP7oFuTTkIzpn+Qn9V/U3r6JyvprZtarUZyLcLqitqoPUgLbIv3hUf9sgxTCrVE7NB+qt+dRzSTPHO3pcB/qRNxixXp4M8sXrmSVJC0kehTVzLaHUI/vYyRMftXoPnPn8ZTSPsXP/y6+d6AyL7dBM0K6+FhsW2Ty/7P//x7FCr7VI2yz5OtnJfkNdEINyi1W+H74UMbvTX5Tebr4YGCyaXuL8agAvokcCpct7v05EmoX1D2/DVJ0uqAe0dpIs86Z1xYJ2SvN7MgivAuZzu7hqW5TzPrfkjbvLv16dsP9Ofz/p1FPbhjq2fwYKSnLULdul5tpf+Dv3hf1zroXj74PV0ZNZt0uVFtz7IEUwHmKtDkVVcJNTEOPj/k7LugN5jpIATwBDWNsS0tWojI3P4CESR8k/DZFAmNtj8cRwFneCG2IZnyt3yDMhiQ5ry9H5UO2GBJGedinF77gp5/nJQuyT9AiyPLwBCoHX0MNf0dkzXunFECpWtcmNygA/6lTwktFqb+/+13UKnm5Md6WakHU+1DnZDwSvIcUr3oolTI9FQm8j1HeTUB5Pg7V5zxs3BcNlS7myu7VyGr1bzScMl3B5uVwBKo721CUvaRFVhdFDfYk1OAfgcr0rVTbgfwdWeM+RY3b457XHT3ND0Rl/WM0aWCMP3sgsLtVix+viATy31Ge/hDl3Qik7G7vz85DTNknM5OHIJas+/1d5KN2CqrvR1B1LjZCnbu2SLHdDDVKf0PKwOLI/2VNf5/RyEfT8L1SzeyYpMWfD/WjZj0wf7eaRRy9TK+EOpKToGZD4wVQvT3In7cZUhC+53GbQm2nJA+td0LlY3E/7+xhj/L0nEq1Svv9qMPcgZas7s9IfuSOZQI6mln71Mqm8ahD9A//PtbT974i3A7ISjPF3381j/PdZrZpql3ctAVZ/hbpuBrK9z3ROnZZQd8QOW+/kFJ6E8mH96nW2vrY4/4k1Yboi1L5je7k4WaZU+ZPqz5Z/uwdUGfzJ6j9eLbBZe2Q7N8F1Zmbzeznfv9CyKBgfp7ToiuqZ5NRHQeVh3fRsHmeGPQgGjG4GXV67kX7Hm6RWm7vBJKB66IOeS5D46mWN8nXT6HyU1sB1ZmOqJ4uh09cMrOnk/yerzOfMPB5aTfjS/53mNnEpHVUdjKz7T2jn6RyBs6VYFGrXcTsSGRW3Msz926kxBjwGzO7yq87AAnL3LgvhQR9F9QYzYhXk/Yqux41fE8h7TjH4yjUy84N3CeuOBpwTpIT6CtUps1j6sJfBAn0JVEBPBv5Pf0BKQNDUUH6GxLimezLsktdeC/40YZaZ/DMu96DyD2f3VBhz6wNrFJUlK6o15b5yMxO8/8+MbP7Ukp7IcfcsdKrhJlZkv/Td9Eefb1TSu3QcOHXXHH90HwWi5mVPi4XJM3iXMPMpvrzfoqsdJY09t8G9SSnpspZuA2qdOdTOAv7/Seg9M4Ow9kcfBgqC7ea2QGuIB+EGoiV3BLxCRJgFOFtaMV6b97YZj+UdlR7XK5ONYtsQaqFdNsC462aWbUPEuBTUS/rTVTe8LhcihqDTZFVd9ekmYI1CpJbbm7y53VKKdUIp6TZUXgcpyIrE3XXnIAas0v8p18g4bWePzuHaWbWoe7e3DEprWZTvTzk+w5Gdesof59nqPbWWz2lRH3PtwFfQw14fdnritJ+y+L8u6gjcLppm52tkPKzP+o5DwSeTbIQLorq7FGowR8LnOtx2hatxzStATKz57wX/gMP500/voaE/8eo0VjZb/k9jRfsXJi6bX9SSr80LZr5Y7T+1LFJa3yNdOvEp2bW1/PrMNPOENSlx4VISTgdDUn19rgeg3yprgHOdwVrWeD5VC1yeZvL2supZtrNj6xmNZjZ+8ji9S9/nwVQnVyNyo+yvD5be57EFxRFCuXKnjcP+lEyEDnt13dKG5I0MvB3qsUmv4WsPc8Bb2eLVpIv6uueTmORTDwFlfkLgT97uVkS1elnkP/P1JTS/Ehxg8Yyd1r9S9XiqCuhDtMb1MrfBYDrU0pvoTo8EMmzB5Bs7oNcMH5O0ZZYtcbaKdNJjvHAsCTrYJa1B1HtEZoLTCdkwf02akt+Z2b9krY9+yayHPdDsmwJb+MuQrK1i8vPd1E564batKuRUtMFdRQeMLMfpZSuSykd7ffPj0YbPvFO9z3A7i4jFize4w7//BOyKj6AhiuXQB3YcVRyE9QpWRFNTjneFdwjUbu6PGoD700aVfoXswObyXHFZh2osp/mx9VIU/8Q9VwmA68U166Pr3vi56sjYfwe1Zj/4qgAdUcm736oYm+LNPof5mv9+g+R42Q+37vR0SDefZCAHIl8MU5BY70LFNdsiXpAY6jWddl0BumRkCnzXqopru9SjU23o/JpWhMpXC/iGzy3Eua8wLwNfu+JFL4xqLBfX5cWV+E73Pv5CKTQvYAUvnzf+lT+AiOo1u16jmr9pJ2oFnMcXISZ15a51/PxDo/TFM//D6nWQnkNCfZl/fqnqNbEedXLwiDU69rY0/4UJCjG08Avo4jH9v4u9yFrzkPID2IEmiZ9nad1V3/GMnVpOaju/Ek09PdNNMz1PJoZlPN46brrH8LXePLz3v7e3/DztmhCBWg4/SaqXemfRkN0m3q+9KF2XZtpfiafs44Oxf3iirhMQtuS4Hn9N2QZusfjk+vjI8hCmcvsel5+zvY8+6OH/3dk4XnW0+5Kz9vT0UrurcmMf3k4Y5nOmnHFvY8hQfoUlR/YGGp9FXujRv5UpHj1aXT4tefhFlU//oOm69c/Nzsu1x+DKNZ4Q3LqeaTwfkK1sOpQNGT3jOdlXu9oPFIaLkSy6GHPm25ISXgXdfyGUs3q/XdZZqld66mR3+NoWvpkji5+L/0il26U7nXhbeb3HFgcWU6MLOpPG1R389p5XXBfGCqL3q008KVp5bkDUeNdyp9hXm5WRPL8aSp/roQUu9+h+nmDX5u8jPzH0/9c5HR9A6qHl1OVz/qyu03x/WFUZ/MafZvgPqp+fp/n6WCqul76GOf1yob45w5edsZS1fkJVL6PPajKfKOyuE+DNMtp0Ra1t0/5+XeKvGjh9+n59yePTx8/36oIdz5kbS6ftYCn2SBP11ORnDsYyfh3kMHhIWTlOraMJ3KPOBHJl7tQG/JBvtbvG+N5/prHL3esd0Ht3RNomHCJzyMrG5a72RXQ545AbSa/joYEF0ba6mP4IoWFgFyK2koy0ROm/O2d4vvbXggu8ATui8yYIIVlvBfGfqiCjvLjdFSJRqEZDgAXNYj/HZ75NyIzdP3/C6Ie9nZImPyWatHS1hZcXB0JkRGoMZqEGs2DkTB43f97EPViXmolnFVpxZFwJvOmP9XeXzd6wb2LyjH1YT/6+/EAcI/f2xkJm75+/McL9JJUwr0TLuBp2YhdgBre+ZBi8x8kPB5DDceLaJi3nZeds1AjPdaPkZ6Oa6EGZ1Bd+C9QK/C6o4ZoZTRc8hJq5K7yNPgxUiZ/hSwbr1A5qv6BusYJX9yuOL+AWofmYXX/fw8J1Xk9zh+hdbXy//NSTRJ4GAmKa71MPI+G1aBYDPIz1sPs7PshxWKD/t9Qah1qpw35+fmdSBkZjhT14Xgd9LQe53nyEFK8V0M945f9GIyUs/6oUeiPOzij3QVakxl7IwViA49TFvpdkLUbVF/6UTUO2yHFbzc/XwYJ3BGo09Lbj+eK7709ztv7c5ZACkV3ZOn6nefFtV52/kulHDfqGJ5ZvMv91Mqfscg68RSqY7uietQT+VaNxOs76mzchixeXVGjcSOwuf+/GLJC/BnJyCe83OSJRY95/LI8PB01hu09PmOAPf2/NvV5QaUQTkAK11SKhaJbKWfbovo7wd/bUP3KcuI1qgVF7/P/Pi7KYV5kdi2/7ilmsNBk8exH/XOwf+bldT5CZf5YNLlly+KeZ1DnfzSSX+8jeXwxkudlna5vx2oUFzRM9kJx/qR/Pl//m39/gkrJuhNZy572svBrJP+vRm1gI6PEsUhJea5434eK/6dNiJhOfnWvO/83LRcgHl18H57LVl1aP0vtorgdcJnVynPXoaUj+3r+22PFdbl+noLayk28DFzr+fo6qiMHel529PsWQG3/NTSYuDQ7jznNJ6t+Gn+9P8WJyLR3tFVDDzkhP7TKUfURq/wIPjGzefz7SUiz3RspJz9FCf3f+rhYZXLthqaDb1Xnw5IFRBfUIE32zzzu3TWl1M8qR+nbqbbL+XfxnH8U73uIx+0dNMQ1BVne8tDUeFTI8nc8Du9Yg208kpxuf2dm/f18EzQcdHv9tbWvPs0ZvE+D/7+BFsTrm7R/17xmNtrHr2sej4TVHkV8foOE/gYoP9v7dROoFiLNaddiSm1K6SkkUBZDe0e9Wfz3DdTAPOT/r4wUQkMN+lQzW7q4fjdUnvp7HHZCQv91ZBn5Oyor16Ahv3eLa7dCClieHDEOuMnMyqGVXyAF/zp/10fRmP+L/r5LoXxboYjTdkh4zoeUx3Z1/w8xOduvgxrePsgStBFSvP6NLCs5zX9nZjvyGUmp8p8zrclTn1Ybowa4m/+2vcdnd6RM9E4pTTANw+choN393mn7LvoQcBdqJw7sgurmOf6uZZ37AVoC4Aw/fxnVOUO+E9N8NlNKfzGz3yZtknsE2ow2y4w86eD/kAxYFikqeUmOtqiuDvfzxZAy1gaVjaX9ueM8DV42OXUPo9rWawXU8C2FFMmepgkvPTzcx/2Z3fwZh/rn2cgP5jSqbX+eRWU7T8q5xsz+laq1ln7eSla28XSZNjyXKj+qlz3tF0Jy5n3/voufb4MUzT2RgvlfZAHczszu9LCmDe1ZtVfgnma2fyvxmeE9Lr8netyfR52nPU1+RENQnVi1CO9V8+Vyit8OMbNTGzz7XKQ8noTycSWURwsgS22vuuvnR0N430e+bt9H9fd9Kh+y3ICW/k7fRY3+98zseQ8ru5JsbWav+m/XoQZ+HVR/2yFr9/b+/zDU2VscWYouRHV9JJJz6yBF6lRkWXoADfUe4/cPQR2HQUXZz2u3TRs6tQYTIlojVWtylWyLyqchl47eKaXdUR3YHZWb/fwdLvV7tkO7p5yQqq3JGmJye8hDq939+BTJpD2KS9+pu3VtZLncAnVW1rDapTwGo05Po4lLZTveHp/B7P/dh6zB5USLVvnCfbLcf+EEZG5dPKX0AXrp76PGDSp/inlQZpm/+CFIQ54XWCrJ52o/3L8qaVbUKymlVUybyR6JetzDkCC7Fc16mZ6mOQFYy5WqToUPC0ixOsl8b6/inTp6Y7uQ+yIk1PvYGs0Q+weN6Y56A39EDcOtaPbgzimlr5nZcG+Id0VOibejxq2Fkuh0yQoWgJnd60JsQqNrUdos6M/H5GPVk2o1/D8hJXF51LvoDtyTUnoDNSavo8ajDfKX6lY+wMz+mrQ/4ub+011mdoen2Q3Ubkr6UdKieC/4+Raop9zZ4794Smlx8zVnkCLeDSlWmUORcLwX+F1KaR7zWV6mzYLvRQLgHarFMoejxm8n1NPPVpv7kVJzB1Kc/mNmDzdIx4FUPldQLZLZFgnmzfy8H7BM0t5zZWV9y995bWBySukAM/tPSmktKiVgdbSX5qvAvklO60sjBXpJKqfdBRrEb4Z4fbg+yT/yyCKt1vFLfoOEemZzf+9NkR/GWrhsSSn9CCmNKyGr0uUppfdR4/BrlJ8JpelI1KA8AnyYNEmko6fRS0hJfSWl9BPvRC3k75stGuXEmK2Q1bizmT2eUlrZyx7Acv69DcqXyUh5+Z7/P87M3ssBeWM1HyoPAzyu1+Ib9gJdPbxSni7vn9ejBiXPir0E5eMyVNuJTEK+XXenlF5HMm0o8GRKaQl/v3VQWbwRWDGldJqHtym1Za4sewCLppTmt8rBeStqWY5qHbv9TIt2/hdZcP+K6tyWqCxdAfw7pbScl5HJpn3m2iT5RS4A7Jm0R940H1rzfRadyUgOtnEl24CtUuUYbWhI80bUsfkbqqOget8jB+TlrFtKaTMzuydVM3UPSVofSwH6gr9IGf0dKmPzoyHpnyFF+08ppaWz/HG5dxaaTd0vpZRMvkG9kDP2NsU73eHxpihj7YCnknw4b8N30TD5qmX2o1qSZzPUqbs+pfQPvP4jC+XKyMI4Gvim+SKlSQtw3pFSypOFrgMOdkV6EpLp2xdx61I8+w8ep3s9jYYk+eBNF/NFY0tSSp8iH+Xs9/khslS190tye/cB1Qrx+5rZYP++PhoZuAx17sryiythGyEr2Zqu6C2KRhFyvTIrFmf2+7qbfHjvBO5MKX1Qp9AtQzFjcjoK5ln+Lmf6+V7+249bub6GL9ySlapZBCcj68xiKJFH+yVm1RIGC9Fgo0ZUQE9B2u1jqJe2FsrovyIN+HWKGRYogQ0J2U+LKHX2329DQngVfNZeSumEeoWqlXc6BDmVLo4EcULKyxvI2bahQ12qrCDvMGPtOk+X3o1q5s51uZfp4eWeUnZW35Oip+TXzIfScH98mwKrtlCYNlHANFvyGX+H7l7Yr0GFP8+y2wtY3cx2SLIADkGF+ApqZzdmxah89/up3ZS0MxruXATlzweoZ7s61VYrZdkYgYZxrkZ7h32Sap2tL0TOx09QKSsgJ+j/Q43lmqjy7IbG97+GlJ7XzOwvKaVHTVtp1Du15/fKChQppY5WNysuaQp3T5MVcE0kBL9ZlxTZ8XUZ1ADkpSCm4gtEIsH7NBpWr3l+qhZaXAStpt+bmaBooEDlfm1Pmx9N57ankOK0Mcrjxahms01BVplD/No7UDlti+r2qsAfzewPKaWV0YyeNZOsp/OhqeNHImvhOGSNvBGfJeqNyhgz6+Hxn2Y58/PBHt5taEj1BqREbY2sNfXvdb3/X6ZnbnAfM7N1vefbDpWTYVQKyx3UKp05fgujzsh/kYN1b3/3B9GEktW8jp2CZpEtl+SIezJSnp7z9HwT1Ym/USntmQNQGbmRxjOIb/D43ovqUJ6YcBTK4xFowsV7SUtp7IAawm+i+jseWWHvRTJmXpS3E1Ed/ch/X9DTdrS1srixx+duj+sKaGhnAiovdyC5PhEpFD/wWyajOvEdNKSzFVJAe6C6MBXJ9mdRnc0zW7NDdKPGd0FkFdwNNdZZ2RpP5bQ+HllK9kIy7mqq7VZOtNoFnXv615/5Z5a3RyIl527gh/XyoEHabIrqBWjY9R7/vQuSsaehRXMXSlpw+nYqmXePP2ttqt0Bvo5kxTzIkLEfqmenFbKslJE1s0dnRErpe9Quro2ZHe//jURtZ0cz+7Bo22rwctcW1e/dkOXrHdQZuZFK4ToXtVHPIIPFSOA+q2avd0OjQL2orcPTJpSkxiMzZVzua+U9G42qzHDx0mnXzgFK1rTl8K3aI+9VM1syNZ6qWZNwdWFthyoeeCH1zF4W9T5/j0/ltWo2y7ThCD8vM2IK8n/I5t0NkZNhXhm6N1pQ9KVW4vNzZDGbSu0QQs102uL6Fz3+7/v/3ZCAfQs4wMzqp3vn+xZAQmMX8+HJ4vfjaLyuVnfUE9gD+QudWtfLyj34b1Kthv84Gsef7A35UE/L8h3ykFZ7Kh+q+tlE5XTqrDSW6Z78nl2RVXInD+ty1MjeaWY1s0GT9hp8FPXqj/c0W5TKrN8NKeg/ora3vxDVsgkrIstH97p3edy0/MYL3hA+iYbmBlK7kvK0/GlQro5FlrW3TWtDLY6sBdtTN4usuKc9sgCtg4TlVKRcndzo+cgC9p5f18Y/W6Q1DUi1wwB5mvPWaFg0p1VZF7uhhnUyKhMd0B55/V1p2tzv2xVtkzLay9N3UKPcC5WjPJuyFPZrogZkIlJKbkAN1a3AclYNN5ZDiZOsmNlYKJvLouVFNkD1ajQafnqxuPZg5Lf0KsXWLFa5HJRuBuORcnEPGm7ZAykHubf+OPId+QdSHt6hGl58z9NkJdRrPw0pk+2Qu0N+/2HI+XZvlPfTLNZW7FPo1x5LA6zlsjaH+rOylTMrN6/7uy6bZI0ajLaA+dQ7Jkujhnx1fM01M1vLw+5MtczKnqizvLYVVsB6Uu1w4B7IonQJUop+6+fnIEXh5x7nvZCF+XakLCyDFPqpSPE60uPQB/kgDTWzKcUzb6JBO+J09GfvhhSsW5CMHOf3ruPP7kaD7Vbq3i0r9tmVJHmYEylcSajWrWuNPZHCtgRV2R/tadbVzLr5815A+dJq3FJK30aWyOTvOZ9p7b08dHokskL9AllTD5pB3HK4/0b1YFPUidgJLXuSh32vRx3088xsm6QZm40MBsvWhdsJ5enPkEvCBaiu/Mnv2QgZUVZAfpbr+30PI/k/jKoOYzM583QG7zoIybYX/HxZ5Kc9Ux3Y2e7k9VkPNBbdBlWqw5H2+gkyy9+GTOp34SY/P05DvY9XkUa7JupVv4n8YMpZDI+ghP8z6hmuV/f8wdOJ20JQ7b5N7crQg1FBuG8G7zcWmaMPLY6e+ai79j9oqf98viWyBqxHK7OlWnlmR2RJ+xdS8trX/f831CD/hgazDovr6p0Xf416laNQD3occLL/dxNS4t5DvY13USX+FVLm9qJuRl6D561JNVvyQQ/zHORndJWXiYGo4RqAGox/oDHyCVTOztt7Xo9BguqXyN8ApDSWMyZf9eec5vfchRRaqJylT0a+R3dTrEbfyjssiqyow6l1pB6JrAY5LbdFynbpNDwWKYd58sVbdWH/xT8HFr91QorMjcjk/gGyELSZXlrPZDmqT6t9/DmnUa0zdbGXsbs8vddGfh4gS9sY4HU/H4TqzzP+fXAR9tOokR6B6utzaIiwj3/e52nzDpXj9qdUjvpTqZ1JObnuXbqgBqbRe46kmGDT4P82qLxfRdXoDfbjVk/3C5DyOBqV3wWLvN4UrX8EsqIdjywW/T3/t0WWmHtRZ/A5auXZiaiMTkCW1i2nl2/+nB8APyvOH6eaDbiz/zak7p69UQO2tx/7IGWvm/+/INVq8DmdxyNFfiKS2x8ji/OxuDN03TOWoXI+znLqIiQvzvNjeN09OR2fQnJhAT9vS7HzBxpCb5QWffw4FVlcv+/Hpbj88utWpJXJSDNZX4ZQTA5Aiv2QBteNQeX/CGQF7lN33IB8cn+C2rl7Pb3XoLbO1E+2WdLLz9t+PIt8GMtr3vTPzlQTIgb49xYTt6bzrkPrPudFSzHk/++ldrb4jbQy69Ov70C17Vie4bcM6hSP8bR6F7XBg5CF+PHi/kH47Gwqv62aYxbydXNUL+5FcuhFmP4qAeUxJ1iyyp7Cg6iynoMK2l5IobnBL98QDTmcihL9AySI1kEOhY+WQw8e/pmoEfoZ8j84GAm3PUxOpbnHux4z2OOtuPYYNIR0br3Fou7djkWK40dIGG+NVuDdqZXra/Z+8t+yo+IQq1s4dDppegWyMDzgz3zRzH5Z/D8VCcoptDIc6dc1migwkWoIdCQaapsfCcxxyC9oQ5Ruq1KNmXdHVow/mNnlRVxWRL3I7Bt1BUqz12i5r9hSSNDvhRq17Oj4NPI/u6kItyea2ZPN1+NQ5V0HNY5TPN4roN58QkrBSmjoqI0/73JkZm+DGv/JyArzCVJmJuVnmkzf+yDBsDbFGmpIQO6PFqrt7daKNmgdmDX9/BXUIK+MZiL9xMwWK94pl78/ICG6BVrf5R4kXG9AU+BrrB3TozVrsbMrsLK/18aeFj/3d/k5msmUrc+HIYX3USQwz0RD9a96XC9GgjE7qmd/qNzrbEM14+wVVOZuRdan3c3sWR9+ux3l2Tl+X3YL2M7M3mrwft2Y8TBCf7RX25T6+4tr5kH5Ysh5/xP//Um/Nw+x90BK4Uqo0X0E5c0vUYOzN5JPh/j1uY4djazO2yNH803r5Vkji7U/79fUDdt4muxq1T6Bz6JGuzPyxzkIWeIGUO331g91Sp5AQ0zfRErvrz3Mo1B+rWZa224B1Okt1yHKFvg+qB6Z1W5kPgDtLPBJ0i4Dz6GO2Jv+fTgaOnoVWdqup5rFuIE/axmPd1+P2w6mtcBOpJIh5dDpe/nZZrZ2EdeGv/nvN9b/VmIN/HeSfMTOQ3IlobK7n9W5R9QNj61GsQCm/1+O6rRFLhoPovz6F5KNy6J0Lkc31vP/su/kSDRz8dvFsyeaWafpvdvMkKoh9EeRcvQuGj1a3v/v45euUHdrTVqYdlK5ELUVtyIZ8zwaut+NYi9YNLmoHB0oLdmHIrm7FZJB2ZJYWqZn6HM2nfftgOo0qP5Pmt71NXxe7a4ZB9V6H6Oo1hQaUvz/KtX0/yFo/P1RWun5+Pe+qAD09eMSZMV5CGVgDq/FWh/++8pUPan7kKB5Hlks2tBgX7bi2cM8zq8ha84xqHdxWD7qrs/TdLOl69fIQtCWunWYZpCO5d5T7T7LvXXhlD34q/17anBdVz/WotoCpT9163YhRat+Pampnq41+5wVZWFZNIzwGNUeWZ0axKFf8T1bjx5Hys5BSICv5Z8bomGIQajBWQ81bkOLMPZGSsLPgc3qnjW6wTGq7pod684PR1bJbAUc72E/6ek80L+XaxZ91KhcF8+chJS9d6mm9Y+qT5sZ5PE+xfFi3fnLxXVnIAU5n7+LGrRN/HifaimApZFFI9fhHZE18GTPv9y561kcByBh+iqy6G7u7zi0QZxf8LRrkTcNrn2Yao/Fae/m/y2AGrlzUSN2FA3qJhL4r6Ce7OOedwORcjseX7akqDPj0USJx1A9GOx5dROSGwnJorGoZ348UrSuQs60rcqzBu9XLp/Rx8M9w8vS0vi6VZ6u/f0Y658PIuvgJ/55Kepo5OseR/UzW5CNluvclUsOlFacn9T/5udD8L0GqcpzHk77kEoJn+jp+LGfn0RlAWuDFK/XUAd2LNXWNvloUS89jZYtzpepT+vivxlZmzZEsvk5qjXE8tpw81O3h+508q8DlbUm73lbLyMHoQ7/JZ5PU5Ex4Ni6uD3vn/+H2p4Jno5D/RiNOpdDWzs+g9w4Gil5OyIF+Q1knFi57t2metj3eDnqXxx5uZ+pVPtnfuJlIFv5J1NZwiZRWfmz281pfvRHdejFRnk/KwfqvByGRtuuQR2mmbb6fWGWrFZ6ChuhoYRPkRXhRCQcN0Bm8r3RZq8v+Tjp5kjJmmCtaLh+PtjqnDHd4vBn1GAvmGq3kxluZl+rvz9pn6/d0eJxD6SUlkbbulzYyjs+7u9hyPw7CVnSpjm+m/tO+PULoYqTfageQgJ4LBKWIxsmZsvn1r9/q9a2mQirh8dzTJJz9F+RIO6AhN0U/+3/UKV7DgmYnq2EV5MXqfXZkpegBvJmVElvQEK4vsCeiXrn/VFjn/zadqgBfRhVvL+brCFPoam8U1JKE9Hw7P0el6esmB5exHERZKFb3Brsi1h3bd5SI8+cKlkRCZKELLIbIx+ThZBwfBE52x+NGpDLzGyadaJRPrqlYzc0DPUO6m2tag2sOjOiQd6UaTUCOLBIq6c9rtnKmK1SH/n7dUbWkKfNbOXPEIf6CR0vo3T5q1+yB1oPa7+GAbQMr74u3Isa6HZIcXjb32FBWubXc/65KVpOYaRbrq5Gis2OyLF/BaRAg/JhOJJNa1H5Hf0DWVs/SZrefjyyxg1Cdb63x8UArHa7rWzB7IGU0V5UVrltTY7QQ5FyeiwaGm3j8Terc2ZO7ls4E2l3Hcr/Zfx8qIe5bBGfO60aNWhUPuvT/y6/fzmXj39GsvFb+FZjyD9tjeKeUTk9kiYG7IsmZdyBlPsVURtxTL7HGvjiJK3sfw5qoBNS7n9iPsPZr9kApW97ZF1ZDw2F1VubRiDXj9LSPh/ybdrYz+9DbgpjG8SlAw2sNWb2WtJsvWyJS/h6gvnVUOfg254OK+a4IWWjr58vgKzHhtoskOx5wNOuIdaKf/H08HfpaLImltalQWgIPfvUfh3JpvHTCWsqtZO+5vXPySgt6mfmP+uff0PtyAethW1uUfQyuLOZfeDnC6Blmr7T6L6k1e3HofQEpWc3M9u5tWfVP/gLOWjcU9gPmTjfQI3MJDREdY0fByBT/PlIoE9FhW8KrfhjoEI4gsq/ZjU0ZAOyktSsflz/vcF/i6Dpu9ugmR7Te8czUY/yINTLGAz0beXatsAlsyltc68wp8cUPsOq36gw/wE12u/5MQZZL75Grc+AoYL9GBLI0EoPAjVW97TyXxdUeLPvySeev5Op9uj6mGr13nwcQmXVGV0cT1JY0qjG5v/kcX3Ew8sdjeUpFuqri9ttaL2yF/x8Jy+HO5SH/5d78PXxPBb390BKVW4I2yHryt+pHKQ/8fduWK6RAvN7tJYUqJHfBjXqf0eKycPTy+NW3rO+3P+OupWuy7RCM7x6+G9vU6xyXZyPQo3H5ynHC6D6/xy1i312+AxhHIrkxmJUC852Rxaj4/yaoUj+bIXqbL3fzptFeANR/RiKW2k8///pxzHILeFJj//y/ryJft4dKWmjgKVyuqN69CGy3jT0L0Mdhr96WdzRj7zQ5B1o2HsTZOm7BPct9P83889/o4Z2B6QQnoPK93lUi8PeiDo3n6CZdDmMPTxOryLl6Flk+V+fapHew5j+Ir3Lofr9MpIrjyFFY5SXmZ/QcmHY7N/4DFLCdqd2Yct18EVK/XxvVGZPo+Vimh3w7Zo8rbr473t6+AO9DJxOtbNAI2tTCx9Z1EYdh9qVZVGdv7bBdRfyGRfARLLgMgorvodRxu1oWu7g0QsNuy7tx1Mz87zpxGOHGRyDi2vL78ui8vkY8jNbYyaf1xbVywuQDPoTDRbURhbd+1Bn+xEkP7MFdjJaO7NFvKb3W/HfMzPzW2vHF2nJKselN0Hm3rwxY7aC9EKJdx2yAE2l8psBFfQ3Z/Cc+2hlMcK663LvIfccyllZeUPRHyKN+V7//VvAEWZ29XSeP9hkBeuFHPOGTufaB5Ew/GR679Rs3L9ma2S5GO2/LUs1c28/q3wGdkAN0RgqS9RttNx9vTuqZHubr/Mynee38D2ZiTj/3MxO9+8LUmsRfBCtVZR7nO2QgD/czO72e1ZEkwAG1QVNqvbfe8O0iXFfqgX4MmYNrCup1tfvBZSu9b5+CyHl9WEz+7S4t3cr8bkC5cXepkU1O/u9a/j/CfiWudVpZmnFErEeUlDuNM2qTajh2ZPK8vMparhvoCW/RcL9YYoeqpn94LPE7fOSUvoZUgg+QPFdAnXinqXaBPlZVN+7o+G8p1BDneXMv5HAvhJZ2ZZHVttd8QVLTX5r66GGeUl/Vs7n7Bvyhn8uiYapch0ajoa7D/bzR81svQbvMsRabui+DUr7pfxzFGroH6VaxHkQvg8cmlbfD3UwNkEWhmXR0OvBqPNwOmrUj0AdrdyD3wOVhdv8nfqZ1u7r42EdRLHQMsUivXVxfpXKmp9lXfJPQ8ptIzqi4fTNirBWQIrXW8hy2hG1Ebvgy7BY4QObtKjlKn7dn1Bn5UnUaVwM+dv08WunZ206ESkA11L5ZV5mxdIOHkajPKu31kz7i1ZmACctH/If1DnYGSm6w5EcqIlbcc/BSNHNQ4ygiSwL1Yc/s3jch/iR45wxigU/G1gxn0GK6F7Ar83sys/47A4oL/6GOkj/Kv67DlnK+iMr8mPIfeEXnud/yOUgaVP37a12TbTr6mVfEfbFwL/MZ22mlNZFk0r2npl4t5vxJc3BG5Pbgdu9AC2Bb8xItajgIqgSrosqUkIWgH+ZNndcOqX0TTN7fDqPyosRlr+1cHA1s7YzEe3foW0USifXu1HPtAVJzsK/989pv02n8RsFPJQ0lNpizZv/IXshZ953YJoiBfIZOQb4INWuq/QMUjh/gMarpyDBdQcS/IYK/ARmQEppZTMbkeQgOyClVFPw65WO5AsRAq8VcToWOcOfgxq29ZED6BZJw8Q7oiGoQUW4z9E6E1xxe8PPz0ZDHvvO6H1QY5Knpl+BrCp7oXJ9SkppCmqMF0Ebtm6RyxcaNm1U8Zczs12SVmLHzD5KRQE39ZxmSsFK1XRzgM6pWmy3NYF/KPJT7F2ngJ+FrAYn14X/YnlKtTTH/4pfIX+/XJZ3Rj3+F6zaBHkhtCl9f1d4/o4atGfRcMU8qKHqgyYbgKyJWfkwpKjkvP4P8lHc2Crn9VtQwz4PGtLZ1OPTB1l+Dy7i3KOVd7k5pfRdM7s1pdQRKTXLI9l5LmrwV0KNzfJILi2PyvqLFGsv+bNzB3Cov8u+aDbaff7/QOQGcIjfshjwi1LeppT+YGZ/AO5LKZ1vrS9nk4fRD/O06UNtA/1ITksz27SVMBYB/pJSus2qYfsbUAfmEzSx5ipU168BrklaNiTffyxSBldBTtaLoc5SL5R3W3n6kWqdsY8zs9K5H9QmgXw+M4umlDYyswc9jA2pXZMvv2CbRu83A8zMzkwarh6IRhU6IYX6J6jM/KaundsbrfF44Od4XmvsgOrvaijtL7PCjSWl9HbSQrkJWDKldD4aTVoWdUyeRLOkW6RLazRQdk9DhpeS6/3Ar70z/2FmT6WUvlZc+zvgQTfAZJnUIo1StYNDe+DhpB0mDA0zT9dQUBPOF2XJgprE2xsJr/vQy36CCnc/MzuyuP4spJFvZsXsFjNbp0Xg1T15McKrTH4EOwH7m9nWnyO+NbP/ktaVedLqZgQW/99UnHZEs3UGlj2xuuuPbfS7FX5b/wvqLX2pdg2l7ZDCkBXV5Ef2xcmF8DNZoopnnWNmBybN+MpMK6T1aZe0W/qxDeJ4vd+3BlXZ+hm1M+RqernTiVNv1LtfFVk5eqAZrl1osBBf3b3TerIppclIyGSl6zJgI2+In0Gm/09Q+Xw4NfAl9HAeRr21h7xML4eEXf3CprMd7xBNU8CL32v8c+r+WxMN8eyMhnKvzVbH/0F870QzDz+azjXTFhZMld9Od9SY9UQWr0vq7pnmJ1T8NsS0rtpINMRX49eJhrXmM61TdwmyiF+K5PB4v+4nyM9ztwbxHIfK3CSqDvIU1Jl5CSkbLbBav88OqJPRCw3FnoPcNLZBw2RLWSuzU90C9S5asPhC/630welP43UNN0tapf9sl3E/ofJhaxHH1nBZ3hflx+oppXbIWvaCgrBvJPlKpWxRKmWZN5qro6Gh1b0e9UDK1kNIAd4YdZy3pLJ8l2VnetamNdCw1vx+3XtokkWroxczS6pdRy67yrT1929fXNoBKcugNbBOMrNSNs4WUuU7uQvyZ/ydaYeQfeou7YuGkQdT7TM8jRkZEOqU3csbKLuN7rkMGSlKC+y8ZZ1KGj3I1uJH6+WZX9Oz/re6uM+U/9oXZsmqS7zfI0XrNtQA/gD5Sp1ad9u63qgMBnBhNc8MHvUzJEhWTim9g/w7dp/+La1ye0rpDtQ4ggrYba1dbGY1Zu+U0lJodefWuNbMhn3OuM1OaoYrs8XGe2arW60JeEMze6hBGOdQTbP/LPw3pbRo7s0mmWq7ooblJ/UXm9mxZRz9nveR5fNKVLm3QA3RLsiPqUUvd3qYphn3Qb3chJxb14XahfhauX1q8d3QzKo7PZ4XWrVwYPY7+yFwRUrpPFpfWuFYZAVe0Rvrzai2Hmk27RsJJNPEiGnCPjVemiO1ZqVoIhOAIa4ATEKWqT7ISRlkaX09pXQ0clkYgaxCGyO/ohHA+KRhuf3MbGLS8MPCSQs63gfgSsfUlNKPkXJWP3XdTEtEvO/nh6KOwO7AILdATFuOotGLmFmOc02Hz5WNx23mJrfcgIYIB6Ih3KnIynYjsohN8PeagJSPdVHZbIcUksnAzklDJodQa406vPjeESlzUzzuZ/vncSml7T5nx3EhM7syaR9ATBMypqKO06FukZvH40hKaXl/18xE07I9U1JKXZFV5kmkjAxDw4wPIyvIX/JN1vpK4I1WPF/dwwal4a7If+9z4535PPEDM2vjeb6B1Y2KuDJ2gX/fGNg/acJWudTM7BgZ+Ril7YeoI9LRw66ZcJBSWoZaOTYfn409UToeAvw6pZTDyh36l1EbvDtyR8n/LYg6dfcgq/5ZqRolyfUkX7900pZKNaMk9UpU0hIy5TIpM8UX6ZNVjkvnobqEXmIKahABMN97KqX0GJpF8oQ1mN3SynM6mtnHrnmfg3qTH6Kx2/vRulXvt3Z/g/B2QL4+oMXX6s2W07s3IZP9Kq38/wASsucjJ/gWs1L+F6Ta2S0lXdBGy2Vj+rlnLrby7EHAFlatzdQPCap/IctNa2uMvYD8UB5AM1A6UfX2jGqrno+t2ri44WzCBmHXj71nX47DTWuYzYu2sPlWqh1+g5ZCJZf7hHpXyZ8xGDXEvT2885AzfU1HyAXuTp4uTyCF7882k1s8zCrTy+86q8ZUlBf7mw8nNLL+zMTzPtNMoAb31/esj0Dl5CA/3xNNPBhGVa9Houn5uWE6Hi0h8GMkM1b3a99HQyAvogkbhyHrx8dIjrXw62wQv81QQw11w3nFNfWNA8ixfQ+Y1gkYhIbLWqyZZbU+TK2W+QZpdQKytJ3k79Uf2NS0X+FxyJq6+PTyNFW7JRxT/FzOlvMoalP66ZE0M3RHtOdpXtvwTKQQb4pcFcYDJ7h1uMbPMmnNxN8iefIrv3ZI0YlcBnjDfPubpNXHF7Fid4AiLv+mWvH8ImQNfA8pA3ejzv2v0LIIs+x/mFpZz6vBdWUdnO7ISKpmUpbrx104g/A3Q+n3TfSel5vZgOndM7soyueGaMj3CtQxWRYpW7+ru2UXMzupuL/RKEnGrPURpm2pdnB4GymVw83s642ub3H/F6Vk1USi8c7eGTN3KE4p7YGUr97ILLsTmil41XTCHoZm2WSntR2R0DgV9bwWr2/IGoSxPKpsD9X9vhGqlC+0cl+50GMbNENmtJntOZ1nrYjMvTsj68j5VuxH+EWQUlofKbe/RGsdZboiB8LZ1sCn2qGbM5AA7YgKeBs0SxMqs/1qfm0H1Ov+FqqEK6Ee5AA0Zfkd5IDd28zM8/QCM9twJuJUDm11RD5VNyMH5h2oW4hvBmHNcIJFce20DWvrwhhgZmu7WXxtT5uyDNakzexkOgp47iAtjvzO+iBrzsJopvBPabAtzEw8b3B9J6rRb9O5fy2r3e5oCJIZN5e/WTWkexGaATeEarhoFzNb2C25/ZC18XIz6+ydrr+gtalaU5LaIp+7sjF7ue6aeuW8pKOZzVPXOGxSxG8iKkugDmp7ZN3cBxhjZr8pnnMO1SLODbFq38PHzCz7Hk0bmi/OjwH6WLUwavcimDaoATzNzFZKWtKkni74pvRmNm+juBSdWkOWhx2oHbbfyT7jcJynNVCzWGWOzwSrFmOeB3XsWrijpGqR6KFoCHwckj+DUZlPwCFmNuSzxG06cZ7uQqvFdY0mr8zr144vfmtUzs1a2bKuuG8qkqsPojypKbMzun92kLQA6kZuycyTbuazarun0VSTXKZNBPisHbzieU+i+nS3yYdxU7Q11/4zc/8XNlxYYnUOxHWVtTy/DfUy10aFeDszGz6D4HcHzvNe0AaooX0LDSH9C2XQjDgFLVRYz1j/r7XZMFnDNyT8LjWzh6f3IDN7LqX0e7/3NGBNt4D91qrd5P/XzIOGWdpRa5n5ECm6s5O2KaV2pqGVzZGP3nNouK8jraf1p2iY4FOq5T2WNLPtXdFeCTjTql5FGzQ0PUPMrOa6lNLbSKD+jWr6/X9mMqyGEyySHJn39952aZJuMWMRuDuldDiyWnRBDs57Ujs00hRai38myc/lATTk9imyzK6DFPSFk/wqr/sMHYeppbKZ5CfxWXqG/0kp7W2VL0c7NOHgNuQ8uySwRKrW7dsUWWyWNF/V2ztTmNlDSY7xRwAdk4aFrkOOvA19zJL2Lz0W5U1u0C2lVOP8bz4UmFL6I5pgcRGScXlGHzaDodZU7QM71DTEdV9K6Qn/LzvxtkMzWSdRlRfDJy4AWyQNeXYEuqeUPkAzYicBNyRNtuhN5V93TRGFvGBpQvJuNFKiMLNp6xulalP6fdFQX/3aR/m6M5Hj/iPISrQ1Gt67FM2aGw/8NcnXsQZrvCJ7noD0Pf/cH3WQjvU4P418iHIYn6TW3VGyJe4j5Ni9ht+/G8q/pW0GG0J/RvLIzs+K3wxYNrU+eaUtysdXAZLcZfY2rfW1Ntqk/LNaWfbjs9W/ZrAA6uC/hxS+64C/p5R2Ms30zxa//qjM7IzKNjCt0/M9WlrxWhtGnezW2zYppTamCTKnzHRsbRbWzGjWQbXH1miqdYPe9e/vfY7wtkM9jU+R5r4v0Osz3P/EdP5rseI70983bKfphLUashQ9h3rGvf33xfEVvb/gfOnpn52b+Izprc30MOrFrkrL/Rg/QtN2d0FDbWfgqzmjStlqHn6OOLZHU71BSsT8syHMq9CKyS8gC8SdaNPu1upH/TGqtbT5H5eRIdP5bwGkNPf7DOFthYYCLkKOrC9R7O85E/cvixThlZGF7XHkBzoGKT0foCUeNkbWt/5o9f8+VOs9He2fh1LtX/l3ZrD2nT9/JPIP6T+do1wx/skGYTzpnzs0ODbH1+tDDrygDsn3kOU8r+3WszjyemBPIyVnd6RkPOjhDfXrRqOh0Ef9+wRPr5/zOeQR1Tp1o5GStMAMrh/h8Rrk97bx+LyOFMQ3PK4576YdrYR3U3HchdqDMu3vQiMN+fwHrZVValc8n+xxyfujfq4dNppQFx+Gao89ZP182L9fRbEvaROevayn8ztoiO0GitX2ZzHsfanWy3zXy9OvkftEX7x9onZ9y3K/11vRTNzjKNYxnM7z7kZGhtORP/apfIZ1CL/wgjCDxPwPGuoZ7OdbI/P3ZwnjXDSLZxnkszDKBcslSOBeNBNhPD+d/0Y2+O0hfKFBPx/iQmLpRpWWalHC+9BQVLng3Db+udcckB/ro+UaXvbz1ZF1aHY/J29z06X4bQ8XZPchv5jR+EbB/v8PkGXpPmRhO67MNxo0Xp8hPjchx+D7kSAehda+anXRw8/xjMH+mTdcbY83mjNxbx+qTZRbpM3/uIz8CfjubA5zIaoFgBf6HPev6OX29rq61Wihw8eQr9UdqJHPRxbGp/r5rqgnvNoMnt0f30ZmJuP6sJf1tkip2IOqYbwF9d7z4szvImX8eZcb26CZbav6cweiFeGh5abxeWubDVDjMRyXZdRuyzWQVra+ahD39shH8Go/DsYVfmZyU/q68G5Gyl5WMrPi94ci795jOotUziD8AagNyGl9KOqMv4xmxD1cvvN0wpmlxZ9nMq4NFyCewT3TU9j7F+X8RmawgXNx/39oZQFVZFXfz8vso14mD/fjEiSjDqOVbeU+Y3osimT+C8Ci/ls7JJdfRLJ5ONW2auX2TzO9fVDxXm2oFo7+BdPZUL7F/bOjADTryJWdWo104mcM45dU1pCuqOfxJFKEnkV+OTMK4zKK1ZOL338M/H975xkmWVW17fuZIQ0gSbKSlCQGogqIIEF5QUBRFBQ/EXMEc+JVCQYQMbwokhRFEQwjICiKApIMwDBEEUQQUJGkSE7D8/1Y+0ydqj5VXVVdqWv2fV199dQJ++yuqTpn7RWe9cOK7Zc2vP566d8THpzETXvNiu1vJq1ER+GHeACtRr2S75QUhDu49hxgvdLrdSmtTkrb109f5luIJH2I3I25U7h2sUK+gbixP51YPf8zfZ4OAX4yxb/vkvT7AuIhuTwT+yEuBaxTev2adDO5mag0avneDOj/6X5qnRi6ftCQeqBRU/2u+2nj/Kup78v2r/R9/3f5M0t4175NTTn7XiIFoKlnhIoenBXXLx4k3yI8RGeVtn234djPl/69JmG43014204r7g3EA3Gl0rErpW3LTfY9JHJ5vk8YWKcRxuIKRPjpt8Ti4SriYfJTwkDanQg1fTe9n/8lDJPtKXl8Stc4Ph27Xfo5gcjDo/SZuJ+aQVL5+aC2qDmf8FA/mOb4UPopL66uoUKRvc3P2Jrp+nXvNeG1qDQEidD3yqXXPVtotfH/91FqnUsWp4XXOB1zKuFxWzP9/C8RqoeJvRgnfM6bjLkRUbV9HeENO4r4/lxIPFf3T/8fxWKxWJz8gAg5H5F+bgC+P4X342nEAuEG4l5c/kzMpdYJ5teEYVh+dhwGvKyNa6xNQ+/NtH0rQquwrbmOROJ7geoFLiE+IHOJh8kfiIfb2jTIJrgi/t5k/CJh7yLgAtt/b/O8lYgP7GPUup5vRuQq7e4G1XlJN7pJErQq+oZJ2pm4sb/cSR1ZUab8emCndufZb1TrvD7XNc2W+Ynqfb72VZ7Yg23+NkmzCc/aX4mHwarEjaUokPiUO1cYLgs+Xg282/VJ+Xc5hBjrkqe7/PveSngnnku4wZdMcz6mdMyxhFfjO+n1jcR3YW9CdPCdpWMnvF/TCUnH2X5bp5VApfPXaLLr58T37JZ03KJMopzdZPz534Em+z/TsKmsDfUO26uWjm2rQlfSn1yqTE65mtfa3kBRnfoqIpS3JvW5JrupXvLhrcSDbi7hcfqR7TslPZ94L5YhFg7bEAvA5xIG1GsIY+QBwog6kVJ+XdW9oJv7g0IupcwbCO/2fwnDcl3bVoiRziYMrTWZ5P9OkxQiqV5DrPz+HVwao7H6uWPdvW4oFbu0fe9VVOIeRKkanlA+/08P5rMk8QxchTBornP0hi1ynz5GeMpOId7z84jPyofS+U8hWiFtPWHwya99GJEWci1RZPAv4p6wW+mYZYnv2aEV5+9OLDhmUOuJaDdon0k6E/iEG2SVJD2XWBg1yw+uv96IGVk/J0JSxY11W2KlsTKxAr2IeGjeXz7PTXRM0pg3MzFRT+6wyimNtS3hZYAmlUTpuJOA39o+rmF7K6HB7Ymb8CsJD9kLiIfBlL8QvULST4j+bF8nEr/3Bzaz3XcFb4Vu1JPUC8zNJBJ2byMM8LnEDfnVxA35KuIGcA4R4pxUcb7hmj8kvoQXEqHqrYhVbFXD5LbkICqusZrt25rs28X1VXBzSdWRxWtHtcu3ibB68f+wNx00Ue416Qa3DvUyAhcMYR4zaWhQnSqFXuLQ2DuRMMxXIQSOr1GtNc6ziEXUTEoVZ2mMbQkDuKWh1zCX8sOxzkBr2LcCE5tAY/vNKRF8dcKDAPE5/zuRiH8m4dH6FrEgeLJ07vmaKK/xKJFrAhMrxIqE//kVdJ4oVbIsDYLDyQB5jVO1tUJN/yftGJCToYntnU4kqhd/D3zV7YlU7lP6e58gvJYbUXuvX0YspI+mVnGH65P2G6ufe7bQmmTuPRUgbudz3uW4xfNWDbueBvzdtUbfhbdrPTpE0QbrebYfbXFMlYbZwaU5voKIlDU1gJTaqTXZVydM3pJmLq5h/NDcHf50ugxLEUmnxc+uhNX737RvQ/qTU1SI2p1HzT36W+KGsFKL815MuK5/RpRtD/3/pGF+yxOx9TuIZMbv00FseorXXpQItfyUUqNgUlJsOmbr9P/7USKZ+Sfp/+LzwD+7uGY5N2UhIjzYtGFyl39Xs1DxvjSEimkosiDlRqT34fbG92ZIn5G3Eg/5/6TP/8M0aQo+yThVSd7zfzoY53Si0qt4/cb0nh9CPAzmUQtt3pdeP5B+X00Y8HdSCzveTiTYrk8kEu8HLNPi+r8mPEOXp9fLMjE8Vk6HqGoC/erS/lcTxTFfITy0Ku2b0LS4tK+cN/QQYWQ8SC0c93ki9PJwen0ZtaT5PxCe4UWpyEEtXWN7Ip/pt0So72+UEq+7+Axsnt7rBwjjZ17x3hFG5P20F358BdWFSI8QIcLivb61/F43mdM11PLZ/kxD6LKP36uXpvf0LuIe/DdisVB17M9a/aRjLiPuW3MJA2tfQl+sX/M/gAgnHph+riAq5rsZ6yxa5PURRvKJxHf3M8T3+Ful/RcAM9q4Tke52M1+Rs2T1egO35K4Ud9BJHm+iXABvrvL8f9I3Jiut7142taVB6LN623HJEKD6biiBFfEjayQIqh0Y2ZqNKwsLyRydq4i3sfliaTFE4n2Erc3Hah67MYGp5cTek/zV9Rpe9Pm0m1co+1QcfLC7OiJ4emnER6GoYcHFVIBzydyDzdS9O37vO3GVIDJxjmhxW67TS+dpAuIsNAl1PSFliSMUQgD8E+l44uwzFXU5EJ+TlTrmfAYbUJ4P35BGHHPtr1zk+tfkd6Hsj7aktS88XX6aM28IVVeuYpjXk94EM+mXuG75ecyeXjeTyxiLk9z2oSo6DyYWPh9I/39x9v+VIuxFqXWWPt6t/A2TIaif+lehOduM8JAXtd2lZxOq3EuBvZy8hgrtNK2IzzU/3LNE3cscKRbdN2QdABT1N3rFkX/1M2J/5/KVjDpuLsIA+NkIo+2zqvk8GzO/5y7lnIx123qz7U53+dQa8YN8Z0pZEMusD23y3GL1JBzqP+c75f2N/XApv3fIaofz6KFEr5Ch/BcT4xIvZVoLbYnbTASOlklfpvioIU7/KtEwt+GwL22r1Sp2XI7qF4leQniZln+0M2jTySjqtKwajiu01YDA0X1as2N2G2oNfeRsq7WCwgvx88lrU6s9p7vkhhlh2yo+obJs4gHmIgHzlIQ2mbdTt7R7PdR4CxJr6QWKt7aE0PFhwNnKIQdixvUJoScwOHdzqHHPOLosICkRR1K5R2HBNxe8+12KAyCxQmvTfFdm69XJ2k510QdH1JoI11BJIXfDsxzLYfrCUe4eHfigXxkCuM2Y55C52tmOn8NIjelWQhtfhPo8kbb8yRdryYCtYnnEhVd21HS5EqvW/EuIrf0b6Vt5yrEV0+xvXm6Ly/mii4Uilyu22z/y/ajih5+rwZuUTSQ/nfjOe1i+0ZJM23PA05I73VHRhawiOtD8hc5cqpOpV7nbyvgTSmc9ChMFPW1/TlJ51BbaJVzvNrS3euEhucX1JrUV7aCSaxMeL5eRyzWfk6EFq8tHTP/cy7pi2ncGV3OcQaxyLyvtO0z1Dfj3olI99mPZHdM8lluReGVa8Z8DTNJqxIOmlVK+29OP4ukn2a8HzhVIYI+IRe73cmOmidLxJezWA3sQlRKXe4uE61Vnzi7AeH6XpuIxQ8sp2g6oy7VmgdBw8rypYTsQ7GyvNKphc6oI+nFRHHF74DXuomQoaKB8ScJD6mJ5M9DbTftoTlI0oNrX+IGtR0RNly4maenjfGeSrj8C9Xviwg9ons6HOdM27toYo5m8SAtckXWIDznixBh16WJlIKiNdAficXfAcCutm9u5Q1XreH0+elaLyZy+X7V5Pj7qTWBrkvKbeKVw7UcqhsJgcnHJgzc+r1pjCCUvY5fI+6T83GDKLL6lAye/t4diKT7fxGGwJs6uf+ncSoLkdJ7vSQRNnycMDJMLe8WaL8RcD9oeH5tSoT5CieBPXkByKKEsXU4cJDtr6ftaxBh8IWp+Jy3Ma8fEEVB84iQ7lKErt/haf/V1Dfj/iQRJvwL9VGafnSl+BSRb7Y9NQ/scbZbOQtajddWLnbT80fJyGpEExOtDyGSLf9KfVJoWwmois7bXwN2I6zds4nWBx3dsBdkVFNrfgtRynuE7TuHPKciKfYY4gYPkQezC7VE+fnu5FGi16HiqlXlsFBUiS0N/LLTB39pjF8TORTlgoeX2N6hzfPLatiLEA+VrhN8FRVt7wR+b/tkRb+719o+rMU5yxNhHmgR5mnj2ttUbXcq/JF0GmHAdfR9VFKKT/9enahIK9iVkFQoXa4+VKs+JYNPZvB2ME7bhUgKdf91bJ+gKEJY0vbN3cy/13QSzkvG1csJA2tN2qya7WAuRRh8b8Kb/nFCNqYIPRY9K+cA2xJh6Cdtr9uDa69D9NUshyJxRduc9D7UeWDT/2vLHp+9ZKTChWkFdRi13k8ziKTFfxM9iBYmROcupIswX7q57S3pVtur92reCwKK0twPEg+57xK5CI3hrH5ev2mjYNf6UjY+OM8Z1Py6pReh4qpVpaT5q8pBkgzea23f78j9WIrwvvyxyyFXaQhHf1ZSW7kQUP/+Jk/5K4BtJL2A7qofX1o21pMnq2n7lHTN/yHUrg+WtLqkF9i+pMU5ldWZblFFnVgG+LOilU4516SqxcwWRMXXBcCzJN1A6GYtQSR0QwqRe/LQbVUrrIKunjGKHLTP296b8DQdNMkprfgAcJoiZ60Ir21KLGr2KX0W3kTkk61AaHwtTBj3fcuz6pC2PCKKysvnEGG6g1yqvJT0I9uvVa3NUv0F2vcsLSxpYaIa/uu2H5dUHu8yScsQGlVziCK22RNG6Y4TCO/2VwgDbl9gRjlsDSDpjVSHrU8i0pB2Ie6b+xAFBX1hpDxZyd29q1M/Qkkvcqkpc7KK93NDo+Y2xm10E36IWr8se7g5RSOPpMOJqq5jgW+41Gh0gHOYsIrrZGU3zky2qhzwXOZSLzMxA7jMXZbxS/oyER4rNM72AF5g+8OTnFc89Bu3v5UIJTxC5F1tTnil2vWGVzXgbfo5VPRqfJKQiHhWMqDOdvPS8LcSnuKnl+b3qO1lNLGJdJ23czJPV+kahxMPmCuI1Ik/ELpDR1ETjYR4eP2YUMs/jvTZckPfSfUpGVzSRcT71pUXtGK8ukIkIvm5/F5vQ1RGLutaesrI6M1VffaaHPcktXBy4+cF209REx25dkOjkvYjtLCuJDxmqxPioi9OC4unu1ZosCYRkVqRyA9rmmze5rWLHp1l7bc56e+bNGyt+h6fheetqVzDVBkpTxZwh+sbPh9JfLELzgBOlvRC6v+jJkusbNRHKpJC30JIO2QjqzUfIt7v/wUOiO8Q0GVIq0um2ih4nJlsVTlIVBhYALaflNTxfaYhjPp+auHCGURJf0sjizDMNlF9ftEMQqrgSiKEsK1S9WMb8ymSiNdSrZk0RCJ9q/vPCx26RnMBHPpcrZJt96dWnVnM7wvp3Mm8ns8jHnSTeZhfDmzsKFBYlqhEe47rE9+RtLvtAyXtSNwn/x9RcVhnZLl/yeA3ARen97ucg9bxgzmdV1eIJOlr1L/XVxHaWcuk/UPP51S9gOrTJf1feb8rUiBsT5rA3q4x1eL8/yNU7gtuUeQukQzsXxCFGNj+m6IyGiZPNm+HR9Pi7S+S3ktEuZYkim6K7+KeRAui2cBsRUVpQdFQ/HaFntY/KTWQ7jWjZmRdphCALFYZqytKuYuS2v2JKqHflc5xOraOilXf/F1pjH1p0QE+U6OdL+0AOAC4SFJdAvFwpzRYJH2wya4bCC/CxcAFyQAdVk7WTWmV+830+t3Ew7IjehFGTexK7T7wBKG3tCvwa5WqHyWdQWuj/X1E4vXy1N8z7ickQ5rxeAp9FZ69FSgJhVZQVZ25q6TjCS/TeWUjtoGVgEsViejfBn7V5NhHnAorktH3l0YDK1GspnYGTrR9rUorrDJFyL5hW9dVt4m/pp8Z1KpCe7l4qHuvCamXTwL3Snob0dbsuJYj9J/LSv/utkp6ApqYmtPWgrnFPaigMIAvl/R825cSA08l3NtIYQfsRzhItiVCfse3Gbb+rKSlCefBkUTS/gd6OL86Ri1cWGjjrESsitYj8gNOT9vvB85w0hPqcOzGnKKvtbHiy4wQ6lEC8XRFtVYt6xEr8MKjsivR+/ANpWMrw2X9RtKKxAp3O+KBeA7wfndZHKEmki2T5VBJ+jtxw280Ct5E6ActQqn6kXjgQITFV6bmOXsd4WH/QBr3MNsfa7jWhG2lfXsTq+pNqLV4+l/bP25yfFV15uKEsO5eRK7WbKIkf4Jhk4ygl6UxNiPCrN9yUmFPx9xL5GIVbF1+7Vq14glE3tZaRKXYTCKBfNOqufcbRZurXZu9d12M1/heP0x4sS4gPje/sv3rXlxr1GhMzengvLbuQYqOGGsTPWQfJIyc5QmjsS/J5v0KW095XqNkZDUiaY1Gt6YmCpxh+8RJxhl6TlGmOyStn1bzlbkIrtCJUYvWJP2a5yBRlLa/3Pb96fUzCO/uXNs7KSrgtrD9rWHOsxckD1PBYoSG2JzJbs6Sbie8ac08LwepovpRSaSxYaz526ryYibL20khv+3TXM5p98HWZH6rEhXWexFeiFNsH9Bw3oaE8fA/hJjz5sCvbX+0NG5TXKtWnEHks9xk+16FnMbTbLfy3PWU5AXckTB2X0poXPW8P2B6T75LiJ32JAdslJF08VSMjop7UF0vQk3M+foeIeS7L6Vk82aLkynMq679Utq2LhFO3JcWntCq0GtP5jRKRpakpxPuux2pb21RVO+sS1jD8ygJnE32pVOtV9cTtEgczYwe6qJRsKLP14WEe73cg6xX1S1DRQ29uyT9ksjHucuhSbMQYXC111urN3P6qO0vNuSQzKdXNzBJqxG96l49yXGNav3PB5Z3g56YQnH/DifBWknXEQ+Pm9LrtYh7zf8Roc9nAmUJgacQLZXeQAWSvkWIll5R2nagk8RBNygUrF9FeOZXsb1S2r4/oYp+N6EtdZojP28G0SLkmem4jwFfcgh8VlWcFQvYQnS3TkewamHTa5LR83rCM3EJUeH3DNsP9WDsZvk33yAU7Ue+KnmqpHy0lYm2QuX85p82O6fh/MZ7UNNehCm37RqigGI1DyDZvMmc92m13/Z3+3HdUcvJOoHIO/gCUWp7CCFG9+HS/j2IUN++klaipIPUjBHJKcp0ge23pd/bdnDa4r1eIY0YJwKXpHAHRLjns4SHA4cied86GTSh8M5c1vKoqfN3oqntZDR6sA4jVrKNXEvcVwpj/QNE54mb0hhrAO8gKvDOIu5NHy+df79bF97sCGwm6YiSx303QpixbYpQGeHR2RL4ZZpHOZy1HNHxoM777yg+2KW0aTVgjqT3OCq1C7HR4piTGy5fzkFrR0F+SqRQ762EJ/LDtu+XdHMvDKzEHCY2MTZRZbhX+r8vWiC5lZdyGrMU0QHhZaVtptZuajIa70GvJDyBACiKO15OGMo7Eo6So4H3agDJ5lVUGVEagK7gqHmyJgjXlbdposDZ/cB1btHPKzO9UX112ASqVl6SPgv8zg2tScYJSZsSKugQVV87EiGhTZLL/DDbLcNC04EGz1gRvvpbM89R6bxyq5yWq+bGcF9alRf3lD87WsUsZfu+Zl6QZoaWIgl9W2IxeCth0FzqDqRHFDpoOxCq8acQYZlW2lwrUp9OMaF1SQq/f50wjguZCQjvxmO2fyNpFtEM+f7G8/uJpK8SD+1riEX36URz9AkFTlO4hgivyq1KVcsVIS5g6IrvlZ7hgn6FuNqh4R50ge25kl5GLAReRoSqf0hEp95LRBdWo5ZsfpDtVu1xml13XeIzu5Lt50h6HrCb7c+2eX5LtfpeM2pG1jnEqrJYSX2a+M+5h1ri3L+BQ4nKgAeAK9y7PmeZEUNdNApWi9Yk/Znl4Em5KisR34vnEGKN6xIPphUI4dYrm4/Qt3mtS3ie16SLrgwV45Vd/E8QBlZHOnlpnMrWKlX7qvI+CVX3clueOi9IMwNAJQ0tSQcSxtKqnRgMClHFUyczdiTtSiT7r0q0TFmDWIQ+u8nxLyGS6Isw4Srp3LtsP1OhrH20UwPlQZKMoJcQD+ydidy0twC/cI9yapV0lsqhZUmzJwtFD5LS5/9FxGfyh+n1a4A/2X5nh+P1LKzfcA8q+BthTL3JSSlf0k09NpDPBz4CHFP6bjVtbVVx/kB1BUctXPhmwsr9CvEBmEU0af0l9bk196Q8lKU8wCTMzODpxoD2iDfcniqS3kcoHt9BfC9mEJ6ILYmH//V02ey1B/yYCAscTw+ar9v+bgo9rE/cE67vcqjfSPocUdlXyCmIME7L2kmfoaKxre1d0nzWahy4RY4PlBrZOjSn5tCiXDx5IY8kQqKLEBV9D3qS4p7EZ4kk99/Y3lihWzTB45c8XUcQ0jfbFca4QktoeZI6v+2/pGMHTvo/Og84T6EBVyS/H5Xm2AsuT7l6ZYO5Z8ZALyhCXJLeBWzlVDEs6WjCmOmUnoT1K+5BRf7eJkQO329S2PUU4jPcSxa3fYnq1UQ6qaQerK6g7ZH9Af6Yfq+ffm9S9TPseeafgXwWnkokH19O5FR8jWhO3ez4ZYlKtK2Ln2H/DT18L24s/+1EA/XGYyZsG9Dc5vR4vJ0JsczfEuGyW4GduhhnCcJD/lfCezM7vY+nEDkZxXFXEwbqlen1SkTe0/FNxn06cE3F9rWBF1Vs3wp4Zot5XpbOnUs8nPYFvtDm33hZ+n0lMKP4d8VxNxMaQmrYXtxv56bfCxHJzEP/zJfmOKuHY/2ZeDg/SmidXQ08POy/sclcrweWK71eFrh+CuO9pp1tLc6vuwc1OWZLYsHwTyKf8e09ei/OIgpQLk+v9wDO6uD8/QgB019Qy7u8sF//dyPhyWoRd56ZVn63STqYaAAMESYs6HsiZmYkOIXQrylc+XsTrvMJjYJV3Zrk94zP5+Q24L+SViZ0jGZJ2pjainwpQltpGJwh6d3AqXTWlaEZXwa2dWoKLOmZRGuOs1qe1YCjnPt1CrmL+a1VnKoISzzsSBR/QtF38U4ij+Sfkr4PvNH2k2kuGxBl6QdXXPKrwCcqtv837du1xVxvlDTTUf13gkItvmqsRu5VVB5eAJwk6U4mdruACH1eWrH9fEmfJD5PLyWqKc+TtCX1od92+zz2HNsP93C4HdPvmwgtMBFejiIJepTSDA4F5iqqrEUsHA+cwnifILzOk21rxm3EZ7kptn8H/E5R9boD4eE6tsN5VvGeNM76kv5BLBpa5mg2zKupWn0/GImcrIa8i4MINyTUqnj+Vdpv96lbdmZ0qYq5q9S7qnE7tXYZGym1TrHdMol+uqCQBViPUCDfiDACbiMq7yAKQr7jNsuxezy3mys2213mZDQmrKcQ3yXuU+m3pKMI1e+9KOV9EqkMxxAehL2AFxJG/rtsnznZvBv2VX5u074LiAfS8cR973Yiv2XDtH9LJua7nZj2LUEIas4gFiFLAyfZvqfhGpU5SIpKq7cQScsivH/PIkrvi9CvXdFweroiaStgHdsnKPT1lnTKJRo10qLqhenlH50aIXc4xk6Ed/i11PK7IBZmG9h+QZvjFPegtnoRKpQAPk/kI/ZEyy993me4zcIMTaJW32zuU2UkjKwyat1s9TWEMN/9kv6XCBceYnvuQCeZGTjqoFFw8YBLOSYvdFSHXesmCcDTDdVUlwueRSQ497J1xUigaLC8BvH/biLh91bgN9C+rk+X116ThrxPRe+4jdOcXusK1fV03F9sr9NkX6sk/DUI79nCRO7W0sBRybv1PSJMcgUlo4dYla/khoKAZEDc7pLae9o+/x47yf22Tgtp3Ejfo82A9WyvqxB6/bGHpAw+GZKeRnzuuvYqKoRqNyK8r58u7bqfaNn0nzbHabwHFfOpvAdJOosoajvAU9Tyk7QMoQe3JvXvRcuk/WZzLp3fl/vnKBpZlzNR+8qEwN4nHZ3styKSPA8HPm37hWTGEtU3Cl6CWqn5DOCBKle+qluTLGx750HMeRgotGeeTX3pflUYq1/X3872uWoiudGtMaQuqku7vE5lR4EShVq0CO2fy6klEU+4wUs6GTjX9nEN298KvNT2nl3M8TrC2+CG7WcCn7B9dcP25xIe3F0btpc9WeV/v4gIQRUP8pUJodYJyf6DQFGp+hEmGhY9iWSkRdjGRG5PYXS2VO8fFpIOI9ozXUvtHti1V1HSwrYfT/9elpCz6FsRWWnhWzbwr3CDZFObY/2O0K27mlIfUPdJTHSqjEROVgVV1WFrAmtJ2ovoo3Ws7Z8rNJEyY4q7qBS0vXv654Eph2FpokJ1LEhhjY9SM6rWI4zOJ4gw0x6E12+QbENU6VXlGnUiclh/Yo/kWdS6AhBqgpuLEd6NKwmD6nlEMvrRpWPbqcx6P3Cqoky8aOy7GVExuHuzk1STiKgjhVuvIQyf2xt2r9RoYKVzrk7euEY2SnlHIvKvihykJQjRyLUIT9l3gGdLOob6kNCgtJmKStXj6EGlagWP2XZRWZbCT6PKKwmPW6+8ir+WtBthA8wB7pT0O6cenZNRcQ8qaNZ95dGUT1m815szSU5XCxazPVmj6gmk6Nc3mnnrJG1HVC5OCP9PhZEwskreCoiE3cKVXpd4mHJrjiRcm4cpRAOzmvsCgNpoFKxqwcji4bMkobE2DpxE5FPsQojqnUo8iHZy9OQ7gg4Tw6eK7c+k3z3VrNMUhQdLlFW+Vye8myIaAt9aeGsk/ZSoWL46vX4OcGCnq2TbdwBbpoTaIpfw57bPbXEahCFWsBgRHn23pJ8Ri88/SbqEktGT/oZmzKrYdmVViFDSH8tRAUk/IRpTD4snbH+zj+P/KBmQy0h6G5F3d9wk5wyLm4gQcq+MrKXTvfKtwIm2PyOpE09W4z1oH+AuWn/PriWMrYsJLb9ue1B+L/1/nUlnxTVXA2dKeoTwRN9FfMfWIUKovyHyxnrKyIULWyFpcWI1t6NDw2UV4Lm2zx7y1DJ9Rm00CpZ0picKRs7/7R4K4g0TSXNsb1qENiT9kVhszCN62t1DVM5V5v30eW7L0EW+RIvxpiQ8WDHecYSw5y/S652AV9p+R3o9IXdv2Pl8KTfq7S0OeScdhCZV0eQ6bT+UkI34KfUPr773KqxCId56J72rVK26xkupJfr/yvavJzllKEiaTURwzqEHXkVFcdDLiFY4B9i+tJNQaeM9KG2bX+xR/p4pREuPIt7jr6Xf1xfhyi7m/h7gc8C91Jwzbd/fFSK7LyLEdx8mwv4XuLeVq/MZCU9WB+wO3JIMrJcQrvx2RPoy05yKvJLViFL48jG7SBKwjStaiYwRxc3p9pSLNYcQzfwwsUIzETYcBr+gIl9iCkxVeLCRzZ36YQLYPkvSF0v7r5J0PLW80L0JDaWB0JAbNoPwbD1i+/wUziokJtYlBFrPIvSeOglNrqjqSqtCHmUfwutQPDDrZC4GmLNUVJ1/pHx5eigYmoyqkTSsGvgZJWHbHnAw8CuiufmlCmmTv3RwfuM9qLEX4fzvme15ComZWbZbLRba5UPA2rbv7uZk23+hs791SoykJ0u1bvBllqMmMPkocTM/HXj2OCc0Z6pJxtS1tjeo2Ne0RH4cUDT7LfcBW5oIaf0shdAXIx7MA68Ka+YlmcJ4ZxGttX7s6Mu4B/AW2zt1Od6viPeubERtbXvHtH8x4F2EDhGE5tQ3nXoFSnqRJ1bxTdjWLSmHsOAJok3Jl2xfr9AMfDFxH7yY6Lv2mO2907nl0OS1zUKTkm4nQrCNTbQLjrV9u0awl18vURRpHAasSLwXo6SLNdJU3IPqehFWfM9OSsfuTUm7rRsvqaSzCe9zrxqG95VRNbIav9wmQiAXphvtR4kV3ZFqUYKcGR/UQaNgSd8l2iVUCS6OHVWGTa+NnQ7m8gFCW6rTfIlm4z2DEB7cksjvuBnYu9sHfcrX+wz1RtRB7c5vmO91cR1FS5NZjh50VzppaHU6TsX2T1cd7wFWqTaiij6Sbq/FUDtj3wjsavu6SQ8eMinE9QUmvhfd6s/1Ktex2fjl75mJHKy/Ue+FtruoFFVUjz+baLs0jIKMjhjJcGGzG6ikxyW9jsj5KMJHCw9sYplhUq7oegI4uYX34IXA3pJuIVZNxQp15Eqzp4JGU/H9MUJa5QBK+RJ0GeJxKLLvkEJlM4CHCDHQroysZEzt37hd0o9sv7aJFx3gHYSht0JDqG0petibrUkY779EGFCStiC8AW9J+7op/GnmwSqrwy9GhJTmSSpr0f2X+C5+yBPV8nuKmvSRpHcpIndMBwMrcQJhtHwF2JaQFJlK0ddxpFxHANtXSfoBIY3UFDXvzkIaZ7/0+9/A/ul7+wiwn+2vTGG+ZU5LP9OCkTSyWrAvkeT5Ods3S1oL+N6Q55QZAO6sUfCOLfaNEzsCbyLaBx1B7eF5P6FaPgymlC9RoGhp8x7CiDydqPx5Txr/KiL80M246xK5a2tSf//bO/3epcmpaxIVqgtRLzFzH91XSVWxWfopCj12If7edxK5bp8gEoqvTV6+8ypHac32VRttH1F+nR6Qr07zEWHcPpPI+/s2YQD1kz2IZO+5tvdVqIY3aih2jGpabpdJ+iHxwC57RAbeKaENZtk+R5KSE+LAFD6u9D62Qbe5jm01llZ0JjieUNBfXdKbJa1j+91dzLWO0rNg3bSpoyR6hfzE25hYnNMTzb0J1xvFcGEm04iknYlV11+JG/5awDtsN5UqkLQi9a71sUiGl7SWS60/JL2aEFQcejuQXuVLSDqdCA/+njAKiryZ/W1fMYVxryS0l+ZQ0l6yPafpSfXnr9HPnCRFW52dbT+QXi9JtC75H6KadkIOYh/ncg2hSbR2adsVjlZVHYcpu7j+JbZfkIyJbYnFw3W215/iuAMRuO0lCgHOrQhJjXOJBseH2l6vy/F6luuoaMe0pO37Stv+SBjJP7O9saSvEBGoVzL1nKyXEFWRfyPuCasB+7hN9fv0Xl7IxHvA7E7n0g7TypOl1kJ9mfGm7UbBCpG9I4BViRLwNYgy3bFoqwPMBjaRtCtwle3ZkuYkw+TVRCht/yEZXQ8CV6QE7qnkSzyjKF5I1X63A6sXCehToKX2UhvJ0ItKOpaJq+Be9VNdkXotpMcJmZqHJT1NoZdVh3vUS7AhVDqT8BScmB6iEA/N4v0fxOr8MoUkyHHEA/EBwuieEk5abs2KGKY6fp/Yn0gB2A84hDA692l5Rmum1GQ5hRbfSRgplwJLSfqa7cOLY2zfVvKUbQQsSn0zdRMdOTrlCOBltq9Pc1kXOBnYtM3zF7f9sS6u2xXTysiiWqhvMiXnzHhwf2FgJW4iVrZVHAJsDvwmraK2pYMbyKiiEON9NrB0Mga+DHw8/X3LE3/j64hWIUcznLDpafQmX2K++99RAv73HhhYAGdIejfNtZe+SOtk6EKF/Hj6o0J+EvDHZDBD5J7+MIXuLqGmTN8PyqHSJ4iH+peJhYqJcOUbJM0ivCB9pRRaOlrSL2noI9kDjiT63062beiUingeINJmpjpeXa6j22yyXGIDh5jp3sRC9+OEIVwYWbelkKElLUwsiO+wvddU5060SJufLmL7hnSNdjlT0s5OWnn9ZtqHC5VE0YY9j0x/UQeNgiVdZnuzFBra2KEr1PfwRr+R9ArC3b4boZnzCiJf6X4isfxC24elY4dSXZiu3XW+RGmMedTCCiKUyx9iimX2yRveiAtvuKSL3aJB8CDuN5I2I8QSIXSMLkvb97f9tYZjJ2zr8pozCdmH9UuvD3NFA/Z+I2l9239Wk36S3YSYGsbfgihieD+RSF6wFLD7dL9PtKJJYcV8bH+5zXGuJbxTPyAquc8v32MlLU8Ij+5AfGcvIIQ/l7e9k6QNgC1sf6uDub/X9tclfZvQ4CvLsMxsN8yr6DCzBLHIepw+S3dMK0+WqoX6ptXfkOmaxYA7iB55EC0RZhEr/cbeePemXJYLgJMk3Ul95dS0xPbpwOmStrD9e0UbjPcRxsfNRHPfgsUqhug7VfkSktrOlyiw3bOKvYZxJ2t2PFky9GSesK5QfUuom9JPsW+5NP4+xIOrzJsqtnVM8hZeL2l127em11tNddwu+SChcF/ltes2xFRmEQZTxDCKdNwLtgnHEN/xK4ELFLJL95X2r+ek3wbzc8CuJATEAW4g2vK0bWQRbY++TujYvZcInULkVx3V7iDuoh/uVJhWnixVC/UdbvuG4cwoM4okF/jDhCG+NyHWeZLte4Y6sR5Rqo7ZkQgNPkaIjz497d+YELCsrCLr89zmAK9vzJcYJW+zWmgvNUmKnp8MPZknbApzamwJNX8XEba7hEh8vrC07ynAk736f05J9xunaz1IPBAXI0r9y8nKfa++S3lgWzTmTPX4GmvYvkXS4lMt1MiApIVsP5H+XedJl3Qpkecn19pjXWF7ow7G75l3XtKyRM/C8j2go4Vgu0wrL5Dtbcuvk0t7L8Iqzowx6kw87x3AD23/g/CqjBunEw/bbxAG5NLEgqPgX/Qgb6NLppov0Vc0ifaSJ2lw3YYnrCts79Js/OQlWIvIuyt7d+6nty1/PtXwukgOLnuOGr3GfSGF+L9OGH39YtXkYVkSWF3ShkTF8pRlBnqNohPBW4iczLJh0FUlZLfjTRZulPR7qvXkViDyyR5Lx21OaK51wvMk3VexvaNwn6Kn5/6E9M0VRP7u75m6h7SSaWFkqU+aOZlpRSfieU8Bzpb0b8Il/WPbdwxspv2nZXWM7dsHOZkGLtPE3n9taesMiErtJUkfdSioNxNbPM32uappLNXRK++OpHMqPFPfTtu26MU1mmH7/NI8lgde7uGGOs5RyJP8tE/z+CrhDf4ZgO0rJW3d8ozh8T2iR+WORIXe3kTF9KDHmyzU1iwUO5tY3Kwt6WLC6Oo0NHu1e9PdZX+iL+cfbG+bCoo+34NxK5kWRhbxgSg0c95GqEmLSFK8YojzygyOtsXzbB8EHJS8XXsC56fqtB0GMM9BMNDqmA55F7EA6ipfYgAUDZafSIu3OwmdneIB08wg3IbQJ9q1Yt+UvTvJs7A4sHwKZZTV+7dIx9zPxFDilBN2k1fhUODfRGVuIYuylEL3rE5fzoNrX/IOIj/rCUmP0IcEZdfLDEB/KkZ7wdq2XyPpFQ4xzh9QHzoeyHjp3joZ50v6jhv05CQtBKxH/D92VRDTIx6x/YgkJC2aiiy60htrh+liZPVLMyczfbhboY1lAIV43mQemzuJ0Nk9hP7QuLA/8ElJjxHu95FpbGv7UUnfA75n+65hz6eCSu0l22ek9IPntqqomyycOAXeQVS7rZrmVTz57wM+mq7dr4TdrxMdApYmDMnP2j5C0scJo/nUPl23JQNIUG6UGdifqXmH+klhkNybcgr/xdTuab0eDwBJX7X9fuDrkkyEuO8GVk6HHJp+ryupUw/wj6c6v8Tf0z3gNODXkv5Dl2262mFaJL5XJNENrTw9MxzUQaPgVP31WsIl/WPgR7b/NMDpDoRUidaUqVa8dTgXEb3V3kutp9o84EgPscFwKyStSdJeKpJ2Jf3edsuwnKSXMzGXpSd/o6T32T6yYnudxEIvKScgS7qOMLR+YPtiSXN7FKLpZl6zieqzX9p+sg/jN8oMnE2I+I5cgUzKI5pNFCOcQITkPm376B6O9ynbx0xxnpvaniOpqALfN41fpDeU0zbmF5QMizTPpYnP2GN9ucY0MbL6opmTmX6ooVGw7Qn5eJK+QCS+XzHg6Q2EZNDsTQgn/ofwSD8t/VvAMsCt/UrSbjKnDxJJ5G93UppPhvE3iRtYr5rD9oVi4abQY3saYZxPqKiTdDQR1tuWECTdA7jE9lsmjtr1XLZkoqL8iQqB0ve5x+2hyotWSZcTxSJ7AasQhuROtuf28pptzmsH4iG9OfH/cUK5qCLTHZJeCaxN5Dj9agDXW4HQOLzR9r39vt4kc+nbYqXpNaeDkZVZcJms6MH2K8rHuqY1NIFBenb6STIEngS2s/0sSd8lyt3XTft3IvoHvmOAc5oLvNQNjaHTDfbsYXlD2qVkZJUlHExtIVdIOFxl+3ml30sCZ9l+cY/m8T2iCfMV1PKDbHs/TZRYKHZOqa1OaRFbXsBCLGZmEcVFs4jWJSd7wJI5kpYmOhkcANxGhHq/321Oj6RWTZVt+5Buxu0Hkt5g+/vNqvrcpnhoabyjCC/s74ieoGd08vc2m0fjfBTtiQ4EnktEFB4nFg2vsj2hNdQg6ddipRnTJScrs+DSSdHDD4jWIHOoPSALTKiijwMvTAZB4V3YhNAFA8D2WZK+OOA5LdxoYKW53KURknBowYrpAXIN1Z+dguJ9fkjSqkS+3yo9nMdmRMuSqtVvo8RCT3Abwq8K7bVvA58m9I4GgqSnEu2i/h8wl6gk34oQZn1Jl8NWCRMvQUgaPJVI/h8Vlki/e5WftjWwoUNsdnEi2b2Tv7eYx3pEhV5hMO1KGP8F3wI+QLRl2pr4nqxByM5MychKRveBQLGwOR842Ha7khDLAtdK6ulipRnZyMqMOm0XPbiF1tCY8XhyexcP4ruIRq9rptd7A/8c8Jxa5TP0JdehG1LxxN9Tgv5LiJyUEwnDYUnqjauCssFzZkqaPRy4PO07rodTvIZIEp5Q1OGJEgv3NDHGekKqBtuJCB1uD/yW+q4CfUXSqcTD/HtEP8niPfmhpK5lQWzP1xqT9BQi4X1f4BT62xuyY4ocqTar+trhMdvz0pgPqaG0so35HATzhWs3cep5KOlAoj9hwX/TYu9zJc/nPZIWnfJfEMb+NUTeLYQBfgJQKa9SQV8WK83I4cLMSNNJ0YOa9Dor8BR7no0KiqasexIerO8SN5sbiMo0E+2EDh5w4ns5b7JuF7CY7ZHwZkm6gvAWrUmIkZ5OhE9W7rSYJj0wFutgBd3OmOcRPeEuoda2Z1kidFhILHyPqNqaAbzR9i97df00h5cS4bmd0zxOAU63PdDWVJK2tX3e5Ed2NfZyhDzE3sR36Gu2/9OPa/UC1bo8rEl9rl5HieOSHgJuLF4SoekbqYXFn9fs3IZxrgeeZ/vR9HpRIn1jvfT6UGLh8hagnPe1PfF5KubfsRyIKpTiq7aNCtmTlRl1NlRN5VfArPS6quih1Sq0Fz3PRgLbJyna12xPvA+72b5O0hKDfhCW5jSwENIUeTJVEe5OVD4eWQq7NkXS84HbbP8rvX4j8GrgFkkH9tCgPbBi2zGE7lghsbCT7T8oRBRPBnpqZAGfIELvHxqG4VF6r89Lr+e/18CU32tJhxNej2MJyY4HpjjlQVB0efgNU9PyelZvpsOJwCXJ2wjRuL7cXeOF6fcdxKIB4h78kR5c+2FJW9m+CObnfz08yTlVOnPzd9HHArrsycpkphkK8chrS676HYiQ1UzbI90eZNhI+iOh9H0AEYK6WdI1wNatHt6p6m4H2/9WqIKfQjTn3gh4lu2+NBZWNGk+1fYK6fV1tp9V2j931IsKOqXf77WkJwkv4RP0Qdy1H4yip0bSpkR+HMAFg6pATfe3E4lFhwgP75tsXzmI63dK9mRlxo6UaP0uIuESIpfkmG6rkUaQbxKhwoLPEaKaT8DItwcZNvsC7wQ+lwystQjh1Mm8IzNLx+wJHGt7NjA7hSB7Rkoyfz3wGkIPrpx/2LhiH8dVcl/fa9szJj9q5BjFLg9XELmDCwFIWp2JrXJMiJFe5CTtMlWSMbVhqjzHdlU/w5EhG1mZceSbwMLU2rn8v7TtrUObUW9RRcJz4+tRbQ8ybGaV80CSoXVtG+fNVBIsJcK0by/tm/J9VNEA/XXp526i56YcvdXmlULkRbic9HqxygGnN319r6cpRZeHRwk5hKF63SS9jxAfvoO414i4B82uOHxN4IAUVj+lYn83158vCFzk7ntERY8X1A9sZrx5vu0NS6/PlTSSruQuuUnSfoThCLAocC+wpEa/PciwOU7SG21fAyDpdUQ7mzMnOe9koifb3YQ36cJ0/tpALxLf/5zG3MX2jWnsD8C0ynfrFf1+r6cd7n+LoU7ZH1jPbarjS/ofognzKaVtL7J9cacXVhNB4E7HGRQ5JyszdqScjtfY/mt6/QzgJ51Wj40qklYE/o9I5DdwUfr9YpjfHmS/QVYXTheKzwIRjnsx8EbCsJn04Z1y4VYhxFUfTNvWBZacauWqQoV7L+BFRCL7KcDxC4AcSSX9fK+nIym5+wrbD0p6A5Eu8FV3KKgp6WpahJg7qC48jxAffqLN4y8n7I2Ny9u6uSerz4LAvSZ7sjLjyEeA8yTdRBgdaxC5OGOB7TuJBzJQvSJMN+WOV4njju2bJO1FNIe9FXiZ7Ukrk9K5f6jY1hP1c9unAacp2ka9gvCurahQ9z/V9tm9uM50oZ/v9TTlm0Qe0oZEt4vjCSmPbVqeNZFd0u/3pN/fS7/37nCcm4DfSvo5NamRCQr0krYg+s0+HfivaorxS9G9qG2/BYF7SvZkZcaSpNuyXnp5faHnMg5UaObsBvysrJnT7SpxXKlYwa9IhJ4ehfZX8INE0rJE8vuetrcf9nwyw0O1tk+fBv5h+1tT+Y5XVaV2Mp6kzzTZtQf137MlCE23WYQUSdEV4n6ipc9fOpp4XPtTRN/W7QkFeQPH2W7VLmloZCMrM1ZIWgN40PbdKeSwFdGY9LThzqx3SPodkadyH7AOsTo9k+gxB7FK3L0hL22BJn0ummL7lkHNJZPpFEnnE2HkNxNh7juBK526YXQx3hXAewoPuKIp+VFTlYmo+J6Z8DQt34/vmPogCNxrcrgwMzakFc6bAEs6BdiBkG94uaSX2H7/8GbXUxa3/TFJ2xDf4ceJUv8iOfY+JpZSL9DYvkXRiuha2+sPez6ZTIfsSeQRvtn2v5JcwuFTGO8twLcVfQAhCmfaVo9P3vSPkir8iu22KwWfJT1N0rFMVKxvWyB6gILAPSV7sjJjg6Q/EYKFixP5Nis7+nMtRCSNPmeY8+sVkj4L/K7QzJG0RvbEtIek04H3dZownMkMG0krEU2ZAS5JuZlTHXNpgE49QZLOJmRGPkzozu0D3GX7Y02OvxI4GphDSV7G9pwOrjkUQeCpko2szNhQzilozDkYpxwlRXuIJYAngYcIo9LAWeXj3Keu8tMZRWPbjYmS7/ktiPJ7lRllJL2W8Fz9lijmeTHwEds/6XK8lQhJhVVt7yRpA2AL299q8/w5tjctKvzStkttP7/V8d3MtTTGlUUKhKRvEEbdgen1yCniF+RwYWacWEbSq4ib0FLp36TXSzc/bXpRaOZI2tT2nBQ2zLTHp4Y9gUymCw4g9P/uhPnhut8QciTd8B3ghDQuRIP5HwJtGVlEigLA7UkY9J/Aci2OP0PSu4FTqa9G7CTENy1FarMnKzM2SDqh1X7b01rGQdL6tv8sqdIjtyDqB2UyCwKSri4nuUuawdQS3y+1/fyyx78Tb5CkXYjim9WISr+lgINs/6zJ8VUtdWz7GR3M+QBgZ6JCcXVgE9tOIrXftf2idscaJCNr/WUynTLdjag2+CCxejuiYftSwFpJIXshai032r6BLSikUGuxslyEaL/04LDak2QybfJLSb8i1PAhEuGn0sfwQUlPJX0XUiV223lZtosOCf8llNcnO37Korq2PyfpHGoitcX3eAaRmzWSZE9WZmxISsg/sP1kk/3PBFaxfdFgZ9YbJD3f9qUV2/8MfICJSaVttbxYUJEkQvhzc9sfH/Z8MplWpPSHrdLLC22fOoWxNiE8UM8BrgFWAPawfdUk5x1Ja8X4/cqvJW1n+9xS6kbj8T/tdO7TjWxkZcYGSfsTZchz0s9dRHnx2oQy8t3Ax7sRwBsFJM0FliSqan5g+7q0/Y+2XzjUyY04pVyOqn0ThBkzmVFF0vLAPZ7iwztVXa9HeL6vt/34JKcgaZ9W+21/t+H4g2x/pkkqh8sCyuNKNrIyY0XSQtqO6AG3CtGC4Tqit9W0L9uXtB7RUmdPIvn0ZKJt0APAT6lPKs05WomSYnZ5RT0D2AzYxvYWQ5paJtOUFMY7FPg3cAjRBmd54rP7Rtu/7HC8nniWJK1l++aGbZWe9gWdbGRlMtOU1MdsL6LP3WNA2ahyJ0J/407JyDqBWrjjCeBvREuOu4Y2uUymCZIuAz5JVEcfC+xk+w+S1gdO7tQD2yvPkqQ5wG62/5FebwN8vVUifqpCbBQvPbiT+U9HspGVyUxDUnXR9sDriIqb39vefbizGl0k/R34MhEaKWOY2Ng2kxkFyhV/kq6z/azSvqGFuZP6+lHArsAmwBeAXWzf1uT4owk9v22J5tZ7EIKqbxnMjIdHri7MZKYRkl5MGFavJNrnzAX+D3hE0geIvLOLGl35GWYS+WyNRlYmM8qUi3gebtjXtYckVRZ+hkikN3ARcHC7xTK2L5W0H3A28AihxN7KG7yl7ecl8dKDJB1Bg3jyuJI9WZnMNEHSbcAtROL7j4B3VRy2HLAjcKDtUwY4vZFmnBT/MwsOkuYRnQkEzCI6PJBeL2Z74S7H/TVwAfD9tGlv4CW2d5jkvDOoN+42AG4H/gPNOycUxTmS/gC8imgafa3ttbuZ/3Qie7IyY8mYxv+3auhReFDVQZKWI9Sgs5FVI3uwMtMO2zP7NPQqtg8pvf6spD3bOO9LXV7vTEnLEK2BLicMteO6HGtakT1ZmbFjQY7/F2RZgnokLddhC49MZmyR9GWif+eP0qY9gBfY/vAArr0o4YXrqCn1dCUbWZmxo2haWvq9JCHh8OJhz20QSNoW+FSuLsxkMlU0NJmHkIQoGqa7WQeEho4JdbuqzksJ8rfZ/ld6/Ubg1UTaw4ELwsInhwsz40iRIPqQpFWJ+P8qQ5xPT5H0ItsXS7qa2g1vcSJfYzmiWesbhzW/TCYz2hRN5gdw3jHADgCStiY0v94HbERIUuzRzTymE9nIyowjVfH/44c6o95yJFE2vUtp28/T63tsP1h5ViaTyTDf4JmA7Qs6HGdF6vNeGwWfZ5a8VXsCx9qeDcyWdEUn15quZCMrM3aUEjpnSzqTMYn/S9oC2BJYQdIHS7uWAuaNg6J9JpMZCB8p/Xsx4AVEK7K2Ugwk7UY0ql8VuJPoOnEdUWxUZmappdX2RIP7ggXC/lgg/sjMgkGzVhFp3zg0I12E0HpaCCi77e9jAXC7ZzKZ3mB71/JrSasBX+1giEOAzYHf2N445YG+oeK4k4HzJd1NpHFcmK63NjDtF77tkBPfM2NDk1YRBWPTjFTSGg1SDplMJtM1kkToVm3Q5vGX2d5M0pXAxraflHSl7Q0rjt2cyIk9u0hlkLQusOSC0F81e7IyY4PtfYc9hwGxqKRjgTUpfYdzNWEmk2kHSUdSK5qZQSSid2Lw3Juqti8ATpJ0J7XqxDps/6Fi2w0dTXgakz1ZmbFD0krA54FVbe8kaQNgC9vfGvLUekJaPR5N5FDMK7bbnjO0SWUymWmDpH1KL58A/mb74jbOW932rZKWIMJ/Mwi1+KWBk9pty7MgkY2szNgh6SzgBOAA2xtKWgiY26pD/HRC0hzbmw57HplMZnqSjKRHbM9Lr2cCi9p+aJLz5renkjTb9qv7P9vpzYxhTyCT6QPL2/4RSWgvVbbMa33KtOIMSe+WtIqk5YqfYU8qk8lMG84heiEWzCJacU1GuT3VM3o6ozEl52RlxpEHU5d5w/zEy3GqZClc/eUybJNveplMpj0Ws/1A8cL2A5IWb+M8N/l3pgnZyMqMIx8EfgY8U9LFwAqMkcSB7bWGPYdMJjOteVDSJkV1n6RNqXXKaMWGku4jPFqz0r+hSVudTM7JyowpKQ9rPeLLf73tx4c8pSkjaTvb5zbTAxsDHbBMJjMAUk/BU4gWXAJWBvbMxTO9J3uyMmNHakJaZpMkRnriUCbUO7YBzgV2rdhnIBtZmUxmUmxfKml9YiEKY7IQHUWyJyszdiQNmILFiHYOl9sem5BhJpPJdIuk9xCSC/em18sCr7N91FAnNoZkIysz9qRm0afY/p9hz6VXSHo50Ses3Jz14OHNKJPJTBckXWF7o4Ztc21vPKQpjS1ZwiGzIPAgMDbJ4pKOJjrav4/Ip3gN0aA1k8lk2mFmaqUDzNfJWmSI8xlbck5WZuyQdAb1LSM2AH48vBn1nC1tP0/SVbYPknQEcNawJ5XJZKYNvwR+KOmY9PodaVumx2QjKzOOfKn07yeAW2z/fViT6QNFqfVDklYF7iEasGYymUw7fAx4O/Cu9PrXwPHDm874ko2szDiyNfAd27cVGyS93faxQ5xTLzkz5ZkdTjR1NXDcUGeUyWSmE4sAF6WfG20/MuT5jC058T0zdqSO8HcB77V9Xto2v+fWOCFpUUK9eZwU7TOZTB9I+oGfB94M3ELkdK5GrddrlnHoMTnxPTOO/APYCThUUtF6Ri2OnxZIer6klUuv3wj8CDgk9y7MZDJtcDiwHLCW7U3TwvOZwDLUp1lkekT2ZGXGjqIUWdJiwDeBJYHn2l5/yFObEpIuB3aw/W9JWxOKze8DNgKelXXAMplMKyT9BVjXDQ/+VF34Z9vrDGdm40v2ZGXGkcsAbD9ie1/gt4xHefJM2/9O/94TONb2bNufAtYe4rwymcz0wI0GVto4j9zwuS9kIyszdth+m6RZktZLr79h+xnDnlcPmJlyKiBU7M8t7ctFLJlMZjL+VNF2DElvAP48hPmMPfnGnBk7JO1K5BcsAqwlaSPgYNu7DXViU+dk4HxJdxMyDhcCSFobyInvmUxmMt4D/FTSm4GiGfRmwCxg96HNaozJOVmZsUPSHGA74LdFmwhJ19h+znBnNnUkbU5oYp1t+8G0bV1gSduXD3VymUxmWiBpO6ItF8CfbJ8zzPmMM9mTlRlHHrf931LXCIAnhzWZXmL7DxXbbhjGXDKZzPTE9rnUpxtk+kQ2sjLjyLWSXk/kMK0D7Af8bshzymQymcwCRk58z4wj7yNc4Y8SeUz3Ae8f5oQymUwms+CRc7IymUwmk8lk+kAOF2bGjpQI/mFgTUqfcdvbDWtOmUwmk1nwyJ6szNgh6UrgaKJEeV6x3facpidlMplMJtNjspGVGTskzbG96bDnkclkMpkFm2xkZcYOSQcCdwKnEsnvAJRa0mQymUwm03eykZUZOyTdXLHZY9JaJ5PJZDLThGxkZTKZTCaTyfSBrJOVGTskLS7pfyUdm16vI2mXYc8rk8lkMgsW2cjKjCMnAI8BW6bX/wA+O7zpZDKZTGZBJBtZmXHkmba/CDwOYPshQK1PyWQymUymt2QjKzOOPCZpFmAASc+kVGWYyWQymcwgyIrvmXHkQOCXwGqSTgJeBLxpmBPKZDKZzIJHri7MjA2SvgH8wPbFkp4KbE6ECf9g++7hzi6TyWQyCxrZk5UZJ24AviRpFeBHwMm25w55TplMJpNZQMmerMzYIWkNYK/0Mws4mTC4bhjqxDKZTCazQJGNrMxYI2lj4NvA82zPHPZ8MplMJrPgkKsLM2OHpIUk7ZqS3s8CrgdeNeRpZTKZTGYBI3uyMmODpJcCrwN2Bi4BTgFOt/3gUCeWyWQymQWSbGRlxgZJ5wI/AGbb/s+w55PJZDKZBZtsZGUymUwmk8n0gZyTlclkMplMJtMHspGVyWQymUwm0weykZXJZDKZTCbTB7KRlclkMplMJtMHspGVyWQymUwm0wf+P2guvuPSBicJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.value_counts(validate['country']).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "tamil-democrat",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.value_counts(test['country']).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "reflected-shore",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10289</th>\n",
       "      <td>Cuba</td>\n",
       "      <td>1993</td>\n",
       "      <td>female</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>84.0</td>\n",
       "      <td>208800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18495</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>2004</td>\n",
       "      <td>female</td>\n",
       "      <td>5-14 years</td>\n",
       "      <td>2.0</td>\n",
       "      <td>544457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>55-74 years</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20315</th>\n",
       "      <td>Italy</td>\n",
       "      <td>2001</td>\n",
       "      <td>male</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>560.0</td>\n",
       "      <td>1675192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15269</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>1993</td>\n",
       "      <td>female</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35206</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>1981</td>\n",
       "      <td>male</td>\n",
       "      <td>55-74 years</td>\n",
       "      <td>18.0</td>\n",
       "      <td>108600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33416</th>\n",
       "      <td>Saint Kitts and Nevis</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7622</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>2011</td>\n",
       "      <td>female</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1036483.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37277</th>\n",
       "      <td>Suriname</td>\n",
       "      <td>1982</td>\n",
       "      <td>female</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13448</th>\n",
       "      <td>El Salvador</td>\n",
       "      <td>2014</td>\n",
       "      <td>male</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>85.0</td>\n",
       "      <td>586412.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26265 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     country  year     sex          age  suicides_no  \\\n",
       "10289                   Cuba  1993  female    75+ years         84.0   \n",
       "18495                Hungary  2004  female   5-14 years          2.0   \n",
       "1930                   Aruba  1987    male  55-74 years          0.0   \n",
       "20315                  Italy  2001    male    75+ years        560.0   \n",
       "15269                Georgia  1993  female    75+ years          NaN   \n",
       "...                      ...   ...     ...          ...          ...   \n",
       "35206              Singapore  1981    male  55-74 years         18.0   \n",
       "33416  Saint Kitts and Nevis  1987    male  35-54 years          0.0   \n",
       "7622                Bulgaria  2011  female  35-54 years         41.0   \n",
       "37277               Suriname  1982  female    75+ years          1.0   \n",
       "13448            El Salvador  2014    male  35-54 years         85.0   \n",
       "\n",
       "       population  \n",
       "10289    208800.0  \n",
       "18495    544457.0  \n",
       "1930       3118.0  \n",
       "20315   1675192.0  \n",
       "15269    133600.0  \n",
       "...           ...  \n",
       "35206    108600.0  \n",
       "33416         NaN  \n",
       "7622    1036483.0  \n",
       "37277      3100.0  \n",
       "13448    586412.0  \n",
       "\n",
       "[26265 rows x 6 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "second-crime",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Zadanie 4\n",
    "# Wydaje mi sie ze w moim zbiorze nie jest wymagania zadna normalizacja danych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "spread-yield",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country           0\n",
      "year              0\n",
      "sex               0\n",
      "age               0\n",
      "suicides_no    1346\n",
      "population     3282\n",
      "dtype: int64\n",
      "country           0\n",
      "year              0\n",
      "sex               0\n",
      "age               0\n",
      "suicides_no     456\n",
      "population     1048\n",
      "dtype: int64\n",
      "country           0\n",
      "year              0\n",
      "sex               0\n",
      "age               0\n",
      "suicides_no     454\n",
      "population     1130\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# zadanie 5\n",
    "print(train.isnull().sum())\n",
    "print(validate.isnull().sum())\n",
    "print(test.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "conventional-orleans",
   "metadata": {},
   "outputs": [],
   "source": [
    "train.dropna(inplace=True)\n",
    "validate.dropna(inplace=True)\n",
    "test.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "secret-coffee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             country  year     sex          age  suicides_no  population\n",
      "10289           Cuba  1993  female    75+ years         84.0    208800.0\n",
      "18495        Hungary  2004  female   5-14 years          2.0    544457.0\n",
      "1930           Aruba  1987    male  55-74 years          0.0      3118.0\n",
      "20315          Italy  2001    male    75+ years        560.0   1675192.0\n",
      "23505     Luxembourg  1984    male   5-14 years          0.0     22100.0\n",
      "...              ...   ...     ...          ...          ...         ...\n",
      "18031  Hong Kong SAR  2002    male  25-34 years        145.0    487800.0\n",
      "35206      Singapore  1981    male  55-74 years         18.0    108600.0\n",
      "7622        Bulgaria  2011  female  35-54 years         41.0   1036483.0\n",
      "37277       Suriname  1982  female    75+ years          1.0      3100.0\n",
      "13448    El Salvador  2014    male  35-54 years         85.0    586412.0\n",
      "\n",
      "[21637 rows x 6 columns]\n",
      "            country  year     sex          age  suicides_no  population\n",
      "19952        Israel  2009    male  35-54 years         91.0    836965.0\n",
      "36424  South Africa  2001  female  55-74 years          6.0   2053745.0\n",
      "23461    Luxembourg  1981  female  25-34 years          3.0     28300.0\n",
      "16512       Grenada  2009  female  15-24 years          0.0     11815.0\n",
      "12873       Ecuador  2015    male   5-14 years         35.0   1569519.0\n",
      "...             ...   ...     ...          ...          ...         ...\n",
      "7523       Bulgaria  2002    male    75+ years        181.0    198560.0\n",
      "42715       Uruguay  2009    male  25-34 years         79.0    238754.0\n",
      "36799         Spain  1995    male  25-34 years        398.0   3196300.0\n",
      "1559        Armenia  1986    male    75+ years          2.0     29000.0\n",
      "13313   El Salvador  2003  female    75+ years          1.0     71062.0\n",
      "\n",
      "[7251 rows x 6 columns]\n",
      "                   country  year     sex          age  suicides_no  population\n",
      "13528              Estonia  1988  female  55-74 years         40.0    169100.0\n",
      "25017            Mauritius  1991    male   5-14 years          0.0    103900.0\n",
      "19317              Ireland  1992    male   5-14 years          3.0    339800.0\n",
      "7928                Canada  1999    male  35-54 years       1442.0   4743615.0\n",
      "2107                 Aruba  2011    male  25-34 years          0.0      5440.0\n",
      "...                    ...   ...     ...          ...          ...         ...\n",
      "37194            Sri Lanka  2001    male  15-24 years        508.0   1811743.0\n",
      "16850            Guatemala  1984  female  35-54 years          0.0    596000.0\n",
      "6265                Brazil  1984  female  25-34 years        233.0  10566400.0\n",
      "860    Antigua and Barbuda  1995    male  35-54 years          0.0      7809.0\n",
      "15795              Germany  2011  female   5-14 years          9.0   3641215.0\n",
      "\n",
      "[7172 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "print(train)\n",
    "print(validate)\n",
    "print(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "engaged-enough",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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