HR Field Project (3).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8de0778d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing numpy,pandas,matplotlib,seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "281654bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "674751af",
   "metadata": {},
   "outputs": [],
   "source": [
    "#reading data\n",
    "train=pd.read_csv(\"trainhr.csv\")\n",
    "test=pd.read_csv(\"testhr.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "bbfb97e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of train: (54808, 14)\n",
      "Shape of train: (23490, 13)\n"
     ]
    }
   ],
   "source": [
    "#getting shape of data sets\n",
    "print(\"Shape of train:\",train.shape)\n",
    "print(\"Shape of train:\",test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ab1c6499",
   "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>employee_id</th>\n",
       "      <th>department</th>\n",
       "      <th>region</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>recruitment_channel</th>\n",
       "      <th>no_of_trainings</th>\n",
       "      <th>age</th>\n",
       "      <th>previous_year_rating</th>\n",
       "      <th>length_of_service</th>\n",
       "      <th>KPIs_met &gt;80%</th>\n",
       "      <th>awards_won?</th>\n",
       "      <th>avg_training_score</th>\n",
       "      <th>is_promoted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>65438</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_7</td>\n",
       "      <td>Master's &amp; above</td>\n",
       "      <td>f</td>\n",
       "      <td>sourcing</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>65141</td>\n",
       "      <td>Operations</td>\n",
       "      <td>region_22</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7513</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_19</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>sourcing</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   employee_id         department     region         education gender  \\\n",
       "0        65438  Sales & Marketing   region_7  Master's & above      f   \n",
       "1        65141         Operations  region_22        Bachelor's      m   \n",
       "2         7513  Sales & Marketing  region_19        Bachelor's      m   \n",
       "\n",
       "  recruitment_channel  no_of_trainings  age  previous_year_rating  \\\n",
       "0            sourcing                1   35                   5.0   \n",
       "1               other                1   30                   5.0   \n",
       "2            sourcing                1   34                   3.0   \n",
       "\n",
       "   length_of_service  KPIs_met >80%  awards_won?  avg_training_score  \\\n",
       "0                  8              1            0                  49   \n",
       "1                  4              0            0                  60   \n",
       "2                  7              0            0                  50   \n",
       "\n",
       "   is_promoted  \n",
       "0            0  \n",
       "1            0  \n",
       "2            0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting head of train and test\n",
    "train.head(3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "b7e9f571",
   "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>employee_id</th>\n",
       "      <th>department</th>\n",
       "      <th>region</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>recruitment_channel</th>\n",
       "      <th>no_of_trainings</th>\n",
       "      <th>age</th>\n",
       "      <th>previous_year_rating</th>\n",
       "      <th>length_of_service</th>\n",
       "      <th>KPIs_met &gt;80%</th>\n",
       "      <th>awards_won?</th>\n",
       "      <th>avg_training_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8724</td>\n",
       "      <td>Technology</td>\n",
       "      <td>region_26</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>sourcing</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>74430</td>\n",
       "      <td>HR</td>\n",
       "      <td>region_4</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>f</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>72255</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_13</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   employee_id         department     region   education gender  \\\n",
       "0         8724         Technology  region_26  Bachelor's      m   \n",
       "1        74430                 HR   region_4  Bachelor's      f   \n",
       "2        72255  Sales & Marketing  region_13  Bachelor's      m   \n",
       "\n",
       "  recruitment_channel  no_of_trainings  age  previous_year_rating  \\\n",
       "0            sourcing                1   24                   NaN   \n",
       "1               other                1   31                   3.0   \n",
       "2               other                1   31                   1.0   \n",
       "\n",
       "   length_of_service  KPIs_met >80%  awards_won?  avg_training_score  \n",
       "0                  1              1            0                  77  \n",
       "1                  5              0            0                  51  \n",
       "2                  4              0            0                  47  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "3298213b",
   "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>employee_id</th>\n",
       "      <th>department</th>\n",
       "      <th>region</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>recruitment_channel</th>\n",
       "      <th>no_of_trainings</th>\n",
       "      <th>age</th>\n",
       "      <th>previous_year_rating</th>\n",
       "      <th>length_of_service</th>\n",
       "      <th>KPIs_met &gt;80%</th>\n",
       "      <th>awards_won?</th>\n",
       "      <th>avg_training_score</th>\n",
       "      <th>is_promoted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>54808.000000</td>\n",
       "      <td>54808</td>\n",
       "      <td>54808</td>\n",
       "      <td>52399</td>\n",
       "      <td>54808</td>\n",
       "      <td>54808</td>\n",
       "      <td>54808.000000</td>\n",
       "      <td>54808.000000</td>\n",
       "      <td>50684.000000</td>\n",
       "      <td>54808.000000</td>\n",
       "      <td>54808.000000</td>\n",
       "      <td>54808.000000</td>\n",
       "      <td>54808.000000</td>\n",
       "      <td>54808.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_2</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>16840</td>\n",
       "      <td>12343</td>\n",
       "      <td>36669</td>\n",
       "      <td>38496</td>\n",
       "      <td>30446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>39195.830627</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.253011</td>\n",
       "      <td>34.803915</td>\n",
       "      <td>3.329256</td>\n",
       "      <td>5.865512</td>\n",
       "      <td>0.351974</td>\n",
       "      <td>0.023172</td>\n",
       "      <td>63.386750</td>\n",
       "      <td>0.085170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>22586.581449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.609264</td>\n",
       "      <td>7.660169</td>\n",
       "      <td>1.259993</td>\n",
       "      <td>4.265094</td>\n",
       "      <td>0.477590</td>\n",
       "      <td>0.150450</td>\n",
       "      <td>13.371559</td>\n",
       "      <td>0.279137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>19669.750000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>39225.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>58730.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>78298.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         employee_id         department    region   education gender  \\\n",
       "count   54808.000000              54808     54808       52399  54808   \n",
       "unique           NaN                  9        34           3      2   \n",
       "top              NaN  Sales & Marketing  region_2  Bachelor's      m   \n",
       "freq             NaN              16840     12343       36669  38496   \n",
       "mean    39195.830627                NaN       NaN         NaN    NaN   \n",
       "std     22586.581449                NaN       NaN         NaN    NaN   \n",
       "min         1.000000                NaN       NaN         NaN    NaN   \n",
       "25%     19669.750000                NaN       NaN         NaN    NaN   \n",
       "50%     39225.500000                NaN       NaN         NaN    NaN   \n",
       "75%     58730.500000                NaN       NaN         NaN    NaN   \n",
       "max     78298.000000                NaN       NaN         NaN    NaN   \n",
       "\n",
       "       recruitment_channel  no_of_trainings           age  \\\n",
       "count                54808     54808.000000  54808.000000   \n",
       "unique                   3              NaN           NaN   \n",
       "top                  other              NaN           NaN   \n",
       "freq                 30446              NaN           NaN   \n",
       "mean                   NaN         1.253011     34.803915   \n",
       "std                    NaN         0.609264      7.660169   \n",
       "min                    NaN         1.000000     20.000000   \n",
       "25%                    NaN         1.000000     29.000000   \n",
       "50%                    NaN         1.000000     33.000000   \n",
       "75%                    NaN         1.000000     39.000000   \n",
       "max                    NaN        10.000000     60.000000   \n",
       "\n",
       "        previous_year_rating  length_of_service  KPIs_met >80%   awards_won?  \\\n",
       "count           50684.000000       54808.000000   54808.000000  54808.000000   \n",
       "unique                   NaN                NaN            NaN           NaN   \n",
       "top                      NaN                NaN            NaN           NaN   \n",
       "freq                     NaN                NaN            NaN           NaN   \n",
       "mean                3.329256           5.865512       0.351974      0.023172   \n",
       "std                 1.259993           4.265094       0.477590      0.150450   \n",
       "min                 1.000000           1.000000       0.000000      0.000000   \n",
       "25%                 3.000000           3.000000       0.000000      0.000000   \n",
       "50%                 3.000000           5.000000       0.000000      0.000000   \n",
       "75%                 4.000000           7.000000       1.000000      0.000000   \n",
       "max                 5.000000          37.000000       1.000000      1.000000   \n",
       "\n",
       "        avg_training_score   is_promoted  \n",
       "count         54808.000000  54808.000000  \n",
       "unique                 NaN           NaN  \n",
       "top                    NaN           NaN  \n",
       "freq                   NaN           NaN  \n",
       "mean             63.386750      0.085170  \n",
       "std              13.371559      0.279137  \n",
       "min              39.000000      0.000000  \n",
       "25%              51.000000      0.000000  \n",
       "50%              60.000000      0.000000  \n",
       "75%              76.000000      0.000000  \n",
       "max              99.000000      1.000000  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#describing training dataset\n",
    "train.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0274876a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 54808 entries, 0 to 54807\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   employee_id           54808 non-null  int64  \n",
      " 1   department            54808 non-null  object \n",
      " 2   region                54808 non-null  object \n",
      " 3   education             52399 non-null  object \n",
      " 4   gender                54808 non-null  object \n",
      " 5   recruitment_channel   54808 non-null  object \n",
      " 6   no_of_trainings       54808 non-null  int64  \n",
      " 7   age                   54808 non-null  int64  \n",
      " 8   previous_year_rating  50684 non-null  float64\n",
      " 9   length_of_service     54808 non-null  int64  \n",
      " 10  KPIs_met >80%         54808 non-null  int64  \n",
      " 11  awards_won?           54808 non-null  int64  \n",
      " 12  avg_training_score    54808 non-null  int64  \n",
      " 13  is_promoted           54808 non-null  int64  \n",
      "dtypes: float64(1), int64(8), object(5)\n",
      "memory usage: 5.9+ MB\n"
     ]
    }
   ],
   "source": [
    "#getting info of train dataset\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f636c2af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "employee_id             False\n",
       "department              False\n",
       "region                  False\n",
       "education                True\n",
       "gender                  False\n",
       "recruitment_channel     False\n",
       "no_of_trainings         False\n",
       "age                     False\n",
       "previous_year_rating     True\n",
       "length_of_service       False\n",
       "KPIs_met >80%           False\n",
       "awards_won?             False\n",
       "avg_training_score      False\n",
       "is_promoted             False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "f110bcb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "employee_id                0\n",
       "department                 0\n",
       "region                     0\n",
       "education               1034\n",
       "gender                     0\n",
       "recruitment_channel        0\n",
       "no_of_trainings            0\n",
       "age                        0\n",
       "previous_year_rating    1812\n",
       "length_of_service          0\n",
       "KPIs_met >80%              0\n",
       "awards_won?                0\n",
       "avg_training_score         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "0b702e05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: wordcloud in c:\\python310\\lib\\site-packages (1.8.2.2)\n",
      "Requirement already satisfied: numpy>=1.6.1 in c:\\python310\\lib\\site-packages (from wordcloud) (1.23.0)\n",
      "Requirement already satisfied: pillow in c:\\python310\\lib\\site-packages (from wordcloud) (9.2.0)\n",
      "Requirement already satisfied: matplotlib in c:\\python310\\lib\\site-packages (from wordcloud) (3.5.2)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\python310\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\python310\\lib\\site-packages (from matplotlib->wordcloud) (4.33.3)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\python310\\lib\\site-packages (from matplotlib->wordcloud) (21.3)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\python310\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\python310\\lib\\site-packages (from matplotlib->wordcloud) (1.4.3)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\python310\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\python310\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: You are using pip version 22.0.4; however, version 22.1.2 is available.\n",
      "You should consider upgrading via the 'C:\\python310\\python.exe -m pip install --upgrade pip' command.\n"
     ]
    }
   ],
   "source": [
    "! pip install wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "cbf2f63e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "from wordcloud import STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "36103e2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#looking for most popular departments\n",
    "stopword=set(STOPWORDS)\n",
    "wordcloud=WordCloud(background_color='white',stopwords=stopword).generate(str(train[\"department\"]))\n",
    "plt.rcParams['figure.figsize']=(12,8)\n",
    "plt.title('Most popular departments',fontsize=30)\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "3a19bd3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50140\n",
       "1     4668\n",
       "Name: is_promoted, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking number of employee promoted\n",
    "train['is_promoted'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "64968f49",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%age of employee promoted is 8.52%\n"
     ]
    }
   ],
   "source": [
    "#finding prcentage of people promoted\n",
    "promoted=(4668/54808)*100\n",
    "print(\"%age of employee promoted is {:.2f}%\".format(promoted))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "726ae0de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/0AAAIGCAYAAAAGHe8OAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABXvElEQVR4nO3dd7gkVZn48e9LRgUBGRMgY8BVzIoIijqKAuoqmFj9GUAxrDntrpgWzDnnhINZjOCKIiKjggkURUHFAQYBFZAhSsb398c5za3pqQ733r73ztR8P8/TT3dXnTp1KtdbdepUZCaSJEmSJKl71lvoAkiSJEmSpLlh0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRy1I0B8RWT/LFmL8GiwilvWWz0KXRWumiFjS2IYPXujySFr7eewpnA/S/DMumSzPE9dMGyx0AeZSRCwG9q9/l2Xmsgnle3D9uSIzl04iT0mzExH7APesf9+XmRcvWGGkNUhEvBTYArg4M9+3oIWRtM6IiC2Al9a/v8nMby1YYaR1XKeDfmAxcFDj/7IJ5dvL80fA0gnlKWl29gH2q7+XAhcvVEGkNcxLge2Bs4D3LWhJJK1LtmDqnPlQ4FsLVhJpHecz/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSR40V9Le1whgRd4uIT0TE6RFxZURcEBE/iIgnT6pwUewbEV+LiL9ExFURcXFEnBwR74mIHYaVFzi20fmgxjTc8JlmefqHeXBbnhGxZMDwd46I90fE7yPikjrfzoqIwyLisdMpy4hybhIRz4+IoyPibxFxdURcHhErIuKEiPh0RDwxIjYaM78n1bz+XvM6KyKWRsSdxhx+g4h4VkQcGRF/rXlcGBEnRsSbIuJWQ4b9QZ2nl0TE+gPSvK8x75cPyetrNc21EXGTcco+IJ/1IuIZEXFsRPwjIq6IiOUR8bGI2LGmOXiM9WHziHhKXR4n1XX72ohYGRG/joh3R8TtxyjPijqeFfX/jSPif+r8XRkR/6zr3JsjYquZTveIMsx6fxARG0XEARFxRESc3be9vztKw5xtwy2t2+V+jc5ntmyXS2v63Rrd/mtAnltFxL8a6Z46IN1dG2neOmTato6I10TET+p2dE2dRz+py2rs9TEi9qrT/OeIuKyuf6fXbruNGHb/Rnn3r912jIiPN5bdhRFxTEQ8OSJi3HINGefE1s/oa9k8Itav03R0RJwbEdf1xtM33I0i4mV1m+3tx86PiOMi4lURcdMR411te46I3SPi64119fS6DSzuG3aTiHhuRPy0LvMrIuJ3EXFgRGw85jyc0bGjN+8pz/MDbN+yXdywLrQMP6NtsiWfG0fEq6Ps1y6t03ByRLw+IrYeJ49xRTne7FnLd1xdztfUbeW0up08aIx8ljbmz+Labc+I+FZEnFPXob9GxFcj4n5jlm0+58MqrZHXcf9X3e4uqtvdKRHx1ojYcsw8t4qI10XEz+q6fE2Uc4wfRMSLImKTEcNPfJ6OGN/iWH3/vzjK+eOf6jxYGRHHR8TzYsA5RiO//nm6ZZT9xwlRzgVuGE/fcNtFxNvqcl9Zp/PciPh2lP3XqPH27/fWi4hn1u7nx9Q+9LURsVnfsLeMiDfW9ay3zv04IvadxnzcIyI+FxFnRNl/XRYRf4xyznOfAcMsruU9s9F5v2jf/ywekMdEjpsRsX1EfDDKedqVdZ79JMp+eU7aNouIm0TES6Mcm3rnvSvruvKGiFg0Yvh5X+bRfpx7ZEQc3tg+z4mIL0XErrObQ6uMd0bH5yjHxV55jxhzXC9vDPO8Iel2jYiPRsSpUY55V0WJQ78SEY+axrTNaj2oeewQ5Xj2q5iKEy6Msg/7YUS8JSLuOVaBMnPkB1gCZP0cDDwNuKrRrf/zf8AmQ/LrpVs2JM0tgJ8OGUcC1wAHjijv0M84099S7lGfJS3Dvh64bsRwxwJbTadMLeO5PfDnMct5z5bhlzX6bwJ8c8jwVwGPGFGeOwJ/HFGOy4GnDxj+tY109x2Q5rd9+W3XkiaAC2r/n85i/m5OacBx0LRcATyZsp0MWx82Yvg21PtcC7xgRJlW1LQrKCf3pw7J7+/ATrNcx5Y08juYWe4Pap47AWeMmBdXA89tGXbpGPMxgaWNef/P2u07A8rz2L5hPz0g3YsaafYYkGZ/4NIRZfs7sOuIebQIOGaM6fwUsOGQsvTS7V8/w5bd0tmsK5NeP1l1/7QV8JOWPFb0DbMLcO6IefaPQcuv5nFwI+0S4O1D8loJ3KsOd0vghCFpfwxsOmL+zfjY0Zj3oz77T3Kb7MtnhxH5nE1568YNy3aW69uxY07zUmCjIfksbaS9HfCRIXldDxywhs2HXr7LavlPGTLuFcDiEfntDVw0Yp6eRV3352OejjEPFvct7z0oDbwOGucvgZuNOU/vDfylbb3qG+a5lPOCYfPt5GHzn1X3ezcBfjAkr18DW9bhdgXOH5L2XSPm302AI0aU/V/A+4H1hsz7UZ/Vpp3JHTf3oZxjDsrjJ5TGBm9YtrNZ5+o4HwGcN6LslwKPWZOWOasf5z48JJ/rgYOG5LWkkfbgIelmdXxm6nz8OuDWYyyb3vnHP4HNW/rfGPjyGOvs/wGbzcN68CzKcXZUeX4zzro5kytc9wVeXX8fQjlpub52P6DOsEcBnweeMIP8qVetfkwJGAH+Vsd1CnAj4OHAE4ENgbdGxHqZ+ZZGFr+nnLTfFXhj7fYVyoKcjd4dlW/W71MoQWm/3zf/RLkDeGD9e30txw+BK4G7Ac+kXORYAhwbEffLzKumW7iICOCrwB1qp98AX6OcaFwLbAncGXgIU682G+YQyg7zV7XMfwG2Bp4C3B/YGPh8RPxbZv6jpTzbAsdRghWA5ZQD7/JalsdQNoobA0sj4vrM/EJfNsc2fj+EcgLdHMfNKPOQvnSf7et2t1r2/jzHVufvt4DeXaKLgU8DJwHrA7tR7jYvBb43Irv1KPPvr8DRlIP+eZQD6HaU+fsYyhs2PhQRf83Mbw7Iq2dDyvK/M/AL4EuUg+L2tVw7Utaz70fEPTPzL6OneqRZ7w/qFeMfULbtBI4Cvk85EGxKOYg9rfb/WERcnau+KvMDlOXyYsqyh3KidX7fqP4CkJnXRMRPgYcBD4yIDTLzur60Dxnxv7/7tcDxLdP2EqZaS7+Csj3+FLiQsj7uRVnOtwB+EBH3zcxTW/LZCvgZ5aIelAtd36BsS/+i7Ov2B7ahzPcNmHpd6SCPoCyTSygH95Mo8/9BwDMo69N+EfHjzDxkRF7jmPT6+XnKNvfbmtcKykW5u/cSRMS9KPvaTWunk4AvUtaFWwL7Ag8Abgb8X0TskaNf7foCynw7E/gMcBrlpPFpNa8tga9FxN2A71CCgyMpJwkXAneirKs3Ax4IvIb248gkjh3PoWw3n6Dshy+o3fr9um+8s90me/lsVcu7be10JmU/8WfKRZvHUbbDb1DWw0nYlHKSfwzl2LWCcmHrVsBdKMevG1PWuYuZep3YMG+iXMw9jXJsWQ5sVsv/CMr+/CMRcXxm/rF/4AWaDz2bU9bDfwMOpxybVlKC7ucBt6Fsg59l6tjWX/5HAl+nHOeg7Oe/RjlmbU9ZF+5W8/pRROzcNh/6zGqezsD2lPPAzSn7oaMo++S7U06st6Yct74TEbu1HBOabkaZl9tStu3vUAKTbSjbCwAR8VzgY43hvl3TXkw5v30GcFvKvDsuIu6VmReMmI7PALtTjjeHMbUPfUH9vhfwvog4qE7jRpQLwcdRbpQ9EHg25Rjxioj4Xmb+oH8kUWoffJeyj6WW+RDKvmKD2v3pNf8XU7a75r7lfMo5882Bj9dux1KO1/1WOVZP8Lj5gDqPNqydjqesA+dTLkrsV6djEse33jgfX8exPuW84AhKAH8eZd17COW4sxnwzYh4eGb+cES287LM+7yEcv7/j5rXyZT9/V7A4ynb58ERcWFmfmjUfGkzoePzxyj7rfUp29Obh4xvN8r5B8BXMvPSvv4bU457u9ROp1OW5R8oy/IOlHX+jpTz2m/V5fevlnHNej2IiHtTtp31KBc1vk7Z955PWadvRVn2ewya5tWMedVqCatfmdilJd0OrHrF5vED8ht6RQ34aCPNT4CbtqTZg3Lik3WG3mOmV5qm+xlV/r60u1JOypNyIvKgljRbserdoHfOsFw7NfL4NrD+kLQ70nJFm1WvLiblwBx9adZj1RoA/zNgHN9tpPkqsHFLmv0pJ7O99epWff03ZOqu7Hdbhn88U1f5fll/f6Yl3YsbZXn4DOfvAY08lgPbtqS5N+WEqjkPl7SkW5+y84wh47s75YJXUnY+6w1It6JvfG9vWWYbAl9orh+zWP+X9I1vxvsDyg6vd7fkIuDBA8Z5B8pdpN52tHVLmqWNcS0eMQ2vaaS9X0v/39V+zdpG2/elCcoBMYHjB2yP19b+JwG3GVCWf6ccmBP4+YA0ve3tX8BLBqS5CeWA3yvvXgO2t+ayOwm4eUu6Zk2HU2e6rkx6/WT1/dN7h2wX61EuwPbSvq8tLfC6Rpq/0FIrhVXvgPT2r5u0jO97jTQnUvZt/68lvzsydffvItr3jRM7djSWwYoxltckt8lPNcr2PeBGLWle0jdvc5br2+4MqT1BOYHs1RC5HrjtgHRL+8p1KLBBS7r3N9J8ZEBeCzEfmnldDfz7gHnRrH2wc0uazVn1btXLW9JsQLmw1EtzwlzP0zHnweK+8V0L7N2S7uasuq94xRjz9DrgiSPGfUUj7b4taTalXAzs5fnVAXkt6xv3q1vSLGLqeHsd5abP+cDdW9I+rZHXkQPG+cpGmj/ScheVEnBc2Ej3qBHLYOkYy2wix03KOVazlukbWtJsRAnMmvN22SzWt+0oF+2Ssm+824B0OzNV4+RsWmrmLdAyP7hvnL+n/fxgn8Yy+mfbMmJE/MWEjs91GfZq8Z7B8HPqQxt5rVZDhHI+0ev/Dtr3TRv25fOfc7UeAB9qjGe1/Uffun7/sdbRMVfk5sJLhlTnowQyvXQ/G5Bm4MZVV+JeddNLgFsOGdd/NfL6/HRXupl+hpW/Je03GumfNyTd9kwFt5cBW8ygXE9qjOuxM5y2ZY08jhmS7g7D0lEC1l7/Mxl+EtZcsd/U0v/7jfmywYBhf8FUILeiJY9vMnXys9oJ15jz5neNcq4W5DbS7d+3vSyZxbr2jEY+uw1Is6KR5qcM2OlRHtc4s5H232ZYpontD4CXN/o/esR4H9pI23YAXNrov3hEXvdvpD2wr98ipoKtvRvb5f596e4xYr3tVYu8FNhmRHne0Mjr/n397t3o9+4R+WzJ1EHk+yPWzWuA2w/J67hG2tUemZnG+jKx9ZNV908nMiDgr2kf01z3Bo23pm2eeD+rpf/Bjf7n0XIhuqbbtW/bGBiwsGqQ9MCW/hM7djC9oH8i2yQlkOpVS/wHQx5do1wUvmG+zXRdm8Y6ebvG+F47IM3SRpo/MOBRAMpFkl5wd3pL/wWZD33r4euGpHvWsHSsesH8K0PyWZ9VH7V72FzN02nMg8V98+GtQ9LelanHaM6m5aZJX17vGTHu9zTSvn1Ius0pNf6SctzZoSXNskZe3xuS16v6yjgsUDitprmK1c+rNqLcTU5KcNcatNS0T2iM77gRy2DpGMtsUsfNfRr9jh2Sx42YuniZzC7o/0DN4zpaHp/tS/vMxjjbLgzP6zKv/Q9u5HMtcJcheb1t2HbF6KB/ksfndzT6r7bfqWluytRx8nct/W/F1H766yOW3YaUG3EJnDZX6wFTNxEuHjZ/pvOZSev9F1GqmrTKzO9RnpkA2CUibjnN/B9FqfYMcGhm/n1I2o9QTnIAHhMjGkOZb7WqyCPr3wspVcFbZeZZlCqqUO7YjV9dY8oVjd93mcHw/d4/qEdmLqccGKHUGuj3uMbvD2bmlUPG09tg+4frWVa/b0KpftfUq159LFPV9rePiNv2EtRq+b1qi7/MzOZ8GkuUBvXuWv/+IjN/PiT5FyjLexJ+2vg9TsNG78m6t+iXpdrvRxqdJtF45Gz3B0+r36dl5reHjShL1ae/1r8z2T6aTqAcAGD1qvtLKHfxr6NUET5+SLqeY5s9ojSM1Wvs5UuZee6I8ny+8bt/2nrzKIF3D8skMy+iVDcFeFAMbyju/zLz9CH9m1XN2rbxmZjk+vnhbKlW19Dcl7xz0Hirtw0Yrs3nMnNQFewTKCdLN5RxSD7HNX6vMn8X4NjRNKlt8lGU4AHKyf7KIVm9c9qlnIXMPIMS1MB4+9WPZuY1A/K6jHIBCuC2sXpjdgs9H66nXBwfZNR23twe3j4ok8y8nlXLP2o7ms08nYnrmaoy3jbO31NqSkGptt9/rtHvgyP696b/Oobst7NUMe7t94LR+71hy7L5iNl5lGrxg/T2Pxsz9dhYz/0pVeeh1LD83aBMMvNrlJqPAA+IiJsPGedQEz5uNufjsPl/BcP302Op55lPqX+PyczfjBjkK5R1A0bvs+djmfc7KjNPGdL/fZRtCmZ2LjnJ4/PHmYohnj0gj6dQLvAAfLKl/75M7affNaQsZOa1lOUHsEM0GqKc8HrQi1U2o9QemLWZPNP/k0E76oYfMnXwuC+lKuS4dm78/v6whJl5RUQcR3n+a7M6zoE7pwVwD6YuYCwbY759n1KFHMqJyGHTHN9xlEceNqW8rWBLyoWTk6eZT8+wwBZKtaLtKHcX+01nOf4lIv5IedbmThGxea76rE0zoHoI5aog9eCyYyNNL5C7cU13Zu13D0o1WJi6gDBdOw0oz2oy89qIOJ5yJXOourPYjxJA3onybPCgE5xtB3RvGvVsWLP/qJOaccx4f1BbZO09f31eROwzxvgur993HppqhMYy2oNyorJh3ZHDVDB/YmZeHhHHUtoRGfSc/zWsenEGynNovYuq148xbRs2fvdP2wPr98XAzjG6Qf2NG9+3o9xRazPO9t0zVuveY5jk+vmTEf17+6CktJsxzE8p69ZNGB0E/mJQj8y8LiIupDyP+E+mLni1Oa/xu3/+zvexA5j4NtlcfseMyOMEygX8zUakG0tEbE458XokU+253HhA8nH2q+NuK0HZhzdvVizYfKhOqxcDBxm4ndcT2F75/5GZq7T90KJ5rB+1Hc1mns7EKZl53og0P2TqYtt9GVzGczPzzAH9eucm29e/v83M/vZl+n2fqfanZrz/YdV9yq9GXBQdtv8Z+/ytOpqptqTux/TO+Zsmedzsrbf/YnQ7TqO2y3HchanzzMumse/cgtHnM/OxzPsNnSeZ+feI+APlZtgdI+KmQy6Gt5nY8TkzT4+IYyjtouwTEVvn6u2MPat+XwV8rmUcD2z83naM5decf3em1KaDya4HR1MuqKwHLIuItwDfapm2sc0k6B/4SrQBaW49zfybr287bYz0p1GC/t6wa1LQP5NpaRt2LJm5MiJeRmkTYQNKNc2XR8T5lI3mJ5SrtoOCgH6jVqyr63fb3cSZTPudKQf4W1KqdvU0g/mHAr1GG5fU72sp1cqurReB9qzpDulLBzNsxI9V1+Mzxkg/Mk1EvJRyBXOs13ZRqgEOs3LEXSSY3bY5Kr/pjnM7pg7wD2TVne4okwhCl1GC/htTDiS9q+DN2iPN7+0i4g6ZuTwi1mOq9sgvWmqyLG78fl79jKt/2hY3un9zGvm05dU07vYNgy9ETcek189Rd4F6+6C/1zuHA2XmvyLidOoFwojYaEigPaoWT2++rRxx92LY/J3XY0fDJLfJ5vIbup/IzKzz/57TGF+riHgIpTGocWsZjtqvwuy2lQWZDw1Dy56ZVzcuJPaXfXOm7o79edSIMvP8iLiEUpV21Ho43/ufSZ67jrvvgclvv8P2P815Nu5+Ctac/c/ixu/ZHjd7y+/vmfnP/sR9xlk3Rlnc+P34+hnXqPOZ+Vjm/cbdXu7K1Hn7dIL+SR+fP0YJ+jeiNLb3nl6PKK+VvFf9+/UBF0EXN35P96J5c/k185ntevBpSg2EJZQGPz8JfCIiTqHEdMso7TOMPd9nUr1/nKrRzQ1suu9Db17hHrWhwtRdhv5h1wTzPi2Z+XFK0HIM5QonlGcK96FUcTo1yjtpd27PYZW8hl0xHKVX/uvGuEsFQ6Y9Syu6vYDs/hHRq4LTC85OaOzUj+3r1/x9NavfkR1X8y7RdLeB1UTEUyiNhvQC/p9QGk18FvAflKt7j6W0Qt8z6vGVud42Jz3Om85ivBuOTjJSfw0S6uMHd+7rfyJT62dvXboHUzvotgtJs5m2jfr+TzKvptls3zMx0fVzxCNDMLUfGWffC+Pvf8edb5PYf8L8HgcnuU02l9+s95njiIgdKK2j9wL+P1Gqob6A0lL8YxufXivp4zwWOJtlOe/zoc98rocwtS6OWg/X5v3PuPue/jwHGXv7ncZ52bq2/+k/1vWW33xtc3N1nJ6vZd5vvmK9SR2fD2eqNtCz+vo1q/y3Ve2HyS2/ia0HNXbaE/hvpmoSBOVCy3MoF7fPi4gP1dptI80k6L/R6CSrBEiXD0zVrnnFZ1B1vKbmijb0atECWJBpycwfZebDKMH+YynPzP+CqR3C/Smvh1ky03GMoVf+DRpB+jCjpn1Z/d6Uqddp9N+Rbaa7dUTcsd6R7d2t+nnO4FWIVXPHNN1toE2vKt91wCMz80GZ+brM/HRmHpaZ38rMb9HyGrgh5nrbnPQ4m78/m5kxnc8Eyt4WzC+p39dQ533fRaf+dNAe9Den7ZnTnLYlA/L6y3TnUY5+/dx8mu/1s7cfGWffC2vWsWShjoOT3CabeU1inzmOVzH1+qc3A3fOzJdl5kcy88u9/Wrdt05iHzKOhZgPkzLd9RCm1sWF3ob6zef+Z20/j10T9j+TOm7O1zbXLPsbpln2xRMY/6TNV6w3keNzPU/rtX1z5/p6PiLixpQLvlAedfrRgPx75U9KI57TWX5LW/KBCawHmXlNZr4rM29LeXTgOZS3B5xTk2xMuaj944jYtH/4fjMJ+u8wOskqaf46MFW7vzV+7zBG+maa6Y5rri3otGTmhfUE55WZuQvlHbpfrL03ZERjFbM002lP2p/dW+WubETcivLe4f5+v2Jqh/AQSjXJ3h3ZZWOUY5Dm8rjdGOkHpomI21Gq6kB5Pue7Q/LZfki/flvVdhyGmc22OSq/6Y6zWUVynOdqJ6ovmN+1Np7WC+r7G3zsrWNL6nez9kjbc5+TnLZeXjePiEnUcFgo871+9vZBt4yIoXch6rPLvYaNLszxaifNpYU6dkxyvW2WY+h+os7/cfarozysfp8P/G9m++MVEbEZU89dzrWFmA+TcilTd/xG7usjYhFTd7rWtPOxuT53bVrbz2O7tP+5ZQ38hhln3RhlQc9n5sB0tpdB5+3DzMXx+ZNM3dzs3e3fl6lHuAbd5YdV2xDZZlh5Rpiz9SAzT83MT2bm/pm5HeUx5hW19z2YatdnoJkE/buNceLZrFp9wjTz/2Xj98OHJaxXNXarfy9j9QarmlVdJnlVv3ciMSrP3zL1DM2SMeZbs+XGXw5MNUNZWkLdj6mN8z7jXBmaoeksx+0ojdgB/DFXbcSvpz+YbwZdN9wNr4HcTxrpljTymOnz/DDVknAv34Hqcn7AkCS3aPwe1no6lKo90/HQEf1ns222mfH+IEtjJM2W/ceqnjTETLb3ZfV7E8rr1npl7W9wrrfu3Coi7sJU7ZGfZXvtkR8ztZ+YbWvqvSvTmzDVjsDaaj7Xz94+KJgKBge5P1N3Eia+752BSR87etvG0O1iwttksxyjlvt9Ge/Z+lF6+9Yzc3iV2Icxs/OfmViI+TAR9aJJbztcFBH3HDHInJ7DzNJdIuIWI9JMZP+TpeG+s+rfe9aLIcOsafNt7PO3ljT95Z/OcXmSx81eOdZj1fPANrvPclwAJzHVFtXutZbp2mzovqrvUcjTcnqN+MEcHJ+zvMnme/XvE2vDtL2q/ddQ7pAP0qwBMJt1b97Wg8w8Fnhho9Nug9L2zKQwW1He9dwqIvZg6nVxP8vhr9xr8x2mTnb2G/H6j+cxdYA8PMsrY5qa1SwmWWWul+/QPDPzasr0QGk9eP9BaWvg26uCcjlTr46ZqBoUn9PoNJPGHMfxjcbvF4145c5/M7Uufr0tQd9d2V2Yaryxrcp+865s7yB+FaNbCx4oy6vNfl//3i8idhmS/CnAzYb0b95BHvjalLpOPGPsQhYvG5LfxsDzG52m2yhcm9nuD3o74RsBB86yLDPZ3psXgp7K1B2L/gtEv2ZqR/4ySkurbemAG076egef3ep8mKnPNn4fFGvYq0mnaT7Xz+a+5L9i+GsPXjlguAUxB8eOsY5Z1aS2ye9QTrQA9h9Ry+MVsxhPU2/fertBy7tuP6+e0PjGsRDzYZKa28N/D0pU5+t/DRhuTbA+8OJBPSNiR6Yusp/N7C869qZ/A+ClQ8a7GVP7vWQyx+XZ+ilTN4ceVedNq4h4HFPHzeNy9TcVjH1cnvBxszkfhx13NmV6DQa2qvHHF+rf7Vn9ufK1zV4RMeytAi9mqj2UbwxJN8hcHZ8/Vr9vRGn0e9f6//DMvKB9EAC+zNR++pVj1A5ptQDrwYrG79HxXGaO/FCCp2x8LgHu25Lu9pSAspfu8QPy6/VfNqD/R5ppgM1b0uxOOcAnpfX2e7Sk2bKRzw/HmdYx58dva56XA5uOSLsL5V2WSQkaHjCgnL9olPWdMyzXUyhB4sAy1fJcV8dzekv/Zb1yjDG+oWkp7wvvTdOXgI1a0jytb/7casj4/qeR37X1+6CWdPdpSTfr5U+pOtPLdzmwTUuaewEr+7aXJX1pNqrrTlJ2Mju35HMLSu2GZj5LB5RrRV+6twDRl2ZDymtKemm+PYv5sKRvfDPeH1BOAnrl/xf1AtCQcd+UcrB5WEu/lzXG9fQxp2X9ut4115UrgY1b0n67L10CDxqS973r8s26Tuw1oizbUx65uXlLv681xvllWvaJjbQbUN5l+4KWfvs38tl/RHnGTjsin4mtn0xv/7Qe5UJdL893ta1blACwl+YvwCYtaQ5upFky5vSumMZ2dHBL/4kdOyiNHPXS3GZEuSa5TX6yMd4jaTk2Ue5UNNePkct2SFm+38jnZS39N6S81aU5vtblBCxtpFk8YrxD0873fKj59fJZNpu0lEazzmukeXFLmvUpbw3qpfnlXM/TMefB4r55eg3w7y3pFgEnN9K9YgLzdDGrnqO2Hf826ds2vzogr2XjrBN907t0RNqDG2mXtPRvnm+dQsu5GeX1nhc00j1qwLguZuq8KUaUayLHzbpO/rFRtv9tGXZDyiOvzXVk5LIdUpZtgYtqPlcx4jyE0u7W64C7ryHLvNk/6zaxqCXdoxvL6J/Adi1pljTyObil/8SOzy3L/S9905HAw8dYfu9qpP8hcMshadej1FB47VytB5TG13cZMeyHGmV+3ahpnMld3iMpVXmOj4hDKVWpr6dUSzuAqSoYX8/MmV7pfSUlqL8j8GBKi/OHUKod3ogyo/+DqbvDB2Xmb/szycyLIuIkSiD2kIj4GKVV+8saab7XP9wYjqHs7G4MfLvOh39QZjqUA97Kmv/PI+LtlAaGNgN+FBFfoqxQV1JaYXwWU9USTwb+dwZlgnK19SDggxFxNOVK9dmUmhM3p1RJ3oepq3Nvacljkp5DuUO6CHgScO86r5ZT7pQ+BnhUI/3zMvNv/Zk0HNv4vUFLt56TKAeZLUakm65DKBdWHkIJaH8fEZ+mTOMGlKo1+9W0R1CmD/paVM3MayLi45RXKm5IaYDjEMryupZy0HtGLf9nKa8fGcdfKc8TvYpSJfhLlJO17Wu5enfcL6I0/DEJs9ofZOY/63tMf0SptfMO4LkR8XXK9n557X47yntdl1AumjytpSzN98q+o1ap/BPlIheUdyuv8krPzLw+In5CeTdzb135WZY7rf2OBf69ke5KhtQeycxfR8TzKCf8WwLfjYjjge8CZ1KW9VaUR1t2A3aqg76vJbtnUvaHd6Ps+/aMiMMoj51cRGm8bBvKvu7hdXyfbslnIc3r+pnlNT9Ppdy12pRyF/UhEfEFysWoW1Ce9+tVibuWcnCeaWOfEzXhY8cxTO2PvhERH6U8U9nbN/0uy+Nfk94mXwnsRTkJegRln3kI5RiwJeXi1MMp28MlzP5VdR9kqqrxe2pjtUdRXmW1A2VfugNlW96B+Xv2dr7nw8Rk5mUR8QzKMW194P0R8VjKhcgLKG0FPY1yTgTl/GrcY9Z8WkaZr0dExFcp68UVlHI/i3KeAqX68PtnO7LMXBHlFcofoxwzvhYRh1OOmRdT1r9nMtWGw7msWtNpob2bEtztBuwInFLX2d75zgMo++3eG4g+mZnfacuIss96LOW86SsR8Q3KPOj5Uda3sUzquFmP7QdQtvUNgddHxMOBr1Da/NiecmF7R0qtgMeOP2vaZeY5EfEkyrayMXBoRLy8/v8zZb99U8qxfBfKPFyfyZyfTtq3KPHCKRHxScrr0G9EqQ3zRKYe1XhlZp493czn6vhcl/ungNc3Op8B/GCMYr2Kso/YnXKef0Y97v2Msq/biPJmmHtQ9te3pBxb39RXhkmtB4+nvHb9zFr+kynr7saU1+s+kaljxYXAJ0ZO4airAm1XbCjVYK9i9Sspvc93GHI1ppFu4BW1OjN/NmQcvaunrxpR9kcwdWd7tc8409+S5zZ1xg8qV9sVtDcMK0dvfgA3m0mZ6jgOGpF/73MNZUNty2PZuPNmnLSUlfqPI8rzT8a4M0vZKC5pDHcFLbUHatrD+8ax20zna1++mzP13Fnb50pKVds3NbrdqyWfTSgHwmHz5WOUE4Le/6UDyrSi9l9BOZCdMiTP84CdZjkPljTyO5hZ7g9qnv9GOZkYZ/29igFX/1n9qn3zM2j+/XdfutarpZSAupnuB2POr0dTqkqOM23/ALYesu59ecx8ktJybH8e+zf67z+i3GOnHZHPxNZPprF/agyzK+WCw7B5dSGw55A8Dm6kXTLu9E5nOxqSbtbHDsrFtz8NGX615cvktsk7Uk7WBw17NuUkatrLdsD43jKirMdRAryhy4kJ35VegPlww7oxibTA3kzdsR30OQu492zm00zSDsljcSOPpZQT9WHT8EuGb0djz9PGMP9JOS8YNt9+N2wax10n+qd3RNqDG2mXDEhzE6ZquA36/Av4AMNrA92TqVoPbZ/Vpp3JHTcfy1TNyrbPjyk3WKa9bIdM7y6U9prGKftlwN3WhGXe359V7yK3LfeDh4xrSSPtsHSzPj635HlrVq2R+eppDLsR5eLxqGNu73PoXK0HDD9eND8raIkz2j4zamAgMz9PuZP3KcoVlKso1XB+CDwlMx+Vs7xbkuXZ3/tT7mp9k3Ll52pKNcdTKFf1dszMt47I57uUqyhfpMzAUe9XHads51Luxr6fUj2lt0MZNsz/Uq4of5Byt+QyyvScQ3lG5fGZuSQzL5xF0d5M2dDeSLmKvYIyvddR7p79Eng7Zb69fRbjGVtmnka5O/lsyrNaf6dsjBdRTijfAuyQmZ8dmMlUXtcz1UgfwE9zcCuexzZ+X8GEGsfJ0sjgEspd7B9R1vurKBv2J4D7ZOaXWPWZ/pUt+VxFaSzk+ZSLW7314SzgMMoO7j+Z5ntXszRksjPlWdxfU05wrqQ0cvlWyiusThyYwQxMYn+QmX+iPJaxN+WZ4tMo2/r1dRp+S6n1sD+lmuGgGjpPozyft4xyInDdgHRNx4743/Nbynrbs2yMvMnMb1Pe1vCflCu9Z1OWyTWUq8c/o+wXHg3cOktjam35XJqZT6Lse95HqdFyIWUaL6dcQf4WpQbJ7es+Z42yQOvnzyh31V5O2WYvoOyDLqTM+9dQ5tectKMyW5M4dmTm5ZQTkDdT5vsljNi3TGqbrMeAu1Lm828o6+pllGPnGyknK6vV1JupzHw15WL/dyj7gGsptRp+SDkOLcnhz3bOifmeD5OWmYdT7tT+L+WRkgsp8/Z8yrx9CXCnzPz1ghVyhMw8mhKAvo+yPl9B2RZ+RqlddP9ZnoO1jfNjlAs+b6cs94sp+/6/Ue76PwO4Z2aumOR4JyEzL8/MR1NqqXyRcn5yFeVGzWmUc577ZuaLc0jDmZn5G8q+5FOUi48j3wE/wePmNym1yD5EOT+5mrJfOJ5yrvDQzLx4VHmmIzN/Trlo+lTK+dyZlO39Osq50YmUmgz/QalC/rsBWS2ozHwhpTbutymB+TX1+yuUx80OnsA4Jn58zsy/MtWw+3XAZ6Yx7DWZ+SJKTZK3UfZ1F9R8rqAsyyMpjx3cPTP3G5LXbNeDnSi1iz9GiWF6x7Pe8f9IyvZx58w8aZzpi3o1YXiiUkWudyL8+kksaKnLIuJXlODsEmDLHGdDm/m4VlDuoJ6Va+b7XrUOc/2UtBAiYjHlRBvKHbn9F6400potIg6m1BgGeEhmLlu40sxcROxAuSgFpQG/fRawOGuUtf2VEtIaJyJ2pQT8UKqKzVnAL0mSJAkod797Pr5gpVgDGfRL0xARd42Iga/jq6+2+VKjkzscSZIkaQ5FxK0pjYhDuds/k8baO2uu3tEuddU+wGsi4hhKq6MrKM/Y3Bx4EKXRmA1r2q/VNiUkSZIkTVBEPJjyZoHbUNoG6L016g3WtF2VQb80fZtQGjd51JA0X6E0cCVJkiRp8g6ltBvUdHhmfmEhCrMmM+iXpueTlBaXH0ppcXRryuterqS0xns85bUpPxmUgSRJkqSJ6b1J61DKayTVZ6zW+6U11dZbb52LFy9e6GJIkiSp4371q1/9IzMXLXQ5pOnyTr/WaosXL+bEEyf6Wm9JkiRpNRFx1kKXQZoJW++XJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6NfYImJFRPwuIn4TESfWbltFxNER8ef6vWXtHhHxgYhYHhEnR8S9G/nsV9P/OSL2a3S/T81/eR025n8qJUmSJKk7DPo1XQ/JzHtm5k71/4HAMZm5A3BM/Q/wCGCH+nkO8FEoFwmAg4D7ATsDB/UuFNQ0z24Mt9fcT44kSZIkdZdBv2Zrb+DQ+vtQYJ9G989m8XNgi4i4FbAncHRmrszMi4Cjgb1qv80z8+eZmcBnG3lJkiRJkmZgg4UugNYqCXw/IhL4eGZ+ArhFZv6t9v87cIv6exvg7Maw59Ruw7qf09J9jbT4wO8sdBHm3Yq3PWqhiyBJkiRpmgz6NR27Zea5EXFz4OiI+GOzZ2ZmvSAwpyLiOZRHBrjNbW4z16OTJEmSpLWW1fs1tsw8t36fD3yT8kz+ebVqPvX7/Jr8XGC7xuDb1m7Dum/b0r2tHJ/IzJ0yc6dFixbNdrIkSZIkqbMM+jWWiLhxRGzW+w3sAfweOALotcC/H3B4/X0E8PTaiv8uwCX1MYCjgD0iYsvagN8ewFG136URsUtttf/pjbwkSZIkSTNg9X6N6xbAN+tb9DYAvpiZ34uIE4DDIuIA4Cxg35r+SOCRwHLgCuAZAJm5MiLeCJxQ070hM1fW388HlgKbAt+tH0mSJEnSDBn0ayyZeQZwj5buFwK7t3RP4AUD8joEOKSl+4nAXWddWEmSJEkSYPV+SZIkSZI6y6BfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMujXtETE+hFxUkT8X/1/24j4RUQsj4ivRMRGtfvG9f/y2n9xI49X1e5/iog9G933qt2WR8SB8z5xkiRJktQxBv2arpcAf2j8fzvw3sy8A3ARcEDtfgBwUe3+3pqOiNgReBJwF2Av4CP1QsL6wIeBRwA7Ak+uaSVJkiRJM2TQr7FFxLbAo4BP1f8BPBT4Wk1yKLBP/b13/U/tv3tNvzfw5cy8OjPPBJYDO9fP8sw8IzOvAb5c00qSJEmSZsigX9PxPuB/gH/V/zcDLs7M6+r/c4Bt6u9tgLMBav9LavobuvcNM6j7aiLiORFxYkSceMEFF8xykiRJkiSpuwz6NZaI+Hfg/Mz81UKXJTM/kZk7ZeZOixYtWujiSJIkSdIaa4OFLoDWGg8AHhMRjwQ2ATYH3g9sEREb1Lv52wLn1vTnAtsB50TEBsBNgQsb3XuawwzqLkmSJEmaAe/0ayyZ+arM3DYzF1Ma4vthZj4FOBZ4Qk22H3B4/X1E/U/t/8PMzNr9SbV1/9sCOwC/BE4AdqhvA9iojuOIeZg0SZIkSeos7/Rrtl4JfDki3gScBHy6dv808LmIWA6spATxZOYpEXEYcCpwHfCCzLweICJeCBwFrA8ckpmnzOuUSJIkSVLHGPRr2jJzGbCs/j6D0vJ+f5qrgCcOGP7NwJtbuh8JHDnBokqSJEnSOs3q/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBv8YSEZtExC8j4rcRcUpEvL52v21E/CIilkfEVyJio9p94/p/ee2/uJHXq2r3P0XEno3ue9VuyyPiwHmfSEmSJEnqGIN+jetq4KGZeQ/gnsBeEbEL8HbgvZl5B+Ai4ICa/gDgotr9vTUdEbEj8CTgLsBewEciYv2IWB/4MPAIYEfgyTWtJEmSJGmGDPo1liwur383rJ8EHgp8rXY/FNin/t67/qf23z0ionb/cmZenZlnAsuBnetneWaekZnXAF+uaSVJkiRJM2TQr7HVO/K/Ac4HjgZOBy7OzOtqknOAbervbYCzAWr/S4CbNbv3DTOouyRJkiRphgz6NbbMvD4z7wlsS7kzf6eFKEdEPCciToyIEy+44IKFKIIkSZIkrRUM+jVtmXkxcCywK7BFRGxQe20LnFt/nwtsB1D73xS4sNm9b5hB3dvG/4nM3Ckzd1q0aNEkJkmSJEmSOsmgX2OJiEURsUX9vSnwcOAPlOD/CTXZfsDh9fcR9T+1/w8zM2v3J9XW/W8L7AD8EjgB2KG+DWAjSmN/R8z5hEmSJElSh20wOokEwK2AQ2sr++sBh2Xm/0XEqcCXI+JNwEnAp2v6TwOfi4jlwEpKEE9mnhIRhwGnAtcBL8jM6wEi4oXAUcD6wCGZecr8TZ4kSZIkdY9Bv8aSmScD92rpfgbl+f7+7lcBTxyQ15uBN7d0PxI4ctaFlSRJkiQBVu+XJEmSJKmzDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog/51UEQcM043SZIkSdLabYOFLoDmT0RsAtwI2DoitgSi9toc2GbBCiZJkiRJmhMG/euW5wIvBW4N/IqpoP9S4EMLVCZJkiRJ0hwx6F+HZOb7gfdHxIsy84MLXR5JkiRJ0twy6F8HZeYHI+L+wGIa60BmfnbBCiVJkiRJmjiD/nVQRHwOuD3wG+D62jkBg35JkiRJ6hCD/nXTTsCOmZkLXRBJkiRJ0tzxlX3rpt8Dt1zoQkiSJEmS5pZ3+tdNWwOnRsQvgat7HTPzMQtXJEmSJEnSpBn0r5sOXugCSJIkSZLmnkH/Oigzf7TQZZAkSZIkzT2D/nVQRFxGaa0fYCNgQ+Cfmbn5wpVKkiRJkjRpBv3roMzcrPc7IgLYG9hl4UokSZIkSZoLtt6/jsviW8CeC10WSZIkSdJkead/HRQRj2v8XQ/YCbhqgYojSZIkSZojBv3rpkc3fl8HrKBU8ZckSZIkdYhB/zooM5+x0GWQJEmSJM09n+lfB0XEthHxzYg4v36+HhHbLnS5JEmSJEmTZdC/bvoMcARw6/r5du0mSZIkSeoQg/5106LM/ExmXlc/S4FFC10oSZIkSdJkGfSvmy6MiKdGxPr181TgwoUulCRJkiRpsgz6103PBPYF/g78DXgCsP9CFkiSJEmSNHm23r9uegOwX2ZeBBARWwHvolwMkCRJkiR1hHf610137wX8AJm5ErjXApZHkiRJkjQHDPrXTetFxJa9P/VOv7U+JEmSJKljDPTWTe8GfhYRX63/nwi8eQHLI0mSJEmaAwb966DM/GxEnAg8tHZ6XGaeupBlkiRJkiRNnkH/OqoG+Qb6kiRJktRhPtMvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQr7FExHYRcWxEnBoRp0TES2r3rSLi6Ij4c/3esnaPiPhARCyPiJMj4t6NvPar6f8cEfs1ut8nIn5Xh/lARMT8T6kkSZIkdYdBv8Z1HfCKzNwR2AV4QUTsCBwIHJOZOwDH1P8AjwB2qJ/nAB+FcpEAOAi4H7AzcFDvQkFN8+zGcHvNw3RJkiRJUmcZ9Gssmfm3zPx1/X0Z8AdgG2Bv4NCa7FBgn/p7b+CzWfwc2CIibgXsCRydmSsz8yLgaGCv2m/zzPx5Zibw2UZekiRJkqQZMOjXtEXEYuBewC+AW2Tm32qvvwO3qL+3Ac5uDHZO7Tas+zkt3SVJkiRJM2TQr2mJiJsAXwdempmXNvvVO/Q5D2V4TkScGBEnXnDBBXM9OkmSJElaaxn0a2wRsSEl4P9CZn6jdj6vVs2nfp9fu58LbNcYfNvabVj3bVu6ryYzP5GZO2XmTosWLZrdREmSJElShxn0ayy1Jf1PA3/IzPc0eh0B9Frg3w84vNH96bUV/12AS+pjAEcBe0TElrUBvz2Ao2q/SyNilzqupzfykiRJkiTNwAYLXQCtNR4APA34XUT8pnZ7NfA24LCIOAA4C9i39jsSeCSwHLgCeAZAZq6MiDcCJ9R0b8jMlfX384GlwKbAd+tHkiRJkjRDBv0aS2YeB8SA3ru3pE/gBQPyOgQ4pKX7icBdZ1FMSZIkSVKD1fslSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog35JkiRJkjrKoF+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iiDfkmSJEmSOsqgX5IkSZKkjjLolyRJkiSpowz6JUmSJEnqKIN+SZIkSZI6yqBfkiRJkqSOMuiXJEmSJKmjDPolSZIkSeoog36NLSIOiYjzI+L3jW5bRcTREfHn+r1l7R4R8YGIWB4RJ0fEvRvD7FfT/zki9mt0v09E/K4O84GIiPmdQkmSJEnqFoN+TcdSYK++bgcCx2TmDsAx9T/AI4Ad6uc5wEehXCQADgLuB+wMHNS7UFDTPLsxXP+4JEmSJEnTYNCvsWXmj4GVfZ33Bg6tvw8F9ml0/2wWPwe2iIhbAXsCR2fmysy8CDga2Kv22zwzf56ZCXy2kZckSZIkaQYM+jVbt8jMv9XffwduUX9vA5zdSHdO7Tas+zkt3SVJkiRJM2TQr4mpd+hzrscTEc+JiBMj4sQLLrhgrkcnSZIkSWstg37N1nm1aj71+/za/Vxgu0a6bWu3Yd23bem+msz8RGbulJk7LVq0aCITIUmSJEldZNCv2ToC6LXAvx9weKP702sr/rsAl9THAI4C9oiILWsDfnsAR9V+l0bELrXV/qc38pIkSZIkzcAGC10ArT0i4kvAEmDriDiH0gr/24DDIuIA4Cxg35r8SOCRwHLgCuAZAJm5MiLeCJxQ070hM3uNAz6f8oaATYHv1o8kSZIkaYYM+jW2zHzygF67t6RN4AUD8jkEOKSl+4nAXWdTRkmSJEnSFKv3S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdtcFCF0CSJEnS9C0+8DsLXYR5t+Jtj1roIkhrHe/0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEmSJEkdZdAvSZIkSVJHGfRLkiRJktRRBv2SJEmSJHWUQb8kSZIkSR1l0C9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBv9YoEbFXRPwpIpZHxIELXR5JkiRJWpsZ9GuNERHrAx8GHgHsCDw5InZc2FJJkiRJ0trLoF9rkp2B5Zl5RmZeA3wZ2HuByyRJkiRJay2Dfq1JtgHObvw/p3aTJEmSJM3ABgtdAGm6IuI5wHPq38sj4k8LUIytgX8swHgXTLx9oUuwINa55byOcjmvG1zO3ecyXgfE2xd0OW+/QOOVZsWgX2uSc4HtGv+3rd1WkZmfAD4xX4VqExEnZuZOC1kGzT2X87rB5bxucDl3n8t43eBylqbP6v1ak5wA7BARt42IjYAnAUcscJkkSZIkaa3lnX6tMTLzuoh4IXAUsD5wSGaessDFkiRJkqS1lkG/1iiZeSRw5EKXYwwL+niB5o3Led3gcl43uJy7z2W8bnA5S9MUmbnQZZAkSZIkSXPAZ/olSZIkSeoog35piIjYKyL+FBHLI+LAlv4bR8RXav9fRMTiBSimZmmM5fzyiDg1Ik6OiGMiwlf2rIVGLedGusdHREaErUOvZcZZxhGxb92eT4mIL853GTV7Y+yzbxMRx0bESXW//ciFKKdmLiIOiYjzI+L3A/pHRHygrgMnR8S957uM0trEoF8aICLWBz4MPALYEXhyROzYl+wA4KLMvAPwXmDdfJv9WmzM5XwSsFNm3h34GvCO+S2lZmvM5UxEbAa8BPjF/JZQszXOMo6IHYBXAQ/IzLsAL53vcmp2xtyWXwsclpn3orwJ6CPzW0pNwFJgryH9HwHsUD/PAT46D2WS1loG/dJgOwPLM/OMzLwG+DKwd1+avYFD6++vAbtHRMxjGTV7I5dzZh6bmVfUvz8Htp3nMmr2xtmeAd5IuXh31XwWThMxzjJ+NvDhzLwIIDPPn+cyavbGWc4JbF5/3xT46zyWTxOQmT8GVg5Jsjfw2Sx+DmwREbean9JJax+DfmmwbYCzG//Pqd1a02TmdcAlwM3mpXSalHGWc9MBwHfntESaCyOXc60eul1mfmc+C6aJGWdbviNwx4g4PiJ+HhHD7iRqzTTOcj4YeGpEnEN5I9CL5qdomkfTPXZL6zRf2SdJY4qIpwI7AQ9e6LJosiJiPeA9wP4LXBTNrQ0o1YGXUGrs/Dgi7paZFy9koTRxTwaWZua7I2JX4HMRcdfM/NdCF0ySFoJ3+qXBzgW2a/zftnZrTRMRG1CqEV44L6XTpIyznImIhwGvAR6TmVfPU9k0OaOW82bAXYFlEbEC2AU4wsb81irjbMvnAEdk5rWZeSZwGuUigNYe4yznA4DDADLzZ8AmwNbzUjrNl7GO3ZIKg35psBOAHSLithGxEaUxoCP60hwB7Fd/PwH4YWbmPJZRszdyOUfEvYCPUwJ+nwFeOw1dzpl5SWZunZmLM3Mxpe2Gx2TmiQtTXM3AOPvsb1Hu8hMRW1Oq+58xj2XU7I2znP8C7A4QEXemBP0XzGspNdeOAJ5eW/HfBbgkM/+20IWS1lRW75cGyMzrIuKFwFHA+sAhmXlKRLwBODEzjwA+Tak2uJzS4MyTFq7Emokxl/M7gZsAX63tNP4lMx+zYIXWtI25nLUWG3MZHwXsERGnAtcD/52Z1s5ai4y5nF8BfDIiXkZp1G9/L8ivXSLiS5QLdFvXthkOAjYEyMyPUdpqeCSwHLgCeMbClFRaO4T7QEmSJEmSusnq/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUQb9kiRJkiR1lEG/JEkdFBHLImKteUVPRBwcERkRSxa6LJp7EbF/Xd77L3RZJKnrDPolaZ5ExLYRcUhE/DUiro6IFRHxvojYcqHLprkXEUtqkHPwQpelC+r29JqI+GpELI+If9X5e4eFLtvaqu6TVix0OSRJk7XBQhdAktYFEXF74KfAzYHDgT8COwMvAfaKiAdk5oULWERpbbMT8CYggTOBS4AtFrJAkiStibzTL0nz4yOUgP/FmblPZh6YmQ8F3gv8G/DmBS2dtPY5EXgQsEVm3h747QKXR5KkNZJBvyTNsXqXfw9gBfDhvt4HAf8EnhYRN55Gnlmf2d46Ij4REX+rjwycEhHPGDDMehHxnxFxQkRcHhH/rL+fFxGrHQ9mMo4xy3zriPhcRJwfEVdGxK8i4v+1pL+hOnxE7BwR34mIlbXb4ppm44g4MCJ+FxFXRMSlEfGTiNi3Jb/FddilEXH7iPhaRFwYEZdFxPcj4q413aLG9F5V59FDBkzTTSPirRHxp5r2oog4KiIe1pduKXBs/XtQLUfvs6Qv7ZMj4tiIuLjm+YeIeG1EbDygDE+q8/DKOk8/FxG3HrU8WvJ5SJ3uU+t8vDIifh8RB0XEJi3pb3gGPyKeEBG/rMtgZUR8OSK2GTCe+0TE9+p8vzQifhARu063vJl5Tmb+JDMvne6wA8q1tE7P7SLi5RHxxzr/z4mI90bE5i3DrKifzSPiPfX3tdF4hCMidq/Tu7JuP6dFxNsi4qYt+S2rZdgwIv43Ik6vZfhTRDy7ke4/6zp/ZS3f66NlG65p942IH0fEJTX97yLiVc31qbetAdsD2/etn0v78rtTnVdnR8Q1EXFeRHwxIv5twPjvEOURjIui7HN+GhGPGr1EJEmTYvV+SZp7vYDx+5n5r2aPzLwsIo6nXBTYBThmGvluARwPXAN8DdgYeCJwSET8KzMP7Uv/OeD/AWcDn6JUi34spRbCbsBTJjCOUbakPOZwMfCZmv++wBciYpvMfGfLMLsCrwKOAw4BtgauiYiNgKOAB1Mel/gwcCPgCcBXIuKemfnqlvwWA78A/gAsrf8fCyyrwef3gEuBrwBbAU8CvhsRd8zMv/QyiYjevNkROAF4Xy3bvsD3I+J5mfnxmvxb9Xs/4EfAskZ5VjTyPAR4BnAO8PU6n3YB3gjsHhEPz8zrGulfBrynpvts/d6TMo8vaZn2YV4J3KkO+x1gE+ABwMHAkoh4WGZe3zLc84HHAEfUabsf8B/APeoyuLpR3vsDPwA2Ar4BLAfuSZkfP5xmeefKeyk1CA6jPIqzJ/BS4IERsVtmXtWXfiNK2bcCvk9Zd84EiIjnAh+lXNj7KnA+sIQyrx8d5bGei1vK8GXKfDwSuJayTn8iIq4F7k5Zj/6Psr94DPC/wBXA25uZRMRbKNvOP4AvApcDjwDeAuwZEXtk5jWUdfD1dTqhrMs9v2nktxdluW0IfJuy/LYFHgc8KiIekpm/bqTfAfgZcDPguzWvO1C2h++2TLckaS5kph8/fvz4mcMP8E5KgP2KAf0/VPs/bxp5Zv18Cli/0X1H4Drg1L70T67pfw3cpNH9xpRq0gn8v9mMYxplPgxYr9H9tsBKyoWF2zW6L2kM89yW/F5V+x0JbNDofnNKEJPA/RvdFzfye01fXq+r3VcCH+sr39Nqv/f2DfPx2v3jQDS670AJuK8GFrdMz8ED5s/+tf83gE37+h1c+72kb3quqWVujmc9ygWDLIf5sZfP7ZrT0ej+xprXfwwo06XA3fr6fbH227fRLSgXZxLYuy/9SxrLZskMt7Nldfg7zHD4pXX4fwDbD5ifr+sbpree/QC4cV+/7es6cClwp75+H6nDfWLANJxAeWyhuWyuAS6iXFDYptFvi1rmC1h1O9i15vUX4JaN7htQAvYEXt0yPSsGzJ8t6/j/AezY1++ulAsKv+7r/v3+9bZ237uxvPefyfLy48ePHz/jf6zeL0lzr1eNd9Cd1173LaaZ7xXAy7Nx9zUzT6Xcfb5zRNykkfaZ9fvAzLy8kf6flLuOAM+a5TjGcT3wymzUeMjMM4EPUO4ePq1lmN/k1B3zpmdSgoaXZ+Pud2aeTwlUoX2aVgBv6+vWq7GwMfDfuWqNjC9SLnLcs9eh1jJ4KiXQeVVm3vBqvMz8c52ejYCnt4x/kJfU8TwzM6/s6/dG4EJWrY3xFMo8+2BmrmiM/1/AfwOr1CoZJTPPaE5Hw3vr954DBv1AZv6ur9sn6/fOjW73p7Rf8ePMPLwv/YeA06dT3jn0/sw8q/enb34+c8Awr6jbUtNTKevAhzLzj339XgNcRnmsp+2xjQOzUQMgM8+g1HTZAnhjZp7b6HcxJYjfGmg+UtEr65sy8++N9NcBr6jT07Z9DPL0Ov6D6j7gBpn5e8oyv1dE7Ajl7QrAwykXKT7Ul/5wSq0QSdI8sHq/JK1harXxl7b0el+uWhX4z9n+PPPZ9XtLSlAKcG/KSf6ylvQ/ogTj92rpN9Y4plHmv9Qgv98ySvsGbWX4ZX+HiNiMUk343JaACqaqirfl95tcvZr6X+v3aZl5WbNHZl4fEedRqjH3/BvlUYLjM3PlgPG/dsD4VxMRNwLuQbmL+tKIaEt2NXDnxv971+/VgqfMPCMizqbcbR5LlDYlXkJ51OGOwGaUu/M9rc/oU2qK9GuuH+OU9/qIOA64/bjlna4o74Nf3Nd5WWYu6+s2bH4ujogt+tbpq4CTW0bZm97VHlvIzIsi4iTKYwR3YvVGCNvmaW8d/VVLv95FgG2B3gWLYeM/LSLOAW4bETfNzHEeBem1u3CPaH/t5B3r952BU5la949r2d6gbPMPHmO8kqRZMuiXpLnXO6FereGuvu4X1+8tKAFwv6WNNPT9burd9V6/bxwrszy/u4rMvC4i/kGpFt9v3HFswXhlPm9Afr07kW3z6O8t3Xrp/jYgv173LVr6rRbg1HnQ2q+6jnJXfRLjb7MlJcBeRPt8bNMrw7B5OlbQHxEbUoLDnYHfU9ozuIDyPDm1TK0NCdK+jgxaB0eVdy7tT3uQuazv/6j5eVNWnebzB9SQmPE6MiAI783TYf2mu47epo5/nKD/ZvX72UNTQa/2z0Ivb0lSZdAvSXPvT/X7jgP671C/TwOoVbVbb/XOwiXAVhGxYWZe2+wRERtQqgbPuBX0aZT5FgO637JRztWyb+nWS3fLln4AtxqS3yRMevy9dCdl5r2Hplx9mFsAp7T0H1S2NntTAv6lmbnKmxki4laMfyFimGZ520ynvNOWmUvGTHoLprbZpkHraNv62Ux3S9qXz3yuo22PTsx0Hb1HZrbVbBiUfkGWtyRpis/0S9LcO7Z+79H/Wq1aTf0BlGfnfz6HZTiJss9/UEu/B1HuyP66pd+k3Sbq6/b6LKnfJ42TSa2CfzqwTW0hvF/vjQlzNU1/oiyze9RHG8YZf6+K8/p9aantLJwC3CUithqzDL28V7t7HRG3A7YbMx8oj0pAaUSw36SqYA8r7/qUN0isCYbNzxXZ3tp+m966vKQlvy0obURcRXmLxFwYNv47UB4FOLNveq6nZf2sevunB05z/LvV5dtvtXJJkuaGQb8kzbHMPJ3SivVi4AV9vV9PaUH/cy0NgU3SIfX7rfX5ceCGZ8l7jdp9eg7H37M+8PbmxY+IuC3wYkoV5c9PI69DKLUL3tkMKiJia0pr/L00E1cfk/gC5bn3Nzb7RcTtKdNzLeU1iT0X1u/bDMj2PZSG3w5pu5AQEVtGRLMWwBfqOF7UvJBS5+07md4xfkX9XtI3ztvR9xq4Wfgp5WLJgyJi775+L2QOn+efppdExA2PRfTNz89MI5/PM7V87tDX743A5sDns/FKwwnrrfuvjYhFvY51W3kXZXr6t/kLgUURsWlLfp+hPNZwUETs3N8zItaLiCW9/5l5DnA05e0cL+xLuzc+zy9J88bq/ZI0P55PCXo+EBG7U+7u3Y9yR/g0SmvecyYzv1hPtPcFTomIb1GqJe9DOSn/SmZ+YS7LUJ1Mme5fRcT3Kc8T71u//6deIBnXuyjvHN8b+G1EHElpXO+JlPYJ3pGZx02u6Ks5kHLX84URcV9KjY6tKdOzGfDCvkYL/0RpcO1J9X3rZ1GWwecy86zMPCQi7kNZV06PiKMor1vbirKMHkQJvP4TyiMVEXEg8G7gpIj4CqVK9Z6U+Xky5Z3u4+i9c/3lEXE3yl3a2wD/DnyHwRcqxpaZGREHUALBr0fEN+o47wnsDnwP2Gs6eUbE0sbfO9Xvt0dErzHGT81gHTge+E3f/LwHpQG9d4ybSV0+LwU+DPw6Ig6jtJPwYEqjeH9k6s0ZE5eZP42IdwD/A/w+Ir4G/JOyzdyV8jaAd/YNdgxwX+B7EfFjSuORv83Mb2fmhRHxBOCbwM8j4hhK7ZSk1ILYlfLc/yaN/F4A/Ax4X0TsQWmw8A6UxiK/DTx68lMuSepn0C9J8yAzT4+InYA3UAKbR1Ia0no/8PrMvGgeivFkSsvkzwSeW7v9gRI0fnQexg/lPd+PoARPz6Dc7TwVeFdmfnE6GWXmNRHxcODlwP8DXkSpLfBb4KWZ+aVJFrxl/CsjYlfgVcDjajmupLxt4J2Z+f2+9NdHxGMpNSueyFTr+MdRW1zPzBdExHcpgf3DKMH7Skrw/076akJk5nsi4m+UV8rtT3kN3FGUQG/s+ZmZ/4yIh9ayLaFczDiDckf6PcB/jJvXiPEcHxEPBN5MWQ8AflHHuSfTDPqB/Vq6Pa7xexll/k7HyyhB6bMptXMupGyn/5uZV00no8z8SEQsB/4LeDzlotTZlGX5lmk8KjAjmfnK+paAF1Jeubch5bGY1wLvbmnY802Ude7RlMeO1qe8zvLbNb9jIuLudXr2pKwn11DeLPBD4Ot94/9zROxCWa8eRlnOJ1MuNi7CoF+S5kW0NzgrSdJkRUQCP5pGg2rSvKm1BvYDblsbppQkqRN8pl+SJEmSpI4y6JckSZIkqaMM+iVJkiRJ6iif6ZckSZIkqaO80y9JkiRJUkcZ9EuSJEmS1FEG/ZIkSZIkdZRBvyRJkiRJHWXQL0mSJElSRxn0S5IkSZLUUf8fbuQfioSSrCAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a scatter plot\n",
    "plt.hist(train['is_promoted'])\n",
    "plt.title('plot to show gap between promoted and non promoted employees',fontsize=30)\n",
    "plt.xlabel('0-non-promoted and 1-promoted',fontsize=20)\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "60620450",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking distribution of avg training score\n",
    "plt.rcParams['figure.figsize']=(12,7)\n",
    "sns.histplot(train['avg_training_score'],color='blue')\n",
    "plt.title(\"distribution of training score among employees\",fontsize=30)\n",
    "plt.xlabel('average training score ',fontsize=20)\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4e9eb30d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    53538\n",
       "1     1270\n",
       "Name: awards_won?, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#counting number of person who have won the award\n",
    "train['awards_won?'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "01c61034",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plottting a donut  chart \n",
    "size=[53538,1270]\n",
    "colors=['pink','blue']\n",
    "labels=[\"award won\",\"no award won\"]\n",
    "my_circle=plt.Circle((0,0),0.7,color='white')\n",
    "plt.rcParams['figure.figsize']=(9,9)\n",
    "plt.pie(size,colors=colors,labels=labels,shadow=True,autopct=\"%.2f%%\")\n",
    "plt.title('% of employees who won award',fontsize=30)\n",
    "p=plt.gcf()\n",
    "p.gca().add_artist(my_circle)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "1ad89845",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking distribution of avg training score\n",
    "\n",
    "sns.histplot(train['length_of_service'],color='blue')\n",
    "plt.title(\"distribution of legth of service\",fontsize=30)\n",
    "plt.xlabel('length of service ',fontsize=20)\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "be77852a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking distribution of age of employee\n",
    "sns.histplot(train['age'],color='blue')\n",
    "plt.title(\"distribution of age of employee\",fontsize=30)\n",
    "plt.xlabel('age ',fontsize=20)\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "772a164a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1     44378\n",
       "2      7987\n",
       "3      1776\n",
       "4       468\n",
       "5       128\n",
       "6        44\n",
       "7        12\n",
       "8         5\n",
       "10        5\n",
       "9         5\n",
       "Name: no_of_trainings, dtype: int64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the different number of training done by employees\n",
    "train['no_of_trainings'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "d7792ff7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the distribution of different number of training done by employees\n",
    "plt.rcParams['figure.figsize']=(20,10)\n",
    "sns.histplot(train['no_of_trainings'],color='blue')\n",
    "plt.title(\"distribution of different training by employee\",fontsize=30)\n",
    "plt.xlabel('no_of_trainings ',fontsize=20)\n",
    "plt.ylabel('frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "12d82f39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "other       30446\n",
       "sourcing    23220\n",
       "referred     1142\n",
       "Name: recruitment_channel, dtype: int64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the different types of recruitment channels for the company\n",
    "train['recruitment_channel'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "97670c5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a donut chart \n",
    "size=[30446,23220,1142]\n",
    "colors=['pink','blue','red']\n",
    "labels=[\"others\",\"sourcing\",\"referring\"]\n",
    "my_circle=plt.Circle((0,0,0),0.7,color='white')\n",
    "plt.rcParams['figure.figsize']=(9,9)\n",
    "plt.pie(size,colors=colors,labels=labels,shadow=True,autopct=\"%.2f%%\")\n",
    "plt.title('showing share of different recruitment channel',fontsize=30)\n",
    "p=plt.gcf()\n",
    "p.gca().add_artist(my_circle)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "c87f60ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAF6CAYAAAA+kRHmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9d5wk6XnYh3/fCp3z9OSdnZnNeznjgAPAI0AhkARJ2DIliqIEk5IsiZaVKMumEuWfk2TJpmxJtiWKBCXSJMQgkABJEOkAHHCHu8PlsHkn5+mcu8L7+6O6e3p3J4fd2dn3+7m+7el666233qp663mf9wlCSolCoVAoFAqFQnEY0e50AxQKhUKhUCgUio1QwqpCoVAoFAqF4tCihFWFQqFQKBQKxaFFCasKhUKhUCgUikOLElYVCoVCoVAoFIcWJawqFAqFQqFQKA4tSlhVKBRbIoT4jBBCtj6fudPtuVsQQjzb1W+/cKfbc1hR/eQhhBjr6ofP3un2KBSHBeNON0CxO4QQNwfI/ZdSyr+2zX1/Efjr3b9JKcU+NW3fEUI8AvxY68/PSynfuGONUSgUWyKESAB/o/XnG1LKz9+xxigUirseJaweHX5CCPG3pZTNzQoJIUzgJ29Tm/aLR4B/1Po+CbxxpxqiUCi2RYK1Z/ZXgc/fsZYoFIq7HiWs3v3YeNexB/gU8DtblP9hIH3TvgqFQnHHkFJ+Azi0qzsKheLOomxW736uAVda3z+zjfLtMpdb+yoUCoVCoVAcWpSwejT41da/nxBC9G9USAjRC3zypn0UCoVCoVAoDi1KWD0a/HvAxVvS38we9c8CZqvsv9/JAYQQ7xNC/BshxCUhREkIURFCXBNC/KoQ4iPbrOPZVvlLQoiyEKIphFgUQrwjhPh9IcTPCSGGu8p/puVI9itd1fxKl7ds+zO5k3Np1X2L123rt/+91b6KECIrhPiOEOKvCCH0bdabEkL8AyHEi0KIldY5LgghviqE+GtCiMAW+3+2q11jrd9+srX/ghCiLoSYFEL8khDivi3q+ka7rm20e9tlN6nDEEJ8XAjxz4UQ3xZCLLfOvySEuNw6tw9vo571+uA/a90j0606d93OVn33t671G63r3BBCzLWO8ZNCiG2NjUKIDwohfrO1b10IMSOE+LwQ4hPb3H/bXvA7LCuEED8mhPgPQogrQojiTffiz7f7dp19jwsh/mshxG/d9Kwut+6TvyuEiG+w71jr2kx0/fzn13lmZffxd3huISHE3xRCPCe88aPRatu3hRD//UZt69r/F7qO9Wzrt6eFEL8uhJjqqu+L272O20UI8aAQ4t+1jlNvXY8vCyH+9C7r+0TrebnSes6qwhuXPyuE+OA269CEEP9lqz9XW3VcFUL8P6I1xqzXZzfVccv1E0KcFUL8ohDiQuv+WzeSiBAiLYT4e0KI51vXsym8sfN5IcR/K4SI3M7+UBxSpJTqcxd+ANn6XGz9/ZXW329uss8brTJfbv19sV3PJvsYwL/pOt5Gn88BwQ3q0IB/u406JPCLXft9Zpv7TO6i/8a69v8s8DEgv8kxXgZ6tqjzR4HcFm2dAh7dpI7PdpU9A/ynTepqAD+zSV3f2Or6brfsTdfiMxuUeW6b1+uzgG+bfXAW+N316tnlc2MA/wJwtmjjd4GBLer6n/AmfhvV8X8Bz3b9/Qvr1LHp9t2UBU4Cr27jOkxscIzNzqn9WQY+uMVztdVnbBfn9jQwt0W9q8DHNqnjF7rKPgv8vS3uh3+8m3ttneP+FaC5yXF+F++Z7zwnm9TVC3xtG338S4C5ST0x4Jub7F8FfuLmPtvq3gT+XGvfm+v7zE37fQYobnEOi8D7t+jbfekP9Tm8H+Vcc3T4LPADwENCiMeklK91bxRCPAo83FV2u/wHoD3rr+OZD7yAN7g/AfwMEAV+HIgLIT4pW6NHF38N+Aut73ng14DXgQIQwnvBvQ/4/pv2+zrwaeAjrTrAEwC+flO56g7OZz1G8YTtGPBbwB+36nyo1e408CTwB0KID0op7ZsrEEL8IJ5zW1sD+y3gt4GlVv0/BTwIHAe+KYR4Skp5cYt2/RO8kF1TwC8Dl4BU67ePAT7g3wohVqSUv7+bE99ngkAZ76XxKl7khjowCNyPp/UPA38e7z74G9uo8//AM125hncvXsK7Z75vp40TQgjgP+LdUwALwG8Cb+Jd71G8e/1xvPvxa0KIJ6WUt9xfQoi/A/x860+Jd/98BajhPWd/AfivgeGb9z1IhBBngBfx7hPwzvFzeOdYAfrwntsfZn2HpkDr93fxJh8XgEzr9xG8e+9xPOHgi0KIR6SUk137L+P1bx/w/7Z+ew74P9c51vIOz+1RvGc/2PrpdeD/A6aBAbwx6Bk8Z9MvCiE+Jj3Hrc34S3jC2BzeuPgu3nP1CeBP4fXFPxRCfFNKefO4s5O2/zjwr7t++iPg9/Ceg3N44+inb91z3bpSeNf4ZOunN/EE3at4E40H8ITA4Va9Buv4M7Seh88D7dWOPPDv8PpVBz6I96x+FvjSdtrW4hnWJgD/DvgO3jhwFk/wbB//rwO/2PqzijdevoB3v6XxrsGPAP3AV1vP4nvrnMe+9IfikHOnpWX12d2HtZliW7MaxBP+JPB/rlP+X7S25WlpQNlCs4o3WHfPbu9bp8wocL2r3M+uU+adrmOf2eScYsAj6/z+GTaYme+h/8a4ccZtAT+6Trm+rvZL4G9v0O6lrjJ/a50yN2uoX9mgXZ+9qV1fByLrlPuvu8osbFDmG5td352U3c41AD7KBtr11vYe4PlWHQ4wvs0++I9soondwTX/6111/gcgtE4ZgacxbZf7X9cpcxLv5SvxtNufXKfMAJ6g130ev7BOuWc3276TsngCxltdZX5tvXNslTWBT63z+yjw4Bbt+AnWNJG/so3n67PbuDZbnZvGjc/hLwLaOuX+QVeZaSCwTplfuOm6fBkIr1Pub3aV+cM93HcJYKVVjwv8hXXKRPEmuN3tWrffWFttcYG/vkGZCN6ku13XJ9Yp8zNd268Cx9Yp8xiQvaldz25x/dpj0i3vi67yT+CNuRJPOD6+QbkfZk0b/d2D7A/1OdyfO94A9dnlhbtJWG391l5qX6FrqaP1YmoPlv+m6/ethNXXuo5zywu5q9xTrC0dTgL6TdvbL/bf2+W5fqarHZ/Zp/4bu2lw/V82KfsAXpgvCcysc37/TVc9n9ukHh1v1t8u+wPrlPls1/Y80LdJfb/ZVfa/Wmf7Nza7vjspu1/XADjRVc/f36BMdx/MsI4gsYvjBlibULzMOoLOTeXbgkOBmwQePEGp3b5/tEkdD3XdN7dDWP0zXduf3+oc99ifv9o6TpV1llXZf2H1R7q2vwiITer6YlfZ9QTDX+javgokN6hHw1vVkHhjmLHLvvobXcf7lU3KDXLjkvgt/YYnPLa3//MtjptkzbTpy+tsf7urrqc3qaf72d+usPojW7Tt91vlisDwFmX/h656P3BQ/aE+h/ujHKyOFp9t/ZvGi7na5lOsxVb9LNug5fzwaOvPt6WUf7RRWSnly6wtzY/iLRN2015GPS28pASHDYe15ahbkFK+gzcrBziGZxLQzX/W9f2fbFKPA/xvG+y3Hr8mpdxsqfSfd33f1hLinUZKeZ21pcD3bWOXX5ZSVvbh0B/H05ID/B9SSneL8r/W+jeGZyfZTbuvLTyzlHWRUr6Fp7W7XXQ7V/79bZzjXnih9W8QTyg/aLqflf9NtqSPDfhfN9hvPf69lDK33oZW/32z9aeftWXmndL9bP7zjQpJKRdYu+824qfaxTerq1VfDvjD1p8fFkL429uEECfxJuEAL0kpv7tJVb+OtzS/XaaAL2y0UQiRBH6o9edvSCnntqivu08+dtO2fekPxeFH2aweIaSU3xFCXAFO49ka/W5r02da/16WUr6w3r7r8FTX9+28cL+MtwwMnhDycte2r+DZk53Hsz36Z8BXpZS1bbbloHlXSrm0RZmvAz/Y+v4kngNO2+6rLbyuyptshdehuy+3Eta+tsX27+FpJmLcKkDfEYQQMTyh6QfxbHTTeHaq63FsG1U+v09N+1DX96QQ4se2KN9ta3oeT/OMEKIPz+4Y4HUpZXaLer7GWri4g6bt7ZzH0wzvGiHE+/CihzyNpw2P4q3QrMcxPBvlg6Q9Hkm88WQzXsCznY6w9TO2mZAGni1rm+QWZW+hNT60J+/LrYnvZnwNzxFrI9r3cR54yqt+U/xd/57AM00Bbxm+zXObVSCltIQQ38HTbm+Hb28xmXiGtUhEzjaexe777vxN2/arPxSHHCWsHj1+FfgfgU8KL66qYHexVQe7vl/eRvnuMoM3bfu7eC/SITxj/g8DDSHE9/CM778OfF1Kae2gffvJ1R2WGer6HsNz+IG15AwbIqVcFkIUgDi39tOO2iWllEKI63jpaFNCCL+UsrFVGw4KIcT34zm8DGxzl9g2ymylddkuY13f/9UO9+0WUrqv/U7vmwNDCBFlrT8vbSEsbFaPD89j+qe2KtvFdq7jXmk/K4tSytJmBaWUrhDiGp6jW0oI4ZMbp6Fe3eK43c/TpmHnNiDO2mRtP+6Xsda/STxbzZ2w0X18fRv7bqdMm62e2bGu73+FzYXzm7l5wjDW9fte+kNxyFHC6tHj3+PZ+Jh4mhGBd513Gls12vV9O8uw5Q32RUo52fLk/QetNiXwZrbPtD7/LbAshPif8ZzDdvWi3QPbiSbQ3Qfdcf922k/g9VX8pn33q113RFgVQpwG/oA1T+1LeB7PV/AcNOpdxf8Nnjf5dmLX7pf2Pb6HfX1d37uv/U6vz0HSLTCWNyy1Nf+KNUG1gbds+gqeAFLBM5mBGyN0bCsG8R5pPys7eca6991oGfsgTSVg/++X/bqPu1c79vs+3uqZ3a9z2O+6FIcYJaweMaSUM0KIr+OFsfpM16avSSlnd1BVt/Zio2XcbroH5Vs0Hy3by78mhPhbeEtQH8DTtn4E70Xbh2c3ej9eOJnbSWjrIjf0QfeLcKf9BGt9tamGiL21a6fs1X79v2dNUP2fgH+w0aRDCPFv93is3dDdNyeklBP7UM9Or89e2ewaFbu+bzuIejctO/Wfaf05C3xfy8Z4vbK3NSQX3rOSYOfPWHvfO8V+3y9lvH6YllKO7rZR3Ch83u77uLtPflpK+St7rCvB3vtDcchRDlZHk8+2/n2INeeHz65bcmMWur6f3kb57jLzGxWSUlpSyhellP9cSvlpPA3bT7OmEfyLQogHd9jWvXJqh2W6z6/ImmZiy3paphltbcCG/bSd+lr2cCdaf2bXMQFodJXdSouQ3mL7VvxA699l4B9uIqhGWYsBejvpXprcjq3sRnRfs53eN+vRfc12fY1aS+OF1p9nxTaM99bhI6zFXv1fNxJUW9xuwaA9Hg1sldGode5tZ6jMJiYAt4MCa4Lhftwv7fu4b4/Oqt338YkNS+2szHbZr2exu6699ofikKOE1aPJ73KjpqXAzu15uh2k/sQ2ynd7ab68YambkFI2WzPrbq/qZ24q1r1Ut5uX8FbcL4To36JMd8KCV9pfWkJZ++9eIcQjW9Szk37aKo3t46wt/76yzvZ81/ehdbYDHe/cM1scayva/TexhRf6D3Bnxp1vdn2/2aN427RWCKZafz7S6rvN+OgW2/Nd3ze8Ri22chb6duvfBGuB3ndC9zNwbYuyH99i+34/s+1nRbA2MdqID7CmWd32WHQQtMaH77X+7BNC3L/FLlvdL+37OMDurnGb73V9vzkZyw20hMCbx+S90A4LB3t4FlvsV38oDjlKWD2CtLzsfxF4qfX5xZ163ksvK03bs/1hIcSGAqsQ4gnWBKspducZPNn1/WbzlO5lo/1cjmqj48VKXZdWfuz2y3mGWwXD3+n6/nc2qUcHfm6D/dbjz7Y0sRvxt7q+/+4627uzvWwm+P5V9m532NYun9hIq9c6/59fb9tt4A9Zc6b5q0KIrZzbNqM98fPhJWdYFyHEA2z9Mr6KF/Qc4NlN+i6Bl8JyM7pD/PyPQoidju/dtosbhmkSQvwoW4er2u9ntvtZ+bktNMd/d4P97hTdioK/tVGh1oT5Jzfa3qLb7+AftZ6pHSOlvIaXZAHgfUKIm8OzdfOTeAk99oXWhK+dEeuDQoi9CKz70h+Ku4A7HehVfXb3YZ2kALuoY6ukAD/edZx54Nw6ZY7jvXDb5X72pu2DwD9jg2xFrTIhPA1Iu44P3bT90a5tv7xP/TfWVafEExh+eJ1yvdyYFWi9DFZRbsxg9d+sU0YH/u+uMi9v0K7P3tSur7J+dp2/3FVmowxW7+sqc4V1gp/jhZiqdx9zg3Z9pqvMZ9bZ/uWu7X9zne0mXsrY7nOb3EYfjO3jM9Od9etN4PQW5d8H/NN1fu/OYFVnnTz0eFrKd24631/Y4Dh/1FXmr62zPXxTmXXr4takE5tlsDKAH7rptw907Tuxwf3yPjxnpe623HI/tMrmW9uvskkQ/1bZZ7c4t5szWP0z1s9g9fNdZbaTwerZLdq17bKb1JHgxgxW6z0/EbwQUt39+tkN6vvtrjK/CcQ2ObaBF2t2vcyCN2ewuiU4P97Yu9MMVuve5zeVf4y1zFRZtsgohWd28s9YJ0nKfvWH+hzuj3KwUmyIlPI/CiE+jZcvfRB4TQjxWbwMMg6eo9TPsLYU/WVuzH8Nntf/3wb+thDiFby4mRfwXmRxvHzRf4a1uJbPs7ac2eZtPFvIPjxt4wpefMS2trgmpfwmu+cbeOGffl8I8Vt4CQCqeNqjv4AnsIInUP+Lm3eWUpaEEP8lXlYWHfgXrX77bbyX1HE8D+u2NqrE1loy8PJ2/xjwjhDi3+EJnAm8IONtTa/Ey151i3OVlPIlIcTzeLEIT+Fdv/8HLwxNCi/39o/ihR2rspYEYjf8X6yZi/zvQohn8foxg2fP/Oda/z7X+nevtmo7Rkr5L4UQT7ba8hDwnhDi9/GWJRfwrl0vXnzYjwLjeMvh/+1N9VwTQvwD4J/i3d9/JIT4HF78zzpr900aT6u2VcKGf4Z3LcC7d57G67smnsPhZ/D66zfxnsWNzs8RQvwXeM9nCk8j9hEhxG/iCbHVVpsew0sUUseL4NDmRbxVkcfxJnMXW/fLJTznuY/gpWAGL1D8VlrAr+Od+0ngc0KI3+VGs4dvym2u+EgvHNWfxYuhGsQbU75fCPHreM5g/XiT63asWQv4c1LK+nr13U6klHkhxM8Cn8MzY/gVIcSfxBsvCnhj4M/gjRPbuV9+Gs9s50G86/FxIcR/xFvaz+H1zzDe8/wn8EI0/bt16vllvGv4/XjXqD3OvIYn1H0QL143rba246zuOYKClPI1IcRfwcu6mMR7hr6DNymbwLt+KeBcqx3tuLC/uE51+9UfisPMnZaW1Wd3H26DZrVVxmAtjetmn99inbzweDPirfZtf74O9GzQjr+0yX6Tuzj3sa79P4s3iOU3OcbLG7Wtq84f3aIOiWcm8dgmdXy2q+wZvOX9jepqsE46yZvqG8czsdiojot4wuM3NrsX2Ea6VeB/3uLcv40nDLbbs+5144A0q626BfD3uUmbvMnnG5vU9b+wlmZ4vc//yTY1TtyYUvLmjwv8ox3UdZobVwM2+lxfZ99TeBrJjfap4QkH27kfHsETkDeqa6yr7HbP7f14qzybnVcG+PgmdfxCV9lnt7hftl12G/feX8UTwjZq92+3rl1nXNqkrhg3plve6vM/bFLPtzbZrwb8BF7s7vZvj65Tz7au3zr7fQovo912zmEVSB9kf6jP4f0om1XFpkgpbSnlX8R7Sfw7vOWiCt4gNoG31PhRKeV/IdfRkkgpp/BegD+LFzD+bTxtgoP3IrsC/AbwKSnlR6SU68ZDlFL+Gzzt0+fxNCn7Gk9USvkVvJfrL7KmaSzgaZt+Fi8n9aYpB6WUv4enofiHeLbCGbyX0zKeIP7X8Uwptspy1aYppfzP8GLTfg3P1KCJJ0z8Mt5L45e2aNMEnkbhf8azYa3hOd+9jhdu6gkp5ZbJDLaDlPLn8RJQ/AHei8XC01h+HfiLeC/7lf041m6RHv8jnhD/D/EcNBbx+rWOd299Ffj/Ae+XUj67SV3/PZ5Tx2/hnWcTzzv594EflFJuaAe9Tl3/EE9b/kU8bXyz1ZbPAR+WUv7jHdR1Be9e/tN4AtA03nVv4gl6X2EtUcfN+17Fu1/+F7wVkDqe/ekl4F8Cj0spf3mb7XgDT0v7S639txPPc6s6X8QT6P4W3rVbwbvPMnjP6t8DTkop/3jDSu4QUsp/jafV/iye7XsT75n+KvBnpJR/Eu9ctlNXUUr5p1v1/SLe85wBbLzrdQVvrPxbeP3xDzeqB0/Q/Bm8/mzHRL6GFw/5cSnlb3CjzepWWdu2jZTyC3jP4l/Ge25mWLtXV/Cu6f+FJ9QOSSnXTeKwX/2hOLwI6c1KFIp7ilZMyYnWn78qpfzMnWvNGi0ziz/f+nNceo5uCoVCcccQQryKJwgW8GyZleCguK0ozapCoVAoFIp1EUK8H09QBc8sRgmqituOElYVCoVCobgHEUI8IITYMCxVK2zfb3T99P8efKsUiltR0QAUCoVCobg3+THg7wkhvoYXaWESz262D88e+9N4YecAfltK+Ud3oI0KhRJWFQqFQqG4hwkAP9T6bMTn8CJAKBR3BCWsKhQKhUJxb/Jv8eI+fwQvykIaL5ZzDS/CxXfwQmg9f6caqFDA1tEAlCG1QqFQKBQKheJ2sG4qZeVgpVAoFAqFQqE4tChhVaFQKBQKhUJxaFHCqkKhUCgUCoXi0KKEVYVCoVAoFArFoUUJqwqFQqFQKBSKQ4sSVhUKhUKhUCgUhxYlrCoUCoVCoVAoDi1KWFUoFAqFQqFQHFqUsKpQKBQKhUKhOLQoYVWhUCgUCoVCcWhRwqpCoVAoFAqF4tCihFWFQqFQKBQKxaFFCasKhUKhUCgUikOLElYVCoVCoVAoFIcWJawqFAqFQqFQKA4tSlhVKBQKhUKhUBxalLCqUCgUCoVCoTi0KGFVoVAoFAqFQnFoMe50AxSKo46UkoZlI12JK9cvYxo6hq4hBAghdlS/KyXSlTQtB1feegABCE1g6Bqmoe/iDBQKhUKhuHMoYVWhOGCqdYt/+RvfZG65wNJqcd0yf/Jjj/Lsk6dIxsIY+s6E1Wy+wlK2xC/9zovML+dv2e4zDYb64nzfE6f4wQ/dv5tTUCgUCoXijqGEVYXigJFSspwtM7dcYG4pv26Z5WyJYrlOPBIEfWfWObWGRbZQYXYpx8zirfX7fQZCCEqVxi5ar1AoFArFnUXZrCoUh4BcocrMYh7Ldna8b6FUY2YhT9Pa+b4KhUKhUBx2lGZVoTgElCoNlrMlHMfd8b7lWoOlbGlXgq7izjAxl2E5W2I5UyIY8DHSn6A/HSMRDd7ppikU+4KUEimhXK7zO7/9CvV6s7PN5zd5+ulT9PRE6O+PbdtO/9q1Zebnc1y+vEizYQHwwQ+d5cEHRw7kHHaKlBLXlXzpj95ienr1hm0PPzLK0FCCkZEe9G2unmUyZS5dWmB6OkMuWwZgdKyXT37yoR37NtztKGFVoTgElGsNMoUqtrOBB9YmVGoWq/kKtr1zQVdxZ5hZzHFxYolLk8sko0Hs+0cJBX1KWFUcKaSUVCoNvvCF1ygUap3fwxE/PT0RXLeP/v4YUsJ2ZK/Z2SxvvjnNV7/yDpWWWdPAQOIQCaveOX/725d4+eXrt2xzHJehoSSapm3rfAuFKm+9NcMrL19jctITft///lN88pMPHUTzDzVKWFUobjOGrqFrAst2Pe0DkC1UmZ7P7ko7mi9VmZrP0LDs/W+s4kC4OLHEN165wnK2zHBfnNGhFLVGz51ulkJxW2jUbZ577j1KpToPPHDsTjfntvDa65NksmUeeWQU01Si105RPaZQ3GYMXcM0dXTNxXZdmpZDtd4kX6rhui7t6FNbzbzbS071hkWxXMdxXIQAv2nguBLHcdcNZaW4cziui2U5FEp1Mvkq1VqTesPCsh3cjeKaKRRHDNd1WV4usrpSpFCoEQr58PmOtjiSz1UIBkwKhSq6rhEK+e50k+4qlIOVQnGbCQV9JGMh+nqiJGMhAHLFKrNLOZo7WMp3XUmtYZEv1VjJlbEdF9MwGOpLkIqH8PsMtHvMrumw02jYLGVKZPJlCuWamkwo7klcV7K8VGRycpW3354hn6/e6SYdOLlclbm5HO++O8vMTOZON+euQwmrCsVtxnZcbMelJxHuCKu249JoOhTLNcrVOrC1EGM5Diu5MpVas6ONNQ2NgXSUUNCH7bjIbdSjuH1UG01mFnNUas2tCysURxBd1zAMT/TI5Sq8/tokuWzlDrfq4NA0gWnqCCFoNG3eemuGqanVrXdU3IASVhWK24zjuNi2QyoeJt5yqHFdSdO2KVbq2xZkbNtlNVem2lXeNHR6UxFCARPbcVCKu8NFvW4xt1SgUlfCquLexDR1/H4DISCfr/L227PkcpWWCdTRG7A0TeD3G2iawGo6XHhvnpnpzJE934NCCasKxW2maTk0LJvhvjgDPdHO764rmV8usJRZP8vVzTSaNlMLWfKlNS9b09Q51p8gFg4qQfUQUqw0eO/6IoWua6ZQ3EucPTvIE0+exDQNarUms7NZLl1a4MKFeewjGH6vvz/OB545Q09PBMdxWVjIc/36Cm+/PXtDhATF5hxti2aF4hDiui6OI4lGAjd6/0soluvbzjRlOy75Yo16K94ggK5pxCNBAn71aB8m2jEn602LlVyJWtc1UyjuJeKJEH19McJhP+VynWbTZmm5wMxMlhMn+jDNgzmubTvYtkul0sC2Hep1C9t2cRzPubEdPksTAk3TMH06pqkTDvvx+038fq9hO3UDCAZ99PfHiUaDFIs16nWLfL7K1OQqvb1REonQAZzt0UO90RSK24zjShzXZag3jqGtLW640tOsJqJBJLDVmNiwbCYXsuTLa7Nzn6Ez3BsnFg4cTOMVu6Zp2eSKVS5PLVNvqDBjinuTdE+U4yM9jI6mWV4uMj+f4+23ZshmKzz99EmCwYPxki8W6+RyFd58c4qVlSLXri2Ty1Up5KvUak1cV6JpGoGASTBoMjSUIJ2O8uijY4yOpTl5sn9Xx41EAhw/3sP8XA4hYGJihYWFHF/+8tscG0kxNJTc5zM9mihhVaG4AwgEkZCPStWHoWs4LfulTKHiLetvQ1q1bYeVbJlK1bN/NA2dgN8kEvLj36c4fq6UNBo25WqDTKFCrlilWm9SKNVo2g6Npt0JkaULDU0TXliWgInfZ5CIhoiG/fT3xIhFAgT9B6M2cRyXWsMiW6iQLVRZzVeoNyxKVU+LYjsujutFWtA1DUP3PqGgD79pEIsEiYR8xCNBehJhAn4DXdO2nSXGdT2nuXypRqXWpFiuU2tYlKsNytUG9YZFoVRnaiFLo3ljmKp8qcb33p1hKVOiJxHe0Xn398T4xDPnMQwNXdu9VVfbdq5pOyyuFCmW6+SKVXKlKvWmTaNh47gurisxjFbfBXyEg37i0SCDvTFi4QCxcABN258IFE3L5qsvXiJfqlGueasNpqHzyQ/eRyIaxO8zEEJ02t5o2ixny6zmymQLFYqVOk3bod6wOiYxfp+BaeiEAz6ikQDxSICBnhihoEk46L/nsgLdCRzXC7F3/wPDhK77mJ/PUSzWMJeKzM3lcByXVCqyb9eiWKzx7juzTE9nmJ/PsbhYoFJpkM1VqNeaLQ2r09KsChzHodGwcF2XTLZCsVTn2LUU168v89hjYySTYTRN7GxssBxGx9KEI35mZjLU6xbLy0UW5vPMD+Tp749tO6vVvYoSVhWKO4AQEA74CQUbGIaOtLxlqGyh2rFBlVKuOyC2X86W5bCaLVNtOev4TE9YDQf9mKa+67a1l6yllNiuS6naYHG1yNXpFSbnMqwWKsws5KjUm5QqdU9gdSVmSwD0+wxS8TCxcIDRoRSDvTEePC09r1hDR+8SZvbyQmr3gyslTdshX6wyMZfl+uwql6dWyBerLKwWqTcs6k2rY3LhMwx8pkHAZ5BORYiG/BzrS9CfjjIykPQ8lUWQoM9EaGwr/Jfjem1YWC2ymiszs5inUKqxmCmxlClSKNVZyhRxHPeW+AyFcp3XLszw2oWZHffBg6eH+OhTZ7xJwi7fde3r7bgu1XqTibkMs0t5JuYyTM5nKJTrFMt1bNuhaTkEWxORdCJCOhnh+GCSR84dY6g3RtBvYhhap8/2cn0t2+FL37nA5FyG5ZyXajLoN3n03DGCfq8NnWfBdilXG0zOZbg0ucS1mVXmVgpUat7Eqh0iLBb2JkzpZISh3jgjA0k4C+lkhFDQv+VqhmLvOLaDBO6/fxjXlbzwwhXK5QZSwsxMFsPQSaUi+3a8UrHGSy9d47335rh2bRnwxl/RuUcBRGd537IcLMvpZMi6fm2Z/v4YI9d6OH68h1gsiKZtf3x1XUnTshkd7aG/L8bXvvYulXKDRqPM/HyO/oE46XRECatboIRVheIO4bgSn2lwfDDJcqZEvlRjYaXIYDqG60p0feNXZ7VuUaw0yBSrNJs2AhjqSzDUG8N29xZgPl+qsbha5LULM8wuFbg0sUStYVFvWDQsG9t2aVg2bsucoS3suK5L0xbUmzaVWhNN07g+l8E0dP7gW+9yciTNsYEkP/b9D5KIhvZsVyulF77ruZcuMzmf5aW3JqnUm622ehrfdrB9V8o1DZxr07RsqjVBsVJH0wSXJpcxDR2/qRONBEjFwnzsA+cYG0pxZqxvy7aUKg1mFnP8zlfe4L3rizQtG9txsWx3TbO7jqB6GMgVqyznynzlxYvMLOSYnMvSsGwaTbs1EWm1vTWBqdSa1Oqe1nh2Kc+Fa4t8+7VrhIM+HrtvhHNj/Tzz6Al8poGxyT28G6SUFCt1yrUGsUigo8X+7a+8wcxijsn57NrkxHI6yTHAW6yw7AqaEKzkylydXiHgNyhWapw+3ktfKoq2z+1V3Ir3TLqcPj1Ao2Fz/HgPq6tlmk2bb37jIoV8lTNnBvbteIGAyYkTvczP5wBIpSLEYkFOnOwlmQgTjweJRAIITdBs2JRKNQqFGq+/PkUuV6FSaZDJeP++8J0rrK6WefrpkxjG9gRWx3VpNGyGhpL4fAajx9MsLRXIZMq88cY0hUKNs2cHj3xShL2iekehuENI6aLrGsloqOMdXm9a1FpCoR99wwGxVm9SrTW9gV9KhIB4JEAsEmg5C+xeLKrWLZYyJa5OrzI5n+HK1Aq2s3WygrYw4yI75atdIZoc19N+XT89xHCfzehQakPt8VbHASiUa2QLVS5NLjMxl+HK9EpLeN58f1dKkOAgsVrt7A4XZmZ00okq5er4tlPYuq0XUq5UY7WlBexG1wSaz8B15S0pdYXwTBM0Tew4iYPP1Lc2bt4Ax3Gp1JrMrxS4NrPKxetLzC7lWc6WNuxDgacpWrvGNmU8ExG/qRMK+BAIBtMxhvoSxCL+HZlTbIXEW+6vN2ws22EpU2J2Kc/FiSXmlvMsZUqb7m/bLXMHy7sGWll0VgYUtwfXkUhXEgz6SCTCDB9LUq02yWabLCzkGRxKUK028fuNbQuEm2H6DPr64gwNJ1lZKTE4mCCRCHHiZB+JRJjEOsJqvlClWKyxuJjn6tVlHMehUnGYn88TjQZ2FGlFtiZMfr9BJBJgaChBs2mTyZTJZsv4/Qblch2fT+84cSluRQmrCsUdQErPm99n6IwPp8gWKixlSli2Q6XWYGG1QDoRIdGKw3rjvpL5lQILq4WO5CaEYLgvwXBfoqNJ3C2ZfJk3L83x1uU55lcKWw7Mest+qy0kb1R8djHPwmqRfKnG4/eN8Ff+1Idagszu2vndtyZ57uUrvHFxlnK1seE5t5f8NE14y91bCN5WSxPakwwT3aajmq5rBAIGAz1RCkOpWwu0BPlytcHC6o2hyQxDJxYOEAn68e9Q2zyQju3Ifq6bar3JK+9M8cIbE3z95cs0rc2FtrYwvdGEoGE5vHZhlstTy7zwxnV++tPv5/HzI8Sjgf2zBZVQrHj2tAGfwRe/+Q5ffekSuWIVewfZ3zoIODGS5vRor8r2dptox5kGGByM84lPPES5/AqrqyVmZzMkEiEuXpxndDRNOh3doratiUQCPPb4GMdGUnz0o/czNpYmEPAhhGiNDbA241szgXr8sXEmJpb5p//0D6hWm1iWw+XLC9i2w4/86GPA9gRp15XYlrfCEwiYfOSj9/HKKxNcvbrE8nKRet3i0qUFjh/vYXy8V9lNb8CRF1allLiOi9W0WZ7JUCs3qBRrWC3HEOnuYoDromcgwdnHx9UNptgxrivxmTp9qSjBwNqMutlynAoHfRsIq5At1sgVax3BUACpeIhUPISEHc38byYZC3HuRP8NNpShgEksEiCdjBAJ+knGvGX8UMCHaeieIOh6mspaw/LSiZbqXJ5aptG0W9m0vBfVSq7M7FKBK1MrDPbGOlm8tkuj6Wl+J+ezTM5nqDesjqAaCfmJhQOMH+shGvaTiAYxDU9DLfA0c3Yrzm2tYVEs16nWm6zkypQqDQqlGn7TIB4NMpSOE49sT1gN+Ez6UlGeefQE58Zv9RqWSJqWw9XpVRaef/eGbdGQn3Pj/Zw8lqa/Z2cv51QijKnrOxK0pJRki1UWVop867VrTMyudsw6hBCE/CY9yTBDvXF6EmFCAR+hgNkRii3LwbIdcsUq2WKV+ZUCmXyFesNGSkm9YZPJV3jtvRlq9SYfffosAb+5L8KgRFJumVy8e3WBy1PLlCsNkBAJ+hnq965ZNBwgFPB1HOnslklIqVKnVrdYbiXTaDRteuJeJjk1hN8epJQdM6VQyM/x4z309cWIJ0IUCzXy+QpvvTVDLBbcF2FVCG8yGY+H8PkMAgHfJjb9otPGaDRAMhmmvz/OykqJXK5CqVSnWKzteHx1XW81R9c1hodTzM3lSCbDlMt1LMvmvffmABgf793DmR5tjrSwKlvLfVbTplKscf2dGTKLBZZnM1SLdaymjWvvzY7s7ONjnH18fN/arLh3cF2Jaej09UQJBdbCtTQth5Vsib7U+gO1BM/rvVhdy8oqBD3xEKl4uGVDuvu7uicR5qEzQ/zh80EMXQcpiYUDjAwkOX9igIF0lFPHeklEg/SmovhMHa3liV5rNMmXalycWGJ6IcdStkShVMNuLbO3ncjmlvNcuL5EwG/uWFitN22uz60yOZdheiF3w7Z4NMjIQIKPPHWG4b44Y8MpAj6TQGt5rb0MXyzXyJVqTC9kyeQrvHttkfmlAo2GRTQcoCceYqgvfsN12YxgwCQYMBlIx9bd7kpJtd7k+Vev8YfrCKv3nxzgA4+sL+juJ23N90q2zLWZVb7xyhWalt15+Rq6IBYJcmqkl8fvP8758X56EmF6Ei0PaLxl+FrD4trsKlenV/jeu9M0Gp59q5SeZrpQdnj5nSkWV4u8/+FxfKaB0PbmcOW133NIyxarvPT2JNlClXrDIuA3ScSCPHhqkOODSYb7EqRTEfw+g4BpUm9YVBtN5pYKZAsV3rm6wEq2TK5YJZ2IkIrtLAqDYvd0j0/hsJ9w2M/AQJyeHk94yxeqvP76JOfPD3Hq1NrK0W4RQqDrgmg0QDS6vcmnEIJQ2E88HmJwMOGZ+OQqlMsNSqV65xy20652WYm3inLsWIrZ2Szp3iiWZVOvW7zz9gzBoI/v+75zuzKNuhc40sJqbqXI0nSGr33uRWavLLI6n8Nq2lgNG7cVbmevHg/+oLIxUewOiSTgNxkbThHr0uDVGxZTCzmOD66znIw3+C2sFFhcLdBedNeFYLA3zlBvjFJ1e0kFNsLvM+iJh/nBD93PE/cdZ7jPi9uaSoQJ+k3Pk95veFor40atnuclHuax8yOcH+9ndCjF21fm+NyXXm+lF/TKFUo1XrswzchAghPHenbUvkqtwTtXPGGjjWnopGIhPvrUGT72gXOk4qFOO7vbJ4RXNhELEQn56UtFsGyX9z88TrVuUak1qdabHWero4bbilrwhW++w4Vri1j2WkregXSMY/0J/tynniIVD5GIhQgFTAz9xggOnuOUxrmxfkYHU7zvwTG+9tIlLk8u8+Kbkx2b3OVsiaZl89I7U5wY7tkXQdx2HL7+8mWklORLNWLhAH3He/kvPvYIQ30JBtMx/D4Dv6l37k1NEx3TmKHeOLbjXe+m5dC0bUYHVZzL24mUcLO1yYMPjuD3m3zuN79LtdLk+vUVrl5dIp2OMjqa3lN0k72g6xrxRIhgsD3ZdVtmDO6WTrBtJC07+S5hY2goycc+9iBf+tKbXLu2zPR0hp6eKFeuLDEwECcWu3VF7V7nSAqrsmUjklsqcP2dGS6/PsnslSWqB5DisFqu73udinsECYauEQ76CPiMzkvVdlxypRr15gbOPdLzPi+1lj91XcNn6oSDPoIBH6VqY09zMF3zQg+NDqZIJ8Ic608SDvqIhPxb7yu8eJ8+0yAa8iOBUqVOLBygUmt0HFsals1SZneZnNb6Z21fTROEgj76e6KMD/dsaMfZtlPTNB3T0Al2aU5tx8V2HIrlOq70AoQfNQVHo2lTrNSZWcgxu5zvLMcKIRjqi3NyJM3Z8T6Cfp/nvLUO7f6LGDqRkJ90IsyZ0T4cR/LahdlO3N2m5VCuNpiazxIJ+vZFWJUSz4FNCJCSnkSI8eEe7jsxQH86RjS0eazUjqY8SUeA9Wyu99w0xTZpj03diz+9vVHqNYtg0KTRsKhVm6yslJifzzM8nNwXYbUTDaRhY9uOFzu4FaXDi3Yh1+zuW3aruVyVaqWBZTk31LOXlSvwNMpjY2nisRCmoVOreVmtZmayxGJBJayuw5EUVm3bYXU+x0t//Da/8y//mHq1gbMb43uF4oDxmTrpZMQLnh8KUKrWPc3qXIZief3JlYtkfjnPwkoBibeM3JsMEw37CfiMfYsVeWa0D4ncta2hpgkG0jFOHkvz+P0jvHt1kYWVAgC1usXUQpZSdeeTPcfxHJWaXS8QXdNIRL0YmrsNSq9rAl0z6E1GtpVB7G5kZinPu9cWmF8pUGxNtDUhMAydH3n2AR46M7ylwLceTz80xvhwD9985QrLlCm3tPuNps03XrmC47h8+PFT+3IOtuPiM3WSiTAff+Y8H//AeWLhwI7jVArhrUgo7jwjI2ni8RDHRlIITbCyXOLtt6bJ5ys8+OCxTlYrwd6eS9eVTE2tsrpa4tKlRXK5MrlchWKhRrNpU602sVvh5izLS8/aThDQzV4F1mQyTDwe4sUXr7K8UmRhPsfCQp4vfelNkskQAwPxfTnfo8SRFFabdYsrb06xMLFMvdrEdVx0U6fvWIpUf5z+kR6CkQCmz0A39T3dDGP3De9buxX3Ip4dYCTkpycRolr3wlFlilVqDavl9LJms+XFB21SrVsdzWs46COdjO5LmJdOq4S4yUt2l3UAPp9BTyyM37fWPseVXsig1nJa9zluha4Jwi3Hrja247Car7LaymAVjwR23B/dxz+qL4hsocLlyeUbQop5916YnlYiB+/a76wHDF0j6DcZbC2zt4VVV0oKpRr5Uo1qvYnf3J9wRJGQn4fPDDPclyAc9LW04Dtrs7ILPDxomsDnMzh7dhBd01hZLpEv1DAXCqysFNE0QSwW7NybO7l0luVQLHpay7m5HFNTqxSLNZaXi1SrTWq1JvWadUOUgva9oWntKCJiz9rUbjw7Wjh+vIdCocrKcpFazQvdtbxcJJMpkUiEoROxQN2rR1JYbVQbvPvdK8xdW8JpZ63xG4ydH+bMY2M89ux9pIeShCIBAmGVYk9x54mF/fSnoiysFKk3LVZzZSq1Jo7rYnRpjBpNm1KlQaXueTIDRMJ+BtKxG4S3w4TP1L0UpuaafbdsLRPbnVSt238GdV0jFgng7wqibdkOi6tFFlaKLGaKnve5rnWEznv9GW+/aFeyZd69tki1vmZCEY8EGBtK0ZMIb8vU42baAkQ7wUWtYTG9mGsd13OIKpRqFCt1EtHgvgirsUiQ9z04xshAEr9P+Q3c7QgBpqnz4IMjuK7k1VcnKeSrWE2b+fk8pmm0hFW2vXLSSSHctFlYKPDiC1d56aVrLC7mO8v6N2evMgwd09Tx+3V8rQxpQnimA82NzLJ2eb5SwokTvQgBL333KuVyg4X5PAvzORYXU975Qsd59V7nSAqrzYbF9XdmWG1lrBgc72X4ZD8/8bd/iHg6SjQRwmy9zBSKw0AyHmZkMMW71xapNbxZfr5UY2G1wEBPDJ/pPar5Uo2ZxdwNNlTJaIixoRR+83A+zt4ys4ZY53FzXIltu2i+7a9wREN+Hr9vhKVMiYsTS0A7bq3Di29c5/rsKs88Ms6xgWQnNWfgHg+2LaVnJ5wtVplbyt/w4o1Hg4wP9xDYo9CnaYJkPEQkdGsEhVrDYmGliN80CPq3F2FhI4QQxCMBHjk3vG5oN8XdiWHo3HffMPW6RX9/nEKhimU5PP/8JXK5CmNjabSWU+d21j6khJWVIhMTK/z6r79AZrVEPl/FdSXxeJD77z/G4GCCgVa6U3/AJBDwdeIJC02Qz1f58pffZnoqw9TU6r6f8+homnDYz+BgkuXlAoVCjbffnqVWtzh+PI3QPBOd3Zo2HSUO59ttjzi2SyFTplbxbLKSfXEGRtMcPztEYJ2BVKG404QCPpKxYGdQktLLUlUs1elLroWwqtUtLwB6V2D7YMAkFQ95Oe0PiLYzStO6MY1p25nG8/Bdc05YC64Ni5kiuWL1BhvTDm3brx0YifpMnYF0jHQiTCwS8BICuN7xVnIVCuU6qXiIcq1JLBL0MnuF/QT9PgxDI+Az77mlNVdK6g2LWt2iVm/e4IDnOF763PmVQkdbvxtqjSblSn3drF+241KpNreVCW0rTFMn6PfueZ9xJF9h9yRCQCwWJJWK0N8fo9m0KRarXpindIRGK46vrm/PDEBKyepKidnZLFevLnUC8/ekI/Smo5w+M8CxYymGh5L09UcJtITV7nFhebnISy9dIxAobnKk3RMO+3Ecl76+GI2GRaFQY2W1hN9vUKs1sW2ndb73zli1EUfySXccl/xqiWq5AQLOPjbG+SdPoh/gy1yh2AvpZJix4dQNHtjZQpWphSzHB1MdzWC2WGVyPkuzSyBIxUKcGEl7y+IHlDWyadmUqw2uzqyymi8zu5SnVKmTK1Sp1i2alpd5y3bcVtB4F8f1vtuOQ8OyOqku90rAb3JyJM3TD40hBHz1xUvkWpE+HNel1nD51veuoWmC3/7KGxzrS3B8MMkT940w1BfnwdNDnUQB9wpNy2ZmIUe+VL3lFrk0ucyVmRV+5ytv7OmlKGlNXtbJgmXbDsVq/ZZUsztFCOhLRkgnw/hNQ73EjyADA3E+/omH+KM/fJNcrsK1a8uEQj4mJpapVprbfm4dx+Ub37jI1auLWK0YwIah8elPP8Hp0wM8+OBIRxDcTHPptiIF7DdCeHawfr/J93/kPG++Oc30dIaF+RyVcp3r15cBlGa1xZEUVm8mFA0SiQfVwKY4tERCPtKJyA0ezZVak9V89Yb0oNVak0y+gu24CLyBLBz0k4gEMTRtXzRX4GklCuU65WqDazMr5Fs575dzZcrVJvlilXrTc/ayLAfbdWk0bS8OYUvjKqXEdiRSuvuae10IgS4Ex/oTOM5xipUG88sFrk6vdFKlOq6L43oavZVc2fvNcUnEglybyZCMBelJhBnqi3eyXh3l8cF1JbWGta6w6EqJa0tsDi5iittKL7zXd75A4PcZLbMYpXE6SrSvZSjkZ3y8l3RvlHDYT7XaoFio8e67c164P0PfZjB+WF0tksmUkdJz9AyFfRw7lmJoKIHPt3U9rutSrTX31V61G9EykTp+vIeVlRKRiJ963aLZtLl0aYFw2L/t8z3qHElhVeDZyYmWp3UoEiCs0ukpDjHRcBBXgtml/S9VGixnSlhdL/lStc5SpohtOwjNe3FHwn5ScS8Dz34Iq20twmrO06B+/utvMb9SuCVb1J1mbLiHkcEkhqFzZXqZpUyJcrWB7ax5ukspyRWr5IpVrs+uIoQg6DcYHerhzGgfH3xsnOG+BJGgn24/hqP2cnClpLqBsHo7kHLNZGRPCAj4jENrn63YO5GInzNnBhgYiBOPh6jXLXL5Kq+8cp0TJ/pIxEPbMhmSUrK8UmR1tQRAIGCSSIQZGelhaGjzRBDtMdBxJOVynUbjYIRV8BxGT5zoY2XZiwCQzZZpNm3efGOa/oE4Z84MKM0qR1RY1XSNeE8Ux3Ep5W1q1QbVcn3Ps3qF4qAwDY1QwEdPPEKx3CBfqpEvVZldymHZawNloVRjdilP03LwmwbHB5IkIvvrZDK1kOXtKwu88Pp1ZpfyLGdL69oy+kyDSMhHPBok6DcJBcxW5icTQ9fQdIGp61TrTZayJeaXC+T3OTGHJgT3nxxgdCjFfScHmZrLMjmf5Y1Ls17u+kL1hvJSSupNm+mFLKu5Mu9dXyAWDnB2rI/Tx3t58Mww6UT4yDlkSdezWbXWiTfdzvKkCXFgMbvM1lLmfswBdE3bVuYgxd3NfeeHka7ki198g0q5zuVLi5iGjjVgbztuum05nXBUhqkTCGw/DnO12iSfrzI9laF4AAmFbqZ/IM5HPnIfzz9/icnJFa5dX6ZabZCIh6jVmltXcMQ5ksKqrmtEk2Gq5TqlfIVapd7KXqWkVcXhRNc0DF0jEvYTCvrIl2rU6hb5Uq21pO5iO5Ja3eo4FBm6RioeIhgw90UIcF0vf/3iapH3ri/w3vVFljKlznYhBKGAic/UCfhMQkEfiWiQZCxEKGgSCfnxGQYBn4lhaF5mLUMnX/QG+myhCvs86AshSMRCxCJB+pIR4uEAkZCPUrXOSraMaeheWk3Ly13vuJ5NZaXWpFJrspIr4/cZLUHOIRzyowlBPBogdJOzxd1MJ+XjOjP2YMAkGvYSKuw0sP52GWxllzL1vdsJC9FeM1McRdrPXG9flLFKL36/Sa3WpFiskctV8PmMW4L0b1qXEIB370tX4rourutuGE+47SSay1VYXS1RKtdpHqBmtd2GSMTPiRN9vPXWNJqmUS7VyQdMMpnygWp27xaOpLDqD/k4/9RJhC5Ymcsy+d4chqHzxEcfwDhaChPFEUJr2WFW603mlwsUyjUs26HWsKg1LHLFGvlyrRMjs+1olIqF9uX41XqT51+7zivvTPGVFy9iO2tLxoauEfAZfOjxU5w6nuZ9D44RDfuJhtpB5AFBR4jofgfMLObRNMH8SoHF1YPxqm3HaTx1vJcTI2mefeoM1XqT6zOrXJtd5crUMq9fnCNfrN0QEB+82LUXJpa4Mr3CH377PX702Qc5Pz7As0+dPrSxa3eKJgQB3/oB+R86M8QPPH2OR84OkzigNI+a0LwJjIoZqdgm4+N99PRE+eIX32ilPvWcrSYnV2lsI02zEBCLh4jFguSyFUqlOq4rKZXq1OtWJyvWzbiuxLYd/ugP3+LSpQUadWtdp8H9JpWK8NT7TvDGG1PMz+dZXS2RyZR54YXLNJt3xnznMHEkhVWf3+TkQ8fJrxS59L0JVuZy+Pwmi1OrJHpjxHsid7qJCsUtCAHJWIh4a1nfdSW241Iq18kFq2QKVWpdwdwNQyOdiBDaYNDdLm37rHrT4p0r80wv5G6wbdR1T4h+8PQQD58dZqgvTjoZIeAztrVcbug7zy60U9r167pAx1t21jXBcF8C09RJRkP09cQoFGvMLefJFqqs5sqUql4EA9eVNF0Hy3a4cH2JRtPmzFgfiViwcz3uZoQm8JvGuppTL3KYJOA3CQd3nhRAoTgIdF0j4Dc4ebIPITxNp227rZWmrfcXQtDfH6NUrJHLVrwQbQ2Lt96cpliscepUP36/iWnqyJaAWizVyGTKrCyXuHJ1kZWVIpFIgEbDOnDtpqYJTFNneDjJyZP95PNVmk27E7LrXudICquBsJ+HPniG1fksgbCf+evLVApVrr09zei5IWKp8L4e76gsFSruLEII+lIRVrIlWgtXOK5LplBF0zRW8mXKtUanvM8wGOqNEw0F9nxs15VUa02++9YE2eKanacQnuB3dqyfn/yhJ+lNRQjvUDhuL0Hf7vHWZxoM9cUZ6osjz3gOPqVqg1ffm+G9awu8cXGO5nz2JocseP3iLDOLOR49P8L4cOpICKuaEARbNsU3Y9kO5WoDZ5tLqwrF7UDTBKbP4OGHvRBT77wz2xXHeWuEEIyOpqnXLa5cWcR1JfW6xXPPXWDk6jKGoZNIeJpXq+lQrTWZmFjmwntzvPPOLIuLBaSE4eEkhUKNRqN8oOfbNks4ebIPKSVvvz1Ns2nfFq3u3cCRFFY1TSMSD/Hwh87h85t89XMvsjKb5Xf/1VcYPtnPqUdGGb9vmERvjPRgAtNv4msbXu8qv7RUAqtiz2hCMNgbZyVXgY6ZlWQx46VgXcmWKZbXhFW/T2dkMEE8undhdSVXZn65QKnSuMGZym8aPHn/KPefGqCvJ7IrL2zbdihV9h5jc69oukYk6OeRs8OcHEnzfU+c4nvvzjC5kOW5ly7fEEmhWrf4xitXaDTHOTnSewdbvT+Yhs5gOk4sfKvmtFiuM72Qo67s4hSHDMPQuO/+Y1iWSzJ5gUpl+2GkdF3jySdPkEiEuHhhnkKhRqXSYHGxQKFQZWmpgGnqGIaG63pxWWu1BuVyg0qlzsOPjNLXF+PUyT5efW2S57916YDP1mN0rJdgyE86HUVKqFQaW+90D3AkhVVXSurVBr6AyeB4L6FoENeRXHtnhlK+SqNu4VgO6eEk9UoDf9CHP+RD03a+XBkM+0n2xw7oTBT3EkJAPBIkGvYjEMhWFqhiuY50IVuoUW/Zaum6wOcziEUCXjKAPVKpNylWGzTtG2fyhq4x1BunNxkhFNiduYHtuK2QUndOWPWcckAzddLJCOlkBCklDcsh4Dd4+a1JqvVmx1vesh2m5rOcHu3tLMHdzRNSXRNEQn6CfhPT0G6IeVprWGTyFZqWjSslgrv7XBVHByEEqVSEdDpCKhXBcUrbFlaFgP7+GPV6k5HjPfgWCwgBjYZNoWCTzVY6Zb1IFd4yvGnqnVivIyMpTpzoY3omc1CneAvRaAApJT09Eep1SwmrLY6ksFrMlvn9f/t1sksFcstFFiZXsCwL6UqWZzNkFnK8/o33vBtU1/Y0OL/v4w/xc//3T+/vCSjuSYQQDKZjLKxGMUwN2/YC688t5fGZBiu5cif0UzoRoTcZIRz0Y+yDB3e50qBYujW8m2HoHBtIkErs3nSmXG1waXKJQrm+x1buP4+eO8Zwb5zLk8tcn81wZXoF8ITVifkMq7nyTjLBbogAtA2C2MtOwPyDW+7TNEEk7Kc3GWVkIMX8cp5666W/nC1RqTXIFqoM99kE/EfytaC4S9F1Qf9AnE984iG+8Y0LXnKAbeL3m5w40cff+Ts/yDvvzHHx4jxvvTVDPldpJQvwFALhSIBw2M/oaA9nTg9w7vwQJ0/2Ew77kBJSSS9hi7NPSVc2Q9MEwaCPZ589z7vvzvGlL7114Me8GziSo1KzbnH1zWmK2TLVUo1qsYbd8qaTrsR2Hez18pTvglpVzXoU+4ehawRMg3gkSKnSoNm0yRarGLpOtlCl3rAQAhLRIIloaMPwK7tinWqklJ1wTzvFdV2yhSoruTK5Yu3AssDsFiGEFxfWb3jhtwKlG7Z3Uofuh7SKtyyprxPj0XZdqvXmvmUfW4+2ZjkRCzI+nCKTL3eEVcdxqdUtJuczREJ+zo73oSvNqmIfEEIQCvn46A880IkVevbMAAODCYxtpD9vj23hsJ+Tp/ppNm2Oj6ZvKDM6ll5v1y6nS51IJMDISMoLaxkNUqk0KJdqnWCWfr+J32/S2xthYCDB0FCScNiPz6fjupKTp/r55CcfxnVdUqkwPt/6qX69SFmCJ548QU86CkB/X4yTp/oIh7dnriWEQNc1xsZ7MX0G4qYx4+TJvm3Vc9Q4ksJqvdLg7e9cpq4EScVdhDdICQJ+k/6eKK4raTQslloZWAplz+7Tc8SK0puK7Fu0SU1bPz+2hFYM0p0Jml7GIsnUfI7phRwrub07J2ymedytwC6lxNC8qArh0MFm6DJN3UuWIMQNmZws2yFXrNJo2gductDfE+Xhs8NcuL6m6XZcidu0eePiHI2GzanjaS9BwDphyLbDRtdJmRbcW7RD2sXjIX72Z39gT3XF4yEefvg4Dz98fMf7emObwdhYL2NjvXzgA6d3tL+uC5566gRPPXViy7LtMfw//8+f3HE7uzFNnfvuG+a++4b5E3/igT3VdVQ4ksJqO85q8zZkfTh+ZvDAj6G4t/D7DEYGkpQrDTL5Smfp37IdpJRomsZAOsZAT3TfMg7Fo0FSsdAtAoVlOVyZWiEZ25kZQLFcJ1Oo8Pmvv8nUPqZplVJSqjS4NLXMYDpGXyqKaei7SoogpewkCHjn6gILK2sxYHVNkEqEiYQD+5amWeBd21QiTKlS7ziylasNLk4s89QDJao1a9+SPKzHUF+cgN/kW69epVytU2zZw0ngrctzLGdL9KainDjWw+nR3WlwJN4K1uxynkqtQV8y2gqLdXSSLCgUitvLkRRWfX6TsfNDWLfBu7V/pOfAj6G4tzANnVQs1Ilh2rBuvI/bZgDxSHDfMvkE/SbhkA9T12h2af4c12UpWyKTL1Os1L3A8rreWe5qI6XEbeV/b1oOy9kS8ysFLk4ukclXEULsi02mlF7ygitTy1iW49mbBX0YhtZJ6akLL9Vre+n75mO7rmfa4DiSSq3Baq7C4mqRYpdNraZpJGPBfROw2nWYhk48EqDRtDrCatNyyOQrrObKrObK9PZEvDixLXv6tRmJZ1/n2dl5/S2E2FEc20jIj99n0N8TI5OvUK42O9d6NV/Bsh0uXl9EE4JUPIzf57WjfYybr3m7PY7r2dxarTiYTctzUCtVGwR9Xh/uNOSZQqFQtDmSwmoiHeWn/rsf5XakV9WPSIYbxeEh6Dc5eSzN1enVdbcLIRgZSHKsP7FvGrieeIhm02aoL85ytkyuFWu1aTlcvL6EZTnU6hbPPnmK40MpwkH/DWKylJJ8qcb8coG3Ls/z3TcnuD6XIV+soWmCWDjQ8rbfm624K10WVov8yudfwtQ1An6Ts+N99CYjnBntpycRpiceoi8VJeC/MWmBlF4YrWypykq2zMJKgW+9eo3ZpTzXZlewnbXxIhQweeaRk5w+vr9hq+LRII+eP8Yr70xTamk1HcelUm3wB8+/y+sXZ/n0Rx9msDfGsf4EPkNHb6UodRxJvWlRrTep1W1K1boXNP3Y+jZ766EJgc8w+PGPP8rlqWH+xa99k1rd6sRYLVbqfP65t/jGq1fpS0V5/L4RBntjjA+nCPp9XgpazevLRsOm3rAoVRus5ssUy3Wuz2ZYyZWZXsxRqTYI+k1+7jMfRdcFqfj+ZFpTKBT3HkdSWNV0jdA+xJ5UKO4EpqmTSoQJruOV3dakRcN+ouvEzNwNbY1ZwG9y/sQAhr7cEVbB81TPFCpcnFjCMDT6plaIRQLomoaue2GQbMchV6iSLVSZnM8yt1ygVK4T9BukkxHOnxjg7SvzzC7l99ZY6Ql31XoTgRdya2o+R65Yo1xtEgsHiIT9JCJBTFPH7zM8oVoIXNfthNEqluuttmbIFqpe5IXWIWLhAH2pKKeP99KXiu6tvTcRDfk5M9rHtZlV5pbz2K1QWRLIl2q4ruTld6ZIxkKkEyFMw8DQtY42uGk7NJo2luVl2+rviXJiOL3tSUs7LnRPIsxoM8Xj50eYWcoxs5jrhLOqN20KpRqO43LhusniapG55Tx+08BnGp06LMuh2UoHXCrXqdYtT0NdqZPJVWjadpfWdV+7UaFQ3GMcSWFVobib8ZsGw31xIqFbhVFD1zy7x3iYRGx/NVWhoI+PPHUaQ9e4cH3pBieg1VyF1VyF7707ja5rJGMhfD6dgM+kWm/SaNrkirUbltt1TdCTiPHQ2WF+6oef5F9/7vm9C6tdOK7EcR0m5rwYiG9eujWkjRDekr4mBI7jsJ2gBgPpKKdGennqwVFCga3Tye6EVDzMBx4e563Lc1ydXqHsNDqCXLFcp1iuM/uVNzrlDV1D00QnjFl38yNBPw+dHeaTH7yPnRgvCyG8NL1+Hz/+8Uf55qtXWcmVqdatTmieWsOi1rD2xTFOoVAo9ooSVhWKQ4Zp6PQkwkQjAQJ+k0bT6gg08UiAgZ4Yfp++b5EA2vgMnVPHe2m2tIzffWuSpdXiDSGV2ilgi+WaJwRqwrP/dOUNgupgb4z+VJQf+f4HGe5LeMvziTCpeKijQdwN7cDdyViQcrV5Q7at9ZDSC6HlIjbV7umaYCAdZ/xYD88+cYrRoRSBDcLT7AXD0IiGAzz75BkGe+N88RvvkC/VqLWSPdyMFzbsxugB+4XPZ3DiWBrT1Dk5kuY7r08wt5xnYi6zLykeE9EgfakosUjwBnMMhUKh2Cn3pLDaeam2lhSR3S9agdC8TzuUj/JgVdxOdF0jpPsIBUyCfhPLsnFa92co4CMVD7WcnPb3vtR1jVQ8zNhQknrDYnYpj2XZlKvNlkOSF3e0nfkJnI6jlRACv89A1zRMQ+NYX4LRoRSPnT9GIhrC7zOIhvzEwgGK5TruLu3JveOYDPbGyRWrlCoNbNvtOHe1HY+k9OKjSmgJqe2QUF4dmvCeb0PX0DWNYMBkZCDB+fF+HjozxFBv3HNw2u8+1jR0n8bJY2nCQR9vXJjFNHQyhQp2q3/bzkqe8xJIpNfu1tjUbnsoYBLYQ/YyQ9dIxkMth6somXwVn6FTKNdoWg627Zl3uK2oCW1nqjZt57Vu7XU7lqyutyJWpGNEgr59ybKmUCjuXe7ZEcR1JJZlszKbpVFrUq80vBeCphGOBQnHgiR6Y2i6dmBhZBSKzUjFw4wNp7h4famjeUslQoyP9OA3D+7RHUzHSScjnD7eSyZf4fnXrrGYKTKzkCNbrFJrWDQtxzNJMA3CQU+wPnm8l4F0jLNjfZw8lqYnESYU8HUmfX2pKOPDPSzepK3dCZomODWS5p/8zR9lfrnAwkqRK9Mr5IpV5pcLlKoNytUGlWoD2/ZsKtsCrN80MAydSMhPPBIgGQsxfqyH3mSER88fIx4OEo8GW0L3wT70fakIPYkQP/+XPs7iapE3Ls4wMZdlMVNkYaVIvbUMD56QGgyY+Eyv7alYmHjEC+4/MpDcs0AdCJj4fQZ/6hOPdSYpc8t5rs9mmGw5ya3kyjSaNvWm5dm24pmr+P0GkaCPnniEWDjA2HCKvlSE0eEeBtMxomE/4cDuUlkrFApFm3tGWHUdl2qpRjFXIbdUoJCtUC/XyS4XsBo2zboFwvOWDYT8BMJ+oskw0WSYYDTAwPE0gZCPUDR4p09FcZdh6BqPnB1muC9OtuA5Lvl9Bj2J8KaaseMDSZ56cJShdLwTvurEsR5Gh1P4N0iJqWsakbCfc+P9/MDTZwHPrCCdDDMykNxWe/WWnWRPIkzAb/DA6SGG++Kd2K8Ny8a2XTRN4DN1Aj4Dv89gsDdOKh7iWH+SnkTkFgewkYEkluUQDJg0WxnkRgaT6LrY1oSwLewYLZtZKSUBn4HP1ClXG4z0Jzq2lvWGZ39pO25nCd3QPYewYCvmZyQUYCAdJR4NMpiOEfCZt225ut3HqVgITQjqDYtELESuUCNbqHQcqbzzpiVoawT9PqIhP+Ggn/6eCKl4eM+TaU0I0L3QUn6f4Qn2PoNQwEc6EaZcbVAoeQkpmraN0zIRMHUN09QJ+E3i4QDBgK/Tn/09MRLRIME99Keh6zx2foSRgUQngYGmeZEwjg8mlRJBobiHEFvEPjwyPpzNusXM5QUuvT7Jq197h6tvTpNbKdGsr584QNMEhs9g/P5jDI718gM/8QH6R3o4dqpfaQgUO2Y32Zd2m7FpvzI97SUu6nrH2c8MVPsRs3U/2rFX9uM89rvN+9W3+9Gug8haplAoDjXrPthHXliVUnLh5WvMXV/mO3/wOrmlAtnFPKVchWbDxt1oObKlZQ0nQgTDAQbHehk+0ceDz5zh/JMn6T/uJQNQA6ZCoVAoFArFvrCuUHWkzQBsy8Fq2kxenOfqm1O8+vV3vKxW0ovFqmkCwzQ7TgKwlipQSonrSMq5KqVsheWZDCtzWTRdIz2UJJ6OEAj69y3dpUKhUCgUCoXiVo60ZvX6u7O888IVvvzr32b22hL1VsYYIQRDJ/qIpyMMjvXhD/oIhn2dMDeVYo1yvsrKXI7FqRXKec/OUNc1zIDJ+z/5CGcfH+djP/kMoYhKPqBQKBQKhUKxD9w7mlXXdWnUmizPZLj06nWySwWatSbRZJhEb4y+kRRD433EUmF6BpKYfgN/wOxoVevVBtVSnfxqiaWpVfKrJaYvzVOvNKhVGsxdW8IwdUqffARd0/AFTWUOoFAoFAqFQnEAHElh1bFdcktFLr82wTd+92Ucx8XnNxk5PcBjz97HR378aVIDcfxB35Z15ZaLrM7n+LV/8gXmJ5aZvbLI5TcmWZxe5aM//jRCQO+x1G04K4VCoVAoFIp7jyMprNYrDd54/iIzVxZxHZdwLEh6KMmP/KWPMDTeR6I3hrmN7DRSSsKxILqh8amfeZZ3X7rKH/3756mWalgNm3dfukqjbilhVaFQKBQKheKAOJLCarNhMfneHKsLeaSEcCxI73CSR7/vPOFYEGObAdWFEPiDPnwBk4c/dBbbcnjhD1/HatrYTZvpywvEUpEDPhuFQqFQKBSKexftTjfgIGjWLS6/PsnydAaAB585y5N/4iGCYT+6oe+qTtNvMjjey4d/7En6jqWwLYfr78wwP7G8n01XKBQKhUKhUHRxJDWrruNSKdRo1JogIJYKk+yLIXaZ8q+9jz/oIz2UwB/0IaWkUqx3IgwoFAqFQqFQKPafI6lZdR2XUq5MveoJksneOOnBRCdH+W4JhPz0j6QJhv1IV1IpVKkpYVWhUCgUCoXiwDiSwiqsBYgV0Ar4vz+hpbo1s+3kAQqFQqFQKBSKg+HICquaEAghkIDrSqS7d6HSy2rlIrslYYVCoVAoFArFgXEkhVXN0Ij1RAiE/QBklwqszGVx9yiw1isNFiaWqZXraJog3hMhEg/uR5MVCoVCoVAoFOtwJIVVXdeJp6MEIwGQkF3MszybxbXdXWlYpZS4rku1VGd+YoVapY7QBPF0lHAsdABnoFAoFAqFQqGAIyqsmn6D0XND9AzEAbj06gRvPX+RRr2J67i7qtOxXFbmsrz0x2+Rmc+jGzqj54YZGE3vZ9MVCoVCoVAoFF0cSWHVH/Rx/skTDIz2AlDKVZifWOHLv/4d3nj+IpVCFdtytqxHSkmt0iC7WOArv/ECL/3xW+RWilhNG5/f4PyTJzh+buigT0ehUCgUCoXinuVIxln1+U3Gzg8z+d48hs+gXm2SWczx0h+/RaPWpP94mniPxBcwEZpAIG5wlpJSgvT+LeXKZBcLvPSVt5i/vkylUMXw6QTCfkbPK82qQqFQKBQKxUEitgi9dFfGZZKuxGravPGtC3zzP73C69+4QG65gC/gIxjxE02EGTkzSKI3ysBoL/6gSSDoRyJxXUm1WKNcqJJZzDN7dZH8Son8ShGr6WA3bZ746AOceXSUH/lLHyUSD6Ebu0s2oFAoFAqFQqHosK4wdSQ1q0IT+AIm6aEkZx4bY2FyBdd1KayWaNablLIVXMcluxihlKvgC5j4Az4kXoirWrlBpVgjt1JkeSZDpVDFdSWBkJ+egQTj9w1z4oERgmE/hrm79K0KhUKhUCgUiq05kprVNq7r4touv/9Lz3Hx1Qle+OJrt9qqbqQQvfnMBYyeG+aDP/wYz3zqUcbvP+b9rDSqCoVCoVAoFPvBvaNZbSOEQDM0HnrmDAOjaeI9EZamM8xdWyK7lKdebW4YykoIgaYLegaTxHoinHt8nKHxPs4/eYKewYQSUhUKhUKhUChuA0deWBVCcOrhUY6dHiCcCHHtzSkEYFs2QlSwLafjUOXt5P1PNzRMn87AaJrB8V4+/GNP0DucYmA0rQRVhUKhUCgUitvEkTYD6MZ1XRq1Js2aRa3SoFauU682WJnL0axbNOpNwEvTGooGCceCJPtjBMN+TL9JJBHGMHVM35GW7xUKhUKhUCjuFOtqA+8ZYbUbKSWO7WA1bTILeayGTbNuAZ5zVjASIBQJEE9H0HQNTTuS4WgVCoVCoVAoDhNKWG2zxTnfglr2VygUCoVCoThw7j0Hq41QwqdCoVAoFArF3YFa31YoFAqFQqFQHFqUsKpQKBQKhUKhOLTck2YAeyW/UqRarmM3HYIRP+mhpDItUCgUCoVCoTgAlLC6C777pbe48PI1VhaynH/iJH/2737qTjdJoVAoFAqF4kiihNVdkFsuMH99iZWFHAMj6TvdHIVCoVAoFIojixJWd0EhU2JxOkNmMU8+U7rTzVEoFAqFQqE4sigHq11gNWwateaO47UqFAqFQqFQKHaGElZ3geO42JZzRFMmKBQKhUKhUBwelLC6C6yGRaPWUJpVhUKhUCgUigNG2azuANeVuI7b+SgUCoVCoVAoDpa7QliVUiIlIKWnzRQCIby0qevFN5VSIt3913o6jovdtHFsF6VUVSgUCoVCoTh47g5h1ZW8/q0LLM9kuPzaJIPjfYycGeCBp08TTYZvKV/KVvjqf/wujmXvaztcR2JbNjOXF/a1XoVCoVAoFArF+twdwqqUzF5ZZOriPBe/N0EpX8VqWpx88Pi6wmqj3uTqG1M0G9b+tsOVOLZDKVfZ13oVCsXhQEqJ60osy2FhLoe70QqNgEjYjz9gEouH0DSVwe4oI6VkZalIrdbEcfZ/ZS0c8dM/EFeZEBWKDbgrhFXXlXznC69z+Y1JGrUmc9eXePuFyzzxkQfoO5a6pXytXOe7f/wm9UrjgNqj7FUViqNKvd5kdjrL3/+536Raa25Y7oMfPseZc4P80I89RiBg3sYWKm43UsK//+Vv8dbrU2SzlX13rv3AB8/w8//40/tap0JxlLgrhFUAf8iHP+ijXmmgGzr+kA+xgTZDSnBt5QSlUCh2hysljaZNs7GxKZFlOziOizJgvzewLYdm06bZsPb9klu2s78VKhRHjLtCWBUCookw0WSYUq5CIOQjnopgmPo29xfg/bdnJByI85ZCoVAoFAqF4lbuCmFV03U+/Vd+gNxKkbmrSyR6o/QMJug/nt56ZwE//jc+yYn7j+Hb41Kd47hYDYsv/NJzvPfytT3VpVAoFAqFQqHYmrtCWBUCRs4M0DucJJaKEEuFSaSj+EP+bewrGLtvmAfefxpfwGQv9uuO5dKoW3zr89/bfSV3AVJKctkKtVoT2z6gTF0CREvdLVqhyDQh0DQNoQkMQ0PTBIahYxg6uqFhGHrHAUH5ISgUituJYeiYpoFh6C0nK6ksQBSK28RdIawC+IM+/AEf0VSkE2N1K9pCT7wnQrI/vmcBR7qSsCvx3wPOFP/x11/ktVeus7RU3HfbXyEEmibQdA1NFwQDPgxTJxg0CUcChEI+UukokUiAwaEEff0x0r1RBoaS+P1Hv+8VCsXhQgA9vREGhxNIKWnULWq1JpblbBwxQqFQ7Bt3hbDaEUwF6DuwPNV1DTPg84Si/Qgto4EmQDd1dEPHOcJG8ZblUK9b1GvNAxmMhRAITaAJQbNuo+mCimlQLNTw+QyymTJ+v8ncTIZoLEgkGqC3N0Y44qe3P0ZPT5RkT5hg0Ieuq6zBCoXiABFw/4MjpHtjFApVbMvBajodJzuraXtJY2wX22r9ZjkUCzWWFvOUy3Ws5tF9XygUB81dIazuFt3QCQT9aNr+CDPtjFmGaWD6DRxHDT67RUqJdCQueKYGQIXNQ43F4kGSqTCPPDbG+QeOce6+IUxTv2EiouIUKhSK/UYIwVPvP3XDb1LKjoBaLtVoNGzqNYtqtUGzYVMuN5icWOF7372GPZNRwqpCsQeOtLBq+gzCsQC6sb+aN9Nn4A/6aGwSg1Gx/1QqDZpNmxeev8xbb0wTjQV49PFxjh1P8YEPncUwNCWsKhSK24beWrWLxUO4rsR1Xc+e1fUEWdPUmLi6xMpyEUr1O91cheKu5UgKq6bPYHC8F9NnkOiN4Q/69rV+3dAwzJ0YJCj2A8d2cWyXes1iZbmIrgsCAR+1WpNTZwaJxYNEIoFt2zQrFArFbllz9hT4fOsrRGKxIH6/ga6r8Uih2AtHUljtH03zT3//51p2kRDYRtSAnWD6TQIh/4ZJCRS3B8eRvPrydS6+N8fk9RU++Ow5nv3offj9hhJWFQqFQqE4IhxJYVXTBOFY0PvjALRspx8ZRdME+ZUiJx88vq91322Ypr5jBydJKwe7I5HSxXF278DlOC61apO5mSwX35sjEvHz0KOjxOOhXdepUCgUCoXi8HAkhVUhBOIAl12e+OgDPPTMWRzb2XOigbsZoQkCQR9+/85uI88xQWJbDrbtIKW9p5iFluUwN5vFcVxWloqMjKaJtSYrSsOqUCgUCsXdzZEUVg8af8iHz28ipdyfkFh3IYahEQj6+LE/+QQPPrwz7bJs/c91JVJKbNvBshxKxRrlUp1KucH01Cq5bJnJiRWaDRvb3jrWay5bptGwePetGZoNm1Nn+pWwqlAoFArFXY4SVneBYej3fM+1Ey6Mn+zj0SfGd12PlBLXlTQaNvl8hWKuSrFYwx8wWVkp0mjalAo1yuXGljFfGw2bpuUwO5MlHAlw8lQ/qBCsCoVCoVDc1dzjIpfiMKBpgmDQJOCP09cXQ0p46NFRHNuhWm3y5utTvPv2DM8/d5FCvrppXdKVfOdbl1hazPOBD57Z97BlCoVCoVAobi9KWFXcUbqX6YUuOopQ09RxXQPDNBgb70XTBMtLRRbmcsxMZTats1Sskc9VKZfrhPGrFK0KhUKhUNzFKGFVcWjRNIHfb3DqzADjJ/poNm0uXZhnbia7qTlAuVQnl62QzZRbdShhVaFQKBSKuxUlrCruCjRN8OhjY8SiQV59eYJivkqlsnF61mbD4vrVJQASyfDtaqZCoVAoFIp95kga9HlhkG78KO5yBPT1xxkcTpLqCRMIbZ6VzLZdspky1U0EWoVCoVAoFIefIymsIsFq2p2PElaPCAIi0QCPP3WCoeHkpkUdxyWTKVOtKmFVoVAoFIq7mSNpBlAp1njxS2/g2C4CePhDZ0kNJDB9e0vDWS3VyCwWWJ7JUCnW6BlMkEhHGTrRp+J5HjDt/jUMnZ50lNAWmlXXlTTqFpa1dXzWvdJOaFCtNmg2bMrlOlbToVZrttrgYFsOritxHBe3pe3XNQ2hCXRNoOkaui4IBn2YpkEw5CMY9OEPmERjwU6WsLvpNmtPEptNm0q5QbXSoF63qFQa2JZDs2ljWw6O4+K4Elr9IjSBJgSapqFpAsPUMU0dw9QJ+E1Mn04oHCAYNPEHTPx+A007fPPu9vUuFapUa00K+RpW06Zeb3r3hO3iOt79KYRA1zU0XWAY3vkGQ35CIR+BoEkiEcYwdQxDO7RjTed6t56BcqnuXe9yHctyvHjJjuvFV3YlCM+8x9B1dEPDHzDx+QzCYR/hSIBgyEckEuhc20N62gq8a281bZpNh1yuQqNuec97w8K2XJpNC9eVHV8DIUDXNQxdx+c3CAS9ax+PhwgEfcTiQTRNHNp7fbd0PyOVSoNiodp6RhqtZ8TCcSSudJHeI4KmaxiGhq57sc19pk4w3BobWu8HTdMQB5Ct8zBxJIXVzGKef/Vz/x/1agMhBP/dL/1FHvnwOcxkxLv6uyS3XOSNb17gW59/hZkrizz5Aw9y/qmTDJ3o27/GKzbF59MZHEwQiQY2LSddSbXaxLLsfT3+elp6KcF1XTIrJbKZMlOTq+TzVZYW8qyuFCkV65RLDSzLpt4SXl3Hxe83MQytM1j7/SYDg3FisRCDw0kGBuOke2OcOjOAHjQ7x2pzGAemm/vHdSWVcoOpiRVmZ7JkVkpMTa5SLtfJ5yqUy3XqNYtm08Z1JK7rYhiaJ7D5DHw+nXAkQCwWJBINkO6NEYsFGRntoX8gTro3SiodWbcvDrp/ROd/a3Sfv+u4NOoWkxOrLMznuPjePPl8hZWlIsVCrTWZaSIBTdMIBn34fAaRiJ9INMjQsSRDx1L09cd44KERItEAhuG/4Rh3+h645XmQUCrVmZpYYeLaMqvLRSaur1Au1clmy9RqFpblTVI0zRPMQ2E/gaCP3r4oiWSYYyMpxk/2MTCYYOxEHz6faB1r7TB3+rwVt157T/iq8eYb06wsFZmbyZBZLVEuN8hlK9iWTbNpgxBomiAQ8BEK+UgkQwwMJkimwpw9P0z/QJzT5wYxTZ3uOeidvObbWZ3dqn2dOiSUy3Wmp1a5fHGB5aUC0xMZSqUa2YyX2MabxHtJh3w+g3DETyDko68vRjwRYmg4yfBIit7eGCfPDBAImAghvMn+EX02jqSwelDohk4wEsB1JbVyg4XJFfqP99zpZt1TaJpGKOzHNDe/dV0paTasbWW+2ilSwuJCnnyuwvWrS+SyFRbm8xQLVarVJtWKN0uu15o0m3ZHiya7NKtISaNh0WwK6g1vZq3pgnyugmnqXHhvjkDA0xy2B/JTZwYYHe9l+FgK45DGj7Ush0qlwbUrSywt5Ll8cYFSqUYh5/VNs2FRrTax7ZZmtaVd9LKZ0cpo5uI4stWHgkqlSS5bwTA0Jq+vYJg6oZCndQ74TZLpCLFYkNGxNANDiU5/bXWP7BXd0DBNvaPya2djq9csXnvlOgvzea5eXiKfq1CtNigW61hNu+tl5OK0NKuukFRdL/FFpdIgmymzvFzg0oV5/AGT55+70HmZnzjVx/CxFMGQD/0A00pvh3bq5OtXllhaKvDW61MU8lUyq2Uq5TqNlgapfb0dx3sO2tnr2tq2arVJpVzH58sycW2Z116ZIBjyMTiUpLcvxv0PHmP4WIp0b3RPCgfF/mHbLovzeeZms1y5tMjszCrFghc2sNGwqFWbNBo2ju3QbDpI6bY0qxLXFdSq3vhYrTTIZMr4fAYX3p0nFPaRSkW8CctQgocfHSUY8iZyd0oQe+17E3znm5col+s3vFMEMDCUoL8/zic+9Qg+3/pjjpSSudksq8slXvnuNe/5XipQaq0+1CoNrNYz4jprvjauK3BdC9t2KJfqlAo1TFPn6qVFgiEffr9JqifCwFCCp54+yeBwkp509Db1yu1FCas7QNM1fK0wSFbTppgtUynV7nCr7i2E5sVg3folLdeWG/dAezbsurIlXHnLmXMzWZaXCrz95jTLi572qFFv7kg4bgsqdCl/K+VbbWynk6v0pCPYloOua4RCPmLxUGdp6DBoHKSUneWs1ZUSVy4tMDWxwmuvTFCtNGg0tq/hbr/QHKf1wxb7JlJhEokQ5WIN23YIhfzEYkHMA45Y5pluaJ02u67bellXuPDuHFMTK7z95oynSd/iPvReTK0Tbp1vobA2tpimTioVxmq6nrbFb9A/EMfnM+7IPeAJqZ7muFJpMDmxwtTEKi+9cIVSsb5ppI61Orx6mk3vfOu1ZmtLCfA0VTO9qwwNp/AHvPM0fTrhiL9zzkdVi3RYaZs81etNqpUms9MZLl9a4PVXJ5meXKFUrG+3ImzXwbYdGnWLUqm9Xw5d91abCoUqY7leBgbiJFIREskQhqF3nrnbyeJcnpdeuEIuW8GynBu2nTzdz/jJPj72gw/d8Ht7bLQth3rDZn42x8zUKq+8dJVctkI+t3mCm1YtOI7svCuq1eYtJYJBH+Mn+zhxso9kKrK7E7wLUMLqDjBMnXAiiGEaSFeSXylR3iKjkmJ/kRIsy8ZxNn/5a5pGOOTfcKa7EzztUJ1XXrzG5PUV3n5zmly27GkIW8s1juOwjZWiXZHPeyloZ2ezvPD8ZdK9Uf7kTzzNyPEehkdSB3PQHeA4LtVKgy//4Vtcv7rMa9+7Tr1utexSnQN3cCzkqpQKNRbm89RqFqGQn77+GIHg5nbNe8Vv6vj9JkJAtdJgZbnI7//u93jvnVkWFwqeg+dNL7bdYlkOKyslvvn1d3n91QkSyRA/9dMfZmS0h+Fjt/8esG2HmakMb785zde//A7LS0Uq5QaNhrVv11tKSWa1TC5X5crlRQZbWvM//eeeoX8gTiIR2pfjKLaPbbs0GzZf+oM3uXp5kVdfuka9YWE1HRxnf+51x3Gp15q8+doU7749y4vfucKJk3184oceYexkL3398X05zn5RKtUoFKrrjv+O7XLpwgLffO4Cb742ydJigUbd2nLyuhNqtSaO4xJLhPD5j65Id3TP7AAQLRsrIQQSidVazlPcPlxXektLzuYaTE0TBMM+fD59z8dsNCyKhRoX351jdjbL0kK+ZQ97e659e6nVqbnkchWsps3bb0xTKtaIJ8P4/ca+COU7xbYdrKbD5MQyiwsFLr43z8Jcjlyu4g3GtykIR7t/EOAPGCRTEQxj79d9KzRdQ9cElbInqL71xjST11dYWS5Sqzb2ffLSvvcL+SrNps2br09RLNSIxUIEAuZteVFJKcnnqhTyVV595TpXLy+xuJCnVKwfyPPgaaw9B8XV5RKW5fD6KxOMjPbw4MPHO7beioPFdT2zqsXFAlMTK1y+MM/MdIZCobqvglcbTynhYFkOGVnCNHRe+96EZ15QsxgaTnomOIeARt2mXrOQrK0ySenF+r58cYFLF+a5dmWRzGrpQEIp6rqG32+QTIaP9LOghNUdoAmBYRpomgAJjXoTq2Hd6WbdU7iOS6Xc6CwdboSuaySSYYJbRA3YDuVSneXFAt/8+gXK5W0ucx0QtWqTWrXJFz//GidO9XHyzAA96egdEVabTZtctsIf/8FbvPXGFPOzuS0nEQdFO9vZwFCSc/cP35YXmWHqaLrGynKR1783wW/8hxdo1K0D74Nm03NU+b3f/h6nzvQzdqKXvv4YPv/tWQKcnlzh2tVlfv1Xv0Ot2sDdYpVjvygUqhQKVX7zP3yHU2cHSaYiDAzGj/QL+rDgOi6FQpXXXr7OFz7/KivLJRr12/Puq9csJidWmGw5ad7/0DF++EcfwzSDt+X4W1GtNKiU6jdMTl3XpVis8fnfeYWZqQyT11cO7Pg+v0E07jmdHsaoKPuFElZ3QNtO1WoJSrqho+uHY3Z3r9Bs2sxMZyhuYX7h8xkcH02T2AcbnmQqjGO7HB9Ls7RYILNa2va+hqGhGzqJRAjT9MK0GIaOpolOSKtarUmpVKdWa25bG9ls2izO5/ndz73EBz50lqefOX3bQr04jks+X+XyxQW+9fX3uHxxgcxqGdfdvZDWDttkmgaO7ZlW2Pb2NXXBkI/77j/GwEC8Fd5p103ZPq1wZV/43VeZnc22lvc27oNg0IfPbxCJBvC37gPwllYbDYtisUat0tz2eTuOy/JSkd/73e/xwQ+f5fGnTrY8qA/m5LOZMgvzeb725Xe4dmWJRq25La2a0QpLFYuHOudtGBqO49mr1qqeTXOpWNtWfY2Gzex0hs/92nf48Efu47Enx4nFgrdFm36vIaXn/La6UuT3fvt7TE6skF1dewduhReOTCcaDWL6PLOZdki3dmi/cslzWtqO+cjVy4vksmUikQCjY2kefOT4HbdbdhyXpmXTqFv4fDqGofPKd69x/eoSVy4tUipuz6/Fi46htcJQCc/ZSm7ud6FpgpHjPQwOJlrj/36d1eFDCavboP0QWQ2LQqbkaVOFF/NTuwPG3vci3TE7V5YKmzpwCE1g+gzSfVEiEf+ejiuEIBTyE084DAwmaNStDYXV7jiZmibQtVbsSL9BX38Mv9/sxBM0dI16w6bZsCmVavgzZYrFGlYrFqWXzGLjdjmON3N/87UpRsd6adTtlhPKwY1W7eUt23ZYWS4ycW2J7710rRMjcCs0TXTCFWmaQDfWnGR8po5u6PgDBnYrekKzYXccl9qDdjtOp3PTy83vNxkZ7SGRDN82B4y2ecjbb05TLNRu0ai2z9UwvVBc8XiIYMhHMhXueDcjwbKdlkBQolioUmtHS2jYnT5fDyklpVKNt9+YZmy8l/MPHCMaDaBp+yu0tZ2p8vkqE9eWuPjePBPXlzecWHkxY72Jh25oBIMm4YgXdizUOm/T1LFbtomlYo1qpXnDBM5qRUtYD8dxyecqvPHqJCPH0xwfTRMK+btiER/hN/ZtpP18FQtVFufzvPbKdfL56rpOPh0E+EzPGc4wNKLxIMGgj1RPhEDAJBTyYzsOju1SKtWolBv4fEYnpJ/3zLsbTloyqyUKhSoX3p3FdV3Onh/CMO+M01Wb9njUbNgtEzXJtStLvPf2DKvLxVucbvWWY6ZuaJ1Y221Btdthst5apbFtpxM1w2l9bwv3miZI98ZIpiJH3uFQCavbobXkP3t1ia//1kssTq+iaRqpgQSxnqPrfXfYsCyHQq7Ka69MkMtWNizX0xNhaDjBiZP9BIL7s0ToD5h830fv49VXrnPt6tIN29ov5uNjPfT2xjj/wDGSPRGGhpPEEyGCQV9LMPNepALhxTxpCSKuK6nXveX97710nanJVV54/lInocBm/bGyXOTShXl6+2I8/tQ4sfjBOp3UWlqWX/rXX2NpIU+hUNt2xIWBwQQ96Sjn7x+iJx1ldLyXWDzYCcHS1gy3BTQvgL7F6kqJXLZCoVDh2pVlspkyE9eWW6FxvKXIaDTABz50hsEtMpvtJy88fwnD1Mnnqp3g/t2ke6Ocu/8YDz50jOGRFMdHezF9nqAutNZ9AEi8MDV20wtd8947s0xOrPL8Ny5QyFU3nZhZTYflpQLvvj1LMOTnQ8+e23fHI9tymJvL8t1vX+bzv/0K5VJ90xWAeCLEyPEeHn9qnJGxNCdP9uHzm5im3nqh4oX7akUDcKXEdVxy2QpLi174q3femmF6apVG3VpXWPeeGYtvf/Mi164u8Vf/xscYHEoe2pBudyOuK7Eth9/77Ve48N4cS4vFzZ2ohLd68OT7TnJ8LM25+4YYHE62EjuILmFqLUyd47g0mzbTk6ssLhT41nMXWF0uMj+X2/AwtuXw/HMXmZ3OEosFOX1ukGMjdzaEpONIcjkvhOHiQp4Xv32ZyesrtwiqhqEzfqqPgcE4J0/1MzKaJpkM05P27Oz1rvtXyrUJ8epKiUK+wpVLi6wsF7l2ZakVOUZy9vwgYyd6b/MZ337uSmG12bBo1i0yC3ma69iMLk6udpbjJJKlqVUm3p0lHAvuOA2K67g4lkN+tcTVN6dZmcvSqHpagNRAnFgqvC/npNgcKWF+NuuZABRrNDZYhhIChoaTHDve05ml7ge6rjEwlKC3N0Yo7O/MhNO9McIRP6lUmP6BBIlUmNHxNLFYiHRvlFDY37Gp2+zWs5p+mk2bk6f7CYX91GrN1gDu3eMbaddcV3rC2/VlHnh4ZF/OdTPm57JMTa6yvFjYUlAVAkIhP5FogL7+OCOjPaR7o4yOpYknQvQPJgiH/fgDa4JMm3a81WbTJhAwiSdCVMpRgkE/xUKV/oE4hXyVUrFGpdJgaDhJT290X2yUt0u10kRoAqfrhaTpXhDvEyf7GBxOcu6+YU6c7KO3L0ZPb3TTTGSu42I7LqPjvfj8JtVKnatXlpifzW26RO46ksxqicnryzz19MmORmyvWpa1MEUWF97xQnGtp0Fun49h6IyM9jAwmODUmQFOnx2kbyBGb1/Mc0zdxEzFdSU+n+co2GzaaJogmQpz8b35TjzOW9sHxWINoQmmJlYBGFFxr/eNYqHK8nKRudksK0vFDSOeaJqXfW1kLE1vb5QHHh5hYDDBseM9pHoiBDeJytHJ6udIQmE/xWKNpYU8gaDJynJxw1BY9dYK17tvzxKLh+hJRzsT3juB47hkM2WymXLLVKHSuWd13dOYDgwlSCbDnD43SE86wvCxJH39caKxILFWlsKbn5Fm0ybcylZV7vFiR+dzFdK9UbKZMs2mzdCxFMl7QA65K4XVarFGZjHPt3//NbJLhVu2lwtVnLbdl4RXn3uPiQtzu0q3Wq82qFcaXH9nlmqpRqVlf+IP+Thx/whD4yp71e3AdV1eeuEqly8uUMjXNrRvEkLw2JMnOHd+6IZZ6l4xDI3xE70sLeS9sEgBk3DYz4c+ch8jx1Ocu294T6kwjVY60ceeHKfZtHnifSf4wn96lW89d7G1lLSxRmN2JkOt3uT7/8T99PbFdnuK2+LlF6/yxmuTrKyzvHUzmqbRP5jg9NkBPvaDD3HseA/J5PYHVS+TlZflZqD12yOPjwFriRmWF/Ncu7JMOOJnaCiJuI0vq/W03n6/STIV5id+6hmGR1IcW0d42ugWEZrA1HROnRngxKl+nnjfCf7oC2/w4rcvc/G9+U0dWmanM5SLdX7oRx5D9u1fatL28v/nf+d7ZFZKGy7Na5pGJBrgk596hJOnB3jgoVsnTps9G0JAJBogEg0wMtrDo4+PkcmU+df/xx8zP5tldbW87n7lUp1atcl3vnWR1ZUhjo2kjvRS6O1kemqV7377CteuLLGyvLGdvml6Wcg++cOPcP+Dxzhxsh9tm+ZI3iRHa2VrS3L/gyMszOd4+cWrPPeVd7nw3tyGWvyV5RJ/9IU3iMVDDAwl6OuP77sJzHaxLJvrV5eYuLbMyy9evWFsCAS8wP2f+KGHOXf/MGfODm74brr53jVNnXgiRLy1WnLfA8cAL0Pj9HSGXLbM8dH0phOCo8JdKaw26xalXJUrb0wxP7F8y3bbsm/wUJ2+vMDSTGZXsy7XcXFsh2KugtO6AUPRAIneGI983zmGT/bv/kQUm+I4nh3Q9WvLTF5f5uXvXmVpobChoNrXH2NoOMm5+4YYHe/dV4ejdj3jJ/v4yc98qKUF0jvaQcPYW5Dy7v3a9o2PPTlONBbk87/1MtlMeUPtarXSBEpUSg3qdQu/f/8zvRTyVRYX8ly7ssT0ZGbLOLcDQwn6+mJ84ocfoX8wzrHjPYTD/m23a7NyUnovuUQiRMBvkEhFMLfQ3B00bU37Mx86y5lzg4yd7CMaDeyoPd1lNc1zEnzokVESiTCZ1dKmHtiNuk2xWGNxMU8k6t+3SculC/NMXFsmu1qmWt3YHOHxp8Y5caqfhx4dJZkM7/g63Fw+FPJWL37oRx/l0oUFvvj51zq2ezfjui6X3ptH4IURCwRMzDsQHeOoYNsOxXyN61eXefWViY0D/QswTYMz54d4+gOnuf/BY/QPxHf0HN64muI918lkmMeeHMe2HPoG4rz0nSvU17nv2xnjLrw7h9AEn/r043cs9q43YbpEuVTvJAHRdY2BwTinzw7yvg+c5sSpPlI9EbQdJPFYr5yUEqEJ0uko0WiASCSwr4qZw8pd+UR7BsYOpXyFwmqpY3TsttIXSnljjMfcOtrXnSKEZ2dm+g1iPVF6j6UYPTdE6pAFKL6bWMt+BG07pnYaRsdxsSyHcrHO9atLvPX6FNevLnv2cjfRXoJM98Y4dWZgLS3jAdDbFyORDLeyaB3MAKHrGsGQj7HxXsJhP1/747cpFmob2q82m55TQrXaoNESVveLtoDs5bLOsLiQJ5tZX8sF3rXQdI3+/jjjJ/t44n0nicaC6Pp+Thy8f0NhP6Gwn9QhSC9oGBrhsJ9z9w3xyBNjpHuje/JOF0J0ltUTyRCp3494Qfc3EFZt26FW9dLSFvJV0r2xPWlX2yYAs9MZrl1Z8tJMrnP/tZeAT54e4KFHjjNyvGdf0tz6/AaGqfPwY2NomsZzX313w0xonpa9QDwRolSqo7UcLBW7w7Fdstkyiwt5piZWNjQ/0YQgHPYzcryHJ58+Sf9gnFBo9w6t3c/1aLiXYqGG6TN46/WpDR3uXFcyN5tBSslHP/ZAy8Hw9k9aLcvh2pU1XwYhwPTpDA4nOXt+iKefOU0gaO5LxIr2ubVXIu4V7sonOj2cJNEb46/9s58kt1xk4t1ZlmczLE6tMnVpgXK+Sm0f42EKIYgmQ6QGEozff4z3fewhxu8/Ru9QEuOA848fZbzc6F74mmbDolCoUchVKBRqXL28yOpKkcsXFqiUG54gtkHazXAkwCOPjfHU+0/y9AfPED3AB7gdz/N2kEiGCQZ9PPTIccJhP+++PbthWU+wyBIK+7nvgeF9H6ynJ1b54n/6Hovz+U3LxeIhRkZ7+NH//AkeeuQ4kVjwjtmR3U6OjfTwzIfP8eAjxxkeTu3bRMbvMxCxIO//4Bl6Li7w3Fff3bCslJK5mQzhsJ+Tp/uB3fe707IXfvXl67z1xvSaWdVN9PXHOXN+kCefPsmZs4P7Gj5KCO8ZOHm6nx/6kUd55bvXuHRxYd2ytu2wulriua+8w6NPjHeWSxU7p1Ss8ZU/fIuLF+Y2DSUWiQb41Kcf59x9Qxw73rPvk/ez54YYGk5y8b15piZWuHp5cd1yy4uebevlC/M0Gzaj4+l9bcduiMaCDAwm+en/6iOkeyOEwv4jHVbqdnBXSlrt/MB9Iz1E4mE0XSM1EKd3OEXPYJLMYp7Xv/Fex/Hh5IMjRFMRDFPf8fAthEDoGuFYkHhPhOETfYycGSQ9lEQ3jdtqI3eYkK7EshwuX1zY9QvKaYUhsiwHq2lTKTc64UxmpjMU8p538HrLf22NzsBggnRflAceOsbx0TSxAxaObueM3cuFbtA/mKBYqHkO1JusvtdqXkSB/cwc5bou5VKdbLbMynJxQ8c2r72CRDLE+fuPMTCU8CITiKMfSsjvN0j1RDh5pp9YPISxjwkJRCvE1+Bwknyusuk9IJGUijVKxdqes2dVq02ymRL5XIVKub5hffFEkNNnBrzsOYH9Dc7fDoEVjgQYP9nH5YsLnWgR69GoW8xMZ1qCumKntFe0qrUmM9Or5HMbR1zx+Q2i0SDjJ/vo648fSBIOn98gLAOcPNWHbTlcu7K4fkpTx4tTPDuTJRjyHQphdXgkxfiJPnr7ooTDgXtiwn7Q3JXCaptoMkw0GaZ/dM2JwbZspi4t8N7LV6mVGyAlP/aXf4AHnzlDdBe2VHorJqRh6HtRVBw5bNvFLjf4zf/wwh05vs9nEAr7+cjHH+Dk6X6eevrUkRwQNE1w5twgjuPyzecubCipSCmpVOpUKvV9zXJq2w5TEyvMTmc2dbIQAnx+k/ETffzYn3yCWDx4Tzwvmi5IJMOMnujlfR84dSAZZDRN48y5Qer1Jq2YZ+sXlLC8VCS5D4kwVleKvP3GNJnV8oYrGpomGBpO8exH7yNxgN7IsXiQR58Y543XpjAMbUNzmEq5wdtvTHO/0qrumnrdIp+r8O7bs+vaibaJJ0IMDid57InxA43A4TN1PvT95wmH/XznWxdbZn63lnNsl9dfnaDZtHjy6VN3XIv5gQ+e4eHHRolEA3c0BuxR4q4VVjcyPNZ1L0tGsjeOoEi1VMdoZQ7y+c2dG/63s0LcAxqiw4pp6pimQSodIRoNMHK8h76BOP39cU6c7ieeCN0RO6XbgRCCdG+Unp7IZmIKAM1WkoH9xGp62vOFLZb/DVPngYdGOHVmgGgsiGnsv5PXYcQ0dE6fHWBoONnKPLP/x2h7ykdjXkzaRsO6IVxWGyk97Xp9B5nQNiKbKXPh3bkNY7wahsbgUJL+wTixeAjzALNHaZrmeVSnIvQPJlicz68bHcNxXErFGsVijWKhSjiiBIWdMjO1ytSEFx90MxOAsfFeTre82g/yMReaIBYPku6LMjKaZnVl/XBWnglMlkQyTKVSJ+C/M052wZCPeDzE8LEUA4PtMeHoj4O3g7tWWF0Pb8leYPgMoskw9UqDaqmOpnspL9ux/hR3Fz6/QTgcYHAoQW9fjIcfHWV0LM2x4z2YPuNIalTbCOHZgUZjW+fBtlqZf/YT23aYmcmS2cSpCjzTnBOn+hgeSREI7HxSeLeiGzrHRrz4sQd1HwohCAZ9BIM+/IFWOtp1w4bJ1oTFQe5SWu1kLSrWmJ7KeILvOui6Rm9fjFTKs8c7SDRNoPkMorEAqVS4FTbt1vvcdSW1mkWl3KBcqnvJOJSwum2k9Ow/FxcKW6ZOHhhKduxUD/JZb2cQjMVDDAzGqVQaGwir3gQru1qmWm50TKhuN8GgrxNT+V6IfXo7OVLCahvD1Bk60Uuzbq0bh1Vxd9D2ij93/zCnzw4yfiJNMhVh/ERfK+e0cU8sNUfCfsIRf2cJdCP7wUbD8rzF99EOwGo6XL4wz8pyceNCwptQPPG+kwzdxgxShwGfz+ChR0cZPpY68GOZpk4qFcG13Q2X5ut1i/o6iVK2i+tKqtUGqyslpiaWsaz1hRbTZ3Du/mGGbsN5t0n2RBgZ6+H6teVNY86urpa4emWJaDyoogLsACklE9eXuXZlaVOtqhBw6nQf990/dKDpnbuJJ0I88sQ4hUKN5cX13+lSelFL3nt3jtNnBggdP9hJ1HoMDiV45vvO7ospjuJGjuSTrBs68VSEYMS/toyvuOuQ0suHXKs0yGXL+H06pWKdZsMmHAkQDvtJpsL4/MaR1ea1Vwt0TUPX9U4EhfVwXS915W61at1I6Tm+1epNyqX6pvZrgYBJNBokkQwTPmAt22GiHdA8kQwTjhz8eQvhZcfSNtEWOra7oef+dnBdl2KhRqVcp9ncuB5NEyRv8/X2+QzCIT/aFs95o255Gb+2iAWsuJVCvko+V9lwQuxpLHWi0SCRaLCTMvig8ftN+gfiWwa/bzZtVpeLt2XyuB7BkI++gfhtixhzL3Eke9QwdQbGelmey2GYGkLT9i+li+K24bqSaqXBu2/PdsI26bpGIGgyNt7L2Ik+Pvh9Z+kfiDM80nOkL7GmCQIBE9d1cZz1tWpt4X6/KBZqZFbLXnrbTYTV3t6Yl1oxFW6FaDnCF6ILw9AJBEx6+2KeQ9kBo7Xu/Y2ib3i5xO0Nta7bwWo6TE2ubBpLF7xzHxxKkEjeviDsgaBJNBbaMjtSpdIgs1reNOub4laklCzM51mYy20YcSEQNEkkwyR7Irflnm8TDvs5dbqf+BbHrFWbXL+2zNiJO5NZMhoLMjbee1vTPt8rHElhNRDy8+AHzjA03sej33eekw+MEAj57okl49uK8Ga8xi6zZ7iuxHVdbMv1NILbELRc1wtTsvD/Z++/YzRb8/s+8PM8J765cg6d081pEmeGwxE5JIdBpEiJpmhalgDLu7YCIO2uvTDk3QUMGFhDhteAAMOCZcuSSJmUSIoWw8yQnHxn7p2bQ4fbsbq7cnrze+Lz7B/nVHX3vRW7q6u6q89n0N13qt73nOfk7/k9v9/3N1Ol2fRZWWnS01Pg3DPjTB7pY/JoXxJ9eghV2QdK2pRiP6nX2qwuN7c9LpWuPP0DpSeumGAtmpzkqj787Raw7T5OzPzv/4UlihXLi40Nm2/cjUwLX/bzoWyaxo66s0WhwvPCPX1xO+z4fki7nRTnBVvY0zmuRXdPEcsy9vVaNy2DUjmHm7OxLGPT3PwwjFlcqNPZJNf6YZE0ATCT2b60aUzG3nIoxartWhx7epxjT3+yP3XG3iGEoFB0yN9nX+I47Tjm+REqVkRRmo+ZRgi11sTqXhGrdfIwWllusrLcZOr6IqWyS7PpE0cxPb1FKpU8ppWkfxwm8ZS4Uuzf9rSaPvVaZ1vxUyq7dPcUDnWh20bkCw6l1Nd3Pw6LEGy/rgc0WI1jxepqi3Z7+4e9NOR6jut+EIXxjoR4FMcEfvhAov1JIwzipEOaHxFtWLyX4NgmlUpuT5s/7ATDkOTzTtJK1zLuPCs+RhTGVFdbeF64/vt9uWWmKTq5nP1EdZXaTw6lWM14+JiWQT5v8xv/0ed5+dPH7msZaZdVlE5a5XpeSK3apl7vMH1zheWlBhc+vM3KSot6rbPpclpNnx/98ArXLs/z7b+4wF/7jc8yMdlHb1+W5P4gVKttlpebqG0e+n19JUbH9q5r0+NCqeLS01s4VA4jcRSnHYE2v94AVlda/Df/6PcwDLlvLym+HxGGEbVqe8vPhUFEq+VnkdVd0Gr5LM7XN2ypezf5osPQSNeB5WSWKzkGhyrcurWy4ViDIGJ+rkZ7E8u1h4UhBeU08pvxcMjEasZ9sRbl6e4t7ElFcBwn7R0b9Q7Nhkc+Z9M3UMIwJQvzNRYXGizM1wj86BNTQElua4BWDTwv5PKlOVSsKVdymKbc15SAtZ7qcawIg4ggSCIVYRChlCZWChUnhVBxrNBpBHnte0ppSP+/Wosya83NG0uEYbytpcxeEvjhjjw73ZxNoeAeKtG2E6zUv/kwbbVSmk47INyiuAqS83tutro/g9olcaxS14xMrO6UKIrpdIJt7y+maZDL29vmDT8sLNvEzdlsdqtRShMEiYVfFMVpitr+THvYtnnfKXEZ25OJ1YxHgrUCorWClaPHB0AnOmn61jK3by7zu7/9GjPTqywvbdxJqdMJ6HQC/uB3X+fo8QGOnRygUHBwnP29gYRhTLvls7hQZ3GhTq3aZnGhhueFdNoBnU5I4CfRnzCMCPyQKFKpYI9R6cM2iuL1B2+SJrF/QhWg1UqcALZ76BdKLpWe/KFKudgJtmXi3EejkUcZFWvq9Q4db39z/vaSOFIEfrSjHPiMhMCPaNY7xPHW9xjLMigWXQzjYHIyHcekUHSSomk2fqFSscL3QtotP+0g9fCvTykEbt7OrNIeItmezXgk2PCBL5J34q6eAoZp8DM//xxTN5b486+9T6vl43U2rlBvNjzmZ2v84LsfceLUEKfPjjyUMa/l6zUbHvNzNRbna9RqHRYX6unNMqDd9gn8iHbbXxeecSpM1yKlcazu5OjGaVRVpT9TSVHZQUSJwjDCD8JtjbBMU2Jb5qF2Y9gIw5SHrpBCaY3XCbedDn6U0bAn9m1PEnGs8NPZn60wpNz34qp71m8Yyfq3+VwUxfh+RKGgYR8uUSESIf+kpULtJ0+kWH0YD/7DFF151CiVchSLLqWSy/BIN+++NYVW9U3FqueFrCw3eefNG+RyNqdOD+9Zu9y1cydOI521apuFuRqXLs5y+eIMszNVpq4vbmne/7gQRXEyHbzNhhiGgWkZ++a5+KhgGBLDlIfKZURrTRCE+x7F33Me82tvv1lLw9runiWlwDQNDspsxTBEcq/Z5pq7sz37dCIIgWkYT1yR6X7yRIpVABWptHDkwU5mIWX2NrVP5AsOk0f7+Bv/yY/zZ3/6Pt/8xgeb3lzbbZ83X79Gb1+JZ56foNKVTzpePSBBENFseLzx2lVuXFvk7Tdv0G4H+F6A70WEUXwohCok06k78aq07cRv9DCJtp1gGBLT2D7K8zihdZLGst10cMbhQilNHG0/g2MYEsexkOJgnnnWDlNv4lgRhduL74zHh0MtVtcKV+orLfy2T6PaJg5jojQfUKsH7/bT1VviyLnRPRpxxmYIITAMgZuzGZ/oZWCwTKUrT6PubfhgVUrTbHrUqi2WlxoUCs4DiVWlFI26x8pKk+lbK1y6MMutqSVuTi0ThtGeR3KEEAiZ/CuFQGu979GutSYD222alCKxVNqXUT1CCHEIZ1T0etHfVhiGoFB0H8ntL5dzFIrulp2+Mj6G3uGMY1pYe2AX+w5nyPROtyfjseFQi1WlNHEY8853LjJ1cYY3/+IDaktNVhfrxKlYfVA+93Mv8F/9r//pHow2YydYlsHgUIUTp4Z49oVJ3n7jOo36xgbmWsP8fJ333r5JT2+R/AO0hgyCiPfenuLdt6f42h+9+1CjT1ImU12WZSYV57ZBFClWV5r7GilQame2nUKIxHHh0dMtGbtFQ2pIsSmGIcnlbZ57YXLf/TZ3Qm9fkd7+UtbycjeIHfqRHrAIzETok8uhvJrXTuZbl2Y5//pV3v3eRRZurbB4ewWvHRD64Z4I1SfNqudRYO2tuqu7wMSRPj587zawebedZsNj+vbKfbeg1FozdWOJudkq3/6L80zfXiXYQSHCGqWySy5n09NbxHEtCkWXnGthOyaOYyYFA7aBaSbJ+Wu+lXLtXykxDMHsTJU/+N3XE7urfbpXS0Mgje0jpkmxWDbldigQYkfeqbmczRe+dOaR9JXM5WzcvL1tH/mMO8j0uG8nWJXSaWHowVzsKt5ZmpWUAsM0shfoQ8ShFKuQ2FfcujLHd/7gDa6+d5NGtZX8Ip1GkIZc75S0hljrDpP+SMMnRK0QpEJCYtomVvb2fiCUKzlGx3qw7a0jO62Wz/xcjXCLFoKbsZZGcvPGEpcuzPDDV6/gexsXdd2NNJKpeykF3Wkf7SNH+ylXcvT1l+nqylMoOhRLLpZtks87OI6JZZtYlrkuFO5+cHzw3i3+z997Y901YD+QUmDs4IUsitSm7Q8zHi8ESeRUbqFahADXtXj508cplh7NVICM3SGkSIsFtz6WSq11GjwYsZrkosbbpu9JuTPxnfH4cCiVltfyufCja3zw6kdceus6fidIrCVcm+7+EgPjvRQreeIo5q1vnkfrpEXr0XOjVHpLSf/5TkCr3mHh1jLNeps4VOQKDt2DFT771ec5/vQ4Q5N9VPrKB725TyTFosvQUGVbXzuvHbC81LgvMVWvd1iYq/GtP/+QD967TbBNdNZxTPIFh0997gSjo92cOTdKsZREVm3HTApy0giqNARG2uddSpG+KO1P286dsuYjut2ggiBK2xtmodXHHSEFrmtibmHJtfZyEgQRcaweyVSAjN1hWQb5goOxTZl/HGt8f+czS3tNFCqCINw2smrbJvmCnb1IHSIOpViNwpjZG4ssz1bpND2kIXELDhOnR+gb7mboSB/FSh6v7fPe9y6hlMayTcZODDF8tH/dVLhV71DpLVJbbjJ/cwlpSLTWFMo5eoYqHH1qDNu1Dnpzn0gsK+2ksk3kL4pivE6I2kV+6dqNsFHvcO3qAnMzVVZXmpsWUUlDYFsmw6Pd9A2UOHVmmJHRbk6cGkp6WT+mRtFWmje7radhmFhcZVr18UcIdtSJR2m97hmcidXHH8NMqvy3S22L1T5bQn2MKI4JtrPTE2seyGYmVg8Rj+dTdBu8ts/7r15i+uo8APmiy/DRfv7uP/4P6RmsUOlNesbP31rm6//q+4R+RK7o8IVfeokXv3TunmU1a21WF2r81n/377l9ZZ5rH9zm+oe3cfMOp144gjRkdkEcALaddDLZTqyudZOK7yMScPXyAv/Hv3yVpYXGltX+hbzD8Gg3v/Jrn+a5FyepVPLpebHrVT5S5Ao2xfL207ztVkCj1skiq4cAw5BUuvLUau0tP6eVptX0yOVsnOyF/bHHdS0qlfy2LylJS+z2jiztHgZeJ6RZ9zaN7K6l6TmOTT7vPPb34Iw7HEqxGkeK5bkarUYHgPFTwxw5N0r3QJlCOZckXpP6JFpmYmUVxok90l1RAq01uYILA/D5X3iJi29cY3muxsz1RaIg5vkvnqF3uItyTzETrPvMmi/gdr5K4j7sheJYsbLUYHmxTnW1lVhTbYLjWIxN9vITP/kUk8f6KRRcDHPvXmCSvNlke/czXxWSQpVCYfsbfrPRYWWleWBTgxl7h5SSUjmX+OZuQRwrVlZa5PI2la78Po0u42HhOBaVrvy2nuG+F1Jdbe97h7O1216nE1CrtTe91xiGQans4jhZVPWwcUjFaszqYp12I6kSHz81xIlnJyh3F7Ccu27CQmBYieVOtEGFoxAC27WwHJPPfvUFnJzN29++wPzUEgs3l5m5vohhGpR7ivu5eRmsJfpvb2ItUl/A3dy24jhmYb7O0mJjU1usZNmCXN5mYrKPL3/l6SQ39SFM+a+1X91PJwBIxWrR2TZntdHosLraRKnMSP5xRxqCUtndVqwqpVhdblKpZEL1MOC4iVjdLqUj8COqq23Cfe9wlry0d9oBjXpn03uNaUoqlXwqVvd5iBkPlUPpmqyUol3r4HcCENA71MXAWA/iY8njQoBlJzflTstHbXEBmpbB0JE+fvyvvMLAeA+BH/L619/jwo+uPtRtydiYIIhoNLxtp/ct26RYSqKdO192zAfv3+L2reUtP+c4Jp//4mmee2GSQsF5aLl77baP1wkeyrK3orevyOBQ17apFsuLDWZur6LiLLL6uGOZBqNjvXR1F7b8XBQpbt1cYWW5uU8jy3iYrKVVVbrylMq5TT/XavnMzVYJ/O1dUfaSMIhZWWnSavlbtoV1XIuRsW6KJXdfx5fx8DmUYlXrNFKaPjxt18LZIH9FkJivSyGIo5g4jjdsOZd0ExLkii7DRwfIFVziWLFwa4XVhfp+bVbGXQR+RKvpb1s4lbQHNLe04vk4KlZUV1u0Wv62yx4Z76Gvv7wjb8r7QidTb/frE/sg5PKJvdZ29lXNpk91tUUUxVl09THHMCRd3Xly+a0baMRx0qSi2dx85iHj8UFKgWkaFIsuxeLmqT9hGNNqeklr6X0stAqjmFq1je9t7QRgmgZdPYXExSTjUHEoxSo6MQ/WSiFIxWrukyfvmgA1bZM4jPFaPp2Wt+nFUCjnmTw7QqGSI45ibl2eY/H2ysPdlowNqa62mbq+uK2Is22T0l15yjtBKcXKcpNmY+sHsWkZnD03wsRk746XvVs0mpXlJtWV1kNbx2b09hYZGqrguNaWhRezM6tcvTxPo97B9w+uUjjjwbFtk2MnBujrL235uTCI+OjiDLPTq/s0soz9YGyyl4kjfZvme/peyMpyi6XFOivLrX1LS2o2PC6dn6Fa3brwL5e3OXFyiK7uLD3lsHEoxaoQYDkWhmWggcAL8dvBJ2pxErHqrNtPteod6svNTbtbCSkSOwwpk4hX2yfYgUl8xt5Tq7W5fXOZYBuz/1zepq+/hLWFb+THUUrTaQeJRcoWCJH0R3c3eBHaK7SGpYUGy0uNfbeGkobAtk0GBiuUt8hNjGNNEETcnFpmcT6baXickYagWHQpV3J0dW9eHa6UZnWlxcpyk6XFxoFE/jP2FiFgYLDM4FDXlsVJGs3CfJ2Z6dV9m0nptAOmbixuG0BwXTNLAzikHE6xKgVOzlo3tvbaAZ2W/wlvNiEE+WIOx03a8jWqLaqLdbTe+AJccwsQQqC1xu8E2xrFZ+wta12lqqstbt5Y2nb/F/IOA4PbNw+4dx3JzXG7ZUsBhYKD6z6cto467bA2P19jcbHBttYHe0jSrEBi2QbDI11b5jBqrQn8iOtXF5ibra7/LOPxQ0pJoehSqeTp7Stuet0opamutllabLAwX8Pf5xzGjIeBYHCowvDINnnqGuZmqty+tfzQHUrW7vftts+Na4s06p1NP7vWWW10rIdiMROrh41DKVZNy6B/rJdSdwE0LE6vMHdj8RPV/qZlMDjRS6UvmfKaujDDhTeubWrL4XcCFqdX8Dt35TJmFYf7iueFXL44x5WP5rl2bWHbh2RPX5EzT41SKNyPoNzaeBqZtO3dzkj7flnLvf7w/dtcujBzIKb7tmPx7AuTTB7p2/JzfhDx/e9c4v13buJ7YVZs9ZgzOFzhlU+foFzZvNgGYGZ6lb/4+gcsZbn7jz1CwLHjg5w4PUyh6Gw5G3Xx/DTvvnWD4CE3A9Fas7zcZGZ6lSsfzVHbJA1ACMH4ZB8Tk3109xQy799DyKEUq9IwqPQWcQvJ21VjpUl1qfGJ6X0pJV19JfLplMHyXJXZ64s0a+3ESSBFa00cKzpNj/mbS3gtHwSYO+j0krE3aK2JosTg//q1BRbma3TawZbenoaRRIl6+0uY1u4spaQhdlQwpWL10KbCvNRTcHmpuelN+mFjGpKhkS66ewqJB+Mmu0TFmsWFOvNzNRbm63hZesxjTamUY2yil3zO2XJKuNnwmLq+xMpyk1bT3zSFKuPxIF9wqFRydPcUyeU3f8GvVtssLjSoVVt02g/PqUQpzeJ8ncWFOs2Gt2nbbCkFAwNl+vrLWJa5rV9sxuPHoTyitmty7Olx+ke6ALhxcYbL70x9onLcckxOvnCEocl+AC69eZ0f/uk7vP+9j7h9eW79c1prOk2PG+en+ZP//bvMXFtESpk0BOjduhAhY++o1zpcvTLPv/rfvst779zc8rNrVc1DwxWOHO3f1jfybqQU5AsO9lYVpToRqrV6m/ZDullfv7bAD753idnpVeq1zae/Hia2Y/L0s+McOzFIqexibVKoprWmVm1z6cIMv/c7r3Pr5tI+jzRjLxkcrvDpHztB/2B5y2tnZbnJe+9M8dYbN3j/3ZuEB9TZKGNvMAxBuZLjc184xdHjA5t+rlZtMzO9yve/fYkrH81t+rkHJQgivvEn7/Ha9y9vG5h4+TPHefbFicxf9ZByKJsCWLbF2InB9Xar7XqH2nKDlfkaXUpRKCfFIoZpMDDaQ99wF6XuAl7bp1X3+OHX3uXqB7e4/O5UUkWuYXWxzvSVORZur+B1/MS26OgAfcNdB7ilTwb1Wod6vcNbP7rG1PUl6vXOtoVVbs7iqWfHGRntxjDErm5gQiZFJtt38UkKDRzHorSHCf1BEFGvdbjy0RzvvDlFp7O1hdbDxjQNevqKnH1qjEsXZrb01mw0knF/+H4vcaw4eXoYK41qZw+RxwfTNHBdmyPH+mm3fM5/eHvT1A6lNB9dnCEMovX85v3sarU26wICcw+7xz1prO0317U4fXaE5aUm5z+YJgrjDfNSPS/gg3dvYZqSsYkeSuXcnjZFSWZpakxdX2RxizQTN2dTLucYG+9lYLCyZ+vPeLQ4nGLVMZk8O8qV926BgHbDo7bUYHF6BcM07hKrkqHJPgbGe+kZ7GLh9jKdpse3f+9H5IoO3QNlnHQabP7mEoEfEqZFN27BYfLMCEOTW+fyZeyMjW6GyY80qytNbk4t8/U/fo+Z6VVaze3FW6Hg8PKnjjE+2YeUu5tAkFJQruS3nAaDJLI6c3uVfN5mfKIXrfUDPSjX9oHvR8zOVDn//m1e/8EVon3vFnMHIQSGIegfKPPCy0eZm61uLVbrHpfqM1S6cjSbHuOTfZimgRDJ8dxLIfHxcyZZ/r1jz7g/1nyDT50ZBuCji7ME8eYviOffv83s9CrPPDdBHGtK5dxDORYbHXOtNb4fIQSY5tb+sBnb4+Zsnn52nFtTS+RyFq1YEW/wouJ7IW+9cQ0nZ3LmqVFs21zPc72f433n0GrQMH1rmY8uzXL96gKNLVwAikWHvoESE0f6GMqCR4eWQylWTctgcLyXk89N8OmfepaBiV76x3qYOD2ynp+6joCjT43xK3/np/ijf/Ytrrx3iziK8TshSzNVZJr7Enjhej5WV3+Z/pFuPvvV5xkcf3gem08aKlbU6x0aDY+5mVWWl5tcOj/L/FyVxYWk6ngn7guDQxWOHOvnhZeOblsgshGWZXD8xCC11a29TX0/4vvfvki75XPmbHKzNsz7fygrpbl6eZ4b1xb403//LrMzq8TbND3YLwYHK3zuC6e48tEs7bbP4nx9y2m5Cx9Oc/vWCq2Gx+Sxfl759HFK5Ry53N45J2idmNPfvrXM6nKTK5fnOXNulDPnRtMI256t6onlmecm6O0r8ebr11healBd3Th3OopiVldb/Kt//l2OnRjk0589wZmnRunrL+15/mAYxjSbHrduLHNraonZ2SrLiw2GR7v5zb/1hewl5QGRMmkjfebcKD//l1/kz772PgsbWNJpnXb7e/cWqystvvoLL3D85CBjE70Yxv0fg+WlJpfOT/Ptb17g4vmZrdOsBDz/0hFe+cxxyuXMAeAwcyjFqpQSN+/QN9LDiecmGD42QM9AhUI5d48Vy9pNrdxT4Pgz44ydGKJZbbO6WCcKY8K7DM4N08ByTeycxfCRfkaODTA43kult3gg23jQaJ2Iq5Wl5rZtSTdfSPKP0hqtNFGkqFVb1Osdpm+tsLTY4IP3brG60txRzqaQAtOQDI90MT7RS09vEcvefQtUw5D09hUpV3JIKTYVZUop5marzEyvMjtTpbevSL7g7GoqUilFFCo6XkCnHXD96gJXr8xz9co8gX9vt5Y1y7SDwM1Z2I7JyGg3iwsNVpdbhOHmbQ8bdY9OO+DihRl8P6Kvr0T/YJlyOYfjWBimxLZMpBTrbgp377O17VwTpEkhmyYMY+JYEQYRQRgnllnX5llebHDx/Ay9faU0Gngo0/H3na7uPFEUMz6ZzBzUa50Nrwetk5aYU9eX0Bq6uwvk8g6BH1EsuViWgZUWpEqZvEhsdI0kVkXpMVeKKLrzbxTGRFFMq+lTr3e4fmWB69cWmLm9knRQi9VDd8y4+7xE6+Tepe9YLGkNWmk0yT2t0wnTbdh6YHGkaDX99f0ipLjz3+t/+MR/PwyESLpZ9faVOHl6iLfeuJ5czxu0fNZaU6228ToBV6/MIw2Jm7Nxcxaua2GaxvrM1kbDXdufQZAc22bDY3amyuVLc9y8scTszOqmpiymZVAsOoyMdnP02ACWbWYvqIeYQylW1zj14hGOPzuePBCFWI+SfpxSd4FiJc+v/YOvsnBrmT/+599l/uYS01fniYIIDXQPlBkY6+X0i0f49M88x9GzIxS7iw+nxeZjQBTGNBoev/W/f5/f/90f3dcy1m7wnhcSRyrt+azRpDd8rYnjnfv45XM2la48v/rrn+HEqaFdNQK4G8syOXV2mJnpVYpFl3Y7SHPi7kWppLvUWz+6xuJ8nZ/9hed56tlxBgcrO46wel7I3EyNd968zqULM7z5o+u0mt4npv6lFLg5K7mpb1IR+7CRUvDlrzzN6bMj/Pc3l6lV21vmDkeR4tL5GS5fnOWb3/iAE6eHGBnt4exTo/T1l5k82kex5OK69oaRGK2Ttrqrq01q1Q7NRofp26tUV1vcuLbA/FyNpcUGnXaQihvNxJE+tD5F8oR7Mq/NvUQIQXdPgd/8m1/ku9+6yNLCa7Tb/qapKXGsuHFtkVtTy3zrz89TruT51GeOMTjcxZHjAwwOViiV3U1zG5VKpvRr1TbNRoeFhTrNusf8XI2Z6RUW5xvcnFrC90KiOE5EoE5Etd4ng/o1S7kgiPD9kDCM8TrJv0EQ4nkhURjjeSFT15dYXKhv2zRhZbnJa69exrZNTMvAzVlYpoHtWDiOiWmZuK6Z5hInHeV205Xvfhge7WZgqMy1qwuUSjnefOPahnnLURjTDGN+/3dep1B0+PTnTnL0+ABPpzUDxdLms1s6LVS9NbXE3GyVP//aB8zNVrlxfTGZVdri1t/fX+JLP3mOF185yuTRzbtuZRwODrVYNQy5oykoIQRI6OorYZoGn/3Z56ivtKgu1VHpTTlfcil2Fxgc72Vooo9cKbcugp9UtNa0Wh7+fdoUafT6jV8pfd9T3lIKcjmb46eGOHN2hKHhLgoFB+4z+iBEIlh7+4qcPjvC5Y/mqG6SEpA0EAiZm6vyox9eZeb2KuOTveTyNqWSi2kZGEYSaVUqKQQJ/IgwjKiutmk1fRbma9y6uczCXI12614hIASMT/aRLzgUSw63b64wN1O9r/30IKxFdUulHINDFV75zHGmri9y8fx0agy+8feU0uvHdn62htcJabd8ikWXCx8WcRxrPeomZWIXthZFjWKV2pUFdDoBvhdSXW3TafssLzVoNDyaDY8ouuP1mDUj2DvWrh0pE2eN4ycH+NwXT/PuWzdYXGhs+AIHdwqeGvUOYRBx/oMkJeTGtUVK5Ryua2HZxvr9ec1YPo4U8dpMQyfA98Okha8X0qh7VFMBm7zMfczfU+9dywytNe1WQKPR4cP3bxOl0fz4rihvHCd/wjBGKUUYJJ+J4pgoTH4XhTGrK02Wl5rbpi+trjR57dUrSeTZkFjpfWNNlBrpz6QUmJaBaSSfM4z0Z6Ykl7PJ5ZN803zhwXN3k+ebwdmnRnFci1u3lmnUO5vWDIRhEvW+dmWeWrXNwnyNvv4yhYJDLm9jmgaWZaw3OwmCiCCI6LR8FhYaSaOXqSUa9c6WL+RCCIaGK6kgnqCvv7zruoSMx49DLVZ3gxCCck+Rck+RkWObW3Zk3IUG34vwOdguXoYpqXQXeOa5cb7ys8/S11/a2nZqG4QQWJbBwGCFF185yuJifVOxCuD7IYvzId+c/xDTkpw4NUxPT5Gx8W7yRQfHsRBCEIcx7U5Ao96h2fC48tEcjbrH6hbLlobkzLkR+vrLdPcUUPFHByJWIdkvxZKL7Zj85E8/zRuvX+Pq5bnUGHxrqaA1LMzXWZivc/nSJ61u3JyFYRhYliQMk+hxGEbsU7AsYwsMQ1Ku5Dl9doRKV56lhTr1Woc43toQ3vOSKGP17alP/M6yjCSC6FpEUSL0fC/c8sVnP6nXO9y+uczv/tYPaLd9Aj9KI6bqoXTrWlxo8M0/+3DHn086zCWzLWvR1r7+Mv2DZSaP9u+JWF3juRePMjTSzbtvTTFze+sC1zCMuXxpbv0aL6btqPsGEgu0QsFZF/qNeodmM3nxDPxox8EKw5AcPT7AU8+M8fKnjz/RAaMniUysZjy2CAGnz44yNt7Dl3/6aQaHKvT2ldbb7D4og0MVPvfF08xMryKE4OaNpW1vqHGkuHVjidnpVa5enluvqoY0/1IlEZo4itP0gs2XN3Gkj/GJXr7y1eeoVPK0Wh4Xz0/vybY9CKYpOXJ8AMe16Oou8O0/P8+Na4u02/59C43AjxAixvfuVHhnQvXRolhyGbf7+KW/+ilefGWJP/y9N5JIW2v31mprAjUM4/Ucz0ep61kURnQ6AYsLSYMLnc4QPCqR+7UUKa8TIkRIpx2sC9h4j91DTFPS11fiN/7jz/Pu21O8+u1L3Lq1TLu1vb/0WoS80w6QhsCQMknz0no9Qh0GEWqH+3XyaB+j47388q++wuBwJctRfYLIxGrGY4WUAsdJin1c1+Lo8QGOHOvn3NNjSW7XHuZx5fI2jmsxPtFLvdZZf3BtNUWlNesP79p9rtcwJYWCw+hYDydPDzE+0Ueh6LCy3CRfcDAMeaAuAVJKSqUcejjJC526voTvh8zOVAmCiDDYfU5tUoDyaAiBjI2xrOT6OnZigELR4Z23brAwX0fP1/C9cFfn5J0XkgfPvxYimYEw9nAqWKkkLcHrhNt6Oh8kd/Z5EvH1vXBPBfVaMZfjWhw/OUSr6TN7e5V2J0CIJu3W1i+oSRSVTTtP7WwMSTFVoeAwNt7L8VNDHDk+QLmcW/99xuEnE6sZjw1SCkqlHE8/O8aZp0Y5fW6Uo8eSKa/7LabayTp/6mef5cVXjhKEEdO3Vrh54+F1ZxICBgbKfPmnn+bFl49y5uwoppX4lA4OlelP0wGqq60D9V8FKJVzFIouv/m3vsDKcpPf+z9e5+bUEh9dnD3QcWU8XHr7SnR1F/gH/+XPc+n8NN/99iXee/vGhvZG+4OgUslTKu/epi5jZwgBjmPywstHeerZcb71Zx9y5aM5/uxP3ycIom3dDh4ExzGZONLPl7/yNM8+P8HEkT5sy8zqJ58wMrGa8UggpUgKLswkQmLZBpZlUig65PNJgn53d4FSOcfRY/0Mj3YzNJIUUll72DXlbtaKitamuz/9uZPcmlqiWHKZm6nSaHiEexR1yRccCgWHYycGGBnt5qmnxxgYrGA791qtFUsuA4OVtLDoYMVqMu0IhaKLlIKXPnWM0fEeBgbLzM/VqNc6LC81iB+ipdBatXq+4DA4WGZ0rCctqsyeZA+DO7ZJkmLJZWyil5c/dYxSyWFhvs6tm8s0Gx7V1dZDEzCWbeA4Ft09BbrTblnHTw4yOt6b5S8+JNb2q2lKDMPm2IlBCgWHMIhZXKivNwvxP2a3d3/rSmZvenqLlCt5jp8YYHi0m1Onh+ntK+E8QD1CxuPLoRSrW02D3F9nja2vvsN4g7zb0++hTs8KkCIRqm4umXZ3HJNi0U0ehuM9DA130T9Y4eSpIYoll1LZ3bd9vlZsVa7k+eovvMDUjUX6+su8+t1L3LyxRCOK9+Sh3N1dYGi0i1/45ZcYGe1mbGLjB29Xd4HxiV5u31rGu9uFQSR/7fe5KITAdRNPxZ/8mWeoVdtM317h9R9c4erleRqNTjpFvPfn0NoLzshYN8Mj3XzqMyc4erx/vb3rg7LVrhTiIOSwWLswN/7tFr/b85EIkUa8+hif7OWpZ8dYWqjzjT95j5tTSdU4bO8vej/rzedturqLnH1qhNNnRzl6YoDjJwZw3b1rOJGs7PGaYhb7cFKuvaycfWqUE6eGOHFqmAsfTvPaq5c5/8FtwuX4gVOUpEycDyaP9nPs+AA//XPP0dWTp1TKHdyz9p7n4Ya/vm/3mYydIbYRYo9lElkcKVr1Nq16h8ZKk5Hjg+RL7pYn21ZorQn9kFbDY2WuCoA0DIYm+7BsE+OQ9aPWWjN1fZFqtU1wV2OEh0Z6AzSkTO2LkgiraUpc18ZxTWw7qSRNrFz2f3+v7YJOJ6BWbbG81KRWbfPRhRmqq23m52usLDdpt7ykcCqM8YMY0AjANJNWhLm8vR4tHhruotKVZ3yyl/6BZGp1aLgLJxV/G23jynKT6mqL1ZXWPdZBQgh6eosUCg5DI10Hdj6GYYznBVRX27SbPkuLDWq1NjPTq4ndVL3D8mIDzwtpNn2CIFo3e19rV7sWXTctA9M0yBfsJLqes+nqzlMoOgwOVejuKVLpytPdXcBNf5dLP5fsk92PPylcSXIVL56f3vLB29NbpFB0GRyq7HmXpo1otXxuTS3jpUUrG2FZBoWiy8nTw/vmAa21JvATG6KlxQbNZhJZnbm9SnU1OfatlpdatXnrlfWxSgps1q77NZs32zbJF2xcNz2m6bHt6S3R1ZVnYKiCm7MoFl0KRXf9/NirY6B1UrjUbvtcu7KAekwq/SzLxHZMTpwcxN3DTnGboZQm8EOajcTRZDF1ibh6ZZ7qaovFhQa1aguvHdJseomdVxSvF4KtecgWCg5d3QWKJZeRsR66ewqMT/TQ3VOkWHTpHygnVl4H+JxdmKsxM72aOpR88nkoZTLT0N1TyFq+PjgbHuRDKVbDIGLh9jJLM6vM3Vji+DPjdPWX6R4oI43dn/BaabyOz9LMKpffmUJrsGyTc586Tr7kkivuX6TvSUdrnyheYO3UFMJBCBsp9k+grfkE+n7Ih+/dZnmpwe1bKyzM19ZtqcLUFBySK8+yTWw7SWsol3NJZfVEH719RU6cGqLSnadYPFztAtce+tVqm6nri8zPVamutpibqdFuB9TrHXwvIAxigjACnRZTmMmDybKSfVYsORSLOQpFh97+EuWyy9h4L30DJXp6i9i2mfksPkJEUUwYRNy4vsTyUoOp60vU05eUer2D1wlop40c4jhOxKohsO3E7N62TUrlHPmCTW9f4tPZ219kaKiLnt4iA0OVh5ajnnF/JJ7bPq2mz4UPb7O02GB2epXlpaQIq1brJOdFGCGlRAqRdrmyKVdcevvKVLpyHD0+QF9/iaPHB7Asc19eAjMeOZ4csdqotvjBH73DO9+9yA/+6G26+suMHh/kH/6T/5hiJY+1y5wXrTV+J+CHf/Iu/+S/+C3iSJHLO/zm//MXmTwzypmXj2ZidZ/wg3eZXfoboAMQ4NovYVtP013+Bwixf7lMa9dNFKlEvMZqvW3sRgb1a+fH3ekV0hDItLPaYWwwsd6aUmlipVFKpW161Xo1eGLm/jFHdwFi7X4l7kw9CpHsr7v33UatWjMOlrXjnuQq3+lCt9aVTt/1mfXjftcxX28lmqYIrbUfXe9EeAivlcedO21oExcFlb7Qrx/zj1/na8d77Rinx9Qw1v5da9GaHecnkA0P+qHMWY3DmPlby6wu1Oi0fNyCT+CHSVT1PiMwhmlgOSa5gkN9uUmr0WFuaolyT3GPR5+xFVrHKFUFAtCgdAutO/s+jrWbaBbh2Zx1gW4IpAGQ7asngTvFOMnxtrJ6mEPPnZdxgbSzaGjG3nMoz6owiLh1eZbV1ErFciycnIXtWPdlGC+EwLJNSl0Fxo4PkSu6xFHMzUuzzN98eDZGGQ+f5K3/3j8ZGRkZGRkZjw6HUqxGYczKXI1WvQ3AyNF+Jk6NIB8w/yVXdBk5PkC+5KJizeLtFaqLjb0YcsYBoQkIwg8Jo4+I4tto7R30kDIyMjIyMjLu4lCmAWilaTc6BGmBS6mnSFd/6YHzXyzbpNJTxLKtJKG83qZzH60GMw6eJIKq0LpDEF1GihyG7EHKEpCZi2dkZGRkZDwqHEqxqpSiWUv8HQEqPUW6ByrrxRj3i+WYVPpKWI6JVppWo4PXzsTq40qslgnDq6xU/z+YxjCO8yJl+R9hyK6DHlpGRkZGRkZGyqFMA9BaEwURcRSDSETm3Z2A7hdpSGzXxjAkGk3oR0Tho9s3OmNrYrVCpOZQup4WanloHrxXeUZGRkZGRsbecSgjq1pB4AXEYSI8bNfCydsP3I3EMCRu3kaaBmjw2v56qkHG40cU3SaKricnTEbGIWCzAsFHyQLoSewImJGR8WAcSrEqpMDJO0lXFT/Ebwd0mv4D9yyOY4XXDlBp5yDLNjH3qLVjxv4TxVME4RU0mVjNePxROuJ2849pRbdpBtcBkJic6fnPKFjjBzy6O2hiGsFVGuF1FtrfRwoLUxaYLP0yjtGLJcuZYM3IyLiHQ6m0hEjsqgzLAC/E7wRJbumDitVI4bV94lglnXaspNVqxn7zYA+yJLKjieMlYjUPmVjNOBRoasElqv4FVry3AZDYHKv8hxQeIa9TrWPa0Qw1/yKzrb/AEA62UWEw/2MYwsGS5YMeYkZGxiPGoRSrhmnQM1AmCiI6DY/ZG4uJ3dQD9nhu1dvcuDBNs9ZGSEmlr0Sxkt+jUWfsFMGDvncotA4JoysE4UUysZqRsX8oQla8d6j5l4h0m0i3ibVP1b+A1pqcOXLQQ8zIyHjEOKRiVdI9UKFZS3xWV+ZrlLoLtJseQgrs+2i3GvoRjWqL2RuLdFo+Ugq6+koUMrF638SqilIN4ngWpT20bqK1AjRC2AjhYMhuDNmHNHoQOCRN+gw0kp2IzDheJVbL6bKD9UIqpVqE0S20bgMapRqE0RQd75uE4UfbLtexX8Y0hgF5z5Sl1iFB+BFK1YjVAgBCWLj2pxCyiMDd1RRn0qigSaxW8IN3SGS6wDRGkbILyzx+z/KUahGE51GqjtLNuz53DIjROiSKp1G6gYpX0ERoHSKQIAykKCFlCSl7MGQvUt6/jVcSwQ5QqkWs5lGqhtIdtO6kx1khhAmYyTpFAUP2I2UZKdeuq2w6+LAhkFiygiWLCAyEMNKIagnzAc63jOSaC9QqWmsMYSGlgyGcgx5WRsYDcyjFqmVbjJ0YpFltcfPSLLevzhNFitW5GlLch1hVmma9zcKtFS7+6BphEGFaBsNHB+gb7n5IW3H4iaKbBOFHtDt/ShTPEsXXUdoHYgzZiyH7sO0XyTmfxXVewpD9ac9wE/TOxGoUT9HxfkgYX0OpFcLoWipgF9Pvp33M1RyxP4fnf39HYx/o+SeYuZ8D7Ht+rrVHq/0H+OH7dPxvAyBFmcG+/wXLPIYhh3e+g5IlEsfzeMEbLK7+w3TMBsXcL+DYz2MVj3J3G9NYLVJr/s8E4SXC6AqF/C/hWM9RKU6itU+sqrS9bxCGl/GCH6Wito7AQYgclnkC2zqN67yM63wW+UCesxqlW4TxNTren+MH55OiNjWL1gEQIEQBKQrY1mlMYxLX+QKOfRYpJx9gvRmPMkKYVJzTxLqD6b2WpAHILkrWEXLm0EEP7zFH0QhuoHWIbXThmv0YRiZWMx5/DqVYdfM2T3/uFPXVFu9+7xI61tSXG/y7//kvOPfp43zqK89QrOSxthGtWmu8lk9jtcWf/svvcuXdm4RBhFIK07I58/JRJs7sVnw8uWgSI/4omqbd+QZ++D5hdJUonkmibaqVWkdpYrWK0m1iv0kYXabtfYNS/q8R6xpCFhAqQuvtbcOC8Aqtzh+idC2J3qommoC7hepeIoSN63wGjVoXq5oQz/8RWnnk3N2eLzF++B5++OFd45XY9rPY9tNsF3lU8TKRnCGMruEH79D2v00YXk0jv8ugQzQhGoXQAWH0EbGaxQ/fxw8/xDaPU8j9ZYRwEWLn+dlhNEUUz9Bs/z5xPEsU3SJWNbTuoHSHZP/HaN1CCx8/+JBQ3iAIL2BZp7DMoxRzfxnD6AHsrODmECExqNincI1+yvbJNLJqU7SPYopspup+iVSLIK4z1fg9YtWm232GPvdlHKPnoIeWkfHAHEqxatomo8cH6R3uwsnZhH6I1/J57/uXMG2DyTMjxKOKXMHFNA2Q99qlaKXRShPHiupSneXZKu9+7xILt5ZRscIwJW7eYeToAL1DXQe3oY8bGpRuE8UzdPzvEoTnieJbJHa/EiGcJMKHBDRax8TxLHE8TyDOY1vPkKQImOzUIljrFpGaSYWtBmGmU485lGoAa4JXIrAQwgVhbLHEhLWUhE9iYJnHCOMpwEqWr2PC8ApSdpFDo/XO7HkSca8JoxtE0a074xQWljmOaYxtMoY7KNVAxUuE0Q284G063p+jdZxugwHCQeCmLwmKWK0QqyXgGuiQ2FrCdX4cQ3YhdiAkkmXHRNFtgvAC7c43UKqKJkBggTDS4yzu2sY76w25RqTmieJbuPYrCGEiZR9r6Q8Zjz9CGLhmP67ZT8U5ddDDOTREyiNQVVa994h0C0uWKNsnD3pYGRl7wuEUq5bB4HgPZ146yud/8UXe/tYFVuZrzN9a5pv/5jVe+/p7nHrhCAOjPRw9N0au6JIvuSDSKf9am9pyg7kbS1x6+waL0yvUlhrEUTLtfPSpMSbPjHD0qTEqvcUD3trHB41Ps/07+MF7dPxvo3UICAzZg2mMkcv9FIbsx5BdaAKUSqKqfvAeYXSJWuN/AgSaNrAzf9tC7udw7JchFX6QCCpNwHL1/0UQvgOAaYxhW09RzP8Slnl02+Wa5jiJGP04BqY5jhWfxLGfIYxuoNQqbf+7ICQUfj393vaCOJlGD/D81wnC84DGkP2Y5giWeRzTGN32+2E8RRzP44fvorWPEA5590vJ9prHk5QKJHE8QxTP0/L+GKWqKFXDDz8kiqcxZB+u8zKF3M9sO+JYrRCGF6k1/xme/0OUbiAwkbKXnPOpdNxj6znJSd5ylbb3beJ4jii+QRTdJI7nWdX/GNd+ka7y30/3VyZWMzI2oxPNUgsuEmvvoIeSkbHnHEqxKoTAMA16h7s4+8pxZm8sEkcx9ZUmnaaP1wm4fXmO5mqLTtPHyVk4eQeRitV2y6dVa7MyV2V+aonacpM4ijFtk2Ilz5FzY5x6YRK34GCYOxEdGVr7aNUkCC8SRlfR2gMshMjj2J/CMo/gWM9gyG6ELIKOULqNlCWEyGHILvzgPZRushZ13QlSljA/ISpDlPaRdxUeCGEhZRHTGMI0JrZfrshvGB1NfmZiyDKWeZJYraDUClo3iNUqUTSDYfQhxPb2PEo1iNVymhLRStZr9GCaRxGikEaYt0brDooIYh/THMOyjuHYL6XbOQIYIGRSyGYMo3SDMLyCH76H1j5KNwjCDzGMfpRqJVHRDdabFFPFxGoRL3idKL6J0vWkaMoYxrFfwLGewjTHMGQfCBshTAzVROkmmpgomsLzQ2JVResOUTxFGHUTxTMYsgcpS9tub8bHEGQa/wkhVA060TxKR1naTMah41CK1TUmT48wemyQ5dlVLMfig1c/Io4UOtLcvDTLzUuzvPf97Su/1yiUc4yfGuLzv/giz33+DG7O3v5LGUAivKJ4lo73HaL4NgBSFjCMAbrKfw/LPIoUG4mRV1DOF4njORZX/yFBWEfTSX+3kxuyjZQfP04RaC+NKq6RTK8LWUTugc+jYQyQd3+CKL5JFN1Aa484nqPjv47rvIK9g3XE8Sxh+BFKLaeuBWCZR8g5P4YUhR2NQ+sOmgApusg5n6NS+ttI2Y34WGEY5mlAkXe/SLP974kac8RqHq07dPxvI2WZOPdTGHJwE5Gs0QSE4SXqzX+GUk1AYppj5Jwv0F3+LxDCZrOIct75chKRReAFbxFGVwija4CJ57+GYz+PnYnV+yATLU8KXrxIPbiC0j6GcA96OBkZe8qhFqtCCkzL4HM//yLHn5tkcLyXmeuLTF2Ypt301tuxboXjWrgFh7OvHGfs5BDPfO4UR58aw3LM7DmwC8LoBkH44V3FNWBb53DsFzBlPzK9uW4crSym0blPIUQBL/ghOy2O2mh523Uy24uohBRlHPs5TG8UIUrr9lNe8H0scxys49suI4xu4gVvpvtMAAamMY5jPb+j/NE7YymSc7+IbZ1DigoCc5P9IhEij2WdpJD7Kq3OHxHFUySOBAt0/NfJOZ9Hyo2Ecojnv0UQXkSpJpoIIXIUcn8Zx346Fapyy31rGAMUcr9IrFYJoysAKFXDC17HNIbAyvIbd4dYzw3OOLxordDE+NESrfAGSocYZGI143BxuMWqECDhxLMTDB/px28H5Es5WvU21cUGfidAxQq0vkfACJEIXSElpUqeUneBs68c5+jTY7z0E08hpUDI7CGwG2K1mETKdLD+M9MYw7GfT6f6N49SS+mitYltnUTrNl7wGg+jkn8vETKHKZMpbynLxHEbpZoE4SVitZIWfBmbiMa0w5ZaJIiuoLVPIvRyGLIfy5zYcn99YizCxbHPYZpjW/qmJmOxMY0hHPtFOv73IH2fU7pGGF3BtZ/f8LtaR4TRVcJ4OnVbEAjh4NovYZlHNt3Wu5GyhOM8j+H9CWutH7TuEIaXiZ3VHW/vo4jWOm3rG6N0hEatewrfIRGXQhgIJFJYbCfwtyJZmkQg0nNKoYjROkrztu/kcQMIIZPPCytd/+4eD8k2RigdpRZ0uxutFDZCGEisB3phXLt+lE5cLhIv4Xu3NTk/1/aPme5zg2S1D75ujULpiKQByd37+u5CwfRlQsj0v4z1Y782vk8uX61vF+k5pImT3PZ4CS9aQhGlnwtSh4DqtuOWwlmPxmYpBBmPIodarN5NvuTyua8+zys/+TS/8p//FIvTKzRW28xeX0jbsQZorRECckWXQiVP71AXA2M9lLoK5EoulmUijexCvh+iaJogPI9m7SEmsMxjuPanEWInXp4C234GTQTtx+EYJJFQx34OrT0a7X+D1knObhBdxo7OYJmTfNynNSFG6zZheBnffx2tO0hZwbU/g2UeQ4gCu3mgCpnDsV/EMsZ29HnTGEQ6RRqtfwlp84VYrRIE76Pcn97wO5oQP3iLMLycrFMUMGQvlnkEw9ipd6aFFF1I2Y2U3Umhl27hhxeJ1coOl/FooolphbdohbdZ9t6iHd3Gj1cI4moqPMCURSxZoGKfJm+NMZD7LLbRhSXut4hTpikbAk2EFy1TCy5Q9T+g6l8iVDUCVUdgYAiTnDmCa/TTn/s0RXty15XkSges+O+x3HmTm81/t6vvGsJmpPDTVOzTDBe+vKvvfpxYe0SqzXzne7SjaWr+RUJVJ4ybKEIEAlMWcYxeckY/ve5L5K0Rup2n2Fnh49b48QqBWmGh/QM60QKt6DZhXE3GpdsIDKSwMUUeQ7i41gCO0UvJOkbZPo5rDOIYXRuOxYsXWWh/Hy9exI9XaUczhKqBFy0QqDpRmtMfqBqz7W+x0HkNQ27vs3q0/Fc5XvmNxLEji8ZnPIIcerG69pYohCBXdHG1ptRdwLRNuvo9cgWHwI8I/DWxKnByNrmiS6WnSPdAGbfgJG/h2RvnfaN0i1itptEkicBBigJSFNmZDZXAkBWkrPA43EzXpl9NYxjLOoEQNlo3gZA4nieMbmAaIxtGSLX2ky5TanU9bUKIHJZ1AsPo2ZXfaTIWMylc23HqgIWUBYTII4SL1u20ocBqGjXdAK2I1RJK19MfxCjdoeO/ipRduxpvFE3d5aGrkmI8HaZFdfcfadxvdBrJ86J5/HiVVe892tEcteBiKi5qhKoJOhGrhsxhihxaa/w4iSQXrSPkzWFy5mAaad05yT3LIFQN2tEcK97bNIKr1IMrNMMpQtUkUs0kmikMYu0TxKtIYROoGkoHFMwJTJm8HO3Ibk3HxNonjGtpVHOtGHItsrzxjIgUDqGqEevOhr/fCUqHBHGNVnSbdjjNqvcuXrxII7xBpFrEqr1efGSIHKGqE8SrCGHQiebQKFxjgJw5mEY5d3aerUVTQ1XHixZohNfx4gVW/Q/x4xW8aJ5QN1HKJ9Y+QiRRc4mLIWwCXceWi0RxA1O4GCKPbZQTa7mPEaoGq/4H+PFKur5FIt1Oz5e7m6QoYt1J9ucOukmHcX37D2VkHCCHXqxuRldfia6+EsNH+g96KE8ESteI4jkgQmAh0+puseNCAIEh+zBl38Mc5p5jW6eRskJN/E8oqoAiDC/hCRvXfgH4ZP6nUjU8/zXCeJq1eXhDVMg7X8TagVPBx0nE6gBS7jRCJwEHQ3ZhyB6i2EPrDrGaS1MSPokmSi2nkhazWneI49ssrv79XY/3kwTrHa/Y1N/2UUWz2HmDFe9tbjf/lDht77sRSgWE1OjEc4DgduuPGMx9kV73JSZKP49tdO1qzRITAyuN6N7i/Mr/SKw7KH3vC4fWEUpDU00BU6z471Iwx6k4ZzjZ9bcS4/6dRByFwJA5bKNCzhxGaR+lQ2LtoXRErL0tBeuDEqkWq/57TDe/znznu0TqTn783WidCNtQ1Wlxk1X/PUxRoLvzDEOFLzFe+jkMkUPs4vGoiakHV5lpfY359qu0o2k2206tY5QOgaRoMjnesEgi2k1ZJG8OwQYvJ160yK3mH6Xf34EKzcg4JDxxYvVxicocNrQOU7sqnfSgl3nYpNBnM4RwYBe5mo8CQuSQshvbPANYRPH1pBFCoFG6gdRl+FiOntINvOAN4ngeACm6MIxBLPNYGlne7SDklpX4nxyzSGcZnPUUDa0jlOpsYBm2loenkg5hepPI6wOi09w/IR7tXOW76YSzLPtvM9/+DvXgcmKXhoUlSxTtI7hGP47RjUCiSaJmkWpSDc6nUc8WteASgariGF0UrUm6nKd3fM0okijnbOvPWcuPLFqT5M0RHKMPQzgIDCLdTtbrn8ePV4l0Ez9eoepfYL79PbxokYH8Z9Mp4s2RGBSsMUzhkjdHkkYTOsmTZS23Ms2Z9eJlmsE1ZtvffOD9rLWiFd2iGVznRv3f0gpvEisfU7hYskTFOYMpi5gijxQWGpXaPM3RjmbxoyVi7dMIryE7DrHuMFr8aXJm0m1u8yK15FyMdIvp5teo+ZdY9t4giFcBjUBiyQp5cwjH6MWUBQzhpvmsIZFuEakO7eg2SgcoHVKwRinaRze1pStaE5zr+Tv35DtrNEpHLLS/x4r/LgCGyFOyj1C2T1Gyjmy7D7ucZ1Jxnj0fMx5NnjixmnFA6CgVMpq1NACxg05RayTPZ/Oxu6EKkaQ7mOYRlG4RxdeJ46VU/DXQ0kekEZT1whDVJAg/IlargEDKCobRh2EM7mqfpSNI/5i7Th9AWOnYBEkUZ61N7b2sdaFKiufWpu8Fa13J9uJ4JQ/vx0OoJoVGMV68yFLnNar+h7SjaQQGpsyTM4foss9Rso+SN0fXty3JQ1wmUFW8aJFYdehEs3jRImX7BIqIinMWtNzRsdRaEROw4r+PTNddtCbocp6haE1iygISi0BV8eNlQtUABHHUSQRs1KLqv4/WEX25V9Kp8c3XK4SBa/TiGr1UnNMbfiYpvgpohjdYlIUHFqtrhWvtcJpa8BGLnR+i0QgEttFFzhii130R2+jBll0Y0kHr5NjU/SsITGLVTvI+4wXwBZFq0Zt7GcfoQ2JtevpqncwohKrBYvuHNMLrNMJrkBZLmbKAayYtZQvWBLbRjSVLaGJi1cGPVwlUHdBEuo1SHq45QM4cYLOVumY/Y8Wf4+5rQWtFrAPa4fRdYtWhYE7Qn/sU/blPb7sfDZG7j3tLRsb+kYnVjH3kQcWGTP88PmIVQAibQu6nkLKAF/wg6c6lm3T876NUDdf5fPpJTRTPEEY3CKPLqbg3yLk/hmM9z/1t953I5+75ZLX6RktP/r232tqQQ5jGEOXib27in7s7bOt0mjKyS8F9AGgiqv5FFjs/Yqb550meIiYV+zQ97nMcq/wHGKKAIRykuNOZK4k6xgzlf5yqf5ErtX9OO5whUCtMN79GK7xFl30O10wistuPIyTWEZYoUrDGOdfz93GNPmyjG5lW/CefS6KevbmXaYU3+WD5HxPEq4SqzlLnDTrRHCPFn0q/2/VA+2a9uEjmMcT2hT/bb2NEpFpcq/9r6sEVNDGO0Ytr9HO25+9QtCaxZHm92n/dZYKYwfwXiJXHtfpvUQsusdR5Az9eSrf7NSLVps99ecsUiGXvHerBRyx5bxCpJgCO7CFnDnK6+2/jmoO4Rv/6/hZC3omH6jiNsvppmoSPa/Sz1XUusLA/NruiiDGUf4+fdJKXa2OKIvaOcsYfr3tqxpNHJlYz9geRVCavFVskEbidC6jEWkzt6juPDhLDGMY0hhCikHTz0hFhdB1D3i06FHE8SxzPp7mhGjAxjQlMc2eV/BuT7O9kGn03l3ycFjol0XA2jWonFkBrrVuTgrAkqmqZJ3ZdYLUR0ujdfWT4gFA6ohlO0Y6midLOY4bI0eWcoWKfImcObxilNEgihabMEak2Xc5TKOUTqBVC1cCPlmiG1zGEsyOxuoZr9JE3RyhYE1iyhLmBfZnWmpxhglaUrGM0uUGo6kS6QxDX6YSzSKwHF6tCoLVYt2d6UMK4gRcvJgVrceIY4RoDdDlnKVgT5MyhTX2FAbRUlO1TKB2y3HkLTZJb2w5nsGU3uC+ycfpMIjnb4W0awVUi3UKRtI8u2kcoW8cpWkexjW5sY/sGIGt5rIlt2BZiVYhPjEdo7rK8Wv8pSVGczCKmGYeCTKxm7AsCG0EurSaPiXXrrorvnaEJ0u8/boLVwDJPEMcLWOY4UTyHUnU8/weApJj/ayQPlxgveBM/fD/9nkAIC9d+Gds6y/0+3BPPxQ4Se1diVWtvvXOWEGbqEHDv9wUifWwbSJFDCSftmhWhhcI0jyTtVZ8glA6Yb3+HRnAdIM1dzDNZ+hXy1si2hTsCk4I1wfHybxCrNvXwCkmawDLTza9jlFyK9uSOxiIQ9OZepss5h2P0bBklNISLaw4wXvwqc+3v0AyvszZFveT9CI3a8Xr3i2Z4g1X/A7x4iVh7APS4zzNZ/mVyxsAOiqQEQ/kvkjMHmWr8/vrLWdU/jyJivPhzGxY6JWhWvLdZ6PwwLXgSSGEyVvwZ+nOfS4qkdjwTIO9p/5yRkXEvh1KsNmttXvvaezvqUPWgDIz38twXTmeFW9sgZRHD6EVFTbQOUw/NdjrVvRMTcI1SVWJV24/h7ilr2yZlN679aTr+D1CqRhwvEsezRPEMhuwCJEF4KW0zqjHkAIYxgiF70oK0+yVCxUsIwwS297RNpidDlGoQpzl1QrgYsp9PtGllrXTHwDAGUbpDHHeS78ZLaN1CU05eVg75NbKWqxprL/VRXQLAMXrJm6NYRgUjLVjbbF+snytYOEY3OXOQvDlCJ5on1h0a4TX8uIrScTqtvN0+FeTN0SQ3dovP31mvTck+TjW4wNqUudIRrXCaonVs1/vkYePFS9SDq6nDgcQQORyjB9cYQIidFXAaMocpC5iiQKQ1isRg34661u3HPk6kvCTarapprq/Gll3kzRFyxlAagd653eFhvzYyMh6UQylWO02PN/7sAwIvfOjrOvPyUZ77wsbFBBl3ECKf9KQXt1JngOa6f2cyTbX9VFWs6qhUPO09Oi1wenhIWca2nkkEKRqla8RqiTieSyKXIk8UTRHF0+nnE1N9sSuLr0+idUysVhCyvCM/gKTjj4dSLbRukVQ2uxiyd4vOWRJD9qHEKjGzaN1BqTpKNZHS21XHrceZ9W5C0RJh+mJlG1245mBSDb4Dg3YAKUykUcIxunGNfvx4KS2imSVUjTSlY2f+xK7Rl+ZC7mC9mOStEWy55lIQrxeLJaLs0SKIq2k1fYhApnnANlJYxDrxNd0RWmMIh1h4oAPCuJZ2ftLr/tt3E2sfP14lVI11b1hTFilaE9hGD9aGLYkzMjLul0MpVr2WzzvfuYDXfjg2Ondju7sz6n5SMY1RbOscYXgx7WKlCaPreP7ruM5n0q5MW6EIwwuE4UX2olDr451akhaUTfiENdPeYRh95HN/CT98Ez98L/UiXaHtfRPbOodh9BPFsyhVBZKiorz7k0j5YAVKSYvaN3CFgWVu79Max/ME4fm0a1RqWG90YVvnkHLj/LskXeFFQBNEyTHS2qPt/Rm29Qx598G6Ej0u+NEK7WgWpYP1zlSu0UfRGkfeR3ckW/ZQsMaTVADto/AJ1DKdaIacNYKxYQe0e3GMPlyjj52lkQgkNpZRwjX78eOkNXAnmiN4BGc1/HiFZjCV7u+YUNW4Wvvn3Gz8/q6Wk7QrXUzstgBFSKwDlA6SNrAfe1SGqk4rvE6s7jQxsI0uKs45LOPBCwozMjLu5VCKVaU0naaP195tf+qtEQKklNiuhWkZ2K6Nk3syIkYPiiF7knafwlrXmnE8RxBdxLGfRWuHzfrHJ0LSJ4ymEo/SByYtPMACLCBE46NUNS1+ejidkpJmCBUM2Y9hDBBFt9G6QxRNpSIwToW8AiwMow/TnNjW33I7kn13DcucRKkOIu3B/snPaSAmVktJa1x9J5ImRAnLnNy8Na4wk/zUeIZkn0agQ4LwEkLkUOp5pCymVlY7GbNGpxGrxD5ra9ukRwWlA2LVuWf6ODF6z635r+2Ktcr5O8UzOjXa7ySdr7ZdZFIVLncY2U7OeZE0FBAuAolKi460fvgzVTtlbf8qHRDr9vqLgSbGj1fw471oz6tS8bpRY4GISLXv8R2WIvHQlYfzsZqRcaBkV9UuMEwDJ2czONFHV1+Rwck+Tj5/5KCH9VhgWaeQskCt9b+t/8wL3iKKZ8g5X8QSuU2jq0p3UGqFjvctgvAiD15glfiOSllCyjJKraBUlSD6iFivoPEQPEiO6GZIBC6WdYacWqYZ/yFK1/HDtxKbIXM0bZxgImUFyzyGYz+/q046G6F0g7b3DaSs4NgvYBjDiA1zVxVatwiC8zTbv0uUNiUAiWmM4Do/vmmxlMAm53whKeQSv5ekeeDT9v6IOJ7FNo9gW09jmqM7HTVRfBsAQ/YjZQ64/1SI/WKt//s9Nl7CxRTFLau8N8OQSUejuyu9Y+UTqta6QNsOuQuxeuc7JqYopAVZikh1iB9Sw4f7RxMTEOkOD8uDV+k4MeAXH/95SKiaKO4UiRrYWLKy67a4GRkZ23MoxWr3QJm/+V//FeJod1O6Sim00oR+hO8FtOsdFqZXqC01uf5h8uA0LYOTz09w9Klxxk4M0jvc9RC24PAhRRGMAVz7eYKwQBh9hNZtonieRuu3MM0juPbzSFFCyDzoOO1Hv0QQXSWMrhGrRSDJf00Ks+5vyn6tQ5NpjGOZx/CDalr01aDd+RpRdAvHegEp8wiRJ7F9SnrUayLQAZZ5AsPo2fV6AWzzaDJF3vkaseoQx8uE4jpK19HaR8oirv085n01Afg4FkIYaB3jB+9Qa/xTHOclTDmAYQyRRCyNtHitih+8gR98QBwvo3WIwMG2n8O2zmAYPVvkngqEsLHMY5QKf5W29xeE0RW0jgnjKeqt38a2zmIao5jmBFK4d+XhJm4FWvtJ4ZlaRqkaYXQT0ximVPg1hDYeKG/3oNmsUGe/1o7Q7MZNQt/1d8Jac4lHBJ3+pe/4+4q0KK1sn6BoPbhrQdJ1Kr+Jg8a9vsKkI8gKpTIyHg6HUqyWe4r85b+9uxw5rTUq1sSxwmt6tOptludrXH5niplrCyzcWiYMIqQhGT4ywOmXjnD8mQks+1Duwj1HyjxogW09nbQ7jK6mU+4+Le9PMI0JBBrDGEDKbtARSjUJo6t4wVv44fupN6WDwESlptr3j8A0R7HiSQLeTWyxdETHf5UwupFO2Xen7U3DtONUPR1zG0P27VqsrmEaoyQPthywjNJ1ongapWpoHWDIHmzrLIbs+5h34n1spbAQmGgkQXiVMLqC0k0scxLLPJumBJhE0W2ieJZm5w9QahWlGySpEEUc65lEnG/R6jV5SFtYxij53FcIo6tE8W209ojjOdrxHGF0FdMYw7VfQspymvqQVNCruIbSDaJ4hii6QRTPEsVzONYzFHI/vyeNBfaFDbTKxxsm7Aad/u/jK9lNlFaj76x+x1+7e72JCHvUZZgUJrbRQ4/7PAP5zz7w8gzhJKkQm6WffGKH6IcV4M3IeOLJlNZdSEMgpYFRyZEruXQPVBg/OYTXDnj+i2f58IeX+eP/9dt8/be+zzvfucB//v/96/QMd5EvPr4Rn/1E4FDK/xp2+BRK1ZNoaTxLHC+jVJ1qdDONYhisdV3S2k+nOyWV0n+CEDbtztcJoxvrVfP3S979S1jmEfzwbeJ4CaVrRNE0cbxAGF67y6UgERsalQpmC8s6gXWfVj5SdmNiYFtPI4RNGF1FqRqKBhAhZQ959yuY5vgDbR+AEC6mMUqp8Ot4/uu0va/T9v483Q6XtYiZJgQdplZVydSmbZ3FMk9SLv6NHXulStmFYz1LpfifknN/glrzn6YWVg3C6CZRPEsQfgAYcLcI0EluoNbh+osDRCBEchwek4iVKXJYssjdSibWHqFq3ld0VSmfKG6sF/7A3akBO/N2UNon1t66bdaO1qsjIt1K1yswRG7XqQQPH4khbAyRSz1WNVr72LKLsnVyD5YvNt3HUlhJmsRdMx8xIYGqpZ6rGRkZe0kmVlPWp28EGNLAACzbxC04FCsxURhRXaxT6SvRqrWZCWPmbi5jmEYmVneMwDD6sfQkjv0iQjhEIkesVtE6IFZLrAlDgQXCQooipjGIYfSnxvggZQ9CzG+5pp1gyB60EeDYzxNFtwnjW2jVTPJH1QJ3pvqSNo1JFDKHFNt3pNmKxP/RxTInULpOGF0lSWmIEaKAIbswjCHktg4JO0BrhLCxrbMo1SKKZ4njWZRuodRiGp1OCsoSY3IXIbqRsohjPYtlncQ0hjcvrNpw28y0GMvGtV8kiueI4mm0aqepHXWSvOO7I+NmKqDtNBXETvN2TyJE/oHzdveLJD+1kFb+Jz6lsfKIVGutDduuiLWfCF29lp8q0oKtwo6nnGPt7VisJkV2yUtDUiiW+LmaMv9IidU73sUOliyg4gCtFZHykpdKsXY+PZyXHCEsLFm8x+FB6SARq+yu2UlGRsb2PB5PgANGGpKRowO06h1e+cqzvP2t8yzNrPLDP3mHs68cY/jozjwMM2Ctm1NP+f+BH7xHGF2i1fk6cTxLGE+luahRMs0u+3DsF3Gdz+HYL2Ia/UTxPKY59sBRVQAhCljmUXor/w1B+D5t/7v4wTvE8RxRPLMe3ZMihxAOhhxMK/QfvCuTEBY594sI4eL5309/KrHMY+sCcefdbzZH6TZojWM9i22eoZj7WZqdPyQMr+CFb6FUA6XqCOEiRA7bPI5tncaxXybnfBbDGLyvcRjGKIYxQp/1FFF8m47/KkH4IVF0kyC6htYtVOrbKYREikrSOEKOYJlHMc0xcu7nMeQApvEgrWb3F9voQekYKR2EMtBE+PFS4gV6HyImUCu0o1vpd0XS8lR24RqDOxbwfryMHy+nPeK3b76RCOQGfryMRiGFQ84c3FHb0P3GMbrJW+OEqkmsPbx4niBeJVKtXUSfd48li+TNsXteAEJVpxFeoV996qGsMyPjSSYTqztg7e08X3QZPTbAxTeuEscx01fm6RvZeY/uJ517oxwGpjmKlDmkqKB0M8nZTK1ipMgjRA7TGEqEj+wCDAzZRd79MrZ5htj9GUxzBEMOsFtBtTYWrSVS5jDNo+SFiWOdQ6kWSjcBBVqlqQnmesGVlJW0OOlBMT42biOdej/B3hVrrEUwBVLmEKKPnPMFbOsp3PgzaPz0BSFJbzBkN1L2YBrDSFm+7wKvpIiNROQb/bj2S6l1Vp1YVUGHqU0X6bY6COzUoaGCFCVMYwwp8uvLexwQSKSwKaQpHJ1oFl+tICOHUNUxhJvmQW69PUqHRKqFFy3SiebQOsIQLgVzFNsoI3d8XDTtaAbb6Ka0g7QVpQOa4Q28eGndbUBikjeHU7H7aOEYPZSsIzSCq4m9Fop2NMuq9wE97nNIo/hQ1muIHK45gGWUMIRLrD2CuEbdv4wXLRJaE5givy/nrVhPV7jbN1oRr9vwZWQ8/mRidRe4eYfBiV7cgoOKNXM3lxiff/SMsh99kpuqaQyCMbg+vb+jb4oSOefHYI/aaCcPEwfLHMMy9zmCpxV3V2QIJLZ1Css8xt5VXivWrL6EcBDCwXVe3qNlb02ybw0M0Y1hH/6XunWPUmFRsMaIdYdONJt2QhIE8SqmKGAY7oZdkWBtGj4Rq368ghcv46VtWw3hkrcmsGVlx56zGk07msWW3eicAr2xf/Cd9QY0guv48fJd22WSM4ewjc0L7A4KR/ZQtI5gCJu1TFEvmqManKfsnMTUeXbz4qfX3QXufH6j7xrSRQobS5YxZYE49olUg2boJd2+4jqG6W66vzde773sRugKYXysGDMRq4pofdmPywtfRsZGPPou248QhmmQL7mYpoFSitpyk1ats/0XMzI+RuI88D284K30J1ZqWfUyjvX0Xq7pgG2TnjwM6TBS+Cl63RdZy1uNVItrtd9mpvWNxP5si2OiCGmG1/mo+r9Q9T9c/7lj9DFe/CpF++guRqNYbL/OfPt7tKNZQtXc9JOx7tCJ57nV/ENWvHfTnwpMkac/91lK1vFdrHd/KNknGMx/MWlnm+Z4V4ML3Gr8IYudH1ILLrGbEv1Q1WiGUwRqNfXL3RyBpNd9icH8F5HCQqOIdcDNxh9yqfpP6URz2y7jDgqFj9IeKi0W2zlJZNWU+eRFBkmkO9SDy3jRwnrxWUbG40wWWd0Fib2VWrf2i8OYOM6mWTJ2h9Zh6jF7izg13peimJrfJ8VNGY8vAoOcNUw+GiVnDBKoKkqHNMLrmLJAzb+EbVQwRB5D2OtOB0qHaUR1iVpwmUZwZT0qa8tucuYABWsMa8ftdwUCSajqeNE8Nf8COXOYnB5Iu1MlLgtaxygd0onnaIY3aYXT661VbVnGNftwjX7MR/C8NGUSOS1akyjlUw+vEqkWsQ6oB5fQOkIKO02/sNOUnuQFQqdpPkoHKGJi1Um7Xy3R5TyFbXSD2Lg5iECg0RTMUSLVwpIlQtVA6YBONItGUfU/xDX7cY0+pHCQwkBgJK+POumOpXWcREC1T6ibuLIHU5ZwjJ0Xs61FTE2Zxza61ztrhapBO5qlEVzFNQcwhJNuf+puohUahdYKU+bSfZmR8WiSidVdEPohqwt1Ai/p5KK1Rj9oM6WMJw6lqkTxDH7w7nqhmG2dwrGfTzxmH7C9asbBIjAompNoJ8Av/QIzrW/SCK9QDy7TDmdY8d6lL/cKJesYBWtsveNRJ5rHi5eYaf0ZfrxIJ0ocKQQmg/nP0+08Tdk+yU4nxCQ2hnBQRLSiGd5b+m/pcs7R7T5L2TqOKYtIaRPEVfx4iZnmN2iFt+nE86xF4nrdF6k458ibQ8gdtsrdTwQmlixwtPxrrHrvc371f0TpEK19rtZ+G0uW6HLOUbQmKVjjaQqFkURBVdJtrB3OEqhV6v5FAlUjjBs81/+P6HGfx5YVtkrJ6c29RMGaYKnzWiL0o5t48QJevMQ7i/9v8uYo3e5TFKwJbNmFKfOpLViHMK4TqRaN8CpevEQjuM6xyq8zkPsclixh7DJfPG+O0uM+jx+vEKo6oaox0/o6q/77jBS+Qs4cwDF6UpEaEcaJuA51iy77DN3uMw94NDIyHh6ZWN0FzWqbq+/dpFltI4QgV3Rx85mwyNgZOvWO9cPz+ME7d4q4kFjmEVz75dQ6Ksste5xZO36O2Udf7tOEqoVllKn6H6II8OIlVr33aIW3sO8qYgtVk0i16URzxCqZPs6bY+TNEQbyn027Mu0sBxLAMbqSSKo5jNI+i53XaYW3iLRHI7iCFDYCI2kRq9q0wtuEqg5oLFnGNfrpzb1MxT6TWpI9eudlUsgnyJnDaCdivPjz1IJLNILriWWXatMKpwjjZHrfEA4CmSbHhOttU2PVwYuX0zzPZLZsJ20QBBJLlhgpfoWaf5FF73U64SyRbhFrHy9eZNU/TyucxhDuerqA0hFK+ygd4McrRLqdFIg9QEFU0ZpE6ZBV/wN0GBPpFmHcQGvFfPs7WLKYuhfodAx+aommsWSBbjKxmvHocijF6kbJ6ve/sDTrT2lqK02uvH+TRrWFkIJC2cUtPHrRhoyD4865t9E5qNCEBOGHdLxvoVWbpPjDwjSP4NgvPNYtRTPuxTF6cHI9qY1SgWZ4g0g1CFWDanCBzfMIk+l7iUXROkKP+yz9uU/jGLsrUrONbkr2MfrcV4hUk2XvbTrxAq1oms3ahSZ/GzhGD2X7JL3uS5TtEw/NAmovEEKSMwcwZZ5xIZFNCz9axlcxWoe0o1nazLLV/l77VyCQwkyn7LeOYK8V1Jkyz0jhJ3GMPgJVI1Jt4shDowlUjSCobrcF6+t+kLa2BWscy6hwu/UnSSpE1CHSbaK4hddZ2GTNSa5rl3PuvtaZkbFfHEqxCqDiBxOscRwT+hG15Qb1lSavf/19bpyf5vI7Nwm8AMOUHH1qjOEjmcdqxt2otM1oG6UaCGEBBrFaJY5n8Pwf4YfvEUZTaHwMY4i8+xM49gsYRj+H+JJ8YulxX6DsnKLLeYp2dJsV7x1a4e10uraWvuAkoseUeUr2MXLmML3uCxTM8cQiSe7e49QxeinbJ+l2n0YKG9capOZfouZfoB5cJUyFcyLMTHLmII7RS6/7IiX7GF3OWRyj75EWqndjihwV+xRupY+x4ldZ7rxJJ56jFnxEEK8SxDUi3V6PXkrhYEgH1+jDkmWK1iR5c5SiPUG382ySs7oj4SgwhEuP8wxFa5xGcI1OvMBK5y28eIlONEuoGmluaogQxrqFmSFdcuYQrtFLyTpGb+5litYRpNj9fcAQDo7Rw9nuv0M7mma+9V3a0TTtaI4gXklyoomQwkIKK01LKFK0xilYD94tLyPjYXIon4yBFzJ1ceaBBGscxYRBSG25SX25yUdv32Dh1jKdpgcCbNdiaLKfnsGuvRt4xiEgJo4XiNUSUXQbIWxArovVJE91Fq2biLQ7l2M9i2kMpJ/NOGzYRhlLF8AR2EYZpQMsWd5GrI7Q5TyFI7uxjJ0XVOXMISLVQWmfkn2MvDmCLSsYMkeXfTbp6pR2KkvyGu8Wq0M4Rg9dzjkK1thjJ2CEMBJrMOHiGv3EqoMT9yKElYrVaipWU/9YYWNIF9foTcXqEfLmCEV7AtvoSorfdrTeJBpqGaWkEYEwceI+lPLw4mUco3sTsZrDkA55YxjHTMRqzhjElAXux6hHCAOpJUVrEksW8KNlbKOCbfRsIVYLFMwxHCMLumQ82hxKsTp/a5n/6lf/B7yWv/2Ht0AD6DTTMFbr7RJN0yBfyvGZn32ekax7VcZdaB3i+a/hh+/S6vxp+tOk+pg0ZzX518Sxn8N1XqFY+GtJe9mMQ4wkZwySMwbodp5lM0uxtIko904L7wyBwbHyr7OWkyiQ6VR2Inwco4+BXA/9uU9vuP61HE2Rrv/xRSKFQ1/uFTQwlvoMb2bhdic3dW2fP5ijY84YImcMUrFPs155v+F67/y9V+uG1I/XHGWy/FdYS33Y/FxbS0HIXCwzHm0OpVjVShP6EWGwtz2apSGwbJMzLx1j8vQI/SPd5Es765me8aQgkl72ooAUBTQBWoeAXu97bxhDGMYAefcvYZnHENiwQ5P3jMeTO8VJD08YCCF20ILVeCRk6MaycW9E8p19vbat+5fGsB/H+VFef0bGw+JQilVE8ux/8OLVu7uYgGVb5Eouz33hNM/+2Gl6R7qwnSwilnE3AinLGLIHw+hHqTqKDqCRooBpjuDYL2KbZyjkfx5Dltirh/Ta+gVGWmFupss+nJd5xuOKTmas9CcjuzvtzJWRkfFkcSifYm7e4ZnPnV73Q70fhBQIKXFyFo5rMzTRR+9IF0fOjtI/1kOpq4BpPR6FBxn7hxAOefdLuM6nKOZ/OelWtGbGKyQCGymLCJFDiiJ73UTOMAbpKv/f0LqD1h5JpDeHeAQ9MjOeVFTSklTdaVUt0pxdIztPMzIyNuBQilXbsTj+zDjRA6QBrIvVvI3jWowc6ad3pIvJM6OYtoFhZEI145MIITGMvgOrn5bCxbZOHNDaMzK2Zq17kxcv4qvqXb8RaXFUllaVkZHxSQ6lWO3qL/HX/+8/vyfLEulfQojkj3wUMr4yMjIyHkc0kfaYbf05jeD6+k8FBkX7CHlz+ADHlpGR8ahyKMWqEEkhVEZGRkbGw0On+adV/zxBvIplVDCEs96Hfs1ZQBESqw7taIZONEcznCKIVwGSbllmf+Ina1QOdoMyMjIeSTJFl5GRkZFxf6Qd/pa8N6j7lyjZx7FkCdvoxpAuEguBINItvGiZxc5rNMJrtMKb6LStqWP0UrAmyBlDu+7SlZGR8WSQidWMjIyMjPsk8RFtBFdY7LzGiv8eAiPpwCTkun2S1jFKh4SqTqw9NDGGyOEaSbepvtxLWLJ4sJuSkZHxyJKJ1YyMjIyM+yZpeaFQhERxC60VmuRPQtKhSyDT1AADx+jFll0UrUnK9klK1nGkyGwAMzIyNiYTqxkZGRkZ90nSdanHeQ6BQTO8QaiaBHEdpTsoHaFRSGFiiDw5cxDX6KUv9woFa5I+92WkdJDZoygjI2MLHos7hFKKD394hVa9c9BD+QQ9gxVOPj95V+eQjIyMjCcDIUBrQcU5jW1UqMRnUDogUh20DtcjrElqgIUty5iyQNGaxDZ6MGQujbhm98+MjIzNeTzEaqz5wZ+8w8y1hYMeyic4+8pxTj4/edDDyMjIyDgABEJAj/v8QQ8kIyPjEPNYiFWtNTfOT3P1vZsHPZRPUOoqHPQQMjIyMjIyMjIOLY+FWAVoVtvUlps7/rxYM/KXAq10UrOq9Lbf2w4pBYZlYBgSwzJQsdr+SxkZGRkZGRkZGffFYyNWk/an2+c1rYlUyzaxXQsnb+O3A8IgptP0tvly+u8mmta0DXIFl8HJPrr6SgyO93LyuSwFICMjIyMjIyPjYfFYiFUpBZ//hRc59cKRHX1eCDAMgzCI8DsBH752hdWFOqZlUOou0DvURVd/GbfgkC+6SENimHJdDEdhTJR+t77SpFX3mL46D2gQMHJsgIlTw4yfGGJgvPfhbXhGRkZGRkZGxhPOYyFWDdPgr/69n9nx57VOQqOL06vcvjLHzPUFVhfqWI7F0JF+nv2x05x+6Qh9w90MjvcmEdicnaQMaPA7Ae1Gh+pCnasf3GL2xiLNaotOy0drzbFzY7zwpbMce3oc0zKyStaMjIyMjIyMjIeEWBN2m/DgSZ4HQBzFNGttXv/6+3zjt19l5toClm3yS//Xn2Roso+RowMUKzlsx8LO2UgpkIZc/75SmjiKCf2IdqNDp+Vz69IsF9+8xjd+61X6x3sYHO/jb/6jX6Z7oEKu6GSCNSMjIyMjIyPjwdhQTD0WkdXdEseK1YU6M9cW+OjtG+QKDv2j3Tzz2ZP0DHXR1Vfa8vuGITAMie1YFMo5VKyo9BQJvJBCOcfi7RXqy02W56rYrkWu6OzTlmVkZGRkZGRkPFnI7T/y+NGqdfjmv3mN869fwW8HPP3Zk3z2Z59n5NgA5Z7d958WUlDqKTJ5bpQv/pVX6OorU1tq8O3f/xHvfvfiQ9iCjIyMjIyMjIwMOKRiNQoiZq8vUltqotFU+sr0DHdhmAZyB44CH0cIgZQCN2/TP9KNk7OII8XcjSVW5moPYQsyMjIyMjIyMjLgkIrVIAi5eWmWlfkqAL3DXQyM9d6XUL0bt+AwdKQft+ASRzG3Pppl/tbyHow4IyMjIyMjIyNjIw6lWFWxprHaxGsHCMA0JaZlPPBypUhyWYUQKK1p1Np0Wtt4t2ZkZGRkZGRkZNw3h1Ksaq0Jg4g4itc7V+1F9yqtddKxSmvQSbpBFMYPPuCMjIyMjIyMjIwNOZRiVQiBk7MxrcTsYGm2yvytZdQDCtZO02fm+iLtlocQYDsWln0oDRUyMjIyMjIyMh4JDqXSMgxJsatA4IX4nYC5qUUKlRxBJ0AIseuUAK01URhTW2ly/cNbtKpthBAUK3lyBfchbUVGRkZGRkZGRsahjKwalsHAaA/FrgIAH711g/e+e4lmrU3oh2it1/9sxt2f0VrjtwPmp5b40Z99wPJcFWlIeke6qPTt3gorIyMjIyMjIyNjZxzKyKqbt3n286dBwPTVeVr1DtPX5vkX/+0fMnl2hNMvHWPs+ADFrjyWY23YfUorTRTFzF5fZHm2ymtff49bl2epLjYIgwjbsTj3qRMcOTt2AFuYkZGRkZGRkfFkcCjFquVYjJ8aYvr6ArZrEQYRjZUWb3/nAo1qC8u2MAxB10CZXMFNLK3uEqw6bbcaeAG3Pppl9sYib3/7PNXFBn4nwDAN3LzN2IlB+ka7D3BLMzIyMjIyMjION4dSrObyDs9/8SyBH7E0vcrFN69RX26yOl/jrW+d54MfXMa0TUzboKu/jONauHkbAKU0XtOn0/KprzaJgpg4ivE7wXqB1vipIcZPDfHSl5/atnVrRkZGRkZGRkbG/XMoxaqQAtu1GJrs47kvnCHwAuamlli4vUzoR4R+BIA0JEEnxLJNLCfZFVprAi8k8ELaTQ/uSmvNFRy6B8qcefkYR8+NUijnMDM3gIyMjIyMjIzHCKU0128sUm94rFZboBPt9OLzk5RLSeH4RimSB8WhVlrHnh7nyNlR3LzNR2/d4Jv/9jVCFa0XVqlY0Vht7Xh53YMVXvjSWf7SX/ssJ5+bxLQTV4FH6YBmZGRkZGRkZGxFHCv+/FsXuHR5jrfeuYHWSQOl/99/99c5c2r4gTt+7jWHWqwKkURPn//iGY6cHeXYM+MsTq8wfW2epZkq7XqH2lKDMIyIgggNCAS2a+LkbAqVPL1DXZR7ipx4doLekS4mTg0zNNGHYcp0HY/WAc3IyMjIyMjIOEwccrEqEAJGjw8yONFH/2g301fnKfcUuHV5ntpyA9sxCfwQ3wuTKX8hyBVs8qUcXX0lRo8P0jvczYs/cY5Kb5HugXImUDMyMjIy9g2tNZ4XEseKcK1rohAUC/Z6C/DsuXR4iWOFUnpd00j55B3vQy1W78YwJb3DXXT1lzn90lGiMEappH2qTtunJpHVJCIrpEBKiWEaSENiuyZCyifuBMnIyMjIOFiCIObf/fu3uXZjkbfemQLAcSz+4d/7aSbGeujtzfy+DzO3p1dZXW1RruQoFhz6n8DC7idGrAohMEwDwzSwXeugh5ORkZGRkbEjNJpW26de77C03ATAdSyCICJW6oBHl/GwiGNFEEZcu77IjZtLTI73MjhYfiLF6qHsYJWRkZGRkZGR8TgThBGrq22++d2L/Nbv/JDvvvoRlz6aO+hhHQiZWM3IyMjIyMjIeMRotwOuTy3RbHoHPZQD54lJA9iINQur5P+QJKymZLmpGRkZGRkZGQeF54fML9ToeMFBD+XAeaLFKhrCIEIpRRwpbNdKKisfMX+xjIyMjIyMjCeLRsPj/MUZqrXOQQ/lwDn0YnUtehpHMdWlBu2GR7PaptPyiIKYwA/RsSJWmuNPj9MzWCZfznN3YFVrTRzFqFgThRGkNiFuzs6EbUZGRkZGRsaeobVetytbXGzgeeFBD+nAOfRiFUArjdfy+eDVy9y4MM2FH13j9uU5GtUWoR+i0xSAv/Vf/wov/sRZjpwdQ0rjzve1xmsFeG2fZq2dWFpZBoMTvZh3fS4jIyMjIyMj40GJIkWj0eH6jUU6nfCeNMUnkUMtVqMoJgoiXv/ae9y6MseHP7hCbbnB6mKDVq1NFMasp63q9C/9yeVopWlUW1x97ybf/v0fgRDkiy6/+nd/mu7+MoVKLstxzch4RNFaE8eKf/1HbzI9X1v/uRDwuRePMTJQ4choD1LurN50ZqHGxWvzXLmxyGq9DcDTJ4f5uZ94+qGMPyPjUSEMY4Iw4urVBVZWW0zPruJ5IR0vJI4SCy3HscjnbSrlHONjPfR0Fxgb7UmbF2y/jtm5Gm++fYO5+RrNls/pU0OMDHXx7NNjBEGE54dcuDTLarXN3HwNzwsJgwitwTAkubxFd1eBSjnP2dPDlIouxaKzq2f02oys54fcmFpmabnBwkKD1VqLwI/wg2g9+rlTTp8cZniowrNPj2NZd4JcQRhx4eIszaZHrd6m3vDodEJWqy1m52rJvo0VCLh0eY7FpQbXbyxuK17HR3v45V98EcOQO763CZHU62itabVDZueqTM+sMjtXo932abeDdLshl7NxXYuhgTKDgxXGx3ooFd17tm0vOZRide0ECv2QZq3N+69+xKW3bnDlvZuo+C5Puh2eu1pD4IXM3ljke3/4FlprSt0FvvQrn8J2LQqV3EPYioyMjL1A68Sv8DuvX+GDy7PrPxcCykUXrTUTIz0IzY4epqu1Nh98NMN337jK9FwVAD+IMrGacWhZe+HrdALqDY+Prsxza3qFCxdnaDQ96o0OYRADgkLBoasrz9BAmVbbZ2ykh+7uAq5jYduJkNlKOFZrbd56Z4rzF2dYXmnSann450Z5+twozZZPrdbmg/PTzMxWuXxlnkbTo9MJ0EpjWQaVSo6R4W6GBitUyjkG+kvkchZSyh31u79bqNbrHlevLzA1tczV6wvMzFVptRLRptTOxOqaAGx3Ajx/mKfOjt4j6KJIcfnqPItLDebnaywsNajXPeYXakSRurMODTOzVWZmq3xwfnrb9T7/7Di/+HPP71ioJmMVaA1hqFittrhxc4kPz89w6aNZqrU21VoHpRRaacrlHKWiy8kTg5w8MYjrWlimgZTioXTYOpRidY3zr13lL373h3zw6mVWFmr3CNV8KYc0JM1aa8No6t0YpmTk2ADDRwfoG+mmvtIkDCI++MFl/HbAwFjPQ96SjIyMvUZrePWtaywsN3nlmSMYdubkl5GxEZ4X8uHFGd559ybfe/Uy9UYHP4gIgijpBKnU+ixlVI9pND1m56qcvzhDLmfz1LlRnjk3yk99+Skcx8Q0dxZ900qzsNiga3qV61NL/Ok33uetd6ZYXm4ShDFhGK2LRq0hjBSeH7G80uLCpVneenuKyYlefu1XP8XIcBcD/eVt1xkrRRjE/Ot/8zpXri1w4dIMQRARhjFRGj02DUmMIoo3Fw9CQM61yeVtyiWX0eFu+vvKnxDMnhfyJ19/j6XlZtLkIW2turau/cI0JLZlMjdfY7Xa4l/89qvUah0aTY8wiIjT4wzJvXN1tUW11mF+oc4bb93g//yjd/jVX36FUycHOXl8EMPIxOq2qFhRX20xf2uZqYsz1FdbxJGiZ7BCsatAd3+JQleBOIx58y8+IFrrtbwJQggs2yRXcOjqL+G1fQIvYHm2yuB47z5tVUZGxl6zUmuzsNxgpdqiUspRyNsHPaSMjEcGrTWtls/KaosPz09z5eoCs3NVtNZIQzLQV8K0DGzLTIqNtSYIYzwvoNH0abZ8Wm2fGzcWybkWkxN9HJnspauSB7a3iFRa02h6zC/UOX9hmhtTS8zP13Eck0rOplhwkIZECkEQJuK5Vu/geyGtlo/vhxiG5PzFGSzLoLe3iBRbR/3q9Q4Liw1uTC1x89Yyq6stcjmbrkqe3p4irmuRcy3iWBFGMc2mT8cLmJ2rrQtNyzLI5WyePjdKseBQLDpMjPfS11v8hFg1DcnEeLJP4rvEr1KaWr3N1M3ldF9BpZKnmHfo20EHqxPHB5ByZ6kXyQqSf67fWERIwcxsFSkEOdeiv6+EZUoMwyCOFVEcU6slLyytlo/nhzSbPpevziGl4MhkH0KIHUWyd8qhFKt+J+DSm9e59OZ1rrx7E4B80eXZz5/mmc+d4nNffYFCJcfyXJW/++XLNKvtHS23WMlz9NwYzWqbxabHrcuz9I50PcQtycjIeJisVNuYhuSDyzMcHevj5JH+gx5SRsYjxc1by1y5tsBv/85r+H6IBsoll+7uAl/64hl6ugr0dBewbRONZmmpwc1bK7z/4W1uT6/SaHpcvb7Iaq3NzGyV3/z1z/HcM/kdiSilNPPzdZaXm5y/OEOr5RPHihefn2B4qIuzZ0bI52ws22B5ucnCQoM33r7O7elVFpcaRJFiZq7K7/zbH2EYkuPHBhJhvcW6r1xd4NUfXuH9D2+zstoCYHS4m2efHuPLXzrLyHAXlXKOWGnCMF4X0f/6d1+j2fLx/Ihy2WV8tIf/8h98lULB2VK0FYsOf+//8pOou1IKtNb4fsSP3rzO//BPvgGAaRg8dWaEM6eH+dmvPLvt/jNNY9f5o1Gs+OOvvYvW0Gr6HD3Sx4njgzx9dpSurjzFopu2/fV4461rzMxV+ejyPEppAhXxF9+6wOUr83zuMycwivKeQvUH5VCK1cALufzOFAu3kzeSrv4yg+O9fOlXPsXQZB/5sotpGTt/40ixXYuewQq2ayVvPUtJoVZGRsbjhZQCw5BEUUzbC3n9vSmkEJlYzchIiWNFFMW8/uZ1LlyaJYxicjmbUsnlyz9+lomJXibHe3FdC9exMKRAA4MDZSbG+zh7ZoTv/+AyN24ucf3GEq2Wz63bK1y9tkCx4HD0SN+O0gH8ICSMBEEgOXNqmMmJXl564QhdXXm6uwpYpkQakr7eEhPjvUyM9/CjN6/zwflELIeRot0JmF+oc/3GIkcm+8i5n5xBWcvLXVis8+GFGdqdAMsyGOgv88xTo3zx86cZHqqQz9kIITCkQFgwMd5LPmfzuc+c4Mq1xVRUB6ystpi6tczgQHnL9AMhBPm8zd3pr1prTNPAce6SaAJMU+LYJoWCs23JzZpA3mnuaBxrtI5paU2lnONnfuoZjh7p4+iRfnp7CjiOhWUZRFGMH0T09RaYX6ij1bssrzRZWm7iBxGNpsf1G4sMD3cxMtS1o3XvhMMpVv2Imx/NspJW/lb6Sgwf7ef5L5zBLTj3vVzTNin1FrBsE601zVqbTtPfq2FnZGTsE6YhcRyLtkoiGBeuzjEx3E0Uq+QhlLl7ZDzhxLHC80IuXJzhgwszxLEil7MYHCjz2c8c5/TJoTRKufG1orWmXm8Dmps3l/H9iEW/wa3bK3R3F5gY79mRWI0ihRCgDM3RI3185lMnePbpMVzX2vDzp08O0fECavUO8wsNgtAnCKLEvWCmyuhINzl3o/Em61pZbTF1c4kwinHdZHuPHR3guWfG7/m8ECBlImYLeYdnnh7H8yPOX5zB80IaDY/Z2SqOY24rVh3n3m1ZK6qyPrZ/pJSYpoHrbL7f75dErGtA4zoWn/30cSYnepnYJNXxyEQfi0sNPjw/jVKapeUmUaRod0KmZ6rkcvaeitVDWVEQBhG3PpplNRWrZ185xnNfOIOxw6TuzbBsg1Ilj2mbaKVpNTy8diZWMzIeN8aHu/niKyfoKuUIo5jbs1U+urHAOxdu02hl13RGxvTMKq++dpW5hTrtdtLu8+zpEX7zP/gsE2O9WNb2sa7PfOoEP/OVZ7HvihBeujzLG29dJ9imVuRuuip5XnnxKC8+P8kzT41i21uv+/TJYX7yy+coFu8Ep1arLaZuLREE0YbfCcOY+YU6tbpHmNpauo7FmVNDDAxsnSNq2yanTg4xOHBHlEaRYna+SnWHaYaPAkLAuTOjvPziEZ5/dpzhbcRmoeDwl758jjOnh9d/FoUxN28vr6dQ7BWHMrKqlaLd8Aj8CASUuvJUeouIB5TmQggMy1h/o1FpMnVGRsbjRT5nM9hXolx0aXsBHS9kpdrm2q0lxoa6KBc3CL3sAXGsCMKIVifADyLanYAoSn6mtEYpjUgLQAxDYFsmlmlQLro4tkmp4ABiyxQmzw+ZXajR9kI8P2RsqCupSnYt6g2P1XqbdicgVgrTMCjkbUoFl0oph53muLU6AY1m8tkgjIljhWUaOLZJf2+RvGtj33Uv3A6lNLFS1JseHS+g2QqI4pjwLmsew5CYhsS1TQp5B9e1KOWddeudLNi9vzRbPjOpj2oyLS0pl3NpZNJC7uCAlEsuvT1FbMtEyiAtGuqwtNxYryzfCa5rMzbaTXdXgVxu+yLIYtGhv690T+Q2DOJ1y6mN0FoThhFxFK8bBAkpyOVt7G2EeVL5b90jopMOVBFhtHNRftAIIRjoLzE0WCGXdzCNrUWTaUj6e0uU7nopUFrT6QSbvhTcL4dSrKpY0250CNIWZaXuIpW+0gOHzZPqtl1U12VkZDySlIsuE8M9TI71YhiSqzeXmJpZ4evfvcBTJ4YZ6tve4uZ+8PyQ+eUGF6/OcXuuyqXrC1TrHeaXG/h+SBjGGKbEMhMR2d9Tore7wKeemWRsqIsXzo1ve/9ZWmnyL/7gdS7fWOTm7Cr/2W98gROTAxyd6OX196f4zutXuHB1jo4fUM67nDs5zItPjfNjLx2jr7sIwK3ZVd54/ybf+dEVZhcTY/KeSp7RwS5+6aee5eSRAQb7Shg7vBlGUUyrE/Cj96e4dnOJ9y7OUGt2WKm1iaIYrTTFgkOllOP/396dBUd23fcd/961+/a+Ao0ds2BWDoekKIqOaNNmvMiityq77JSTSioPzmNe8pDnPOcxqfJTUpVU2alKXK7YscS4FFsSJS7iMqSGnH3FYNBYGr0vd783D7cbM+AsAGYwFAieT2mokgj0dDfQ3f97zv/8/jMTeU4vTHBousgLJ2cw4gdyA3DfGx1qGgwcZFkinYpTLCSZmMjt6PslSYouOJIx0uk4tu3SHzhsbPSQkLacfN9OLmvw4tk5SqXUjr4+NbzYVNV7vzuO6z22WIUotur+g06SJKGpKvI2RZskSaiqsiXTNAzBtj1c98uNoHoakiRx4tgEx49V2MlBflWVKZfTm883RHFjg4ETLRbuoQNZrEoSqFr0CxYEAZ7rR9OqnvJ2Pc/H7Fn4no8kQdzQt2xvCILw1RAdHvE4cWiMfMbg9t06A9NhdaPD0kqTbNpgciyzq0Dtx3Ecjw/OL1Jdb3Pl5hr1dp9e36bRHmyusPp+gB8E+MOMRc8PcF2fRqtPt2dRyqe4U21yemGCI7OlRwZvh0SrG9FKbUCra7K00uTq7bVo8tZijW7fwvMCAt/kys01Wl2TfDbBRDlDt2/z+dUq735yi5X1Nv2BjesHtDomnufzw/evcutunT/+7ZeIx9THPkee57O02mKp2uTchSXurjVptAZsNKPDGJY9zMkkpDewcV0fy/ZotgdcuLbCnWqT6UqOl8/MoqkKyjZFg7B3BqZDbaOL40bTmgamw0fnbu96Tr1puTSbfRwnWmH0gyjyyfOiFfudBMjrukqplCIee3if6hepioyub+3rDMNohf9RhYCiyGQzCRKGjixLUdap67O23mZmmyx1b3gwq9M1N/8/WZHIZRNfuTi8XC4xjBbbvlqVpGj35/4V2BB2PDBhNw5mpSVJqFr0xua54LsenuNtG/6/Hd/16XetKJdVkogZOpq+sxePIAj7RxCEuJ7PoekiuYzBW4qMNQw5r661KeaTVMqZPWvqd/2A81eqXL21xgfnF4HhAY3hlv/oj6Yqm6eCHcfDslyCMOTuaot0Mkat0SNp6MxMyRIMbwAAHqBJREFU5Inpj4/ggegtr9O18P2Ai9dXWa93Wa93gShEvW869E2HpdUmz5+YwrJdVmsdPrta5cLV6r1CNAzpmw69gY19/g6rtQ6/+8YZNE3hUbXq6Dm+s9zg08vL/J8ffobj+gR+gKzISIx2qyRAiopzz6HTt1lea6HIEvVmn9MLE5w8UiGZ0Hd9wlnYvc0JTsMi0/P8zVXCS1dWuHRlZZtbeLwgCIdZndHF2U7ijVRVIZ9L7nhxSFGi3YktvyXD8ajhIwqB0eqxYWioqhwNAfADahtdut3oQu3+i6XRWNJo4pPPeq1D975iVZFlslmDxA7aFvYLSYJ0Kk46Hd/RDrIkSdF7wBcuIqPneW8dyGJVVWUKlSyBH2CbDs1ah/pK86kr/Xajx6WfXadd76EoMpW5EoVKdo/utSAIXxY/CLBdn/npIhNOlvnpIrVGj3qrz3uf3mKj2ePMsclte7Z2SpEl5qcLdPrRh1k2bZBOxjh+eJxcxqBSTJMwdHRdxbY9BpZLrdHl8o01FqsNegObvulw8foKpXwSz/d57eWj2/bWBkHIR5/dIaar+GHA6YUJ/vC3XsByPOrNPt//0QVsN5qa885HN4jHNWr1LrmMwevfWuD4oXFiuspnV6vcqTa5dnudTs9kdUPh4rUVZibyzE8/eFo4DEMWqw3urjb5L//rPTZaPSzbIxHXSCZivPrCPLm0QWEYPSRJEo32gFqjx+dXq9QaPTo9i2uL6zTaAzo9i9987SQvn5kVbVhfgjAcbpubzq6263d8+4DvBQR+uKMqRFVlksnYA6fj95IsSxiGxuxMkW++dIjzF+7S79l88ulidFElSbz0whz5fHJLburKaovlapO//puPWR0e6jYMjUI+wfNnpikWdta6sF/EDW1HfcFftgNZrMqqQq6cpt82Ya1Nc61NbbmJ7/moqhJN2tiFIAjod0xatS61ahPbdJBkifx4lnQ++YwehSAIz8podUfXVWK6yuxkFFtVb/XZaPZIJXQ6PQtgx1uPjyPLMmPFNDOVPEfnypQLKXIZg6NzZbIpg7FCCsPQ0DQVx/EwLZfi8L0lFlO5eH0V03IxLZf1epfFapNvuTvrCWt1B6QSMQ7NlJifKnLs0Bi247Oe6TJeStNoD2h3TTaafTRNwbZdZibynDpa4ejcGLqm4PkBnhdwc2mDYHhIrN7qkx9OIrpfOGxBWF5tcfXWOiu1NrbjEY+pzE0VqJQynDxSIZuOk8skNovVVseklE8iAVdvr1Ndb9MZHvK6fqfGmdokrc6AbNrY81GOwlbhcBVyVKhKEsRiWtRX/JCf+W5lMwbaLg7oSVK0WvosV9RHuxvFQoqFo+PcWarj2B79gcPqaovLV1fQYxr5XILYML7SD0KqK01W19pUV1r0Bw6KIjNRyTE3UySbMR4ZsbVfKbKMskftT3vpQBarsbjGsRfn8Ryf5RtrXPjZDTqNPm/+69dRVAVtm9iLL/Icn2vnFrn80U2ufRpt4RmpOAsvzDGzUHkWD0EQhGdotEUdBiGpVJzfeO0Eb39wneuLNdY2ugRByOUbq8xOFh66crhbmipz9sQUh6eLnDk+ydRYjlzGGK4SSqP/bAqH/3j17DwbrR7/4T+9xfJqC9vxWFpp4rg+v/vGczv6u7t9m3w2wZ/+7stMjmUZL6UJgUarz3qjy88v3eXjz5fYaPaI6SpHZ8u88vw8f/zdF6MqIYTnFiZJGjqfXFzaTDC4U21ujs2832iyz49+do13z91kYDmkEjEmx7P8i99/hVeenxu2MGxNNRg95jd/7Tne+tFFPjh/O/p+0+HqrXXOX14maei8+uIhUoknz8sWdub+jUhNVZiayPHSC3P8ymvHn/q2VVUhn0/ueKVUQvrS8o+PL0wwO13k7nITJIm7yw2u3Vjn+s0af/fWz9E0hVwuMeyvdjFNF2+YaqFpCglD5zu//hxnTk+TSRtfuT5rWd7bMal75WAWq4bOyZeP0Frvcv6dq9imQ63a5O//4h3mT06ycHaO1DYror7n4zoeyzfW2ag2+enffszStVUgmmSVyiU4cmaGiUNjX8ZDEgRhD4XDmCgAXVOYnypys7JBKZ+k3bWwbJdPLt4F2JNiFaIVi4ShM1HOkkzoj/0QG9WwCUMjHySYLGewbZfltSiSqtke7Hh7VlNlEnGdSjlDOhmLikSixz05luXWUn3za3VNYX6mSKmQ2uxXDQlRlGhGeCGbxPV8gjCkZ9rYDznx2+6aLC432Gj2GFgOYQhjxTS/9uoxpis5dF156KEa6b5/HJkrAXDuwhKD4YGe1Y0OV26t8dJzM4AoVp8lSZJQFXlzYlFI1DpjGDoTe9D6Jg9vX5L2X/+xqsoYhsbrv3yc2ZkC3/u/5+n2rChJYDg4oN2O2nmCMCSZiKHHVCpjGcbGMsxOFzl9aoqx4QHN/fb4vqoOZLGqxzWOPj/H7YvLxBMxzJ5Fc63Nj//6Q1q/fJxcKY2syrj21kNXwXC8nOu4BH6I2bO4+fkSty8s895bnzLoDrcFEzGyhRSzxycpip5VQfjKCYkiVkLCaNVoPMdEOUupkMK0XGzH47OrVUqFFEEQbG4RPqnRKmI8pu2qrSA2PMA5VkzT7lksr7WxbJeOJOEH9zJKH3ffNFXBiGuU8skteZGqojBWTA+zW+997exEnsJ9K6aj247pGrmMQaPdx3V9BqaD85BWhG7P4urtqNd0FPxeLqT49kuHGSumUZXtV9PmJgukEzFi9+2Crdd7xPSNXYXJC7s3+l1VhuM+gyDYnO6kacpmD+ZBLcIURUaWJV5+aZ7xsQzv/ezG5jSvmK4gSzLu8LCVrkUrxNmMwamTkywcGePsmVlSqdi22azC7hzIZ1NWZFI5g+e/fQwkeOu/vc3yzXXuXl+lsdriw//3OdlCihAw+9bm9737/U+5cu4Wsixj9myatQ6DroltOgy6FmEYoqgyv/wH3+D5bx8nU0g99VQsQRB+AcJoxfD+i9X56SJv/upp/uqtT7mz0tgcEHD55hozE3nSyWczKGB7UnQga7j1HQThZg+p74fb9m9m0gbZtIH0hSgaWZYeKAhVRX6ggL3376RhVJVESLTV73kPZkg2OwM+u7xMu2siSZBKxCnmkkxXcjsqVAHiMZV0KhpU0OlZ9E2HRqtPEERxXsKzl07FmZ4scGepjmk51Gpdms0+/b5NPK6jqgezWIVo5+X7f3+eq9dWWbxTp1xKc/L4BL/xxmnGx7PDFI/hoCBFRlFk4vHoQtQwtG1zWYXdO5DFqiRJKKpCfizL0TOzzB6fxPcDassN2o0erY0u9VQcWZbx/XtvtvWVFv22ied6WH2bdqO3+WGmqDLJTILiRI75k1PMHp9A03feIC4Iwv6WScWZnyqSScfRagqW7dFoDbhTbVDKp7YUqxI7SSF80Ggl1HY8PM9nYLnDPFUPP4haE0YZhaNYHMeLslYHlrPldqLbCre9J7qmRpOpvvBlUZC5jHJff5okSxhxFU17sKgcfTBvTvALwi0B6iO27bHR7N03wSak27e5trixq+fMtKKV29Hf4AyfLz8IhpO+Du7q3n5gGBrFYoqV1RYDM4pS6/Vs6vUeY2MZVHX/nRjfC67rYVkei3fq3F6sY1kumUycYwsVjh4ZZ3wss6Ns2Kf1sN2c0fvD19GBLFZHipM5CpUsWkzl9uVl/vI/fo9eq481cDB71gNfX19pPfR2JFkimTE49coRfu/P3mDu5BSFseyTfVoJgrAvlQopCtkk81NFWp0Bd1fbLFYbfP/HF5mZKDBWfPx88J0KgdVah/V6l8+vrdBsD1ittekNHMzhlB/P93HdaByp5wc4jvtAYRjy6MzIEUkCI6Y+tPVAkkBTtk7dkSVpOEr1wY+G+z88wxD88OHB3z3TZrHa3OxX7fZtfvLRDd49d3MnT88W3n2LCaNRtY4TBco/rKAW9k65mOa5U1Pcul2j3TEJgeWVJj99/xpvvH5yX8Yb7YVGc0B1pcnnF5a5tViDMDp09Yd/8DIxXf3SDh+p6tb80jAMN1uUvo4OdLEqSRLIMDZTRI9r/N6/eYPacpPVW+tsrLTod0za9S7+cMLViKarxAydZNagWMmRKaQ4enaWycNjTB4eJ5GO7zr+ShCE/U1CQpZhYb6M43qs1Dr0BzbLqy1W1tuMFVIU86kozP8J4u8arQFr9S4Xr6+wst6h0e6zXu9h2S7dvoUzDCH3vYAQkOXojy7JBIGCHwQP3XbfjizLj54y9ZCHIcvyjua+f9GocPX9ANtxt6wAhWGIt0d5nY9a0RX2VqGQ5MSxCj95J0G9Hk0cq210+eTTO8zNlAhDqIzvfMqbZbv0ejbxuIamKei7iK76MrmuP7xgDDYTEVrtAbdvbzA5mSNhxNC0Z7/NL8vRkBDD0HGcaNLbRr1Ls9Xf7JndjxFTz8qBLlYhKlhLk3kKlRxTRyssXVuNIqjO3aZWbeB7PrbpYA+caENNAiMZI11IMTZd4OjZOSbny/zSmy+SSMXRYuq+fIEJgvB0Ri/ro3NlwjDkxx9cY2C5DCyXlfU2lXKGfC6JhIQk7fyU76hQW6t3uHBthf/9g/NsNPv0BvbmYZbRCX2Gq53RBB51c8SoNLBxXO+JilVpN1E0w/DzJ32LC0Pw/RDb2dpXem9S1dNRFTlaTxbFKjBsBxluDUvSbp+Tez/nh/0u53NJkgmdQj5JdVgwbWz0aDYHnD49ha6rFAtJVHV0G1+8b8P/Ht7Pft9hvdahkE+RSOjRhKl9+FHq+T627W75HWu2+ly9voph6MPeb+2xr//Ra/pJJ66N3hc0TSGZiBEEAY7jUa/3aDT6mJZLPKYhqfDgFefoft97bzkIDnyxOiJJUf7q7EKF8mSeb/76c3iOhzPqgfKiqyhJAkVThnmsCvFEDE1XSWUT0YjAA/KDFwTh4Y7OlTHiGpNjOerNHu2exQef3aHVNTkyW0Yarnjs9K2g0eqzXu/y53/5U9Y2OtQaPYIgJKarfOP0DOOlDEfnyuSzCVKJGAlD21zdlKToFPbf/MN5Fpcb/Pzy8q4fz5P21z6J8AutAYosUSlnOTJb4rWXjzz17auKzEQ5iyZOWuMHARcuVanVe2Qzxq5+xpIEkxN5UqkYY+XMQ79GVWVkWefN7zzPsYVx/vJ/vh+1YPg+33vr5/z0naucOjlFuZRmYiJHMqGjKjJBGOI6Pqbt0mr26fVtFu/U6XRNGs0+/+yPXuH552ZIJnT2Yy9dqZBCVRRKhRSN4YGyS1dWuLvc5G++92n0vEhbg5ElohSBWEzFMHQmJ/KUiile/eYRslnjoXnEO5HJGJx5bppLl6usrrXp9W0uXFrmP//5P3DyxAQz0wUy6Siv2fcDbNvbTOrIZgzOnpnZmydlH/javOIlSUJSJOLJGPEvnHQdXZ2O3mK/jOZpQRD2p4Shk0sbTI5l8Hyfds9ivd4lEdcYmPZwRvjO3yPqrQFLqy0Wlxu0OiZ+EFDMJchnEhw/PE6lHBWrhWyCVDKOEdO2rELajkc+k2C93n1WD3lPjVaUgiC6+o9pCoVckpNHnn6AiixFea9P0qZw0ARByN1qk17PIpHYXf+oLEsoikIQpCmXMg+98Ip+jjA1WSAIQmamizSbfVqtAfVGj3bHRFEU6o0ena4ZFauqEg3ccH1My6HZGtDrWSzeqTMYOHR7Ft2ehe8Hez47fq9omkIiqZPLJcimDQYDm8HAYTBwHvt9o2I1Yeh0uxb1YppCPslkJYc2jAFTd5kelEjozM+WWFlpsVHv4nkBna7F1eurKIrEYOCQGQ4X8b0A2/E2D4hVKllRrB5EkvzFYBdBEL6OJCCViPEbr53g/U9vc6fa5O5KE8t2ubG0gWm5aOrO+zo/vnCHD36+SLdv4QfRNv7rryzwrbPzvHR6JtrO22brfXQCfr+TZQlNUzBiGpbjQRhNCovrKof2aLiCqFMjvh/w9k+vALvf6pVliT/4HY9jRyscPlTmcSuc01PRKmEiofOzD2/yg3+8QKdj4bo+126scv3mqIXlwT6A0VSy+3uM5eHFzH79MY5CNk4cn0DVFNZqnS2pQY/i+8FmUVtv9JEleO/963zjpXl+/3de5OiRMfK53Y1nr4xnefM7z9Ns9Wm2+mxsdDFNhztLdZbuNra+bwyT+CQJ4nGNF87M8t3fPHNgFt5EscrB6ekQBOHpjN4LNE3h0EyJpZUWmWScgeVg2S6fXakSj2mou2gDaLZNVjc6+EGIqsjRNuF4lrmpAjFd3cE4xugUsGm7T/fgnrF7wwNUirkkG80epu3S6Vv0hj23ox5cYW/cu4DZ3YVMGEqbEWmPs9k7qStMVKJxq8lkjNuLGzRbA9ZrHUzTZWDauK5PMDxEpygyqh6tMsZiKsVCinQ6TqmQ4sjhMdJpY9997jpu1BN681aNazfWuHx1lXZ7wFg5TTIZI5sxiMU0FFneOiY4DIeTrXwsy2UwcKK4r4GD7XosV5u8+/418rnEZjvATh+7qsgkEzrfeHGOXMbgs4t3abdNNuo9bNvFcX18P4pxU1WFmK6i6wrlUpqxcpr92GbxpESxKgiC8AWaqnB4psSNxQ3yWQPX83Fcn08v3mVyPMvRufKOP3Ba3SgFIPAD4nFt2GKQZXaysO33jrJW+6aNae3vYnUkrquUCyk6fYuB5dLpWnT7FqblIhuSKFafgMRoRVLek+dPGR662+nvsKYqVMazlEtpzp6Z4eNPbrNcbXL+82UazT4bG53oBP3wAKCuR6fYS8V0lFF6tMLUZJ4TxyrDVdpHj8uViFZ+VeXeY5W3GXzxyMe55Tbkhz7mUcHuOD5Ldxu898ENfvj2JSzLIx5TOXF8kqnJHLPTRbJZA01TtuyqRPnIAZbp0moPWK91GZg2lu3ieQHV1Radrsm3vnmEQ/PlXR00VIYXt9986RCnTkxhGBp3q02uXFmh1THp9208L0BWZOLxaJBGKhnn0FyJ6alt3l+GqSbKsCUkDENU5ckSGmTp3us6mgC29+d7RLEqCILwEBIwN5Xnt37lFG/9+CJ3V5tcvrWGabukErEd5x16XhT6HxIVCfHYTlZTI5bt0e6ZLC43Wam1n/zBfIlymQTPHZ9io9WnNcznXK/3+MmH13npuRmmK/lf9F38ytE0he9+5yyW5fCnf/Iqu11JfZBEsZDEiOu7Kp6iNg+V505Pc2yhwisvH9nMBL5/pXbUt6xp0Uq6EdfRdZWEoW3btzk7W+Rf/fNvY943zjedMnZdpOu6wr//d9/FHu5IxGMa8bhGIf/gVrxpudxdbvDf/8e7rK93sCyPs2dmmJ8t8t3feh5juEIcFXPwhaVVQqJVbn94UVupZLh+Y52337mK4/i0fZPVtTara20q49ltp849+Fii94w3fvUUjuNhmlG0VuDfy1qO+pCjOKvRNK3H1YuqIvM7v30W69dO0evbQIgkSczPlnad3PH6a8c5tjA+vB8yqWSMdGpvJ/6JYlUQBOELRqsCmZTB4ZkSmVQcRZbpDxxaHZP1RnfHxepoRcz3fYIw6j/1/RDfDx65ujX60G91TVZqbTp9C2uftwGMJAyd6UqOVCK2edCq27e4vlhjdqpAPpt84BDZ4/jDEauKIt/rd9xnW8jPmizLjI89/NT+l2nUFpBJGwCU9qYNeYuEoZOY3n7XYTuyLLNwZHxHXzsY2DRbg2i0rOkQBCGTlRyH5svMz5V2dTAqDEOmJwv0+w6yJEXRdd6wlcd0nih2TZYlZDna3t8rkiRRGc/uyW0ViymKxdSe3NajiGJVEAThEcaLaYq5JG9/cJ1ao0et0WNto0O93d/xjPpUMkY+k2CjGfWZra53aHUGDCyHpBF76OpHlFca8P4nt3jn3A0arT7+HoXqP2vjpTSvf/MoH39+h6XVJt2eRXW9zd/98ALxuI7j+pw9MUVM39nHj2W7LK+1yCQNkgmdhKGjfM2KVeHZCcOQm7dqXL+xzqAfrVjKssSLZ2c5dXJyx0MP7jdWTtPr21tTPWyXgekgIoKfjChWBUEQHkGWJVRk5qeLdPoWjXYf3w82tz13opRPMlPJ0ewM8Dwfx/O5eH0VTVM4fXSCZELHiOubc79bnQHtrslitcEnl5a4u9LCiEcHO3oD+xk/4qenyDIxXeX0wgS+H/CTj27gOB6O5/H5tSrdvkW92SeTjlPIJtA0BVWWCcMQfxR7ZLtYtkujPaDXt1jd6PKN0zMcPzyOEdNAtL0Ke8g0h6uew/8tAbGYSmybrfRHsR0Py3K2NGtomkpMf7LbE0SxKgiC8EijrMlj82Ug5KPPFvG8YFdbeZVShsOzRS7dWMV1fTwv4NyFJZbXWsQ0lVIhRamQGva2+ty4U2Ox2uDtD69Tb/bpD2ymJ/J4seArUaxG2/QyL56apphLcu7CHVzPx/cDPr14l8+vVLm1VKdSyrBwaIxUUieuq5uFaq9vU2/1aXUGXL61Rqdn0WgNiOsq0xN5chnjF/0QhQMkDMG0nKi4HL2uh6frtV3moo6+vz+w6XatLe8T8VjUs/t1a2HZK6JYFQRB2MaxQ+MkEzHKhc9otAb0zccHhN/vzIkpysU0n19dZW2jQ6M9YKPZo9Oz+K9/9R6apqCpajRGNAgxbRfbdmn3TI7NjzM3VeD4oTFWah3+4m8//MpsI06Us2RScf7sT77NpRtr/Oj9awwsB8+LCvKl1SYXrlejKCBZ2szjDIY9qp4fRF8/zLiURqNgD1Acj/CLJ0mQTsfvi9OKEjhu3q4Ri6k8/9zMjg9E2bZHf2Dz4Ue3uXBpGc/10TWFREKnXMpQLmf2ZOzw15EoVgVBELaRTsUoOknKhTSuG+yqWM1nDGRJ4tBMEV1TCMIQx/GwHY/FamMzzFuWo2JM1xQ0TSGXSTA3VeDkkQqHZ4rDIHWJcN/O/rlHGk6a0lR5c3LV4nKDeitaKbZsj4Hp0OmaBCH3nSK/F4MTtRNoJBWZeEwlmzbQNeUgRUcK+4JEKhknlYqhKDJBEI1er660SCZiTE8ViMe0KLJqOLlOIlqRDcPooKQfhDh2FNNWb/S4W22wtt4hCEOShs7YWJZ0Ok4spv2iH+xXlihWBUEQtiFLUjTV6tsnOHdhidWNzo6/V1MVirkE//Zfvs7SSot3z93kys01qutt1utdPD/6cEzENYy4xuHZEjOVPL/00iGmK3nKhRSBH9I3HVRV3syy/CpQFJkjsyVmJwv86rcW+PnlZRarDc5frtJsDVjd6GBa7mZEkaZGq1CFbDTqcmF+jIlyhjPHJikXU+TSCdHzJ+wpSYKjR8ailIOMQa9nYVkuP/jHC3z8yW1WVtvMTBeYmy2SScfRNHX4OvRxHI+Nep9Ox+Ty1SqLd+pcvrpKf2BvHsA8NFfize+cZWoy94t9oF9xolgVBOFAk6SoaPqn/+Q4pxYmAJgcyzI3mSe5g5nqox4zXVVYmCsTj2nkh5NoRh439370/UZcZ6yY5uyJKSqlDK2uSbdvbR7U0jQFXVUoFVLkMwmmxnNkUnFURSaQQibKWf7oOy8SBCGKIpHPJpClB08apZMxXn3hEEdmyzTafSqlDGPF9APjYWVZJp2Mc/bk9OZWezYdp1xIkYg/+LxMlDO89vIRjs6VcV2fqUqOQ9sEj0dRRxKaJqEoErOTBVKJGLl0IlpZ7VnDKTzR368oErqmkjR04nGNsWKaTOrefRJbqMKzoGsK+XySX3rlCNdvrnPj5hqeF9DpmFy6XGVlrcWNm+vE49ow9F4iCAI8L6DfjwZ2rK23aQx7zCFKATm2UOH0ySkOzZdIJHRxofUUpG0OCuz//SZBEARBEISnYJoON2/X+OHbl/nBP1ygP7CfeBcjmdAp5JP8yR99i8OHypw6MbnH9/ZAe2hJL4pVQRAEQRC+1nw/wLQc1te7rKy1+OzCMrWNLot3Nuj1bHo9C9txN/OOR6Nck4kYsZhKsZAin08yPpbh6OExisUUs9NFEgmdVPLR42WFBzy0WBVtAIIgCIIgfK0pikwqGUefVimX0/h+yNp6G0WW6XRNOp0BluXiB6NiVUJVFVLJOEZcY6ycoVRKMzWZ49hChXwuMRx5Kvb+94JYWRUEQRAEQeBeMoXnB4TDQR1hOPwDbJkcAJvpANJoFLAsodw3ElgUq7sm2gAEQRAEQRCEfeuhxaoYWicIgiAIgiDsW6JYFQRBEARBEPYtUawKgiAIgiAI+5YoVgVBEARBEIR9SxSrgiAIgiAIwr4lilVBEARBEARh3xLFqiAIgiAIgrBviWJVEARBEARB2LdEsSoIgiAIgiDsW6JYFQRBEARBEPYtUawKgiAIgiAI+5YoVgVBEARBEIR9SxSrgiAIgiAIwr6lbvPvpS/lXgiCIAiCIAjCQ4iVVUEQBEEQBGHfEsWqIAiCIAiCsG+JYlUQBEEQBEHYt0SxKgiCIAiCIOxbolgVBEEQBEEQ9i1RrAqCIAiCIAj71v8HTDXgg0uXr30AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the most popular education degree among employees\n",
    "stopword=set(STOPWORDS)\n",
    "wordcloud=WordCloud(background_color='white',stopwords=stopword).generate(str(train[\"education\"]))\n",
    "plt.rcParams['figure.figsize']=(12,8)\n",
    "plt.title('Most popular education degree',fontsize=30)\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "bd5594b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "m    38496\n",
       "f    16312\n",
       "Name: gender, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the gender gap\n",
    "train['gender'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "70985974",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAI+CAYAAABwqzpHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAA8LElEQVR4nO3deZxcVZ338c8vCSSBBMISdhAEZA1hEwQXFnEbGRCV0XFXGEdHHZfHRx1lFEdcZpTHGBFFEBhFAcUNQYdFgQFEQIRshCBLgBAiEcwO2fo8f9wKVEInvVXVubfu5/161SvdXUt/q7rT/e1zzj03UkpIkiSV3bDcASRJkvrD0iJJkirB0iJJkirB0iJJkirB0iJJkirB0iJJkirB0qJaiogZEXF0ix/z+og4tZWPqUJELImI5+fOMRQRcWFEnJE7h1RllhbVUkppv5TS9blzbEhdf8n1Vv5SSmNSSg/kyiSpHCwtUglFxPBB3GdEizO09PE0OH4dpGdZWlQZEfGpiLg/IhZHxN0RcdIGbnt6RFwWEZc2bv+niJjYdP3siDiu8fawpsd+IiJ+HBFbbuCxT4yIuyJiUeM+r266+nkRcXPjc14dEVs33e8nETEvIhZGxP9GxH5N110YEd+OiF9HxFLgFOCtwCcaUyO/Wk+WFBEfiIg/A39ufOz4Rr4FEfH7iDhgnef9b43X728RcUFEjGpcd3REzImIT0bEPOCCDb02ETEqIi5qfHxBRNweEds2rts8Ir4XEY9FxKMRccaaIhYR74qImyLia40MD0bEaxrXfRF4KXBW43mf1fQ892h6rb4VEVc2XudbI2L3puf4yoiY1Xidz46IG9Y3bRcRoyPivxs5ZkbEJyJiTtP1O0TETyNifiPnvzZdd3rj9fh+I8eMiDi06fqDGt93iyPiUmDUOp+7r6/TJyNiKrA0eikuG3qeEbF7RPyu8bX5a0T8MCLG9ef7QCq1lJIXL5W4ACcDO1CU7TcBS4Ht13Pb04GVwBuBjYCPAw8CGzWunw0c13j7w8AfgJ2AkcA5wMXredzDgIXAKxo5dgT2blx3PXA/8AJgdOP9rzTd9z3A2MbnmATc1XTdhY3HfXHjcUc1PnZGH69JAq4Btmx8zoOAx4HDgeHAOxvPdWTT854O7Ny4z81rPgdwNLAK+M9GxtEbem2AfwZ+BWzS+FyHAJs1rvt547abAtsAtwH/3LjuXY2vzT817vd+YC4QTa/jqb08zz2aXqsnGl+LEcAPgUsa120NLAJe37juw43Pdep6Xr+vADcAWzSe41RgTuO6YcAdwGeBjYHnAw8Ar2r6Hnsa+LvG8/gy8IfGdRsDDwEfpfj+e2Mjx5rXuj9fp7saX6fRveTe4PME9qD4Hh0JjAf+F5jUdP/ZrOf7wIuXMl+yB/DiZbCXxg/1E9dz3elrfoE03h8GPAa8tPH+bJ4tLTOBlzfddvvGL4ARvTzuOcDX1/M5rwdOa3r/X4D/Wc9txzV+EW/eeP9C4Pvr3ObCvn6RNB7j2Kb3vw18YZ3bzAKOanre72u67u+A+xtvHw2sAEY1Xb/e14aihP0eOGCdz7ctsLz5ly3wj8B1jbffBdzXdN0mjeexXdPr2FdpOW+d53BP4+13ALc0XRfAI+s+XtP1z5SQxvun8mxpORx4eJ3b/xtwQdP32LVN1+0LPNV4+2U0FbHGx37Ps6WlP1+n92zg6z7Q5/k64M6m99f7feDFS5kvzpWqMiLiHcDHgF0bHxpD8Rfn+jyy5o2UUk9j2H+HXm73PODnEdHT9LHVFL98H13ntjsDv97A55zX9PayRsY1a1S+SDFaNB5Y87m2phhhWSvvADXf73nAOyPiQ00f25i1n3fz7R9a57r5KaWn13m89b02P6B4PS5pTD1cBHymcZ+NgMciYs19hq3zeZ95nVJKyxq3G7PBZ7m2Xl/nxnNp/rqn5umeXqx1e577Wu4QEQuaPjYcuHEDOUY1pnJ2AB5NKTWfkfahdR57IF+nDeZe93k2pum+QTHVNpbi9f/bOo+xoe8DqZQsLaqEiHgecC7wcoq/MFdHxF0Uf2Guz85N9x9GMfw/t5fbPULxV+3N/YjyCLB7n7d6rrcAJwLHUfyVuznFL5Hm/Ouecr2/p2Bvvt0jwBdTSl/cwO13bnp7F9Z+Tdb9nH29Np8HPh8Ru1KUuVmNf5cDW6eUVvUd/zmGcur5xyi+zgBE0YZ2Wv/Nn7n93Y33m1+bR4AHU0p7DjLHjhERTcVlF4rpwzWP3dfXaUOvQ1/P80uN+09IKT0ZEa8DzlrnMTb0fSCVkgtxVRWbUvwQng8QEe8G9u/jPodExOsbf/l+hOIX6R96ud13gC82ihERMT4iTlzPY34PeHdEvDyKRao7RsTe/cg/tvH5n6CYDvlSP+7zF4p1FANxLvC+iDg8CptGxGsjYmzTbT4QETtFsaD2M8ClG3i89b42EXFMRExojCItopg26kkpPQZcDZwZEZs1XqfdI+Kofj6HwTzvNa4EJkTE6xpf9w8A223g9j8G/i0itoiIHYEPNl13G7C4sSB2dEQMj4j9I+KF/chxC8X6oH+NiI0i4vUUa3DW6M/XaSjPcyywBFjYeF7/t5fHGMj3gVQKlhZVQkrpbuBMil8GfwEmUCwe3JBfUizY/RvwduD1KaWVvdzuG8DlwNURsZii2By+nhy3Ae8Gvk4xrXMDxVB/X75PMQT/KMVf9b2Vp3V9D9i3cXTJL/pxe1JKf6RY4HoWxfO+j2INSbMfUZSKByj+8t/QXjAbem22Ay6jKCwzKV6LHzSuewfFdMfdjRyXUayH6Y9vAG9sHNUyuZ/3ASCl9FeKKbj/oiiI+wJ/pCiMvfkPYA7FIu1rGzmXNx5rNXA8cGDj+r8C51GMkvWVYwXFItl3AU9SfB/+rOn6/nydhvI8Pw8cTPE9emXz524ykO8DqRRi7SlXqTtExOkUCzffljtLmUTEbIrFmtfmztIJjWnBOcBbU0rX9eP27wfenFLq76hQKQziec6mRt8H6h6OtEjqKhHxqogYFxEjgU9TrBvqdWQrIraPiBc3prD2Av4PxeHapTeQ5yl1CxfiSuo2R1BMfayZnnpdSump9dx2Y4rD2HcDFgCXAGd3IGMrDOR5Sl3B6SFJklQJTg9JkqRKsLRIkqRKsLRIkqRKsLRIkqRKsLRIkqRKsLRIkqRKsLRIkqRKcHM5SZLa7I477thmxIgR51Gc6NUBg0IPMH3VqlWnHnLIIY/35w6WFkmS2mzEiBHnbbfddvuMHz/+b8OGDXNXV6Cnpyfmz5+/77x5884DTujPfWx7kiS13/7jx49fZGF51rBhw9L48eMXUow+9e8+bcwjSZIKwywsz9V4TfrdRSwtkiTVQEQccuKJJ+625v2VK1eyxRZbTDzmmGP22ND9rrjiirF93aZTXNMiSVKHBRzSysdLcEdftxk9enTPrFmzRi9ZsiTGjBmTfv7zn2+27bbbrmxljnZzpEWSpJo47rjjFv7kJz8ZB3DxxRdv+YY3vOHJNdddd911mxx44IF777PPPvsedNBBe0+ZMmXkuvdftGjRsJNPPnnXCRMm7LPPPvvse9FFF43rXHpLiyRJtfH2t7/9yUsvvXSLZcuWxcyZMzc54ogjlq65buLEiU/ffvvt98ycOfPuz33uc49+4hOf2Gnd+3/605/e/phjjlk0bdq0mTfeeOOs0047badFixZ1rEs4PSRJUk0cfvjhT82ZM2fkueeeu+Vxxx23sPm6J598cvib3vSm3WbPnj0qItLKlStj3ftff/31m1111VXjJk+evB3A8uXL47777tv44IMPfroT+S0tkiTVyKtf/eoFn/vc53a++uqrZz3++OPP9IBPfvKTOx511FGLr7nmmvtnzZq18bHHHrvXuvdNKXHZZZfdN3HixOWdTV1wekiSpBp5//vf/9ePf/zjcw877LCnmj++aNGi4TvttNMKgHPOOWfr3u57zDHHLDrzzDO37enpAeDmm28e3fbATSwtkiTVyO67777ytNNOe862+Z/85CfnnX766Tvts88++65atarX+37lK1+Zu2rVqth777333WOPPfY77bTTdmx74CaRknvdSJLUTlOmTJk9ceLEv+bOUUZTpkzZeuLEibv257aOtEiSpEqwtEiSpEqwtEiSpEqwtEiSpEqwtEiSpEqwtEiSpEqwtEiSVBNnnHHGNs9//vP3O+GEE3Zrx+N/7GMf2+Gzn/3stu14bHAbf0mSOi6CQ1r5eClxR39u973vfW/8tddee+/uu+++spWfv1MsLZIk1cBb3vKWXebMmTPyNa95zZ4nnXTSkw888MCoe+65Z/SqVaviM5/5zNy3ve1tCyZPnrzV5ZdfPm7ZsmXDHnrooVEf+MAH5q1YsWLYpZdeutXGG2/cc/XVV/952223XX3mmWdufcEFF4xfuXJl7Lrrrssvu+yyB8eOHdvT/PlmzJgx8n3ve98uTz755IhRo0b1nHfeeQ8ddNBBQzqxotNDkiTVwI9+9KOHt9lmm5U33HDDvUuXLh1+zDHHLJo2bdrMG2+8cdZpp52206JFi4YB3HvvvaOvvPLK+2+//faZX/7yl3fcZJNNembOnHn3oYceuvScc87ZCuCtb33r36ZPnz5z1qxZd++1115PTZ48+TnnKjr11FOfd/bZZz88Y8aMmV/96lfnvP/9799lqM/BkRZJkmrm+uuv3+yqq64aN3ny5O0Ali9fHvfdd9/GAEceeeTiLbbYomeLLbboGTNmzOqTTz55AcCECROWTZ06dROAO+64Y/RnP/vZHRcvXjx86dKlw4866qiFzY+/cOHCYXfeeeeYk08+efc1H1uxYkUMNbelRZKkmkkpcdlll903ceLE5c0fv+mmmzbdeOONnzkp4bBhwxg1alRa8/aqVasC4L3vfe9ul1122X1HHHHEU5MnT97qhhtuGNv8OKtXr2bs2LGr7rnnnrtbmdvpIUmSauaYY45ZdOaZZ27b01MsQ7n55ptHD+T+y5YtG7bLLrusXL58eVxyySVbrnv9lltu2bPTTjutOP/887cA6Onp4ZZbbhnQ5+iNpUWSpJr5yle+MnfVqlWx995777vHHnvsd9ppp+04kPt/6lOfmnvYYYftc+ihh+6955579rq49uKLL37gggsu2Hqvvfbad88999zvpz/96bih5o6UUt+3kiRJgzZlypTZEydO/GvuHGU0ZcqUrSdOnLhrf27rSIskSaoES4skSaoES4skSaoES4skSe3X09PTM+R9SrpN4zXp6fOGDZYWSZLab/r8+fM3t7g8q6enJ+bPn785ML2/93FzOUmS2mzVqlWnzps377x58+btjwMGa/QA01etWnVqf+/gIc+SJKkSbHuSJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSLC2SJKkSRuQOIKncAjYCtgK2BDajeH9E02X4Ou/39rHhQAIWA4ua/m2+LEnFbSSpV5YWqYaiKCHbAds3Lts1/TueoqCsKSpjOxQrBSzhuWVmEfAE8BAwu+nfuZYcqV4iJf/PS90oYAtgb2Cvdf7dDRiZMVqrrAAeoSgws3m2zKx5e06CnjzRJLWDpUWqsCimXXaj93IyPmO0MlgJzAHuAe5sXP6U4IGsqSQNmqVFqoiAUcChwJHAC4F9gT2AjXPmqqAFwF3An5ousxyVkcrP0iKVVMAOwIuBIyiKykFYUNplKTCVosDc2fh3RiqmoCSVhKVFKoEoFsVPpCgnay67ZA2l5cAfgGuBa4A/JlidN5JUb5YWKYMoRkyOAo7m2emeTXNmUp8WANfTKDEJ7s2aRqohS4vUIVEsjH0t8PfAK4ExeRNpiB4GfktRYq5N8HjmPFLXs7RIbRQwgaKkHA8cjrtQd6sETKNRYIDrEzyVN5LUfSwtUgs1pn2OoSgpxwO7Zg2kXJYCvwIuBX6TivUxkobI0iINkdM+6sNC4JfAJRRrYVZlziNVlqVFGoTGiMoJwLuBV1Fs8ib15QngZxQjMNe5N4w0MJYWaQACDqEoKv9IcV4eabD+AlxGMQJzs+dRkvpmaZH6ELAN8DbgXRQLa6VWmwP8GLgoFZvbSeqFpUXqRcBGFGtU3gW8Bs+Irs65FTgL+LE78kprs7RITQIOpJj+eQuwdd40qrnHgXOB76RiJEaqPUuLaq+xhf6bgY8CB2eOI61rNcXRR2cluC53GCknS4tqK2As8E/AR4Cd86aR+mUGcDbw/QRLcoeROs3SotoJ2B74MPA+YPPMcaTBWAT8N/CtBLNyh5E6xdKi2gjYF/g48FaKfVakqksU5z/6fwl+kzuM1G6eB6VLRESKiIua3h8REfMj4oo+7nd0X7epuoCjA64AplMssrWwqFsEcBzw64A/BpwYxcekrmRp6R5Lgf0jYnTj/VcAj2bMk1XA8ICTA26jWLz4Wvxhru52CPAL4K7G977f7+o6lpbu8muKX85Q7Nh68ZorIuKwiLglIu6MiN9HxF7r3jkiNo2I8yPitsbtTuxQ7pZplJVTgHspNut6YeZIUqcdQPG9Pz3gLeHPeXURv5m7yyXAmyNiFMUPrlubrrsHeGlK6SDgs8CXern/Z4DfpZQOozhT8VcjYtM2Z26ZKM4FNBU4D3h+5jhSbvsCPwSmBbzBkRd1A3f57CIppakRsSvFKMuv17l6c+C/I2JPisV7G/XyEK8EToiIjzfeHwXsAsxsT+LWCHgR8F/AS3NnkUpoX4pzHP0p4DQX7KrKHGnpPpcDX6NpaqjhC8B1KaX9KbanH9XLfQN4Q0rpwMZll5RSaQtLwAsCfgrcgoVF6svBFAt2bww4KncYaTAsLd3nfODzKaVp63x8c55dmPuu9dz3KuBDEREAEXFQWxIOUcC2Ad+m2Gjr9bnzSBXzEuD6gKsa2wBIlWFp6TIppTkppcm9XPVfwJcj4k7WPy34BYppo6kRMaPxfmkEjAk4HbiPYmM4pzelwXslxZFGZzZ2h5ZKz83lVHqNcwO9l2IB8baZ40jd6DHgEwku6vOWUkaWFpVa44igrwF75s4i1cCNwIcSTMkdROqN00MqpYDtG4tsf4mFReqUlwJ3BHwzYFzuMNK6LC0qlYCIYr3KTFxkK+UwHPggcG/AKe7vojJxekilEbAP8F2KoxsklcOtwAcS3JE7iORIi7IL2Djgc8BdWFiksjkcuC3guwFb5Q6jenOkRVkFvJhidMX9IqTy+yvwzwl+ljuI6smRFmURsFljg7gbsbBIVbE18NOA/w7YLHcY1Y8jLeq4gJOAs4AdcmeRNGgPAe9McEPuIKoPR1rUMY3t939GcbGwSNX2POC6xo66I3OHUT040qKOCHgNcCGwTeYoklpvOvD2VCyml9rGkRa1VcDIgEnAlVhYpG61P3BrwL+Fv1fURo60qG0a+65cDEzMnUVSx9wMvCPBA7mDqPvYiNUWAf8M/BELi1Q3LwamBPxT7iDqPo60qKUah0GeB5ycO4uk7H4FvDvBE7mDqDtYWtQyAQcCPwH2yBxFUnk8CJzkmaPVCk4PqSUa00G3YGGRtLbdgN8H/GPuIKo+S4uGJGDTgIuA7wCjcueRVEqbAD8K+FoUZ5GWBsXpIQ1awN7Azyn+laT+uBZ4s+tcNBiWFg1KwMuBy4BxmaNIqp7ZwOtc56KBcnpIAxZwKvA/WFgkDc6uuM5Fg2BpUb8FDAv4KnAuMCJ3HkmV5joXDZjTQ+qXKH7A/BB4XeYokrqP61zUL5YW9SmKMzJfDhySO4ukrjWbYj+XuzLnUIk5PaQNimIb/luxsEhqr12BGwOOyx1E5WVp0XoFHA/cBOyUO4ukWhgDXBnwxtxBVE6WFvUq4CPALyl+iEhSp2wMXNrYZVtai6VFawkYHvAt4Ov4/SEpj2HAdwJOyx1E5eJCXD0jim34LwNemzuLJDVMAj6WwF9WsrSoEDCa4gghF8FJKpsfAO9JsCp3EOVlaREBmwJXAEdnjiJJ63MlcHKCp3IHUT6WlpoLGAv8GnhJ7iyS1IebgeMTLMgdRHlYWmosYHOKcwi9KHcWSeqnacCrEjyWO4g6z9JSUwFbAFcDh+bOIkkD9CDwigT35w6izrK01FDAVhTn+jgwcxRJGqy5wEsTPJA7iDrHfThqJmAb4DosLJKqbQfg2oAdcwdR51haaiRgO+B6YELmKJLUCrtRFJfxuYOoMywtNdH4a+QGYJ/cWSSphfYGrg4YlzuI2s/SUgMBO1MUlhfkziJJbXAg8OvwXGldz9LS5QK2pDhKaPfcWSSpjY4AfhkwMncQtY+lpYs1ziV0OcXwqSR1u2OBnwSMyB1E7WFp6VJRfG1/BLw4dxZJ6qC/B34Q/n7rSn5Ru9c3gZNyh5CkDN4MfDcgcgdRa1laulDAp4F/yZ1DkjI6Bfh67hBqLXfE7TIB7wQuzJ1DkkriCwk+mzuEWsPS0kUCXgVcgYvQJKnZKQnOzx1CQ2dp6RIBB1PsxeI+BZK0thXAsQluzh1EQ2Np6QJRbGV9C7Bt7iySVFKPAy9M8HDuIBo8F+JWXMDWwP9gYZGkDdkGuDxg09xBNHiWlgoL2IRiDYvb80tS3yZS7OHiodAVZWmptvOAw3OHkKQKOQn4fO4QGhzXtFRUwIeAyblzSFJFvSnBj3OH0MBYWiooihOD3QBslDuLJFXUU8BLE9yRO4j6z9JSMQHjgTuBHXNnkaSKm0NxRNG83EHUP65pqZCA4cAlWFgkqRV2An4RMDJ3EPWPpaVazqA49bokqTUOB87NHUL94/RQRQScAPwCD9WTpHb4WPIEi6VnaamAgN0pFottnjuLJHWpFcCLUrFmUCXl9FDJBYwGfoqFRZLaaWPg4samnSopS0v5fZtiF0dJUnvthVNEpeb0UIkFvBc4J3cOSaqZk1KxhlAlY2kpqYBDKE6j7qF4ktRZTwATEzyaO4jW5vRQCQWMAi7CwiJJOWwFfD/8HVk6fkHK6Qxg79whJKnGjgU+njuE1ub0UMkEHAnciIVSknJbCRzh+YnKw9JSIo3Dm+8CXpA5iiSpcC9wcIKluYPIv+bL5otYWCSpTF4ATModQgVHWkoi4CXADVgkJamM3pDgZ7lD1J2lpQQaOzBOAfbInUWS1KsngQkJ5uYOUmf+VV8OX8bCIklltiXwrdwh6s6RlswCXgZcj2dvlqQqcLfcjCwtGQVsCkwFnp87iySpXx4F9kmwOHeQOnJ6KK//xMIiSVWyI/Cl3CHqypGWTAKOAX6L00KSVDU9wJEJbs0dpG4sLRlEcU6hGcDuubNIkgZlGnBIKnbNVYc4PZTHR7CwSFKVTaD4Wa4OcqSlwwK2o9gWemzuLJKkIVkC7J2KxbnqAEdaOu+LWFgkqRuMAc7MHaJOHGnpoICDgduxLEpSN3l5gt/lDlEHlpYOCriR4hxDkqTucTdwoIty28+/+Dsk4B+wsEhSN9oXF+V2hCMtHRAwGpgJPC93FklSWywB9kwwL3eQbuZIS2d8HAuLJHWzMcBpuUN0O0da2iyKLZ9nUZxnSJLUvVYCeyV4MHeQbuVIS/t9BQuLJNXBRsDpuUN0M0da2ijgcOAWPL+QJNVFDzAhFUcUqcUcaWmTKIrKN7CwSFKdDAO+kDtEt7K0tM8bKUZaJEn18vqAQ3OH6EZOD7VBY5TlLuCAzFEkSXlcneBVuUN0G0da2uMELCySVGevDDgqd4hu40hLG0RxfiGHBiWp3m5O7oTeUo60tFjAq7GwSJLgxQGvzR2imzjS0mIBNwEvzp1DklQKdwEHJ/CXbQs40tJCAcdgYZEkPetAihPmqgUcaWmhgN8Cx+bOIUkqlXuBfROszh2k6hxpaZGAI7GwSJKe6wXASblDdANLS+t4dk9J0vp8JHeAbuD0UAsEHAL8MXcOSVKpHZaKLTE0SI60tIajLJKkvnwkd4Cqc6RliAImAFPwxIiSpA1bCeyaYG7uIFXlSMvQfRoLiySpbxsBH8wdosocaRmCgB2B2cCIzFEkSdXwBLBzgqdyB6kiR1qG5r1YWCRJ/bcV8PbcIarKkZZBimKY7yFg+9xZJEmVcneC/XKHqCJHWgbvJCwskqSB2zfgVblDVJGlZfA+kDuAJKmyPpI7QBU5PTQIAfsD03LnkCRVVqI4H9E9uYNUiSMtg/P+3AEkSZUWONoyYI60DFDAJsBjwGa5s0iSKm0ZsGOCBbmDVIUjLQN3MhYWSdLQbULxO0X9ZGkZuFNzB5AkdY235Q5QJU4PDUDAXrhoSpLUOonifEQP5w5SBY60DIyjLJKkVgrgLblDVIUjLf3U2AF3DrBN7iySpK4yIxVbaagPjrT03/FYWCRJrbdfwIG5Q1SBpaX/3pQ7gCSpa7kgtx+cHuqHgFHAfGBM7iySpK40F9g5QU/uIGXmSEv/vAoLiySpfXYAjs0douwsLf3zhtwBJEldzymiPjg91IfGUUOPA+MyR5EkdbfFwLYJnsodpKwcaenby7GwSJLabyxwQu4QZWZp6ZtTQ5KkTnGKaAOcHtqAgOHAPGDr3FkkSbWwEtg+wRO5g5SRIy0bdhQWFklS52xEccSqemFp2TCnhiRJnfbq3AHKyumh9YjiJFaPAtvnziJJqpXHge1ScQZoNXGkZf2OxMIiSeq8bYCDc4coI0vL+r0xdwBJUm05RdQLS8v6vT53AElSbb0md4Ayck1LLwL2A6bnziFJqq3VwNYJFuQOUiaOtPTu6NwBJEm1Nhx4Re4QZWNp6d3RuQNIkmrPdS3rcHqoF1EcbjY+dw5JUq3NTbBj7hBl4kjLOhrrWSwskqTcdgg4IHeIMrG0PNfRuQNIktTgFFETS8tzHZ07gCRJDR763MQ1LetwPYskqURWAlslWJw7SBk40tLE9SySpJLZiOK0MsLSsq6jcweQJGkdL8wdoCwsLWs7OncASZLWcVjuAGXhmpYmrmeRJJXQvATb5w5RBo60NLieRZJUUtsF7JI7RBlYWp51dO4AkiSth1NEWFqavSx3AEmS1sPSgqWl2YG5A0iStB4eQYQLcQEIGA0swRInSSqnxcC4BD25g+TkL+nCfvhaSJLKayywT+4QufmLuuBZNCVJZVf7dS2WloKlRZJUdpaW3AFKYkLuAJIk9aH2pcWFuEDAfGDr3DkkSdqAlcDYBMtzB8ml9iMtUWyNbGGRJJXdRtR8e47alxacGpIkVcdeuQPkZGlxEa4kqTr2yB0gJ0uLpUWSVB275w6Qk6XF6SFJUnXUeqSl1kcPBYyg2L5/ZO4skiT1wxOpxgeP1H2k5QVYWCRJ1bFVwLjcIXKpe2nZO3cASZIGqLZTRHUvLTvnDiBJ0gDVdjFu3UvLTrkDSJI0QI601NSOuQNIkjRAjrTUlCMtkqSqcaSlphxpkSRVTW1LS933aXkaD3mWJFXPpgmW5Q7RabUdaQkYj4VFklRNtVzXUtvSglNDkqTq2i13gBzqXFpchCtJqqpabuVf59LiSIskqaq2yB0ghzqXFkdaJElVtWXuADlYWiRJqh5LS804PSRJqipLS8040iJJqirXtNTMVrkDSJI0SI601MymuQNIkjRIlpaaGZ07gCRJg2RpqYuAUdT0uUuSusJmUcPfY7V7wg2b5A4gSdIQBDVcjGtpkSSpmmo3RWRpkSSpmiwtNWFpkSRVndNDNWFpkSRV3bjcATrN0iJJUjWNyB2g0ywtkiRV0/DcATrN0iJJUjVZWmrC0iJJqjpLS01YWiRJVWdpqQlLiySp6iwtNRG5A0iSNES1O3qodk+4YXnuAFJXm8aDHMBuuWNIXS/lDtBZdR1psbRI7TSJh3JHkGpgde4AnVbX0vJ07gBSV/sZW+WOINVAT+4AnWZpkdRa85jPAvbLHUOqAUdaasLSIrXL2dxDfX+2SJ3kSEtNuKZFapcLGZk7glQTjrTUhCMtUjssZRmPMCF3DKkmVuYO0GmWFkmt80OmAaNzx5BqYlHuAJ1W19Li9JDUDmfX7y8/KaOFuQN0Wl1LiyMtUqutYjVT2Sd3DKlGLC01YWmRWu0qppPcn0XqIEtLTTg9JLXaN1iQO4JUM5aWmnCkRWq169k1dwSpZiwtNWFpkVrpTu5nJc/LHUOqkWUpsSp3iE6ra2lZSg2Pb5faZhKP5I4g1UztRlmgpqUlFSfz/kvuHFLX+AXjc0eQasbSUjNzcweQusIc/sIi9s0dQ6oZS0vNPJY7gNQVvsW9QOSOIdWMpaVmHGmRWuEHjModQaohS0vNONIiDdVilvAoB+SOIdXQ/NwBcqhzaXGkRRqq7zMdGJk7hlRDD+cOkEOdS4sjLdJQfYfVuSNINWVpqRlHWqShWMkqZnjUkJTJQ7kD5FDn0uJIizQUv2Y6iS1yx5BqypGWmnkc6rcFstQy36jn0QtSCayiprMFtS0t7oorDdGNPD93BKmmHk2JntwhcqhtaWmoZVOVhux2/swqds4dQ6qpWk4NgaXFdS3SYHydR3NHkGrM0lJTjrRIg/ErtskdQaoxS0tNPZg7gFQ5D/MYS9gndwypxiwtNXVP7gBS5XyTP+MJEqWcarlHC1haZuYOIFXORWySO4JUc7UtLZFSyp0hm4DhwDJg49xZpEpYxGI2ZyT+n5FyWQmMSYkVuYPkUOuRlgSrgT/nziFVxoVMx8Ii5TSrroUFal5aGlzXIvXXOfXc0EoqkWm5A+RkabG0SP2zklXMZL/cMaSam5o7QE6WFrg7dwCpEn7FNBLjcseQas6RlpqrdWuV+m0yi3JHkFTv0lLro4cAAkYAS3FxobRhGzGHVeyUO4ZUYwtSYovcIXKq/UhLKk7x7RSRtCF/YJaFRcpueu4AudW+tDRMyR1AKrVJnlxUKoHaL2ewtBRq/40gbdAVbJs7gqR6r2cBS8sajrRI6/Mgc1nqCRKlErC05A5QEpYWaX2+yX25I0gCLC2WFoAEfwXuz51DKqUfsWnuCJK4LyW3HbC0POt/cweQSmcBC/kLB+SOIYkbcwcoA0vLsywt0rrOZwawUe4YkiwtYGlpZmmR1vXd3AEkNVhacEfctQTMAXbMnUMqhRWsZCTLgM1zR5Fqbl5KbJ87RBk40rI2m6y0xi+YioVFKgN/NzVYWtbmFJG0xmSW5o4gCYCbcgcoC0vL2iwt0hp/YI/cESQBjrQ8w9Kytrsp9myR6u0mZrKaHXLHkMQi3AD1GZaWJgkSDsNJMIm/5I4gCYDfp0RP7hBlYWl5LqeIpN94pIJUEk4NNbG0PJelRfV2H3NYxl65Y0gCLC1rsbQ8113g+R1UY5M9D5dUEk8Dt+cOUSaWlnUkWA38PncOKZtL2Cx3BEkA/DYlns4dokwsLb37Xe4AUhZPsID5TMgdQxIAv8odoGwsLb37Ze4AUhbfYwYwIncMSQBckTtA2VhaepHgXoo9W6R6OdefCVJJ/CklHs0domz8AbV+P88dQOqo5azgPvbPHUMS4NRQrywt62dpUb1cxlRgbO4YkgBLS68sLeuR4A7g4dw5pI45i2W5I0gCYC7wp9whysjSsmG/yB1A6ogeErezZ+4YkgC4IiVS7hBlZGnZMKeIVA83MpPVbt0vlYRTQ+thadmwG/Gsz6qDSTyeO4IkAJ4Cfps7RFlZWjagsTuujVfd7yp2zB1BEgDXpsRTuUOUlaWlbz/LHUBqq3t5hKdczyKVxOW5A5SZpaVv1wBLcoeQ2uYbPJA7giQAlgM/zR2izCwtfUjFN9FvcueQ2uZSNs8dQRJQHDX0t9whyszS0j8eRaTu9Ff+xhOeIFEqiR/kDlB2lpb+uZJixEXqLudyNzA8dwxJ/BX4de4QZWdp6YcEi3CjOXWj8ywsUklcmhIrc4coO0tL/52bO4DUUk+znAc8QaJUEt/PHaAKLC399zvwKAt1kR8zFRiTO4YkZqXEbblDVIGlpZ8SJOC83DmkljmLp3NHkAS4ALffIiXPydRfAdtTnPl5RO4s0pD0kNiIx+lh29xRpJpLwG4p8VDuIFXgSMsAJHiM4kgiqdqu424Li1QK/2th6T9Ly8C5IFfVN4n5uSNIAlyAOyBODw1QFHtazAZ2yhxFGrzR3M/T7J47hlRzy4DtU2JR7iBV4UjLADXO/Hx+7hzSoM3kIQuLVArft7AMjKVlcL4H9OQOIQ3KJGbnjiCJBEzOHaJqLC2DkIojiK7JnUMalMsYlzuCJK5JiZm5Q1SNpWXwXJCr6nmcJ3jSXXClEvhG7gBVZGkZvMuBx3OHkAbkO8zEEyRKud0L/CZ3iCqytAxSgpXABblzSANyARvljiCJb6aEh+4Ogoc8D0HADhTnIxqZO4vUp2U8xaYkYJPcUaQaWwjslBJLcgepIkdahiDBXOC/c+eQ+uUSpmFhkXI738IyeJaWoftPir1bpHL7FstzR5Bqrgf4Zu4QVWZpGaJUTA9dmjuHtEGr6eEu9s4dQ6q5X6XEg7lDVJmlpTW+DC6qUoldywx6GJ87hlRzHuY8RJaWFkgwHbgidw5pvSbxRO4IUs3dmRLX5Q5RdZaW1vli7gDSev2O5+WOINXcF3IH6AaWlhZJcCvYolVC03iQFeyWO4ZUY1OBX+QO0Q0sLa31pdwBpOeYxEO5I0g1d4abybWGm8u1WMBtwAtz55CesQXTWMCE3DGkmrob2N/S0hqOtLTel3MHkJ4xj/ksYL/cMaQa+6KFpXUsLa33C4pmLeX3be7B/+dSLncDl+QO0U38YdZiqdiv5Su5c0gAXOh5saSMPpcSPblDdBPXtLRBwHBgGrBP7iyqsaUsYwwBjM4dRaqhO4FDnBpqLUda2iAV5yL6v7lzqOZ+xDQsLFIu/25haT1LS5skuBK4JncO1djZrMwdQaqpW1LiytwhupHTQ20UMIFiiHB47iyqmdX0sBFPktg6dxSpho51y/72cKSljVKxruX83DlUQ1cx3cIiZfFLC0v7WFra79+BxblDqGa+wd9yR5BqaDnwsdwhupmlpc0S/AUPgVanXe8JEqUM/l9KPJA7RDdzTUsHBIwCZgG75M6iGriL+zmI3XPHkGpmLrBXSizJHaSbOdLSAQmeBj6VO4dqYhKP5I4g1dCnLCzt50hLBwXcArwodw51uXFMZyH7544h1cgfgCPdl6X9LC0dFHAE8PvcOdTFHuVxdmI8ELmjSDWRgMNT4vbcQerA6aEOSsVIy49z51AXO5tZWFikTrrQwtI5jrR0WMCuwD3giezUBjtzO3N4Ye4YUk0sAl6QEn/JHaQuHGnpsASzgS/nzqEutISlzGFC7hhSjZxhYeksS0seX6LYLVdqnR8wjeLwekntdy/wjdwh6sbSkkGClcC7Kc4GLbXGt1mVO4JUEz3AKSmxIneQurG0ZJLgDuBruXOoS6xiNdPZN3cMqSbOSombcoeoIxfiZhTFYty7gL0zR1HVXc5dnMiBuWNINXA/cEBKLMsdpI4cackoFSfXeg/FUKM0eN9gYe4IUg0kimkhC0smlpbMGnu3TM6dQxV3I7vljiDVwLdT4obcIerM6aESCNgEmAqe5E6D8Ef+zAvZM3cMqcvNBiZ4fqG8HGkpgQTLgFOKN6UBmsSjuSNINXCqhSU/S0tJJLgB+E7uHKqgy9kmdwSpy303JX6bO4ScHiqVgDHAdOB5ubOoIh5hHruwLZ5vSGqXh4H9U2Jx7iBypKVUEiwB3ps7hyrkLO7FwiK10z9ZWMrD0lIyCa4GzsudQxXxAzbJHUHqYt9Oiatzh9CznB4qocbRRLcB++XOohJbxGI2ZySwce4oUhe6C3hRSizPHUTPcqSlhBpHE70RXKmuDbiQ6VhYpHZYDPyDhaV8LC0lleAeXN+iDTnHnZSlNnlvSvw5dwg9l9NDJRdwNvD+3DlUMitZxUiWkBiXO4rUZc5JifflDqHeOdJSfh+lOCO09KwrmGZhkVpuCvCR3CG0fpaWkmucVPFkYEHmKCqTySzKHUHqMmvWsTydO4jWz9JSAQkeBN6J2/xrjZs8T5XUYu9NiXtzh9CGWVoqIsHlwNdy51AJ3Ma9rGKn3DGkLvLdlLgkdwj1zdJSLZ8GbswdQpl9nbm5I0hdZArw4dwh1D8ePVQxATsAd4InyautscxkCfvkjiF1gQXA4U4LVYcjLRWTYC7wFnCPjlqazWMWFqklVgFvtLBUi6WlghL8Fjg9dw5lcJYbXkkt8sGU+G3uEBoYS0tFJfgC8KPcOdRhP2TT3BGkLjApJc7JHUID55qWCgsYCVwLvCR3FnXAQhYxjlF4viFpKK4ATkzJKfYqcqSlwhobz50E3J87izrgfE+QKA3RVOAfLSzVZWmpuAR/Bf4OeDJ3FrXZd3MHkCptHvD3KbEkdxANntNDXSLgKOBq/Eu8O61gJSNZBmyeO4pUQU8DR6XEbbmDaGgcaekSCW4ATsGt/rvTL5mGhUUajAS808LSHSwtXSTBRcC/5c6hNpjM4twRpIo6PSV+nDuEWsPpoS4UMAm3pe4uG/Eoq9gxdwypYs5NiffmDqHWcaSlO30U/Muia/yeeyws0oD9EHhf7hBqLUtLF0rFHO47gOtyZ1ELfJ15uSNIFfML4F0e2tx9nB7qYgGbAf8LTMydRUOwKbNYxl65Y0gVcQ3Foc3LcwdR6znS0sUSLAJeCczInUWDdD9zLCxSv90EvM7C0r0sLV0uwePAscD03Fk0CJPd7VjqpzuA16bEstxB1D6WlhpoKi7TcmfRAF3C2NwRpAqYAbwqJRblDqL2ck1LjQRsDfwWOCB3FvXD31jIlmwKjMgdRSqx+4CXpcRjuYOo/RxpqZHGeYqOBabkzqJ+OI/pWFikDXkEOM7CUh+WlppJ8ARFcbkzdxb14Vz/f0ob8Ajw8pR4KHcQdY7TQzUVsCXFoYEH586iXixnBaNYDq5pkXpxL/CKlHg4dxB1ln/J1VSCJ4HjKFbcq2x+xlQsLFJv7gJeamGpJ0tLjSX4G0Vx+WPuLFrHNz1sU+rFzcDRKfF47iDKw+khEbA5xVTRC3NnEdBDYmPmsZrtc0eRSuQq4PXuw1JvjrSIBAuBVwC/z51FwI3MtLBIa7kMOMHCIkuLgGeKy8uBn+TOUnuTHPqWmlwAvDklVuQOovwsLXpGgqeBNwH/mTtLrV3FjrkjSCXxdeCUlFidO4jKwdKitSRICT4FvBdYlTtP7dzLIzzFnrljSCXwuZT4WEq48FLPsLSoVwnOBY4HFufOUivf5IHcEaTMVgDvSYn/yB1E5WNp0XqlYrX+S4A5ubPUxiVsljuClNF8im35L8gdROXkIc/qU8AOwBXAQbmzdLUnWMDWjMHzDamepgN/nxKzcwdReTnSoj4lmAu8DLgyd5audi4zsLConq4AjrSwqC+WFvVLgiXAicC3cmfpWuf5/1G19FXgxJRcP6e+OT2kAQv4KPA1LL2t8zTLGc1KYEzuKFKHrAD+OSUuzB1E1eEvHQ1YKvZOOAlYkDlK97iMaVhYVB/zgZdbWDRQlhYNSoLLgYOB23Nn6QpnuT25amMacFhK3JQ7iKrH0qJBS/AgxSHRk3NnqbQeErezV+4YUgdcjAtuNQSWFg1JghUJPgy8HqeLBucG7qaHbXPHkNroaeB9KfGWlFiSO4yqy9Kilkjwc5wuGpxJzM8dQWqj+4AjUuKc3EFUfZYWtYzTRYN0NTvljiC1yU+AQ1LirtxB1B0sLWopp4sG6B4e4mn2yB1DarFlFIcz/0NKLModRt3D0qK2aJou+mPuLKU2yQWJ6jpTgUNT4ru5g6j7WFrUNo3pohcD38ydpbR+wrjcEaQWmkxxOPPM3EHUndwRVx0RxSkAvgNslztLacznSbZhc2B47ijSEP0FOCUlz0+m9nKkRR2R4JfAvuAp559xDndjYVH1fR/Y18KiTrC0qGMS/C3Be4BXUEwd1dv5ntFZlfYI8Hcp8c6UeDJ3GNWD00PKImBT4AzgX6ljeX6Kp9mE1RSvg1QlCfg28CnPzKxOq98vC5VCgqWpOFv0i4EZufN03CVMxcKi6vkzcFRKfMDCohwsLcoqwR8oDo3+D2Bl5jid8y2W544gDcBq4L+AA1LixtxhVF9OD6k0AiYA3wNemDtLW62mh415gh7G544i9cNU4D0pcUfuIJIjLSqNVJyy/gjg4xQ7anan3zHDwqIKeAr4d4qN4iwsKgVLi0olweoEZ1KMunTnIZSTeCJ3BKkPFwN7pcQZKdVo2lalZ2lRKSV4IMHxwMuBO3PnaanfskvuCNJ63AYcmRJvSYlHcoWIiH+NiJkR8cM2Pf7pEfHxdjy22svSolJL8DvgEOCdwJzMcYZuOg+ynOfnjiGt41HgHcCLUuKW3GGAfwFekVJ6a+4gKhdLi0ovQUrFrpsvAD4DFT7UchIP5Y4gNXmK4si9F6TED1Ii+5EZEfEd4PnAbyLiMxFxfkTcFhF3RsSJjdu8KyJ+ERHXRMTsiPhgRHyscZs/RMSWjdv9U0TcHhFTIuKnEbFJL59v94j4n4i4IyJujIi9O/uMNRCWFlVGgqcSfAnYg2Jzq1WZIw3cT9kydwSJYoO4H1GsW/lcSuVZ+J5Seh8wFziGYi+j36WUDmu8/9WIWLO/0f7A6ymONvwisCyldBBwC8WoEcDPUkovTClNBGYCp/TyKb8LfCildAjFQQBnt+eZqRXcRlyVk+Bx4F+iOKPsfwF/nzlS/8xjPgvYP3cM1d6twEdS4g+5g/TDK4ETmtafjIJn1oRdl1JaDCyOiIXArxofnwYc0Hh7/4g4AxgHjAGuan7wiBgDHAn8JCLWfHhkG56HWsTSospKcA9wQsDRwNco1r6U17e5B3hp7hiqrTuAz6f0zC/3KgjgDSmlWWt9MOJwWGuDxp6m93t49nfbhcDrUkpTIuJdFD8rmg0DFqSUDmxparWN00OqvATXUwwRv50yn4jxQv+CUxa3A8enxKEVKyxQjIx8KBrDIBFx0ADvPxZ4LCI2Ap6zqDeltAh4MCJObjx+RMTEIWZWG1la1BUai3UvAvYE3gJMyRxpbct4ioeZkDuGauVWirMwH5ZSZfc8+gKwETA1ImY03h+If6d4HW6mGJntzVuBUyJiCsV50E4cZFZ1gNv4q2sFvAb4FPCy3Fn4HrdxKofljqFauIViGuiqPm8pVYwjLepaCX6T4CiKhXa/LD6UiSdIVPvdDLwyJY60sKhbOdKi2gjYB/gkxfTRRh37xJ4gUe11LfCVlPht7iBSuznSotpIMDPBu4DdgUnA0o584muYbmFRiy0BvgXskxKvsLCoLiwtqp0EjyT4KMV+D6dDm09gOIkn2/r4qpM/Ax8GdkyJD6a03sWlUldyeki1FzAaeCPFbplHtfwTjORBVrBbyx9XdZGA3wDfBK4qw1b7Ui6WFqlJFKcIeA/FCRp3GPIDTuEBDvQEiRqUhcD5wLdS4v7cYaQycHpIapLgvgSfppg6Oh74ObBy0A84iYdbFE31cRvwfoopoI9ZWKRnOdIi9SFgG4oTsL2H4gik/hvHNBa6qZz6dB/wQ+CilLgvdxiprCwt0gAEHEGx9uVNFCdgW7+5zGdHtsIRTfVuPnApRVG5NXcYqQr8YSoNQIJbEpwKbEcx8nIV65s+Opt78P+Y1rYMuBh4LbBDSnzIwiL1nyMt0hBFcdr744HXA6+mOBoJduY25rh1v1gJ/I5i+ufnKbEkcx6psiwtUgsFbAK8huWcyCheQTEio/qZB/wauBK4JiUWZ84jdQVLi9QmEYwAXkIxCnM8sFfeRGqjBNxOUVKuBP7kfipS61lapA6JYE+K8vIKijIzNm8iDdEi4GqKkvLrlHg8cx6p61lapAwiGA4cRLED71HASynWxqi8lgK3UpxN+TrgppSGsIePpAGztEglEMEw4ACKAvOyxmXrrKE0l6KgrLnclRKr8kaS6s3SIpVQBAHsS1FiXgIcCLwAGJ4xVjfrAWYAN9EoKSkxO2siSc9haZEqIoLRwH4UBWZi43IAsHnGWFW0ApgJTG1cpgC3pcTCrKkk9cnSIlVcBLvybIk5sPHvrrix3UrgzxQFZSZwNzANuMdpHqmaLC1SF4pgI2BnivKy5vK8prd3pPpTTauAx4A5wCONf+cAD1KUlPstJ1J3sbRINdTYQ2Ynni0xuwBbUhzBtEUvl006FG05sLjpshB4lGcLSXNBmZcSPR3KJakELC2S+hTBxjy30GxKMQW15hLrvL/uxwJ4mmcLySLWLiiLPYRY0oZYWiRJUiXUfaGeJEmqCEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqBEuLJEmqhP8PlsyfIeP4tIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a pie chart showing gender gap\n",
    "size=[38496,16312]\n",
    "labels=\"Male\",\"female\"\n",
    "colors=[\"cyan\",\"blue\"]\n",
    "explode=[0,0.5]\n",
    "plt.rcParams['figure.figsize']=(20,10)\n",
    "plt.pie(size,labels=labels,colors=colors)\n",
    "plt.title(\"a pie chart representing gender gap\")\n",
    "plt.axis(\"off\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "6886a072",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the different regions of the company\n",
    "stopword=set(STOPWORDS)\n",
    "wordcloud=WordCloud(background_color='white',stopwords=stopword).generate(str(train[\"region\"]))\n",
    "plt.rcParams['figure.figsize']=(12,8)\n",
    "plt.title('different regions of the company',fontsize=30)\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "af5dcc49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the different regions of the company\n",
    "plt.rcParams['figure.figsize']=(12,8)\n",
    "sns.histplot(train['region'],color='blue')\n",
    "plt.title('different regions of the company',fontsize=30)\n",
    "plt.xlabel('region code',fontsize=20)\n",
    "plt.ylabel('count',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "83f911a4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyMAAAIHCAYAAACMmYNRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABLZUlEQVR4nO3debglRXn48e8LA4KILIqAgIwKanBXRBSXAaKARCFxjwokRJNf1LhkEY0J444axT3GRATccBcUXBAZFTdEQWVxGWEUUGQXRNnf3x9Vx9tz5mz33jNTl5nv53nuc8/prlNd3V29vN3V1ZGZSJIkSdKatl7rAkiSJElaNxmMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCaaBCMRkfVvWYvpa7iIWNZbP63LIml61uR+NyKWdqa3ZHVPT1qoImJF3Q5WzDMfz5t0mxARh3Tq6yGT/GbRai5TUxGxGDikfl2WmcumlO/S+nFFZh49jTwl3fbUHe1igMxc2rIskqS1W724s6R+PTozV7QqyzSt1cEI5STh8M73ZVPKt5fn14Cjp5SnpNueQ4DH1s9L2xVDkrQOWMLMOegyYEWrgkzT2h6MSJKAzIw1OK2lGJxJU7Mmt19pTfMBdkmSJElNGIxIkiRJaiMzx/5R2qhl/Vtah90feB/wC+CPwGXAV4BnTpBfL69lY9IF8DTgk8CvgOuBq4EfAW8Fdp6gvCP/Jpn/AeUe97dkyO//DHg7cDbwu7rcfgl8HPjL2ZRlTDk3Av4ROBn4DXAD8HtK28LvAe8HngpsOOC3y/qXDfCMmtclNa9fUp6Vuc+E5VkE/B1wEvDrmscVwBnAa4FtR/z2K7U8vwPWH5LmbZ1lv3xEXp+saW4C7jDHZbtVnZcP1fV4Tc3vcuA7wKuBbUb8/tOdst5/wmX325r+t8CiIenuALy4rqfeMr6yru9XA1uNmc5K6x1Yn/I8xMnAxcDNlA4bur+5I/CsWp/OpGybN9Xp/gB4C3DPWSzbewLvAZbXbeNS4OvA83rrvrPsRu47atpHAP8NnFvLdj1lP/IxYP95bmPLmGxfsLTvdyuVH9gCeHldT5fXcUf3/eZuwAuATwA/pWzLN9blswx4GbDZBGUeuewo23QvzeI6bB/gs8BFtU79upbj4WOmtZQR+0PK83y98UfXYXeuv/sxcG39+0FdPrefcL3sWct3cV3fFwKfAR5fxy8Ztm7mUAc2r8v+a3Vd3EjZH5wPfBt4N7AfEGPy2YtyLD2PmW3oMuAblP3jLmN+//D6+5/WZXYd5bh8DLDXbOvFJHWyptsQOBQ4oS7n7vH5Lb06NN8/YGPgL+vy/C7l2HET5ZhwDmUbf+BsttnOsPke2+4MvIGyj7mOmX3uv/TqLOW4m/TtP+ewHMbu+4C7Uvb3365luQm4Cvh5rU9vBR49jzIspW+7Bp4AHM/MPuIi4KPAI8bkdUgnr0PqsF2B/6McA65j+P7j8cAHKdvaH2q9/wnwXuChY6a7mFX3PdsBb6zr8feU7fkUBhwngEdRjiEX1Dr/a+BYYKcJl+HtgZcAp3bq3aXAaZTtbrMJlv2ov1H1YyrHROAvgM/V8l9f6/iHe+t80Lodm+eEE17SyXgp8JxagGEL4/PARvPcqLYGvjVmod8IHDamvCP/5rgzGPc3aON5FeWEbtTvTgW2nOuOok7nnpQdzyTlfNCA3y/rjN+IciAf9vvrgf3GlOdelJ3EqHL8HjhoyO9f2Un3sCFpftiX3w4D0gTlAJ/At+a4bO8xwTrszc9fDcnjLzvp3jjBNJ/QSf+2IWn2YyZgGfZ3DfCkEdPprvctKQeu/jxWdNJvyOh9QO/vJuD5E8znMykHlWH5LAM2634fkdcmwHETlO3zwKZzrAvLJsg/GRGMAA+hHAj6f3N0377s1gmmcynwqAn3XwOXHSsHI/egBIbDpncLcOiIaS3tpB20P1zcnV/KSchFI6Z3JmP2jcCRY5bRkUwpGAEexvhtrve3+ZA8tqKcCI/NY8jvF1GCkHG//xiw8ST1YpI6WX+zK+VEcNR0bwD+fq7LuDOtCyZczq+fxTY7jWPbI5g5pgz6OxvYkTUUjAD7U07Kxy2nq+dRhqWdfJZQAsRR+4jDR+R1SCftIcBhDD6+Lun85g6U4HfU/N1Kuei73pDpLu7Wa+DRY9bj0vq7AF4zIt21wO5jlt/ulAslo8p/OfXiyYhlP+pvlfrBlI6JlIuUR49Z5//Wv24nqVtzeYD9YcAr6uejKFcub6nDD60zvT/lyvFT5pA/EbFpzfdeddBv6rTOoUSVj6Nc2d8AeENErJeZr+9kcTblpO9+lMoDZYd83FzK0/GX9f9n6v9zKCfL/c7ufomIN1A2NCjL6jjgq5Srv/cH/pYSfC0BTo2Ih2fm9bMtXEQE5argTnXQWZS7AedTTgq3oNyd2RN40ARZHgUcCHy/lvlXlCtBzwIeCdwO+FBE3DszLx9Qnu0p0f5WddBySkVeXsvyJMqJ9CbA0RFxS2Z+uC+bUzuf96RcdepO406UZUhfumP7ht2/lr0/z9nYkLIxnk+5anI2ZSe2HuXq9Z9TrnJuAhwXEXtk5vf68jiRcsVqS+CZEXFY1q18iGd3Pn+wf2REPJlSt9enrOMTKAfd31LuXOxJubu4KfCZiHhcZn51zHx+iHL154eUK1wral4P6KRZj7L+f005ofpRneatwA6U+vEkygnTuyLi15n5GQaIiL3rvK1fB32NUm8vpSzX51B6rPrfMeUmIm5HuZu2ex30C8ryOY+yfHYCDqLsW/YHPluXya3j8u7zSkp9ei1w3zrsLwek+8mQ39+JcjVxe8odwxMpB6HtKDvwno0oB8FzKPX2PMqV4Y0oy/lA4KGUbezzEfGgnE5Xj6+lBIg/o2xLyyl16K8o2+x6wHsi4puZOWweJ7UDZf63pFxdO5US0O8CPJ+yrB5EuQN60KAMIuJwyp1BmNnHnkI5qbwf5dj0YsrynZeIuD3lGHCXOujrlIP4ryj1/851mnsD9x6Sx1aUq/x3r4N+R9nWvke5cNCb57+g1JFBPki5sg9lPo+hXMC7hRIsHEpZZ08DNouI/cbsayaqkxHxCMo2dvs6/EvAlyknWRtTTtKfU8e/NyJuyPl1gb8xZZ95MiUovZiyLW9HCZ6eRjkXeHlEXJqZb5sgz/ke23YCvkjZL0K5m3cs5Q7RtpRtZzdKq4cNZjvDsxUR21Hm4w510InM3CVfj1JXH0g5d9psSpN9EWUZXk65m/EjyjrfF3hyne7SiLgiM981Jq+n19/9jlKPv0+pxw+sw4iI9YEvUI5NUK7sH0W5e7qoDj+Icpz+J0q9ed6Y6d6Nsi1vWufhG5S69RjK9rMBcHhEfI1S115JOf4fTdk3bk6p63tQlv2HI2KXzLyhf0IR8WDKed/GddCZwEcodW8bSj3eg7Idfj4iHp8rv47iOMo53TPq8gL4D/rONynrozvdaR4T3wEcXD/fSFlXp1H2e7vVZfZGyt302ZkwGl7CytHPNQyIAIGdWTnqe/IcI/z/7qT5BgNuW1Fu0/2xprmJAbdpmeIt+dmUvy/tI5i5svl74DED0mxJOQj18n3zHMu1ayePzzGkWVNNuwtwpwHDl/Wt69fS18yAspP5TCfNvw2Zxhc6aT4B3G5AmkMoO51evdq2b/wGzNyu/cKA3z+5jrsZOL1+/sCAdP/UKcvj5rh8twQeOSbNnnU9J3DqkDTv7ZRlzxF53aEz7+cOGL8DZUedlOYFA5t9UXYSV9d0FwIbTLDej2TIlaWafn3KwWNoExRK8PKbmt8vBuVX1+8vOtMddKdzEeVAMfLqT017ZCfNmxjQrK1O85hOun+YS33oX24Tpu/Ow83AU8ek33HYeu2keWZnG1ql7g+Y9rBld3Rf+Y4Zsvze3knzniF5Le2kWTJg/OK+aV3FgKZflJP1qzrL664D0tyHcmBMyt21VbYpyrb7g75pLp3jOn/KuPnvpN2dwfu9kzp5fIUhd30ogeiBA4Y/vfP7SxjQlKvWne7di4F3KGdTJyknbb07J1cBjx2SbifKPql33LvzXJZ1zWvfQfWwbz7PY+YYMvDKLtM9tn2lk+ao/vLV9faWvumtmOsy6FtPq2y/lGZhI8vcKde0mmkl5UT4LgPSHUg5L0vKMexuA9Ic0pfXeQzYvjvpX9ZJ+5NBaYEHUy7W9NINama1uG+6lzH4/PGv++bzekqwfru+dOtTgvFe2qcNyGu9mkcvzdsYfDz8j06aXzGghRFj9q0D0h/ZST/nYyLlDlJ3f71KczjKxZffsPLyPWSiujVhBVzSl/nQW6+UHUcv3bfnsFFtxUzzj98xuv19dwP80JhyL53rBjib8g9I231G4P+NSLcjMyee1zLk1v6YaT2jM605PYPCyjvsU0ak22lUOsqJaG/8BYxuJvCuTtrXDhj/5c5y6d/p9377XeDfGbLTZ+YAcwMTtj+fR/14VWd+BjUZ26Mz/v0j8jmok+4VA8a/g5kTiAeNKdPfdvL66zHr/QxGBCKzXBZ/08l3lWZErHxit0qw2Um3IeVK1Kh9x7Z1/SbwqTHl6gZBP5vH/P1puU2YvrsffesU61zvQPIHBgSbfdNeZdnV8Ud30pzHgGfKarpNmWlS94shaZZ28loyYPzivmXxnBHz9tpR6Vh5//GyEfnci5mgZc7HBMpd7l4eD57D7x/Z+f3PgU3mkEc3sBranIhyIaJ3MWwFAy5QzaZOAi/tpH3imLR7ddKusv+a5h/lIlBvWs8ekmZZJ818jm0P6oz/6YjtJCjHpV7aFfOcx1H7vu4Fri1W43Lubtc3AfcdkfaITto3DBh/SGf8rYx47oey/7+kM92hF2hY+Zhy2oDxi/vq/DNG5PXTTrpLGB7odrfpVY7plFYCvfHfZvRFvM930v7dmHWwZMz6mtoxkXK3ozfdg0fks3/f8j1kkro1l960rgI+MGxkZn6R8nAMwO4Rsc0s89+fcosU4JjMvGRE2vdQTlABnlRv4y0Y9fbYE+rXKygP+g6Umb+k3KaHckX88XOY5B86n+87NNXk3j5sRGYup1xlh3KXpd9fdT6/MzP/OGI6b6JU2v7f9Syr/+9AaQ7YtWf9fyozza92jIhe84de87XH1K+nZ2Z3Oa0O3+p83q1/ZGZ+k3LFEuDJEbHRkHx6TbSS0nzlT+o8Pat+PSUzzxpTpo9RghYYX7fenbNvtjRMd1k8fMD4AzqfR9W3Gyl3TEd5GuWgBfBfoxJm5k2UZQKwc0QsHpP36vDOKebVW84bs3Jzurn677rMV5GZ11ICVoC7j6i/k7qM0lxhmG6zwkH7ml4duoFyUjZQZv6Mcrd2vua7n31W5/NrM/O62fy41tUH168/zsyh85SZpzOz/HakNOkbZVydfE79/7PM/NyohFmag/66fp3L8Ww2xu1n+s3n2NZtjvnOEdtJUu6OrAnTPvZP4kuZec6I8W+j3LGFwU1Yu76RmT8cMf6RlKbsUC5a/XhYwsz8JKVZKcAeEXGXYWkpTYE/PmL8NzufP1j3fYOcTgmSYPz50Jtr3RjmiCG/m4upHBPruex+9etvKU25h+VzIuVi1qzM5ZmRbwzb+Dq+yswKeRilydCkuidvXx6VMDP/EBGnURbSpnWaQytpAw9kJrBaNsFy+zKlzR2UHeqojWSQ0yhN1zamtHPcghLQ/WiW+fR8Z8z4iylNhbYYMG426/FXEfETyvMs94mIO2bmNZ0kp3Y+70m5skDdyezSSfM9yt2lTWq6C+q4B1KaacBMYDNnEXFfSrvJPShNEzdjZoPvN6y994cpt2Q3A55IacbWnca2lCuLULa5X/b9/r7MzNO1EXHgBEX/PaWN65+NSfeNCfIC/nRidDDlLuR9av7DTk4HLYtd6/9bKW3vR1k2Zvyju9OaYJl06+2fsWbfZHtxZl4wPlkREQ+nBKe7Ux4u35ThbdG3p7S5no9Jtn0oV383p1w1nKszMvOWEeMv7nxeaV8TEVszU6/OzMzfjZnWMspVyvnoNdEJyjMR9wQ+kpk/n/D3vTbvyeyOjT0T71s7afaunx9OOXEaZGSdjIjNmAl0fzuLfQ6M3+eMVPf1B1GCml0o9eD2Q5IP2+d2zefY1r0gdsqYfMaNn5aTKT00AXy6Pqf6icy8aDVOc+S8ZeYlEXEe5fmpe0XEZiO2z3HHnNnW+ZOZeXb24Qzfzs4Yc+Htt53Pw7YbMvPmiLiC8uzHqPOhrGUb5VuU7eYOTBZYjzKtY+IDmTnH+dqY/TWUujGrbX4uwcjy8UlWSnPXWea/befzzyZI/zNmIrZtWVjByFzmZdBvJ5KZV0bESyhXkBdRbqm/NCIupVTwb1CuKkwata7y4F6f3kNatxswbi7z/meUA/w2lLa/Pd0gYy+g11nBkvr/Jsrt2JtqcLpPTXdUXzqY+8PrvbsRR1CaB056V/GOQ4Z/iBKMQDnJ/ETf+Gcy80D3Kg+uU2419zy5/k1q0M6y6+Ix4wGIiBdTlseg9T/IoGXR2z9cMsEdq/PHjF/c+TzbQH7cMpm2SZfxhpTnZZ4zLm3HsDo3G5Nu+zA8+FwT0+oeX8bVj0nTjJSZ50bEEZRuODehNJtYGhEXUvazXwdOHHABoad3snxpZl45hyKsruPKuDq5AzP7vUez8onOOHPeviLi6cD/MPmD15PU//kc27p1buT5UGZeERFXUwL21SYzvxARH6E857AVpQvft0bEz5mpk5/PzEunONlJzwXvx8xxfVgwMq7ura46f8WYfLr7nknTDtof9spwyYi7KwBk5q0R8QvqRdSI2HCCC9nDLO58ns8xceI6P4s0K5lLMDJJE5fubec7DE012KZD8hnm953Pmw5N1cYan5fM/J96l+E/KHcHej1pHFj/3hIR3wJeUm/hj8prPk11euW/ecINaei816sOvSDjkZ2Ns9dE63udpg6n1nR7drLofb6BlW/nz9YrKN3WQbn9/JWa368o67d3m7bbi9vApoOZ+bOI+C7lysd+EbFl34lJr4nW9awaqMD8ekQZdhenV7ZRTeoAiIhnUR6M6/kGpResFZSmk711fhfKiQQMXhab1P+z3a8MstqWyWowdhlX72YmELmB8uDz9ygH7+uYaQaxF/DC+nkazVWn1UxvdU9rk87nadShiWTmKyLie5SHantXL3egPFj+dEoPcl8EXlybh3X1TpZ/z9ysruPKuDo5n+1rTj1KRcRjKE34ekHQDyj73V9QTmy7J4ufqf/H1v95Htt65zQ316Yt41zHag5GqmdTWqW8hJmmWjvXv4OBWyLi48A/Z+ZvpjC9aZ4Ljqt7q6vOz6YeTON8aNL9T3/5xwVCw0zrmNhdd6tlPzuXYGTYrdGu7gFitjvcbtS4ydBUM7oLaWTE2UCTecnMrwFfq93ePprSo9djKbeX16O0vzxtQNdx09Qr/6IJI/tx876MEmRsTGmq8nVWfl6kmw7grhFxL0qE3ruC952cQ5fJABGxMeVKaK98e2bmwKYwETHJAQrKHY+HUw7UT6c+ExERf8ZMm/DPDbm13d2uXp2Zh084zWnpBVs3U95fMrDdem3SNsp1lJOz2e5XBuktk6R0dLAmT6inrjaB6zXbvIjSc9HAK/u1a891UfegN406NLEsXVV/JiLuStnHPJJyF/YBlCvB+1Eunjyi7270NZQmlrO9UNfT6hjZ3eccm5kHzyOvSS1lJhB5XmYO7N47Iqa2XifQWw6LImKDCQKSNVK2+hzC+4H3R8Q9KM0BH0m5ULEzJUh7JvCoiHhYZv52aGaTWd3ngl239fPCaykB6aR1Ydrb7HyPid11t1r2s3N5gH2n8UlWSvProakG60bsO0+QvptmttNa3ZrOS2ZekZmfzcyXZebulD61ew+KbsCYB5rmaa7z3uu1ot9Kz43UZyruPWDc95nZeHvvU+ndblw2QTmGeQQzG9j/DAtEqh0nzPNjzNxN6b5PpNskZ9iDYt3b2pO0kZ6aeqDrdRDw2VEP0DJ+WfTq+Tb1/Q2j3GPM+O5zDGvDyflelHkBOGJYIFJNWufWNt395Lj6MWmaWcnMX2fmxzLzRZn5QEqvXV+pozdjJnDv6bXjv0tEbMnstTqurNF9Tm2i2LuQdMawQKRak/W/uwxHng/VC4Kbr9bSDJCZ52fmsZn5D5l5L0rHBWfW0TsA/zqFyczmXHDYcX1St/Xzwl75t4mIkRchanPwe9avV8yjiRZM75g4cZ2fRZqVzCUYeVREjLvl2m0i0//St3G6TYceNyphvVrdexjwWlZ9gr8bBQbT0+sJYVyeP2TmNvKSCZZbt8eRkU2o5iIzL6bcru3tFB5al+HqMJv1uAPl4WeAn/Q9vN7TH2R0m179qceLzLyZmYfh9mRKz4sw05MHlCYCo+wzSYZZXqb1xfr1kRFx97oj+us67AqG9/5zJjPP1ewdEXPZludqmsui1yvTesz0eDbMkjHjv9b5vLp77+n50z6mrrtpmnqdW9vUq7u9k/sH14esR1myeksE9UH2pzDThO5RfUl6+6egdF4xWxPvW6upHFfq/qrbU+Y0nk0a5U7MtN5YSPW/uwz3Gpqq2HvM+DUiM3/Ayhe5+uvkXIyc99qTau8h5p9N0LnEKLOt8900Uz+XmoNeGYLycuRRHsnMnZFBZZ/Nee20jok/ZKbp9WMn6Ll21vV+LicwW1L6hx4oIh7PTHvFb4/pmneQE5k5gT94TLds/4+Z9rfHD3jCv3traZq3Snv5jswzy1s4T6xf78zo5bYD5RZqL/8vza+IQ8t0MzMHb5hbU71JfLrz+YVjuv/8V2bq4qcGJajlPq1+3Z2ZTgsGNb3qBR1LmAlarmd8DyqjdNtJ3nNYooh4COWtyZPqPpz+bMqVwN5VvuOGNQGodb3X3e+OwN/NYprzNemy2IHynpFRju98ftGIvDakbO+jHMfMDvNla6jpxurax8Dky/kAptOd721Vrw7dDviHYYlqs839ho2fpnridVX92r+P7d7t/PfZ1tPMXEF5dgLggREx9OQsInZl5qTxl8y/l7Vj6v/bU963sjpNWv83ZaYnqTXhM53PLxh2kbFenFiT5RpnRefzNI77+9YmxcP8EzPP73x6RLpJfIuZi6j7R8Sg7nMBiIi/YubOyGlTfmh/rrrnNf8y5sLVy4b8rmc2x5ypHBPruexJ9evWzFwwXUVE7Mcces+b69XU/4qI/vc9ULs4PKozaNZ9bGfmZZ08Ngc+PugKTETsTXkZFpR264OaHHW7KXzIbMsyQi/f+0xwZ+HNzESyb4mIPfoT1C54P8lMxXrvXK4iRMSzIuJvRpUpInZn5nmE88f17DBXtTvh3lX9ewAfqCeU/eV5DvD8+vVayrtjhllW/9+O8oJHGHy3ozdsa8pLOKEExjcMSDupMzqf/y467zHpiYidKTuP2WxXn2Omh5FnsXJzraF9eVevp7xZHeAdEXHQqMQRcZeI+I+ImO+J63nMtNU/ICJWeZdK7XL1s4zviOF4ZranfSPiZf0J6lWY9zDm9nxmXsjMexJ2Bj4XI95zFBHrRcSfR8Qrx5RxlNW1j4GV7yr/S91PrCRKl79H9Q9fx7yLmeaOh0fEnv0JanOojzLHB6n78vqniHjyqDvdEfFUygUoKFcV/yQzv8PMgX1n4LPDmmtFMagr4jd2Ph8TEffpTxARd6OcjPT2R2+eoEvOcd5NCWoADouIfx11VzYiNqvLa9zV4FXUY2Cvu+RdI2KVd1XUJi+foDQ9WiPq+zB6zfDuA7yn/0pxPdl8I+XC2WoXEf8ZEY8bc4f8HzufR73TY1KLgI9FxFYDyvNESq+TUILKce+IGqk2Vep1mLII+ERtqt0/3Qcw02EKrPzOjpZOBHrvZNkDePOgdRURr2DmbumF9L1frJr4mDPlY2L3fP7tEfGgAb/fmRHv0xtlLtHxSZRbYN+MiGMot5xvoTwcfSgzt5c+lZkDr3JP4GWU2zz3ojx4fW5EHEW5RXx7ym2upzOzkz08B7wwJzOviogzKSffe0bEeyn9H1/bSfPF/t9N4BTKlchNKCv3GEpXgb3mW6f3ekbKzO9ExBspDz9vSnmw/KOUXi/+SOl56e+YaZLxI+A/51AmKJXtcOCdEXEy5WTmQsqdprtQrrofyMzVitcPyGOanke5grcVJXh4SF1WyymB5pMoL7ns+X9jevnoBh6LBgzrOZNykr75mHQTy8yLI+LTlJcQbQ78MCL+h7K+ep0CHETp1u/Y+nmSfK+PiE9Stp17M/MsxvJ60jLqtxdFxDOAEygB2jER8dL6/eeU+rUZZTvanbITXJ/5L4sb67y/lHJy9/W6fX6PclL4EModkc0Zsyxqd8zPpdwJXB84ol5Z+QTlZXh3ozQveEAd9tT602EP4r2c8pzQ3pS7YudHxKco76a5jNJDyDaUbhMfVz+fwsyFjdk6hXIFEMqDo0dSTtZ6J33Ls7xEbS6+TbmS/VBKF40/qfuwn1I6ctiLsh+EctB61oA81nqZ+ZOIeB3lYeeNgZM7+9jrKfvYQyn72Enq0DgPobw076qI+DJlHV1c89uG0hyi12wogTcMyONgShOMu1OOZ7+IiOMo29A1lOfcHkC5y7qYvuYYmfnxenL+DEq3oT+IiKMpdeYWyvt7DmWm5cCXGX2hZyKZeV2UdxV8reb9JuDv6zZ2LuWq7R0pF6B2o9yd3pDZdU3d9U7gHfXzJyPiw5Q75NdS1ushlG5HJ97nTsn/o6z3O1KO37tFxLGU4+02lCvHvXe6bM/sX3EwW3sBrwIuiYgvAWdR7iSsV6f9JGaev7mB0vXvfH2Wcj5xTkT8L+W1Cren1P2nMlNnX1ZPiufrLZQT9UdR3jVzTj3u/IBynN+Dsl31umP+3ywv4Guudtf7bModno2Bf6ack36Y0lJla8oLCnvN524CDhrS4c436vgNgH+NiKSch/Qutl7Z11PqVI6JmXlaRLyHEtRuAXynns+dRtn37UbZ52zCTN2YXE7wmnbKDqX3avellKu313eG9f+dCGw0Ir9eumUj0mxTF9awaSRlhbx8TNn3o9w5GZjHJPM/IM/tKG/uHFauJQN+8+pR5egtD+BOcylTncbhY/Lv/d1I2UEMymPZpMtmkrSUE+GfjCnPdZQNb9z01qfcRej97g/AhkPSHt83jUfNdbl28rwTZaMfNh+3AK/s314myPexA/L6z1mUa3dKm+pJ1v21wP3ns95r+o0oJ3ujpvVeyklJ7/vRI/J7JiV4GpbX1+ry730/fkReG1JOYsZtb72/Y+ZRJ9anHByG5b20L/3YfV9f+p0oXUcPy/+PwN9STsp6ww4ZktfIaQNHd9IsHlOukWkpx4lR+8PFk9SL2aSlvPF51Hp+G+XEv/f9JXNc5x+YsF79HnjOiHy2prPdjfi7dcjvFwH/O8HvPwFsPKIcs6qT9Tf3ppwETrIcrgf2neOyDsod4lH5f5Zygjeufv9pWU8w3bFpKRegLhtRrrMpF1NW1O8r5rIMJllPlAtMk6yLy4DHz6MMSzt5LaHclRxabxlx/GOCfdaA39yB0ppg5PZCCWDXG5LH4k7aofuTQfM7Ju3Y9UzpCOfXY8p/BbDPmGm9fsTvB9WPqRwTKce7Y0f87hZKs/tZr9s5NdPKzA9R7oT8H+UlUtcDV1JOTp6VmfvnHLtQ7UzjEsrG/nRKG82LKJHfNZTbXW8DdsnMQVeduvl8gRIxf4Rye2vS/v1H5XkxM1fHzqYcdHLMb/6TcqXrnZQrSNdS5uciStOeJ2fmksyca3/SAK+j7CBeQ7nSvIIyvzdT2i+fTrl1vEtmvnFwFtOVpY/9+wPPpTysfQkliLyKcjB7PbBzZh47QV63sPKbWr+Vw3uaOLXz+Q9M4SG2um52p1xpOLPm+wdKIPAB4JGZOZcr7F9npulDz7gmWt1yfYdycvBsyouNLqDUyZsp2+UZlJOWpwPbZOa8Xwxat+/HU66SfJuZ+vzLWoZ9MvMfmPDqc2Z+lHKl8721/DdQ7jaeBvw95cpf907u0JfFZeaNmflCShOKI4DvUg7CN1PW1wWUO7yvAB6Q8+iitNbJx1Haz3+bUq/n2xSmm/9yyp3dN1Cax11PWbc/pZwIPDQz1/VmWgBk5osp9eRTlN5rbqTcsfgs5WT4xZSAtmcuLxyEclV8P8pdgVPrNG6g1K9enT0cuFdmDnphaa+8v83MJcATKM+Onc/M+4oupQTgS5npNbD/9zdn5nMpJzjvp9xxvo6yz7+Asg/ZOzOfmhO8O2g2MvOnlDt2B1CeI/kZ5dh8C+Wu9A8pJy2HANvm3FogkMWzKXcaTq1530g5bn4eeHpmHjjt+ZuwbN+itI0/gnLB7Y+1fN+nvI9qt8z81RoqzpMod+3fTql/vePsjfXzKZRmUztn5iRvMJ9IZr6A0rrhc5ST7Bvr/48Be2Tm0mlNq07v95n5RErz649QjjfXU+r9z4D3AQ/LzH/KBdi1e2Z+m9KC5aWU7fsyynq6gnL8+Hfgnpk58pnhzHwF5QJe75xqZI9b0zomZuYtmXkQ5Q7ViTWPGygXzD5Kuej75tFLYbCo0c7oRBFLmDm5e9W0K5gkjVPbIZ9Qv740M49sWR7d9kTEWygnAgAPycwzW5ZHui2JiKWUQBvKu7aWtSuN1iZrsjtQSZqPF3Q+nzo0lTRAlG5/e88uXE5p4y5JasxgRFJzEfHYEePWi4gjmOkn/fTMPGuNFEy3CRGxTZSue4eN35zy7ESv55+jsnQXLklqbHW9Y0KSZuOUiLiA0gb2x5T2/BtR2mQ/lZlufW9kxLsktM7aidKr23cpzy7+jNKOfDPK833PpPQAA+XZjLn2niZJmjKDEUkLxU6s3BSr35XA02znryGC0sHEqHc7/Ah4Uq6m9ytJkmbPYETSQrAfpUeYh1G69b4TpTvCKym9z30R+J/MvKZZCbWQfZ/Sm9y+lN77tqLUoVspPb6cQXkL9HE5/xf/SZKmaKLetNYVd77znXPx4sWtiyFJkqS13Pe///3LM3OVt9iva7wz0rF48WLOOOOM1sWQJEnSWi4i+t8xtk6yNy1JkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhOLWhdAsPiwE1sXYY1bccT+rYsgSZKkxrwzIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITTYORiFg/Is6MiM/X73ePiO9GxPKI+FhEbFiH365+X17HL+7k8fI6/KcRsU9n+L512PKIOGyNz5wkSZKkkVrfGXkRcF7n+xuBIzNzJ+Aq4NA6/FDgqjr8yJqOiNgFeAZwX2Bf4D01wFkfeDewH7AL8MyaVpIkSdIC0SwYiYjtgf2B/6vfA9gL+GRNcgxwYP18QP1OHb93TX8AcFxm3pCZFwDLgd3q3/LMPD8zbwSOq2klSZIkLRAt74y8Dfg34Nb6/U7A1Zl5c/1+EbBd/bwdcCFAHf+7mv5Pw/t+M2z4KiLieRFxRkSccdlll81zliRJkiRNqkkwEhF/AVyamd9vMf2uzHxfZu6ambtutdVWrYsjSZIkrTMWNZruHsCTIuIJwEbAHYG3A5tHxKJ692N74OKa/mJgB+CiiFgEbAZc0Rne0/3NsOGSJEmSFoAmd0Yy8+WZuX1mLqY8gP7VzHwWcCrwlJrsYOD4+vmE+p06/quZmXX4M2pvW3cHdgZOB74H7Fx759qwTuOENTBrkiRJkibU6s7IMC8DjouI1wJnAu+vw98PfDAilgNXUoILMvOciPg4cC5wM/D8zLwFICJeAHwJWB84KjPPWaNzIkmSJGmk5sFIZi4DltXP51N6wupPcz3w1CG/fx3wugHDTwJOmmJRJUmSJE1R6/eMSJIkSVpHGYxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaaBKMRMRGEXF6RPwwIs6JiFfV4XePiO9GxPKI+FhEbFiH365+X17HL+7k9fI6/KcRsU9n+L512PKIOGyNz6QkSZKkkVrdGbkB2CszHwg8CNg3InYH3ggcmZk7AVcBh9b0hwJX1eFH1nRExC7AM4D7AvsC74mI9SNifeDdwH7ALsAza1pJkiRJC0STYCSL39evG9S/BPYCPlmHHwMcWD8fUL9Tx+8dEVGHH5eZN2TmBcByYLf6tzwzz8/MG4HjalpJkiRJC0SzZ0bqHYyzgEuBk4FfAFdn5s01yUXAdvXzdsCFAHX874A7dYf3/WbYcEmSJEkLRLNgJDNvycwHAdtT7mTcp0U5IuJ5EXFGRJxx2WWXtSiCJEmStE5q3ptWZl4NnAo8Atg8IhbVUdsDF9fPFwM7ANTxmwFXdIf3/WbY8EHTf19m7pqZu2611VbTmCVJkiRJE2jVm9ZWEbF5/bwx8DjgPEpQ8pSa7GDg+Pr5hPqdOv6rmZl1+DNqb1t3B3YGTge+B+xce+fakPKQ+wmrfcYkSZIkTWzR+CSrxbbAMbXXq/WAj2fm5yPiXOC4iHgtcCbw/pr+/cAHI2I5cCUluCAzz4mIjwPnAjcDz8/MWwAi4gXAl4D1gaMy85w1N3uSJEmSxmkSjGTmj4AHDxh+PuX5kf7h1wNPHZLX64DXDRh+EnDSvAsrSZIkabVo/syIJEmSpHWTwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJamLewUhEnDLJMEmSJEnqWjTXH0bERsDtgTtHxBZA1FF3BLabQtkkSZIkrcXmHIwAfw+8GLgr8H1mgpFrgHfNr1iSJEmS1nZzDkYy8+3A2yPihZn5zimWSZIkSdI6YD53RgDIzHdGxCOBxd38MvPY+eYtSZIkae0172AkIj4I3BM4C7ilDk7AYESSJEnSUPMORoBdgV0yM6eQlyRJkqR1xDTeM3I2sM0U8pEkSZK0DpnGnZE7A+dGxOnADb2BmfmkKeQtSZIkaS01jWBk6RTykCRJkrSOmUZvWl+bRkEkSZIkrVum0ZvWtZTeswA2BDYArsvMO843b0mSJElrr2ncGdm09zkiAjgA2H2++UqSJElau02jN60/yeKzwD7TzFeSJEnS2mcazbT+qvN1Pcp7R66fb76SJEmS1m7T6E3riZ3PNwMrKE21JEmSJGmoaTwz8jfTKIgkSZKkdcu8nxmJiO0j4jMRcWn9+1REbD+NwkmSJElae03jAfYPACcAd61/n6vDJEmSJGmoaQQjW2XmBzLz5vp3NLDVFPKVJEmStBabRjByRUQ8OyLWr3/PBq6YQr6SJEmS1mLTCEb+FngacAnwG+ApwCFTyFeSJEnSWmwaXfu+Gjg4M68CiIgtgf+iBCmSJEmSNNA07ow8oBeIAGTmlcCDp5CvJEmSpLXYNIKR9SJii96XemdkGndcJEmSJK3FphE0vAX4dkR8on5/KvC6KeQrSZIkaS02jTewHxsRZwB71UF/lZnnzjdfSZIkSWu3qTSnqsGHAYgkSZKkiU3jmRFJkiRJmjWDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU00CUYiYoeIODUizo2IcyLiRXX4lhFxckT8vP7fog6PiHhHRCyPiB9FxEM6eR1c0/88Ig7uDH9oRPy4/uYdERFrfk4lSZIkDdPqzsjNwD9n5i7A7sDzI2IX4DDglMzcGTilfgfYD9i5/j0P+G8owQtwOPBwYDfg8F4AU9M8t/O7fdfAfEmSJEmaUJNgJDN/k5k/qJ+vBc4DtgMOAI6pyY4BDqyfDwCOzeI7wOYRsS2wD3ByZl6ZmVcBJwP71nF3zMzvZGYCx3bykiRJkrQANH9mJCIWAw8GvgtsnZm/qaMuAbaun7cDLuz87KI6bNTwiwYMlyRJkrRANA1GIuIOwKeAF2fmNd1x9Y5GroEyPC8izoiIMy677LLVPTlJkiRJVbNgJCI2oAQiH87MT9fBv61NrKj/L63DLwZ26Px8+zps1PDtBwxfRWa+LzN3zcxdt9pqq/nNlCRJkqSJtepNK4D3A+dl5ls7o04Aej1iHQwc3xl+UO1Va3fgd7U515eAx0fEFvXB9ccDX6rjromI3eu0DurkJUmSJGkBWNRounsAzwF+HBFn1WGvAI4APh4RhwK/BJ5Wx50EPAFYDvwB+BuAzLwyIl4DfK+me3VmXlk//yNwNLAx8IX6J0mSJGmBaBKMZOZpwLD3fuw9IH0Czx+S11HAUQOGnwHcbx7FlCRJkrQaNe9NS5IkSdK6yWBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCaaBSMRcVREXBoRZ3eGbRkRJ0fEz+v/LerwiIh3RMTyiPhRRDyk85uDa/qfR8TBneEPjYgf19+8IyJizc6hJEmSpFFa3hk5Gti3b9hhwCmZuTNwSv0OsB+wc/17HvDfUIIX4HDg4cBuwOG9AKameW7nd/3TkiRJktRQs2AkM78OXNk3+ADgmPr5GODAzvBjs/gOsHlEbAvsA5ycmVdm5lXAycC+ddwdM/M7mZnAsZ28JEmSJC0AC+2Zka0z8zf18yXA1vXzdsCFnXQX1WGjhl80YPgqIuJ5EXFGRJxx2WWXzX8OJEmSJE1koQUjf1LvaOQamM77MnPXzNx1q622Wt2TkyRJklQttGDkt7WJFfX/pXX4xcAOnXTb12Gjhm8/YLgkSZKkBWKhBSMnAL0esQ4Gju8MP6j2qrU78LvanOtLwOMjYov64PrjgS/VcddExO61F62DOnlJkiRJWgAWtZpwRHwUWALcOSIuovSKdQTw8Yg4FPgl8LSa/CTgCcBy4A/A3wBk5pUR8RrgezXdqzOz91D8P1J67NoY+EL9kyRJkrRANAtGMvOZQ0btPSBtAs8fks9RwFEDhp8B3G8+ZZQkSZK0+iy0ZlqSJEmS1hEGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1sah1AbRuWnzYia2LsMatOGL/1kWQJElaULwzIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkSRJktSEwYgkSZKkJgxGJEmSJDVhMCJJkiSpCYMRSZIkSU0YjEiSJElqwmBEkiRJUhMGI5IkSZKaMBiRJEmS1ITBiCRJkqQmDEYkSZIkNWEwIkmSJKkJgxFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqYlFrQsgrSsWH3Zi6yKscSuO2L91ESRJ0gLmnRFJkiRJTRiMSJIkSWrCYESSJElSEwYjkiRJkpowGJEkSZLUhMGIJEmSpCYMRiRJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITi1oXQNLaa/FhJ7Yuwhq34oj9WxdBkqTbjLX6zkhE7BsRP42I5RFxWOvySJIkSZqx1gYjEbE+8G5gP2AX4JkRsUvbUkmSJEnqWWuDEWA3YHlmnp+ZNwLHAQc0LpMkSZKkam1+ZmQ74MLO94uAhzcqi6R1xLr4nMy6yGeDJGk61uZgZCIR8TzgefXr7yPipy3LIwDuDFzeuhBakKwbGmWN1Y9445qYiqbIfYeGaVk3dmw03QVlbQ5GLgZ26Hzfvg5bSWa+D3jfmiqUxouIMzJz19bl0MJj3dAo1g8NY93QMNaN9tbmZ0a+B+wcEXePiA2BZwAnNC6TJEmSpGqtvTOSmTdHxAuALwHrA0dl5jmNiyVJkiSpWmuDEYDMPAk4qXU5NGs2m9Mw1g2NYv3QMNYNDWPdaCwys3UZJEmSJK2D1uZnRiRJkiQtYAYjWjAiYoeIODUizo2IcyLiRa3LpIUlItaPiDMj4vOty6KFIyI2j4hPRsRPIuK8iHhE6zJpYYiIl9TjydkR8dGI2Kh1mdRORBwVEZdGxNmdYVtGxMkR8fP6f4uWZVwXGYxoIbkZ+OfM3AXYHXh+ROzSuExaWF4EnNe6EFpw3g58MTPvAzwQ64iAiNgO+Cdg18y8H6Uzm2e0LZUaOxrYt2/YYcApmbkzcEr9rjXIYEQLRmb+JjN/UD9fSzmh2K5tqbRQRMT2wP7A/7UuixaOiNgMeAzwfoDMvDEzr25aKC0ki4CNI2IRcHvg143Lo4Yy8+vAlX2DDwCOqZ+PAQ5ck2WSwYgWqIhYDDwY+G7jomjheBvwb8CtjcuhheXuwGXAB2oTvv+LiE1aF0rtZebFwH8BvwJ+A/wuM7/ctlRagLbOzN/Uz5cAW7cszLrIYEQLTkTcAfgU8OLMvKZ1edReRPwFcGlmfr91WbTgLAIeAvx3Zj4YuA6bWQiobf8PoASsdwU2iYhnty2VFrIsXczazewaZjCiBSUiNqAEIh/OzE+3Lo8WjD2AJ0XECuA4YK+I+FDbImmBuAi4KDN7d1E/SQlOpD8HLsjMyzLzJuDTwCMbl0kLz28jYluA+v/SxuVZ5xiMaMGIiKC0+z4vM9/aujxaODLz5Zm5fWYupjyA+tXM9AqnyMxLgAsj4t510N7AuQ2LpIXjV8DuEXH7enzZGzs30KpOAA6unw8Gjm9YlnWSwYgWkj2A51Cuep9V/57QulCSFrwXAh+OiB8BDwJe37Y4Wgjq3bJPAj8Afkw55/Ft2+uwiPgo8G3g3hFxUUQcChwBPC4ifk65m3ZEyzKui3wDuyRJkqQmvDMiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmjAYkXSbEhG7RsTJEXF5RGREnNW6TONExIr6wsb55nN0nefF8y/Vuiciltblt6R1WbSqiDikrp9DWpdF0pqzqHUBJGlSEXFH4ERgI+CDwOXAJbPMYylwOLBnZi6bchGltUoviK4vHJWkqTMYkXRbshtwF+DfM/O29GK7vaeUz8spL+S6eEr5SZLUlMGIpNuSu9b/v25ailnKzF9MKZ/fAL+ZRl6SJC0EPjMirUMiYnFtk310/Xxcffbi+og4IyL+YsjvbhcRh0XEjyPiDxFxTUR8IyKeNoUy7R0RX4yIKyPihoj4WUQcERGb9ZcbOKYO+kCdj1m1L69NTg6vX0/t5JGdNL3nMu4RES+MiB9FxB8jYlkdv2FEvCAiToqIX9YyXxkRX4mI/YZNt/+ZkW77+IjYMyKWRcS1ddmeGBF/NiCfVZ4Zmcc63Swi3hYRF9W0P4mIl9b5zog4ui/91hHxXxHx04i4LiKurp+Pjoh7TLD4qfP5vog4t87nHyPi7Ig4PCI2GpD+T894RMRTIuL0Wv+urPO53ZDpPLTWqd7y/EpEPGKSMvbl060LL63L6Pq6zI6szQb7f7Oi/t0xIt5aP98UpXlgL83YOt9Ju6yWYYOI+M+I+EUtw08j4rmddP8QZfv8Yy3fqyJi4DE+Ip4WEV+PiN/V9D+OiJdHxO06aZZE2S52BHaMzrYyoG7cpy6rCyPixoj4bUR8JCLuPWT6O0XEJyLiqlqXvhUR+49fI5LWRt4ZkdZNOwKnA+dTnr3YEng6cHxE/HlmntpLGBEbAl8CHgv8BHg3cHvgKcDHIuJBmfmKuRQiIv4e+G/gOuATwKXAEuBlwBMjYo/MvBq4GngV8CDgAOB44KyazVlM7m3AgXVejgFWjEj7duDRlGdUTgJuqcO3rOO+BZwMXAZsCzwROCkinpuZ/zeLMv0FZZ6+ALwX2AV4AvCwiNglMy+fMJ/ZrNONgK8CDwHOBD4MbAb8e53nlUTE7YFvAves8/w5IOo0DwA+Wac7zsuA+1CWXe/Znz2ApcCSWs5bBvzuH4EnAScAXwMeXuftgbX+3dAp6yOBrwAbAp8GllPqzbI6z3NxJPAY4OOUurcP8GLg0RHxqMy8vi/9hnVaWwJfBq4BLqjlm7TO9zuuzvdJwE2U7e99EXET8ADgYODzwCmUZfWfwB+AN3YziYjXU5r7XQ58BPg9sB/wemCfiHh8Zt5I2TZeVecTyrbTc1Ynv30py3kDSr1YDmwP/BWwf0TsmZk/6KTfGfg2cCdKnT8L2An4bP0uaV2Tmf7559868gcsBrL+Hd43bp86/KS+4S/vDQcWdYbfhXLCksAj51CWHYEbKCdq9+kb956a7/v6hh9Shx8yj2WwtOaxZMj4o+v4i4G7Dxh/O2D7AcM3A84GrgQ27hu3AlgxZF5uBvbuG/eGOu7fhpRt8TzX6X/U4R8FojN8B0pwlcDRneFPrMOOHDDfGwKbTrjs79GdXmf4a2r+Tx+yrq4B7t837iN13NM6w4ISMCdwQF/6F3WW08B1P6IuXA7s2Bm+HvCpOu4/BqzrpAREm0yhzi+rw78HbN63LG8ErqIEOtt1xm1ey3wZK2+zj6h5/QrYpjN8ESWQSOAV4+puZ9wWdfqXA7v0jbsfJdD5Qd/wL9fpvKhv+AGd9TPn7ds///y77f3ZTEtaN/0SeG13QGZ+iXKSsltf2r+lnCC8NDNv7qS/lHISCfB3cyjDsyknsu/KzJ/0jft34FrgOd2mI2vYmzLzgv6BmXlDZl40YPjvgKMoJ2gPm8V0jsvMU/qGva/+718Xo8xmnR4M3Aq8PDOzk/5CVr4C3u+P/QMy88bMvHaSAmbm+d3pdRxZ/+8z5KfvyMwf9w373/q/O2+PBO4NfD0zj+9L/y5grs/uvD0zf9n7kpm3Av9KWYZ/O+Q3/5yZ1/UNm0+dPyw7d0wy83zgNErg8ZrMvLgz7mpKcHFnoNuUrVfW12bmJZ30NwP/XOdnNtvyQXX6h2fmud0RmXk2ZR09OCJ2AYiI7YHHUYKnd/WlP55y10vSOsZmWtK66awc3BzmQsrVUwAiYlNKE4qLB5w8wUyzlwfPoQwP6cvjTzLzqog4k9I05j7AD+eQ/3ydPmxERNyXcjL6GEoTrf7nHQY+yzDEGQOGXVj/bzGLfCZdp3ekNLe6MDNXDEh/2oBhX6PcKTosIh5CuUv2zRHTHCgiNqHcofhL4F7AppS7GT3Dltuky6hXp1Y5qc3MWyLiNMq8z9ag/M6PiAuBxRGxea7ctOp64EcD8plPnR+0DHodOXx/wLhecLI9JVAdN/2fRcRFwN0jYrMaXI/Tq1cP7D4T03Gv+v/PgHOZ2U+cNqTeLKM0oZS0DjEYkdZNVw8ZfjMrd2zRe6B2WA9OveGbz6EMqzPvaRj4/pKI2J1yMreI0j7/BEqzm1uZeaZlNndzru4fkJk3RwTA+vPJp+pfp72Hrn87JP0qwzPzmjrfr6I8j9C7g3F5RLyHcqX9plGFi4gNKMttN0pzto9RmhH1fnc4w5fb1QOG9e7SdZdRr04Nm7dZvZOmY1R+O9bpXt0ZfumQO0BzrvNDgoPeMhg1boNZTv9udfqTBCN3qv+fOzIV3KFv+tNeP5JuwwxGJI3SOyHZZsj4bfvSzTXvc6ac9zQMOpkEeCWwMQNemhgRL6cEIwvZNfX/1kPGDxxem6YdGiVK2gXYC3g+5UHp9SjPoYxyACUQOToz/6Y7IiK2ZaaXs/no1ZVh8zasHo+zNfDTEfn119Fhdad1ne9Of1CTtdlOv5fugZk56E7QsPTTXj+SbsN8ZkTSUPVZgF8A29VecPrtWf//YMC4cc6s/5f0j4iIzSl3Ga4HzptD3qP0mofM5q5D107Alf2BSLXgm5hk5jWUnq+2i04XwR2PGvP7zMxzMvOdlPb/UHooG2en+v/TA8ZNa7n16uEq+UXE+oyZtxEG5XcPygP/K3Jw71eDtKrzk0x/J0qTrgv65ucWhm8r36n/V+mBbcz0H1XXR79VyiVp7WcwImmcoyjt+t/cPYGIiDszczX8qDnk+yFKE50X1hOhrtdQmhN9KDvdtk7JFfX/3eb4+xXAlhHxgO7AiDiU4Q9gLzTHUvb/b6h3OgCIiB2Y6cqVzvD7RsSgq9m9YX+YYJor6v8lfXnfg77uZ+fhW5Q7GI+JiP47VC9gbs+LALwoInbsfanv73gzZRl+YBb5tKrzPb3t9JURsVVvYN2u/4syP+/v+80VwFYRsfGA/D5AaZ52eESs0tlCRKwXEUt63+vdtZOBu1PWRzftAdwGgnlJ02czLUnj/BflPQQHAD+MiJMo7xl5KqV73zdl5qCHnkfKzBUR8WLKe0t+EBEfpzxD8FjKg7E/obx7YdpOpTzf8YaIuB+la1Iy87UjfzXjbZSg47Ra5t8Bu1Kuun+S8v6Hhe5NlLsZzwDuHRFfprTnfxrw9Tru1k76x1GC0W8DP6O8G2N7Sp24lXJiPk7vHRQvjYj7U66S343ynpUTmXtw+CeZmTUoPBn4VER03zOyN/BFYN85ZP1N4KyI+Bhlfe8DPJDy4PibZlG+VnW+N/1vRcSbgH8Dzo6IT1Led7IfpSve01h1XZ5C6R3uixHxdUrXxD/MzM9l5hUR8RTgM8B3IuIUSvOzpNw1egTluZJuBw/Pp7xn5G0R8XjKg/o7UTo1+BylG2lJ6xCDEUkjZeaNEfE44KXAXwMvpDwc+0PgxZn50Xnk/Z6IWA78C/BkSpBzIeWE6PWzaP4ym2meFxEH12n+IzMnShMFI5n5xYh4IuXZkadTmrGcTmmydg9uA8FIZv4xIvYEXk0p70so3a2+HvgGJRi5pvOTL1GChcdQApA7Uh52Phl4a2Z+a4JpXhcRewFHUO6OPJrSXOw1wFspy3LeMvObEfFo4HWUk2yA79Zp7sPcgpGXUE6Wn0t5r8sVlBdf/meu+sLDceVb43W+b/ovq712vYDSNe8GlKaYrwTekuWFh12vpTzQ/kTKCyrXp7ww9HM1v1PqXcJ/oSzfR1Pef/JrSocFn+qb/s9rZwhHAH9OWS8/otS5rTAYkdY5MbjDD0nSuiginkt5z8k/ZOb/tC5PSxFxNOWdLHcf0g2yJGmefGZEktZBEXHXAcPuRnkO6GbqlW9JklYnm2lJ0rrpU/XdH9+nPIS8mPL8xu0pb2b/9fCfSpI0HQYjkqaidk364gmTHz2tZi8RcSDlAeVxVmTm0dOY5lrig8BzKM8tbAb8nvJsxbsyc1D3u5IkTZ3PjEiaivrOigsmTL7KCwPnMd2jKe36x/laZi6ZxjQlSdJ0GIxIkiRJasIH2CVJkiQ1YTAiSZIkqQmDEUmSJElNGIxIkiRJasJgRJIkSVITBiOSJEmSmvj/vrqSc1bMkj0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scateer plot between average trainig score and is promoted\n",
    "\n",
    "plt.hist(train['no_of_trainings'])\n",
    "plt.title('plot to show average training score and is promoted',fontsize=30)\n",
    "plt.xlabel('no_of_trainings and promoted',fontsize=20)\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "e0696d7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#As,the training scores increases , the chances of promotion incres highly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "34265c8f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the dependency of different regions in promotion\n",
    "data=pd.crosstab(train['region'],train['is_promoted'])\n",
    "data.div(data.sum(1).astype('float'),axis=0).plot(kind='bar',stacked=True,figsize=(20,8),color=['cyan','pink'])\n",
    "plt.title('dependency of regions determining promotion of employee')\n",
    "plt.xlabel(\"different regions of the company\",fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "2a3699ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAAH6CAYAAACQ61xkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAA6FElEQVR4nO3debglZX0n8O+PTYwxoiwuNNgYcEGNG5oYiaC4oDGSxQ2TUdQJmojRrJpJRjFmMTGJzozLiEtwx11xgpgERaO4IRgTURSxlUaNyGYUWX3nj7euHE+f03fp2327qc/nec5z7n2r6q23tnPrfG/VW9VaCwAAAAA3bDutdQMAAAAA2PqEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiBgm6uqDVW1Ya3bsRbGvOxLVVWHVNU/V9V3qqpV1WfXuk1rbWvtN1V14rCO16923Uuc/+lV1dZi3tuTYRucvgr1WJ87oBvKdquqg6rq3VX1rWGfvmyt27TaquqYYdmOWeu2AKzULmvdAABYUFU/leQfk+ye5A1JvpPkW2vaKLZ7CwFZa2392rYENlVVJyZ5YpIDWmsb1rY1W0dV7ZzkPUkOTP/s3pjkyrVsEwCzCYEA2J7cJ8k+Sf6ktfaXa92YEfjjJC9McuFaN2Tk7pTkilWo5wlJfmIV6mHbuiFstwOSHJzkVa21Y9e6MQDMJwQCYHtym+H9G2vaipForX0zyTfXuh1j11r74irV8/XVqIdt6way3Xx2A+wg9AkEbBXVHVdVn6+qK6vqwqp6aVXdbJHpjq6qD1XVZcN0X6iqP62qG80Ytw19Kdymqt5QVd+uqh9U1Weq6vGbmcdDq+qUoc+Zq6rqK1X1oqraY8a4G4bXTYZxvj5Mc15VPbuqao2Xfa+qOqGqvjm06/NV9aTNzOMhVfW+YV1dVVUXVNV7q+pBE+umVdU/zJn+RsN6+86sds2Z5oiqOrWqLhnm+aWqeuHk+qiq9UOfGK8biv5haMeifS9U1W7D+j6lqr42zOOSqvqXqnrYjPE/XlVXV9VNpso/PMzvNVPldxrKXz9Rdpuqem5VfWzo/+LqqvpGVb25qg6eMc/1Qx0nVtXtq+qtwzb4YVUdPoyzrP1mWO7fqaqzqurSqrpi2Fd/tD0XUzP6BJpq6/qqOmnY3ldW1ZlV9Yil1D01n8dVPy5/MCz3G6rqNotMs+hxWlWHD/vNbZPcdmKfadVvwZms747DMl0wbK//HLbXHTazXm5XVc+oqs8NbT99avgBwzY7Z1g/G6rqf1T1z4WqenRVfaqqvj8s90ur6sYz5rdJn0BVdfxQfnhVPWqo54ph3z6pqvadUc8mfcssrKOhvrtX1T9W/4y5Ytjnf37O+r91Vf1DXf+5+tmqeuJkfXM23XQ9P+pDpap+sarOGNbHpVX1jqo6aLnrfxjnoKp6/XCcLBx/r59T3+S6PHrYF68Ypvn7Gj7LquqBwzr87tC+N1TVnnOW615V9c66/rP0a1X18qq69dR4Lf1WsCT56sT+uWFinJl9AlXVTlX1tKr6dFV9b1hvn66q36qqTc7ha4V/F+ZZ5jJ+ePj1eRPLePwS5/Ozw76w8Fl6QVW9smZ8Riysq6ratfpn8FeqH3vnVtVvToz3tKr692G/2VhVz59eZ/Xjn3V3rKr3VD++vl9VH62qh2yl9fWWYb6Hzann14bhL50qv0VV/VX1c4MfVNXlVXXa5tpZyzivAMbDlUDA1vKSJL+TfpXBCUmuSXJUkp9NsluSq6cnqKrXJnlSel8C70xyWZKfS/KCJEdU1YNba9dOTXbzJGcM4/5Dkj2SPCbJm6pq39bai6bm8bwkxye5JMn/S/LtJD+T5A+SPLyq7tta++7UPHZN8oH0/3S+P8m1SX45/Taa3ZM8f42WfY8kHxvqe0eSGyV5dJLXVtUPW2uvmxy5qp6f5LlJvpfed8MFwzL9fJLfSPIvSf4pyVeSPKaqntVau3xqnr+WZM8kf9dau2p6OWYs11OTvCLJ95O8PX19H57k2Ul+qaru11q7bFje5ye5+7Cu3pvks0M1n83m3SLJ/0rfD/45yUVJbp3kl5KcUlW/2Vp79cT4p6Wv219IcurQzp8YypLkiKn6j5iYbsH9kzwnyYfSt9f3khyU5FFJHjks17/NaOtPJ/lkki8leVOSGydZ2N9ekuXtNycmOTrJfyR5fZIfpG/PQ5Mcmb49t8Rtk3wqyfnpfXzcIsljk7y3qh7UWvvQUiqpqt9N8vfp2/j1w/tD07fX9P61MM1Sj9MN6fvNs4ZJXzJRzWcn6jsyybvSj+X3JTkvybokv5rkF6vqAa21s2Y05X+l7yf/mOSUJNdNDf/b9P35fenHziOT/EWS3arqkvTPiPck+dckD07y9CQ7J/mtWcs9x28P9Z6c/kX7Z9O3w92q6u5LOQ4HhyT5oyQfT/LqJPunH8+nDfWcuzBiVe0zjHfbJB9J31a3SvLyYTlX4leTPCzJu5Ocnn6s/1qSB1TVz0/Of8LM9V9V907fv2+avl7OSXLH9M+xo4b989Mz6nvG0Ib3DG14SJLfTXKLqnpvkpOGeZ2Q6z8X9xqm+ZHqQeg7k1T6Z+/XktwrfbseVVWHtta+Ooz+/PS/F3cblueyofyyLO4NSR6f/ln96iQtya+kb4dDk/z6jGn2yDL+LsyzgmVcnx52fTh93WbifXPzeXL6+r4qfVtekP5Z+t/T/0b83JwrpU5KPxZOSf+sfFSSE6rqmvTPiiemf3acln78PDf9lsu/nlHXAen7+78neWX634/HJnl/VT2+tfbWJSzHctbXK5I8LsmxuT48m/TU4f3/TtR/2/T1uT798+TUJDdJ8ogkp1bVU1trr5pq00rOK4AxaK15eXl5reor/eS5pX/RusVE+e7pJ1otyYapaY4Zyt+V5MZTw44fhj1zqrwNr7cl2Wmi/ID0L49XJ7ndRPkDhvHPSLLHnPm/eKp8w1B+ymS70vutuWx47bqGy/7qJDtPlB+cHlKdMzX+Q4bxz0+y74xttm7i5z8Yxj1uxninD8Nuv4T94LbpJ/bfTXLHqWEvH+o5Yc66OGYZ+9uNJts/UX6z9IDkkqlt98BhHi+aKHvoUPZPw/tPTwx791C239T2v+mMed4tPRB6/1T5+olt9pdbeswMy/bDJGdObv+J4Xsucd2dONS9fk5bnzc1/sJ6OmWJ9a9PPw4vmZrHTulfSlqSNjXNSo/TDXPacPMkl6Z3Mn7w1LC7DNvrrDnr5cL0znznrbcNmTie0r+Afyc99LwoyZ2m9tNz0o+Jfabqa0lOnyo7fij/bpK7Tg178zDsMbOOz6mywye25zFTw546lL98qvw1Q/lfz9i/rxqGHb/EfeCYifk/YmrYM4fy05a6/tO/ZH9hGP7rU8MeO5R/MT/+N2FhXV4+Y5t8Pj1cujjJYVP76D8P0919ovwnh3GvS/ILU/N/9jD+Py12nC1hux09THNWkp+cKL9J+nHfkjx+xn605L8Lm9lmK1nGhf1sSfvFMM3t0z8fzsvU36X08P26JO+eta6SfDoTnw9JbjfUdWmSr2b2cXlRkl0mytdPrLMXTc3nkPRw6dIkPzVjfz5momwl6+s/0jvO3nOq/Hbpn+0fm7HcP0zyuKnyPdID7x8kueWMdi75vMLLy2s8rzVvgJeX1w3vleRVwwnGk2YMWzhR3DBVfvZwwrXHjGl2Hk7gPjVV3oYT21lf0hZOcp43UfbuoezOc9p9dpJvT5VtGKY5cMb4rxuG3WWNlv37kyenE8M+PAyf/OLwvqHsV5aw/fYcTij/far8DkMdH1zifvAnmR963Dz9y+0PktxoonzhxPWYVdoXf2+o7/4TZbsP8z1rouxvhm1w32H8Y4fyndK/BHxpGfM8Of3kfjIcXD/U+63J5V3pfpPkp4ayjyWpLVg/J2Z+CLQhswOmryX5zjL3gefPGHa79C9Nbap8pcfphjnjP3Oo7+lzhr94GH7wRNnCennmIuvtKTOGvXYY9mczhj1vGHbYVHnL/BDoz2fUsxCU/e1U+ekz1ufC/vPRGfXsOuz3Z06U7ZZ+xcRlmR10Luyrxy9xHzgmM4KeYdjO6QFAS3Lbpaz/JPcbhp0xZ37/mk2P+YV1+YIZ4z93GPb6GcOeOAx74kTZrw9lb54x/i7pAURLsv+M5Vk/p82ztttCAPWQGeMfkRmfxVnm34XNbLOVLOPCfrak/aL9+LH3i3OGvzv9b/xNJ8pOH6Y5Ysb4HxyGPXnGsH+YsZ+tH8rm7esL221y+y/sz8ds4fp6+lD2+1Pj/9VQ/oSJsrsNZW+fs56OGob/9kTZ2VnmeYWXl9d4Xm4HA7aGew7vsy5z/mimbqkYbsW5W/pJybNq0252kv7f5zvNKP96u/4S60mnp3/husdE2X3TT4oeXVWPnjHNbkn2rqo9W2sXT5Rf3lo7b8b4FwzvN58o25bL/uW26a1r0+363vDzz6WfJJ46awaTWmsXV9XbkjxhuE3jjGHQwhNf/u+cSactrIsPzpjHpVV1dvptVXdMMuvWqSWrqjsn+cOhvlunBz2TftR/Smvtyqo6I/02lIVt/cAkn26tfbyq/jP9S9YJwzLskWST2wGq6heTPC39P8Z7ZdNbrPfKpp0u/1ubffvOsvab1tp3q+p96be8fbaq3pn+5feTrbXVeMpUkny2tTZ9+1PS96/7LrGOucvVWju/qi5Iv2Js0kqP03kW2nq3mt1Hye2H9zulX6kz6VOL1H3mjLKFjnE/M2PYwlPY1i1S72LzmPXZs+x6WmvXDPv7ZD13SL9N8czW2n/NqOej6bfqLNesfeC6qvpo+m2S90gPGCfNWv9zP1cmyg8d6vvI1LDV2F6b+1y7tqo+kh4u3CPJlnT4fM/0Kz9OnzHsw+mfCfeYMWw5fxc2N+9k6y/jwrF52HCL37R90gOL22fT7bMl23J6Pztrzr5+enoQeI9c31/dLCtZX69Pv1302CR/lyRVtWt6yHRp+hXOCxbW083mfIbtPbzfaahnS84rgBEQAgFbw82G9/+cHjCcEH1nqvjm6Zf4750e3CzHJvMYfGuqLUm/wmWXJcxj4dLuBZfNGW/hXvqdJ8q25bIvp117JLm0tfaDJdb98vTHFj81yRlDJ5JPTO+b5d1LrGNhXcx7+tRC+R5LrG+mqvq59JPvXdL7fzg5/SqjH+b6PoamO8E8LT34eUBVnZZ+cr7wSPoPJnlQ9TPnWf0Bpaqemd7/zKXp/7H/evrVEy3X9/8xq+PNb80oS5a/3yT91pdnp/cZstAv1ZVV9Y4kf9Bam3dsLNVlc8qvzdIfLDF3uQbfyqYh0EqP03kWOvb9zc2O1eubNm97LZjVp9G1Sxi26yL1TrpsM/XsPGPYcupZqGtJn2GLlC9mOZ/V08Mmbcnnympsr23yuTbM55LW2iZ9yE18JuwzY7rL5tS3nH1mWy3jwrH5h4uMt8mx2Tbtry5Z+bG3kn1z0rLXV2vtv6rqjUmeNvRJ9qH0votuleQlrbUrJ6ZfWE8PHl7zLKynLTmvAEZACARsDQsnYLdM74PmR6pql/QrJDbOGP/s1to9szy3nFN+q6m6F37eqbV2i2XOYzm25bIvx2VJ9qyqGy8lCGqtfXK4UucxVfWs9I5R90zvI+SaJc5zYdluld7vxrRbT423Un+afuXCA1prp08OqKo/Tg+Bpi38x/ZB6WHRTrk+6Plgen8cd8v1t118aKLOXdJvL/lWknu2/pj1yXlu7iqZNqd8uftNhu14fJLjq2q/9KugjknvzHZ9eoe6a21yuWbtA7eaUbbax+lCG+7WWvvcMqedt71uyBauIpn32TqvfDHL+axeMGv9T36uzLJanyvzbKv5X57eYfWu05+5E58Js674WQ3bchmT5GZzrl7aVlayb05a6fp6RfrVpE9N/xuz0CH0CXPqf2Zr7X8v0pbJ8bf2eQWwg/KIeGBrWHjKzmEzhh2aqf9Etta+l/4F8c5VtdwvfvvXxOOtJxw+vJ89UfaJJDcfbh3aWrblsi/HJ9L/M3jkMqZ5efptVU9Iv2S9ZdOT081ZWPeHTw+o/pjvu6f3nfOFZdQ5y4Hp/zE/fcawWdsh6Z2Kfjc95Hlgeh9BHx+GLYRBD0/vf+RzrbXJK3H2Sv+P7hkzAqCfzPW3BizHsvabaa21C1prb0rvuPm8JIfWnEdbb2Nzl6uqbpdkvxnTrOQ4vS7z19EnhvftIRTbEXwx/Xj4maq66Yzhh66w3ln7wM4T9Z09PXyOuZ8rgwcM77Oe9rYaNve5tkuu388m579wW+Vyrtw6O/08/f4zht1/qGt7WsaV2F6OzXvO2dcPH94X2zdXtL6GUPpjSX6lqn42/Z8SH2mtTf9NXNZ62obnFcAOSggEbA0nDu9/MnkCUlW7p3d6OMvfp/f18dohIPgxVXXzqpr15XrnJH9dVTtNjHtA+qO2r03yxolxXzy8v6qqbjNjHjcZbi3aEicO79ti2Zfj/wzvf1dV+04PnFWW/gSiy9MfK31Ykn9urZ0/Y7x53pjet8szqurAqWEvSO/c+I1z+shZjg3p/zH/mcnCqnpKeiiyiaGvm4+kB0iPTu8096ph2FeHOp+Z5CeyaT8P306/9eteQ+izML9d0x8BvdcKluHE4X1J+01V7V1Vd51Rz03Sbwm4Nps+Un4tvCnX7wPrFwqH4/VFmX0espLj9OL0foJuPKO+f0i/Eu55VXWfGfXtVFWHL7okIzHcfvTW9Ftc/nRyWFXdLT0UXokHDo/RnnRcen9AH2qtTffTMs/HkpybHnQ+aqp9j0r/ovyl9L6Ltob3pD/t7ugZ++Gz0p9O+S/txx9rvnDb4v7LmM9rh/e/Gvp4SfKj/l5eOPz6mmXUtxzvyfKXcSVemv758OKquv30wKraraq2RUB0s/QOwifnfUh6h8+XZ/FboN+Tla+vV6T//V94vPwmfe611s5M7/PtV6vqybMaUFV3rarJ2wO3xXkFsINyOxiw6lprH6uq/5PkGUn+Y+ij5Jr023IuzYz75ltrr62qeyX57SRfqaoPpPezcov0E6j7p3+Ze9rUpJ9L8rNJPlNV/5R+hcZjhvc/aq19ZWIep1XVc9K/VH+5qk5Jf2rHT6b3S3JY+heH5Vwts5bLvpx2/VNV/Xn6l7ovVNV70jsKvWX6f+I/kX4r0eQ0V1TV69IDtSR55TLnuWG4lexlSc6q3tn0Renr+b7pVxw8e4WLNOkl6WHPR4d5XJ7eWfOhSd6R5FFzpjstySPS+9U4bcawp0z8/COttR9W1f9O8pwk/15V700/2X5A+jb7UK6/GmFJVrDf7Jvk7Kr69/Rj4IL0UO0R6bck/O85HZ1uU8M+8Jz0jk/Prqq3pm+fh6Yfo59L8jNT06zkOD0tyb2TnFq9E9ar0jvhft/Q0fmj0r/IfWLoA+rz6Ve27Ze+L+6ZTTsTH7PnpF8h90fDFQpnpN/S8pgkp6T3e/XDZdb5viTvrqp3p1+tdvf020wvSf/sW5LWWquqJ6b3xfXW4fj7YnqH1r+c5L/Sn6y03PYtdf7fG76Ivz3Jh6vq7emf1/dK8pD020SfOjXZaen93ryqeifu/5XkstbaSzcznzdX1VHp6/zzw2f2Qp9jByR563D136pb4TKuZD5fHObz2vRlPDU9wNs1PTD7hfS/GXfc0nkt4iNJ/vuwr38sfV9/bHpI/dTFblXbwvX19vTge9/0jpzfNWe8x6f/Q+I1VfU7ST6ZHm6vS/8MvUv6Z9m3hzZt9fMKYAe2NR455uXl5ZX+H63j0m/1uSr9qR0vS/+P24bMf5zzI5L8v/QTmavTT54+leTPk9xxatyW/vSO26RfdfLt9NuLzkry+M207dD0J298Y5jHRUk+m/6fs0Omxt1cW48f2nD4Wi37nHpOzJzHEaff4nRq+hevq9LDg3cneeCcuhYeTfuNJLuscF94SJJ/Sg8zrkr/Avg3mf3o2mOygkfED+vuExm+XA3zu//m6kty12FYS3LvqWFHD+XXZPajg3dJf/z8Oem3znwryRvSQ4pN1n+ufxTxiatxzKQHKM9N/1Jw4TD+N9OPh6OzxMfGr6StmfE46yXM5+j04/LK9OPtjenH7dy6srzj9Cbp/1HfmH4V1CbtH5brpUm+PLTju+nhwRuS/PJSj6ElHGPHZ8bnwub272z+EfGz6pm5jWatzyzy6O7pfWuifN/0JyJdlL6Pfza9c/hHDfU9a4nb/kfLnH6cfjz9MeaXpV/9cPvlrN+Jce4wbLtvph+n3xz2qzusxjZZbN2lh47vHtbP1elfsF+R5DZz2vt7uf7Ybvnx43mT7TaU75T+Jf7M9KsPr0h/8tXT0/vNmh5/RX8XNrOOl7yMi+1ni8znrkP7vjasn0uS/Ef6Px4eODXuzHW1kuMyE8dR+pOy3pv+d+qK9DDoocvcX5a1T0xM9+KhzhctMt5Nk/yPYR/4Xvpx+dUk/5h+y/ZNZkyz5PMKLy+v8byqtRaAHVFVtSQfbq0dvtZtuaGqqmPS/1v45621/7nGzQHWWFX9RfoX0SNbax9YwvjHpH+GPKm1duLWbR0s3XCL6leTvK61dswatuP09H9a3KG19uW1agcwHvoEAmCmoUPL30u/smJZt4IBO7Y5/THdNf320EuSfHibNwpuYIZ+yg5L8gEBELCt6BMIgB9TVYemn5Qenn6Z/ktbaxs3OxFwQ3NmVZ2XflvO95MclOQXc30/KVeuZeNgR1ZVv5V+y+WT0vvXet7atggYEyEQANMelH5CekmSV6U/HQwYl1emd0J8dHpfJJcl+UCSv22tnb5mrYIbhmend+p8fpL/1lr71Bq3BxgRfQIBAAAAjIA+gQAAAABGYM1uB9trr73a+vXr12r2AAAAADc4n/nMZ77TWtt71rA1C4HWr1+fM888c61mDwAAAHCDU1VfmzfM7WAAAAAAIyAEAgAAABgBIRAAAADACKxZn0AAAAAA26NrrrkmGzduzJVXXrnWTZlr9913z7p167LrrrsueRohEAAAAMCEjRs35qY3vWnWr1+fqlrr5myitZaLL744GzduzAEHHLDk6dwOBgAAADDhyiuvzJ577rldBkBJUlXZc889l32lkhAIAAAAYMr2GgAtWEn7hEAAAAAA25lTTz01d7jDHXLggQfmhS984arUKQQCAAAA2Ixa5ddirrvuujz96U/P+9///pxzzjl5y1veknPOOWeLl0MIBAAAALAd+dSnPpUDDzwwt7vd7bLbbrvlcY97XN773vducb1CIAAAAIDtyIUXXpj99tvvR7+vW7cuF1544RbXKwQCAAAAGAEhEAAAAMB2ZN99980FF1zwo983btyYfffdd4vrFQIBAAAAbEfufe9758tf/nK++tWv5uqrr85JJ52URz7ykVtc7y6r0DYAAAAAVskuu+ySl770pXnoQx+a6667Lk9+8pNz5zvfecvrXWyEqnptkkck+XZr7S4zhleS/5Xk4UmuSHJMa+2sLW4ZAAAAwHagrcE8H/7wh+fhD3/4qta5lNvBTkxy5GaGPyzJQcPr2CSv2PJmAQAAALCaFg2BWmsfSXLJZkY5KsnrW/eJJHtU1a1Xq4EAAAAAbLnV6BNo3yQXTPy+cSj75vSIVXVs+tVC2X///Vdh1ozGh89c6xYAN0SHHbLWLQBuiJy3AFuD8xZWwTZ9Olhr7YTW2iGttUP23nvvbTlrAAAAgFFbjRDowiT7Tfy+bigDAAAAYDuxGiHQyUmeUN3PJbm8tbbJrWAAAAAArJ1FQ6CqekuSjye5Q1VtrKqnVNXTquppwyinJDk/yXlJXpXkt7daawEAAABG4MlPfnL22Wef3OUud1m1OhftGLq1dvQiw1uSp69aiwAAAAC2J6vd6f8SOvo+5phjctxxx+UJT3jCqs12m3YMDQAAAMDi7n//++cWt7jFqtYpBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIDtzNFHH5373ve+Offcc7Nu3bq85jWv2eI6F31EPAAAAMCoLeGR7qvtLW95y6rX6UogAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAABTWmtr3YTNWkn7hEAAAAAAE3bfffdcfPHF220Q1FrLxRdfnN13331Z03k6GAAAAMCEdevWZePGjbnooovWuilz7b777lm3bt2yphECAQAAAEzYddddc8ABB6x1M1ad28EAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjMAua90AWIo67JC1bgJwA9TWugEAALANuRIIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBFYUghUVUdW1blVdV5VPWfG8P2r6kNVdXZVfa6qHr76TQUAAABgpRYNgapq5yQvS/KwJAcnObqqDp4a7U+TvK21do8kj0vy8tVuKAAAAAArt5Qrge6T5LzW2vmttauTnJTkqKlxWpKfGn6+WZJvrF4TAQAAANhSSwmB9k1ywcTvG4eySccn+Y2q2pjklCTPmFVRVR1bVWdW1ZkXXXTRCpoLAAAAwEqsVsfQRyc5sbW2LsnDk7yhqjapu7V2QmvtkNbaIXvvvfcqzRoAAACAxSwlBLowyX4Tv68byiY9JcnbkqS19vEkuyfZazUaCAAAAMCWW0oI9OkkB1XVAVW1W3rHzydPjfP1JEckSVXdKT0Ecr8XAAAAwHZi0RCotXZtkuOSfCDJF9KfAvb5qvqzqnrkMNrvJ/nNqvq3JG9JckxrrW2tRgMAAACwPLssZaTW2inpHT5Plj134udzktxvdZsGAAAAwGpZrY6hAQAAANiOCYEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARmBJIVBVHVlV51bVeVX1nDnjPKaqzqmqz1fVm1e3mQAAAABsiV0WG6Gqdk7ysiQPTrIxyaer6uTW2jkT4xyU5I+T3K+1dmlV7bO1GgwAAADA8i3lSqD7JDmvtXZ+a+3qJCclOWpqnN9M8rLW2qVJ0lr79uo2EwAAAIAtsZQQaN8kF0z8vnEom3T7JLevqo9V1Seq6shZFVXVsVV1ZlWdedFFF62sxQAAAAAs22p1DL1LkoOSHJ7k6CSvqqo9pkdqrZ3QWjuktXbI3nvvvUqzBgAAAGAxSwmBLkyy38Tv64aySRuTnNxau6a19tUkX0oPhQAAAADYDiwlBPp0koOq6oCq2i3J45KcPDXOe9KvAkpV7ZV+e9j5q9dMAAAAALbEoiFQa+3aJMcl+UCSLyR5W2vt81X1Z1X1yGG0DyS5uKrOSfKhJH/YWrt4azUaAAAAgOVZ9BHxSdJaOyXJKVNlz534uSX5veEFAAAAwHZmtTqGBgAAAGA7JgQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAjsstYNAACAG5I67JC1bgJwA9TWugHcILgSCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARmBJIVBVHVlV51bVeVX1nM2M92tV1arqkNVrIgAAAABbatEQqKp2TvKyJA9LcnCSo6vq4Bnj3TTJM5N8crUbCQAAAMCWWcqVQPdJcl5r7fzW2tVJTkpy1IzxXpDkr5NcuYrtAwAAAGAVLCUE2jfJBRO/bxzKfqSq7plkv9baP65i2wAAAABYJVvcMXRV7ZTk75P8/hLGPbaqzqyqMy+66KItnTUAAAAAS7SUEOjCJPtN/L5uKFtw0yR3SXJ6VW1I8nNJTp7VOXRr7YTW2iGttUP23nvvlbcaAAAAgGVZSgj06SQHVdUBVbVbksclOXlhYGvt8tbaXq219a219Uk+keSRrbUzt0qLAQAAAFi2RUOg1tq1SY5L8oEkX0jyttba56vqz6rqkVu7gQAAAABsuV2WMlJr7ZQkp0yVPXfOuIdvebMAAAAAWE1b3DE0AAAAANs/IRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACCwpBKqqI6vq3Ko6r6qeM2P471XVOVX1uao6rapuu/pNBQAAAGClFg2BqmrnJC9L8rAkByc5uqoOnhrt7CSHtNZ+Jsk7kvzNajcUAAAAgJVbypVA90lyXmvt/Nba1UlOSnLU5AittQ+11q4Yfv1EknWr20wAAAAAtsRSQqB9k1ww8fvGoWyepyR5/5Y0CgAAAIDVtctqVlZVv5HkkCSHzRl+bJJjk2T//fdfzVkDAAAAsBlLuRLowiT7Tfy+bij7MVX1oCR/kuSRrbWrZlXUWjuhtXZIa+2QvffeeyXtBQAAAGAFlhICfTrJQVV1QFXtluRxSU6eHKGq7pHklekB0LdXv5kAAAAAbIlFQ6DW2rVJjkvygSRfSPK21trnq+rPquqRw2gvSvKTSd5eVZ+tqpPnVAcAAADAGlhSn0CttVOSnDJV9tyJnx+0yu0CAAAAYBUt5XYwAAAAAHZwQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAEVhSCFRVR1bVuVV1XlU9Z8bwG1XVW4fhn6yq9aveUgAAAABWbNEQqKp2TvKyJA9LcnCSo6vq4KnRnpLk0tbagUlenOSvV7uhAAAAAKzcUq4Euk+S81pr57fWrk5yUpKjpsY5Ksnrhp/fkeSIqqrVayYAAAAAW2KXJYyzb5ILJn7fmORn543TWru2qi5PsmeS70yOVFXHJjl2+PV7VXXuShoNsBl7ZeqzB+bx3woA1pjzFpbMeQvLcNt5A5YSAq2a1toJSU7YlvMExqWqzmytHbLW7QAAWIzzFmBbW8rtYBcm2W/i93VD2cxxqmqXJDdLcvFqNBAAAACALbeUEOjTSQ6qqgOqarckj0ty8tQ4Jyd54vDzo5J8sLXWVq+ZAAAAAGyJRW8HG/r4OS7JB5LsnOS1rbXPV9WfJTmztXZyktckeUNVnZfkkvSgCGAtuOUUANhROG8BtqlywQ4AAADADd9SbgcDAAAAYAcnBAIAAAAYASEQAAAAwAgs2jE0wPasqu6Y5Kgk+w5FFyY5ubX2hbVrFQAAwPbHlUDADquqnp3kpCSV5FPDq5K8paqes5ZtAwBYqqp60lq3ARgHTwcDdlhV9aUkd26tXTNVvluSz7fWDlqblgEALF1Vfb21tv9atwO44XM7GLAj+2GS2yT52lT5rYdhAADbhar63LxBSW65LdsCjJcQCNiRPSvJaVX15SQXDGX7JzkwyXFr1SgAgBlumeShSS6dKq8kZ2z75gBjJAQCdlittVOr6vZJ7pMf7xj6062169auZQAAm/h/SX6ytfbZ6QFVdfo2bw0wSvoEAgAAABgBTwcDAAAAGAEhEAAAAMAICIEAgO1SVZ1eVe5bBwBYJUIgAADWjLAPALYdIRAAAADACAiBAAAAAEZACAQAO6iqOqaq3llV51fVD6rqu1X1sar6jRnjvqWqWlUdNFX+uqH8tKnym1bVNVX1kYmym1XVH1bVB6tqY1VdXVUXVdXJVXXfOW1sw+0+t6qqV1fVhVV1XVUdMzHO46rqM8MyfLuq3lBVt5lTX1XVE6vqjGHeV1bVBVX1gap67BLW2VOHNv3mVPmThvIrqupGU8M+OcznxlPlj6mqj1TV5UPb/72q/nh6+mHcDcPrJlX1oqr6elVdVVXnVdWzq6oWa/tUfQdV1euH9Xl1VX1j+P2gGeMePyzb4VX1+GF5vldVG5Ywn9OHaXepqv9RVV8e2n1BVf11Ve02Z7ojqurUqrpkGP9LVfXCqrrZxDjrh9vADht+bxOv05ezPgCApdllrRsAAKzYK5J8PslHknwzyZ5JHp7kDVV1h9ba/5wY97Qkj0tyRJIvT5QfMbz/fFXt3lq7cvj9sPTzhMlw6E5J/mKY3z8muTTJ/kkemeRhVfVLrbVTZ7TzFkk+keR7Sd6V5IdJ/jNJqup3k/x9ksuSvH54f2iSM5JcPqOuv0jyx0m+muRtwzi3TnLvJI9O8tYZ00xaWJ4jkrxqonxhPdw4yX2TnD6072ZJ7pXkX1trP1gYuar+cmjHd5K8eVi2hyX5yyQPraqHtNaunpr3rkk+kOQ2Sd6f5Nokv5zkhUl2T/L8Rdq+MO97J/mXJDdNcnKSc5LcMclvJDmqqh7UWvv0jEl/P8mDk7wvyYeS3GzGOPO8OckvDO3+bvp+9kdJ9knypKn2PTV93/x+krcn+XaSw5M8O8kvVdX9WmuXpW/r5yc5Jslt8+PLv2EZbQMAlqha0w8fAOyIquqnW2tfmSrbLf2L+v2TrG+tXTiU3y7JV5K8o7X26KHsDkm+mOSf08OBB7XWThuGvTjJs5Lcv7X2r0PZzZLs2lr7ztQ81yX5VJLLW2t3mhq2cKLxhiRPbq1dOzFsfZIvpQco92ytbRjKd0oPD341SVprNTHNxUl+kOT2rbUrpua113Tb5qy3r6WHPbdsw4lQVX0jyRfSw4q/XAjQquqoJO9J8tzW2guGsvumh1QXJLlPa+1bQ/kuSd6d5BFJ/qS19pcT89yQHnS8P8mvLQRKVbXPsA6SZO/W2jWLtL0yEfq01t40MeyxSU5Kcm6Sg1trPxzKj0/yvCRXJDm0tXb2Yutoos7T0wPBs5I8uLV2yVB+kyT/luSAJPtOrIPbDstz1bBuvjhR18uT/FaSV7XWjp2ex+R2BgC2DreDAcAOajoAGsquTvKy9Kt4jpgoPz/96ooHTNx6tDD8uUmumxx/+Pn76VfwLNRx+ayQpbW2Mck7ktyxqvaf0dSrk/zBZAA0+PX0q2P+z0IANNT3wyR/mH7F0CzXDO2dbseiAdDgg0n2TnLXJKmqg9OvJnpHetgxvR6SH78i6snD+58vhB/D/K9Nv9rmh0n++5x5/87kFUWttW8neW/6VTl3WELbfz49APr4ZAA01PXWJB8d6jl0xrQnLCcAmvLshQBomNf3k7wp/VzykInxfiPJbkleOhkADf4kyX8l+W+zbpkDALY+IRAA7KCqav+qellVfXHoy6YNV968cxhl36lJPph+y9jdh98fmOSbrbVPJPlMhsCjqvZOcpckH52+MqWq7ldVbxv6hLlqYp7PmDPPJNkwhB3T7jm8f3h6wBBaXTBjmjclWZ/knKr6q6o6crKfmSX64PC+EPA8cHg/bRh276q66cSw76Vf6TTd7g9mSmvtS0k2JjlgRrsub62dN6M9C8t58yW0fe68p8rvMWPYp2aULdWZM8pmtXtz6+bSJGen3/p2xy1oCwCwQkIgANgBDbd3nZXkaUm+leTVSf48vV+V1w2jTV9t8aP+cIZbrh4wUXZaknsNwcUDk1R+/OqXVNWvpPcH9IvpodFLk7xgmOdCkDPrCo9vzShLru+T5j/nDJ813e8Or+8leU767VXfqar3VtWBc+qZNtkv0ML7xiHAOS39KqrDqupWSe6c5CNTVzEttPubc+pfKN9jqvyyOeMv1L3zoi1f+byT+dthUUMfPtNmtXtL2gcAbGU6hgaAHdPvpV/V86TW2omTA6rq6CRPnDHNwtUZDxp+vkWuD0Q+mN7R8QNyfTgyfTXHC9Jv7TqktfaFqXm+MsNTnmaY1wHhQsfPt0zv4HrarTapqLXrkrwkyUuG/nQOTe/w+tFJ7lxVd26tXTVnfgt1fKOqzk1y/+G2pMPTb8lK+u1UV6evo58ayqbXw0K7b5Xez9K0W0+Nt5om5z3L5ua9LTqCnGzfrG26NdcNALAIVwIBwI5p4aqXd84YNjOMGfqvOSf9KU9HDsULIdDH0jvzPSL9SqCFW3em53nOjABop8zug2YxZ81r73Cl036bm7i19u3W2rtaa49JD2p+Ov02tqU4Lf3pWr+VflXKaUOdV6T3g7SwHhbGnbSwXg6f0e4Dk6xL8tU5V89sqbnzHjxgeD9rzvCtbXPrZo/0WxGvTO+Ee8F1w/ClXAkFAGwBIRAA7Jg2DO+HTxZW1UMzv1PipIclP5HkmUm+3Fq7IEmGzoo/nuQx6WHK6QtPl5qa50FVdZuJ+VWS45McvIJleFN6J8/PGJ4UtlDnTklelKnzlKq6UVXdb7qSqto1/aqmpD8BaykWru754+H9tKlhd0nyyCQXpz8Fa9Jrh/c/HfpPWmjHzkn+dmj3a5bYjuX6WPrTvw6tqkdNDhh+/4X0p3N9dCvNfzFvzPXbdPr2vBekX131xqmrtS4e3md1Kg4ArCK3gwHAjunlSZ6U5O1V9Y4k30gPLo5M8rYkj50z3WlJjkuyT5J3zRh2+MTP016c5P8mObuq3pn+Zf9+6QHQ+5L80nIWoLW2oaqek+Tvhjrfmn6b0EPTr875XJKfmZjkxkk+WlXnpfdJ9LX0ToYfnOROSU6evkppMz6U/hSvfZJ8sbX2jYlhp6UHW3snecfCY+Qn2n1GVf1Nkj9K8h/D+v9+kodl6FA7PcRada21VlVPTPLPSd5aVe9N8sX0J4L9cvrTt54wI8DbJoZt+qz0J9SdVVVvS3JR+tVe9x3a+uypyU5Lv53vXVV1SpIfJPlaa+0N26zhADASrgQCgB1Qa+1z6bf+nJHeUfNvpV9l8avpQc08p+f6R69P93UzfTXM9DxfmR48fTO9z6FfT39C1M9mhbcftdb+Psnjk3w1yTHpj1//j/RHoV86Nfr30wOE84bhzxym/W768j96GfO9JMlnh1+nl/WTw7xmDVuY/tlJjk7y5SRPSPI76edVf5rkwa21q5faluVqrX0yyb2TvDk9WPnD9PXxliT3Hoavmdbay9ODvE8k+bX0/qv2SQ/G7jv5qPnBq5P8VXqn0n+UfsXQU7ZZgwFgRGrqn1sAAAAA3AC5EggAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAI/D/ATpFB1e9L0jzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the dependency of awards won on promotion\n",
    "data=pd.crosstab(train['awards_won?'],train['is_promoted'])\n",
    "data.div(data.sum(1).astype('float'),axis=0).plot(kind='bar',stacked=True,figsize=(20,8),color=['cyan','pink'])\n",
    "plt.title('dependency of awards in determining promotion of employee',fontsize=20)\n",
    "plt.xlabel(\"awards won or not\",fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "4dc5099d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the dependency of age factor in promotion\n",
    "data=pd.crosstab(train['age'],train['is_promoted'])\n",
    "data.div(data.sum(1).astype('float'),axis=0).plot(kind='bar',stacked=True,figsize=(20,8),color=['cyan','pink'])\n",
    "plt.title('dependency of age factor in determining promotion of employee',fontsize=20)\n",
    "plt.xlabel(\"age factor\",fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "9a3fefe5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking which department got the greatest number of promotion\n",
    "data=pd.crosstab(train['department'],train['is_promoted'])\n",
    "data.div(data.sum(1).astype('float'),axis=0).plot(kind='bar',stacked=True,figsize=(20,8),color=['cyan','pink'])\n",
    "plt.title('department got maximun promotion',fontsize=20)\n",
    "plt.xlabel(\"department who promoted max\",fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "9826f01d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking dependency of gender over promotion\n",
    "data=pd.crosstab(train['gender'],train['is_promoted'])\n",
    "data.div(data.sum(1).astype('float'),axis=0).plot(kind='bar',stacked=True,figsize=(20,8),color=['cyan','pink'])\n",
    "plt.title('dependency of gender over promotion',fontsize=20)\n",
    "plt.xlabel(\"gender and promotion\",fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50167287",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}