EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sn\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('churn_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>user</th>\n",
       "      <th>churn</th>\n",
       "      <th>age</th>\n",
       "      <th>housing</th>\n",
       "      <th>credit_score</th>\n",
       "      <th>deposits</th>\n",
       "      <th>withdrawal</th>\n",
       "      <th>purchases_partners</th>\n",
       "      <th>purchases</th>\n",
       "      <th>cc_taken</th>\n",
       "      <th>...</th>\n",
       "      <th>waiting_4_loan</th>\n",
       "      <th>cancelled_loan</th>\n",
       "      <th>received_loan</th>\n",
       "      <th>rejected_loan</th>\n",
       "      <th>zodiac_sign</th>\n",
       "      <th>left_for_two_month_plus</th>\n",
       "      <th>left_for_one_month</th>\n",
       "      <th>rewards_earned</th>\n",
       "      <th>reward_rate</th>\n",
       "      <th>is_referred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>55409</td>\n",
       "      <td>0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>na</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Leo</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>23547</td>\n",
       "      <td>0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>R</td>\n",
       "      <td>486.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Leo</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>58313</td>\n",
       "      <td>0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>R</td>\n",
       "      <td>561.0</td>\n",
       "      <td>47</td>\n",
       "      <td>2</td>\n",
       "      <td>86</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Capricorn</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>2.17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>8095</td>\n",
       "      <td>0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>R</td>\n",
       "      <td>567.0</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Capricorn</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>61353</td>\n",
       "      <td>1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>na</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Aries</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    user  churn   age housing  credit_score  deposits  withdrawal  \\\n",
       "0  55409      0  37.0      na           NaN         0           0   \n",
       "1  23547      0  28.0       R         486.0         0           0   \n",
       "2  58313      0  35.0       R         561.0        47           2   \n",
       "3   8095      0  26.0       R         567.0        26           3   \n",
       "4  61353      1  27.0      na           NaN         0           0   \n",
       "\n",
       "   purchases_partners  purchases  cc_taken  ...  waiting_4_loan  \\\n",
       "0                   0          0         0  ...               0   \n",
       "1                   1          0         0  ...               0   \n",
       "2                  86         47         0  ...               0   \n",
       "3                  38         25         0  ...               0   \n",
       "4                   2          0         0  ...               0   \n",
       "\n",
       "   cancelled_loan  received_loan  rejected_loan  zodiac_sign  \\\n",
       "0               0              0              0          Leo   \n",
       "1               0              0              0          Leo   \n",
       "2               0              0              0    Capricorn   \n",
       "3               0              0              0    Capricorn   \n",
       "4               0              0              0        Aries   \n",
       "\n",
       "   left_for_two_month_plus  left_for_one_month  rewards_earned  reward_rate  \\\n",
       "0                        1                   0             NaN         0.00   \n",
       "1                        0                   0            44.0         1.47   \n",
       "2                        1                   0            65.0         2.17   \n",
       "3                        0                   0            33.0         1.10   \n",
       "4                        1                   0             1.0         0.03   \n",
       "\n",
       "   is_referred  \n",
       "0            0  \n",
       "1            1  \n",
       "2            0  \n",
       "3            1  \n",
       "4            0  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>user</th>\n",
       "      <th>churn</th>\n",
       "      <th>age</th>\n",
       "      <th>credit_score</th>\n",
       "      <th>deposits</th>\n",
       "      <th>withdrawal</th>\n",
       "      <th>purchases_partners</th>\n",
       "      <th>purchases</th>\n",
       "      <th>cc_taken</th>\n",
       "      <th>cc_recommended</th>\n",
       "      <th>...</th>\n",
       "      <th>registered_phones</th>\n",
       "      <th>waiting_4_loan</th>\n",
       "      <th>cancelled_loan</th>\n",
       "      <th>received_loan</th>\n",
       "      <th>rejected_loan</th>\n",
       "      <th>left_for_two_month_plus</th>\n",
       "      <th>left_for_one_month</th>\n",
       "      <th>rewards_earned</th>\n",
       "      <th>reward_rate</th>\n",
       "      <th>is_referred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>26996.000000</td>\n",
       "      <td>18969.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>23773.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>35422.702519</td>\n",
       "      <td>0.413852</td>\n",
       "      <td>32.219921</td>\n",
       "      <td>542.944225</td>\n",
       "      <td>3.341556</td>\n",
       "      <td>0.307000</td>\n",
       "      <td>28.062519</td>\n",
       "      <td>3.273481</td>\n",
       "      <td>0.073778</td>\n",
       "      <td>92.625778</td>\n",
       "      <td>...</td>\n",
       "      <td>0.420926</td>\n",
       "      <td>0.001296</td>\n",
       "      <td>0.018815</td>\n",
       "      <td>0.018185</td>\n",
       "      <td>0.004889</td>\n",
       "      <td>0.173444</td>\n",
       "      <td>0.018074</td>\n",
       "      <td>29.110125</td>\n",
       "      <td>0.907684</td>\n",
       "      <td>0.318037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>20321.006678</td>\n",
       "      <td>0.492532</td>\n",
       "      <td>9.964838</td>\n",
       "      <td>61.059315</td>\n",
       "      <td>9.131406</td>\n",
       "      <td>1.055416</td>\n",
       "      <td>42.219686</td>\n",
       "      <td>8.953077</td>\n",
       "      <td>0.437299</td>\n",
       "      <td>88.869343</td>\n",
       "      <td>...</td>\n",
       "      <td>0.912831</td>\n",
       "      <td>0.035981</td>\n",
       "      <td>0.135873</td>\n",
       "      <td>0.133623</td>\n",
       "      <td>0.069751</td>\n",
       "      <td>0.378638</td>\n",
       "      <td>0.133222</td>\n",
       "      <td>21.973478</td>\n",
       "      <td>0.752016</td>\n",
       "      <td>0.465723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>17810.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>507.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>35749.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>542.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.780000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>53244.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>578.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>164.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>1.530000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>69658.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>838.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>1067.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>522.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               user         churn           age  credit_score      deposits  \\\n",
       "count  27000.000000  27000.000000  26996.000000  18969.000000  27000.000000   \n",
       "mean   35422.702519      0.413852     32.219921    542.944225      3.341556   \n",
       "std    20321.006678      0.492532      9.964838     61.059315      9.131406   \n",
       "min        1.000000      0.000000     17.000000      2.000000      0.000000   \n",
       "25%    17810.500000      0.000000     25.000000    507.000000      0.000000   \n",
       "50%    35749.000000      0.000000     30.000000    542.000000      0.000000   \n",
       "75%    53244.250000      1.000000     37.000000    578.000000      1.000000   \n",
       "max    69658.000000      1.000000     91.000000    838.000000     65.000000   \n",
       "\n",
       "         withdrawal  purchases_partners     purchases      cc_taken  \\\n",
       "count  27000.000000        27000.000000  27000.000000  27000.000000   \n",
       "mean       0.307000           28.062519      3.273481      0.073778   \n",
       "std        1.055416           42.219686      8.953077      0.437299   \n",
       "min        0.000000            0.000000      0.000000      0.000000   \n",
       "25%        0.000000            0.000000      0.000000      0.000000   \n",
       "50%        0.000000            9.000000      0.000000      0.000000   \n",
       "75%        0.000000           43.000000      1.000000      0.000000   \n",
       "max       29.000000         1067.000000     63.000000     29.000000   \n",
       "\n",
       "       cc_recommended  ...  registered_phones  waiting_4_loan  cancelled_loan  \\\n",
       "count    27000.000000  ...       27000.000000    27000.000000    27000.000000   \n",
       "mean        92.625778  ...           0.420926        0.001296        0.018815   \n",
       "std         88.869343  ...           0.912831        0.035981        0.135873   \n",
       "min          0.000000  ...           0.000000        0.000000        0.000000   \n",
       "25%         10.000000  ...           0.000000        0.000000        0.000000   \n",
       "50%         65.000000  ...           0.000000        0.000000        0.000000   \n",
       "75%        164.000000  ...           0.000000        0.000000        0.000000   \n",
       "max        522.000000  ...           5.000000        1.000000        1.000000   \n",
       "\n",
       "       received_loan  rejected_loan  left_for_two_month_plus  \\\n",
       "count   27000.000000   27000.000000             27000.000000   \n",
       "mean        0.018185       0.004889                 0.173444   \n",
       "std         0.133623       0.069751                 0.378638   \n",
       "min         0.000000       0.000000                 0.000000   \n",
       "25%         0.000000       0.000000                 0.000000   \n",
       "50%         0.000000       0.000000                 0.000000   \n",
       "75%         0.000000       0.000000                 0.000000   \n",
       "max         1.000000       1.000000                 1.000000   \n",
       "\n",
       "       left_for_one_month  rewards_earned   reward_rate   is_referred  \n",
       "count        27000.000000    23773.000000  27000.000000  27000.000000  \n",
       "mean             0.018074       29.110125      0.907684      0.318037  \n",
       "std              0.133222       21.973478      0.752016      0.465723  \n",
       "min              0.000000        1.000000      0.000000      0.000000  \n",
       "25%              0.000000        9.000000      0.200000      0.000000  \n",
       "50%              0.000000       25.000000      0.780000      0.000000  \n",
       "75%              0.000000       48.000000      1.530000      1.000000  \n",
       "max              1.000000      114.000000      4.000000      1.000000  \n",
       "\n",
       "[8 rows x 28 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user                       False\n",
       "churn                      False\n",
       "age                         True\n",
       "housing                    False\n",
       "credit_score                True\n",
       "deposits                   False\n",
       "withdrawal                 False\n",
       "purchases_partners         False\n",
       "purchases                  False\n",
       "cc_taken                   False\n",
       "cc_recommended             False\n",
       "cc_disliked                False\n",
       "cc_liked                   False\n",
       "cc_application_begin       False\n",
       "app_downloaded             False\n",
       "web_user                   False\n",
       "app_web_user               False\n",
       "ios_user                   False\n",
       "android_user               False\n",
       "registered_phones          False\n",
       "payment_type               False\n",
       "waiting_4_loan             False\n",
       "cancelled_loan             False\n",
       "received_loan              False\n",
       "rejected_loan              False\n",
       "zodiac_sign                False\n",
       "left_for_two_month_plus    False\n",
       "left_for_one_month         False\n",
       "rewards_earned              True\n",
       "reward_rate                False\n",
       "is_referred                False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isna().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user                          0\n",
       "churn                         0\n",
       "age                           4\n",
       "housing                       0\n",
       "credit_score               8031\n",
       "deposits                      0\n",
       "withdrawal                    0\n",
       "purchases_partners            0\n",
       "purchases                     0\n",
       "cc_taken                      0\n",
       "cc_recommended                0\n",
       "cc_disliked                   0\n",
       "cc_liked                      0\n",
       "cc_application_begin          0\n",
       "app_downloaded                0\n",
       "web_user                      0\n",
       "app_web_user                  0\n",
       "ios_user                      0\n",
       "android_user                  0\n",
       "registered_phones             0\n",
       "payment_type                  0\n",
       "waiting_4_loan                0\n",
       "cancelled_loan                0\n",
       "received_loan                 0\n",
       "rejected_loan                 0\n",
       "zodiac_sign                   0\n",
       "left_for_two_month_plus       0\n",
       "left_for_one_month            0\n",
       "rewards_earned             3227\n",
       "reward_rate                   0\n",
       "is_referred                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "##REMOVAL OF NA####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dataset[pd.notnull(dataset['age'])]\n",
    "dataset = dataset.drop(columns = ['credit_score','rewards_earned'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user                       False\n",
       "churn                      False\n",
       "age                        False\n",
       "housing                    False\n",
       "deposits                   False\n",
       "withdrawal                 False\n",
       "purchases_partners         False\n",
       "purchases                  False\n",
       "cc_taken                   False\n",
       "cc_recommended             False\n",
       "cc_disliked                False\n",
       "cc_liked                   False\n",
       "cc_application_begin       False\n",
       "app_downloaded             False\n",
       "web_user                   False\n",
       "app_web_user               False\n",
       "ios_user                   False\n",
       "android_user               False\n",
       "registered_phones          False\n",
       "payment_type               False\n",
       "waiting_4_loan             False\n",
       "cancelled_loan             False\n",
       "received_loan              False\n",
       "rejected_loan              False\n",
       "zodiac_sign                False\n",
       "left_for_two_month_plus    False\n",
       "left_for_one_month         False\n",
       "reward_rate                False\n",
       "is_referred                False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isna().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MO1LfyPJFajnrkwcBb27749fAudSWS4+mHiuLWo4kSeNj8EKSdAz11/X7Uftm2JLaweWx1FeH/t+M6Z9M/fV3L+pjBaG+/WLQ78De1B7+n07tNwPgROBg4NCZKy+lvD7JGcC/Um+KLqPe/L6U+kz/pTPnmUsp5YrWAekbqL+A34caRHg18GbgifNZ3gK8kxqkuDv1l+j1qNvnncDB7S0qq1VKeVmSn1FvQJ9CDSSdCryyLecGnaIugpdQOzicrQXMo6k3f4+m9ulxMtfvt79b7MSVUr6R5A7UFgYPpe7rP1ODBN9k+KNDC1nP75LcmZq3x1D3yVXUgMXB1BviQee3fwu8hhr0eQG1o8/3tWG/usHCF5aePyS5L/A4anm7BzVocC3we+ATwAdKKT/ozHNhkj2A/YHHUsvbldSWFP9VShmp/4xSyq+SPIgacHwUteXUd6nBosfSv+DFkdRXJN+XepxuRu2g9GvAm7vbSJLUb+m86luSpN5Ishn1bSPHlVL2WN30kiRJml72eSFJmqgk28zs/K/1oXAwtcn/ZyaSMEmSJPWGLS8kSROV5NnUTgS/Tn1+fitqE+9bA8cB9yylXDn7EiRJkjTt7PNCkjRpP6Z2bHhfageLAL8DXgu80cCFJEmSbHkhSZIkSZJ6zT4vJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkiRJktRrBi8kSZIkSVKvGbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJDUe0lWJnnQEq7v8iQ7L9X6pD5JcliS10xo3e9K8u+TWLe0WFZXp8y3jktSkuwyntQtTJKjkvzjJNOg6ZZkRTvW15t0WtQfBi8kaYZSyiallN9OOh3S2qaU8uxSyqsBkuyZ5IxJp0laU906ZZLBQUn9Z2BwbgYvJEmSpCmQZN1Jp0Ealcfr9VIt6r35NLRiMXgxQUlenuTUJJcl+VWS/9eGr5vk4CTnJ/ldkud3m00l2TzJ+5OcneTMJK+x8GstsHuSXyS5JMkRSTYASPLMJKckuTDJ55Ns14bfoLlhN5qdZJck327LOz/JEZ3prmuS234le0eSL7Wy+uMkt+xM+5AkJ7XlvLMt04i5lo0kd0ry03Z8HwFs0Bn3yCTHJbk4yQ+S3KEzbmWS/Vv9dVGSDw7KZRs/W9lMkkOSnNvKzS+S3L6NO6zVaRsD/wds15rcX55kuyR3S3JMkkuTnJPkzUu2oaQZkjwtyRc6309J8vHO99OT7D6oU5I8C9gHeGk7pr/QWdzQOq4t5yXtmu+sJE+fkYbDkhya5MtJrgDun+QRSX7WysnpSQ7sTP8/SfZr/2/f0vbc9n2XVl6TZMskX0xyXivfX0yyw5g3oZap2c7/SfZN8r0Z0868ppp5vG6Yet9zWjv+v5dkw84i9kny+3at9m+d5d4tyQ9b/XR2krcnuXEbN1c9s36SN7VlnpP6uOKGbdzW7Vi/uJWF72Y1AYXZtkUbN2c5Sr0ufW2S7wN/BD4E3Ad4eztHvL2zDZ+d5OS2nHckSWc5T09yYht3ZJKdZmz/5yU5GTh5rm2zHBi8mKxTqQfo5sBBwIeTbAs8E3gYsDtwZ+AxM+b7H+BqYBfgTsBDAG+WNO3+DtgLuAVwB2DfJA8AXt/GbQucBnxsxOW9GvgqsCWwA/Dfc0y7N7WMbgmcArwWaiUHfBLYH7gJcBJwz/lkSpqkdqH3WeoF01bAJ4DHtXF3Bj4A/BP1+H438Pkk63cWsQ/wUOCWwK2BV7Z55yqbDwHu26bfAngicEE3XaWUK6j14Fmtyf0mpZSzgLcCby2lbNbW+XGkyfk2cJ8k67TrtxsB9wJI7eNiE+AXg4lLKe8BPgL8ZzumH9VZ1g3quLacvYAXAw8GbgUM6xvjSdR6aVPge8AVwFOo5esRwHOSDK4lvw3s2f6/H/Db9hdqufxuKaVQ7xE+COwE3By4Enj7fDaOpt7Q8/8IZh6vbwLuQr1+2gp4KXBtZ/p7A7cBHgi8Ksnt2vBrgBcBWwN7tPHPbePmqmfe2IbvTr2X2h54VRu3H3AGsA1wM+AVQBkhT7Nti1HK0ZOBZ7XtsS/wXeD57Rzx/M50jwTuCtyRer54KEAr268AHtvS/V3gozPW8Rjg7sCuq9k2vWfwYoJKKZ8opZxVSrm2lHIEcDJwN+oB+dZSyhmllIuANwzmSXIz6gXdv5RSriilnAscAvz9BLIgLaW3tfJyIfAFaqWzD/CBUspPSyl/ogYR9kiyYoTl/YVamWxXSrmqlPK9Oab9dCnl6FLK1dQLz93b8IcDJ5RSPt3GvQ34w0IyJ03IPag3XG8ppfyllPJJ4Cdt3DOBd5dSflxKuaaU8j/An9o8A28vpZzeyuVrqYE+mLts/oV6kXZbIKWUE0spZ4+Y3r8AuyTZupRyeSnlRwvNuLSmWj8Wl1HrhPsBRwJnJrlt+/7dUsq1cyyia1gdB/Wa8IOllONbUO/AIfN+rpTy/XY9eVUp5ahSyi/b919Qb2QGAYrrAi7UG5j/pAVc2jTfbnm7oJTyqVLKH0spl1HL9/2Qrjfb+X91rjtegT8DTwdeWEo5s9U1P2j1xsBBpZQrSyk/B35OvXmnlHJsKeVHpZSrSykrqQH2wTE6tJ5prRWeCbyolHJhO7Zfx/X3UX+hBtx3anXiIJi3oG0xYjk6rJRyQsvHX+ZYxxtKKReXUn4PfIvrzxH/BLy+5fHqlp/du60v2vgLSylXzrZtRshjLxi8mKAkT8n1zXEvBm5PjR5uB5zembT7/07UC82zO/O9G7jpUqVbmpBuUOCP1F+0tqP+ogtAKeVyavR4+xGW91IgwNFJTsiMprgjrBtmlNVWwdnBoJaT7YAzZ1ycDcrUTsB+g7qm1Tc7tnkGTp8x32DcrGWzlPJN6i9P7wDOSfKeJJuNmN5nUH8t+nWSnyR55IjzSYtl0JLhvu3/o6g3J9cFAkY0Uj1Dp1x1dMeT5O5JvtWaql8CPJt6fUkp5VTgcuqNz32ALwJnJblNN81JNkry7taU/1LgO8AW8TFlXW+28/985tua+qjiqXNMP7RsJLl1ewzjD+0YfR3XH+ez1TPbABsBx3bqta+04QD/RW1h+9Ukv03y8gXk6bptMWI5WqX8znc7UOvqt3bycyH1+rZ7Ldy9Vl2TOnjiDF5MSIuGvRd4PnCTUsoWwPHUg+1sajP2gR07/59O/eVr61LKFu2zWSlltyVKutQnZ1FP2gCkPid/E+BMarNZqJXUwF8N/iml/KGU8sxSynbUqPU7M/9Xz61SVltE32eCtZycDWzffXaW2rQVan3z2k5ds0UpZaNSSrc56o4z5jur/T9X2aSU8rZSyl2A3ajBiJcMSdsNfu0qpZxcStmbGrB/I/DJtmxpUgbBi/u0/7/N3MGLUX7F7TqbG5az1S3zcODzwI6llM2Bd1GvL7tpfjxw41LKme37U6iPRh7XptmP2lT/7u0xrfu24d3laO027Px/BZ3rriR/NXMmVj1ezweuoj5uMV+HAr8GbtWO0VfQOT5nqWfOpz66sVunXtu8lLJJm+eyUsp+pZSdgUcB/5rkgSOkZba6cJRyNLP8zvcccTrwTzPq6g1LKT+YbZkj1sG9ZPBicjamHkjnQe30idryAuozvC9M7UhpC+Blg5las56vAgcn2aw9Z3nLJDbl09rocOBpqR2irU+Nuv+4lLKylHIe9UbpH1I7wX06ncoxyRM6nSZdRC2P18xz/V8C/jrJY1I7Bn0enQCJtAz8kNqH0guSrJfksdTHF6EG2J/dfsVNko1TOwLctDP/85LskGQr6oXjoOPbWctmkru2Zd6IeqF7FcPL3jnATZJsPhiQ5B+SbNOaG1/cBs+33Erj9G3g/sCGpZQzqM+b70UN1v1syPTnADvPY/kfp/bxtGuSjYADRphnU+DCUspVSe5G7WNgZpqfT/0VGGprkX8GvldKuaazjCuBi1v5HmW9WrsMO///HNitnfs3YPhjTtdp5/IPAG9O7ZR53SR7zOhbaTabApcCl7dHtZ4zGDFbPdPW917gkCQ3bdNun2TQf8QjUzuuTVv2NYxWx8xWFy6kHM33HPEuYP8ku7U8bJ7kCbNNPI86uJcMXkxIKeVXwMHUC8dzgL8Gvt9Gv5caoPgFteL7MvXicnBgPQW4MfAr6k3XJ6nPZ0lrlVLKN4B/Bz5F/XXqlqza/8szqdHkC6jR5W4U+q7Aj5NcTv2F6oWllN/Nc/3nA0+gPjN8AbUjpGOoraOk3iul/Jnayde+1PrkicCn27hjqGXo7W3cKW26rsOp9dVv2+c1bd65yuZm1HruImrz2guoHbbNTNuvqc/q/7Y1h92OelN4Qiu3bwX+vpRy1ZptBWnhSim/oT6G8d32/VJqWfh+JxDQ9X5g13ZMf3aE5f8f8Bbgm9Qy+M0RkvVc4D+SXEbtiHBmx7bfpt5UDYIX36P+Wv6dzjRvATak/lL9I2rTeqnrBuf/Vh7+A/g6tS+/ufoTG3gx8Etqf0sXUlvVjXKP+mJqYO4yap1yRGfcXPXMy6hl6UftUY6vU1tHQO0U9+vUMv1D4J2llKNGSMvQupCFlaO3Ao9PfXPI21Y3cSnlM9Rt9rGWn+Op/SPOZqQ6uK8yWh8kmqQkDwPeVUrZabUTS5qY1A7QzgD2KaV8a9LpkRZTkpXAP5ZSvj7ptEiSlo7n/+u5LZaWLS96KPV9xw9vTXi3pzYx+syk0yXphpI8NMkWrYnj4HlL34AgSZIkjZHBi34KcBC1Oc/PgBO5/v3DkvplD2ov2edTO3d6THsVlSRJkpaxJDdPcvksn2Ed6GoR+diIJEmSJEnqNVteSJIkSZKkXjN4IUmSJEmSem29+Uy89dZblxUrVixSUqT+OPbYY88vpWyzlOu0fGltYhmTFo/lS1pcljFp8cxVvuYVvFixYgXHHHPMeFIl9ViS05Z6nZYvrU0sY9LisXxJi8syJi2eucqXj41IkiRJkqReM3ghSZIkSZJ6bV6PjSylHBQAygG+ylUaGJSLaWaZ16R0y5fHoTR+c9VhljlpzeSgWI409Wx5IUmSJEmSeq13LS/Whl+WJUmSJEnS6Gx5IUmSJEmSeq0XLS/mam3hM8iSJEmSJK3dbHkhSZIkSZJ6bVkFL3JQ7BNDkiRJkqS1zLIKXkiSJEmSpLWPwQtJkiRJktRrE+2w00dAJEmSJEnS6izLlhf2fSFJkiRJ0tpjWQYvJEmSJEnS2sPghSRJkiRJ6jWDF5IkSZIkqdcMXkiSJEmSpF4zeCFJkiRJknptoq9KXVPdN46UA8oEUyJJkiRJkhbLsg5eSJo+0/4aZAOtkiRJ0vxNJHgx7TcnkiRJkiRpfOzzQpIkSZIk9ZrBC0mSJEmS1GtTE7zIQfFxFEmSJEmSptDUBC8GDGJIkiRJkjRdpi54IUmSJEmSpovBC0mSJEmS1GsGLyRJkiRJUq+tt1Qrsh8KSZIkSZK0ELa8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb22ZG8bWWrdt5uUA8oEUyJJkiRJktbEWtHyIgfFV7VKkiRJkrRMrRXBC0mSJEmStHwZvJAkSZIkSb1m8EKSJEmSJPXaWhW8sO8LSZIkSZKWn0V/24jBAkmSJEmStCam9lWpc/E1qpIkSZIkLR9r1WMjw/goiSRJkiRJ/bbWBy8kSZIkSVK/GbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvGjvulCRJkiSpnwxeSJIkSZKkXjN4IUmSJEmSes3ghSRJkiRJ6jWDF5IkSZIkqdcMXkiSJEmSpF5bb9IJ6JvuG0fKAWWCKZEkSZIkSWDLizn5+lRJkiRJkibP4IUkSZIkSeo1gxeSJEmSJKnXDF5IkiRJkqReM3ghSZIkSZJ6bdHeNjJNHV0Oy4tvIpEkSZIkaWnY8kKSJEmSJPWawQtJkiRJktRrBi8WKAdlqh6NkSRJkiSprxatz4u1TTeQYX8YkiRJklQkx7YAACAASURBVCSNj8GLNWTrC0mSJEmSFpePjUiSJEmSpF4zeCFJkiRJknrN4IUkSZIkSeq1sfZ5Yf8P1cztYAeekiRJkiQtnC0vJEmSJElSrxm8kCRJkiRJvearUpfAXI/T+EiJtHZZGx6v87wmSdLSy0GxDtZUs+WFJEmSJEnqNVteTFj3V1gjpZLUD4Nzs+dlSZKkfrDlRY/koKwVTcolSZIkSZoPgxc9ZBBDkiRJkqTrGbyQJEmSJEm9Zp8XPTas9YXPX0uSJEkaxjeOaJrZ8mKZ8ZESSZIkSdLaxpYXy9RcbynxDSaSNB6eTyVJy5EtMDSNDF5MAVtiSJIkSYIb3hsYyNC0MHgx5WaevDxxSdLC2ApDkrScDAtigHWYli+DF2uZuVppeCKTpNF4ASiN1+pakVrWpDXTLWMG47VcGbzQdUZ9/MSTnCRV83lsz3OntHALfUTWcifNbWYgw0dM1GcpZfSDM8l5wGkLXNfWwPkLnHeSTPfS6ku6dyqlbLOUKxyxfPVl+0wTt+n4jbJN+1jGpvFYmLY8TVt+YHHy1MfyBdO5/2aztuR1bcknrJrXPpaxSe8L1+/6x7X+WcvXvIIXayLJMaWUv1mSlY2R6V5ayzXdS8XtM35u0/Fbrtt0uaZ7LtOWp2nLD0xnnmZjXqfP2pJP6H9eJ50+1+/6l2L96yz2CiRJkiRJktaEwQtJkiRJktRrSxm8eM8SrmucTPfSWq7pXipun/Fzm47fct2myzXdc5m2PE1bfmA68zQb8zp91pZ8Qv/zOun0uX7Xv+iWrM8LSZIkSZKkhfCxEUmSJEmS1GsGLyRJkiRJUq8tSvAiyY5JvpXkxCQnJHlhG75Vkq8lObn93XIx1r8mkqyb5GdJvti+3yLJj1uaj0hy40mncZgkWyT5ZJJft+2+xzLZ3i9qx8jxST6aZIPlss21fCW5Jslx7bj7QpItJp2maZBkhySfa2X31CRvXS7lN8leSU5KckqSl086PfO1nOvduSzXOnk2y7WuXlPLvXzNJckHkpyb5PjOsKncp9N6nhmmXY8eneTnLa8HteG9PActRRmb7/5P9baWpl8kufMY0jBSnZBk/fb9lDZ+xRjWPfL5e5HyPvI907jyP5/z21x5TvLUNv3JSZ66JtthsVpeXA3sV0q5HXAP4HlJdgVeDnyjlHIr4Bvte9+8EDix8/2NwCEtzRcBz5hIqlbvrcBXSim3Be5IzUOvt3eS7YEXAH9TSrk9sC7w9yyfba7l68pSyu7tuLsQeN6kE7TcJQnwaeCzrezeGtgEeO1EEzaCJOsC7wAeBuwK7N3qrOVkOde7c1mudfJsll1dvaampHzN5TBgrxnDpnWfTut5Zpg/AQ8opdwR2B3YK8k96OE5aAnL2Hz3/8OAW7XPs4BDx5CGUeuEZwAXlVJ2AQ5p062p+Zy/x5r3BdwzjSv/hzH6+W1onpNsBRwA3B24G3DAGgU4SymL/gE+BzwYOAnYtg3bFjhpKdY/j3Tu0HbCA4AvAgHOB9Zr4/cAjpx0OoekezPgd7QOWDvD+769twdOB7YC1mvb/KHLYZsvwbZZQT0pvhc4AfgqsCHwTOAnwM+BTwEbTTqty/EDXN75/9nAOyedpuX+AR4IfGfGsM2AC/p+nM48zwD7A/tPOl1rmKdlUe+uJg/Lsk6eIz/Lsq4eQ76nrnwNyeMK4Pi1ZZ928rnszzMj5nMj4KfUm6/enYMmVcZWt/+BdwN7d6a/broFrm/kOgE4Etij/b9emy5rsO55nb8XIe/zumcaZ/5HPb/Nlmdgb+DdneGrTDffz6L3edGaqdwJ+DFws1LK2QDt700Xe/3z9BbgpcC17ftNgItLKVe372dQD56+2Rk4D/hga0r1viQb0/PtXUo5E3gT8HvgbOAS4FiWxzZfCrcC3lFK2Q24GHgc8OlSyl1L/SXgRHoQ8V/O2q8VDwQ+P+m0TIHdqOX3OqWUS6nle5eJpGh0g4uCgWV93llm9e5clmudPJtlWVePwVSVrxFN+z6dpvPMrNojCscB5wJfA06ln+egJS9jI+7/cadrPnXCdetu4y9p0y/UfM/fY837Au6Zxp3/rvnmeazbYlGDF0k2of46/C/tIra3kjwSOLeU0r34zpBJ+/hu2fWAOwOHllLuBFzBMmiy15oMPRq4BbAdsDG1ydFMfdzmS+F3pZTj2v/HUiOft0/y3SS/BPah3jBq/jZsFyQXUKPYX5tweqZBGF5WZxveJ8vlXL9ay6nencsyr5Nnsyzr6jFY7vtNM0zLeWZ1SinXlFJ2p/7ifzfgdsMmW9pUDbWkZWwe+39s6VpAnTDubTLf8/dY17+Ae6ZJnHdnW+dY07JowYskN6Ie2B8ppXy6DT4nybZt/LbUSGZf3Av42yQrgY9RmyS9BdgiyXptmh2AsyaTvDmdAZxRSvlx+/5JagHr8/YGeBD1Bv28UspfqM/L35Plsc2Xwp86/19DPXEeBjy/lPLXwEHABhNI1zS4sl2Q7ATcGPu8GIcTgL/pDkiyGbAj9deqPjuDms6BZXneWYb17lyWc508m+VaV6+pqShf8zS1+3TKzjMjKaVcDBxF7eehj+egJStj89z/40zXfOuE69bdxm9O7eNsoeZ7/h73PpnvPdO489813zyPdVss1ttGArwfOLGU8ubOqM8Dgx5Gn0p9VqoXSin7l1J2KKWsoHaA8s1Syj7At4DHt8l6leaBUsofgNOT3KYNeiDwK3q8vZvfA/dIslE7Zgbp7v02n6BNgbNb5bHPpBOz3JVSLqF2gPTitk21cN8ANkryFLjukZyDgcNKKX+caMpW7yfArVqv3Tem1gHL6lGi5VjvzmU518mzWcZ19Zpa9uVrAaZyn07beWYuSbZJexNZkg2pN48n0s9z0JKUsQXs/88DT2lvobgHcMngcYP5WkCd0E3T49v0C/61fwHn77HlvZnvPdNY8z/DfPN8JPCQJFu2FiQPacMWZqGdZcz1Ae5NbQ7yC+C49nk49VmbbwAnt79bLcb6x5D+PYEvtv93Bo4GTgE+Aaw/6fTNkubdgWPaNv8ssOVy2N7U1gO/Bo4HPgSsv1y2+SJvlxWs2jnOi4EDgedQOww6Cvhv6o3hxNO73D50Ouxs378APHnS6VruH2pk/QvtnHNqO0aXRfltddRvWrr/bdLpWUD6l3W9u5q8Lbs6eY68LMu6egz5XtblazV5+yj1GfS/UH9hfMa07tNpPs8MyesdgJ+1vB4PvKoN7+U5aCnK2Hz3P/VxgXe0NP2S+qaMcaRjtXUCtWXyJ9rwo4Gdx7Dekc/fi5F35nHPNK78z+f8Nleegae3tJwCPG1NtkPaAiVJkiRJknpp0d82IkmSJEmStCYMXkiSJEmSpF4zeCFJkiRJknrN4IUkSZIkSeo1gxeSJEmSJKnXDF5IkiRJkqReM3ghSZIkSZJ6zeCFJEmSJEnqNYMXkiRJkiSp1wxeSJIkSZKkXjN4IUmSJEmSes3ghSRJkiRJ6jWDFz2SZEWSkmS9SadFkiRJkqS+MHghSTMkOSzJayadDknj1X4g2GWp55UWolsXJblPkpNGmOfAJB9u/988yeVJ1m3fj0ryj2NIlz+2aSolWZnkQe3/VyR5X/t/bMd8t4xq/jzpLLEk65ZSrpl0OqS1SZKVwD+WUr4+6bRIkjRfpZTvAreZ5zy/BzZZnBRJ062U8rpJp0E3ZMuLEbVI3P5JfpXkoiQfTLJBkn2TfG/GtNf9OtOi5ocm+XKSK4D7J9kwycFJTktySZLvJdmws4h9kvw+yflJ/q2z3Lsl+WGSi5OcneTtSW7cxiXJIUnObcv8RZLbt3HrJ3lTW+Y5Sd41WF+SrZN8sS3zwiTfTeJxIUlTxF9IJUnScudN6vzsAzwUuCVwa+CVI873JOC1wKbA94A3AXcB7glsBbwUuLYz/b2p0fUHAq9Kcrs2/BrgRcDWwB5t/HPbuIcA923p2gJ4InBBG/fGNnx3YBdge+BVbdx+wBnANsDNgFcAZcR8SYsqyY5JPp3kvCQXJHl7G/7MJCcmuawFFO88xzI+BNwc+EJrPvvSNvwTSf7Qgn3fSbLbLPNvmuRbSd7WgoRzBQP3THJGkv1aIPHsJE8b/5bRNBvHcd+mX5nkZUl+AVyRZL0k2yX5VFv275K8oDP9uq2Z7KltHccm2bGNu2eSn7Ty8pMk9+zMd1SS1yT5QStjX0hykyQfSXJpm35FZ/qS5LlJTm7reXWSW7bg/KVJPj4IzLfpH5nkuBZk/0GSO8zI44tbwP6SJEck2aAz/iWtHJ6V5Okzts+sZXl180pdYyyzd0ry0zb9EUD3WN4zyRmd7y9Lcmab9qQkDxyyvFmbuifZtpWbF7fvmyd5fzvmz2xlevC4ybqtrJyf5LfAIxa6raTFMK4yOGOZsz7ekeRxrf4Z/FB8j1Y/XZzk50n27Ex7iyTfbmn4GvU+TgtVSvEzwgdYCTy78/3hwKnAvsD3ZkxbgF3a/4cB/9sZtw5wJXDHIetY0ebdoTPsaODvZ0nTvwCfaf8/APgNcA9gnc40Aa4AbtkZtgfwu/b/fwCfG6TXj5++fIB1gZ8DhwAbUy/i7g08ATgTuGs7vncBdlrNslYCD5ox7OnUgOL6wFuA4zrjDgNeA9yklcHXdMa9Bfg8NfC4KfAF4PVt3J7A1a1c3aidJ/4IbDnp7elneXwW4bg/DtgR2LDVP8dSg9c3BnYGfgs8tE3/EuCX1OB5gDu2MrAVcBHwZOrjpnu37zdp8x0FnEIN7G8O/KrVRw9q0/8v8MFOukorQ5sBuwF/Ar7R0jOY/6lt2jsD5wJ3b9vmqS1f63fyeDSwXUvnibS6GtgLOAe4fduWh7Nq/TxXWZ5zXj9+Bp9xldlWJk+j/kh1I+DxwF9o9Q+1fjmj/X8b4HRgu/Z9Be06DzgQ+HBneAHWa9+PAv6xDf8N8KzO+j8LvLvl4aatXP1TG/ds4NfUc8lWwLe6y/XjZ5KfcZXBtqyVtOvF2coS8DRqnTeoS7an/mD8cGo9++D2fZs2/ofAm6nXm/cFLhss188C9vekE7BcPu1gfkTn+27UIMS+rD548drOuJu28ZsMWccqlUwbdhT1WX2orSe+CPwBuJR6U/TdzrQvoF6Ynge8h3phOFjfxZ3PJcDlbZ5NgYOpF7C/BV4+6W3tx08p1wXZzpt5cQQcCbxwnsu6rjKaZfwWrZxs3r4fBnwAOB54SWe61QUD92znhW4ZPhe4x6S3p5/l8VmE4/7pne93B34/Y5r9aYEF4CTg0UOW82Tg6BnDfgjs2/4/Cvi3zriDgf/rfH8UqwYHC3CvzvdjgZfNmP8t7f9DgVfPWPdJwP06efyHzrj/BN7V/v8A8IbOuFu3de8yQlmedd5JHyN++vUZV5ml3tScBaQz7AcMD17s0uqWBwE3mrGcA5k7ePHmVm727sxzM2oQccPOsL2Bb7X/v8mqP+A9BIMXfnryGVcZbPOsZO7gxYupAfbuD80vAz40ZN1Ppbb8vRrYuDPucAxeLPjjYyPzs2Pn/5tTK5krgI0GA5P81ZD5Suf/84GrqL9Qzdeh1Mj3rUopm1Ef8ch1KynlbaWUu1ADK7em/op2PvVmardSyhbts3kpZZM2z2WllP1KKTtTLzD/dVjTQ2kCdgROK6VcPWT4qWuy4NYE9g2tefyl1MoKVm3K9wjqr9Xv6gzbhlrej21NAy8GvtKGD1wwI81/xA7TNLpxH/end/7fCdhucOy24/cV1BuXudaxHfUX4a7TqL82DZzT+f/KId9nloFRp98J2G9GmndsaRr4Q+f/bnnbjlXz383D6sryXPNKXeMqs9sBZ5Z2d9MMPe5KKadQW98eCJyb5GNJths27RD7UH+N/mRn2E7U1h5nd8rDu6k/gA3SZnlQXy3a9eIQLwHeUUo5ozNsJ+AJM+qpewPbUsvORaWUKzrTW37WgMGL+Xlekh2SbEW94DuC2kxptyS7t+dsD5xrAaWUa6m/6Lw59dnjdZPskWT9Eda/KbXFxeVJbgs8ZzAiyV2T3D3JjagBlauAa9r63gsckuSmbdrtkzy0/f/IJLskSVv2Ne0jTdrpwM2HPKt7OvMP/pUZ358EPJr6q9Xm1Ig6dIKB1HLzFeDLSTZuw+YMBkpjMM7jHlY99k+ntizYovPZtJTy8NWs4yzqxVnXzak3QIvtdGrrxW6aNyqlfHSEec/mhj86DKyuLM81r9Q1rjJ7NrB9ux4bmPW4K6UcXkq5N7VsFmr/ZqM4kHr8Hz7o06Kl9U/A1p3ysFkpZdAXlOVBfTbuenMuDwFemeRxM9bzoRn11MallDdQy86WnetIsPysEYMX83M48FWuf8TiNaWU31Cfb/86cDK1Q87VeTH1ueKfABdSK5xR9sWLqTddl1FvrI7ojNusDbuIGtG7gNoxKNTmTKcAP2q/Mn+d61+3dav2/XJqM+B3llKOGiEt0mI7mnrSf0OSjVPf7nMv4H3Ai5PcJdUuSWbeWM10DvV5+oFNqRdqF1B/fZ3tdVjPpzZR/2KSDVcXDJTGYJzH/bBlX9o6+tuwBc9vn+Subfz7gFcnuVVbxx2S3AT4MnDrJE9K7fTzicCu1McYF9t7gWe34HzaNnlEkk1HmPfjwL5Jdk2yEXDAYMQIZXnWeaUZxlVmf0htXv6CVs4eC9xt2IRJbpPkAe2Hr6uogbhRf3j6C7UvgI2BDyVZp5RyNvX69uAkmyVZJ7UT3fu1eT7e0rVDki2Bl4+4LmkpLGa9OdMJ1D6R3pHkb9uwDwOPSvLQVq9ukNrB7g6llNOAY4CDktw4yb2pLd21QAYv5ucnpZRdW0TtqaWUPwKUUl5bStm6lLJjKeXDpZS0Jn2UUvYtpazyVpJSypWllH8ppWzffum5bxu2ss17dWfaPUsp72v/f6eUcttSyiallPuUUl7Vou6UUr5RSrlDG7d1KWWfUsrlbdxVpZRXlFJ2bpH025VS3tbGHVJKWdEihDuUUl69NJtSmlsp5RrqCX4X4PfUt+I8sZTyCerbew6nBvI+S+1AbC6vp0bKL07tWf1/qUG+M6nPLv5oljQU4FnUqPrnWuuquYKB0hoZ83E/27J3B35H/fX1fdTWR1Cfhf849SbmUuD91GfgLwAeSX071QXUN2Q9spRy/oIzOnqajwGeCbydGpw/hdrX1Cjz/h+1U85vtvm+OWOSWcvyCPNKwPjKbCnlz8Bjqcf3RdS3xn16lsnXB95ALcN/oD7e8Yp5pHmwrpsCH0iyDvAUaqehv2rr/yS12TvUQN+R1NbGP50jXdKSW8x6c5b1/ZxaJ743ycNKKadTW/O+gtr3xunUx0sG99lPovY5dSE1EP6/a5qGtVlWfbROs0myktpx5tcnnRZJkiRJktYmtryQJEmSJEm9ZssLSctekptTm7oOs2sp5fdLmR5pKXjcS8uLZVaaLMvg8mfwQpIkSZIk9drMV8rMaeutty4rVqxYpKRI/XHssceeX0rZZinXafnS2sQyJi0ey5e0uCxj0uKZq3zNK3ixYsUKjjnmmPGkSuqxJKct9TotX1qbWMakxWP5khaXZUxaPHOVLzvslCRJkiRJvWbwQpIkSZIk9dq8HhtZnRyU6/4vB9gRqDRu3TI2H5ZHafVyUCwr0iJaXR1m+ZMWbqHXiMNYFtVXtryQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkiRJktRrBi8kSZIkSVKvGbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkiRJktRrBi8kSZIkSVKvGbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkiRJktRrBi8kSZIkSVKvGbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkiRJktRrBi8kSZIkSVKvGbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkiRJktRrBi8kSZIkSVKvGbyQJEmSJEm9ZvBCkiRJkiT1msELSZIkSZLUawYvJEmSJElSrxm8kCRJkiRJvWbwQpIkSZIk9ZrBC0mSJEmS1GsGLyRJkiRJUq8ZvJAkSZIkSb1m8EKSJEmSJPWawQtJkmbIQZl0EiRJktSx3mItuHvhVw4oi7UaSZIkSZI05Wx5IUmSJEmSes3ghSRJs/DxEUmSpH4weCFJkiRJknrN4IUkSZIkSeo1gxeSJHWM8qiIj5NIkiQtrSUJXuSgeKEnSeq9YXXVKHVYd7z1nSRJ0vjZ8kKSpBEMghILDU6s6fySJElrsyUNXgx+vfLCTZLUd/NpbTFz2MyWGDOnnev7sLpy2P+rGz/q+tc0GCNJkrQUJtbyontxZkBDkrQczBUYmCuYMdeyVjf/fJe70LTMFnCZa9xsy15ImiVJkuay3qQT0LUYFzblgDL2ZUqStDqj3MCPctM/6vLmG0CYb/rGtf5yQFnlb9egzh6MlyRJGkgpo18cJDkPOG2OSbYGzl/TRPWQ+VpexpGvnUop24wjMaMaoXzB9O6zmdaWfMLam9c+lrE+7AvTMPn19yENa7r+PpYvmPx2Hbdpyw9MX54WKz99LGOT3neTXP/anPdJr38x1j1r+ZpX8GJ1khxTSvmbsS2wJ8zX8jKt+YLpzlvX2pJPMK990of0mYbJr78PaZj0+hfLtOVr2vID05enacvPXCad10muf23O+6TXv9Tr9m0jkiRJkiSp1wxeSJIkSZKkXht38OI9Y15eX5iv5WVa8wXTnbeutSWfYF77pA/pMw2TXz9MPg2TXv9imbZ8TVt+YPryNG35mcuk8zrJ9a/NeZ/0+pd03WPt80KSJEmSJGncfGxEkiRJkiT12tiCF0n2SnJSklOSvHxcy11qSXZM8q0kJyY5IckL2/Ctknwtycnt75aTTutCJFk3yc+SfLF9v0WSH7d8HZHkxpNO43wl2SLJJ5P8uu23PaZlfw1MS/kaJskHkpyb5PjOsKnafwPTfn4ZSLJBkqOT/Lzl86A2vLfnm6UqY/M53lO9raXpF0nuPIb1z+sYXKQ0zOv4SLJ++35KG79iTdPQljtSfbiI61+Z5JdJjktyTBu2ZPthKU1DHTat5+9Ry8FykLXgenA2ky5jw85ni7iuiV43zrL+A5Oc2fJ/XJKHL9K6J3YemmPdS5L3gbEEL5KsC7wDeBiwK7B3kl3HsewJuBrYr5RyO+AewPNaXl4OfKOUcivgG+37cvRC4MTO9zcCh7R8XQQ8YyKpWjNvBb5SSrktcEdq/qZlf01b+RrmMGCvGcOmZv/NMO3nl4E/AQ8opdwR2B3YK8k96On5ZonL2GGMfrw/DLhV+zwLOHQM65/vMbgYaZjv8fEM4KJSyi7AIW26cRi1Plys9QPcv5Sye+c1c0u5H5bEFNVh03r+nqbrwqm+HpxNj8rYzPPZYjmMyV43Dls/1HKze/t8eZHWPcnz0GzrhqXJe1VKWeMPsAdwZOf7/sD+41j2pD/A54AHAycB27Zh2wInTTptC8jLDtQD+gHAF4EA5wPrDduPy+EDbAb8jtZ/S2f4st9fnbxMbfnq5GkFcPw07r/V5Htqzi9z5HEj4KfA3ft6vlnqMjbq8Q68G9h72HRjTMucx+Bip2GU4wM4Etij/b9emy5ruN6R68PFWH9b1kpg6xnDJnYsLNZnWuuwaTh/z6cc9P3DWnA9OEfeJ17Ghp3PFnl9I9WjS7j+A4EXT2DfT+w81Fn3kuZ9XI+NbA+c3vl+Rhu2rLWmoXcCfgzcrJRyNkD7e9PJpWzB3gK8FLi2fb8JcHEp5er2fTnut52B84APtmaP70uyMdOxvwamsnytxjTtv6Gm8PyyitYU+TjgXOBrwKn093wz6TI22/5f1HSNeAwuShrmeXxcl4Y2/hJq/bUm5lMfLsb6AQrw1STHJnlWGzaRY2GRLee0DzVF5+9pui5cG64HZ9OHMjbsfLaU+rCfn98e6/vAUjyeNMnz0Ix1wxLmfVzBiwwZtqxfY5JkE+BTwL+UUi6ddHrWVJJHAueWUo7tDh4y6XLbb+sBdwYOLaXcCbiC6WsSOA37SR3Tdn4ZppRyTSlld+ove3cDbjdssqVN1az6WsYWLV3zOAYXJQ3zPD7GmoYF1IeLtR/uVUq5M7Wp9/OS3HeOaft6jI5iOaf9Bqbl/D2F14Vrw/XgbPqw3+ZzPptGhwK3pD4KeTZw8GKubJLnoSHrXtK8jyt4cQawY+f7DsBZY1r2kktyI+pO+Ugp5dNt8DlJtm3jt6X+WrSc3Av42yQrgY9Rmwi+BdgiyXptmuW4384AziilDCJ/n6RWXst9f3VNVfka0TTtv1X8f/buO9y2qrz3+PcnWBBQ1INGipzYouA1aOw90RsVjeVGDcSGMd6YaNRoTGxRsJdY4lVj773FEEvUqGADFRRRwIIUQVBRQMAK+t4/xliw9j67rL3P2nvNfc738zzr2WutWcY755pjzjHfOebc2+j+ZVFVdR5wOO3+yKHub2Zdxxb7/dckrhVug2u6bibcPi6JoQ+/MnDOHJyS/AAAIABJREFUVhS70uPhtMsHoKrO7H9/DPwHLYkzk99hjW3k2OfYxvbf21q7cHtoDy5m5nVskf3Zeprp71xVP+pJ+d8Br2MNl3+W+6GFyl7PZYfpJS++Alwv7QnFlwMOBA6b0rzXVZIAbwBOrKqXjA06DHhof/9Q2n0+G0ZVPbmq9qqqzbTf59NV9UDgM8D9+mgbcbl+CJye5A/6V3cGTmCD/17zbDP1awW2pd/vEtvq/mW+JLsn2a2/3wm4C+3BaUPd38y6ji32+x8GPCTNrYCfjbqFrtYqtsG1iGGl28d4bPejHb9WfVVxFcfDqZYPkGTnJLuO3gN/CnyTdfwd1tGs69dUbGv7722tXbidtAcXM9M6tsT+bD3N9HceJQ66+7JGyz/L/dBiZa/Xsl9iWg/PAA4AvkO7b/Wp05rver+A29G6Wh0HHNtfB9DuA/wU8N3+96qzjnUrlvFOwIf7+2sDXwZOAt4HXH7W8a1iefYHju6/2YeAq2xLv1dfxm2ifi2ybO+idTO7iHb14OHb2u83tqzb/P6lL+eNga/15fwm8PT+/WD3N+tVx1ayvdO6Ar+yx/QN4GbrvQ2uUQwr2j6AK/TPJ/Xh157i77Hs8XAtyu9lfb2/jh9tc+v5O6zna73q1xovwza7/56kHmyEF9tBe3CJZZ9ZHVtsf7aG5c203bhI+W/r++bjaImENXmg8iz3Q0uUvS7LPnqlByNJkiRJkjRI07ptRJIkSZIkaU2YvJAkSZIkSYNm8kKSJEmSJA2ayQtJkiRJkjRoJi8kSZIkSdKgmbyQJEmSJEmDZvJCkiRJkiQNmskLSZIkSZI0aCYvJEmSJEnSoJm8kCRJkiRJg2byQpIkSZIkDZrJC0mSJEmSNGgmL6YoyeYklWTH/vljSR66BuW8Osm/THu+Y/M/OMnn12jea7JOtH1KcmqSu6xjeYcn+es1mO+q69xa1ldJ0say3sdFSVpPO846gG1ZVd19a+eR5GDgr6vqdmPzfeTWzndWprFOJEmzk+TNwBlV9bRZxyJJ2r4lOR54VFUdPutYtPZMXkiSJElaM0l2rKqLZx2Htj1Vtd+sY9D62VC3jSTZO8kHk5yd5KdJXtG/f0SSE5NckOSEJDddZj5PSvK9sfHvOzbs4CRfSPL/kvwsybeS3Hls+OFJnpfky334fya56iLlzOlivlici8WT5IbAq4FbJ7kwyXn9+zcnefa8+Z6U5JwkhyXZY2xYJXlkku8mOTfJK5NkstW96Dq4cpI3JDkryQ+SPDvJDn3YDklenOQnSU5J8uh5t9Jcsk5G3d2T/GuP7ZQk9szYQJbYdqdWj+aV9+Akp/X6/9R5wy6f5GVJzuyvlyW5fB92RJI/7+9v17fJA/rnuyQ5dizuibbJJJdJ8rQez4+TvDXJlceGvy/JD/vyfTbJfmPDrtbr6vlJvgxcZ968b5Dkk71OfzvJAyadVtqejY5F0jSs5zEuyVuSPKG/37Mfp/6uf75uPx6kf75nkmOTnJfki0luPG92N+/xnpvkTUmusEzZW9x+2Mu/bn9/QJ/fBWntvn8cG2/RWNJuYfnnJMcBP09vC0pqrBMrt2GSF71B8mHgNGAzsCfw7iT3Bw4BHgJcCbgX8NNlZvc94PbAlYFDgbcnuebY8FsCJwObgGcAH5x30HkI8FfAHsDFwMsniH+pOBeMp6pOBB4JHFlVu1TVbgvM90+A5wEPAK5JWz/vnjfaPYGbA3/Yx7vrcvGy9Dp4S1/u6wI3Af4UGCVpHgHcHdgfuClwnwnK+XYv54XAG0YHZ20IS9WlqdajJPsC/w48uE9zNWCvsVGeCtyKtu39IXALYNSt/QjgTv39HXpcdxz7fMTYfCbdJg/urz8Grg3sArxibPjHgOsBVwe+CrxjbNgrgV/R6uxf9ddoOXcGPgm8s097EPCqseTHotNKy0nysCT/Nfb5pCTvHft8epL9l0qgdZv68At6cnCfZcqd80yo/t14Mvu6fT4/S0t+v2dsvKWSeW9O8u9JPprk57T6KE3Luh3jmHucuiNbHqc+V1WVduHrjcDf0I6DrwEOS0/Wdw+ktfWuA1yfS4+Fq/UG4G+qalfgRsCnASaM5SDgHsBu9rzQWuhJsrtk6YtYm5J8uCfZzknyuSRLngePJ/D650suHi81vyR7JPlA2sX2U5I8ZmwehyR5f5K3Jzmf1o7USlTVhngBtwbOBnac9/3Hgcdu5byPBe7d3x8MnAlkbPiXgQf394cDzx8bti/wG2AHWlKlRjH2cf96pXEuEM/n5w1/M/Ds/v4NwAvHhu0CXARs7p8LuN3Y8PcCT1qm/EXXAXAN4NfATmPDDgI+099/mnaAGw27yxLr5GDgpLFxr9jH/b1Zb2++VvcabbtbU4+WmPfTgXePfd65T3OX/vl7wAFjw+8KnNrf3xk4rr//b1qy7aj++Qjg//T3S26T87bfTwF/NzbuH/S6t+MCse/W53Nl2r7iIuAGY8OfO6rnwF/QGqnj07+G1jheclpfvpZ70RJt59EuXowS3j8YG3Zur1unAw+j3V56U+AnwH59vDcDF9BOqC4P/Nty2yDzjo/9u/H69C5aAvIywBXox60JY/kZcNvRtLNex7623Rdre4y7zljdfDUtIXBGH/YW4PH9/b8Dz5o37beBO/b3pwKPHBt2APC9ZZbr4Pl1uNfX6/b33+/xXGneOJPE8lez/t18bduvvp3dBXgmcBTtws/uwBdH2yftQu+rgcv21+3H6+8i872kDvTPb+bS868F59fr7zG0NuvlaMfVk4G79ukOobXj7tPH3Wna62Nbf22YnhfA3sBptWXWdm/aScvEkjxkrIvbebQs8qaxUX5QfQvrTqNlzkdOnzfssvOmXyz+BeOcIJ6l7NFjAKCqLqT16NhzbJwfjr3/BS3BsZzF1sE+tOU9ayze19B2FKN4xtfP+PuFXBJbVf2iv50kPg3AMtvutOvRnG2rqn7O3F5Wc+rCvPKOBK6f5Bq0nhlvBfZOsonWQ+OzY9NNuk0uVN6OwDXSbp96flp34/NpB1b68u3ex5u//CP7ALccrdO+Xh8I/N4E00pLqqqTaYmH/WlXdT8O/CDJDfrnz9F6651aVW+qqour6qvAB4D7jc3qI1X12ar6NS3pcOske29FaBfRtv09qupXVTXqwj5JLP9ZVV+oqt9V1a+2IgZpjvU8xlXV94ALaXXz9rTexmcm+QNa3Rz1ENwHeMK8Y8Tey5Q9Pmw1/pyWBDmt95C69SpjkdbSA4FnVtWPq+psWm+pB/dhF9ES9vtU1UVV9bl59XelFpvfzYHdq+qZVfWbfsx9HXDg2LRHVtWH+jHrl1sRw3ZpIyUvTgeulS3vDTqdFdzz3bu2vg54NHC1ardifJOWLRvZc1438WvRMuwje88bdhHtStBy8W8R5wTxLFexzqQdPEbz25nWde8Hy0y3nMXWwem0nhebqmq3/rpSXfqwnLOY25V/axqzGrAJtt1p16OzxqdJckXatj4ypy6Ml9eTEMcAjwW+WVW/oWXkH0+7IrVc/V3IQuVdDPwI+Eva1bm70HpbbB6FTetBdjFbLv/I6cARY/Vrt2q3jf3tBNNKkxh1Tx/dMnU47eRodIK0VAJtZDyReCFwDlt3gvRPtPrx5STHJxndDrWiWKRpmcExDlr9ux9wuar6Qf/8EOAqtF4f0Lb358w7Rlyxqt61RNnjcS3k57SehgAkGa9fVNVXquretAtVH6L14p00lq05QZRWYqmLWC8CTgI+keTkJE/ayrIWm98+wB7zjllPofVcH/GYtRU2UvLiy7STl+cn2TnJFZLcFng98I9J/ijNdbP0vbc703akZ0O7/5eWSR93deAxSS6b9qyKGwIfHRv+oCT79pOnZwLvr6rfLhP/YnEuF8+PgL2SXG6R+b4TeFjaPcqXp3Uh/1JVnbpMPMtZcB1U1VnAJ4AXJ7lS2kMLr5NkdF/me4HHpj1sajfgn7cyDg3XctvutOvR+4F7pj1w83J9mvF92LuApyXZvfeoeDrw9rHhR9AaoaOrV4fP+7xS7wL+IcnvJ9mFVvfe03uH7UpL8v2U1iB87miivowfBA5JcsW0Z3k8dGy+H6b1EnlwX3eXTXLzJDecYFppEqPkxe37+yOYm7xYKoE2Mp5I3AW4KkufIP28/73i2HeXnCBV1Q+r6hFVtQete/qr0u41niQWT460Ftb7GAeXHqdGvQEPB/6edkvHaNrXAY9Mcsventw5yT2S7Do2n0cl2SvtGRxPAd7D0r4O7NfbklegdW2nL/flkjwwyZWr6iLgfGAlsUjrZamLWBdU1ROq6trAnwGPz9hDdhfxCxY/Zi02v9OBU+Yds3atqgPG5uMxaytsmORF32n/Ge0hkd8HzgD+oqreBzyHdhJ/AS0jvOgTnavqBODFtG7kPwL+F/CFeaN9ifagvZ/0ed+vqsa7p7+Ndt/TD2n35j6GZSwW5wTxfBo4Hvhhki0y9lX1KeBfaN1oz6L17jhw/nirsNQ6eAjtPq4TaPdHv5/WdQragewTwHHA12gH8ou59ECnbcQE2+5U61FVHQ88ilaHzqJte2eMjfJs4GjatvcN2kMynz02/AhaUuGzi3xeqTf2ZfgscArtIZp/34e9lf4sAVo9OWretI+m3YryQ9o6eNPYcl5AewjugbSD7g+BF9CeLbDktNKEjqA92HKnqjqDdqvI3Wg9mb7GEgm0sXkcMJZIfBYtab7o1aTehfcHtBO6HXrPikt6Iya5f5JRr71zaY27304YizR1632M6+Yflz5PO3m65DhVVUfTHo7+ClpdOYktH/r3Tlpb7OT+ejZLqKrv0BIs/wN8t5c77sHAqWm3QT4SeNAKYpHWy6IXsdL+K851e2+pUQJuuXOTY4G/7Mesu3HpA3SXmt+XgfPT/svOTn3aGyW5+bQXdnuVrbvdZ9uT5GDaA8Rut8jww4G3V9Xr1zOujSrt30y+uqqW6g2jbYz1SBq2JGcB/11VD+ufjwbOrqq7989/ALyE9kyYy9CuzD6+qo5N8mZasu46tIdpfxV4aFWdskyZdwdeResC/wbgZsDbqur1SV5Iux3kyrQTxRdU1WsnjOWMqtra/6YgTcxjnDQcSU6lPYj987T/Enf/Puh9wD9V1a+S/APt1uHdaYm211TVs5aZ781oD8u9Fu2i8460W42fttT8kuxBS3z+Me3C07eBp1XV/yQ5hPYQ0AdNafG3OyYv5vGAtHWS7ESrrJ+g3d/1Adp/dXjcTAPTurIeSZK2VR7jJGk2NsxtIyuR5FpJLlzk5cPtgCSvXmT9vHprZ017uu+5tO7HJ9K6bUnL6vfVLrRdHj/r2CRJ2hqzPMYlecoiZX9srcuWpGmx54UkSdpqSW4PLHgiVFX+C2xJ0mD0C9onLDJ436r6/nrGo8mYvJAkSZIkSYO2Td42IkmSJEmSth07rmTkTZs21ebNm9coFGk4jjnmmJ9U1e7rWab1S9sT65i0dqxf0tqyjklrZ6n6taLkxebNmzn66KOnE5U0YElOW+8yrV/anljHpLVj/ZLWlnVMWjtL1S9vG5EkSZIkSYNm8kKSJEmSJA3aim4bWU4ODQD1DP+DiaSNYbTf0vR4DNCI9WttWMc0Yh2bvo1av9wW1sZG3R62Vfa8kCRJkiRJg2byQpIkSZIkDZrJC0mSJEmSNGgmLyRJkiRJ0qCZvJAkSZIkSYNm8kKSJEmSJA2ayQtJkiRJkjRoJi8kSZIkSdKgmbyQJEmSJEmDZvJCkiRJkiQNmskLSZIkSZI0aCYvJEmSJEnSoJm8kCRJkiRJg2byQpIkSZIkDZrJC0mSJEmSNGgmLyRJkiRJ0qCZvJAkSZIkSYO246wDkCRJ0rYvh2bWIUiSNjB7XkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBm3HWQcgSdIQ5NDMOgRJkjQgtg2mr55Rq57WnheSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBs3khSRJkiRJGjSTF5IkSZIkadBMXkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBs3khSRJkiRJGjSTF5IkSZIkadBMXkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBs3khSRJkiRJGrQ1SV7k0KzFbCVJkiRJ0nbInheSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkatDVLXvjQTkmSJEmSNA32vJAkSZIkSYNm8kKSJEmSJA3amiYvcmi8fUSSJEmSJG0Ve15IkiRJkqRBM3khSZIkSZIGbV2SF946IkmSJEmSVmvdel6YwJAkSZIkSavhbSOSJEmSJGnQ1jV54X8fkSRJkiRJKzWTnhcmMCRJkiRJ0qRmdtuICQxJkiRJkjSJHWdZ+HgCo55RM4xE2hhM+kmSJEnaHg3mgZ2elEmSJEmSpIXMtOfFfAslMOyRIUmSJEnS9m1QyYuFrLRHhskOSZIkSZK2Lama/GQ/ydnAaUuMsgn4ydYGtZVmHcP2Xv4QYphG+ftU1e7TCGZSE9QvmP26HTGOuYxjrkniGGId20jrbz0Yx5aGEstycQyxfsHGWX/rxTjm2khxDLGObaT1t16GEotxzLXqY9iKkhfLSXJ0Vd1sajPcgDFs7+UPIYZZl7+WhrJsxmEcGyGOlRpK3MYxzDhgOLEMJY6VGkrcxmEcGyGOlRpK3EOJA4YTi3FML47BPLBTkiRJkiRpISYvJEmSJEnSoE07efHaKc9vNWYdw/ZePsw+hlmXv5aGsmzGMZdxzDWUOFZqKHEbx1xDiQOGE8tQ4lipocRtHHMZx1xDiWOlhhL3UOKA4cRiHHOtOo6pPvNCkiRJkiRp2rxtRJIkSZIkDdrUkhdJ7pbk20lOSvKkac13mTJPTfKNJMcmObp/d9Ukn0zy3f73KlMu841Jfpzkm2PfLVhmmpf3dXJckpuuUfmHJPlBXw/HJjlgbNiTe/nfTnLXKZS/d5LPJDkxyfFJHtu/X5d1sET567YO1sNy9SnJ5ZO8pw//UpLNM4rj8UlO6L/tp5LsM4s4xsa7X5JKsiZPUp4kjiQP6Ovk+CTvnEUcSa7V68nX+m9zwELz2coYttgXzRs+9f3ftFi/VhbH2HjWL9anfvVyrGNrH4d1bMtxtos6Zv1alzisX1uOs13Ur17O2tSxqtrqF7AD8D3g2sDlgK8D+05j3suUeyqwad53LwSe1N8/CXjBlMu8A3BT4JvLlQkcAHwMCHAr4EtrVP4hwD8uMO6+/be4PPD7/TfaYSvLvyZw0/5+V+A7vZx1WQdLlL9u62Adtutl6xPwd8Cr+/sDgffMKI4/Bq7Y3//trOIY2x4+CxwF3GxG6+N6wNeAq/TPV59RHK8F/ra/3xc4dQ3i2GJfNG/41Pd/67j+rF9bjmf9unScNa9ffd7WsbWPwzo2d5ztpo5Zv9YlDuvX3HG2m/rV570mdWxaPS9uAZxUVSdX1W+AdwP3ntK8V+rewFv6+7cA95nmzKvqs8A5E5Z5b+Ct1RwF7JbkmmtQ/mLuDby7qn5dVacAJ9F+q60p/6yq+mp/fwFwIrAn67QOlih/MVNfB+tgkvo0vr7fD9w5SdY7jqr6TFX9on88CthryjFMFEf3LFoS7VdrEMOkcTwCeGVVnQtQVT+eURwFXKm/vzJw5rSDmGBfNPX935RYv1YYR2f9utSa1y+wjq1HHNax7beOWb/WPg7r1/Zbv2Dt6ti0khd7AqePfT6DpU8op6WATyQ5Jsn/7d9do6rOgnaiC1x9HeJYrMz1XC+P7l1u3phLb5VZ0/J7N7SbAF9iButgXvkwg3WwRiaJ+ZJxqupi4GfA1WYQx7iH0zKo07ZsHEluAuxdVR9eg/InjgO4PnD9JF9IclSSu80ojkOAByU5A/go8PdrEMdyhlr3rF8rjMP6Ncj6BdaxacQxzjpmHRtn/dr6OMZZv6xf862qjk0rebFQNm89/o3JbavqpsDdgUclucM6lLkS67Ve/h24DrA/cBbw4rUuP8kuwAeAx1XV+UuNuhYxLFD+uq+DNTRJzOuxXBOXkeRBwM2AF005hmXjSHIZ4KXAE9ag7Inj6HakdQu8E3AQ8Poku80gjoOAN1fVXrRueW/r62k9DbXuWb9WEIf1a8E4hlC/wDo2jTjaiNaxEevYpaxfWx9HG9H6NWL9mmtV2+m0Aj0D2Hvs816sUReUcVV1Zv/7Y+A/aF1lfjTqctL/rkWXnPkWK3Nd1ktV/aiqfltVvwNex6W3RaxJ+UkuS0scvKOqPti/Xrd1sFD5670O1tgkMV8yTpIdad2+Jr2daJpxkOQuwFOBe1XVr6ccwyRx7ArcCDg8yam0++YOW4MHMk36u/xnVV3Ub1P6Nu1Atd5xPBx4L0BVHQlcAdg05TiWM9S6Z/1aWRzWr2HWL7COTSMO69iW41jHGuvX1sdh/dpyHOvXpVZXx2o6D+TYETiZ9kDE0cNB9pvGvJcoc2dg17H3XwTuRsvqjT848oVrUPZm5j4wc8EygXsw90EkX16j8q859v4faM94ANiPuQ+rPJmtf2BngLcCL5v3/bqsgyXKX7d1sNavSeoT8CjmPozpvTOK4ya0BwNdb5brY974h7M2D2OaZH3cDXhLf7+J1h3uajOI42PAwf39DWkHg6zBOpmzL5o3bE32f+u0/qxfi49v/Vqn+tXnbx1b2zisY3PH2a7qmPVrzeOwfs0dZ7uqX33+U69j0wzuANp/fvge8NS12kjHyrt2/0G+Dhw/KpN2T9engO/2v1edcrnvot2WcBEtY/TwxcrsP8Yr+zr5xjQqyyLlv63P/zjgMOaeyD+1l/9t4O5TKP92tC49xwHH9tcB67UOlih/3dbBerwWqk/AM2mZa2hZ0vfRHkD6ZeDaM4rjf4Afjf0Wh80ijnnjHj6NurbK9RHgJcAJfXs8cEZx7At8gbZ/PBb40zWIYaF90SOBR46ti6nu/9Zx/Vm/rF8zrV+9HOvY2sdhHdtO65j1a13isH5tp/Wrl7MmdSx9YkmSJEmSpEGaxcM5JEmSJEmSJmbyQpIkSZIkDZrJC0mSJEmSNGgmLyRJkiRJ0qCZvJAkSZIkSYNm8kKSJEmSJA2ayQtJkiRJkjRoJi8kSZIkSdKgmbyQJEmSJEmDZvJCkiRJkiQNmskLSZIkSZI0aCYvJEmSJEnSoJm8kLSukhyf5E6zjmO+JAcn+fys5yFJ2tiSPCXJ65cY/sAkn1jPmCaR5E5Jzph1HJK0GJMXayDJIUnevhXTL3py54FFG11V7VdVhy81TpLNSSrJjusUlqR1lOTUJHeZYDz3Bdpwquq5VfXXsPA2XFXvqKo/XY9Yklw1ydkm1qUtzb/o1OvqdVc5r2WnTfLmJM9ezfzV2BgYoKrab9YxSItJsmNVXTzrOJayEWKUJGkdvAA4ES9YStoGuCNbZ9vS1aNtaVm0tH6V9J+THAf8PMm1knygX805JcljxsbdKclbkpyb5MQk/zTeW2j8imuSWyQ5Osn5SX6U5CV9tM/2v+cluTDJrfv4f9XneW6SjyfZZ2y+leRRSb4LfLd/d4Mkn0xyTpJvJ3nA2PhXS3JYL/vLwHUmXBeV5DFJTk7ykyQvSnKZeeP8a4/xlCR3H/t+j17mOUlOSvKIsWGHJHlvkrcmuaD3wLrZvGkXW+eLrUdto3o9enKSE/q29qYkV0hylSQf7tvJuf39Xn2a+yc5Zt58npDkQ/39m5O8KsnHer37QpLfS/KyPq9vJbnJ2LRLbZOLbs9J3gZcC/ivXs4/LbGo8/cFd+z153+NlXX1JL9Msnt678S0bvs/6evpgWPjXr7Xz+/3uvLqJDut/pfQtibJw5L819jnk5K8d+zz6Un2T/Jv/f35SY5JcvuxccZ74G5xPMvCV3sfmeS7va69Mkn6sB2SvLhvz6ckeXQm7I2Uduy8EfCmVa6LGyY5PMl5vQ7fa2zYPZJ8rS//6UkOGRs26m3y0F7XfpLkqauJQZLGmbwYk+RJSb7XG1onJLlv//7gJJ/P4ickv5/kiD7dJ4FNY8NGO/CHJ/k+8On+/b36geC8fmC44dg04yd3O/UG5blJTgBuPuGyzOm6lLFuSkk2pTVoz+uNwM+ln3xN0Bh9f5K3JzkfOHgVq1kb10HAPYCrAv8BfB3YE7gz8Lgkd+3jPQPYDFwb+N/Ag5aY578B/1ZVV6IlD0YNxDv0v7tV1S5VdWSS+wBPAf4PsDvwOeBd8+Z3H+CWwL5JdgY+CbwTuHqP/1VJRj2bXgn8Crgm8Ff9Nan7AjcDbgrce960twS+TdsPvBB4w6gR2uM9A9gDuB/w3CR3Hpv2XsC7gd2Aw4BXAPT6+V8svs4XW4/atj0QuCvtN78+8DTacf1NwD60BMEv6dsRbZv6/fHjDa1+vm3s8wP6fDYBvwaOBL7aP78feAlMtE3CIttzVT0Y+D7wZ71+v3CJZZy/Lziiz3N8v3IQ8D9VdXb//Hs93j2BhwKvTfIHfdgL+rraH7huH+fpS5Sv7c8RwO2TXCbJNYHLArcFSHJtYBfgOOArtO3oqrTjzPuSXGGB+W1xPFuk3HvS2nh/SKuHo7r0CODuvayb0o5zy0qyA+0492igJplm3vSXpdXxT9COoX8PvGOsLv0ceAitft8D+Nu1Rtr6AAAgAElEQVR+nB53O+APaPuHp8/b92g7lmTvJB/s5xs/TfKKJNdJ8un++SdJ3pFkt7FpTk3yj0mOS/KzJO8Zr3NJ7p3k2J5Q+16Su/Xvr5zkDUnOSvKDJM/u9WO5GJdMdid5Yp/nmUlW0oYcL+MRaQnSc9Iubu0xNmy5BOmiF7y2ZSYv5voecHvgysChwNv7gQuWPiF5J3BMH/YsWmNpvjsCNwTumuT6tJOYx9FOwj5KuwJ1uQWmewatYXod2oFsoXmv1BNoJ1C7A9egnRDWhI3Re9MasLsB75hCLNo4Xl5Vp9Ou4uxeVc+sqt9U1cnA64AD+3gPAJ5bVedW1RnAy5eY50XAdZNsqqoLq+qoJcb9G+B5VXVivyXkucD+Get90YefU1W/pDUET62qN1XVxVX1VeADwP36QevPgadX1c+r6pvAW1awLl7Qy/k+8DLaydPIaVX1uqr6bZ/nNYFrJNmb1pD756r6VVUdC7weePDYtJ+vqo/2ad9Ga8RCa9Autc5Xsh617XhFVZ1eVecAzwEOqqqfVtUHquoXVXVB//6OAFX1a+A99BP/nsjbDHx4bJ7/UVXHVNWvaEnKX1XVW/s2+R5g1PNiuW0SFt+et9ZbgL/MpT2eHszcBAzAv1TVr3uy4yPAA/ox+xHAP/T6ewFtP3IgUte35QtoyYI7Ah8HfpDkBv3z56rqd1X19l7fLq6qFwOXp52or9bzq+q8flz5TC8f2jH136rqjKo6F3j+hPN7DPClqjpm2TEXditaoub5vY5/mravOAigqg6vqm/0dXEcrV17x3nzOLSqfllVX6e1Lae1D9AG1ttgHwZOox2D9qQlpQM8j3aB54bA3sAh8yZ/AHA34PeBG9MvpCa5BfBW4Im0c5Q7AKf2ad4CXExLWN8E+FPgrycIddFkd0+M/CPtIt31gGWf4TRfkj+hLe8DaG3F02jrYWS5BOmCFwi2dSYvxlTV+6rqzL4jfg+t6/kt+uDFTkiuRWvEjRpKn6UlAOY7pJ8k/RL4C+AjVfXJqroI+FdgJ+A2C0z3AOA5vaF1OkufCE7qoh7/PlV1UVV9rqqKyRqjR1bVh/o6+uUUYtHGcXr/uw+wR++5c16S82gJsGv04XuMjcu89/M9nHZg+FaSryS55xLj7gP821iZ59AOdHsuUtY+wC3nxflA2lXZ3WnP/Bkf/7Qlyp5v/nR7jH3+4ehNVf2iv92ljzM6YRqfds+FpgV+AVwhrWvwcut8JetR244ttsMkV0zymiSn9R5ynwV2G7vKNDrxD+2k/709qTHyo7H3v1zg8y79/XLbJCy+PW+VqvoS7arvHfsJ5XVpDbeRc6vq52OfR3V0d+CKwDFjMf93/14adwRwJ9oJ0BHA4bQT8zv2z6Nbrk7sV4DPo1342rTg3CYzv76M6tpKjqn02PagJS+25laNPYDTq+p3Y99dcsxKcsskn+lXzn8GPJItl3+xZdL27Ra07euJ/dzoV1X1+ao6qZ8b/br3pHsJWybEXt7P1c6hnW+NknwPB97Yp/9dVf2gqr6V5Bq0nkuP62X9GHgpyyStJ0h2PwB4U1V9sx9vDlnFenhgj/mr/Tj8ZODWSTYDTJAgXasLBIPmMwvGJHkI8HhaFhDaTnYT8FvmnZD0Thej4Qs1lPaeN/vxg80ejJ0oVdXvkpzO3JOY8XFXe4K1mBfRKtkn+nK8tqqez1hjdGzcHWjd80eWPWhqmzXqdno6cEpVXW+R8c4C9gJO6J/n14VLZ1j1XeCgfgX1/wDvT3I1Fu7iejotkbdUj5/x6U4Hjqiq/z1/pH4id3GP7Vv962stMd/59gaOH5vuzAmmORO4apJdxxIY1wJ+MMG0S67zxdbjvP2Stj3jdWu0HT6B1ri5ZVX9MMn+wNdoiT6q6qgkv6H1MvzL/lqN5fYDy5m0G/ti472F1oPkh8D7e0+Rkask2Xls+78W8E3gJ7QEzH5VNUm90/brCODPaFd3nwuMkt+3Bl7Ru2//M62H6vG9HXcuvZ7Ns+JbNuYZHVNHFj2mjrkF7SLVCb2dtxOwU5IfAnv2k53lnAnsneQyYwmMawHf6e/fSbvSe/eq+lWSl7F1yRttP/amXRSe82D1JFenXaS9PbAr7SL7ufOmnZ8QG1082pvWk32+fWi3fp11aYd5LsPy5zPjye5LQqSdF9HLHe/VtJrzsz1ot2UCUFUXJvkp7Xzw1CRPoPUQ2YO2H7kSc+vYghcI5q/XbY09L7re9fx1tHsDr1ZVu9EaOwsdiMadRW8ojX230EnQ+MHrTFplGpUdWqVbqDF1Fls2UCfxC1qlG/m9SwKpuqCqnlBV16YdnB+fdt/9qDG629hr16o6YJHl0Pbpy8D5aQ/w3CntYWI3SjJ6Hst7gSenPThwT1qdWlCSByXZvTeMRkmz3wJnA7+jPTdj5NV9vvv1aa+c5P5LxPlh4PpJHpzksv118yQ37A23DwKH9CvV+7KyW7Ke2Jdvb+CxtO70S+o9p74IPC/twYo3pl0pmOT2qyXX+RLrUdu2RyXZK8lVab0e3kNr8P2S9nDAq9JuPZzvrbSTjourarX/PnG5/cByfsTc+r2YhfYF0K4y3ZeWwHjrAtMdmuRy/STznsD7ev14HfDS3kgmyZ6Ze2ukBC158cfATtVuf/wcrav61WjJwF1pCfCzgR2TPJ12YrGQxbbhSb0XeGzfVnejJU2W8zHahbj9++vpPe79J0xcAIx6OP1TP37eidZmHHVr35XWm/BXaV32V5sI1fbndOBaC/TEex7tPOPG1Z7h9SCWPw8bn+dCD14/nfb8pk1j5zZXquX/s+N4sns03ZWratR7aLXnZ+Pmnw/uTNvH/GAsQfoA4Cr9vPRnTL4+tlkmLy61M63CnA3tadO0e/uXVFWnAUdzaUPpdrSd+1LeC9wjyZ3THoj0BFrF+uIi445OBPeiPTBpEsfSugbvkHZf1iXdrpLcM8l1e9LkfNpJzm/Z+saotgO94fNntAbRKbQd/OtpXWYBnkl7psopwP/QnpHy6y3nBLTG4PFJLqQ9dPLA3n3wF7R79b/Qu3ffqqr+g3b/4bvTusN/k9YVcLE4L6Dd13gg7QDxwz795fsoj6b1nvoh8GZW9jT2/6Rl3I+l3U//hgmnO4jWoDyT9jyBZ1TVJ5ebaIJ1vuB6nHRhtGG9k/YwvZP769m0Z7DsRNtGjqLdFjHf22jHt/nPiZjYBNvkcp4HPK3X739copwt9gX9+zNoV6yKub0DodXpc2n17B3AI6tq1MPqn4GTgKP6fuR/2LrnFGgbVFXfAS6kb1tVdT6tjn2hb/sfpyUIvkO74vorFrmSu9g2vAKvo9Xz42gJiI/SEieLJiF6t/sfjl60k56L+vuJVNVvaPfU351Wv18FPGSsLv0d8MwkF9CSIz4oWpP6Mu3k//lJdu4XdG5LS4hdSEu+70l7fsWk3gA8rJ9bXaYn+25QVWfR6s+Lk1ypD7tOkvm3o8wxQbL7vcDBSfZNckUWvlCwnHf2mPdPcnlaL68vVdWprCxBun2pKl/9RTu4nEPbSb+Elnn/a9rDYD4/b9wCrtvfX5t2gLuQ9t8NXgG8vQ/b3Mfdcd7096V1q/9ZL2e/sWGnAnfp769Iu6p0Xh//icAZEyzLzWjd2i+gNVDfBTy7D/uHXsbPaSeZ/zI23R593FHj76ixWA4ZLZcvX5O+gL+l3b4x81imtDyX1H1fvmb1Gj9OrGLanfqx4XqzXo6tXAdvHB3Xxr670yTHSF++NuqLlkw4bdZx+PK1NS9aT4UPAT/t510vB/ajXRi6kHZx6Anj+/P5x7355yX93Oq4fnw7Cbhr//7KwL/3c56f0ZKAB/Zhc87x5p3fXYGWUDiZdrH3ROAxY+M+qZ8vnUn7r3PLtg9pF8uePfb5kbR/GHEOrcfwXv37HWgJmfNpiZ5/Yu754fxl38wC55vb4it9gSVpKtL+Q8+1af9i8Xq0ngmvqKqXzTSwKUlStJO+k2Ydi7ZfSU4F/rqq/mcV0z4euGdV/cnUA1snaQ80Oxa4SVWdMvb9nWgNur0WnlLaWNL+NeMf064eX4P2X7OOqqrHzTQwSZoBbxuRNG2XA15Dy3x/mnaLxatmGtEKJLl9kgsXes06Nmlr9aTHY2lXtAYhyQMXqXPHLzL+s2i3jb1oPHEhbaMCHErrDfs12tXf0b9rXPBY1e+XX3hmyVMWmeZj67I0krQV7HmxQaX9i9YTFhm8b7X/Ey5JkiRJWgc98b7PAoP+ppb+j3magMkLSZIkSZI0aN42IkmSJEmSBm3+/9dd0qZNm2rz5s1rFIo0HMccc8xPqmr39SzT+qXtiXVMWjvWL2ltWcektbNU/VpR8mLz5s0cffTR04lKGrAkp613mdYvbU+sY9LasX5Ja8s6Jq2dpeqXt41IkiRJkqRBM3khSZIkSZIGbUW3jWj95dDMOoRtTj1j4/6HnaFsDxt5HUqLsX5Ja2sodWxb4v5CI9avtWEdGxZ7XkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBs3khSRJkiRJGjSTF5IkSZIkadBMXkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBs3khSRJkiRJGrQdpzmzHJppzk6SJEmSJMmeF5IkSZIkadhMXkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBs3khSRJkiRJGjSTF5IkSZIkadBMXkiSJEmSpEEzeSFJkiRJkgbN5IUkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQTN5IUmSJEmSBm3HWQcgSZIulUMz6xAAqGfUrEOQJEm6hD0vJEmSJEnSoJm8kCRJkiRJg2byQpIkSZIkDZrJC0mSJEmSNGgmLyRJkiRJ0qCZvJAkSZIkSYNm8kKSJEmSJA2ayQtJkiRJkjRoO846AEmSpMXk0Mw6hEvUM2rWIUiStN2y54UkSZIkSRo0kxeSJEmSJGnQTF5IkiRJkqRBM3khSZIkSZIGzeSFJEmSJEkaNJMXkiRJkiRp0ExeSJIkSZKkQdtx1gFIkiRtBDk0sw4BgHpGzToESZLWnT0vJEmSJEnSoNnzQtKG5VVQae0MpX5JkiSBPS8kSZIkSdLAmbyQJEmSJEmDZvJCkiRJkiQNmskLSZIkSZI0aCYvJEmSJEnSoJm8kCRJkiRJg2byQpIkSZIkDZrJC0mSJEmSNGgmLyRJkiRJ0qCZvJAkSZIkSYNm8kKSJEmSJA2ayQtJkiRJkjRoO846AEna6HJoZh0CAPWMmnUIkiRJ0poweSFJkiRJ0jxDuUC1Ldmai22pmnziJGcDpy0xyibgJ6uOZnqMYy7jmGuSOPapqt3XI5iRCeoXbKx1uB6MY66NFMcQ69hQ1t8kNkqsGyVO2LZiHWL9guGsY+OYyzjm8hi2dYYSBwwnFuOYa9XHsBUlL5aT5OiqutnUZmgcxrENx7EaQ4ndOIxjI8SxUhsp7o0S60aJE4x1PQwlbuMwjo0Qx0oNJe6hxAHDicU4pheHD+yUJEmSJEmDZvJCkiRJkiQN2rSTF6+d8vxWyzjmMo65hhLHagwlduOYyzjmGkocK7WR4t4osW6UOMFY18NQ4jaOuYxjrqHEsVJDiXsoccBwYjGOuVYdx1SfeSFJkiRJkjRt3jYiSZIkSZIGzeSFJEmSJEkatFUlL5LcLcm3k5yU5EkLDL98kvf04V9KsnlrA11lHI9PckKS45J8Ksk+s4hjbLz7Jakka/IvaiaJI8kD+jo5Psk7ZxFHkmsl+UySr/Xf5oA1iuONSX6c5JuLDE+Sl/c4j0ty07WIYxom3cbWIY4l1+k6xbB3335O7NvxY2cYyxWSfDnJ13ssh84wlh16nfrwrGLocZya5BtJjk1y9JTn/ds+368n+WqS2/Tv90jy/gXG/8Mkx459PijJL5Jctn/+X0mOW2Usb05yvwW+P3ypfXySlyZ53Njnjyd5/djnFyd5/CriuXCB7zYn+VHfNo/r6+6WK533AvP94iLfH9KPcdcd++4ftua4l+Q+SfYd+7zg+k1yp1lv+8vp6+FtY593THL2auNOsluSvxv7vOg6WG67nLYJ2gG2Excez3Yi69NOXK49k2aQbUTr18riGBvP+sU2cB5WVSt6ATsA3wOuDVwO+Dqw77xx/g54dX9/IPCelZYzpTj+GLhif/+3s4qjj7cr8FngKOBmM1of1wO+Blylf776jOJ4LfC3/f2+wKnTjqPP+w7ATYFvLjL8AOBjQIBbAV9aizjWaxtbp1iWXKfrFMM1gZv297sC35nh+giwS39/WeBLwK1mFMvjgXcCH57Vb9PjOBXYtEbzvnDs/V2BI5YZ/zLAucCu/fP/A74K3KJ//hvg31cZy5uB+y3w/eFL7eOB+wPvHYvvGODIseFHArfcmnUz9t19gV8Al++fNwF7rOFvfwhwHPC0se++ABy/2uPe/PW82PoF7jTrbX+S36gfg3fqn+8OHLvauIHN4/vipdbBctvllJfTduIK4+jj2U68dJw1byeyQduI1q+Vx9HHs35dOs6GPg9bTc+LWwAnVdXJVfUb4N3AveeNc2/gLf39+4E7J8kqytqqOKrqM1X1i/7xKGCvKccwURzds4AXAr9agxgmjeMRwCur6lyAqvrxjOIo4Er9/ZWBM9cgDqrqs8A5S4xyb+Ct1RwF7JbkmmsRy1aadBtbcxOs0/WI4ayq+mp/fwFwIrDnjGKpqhpd8b5sf637U5CT7AXcA3j9cuNuQ65ES0yMehhskdmvqt8BXwFGvQ3+CHglcJv++TbAF/s8/ijJEUmOSesNcc3+/XWS/Hf//nNJbjC/nCTPSuuJcZmx7x6e5KVjnx+R5CW0k/lR+fsB3wQuSHKVJJcHbgh8LckTk3ylX404dGw+D0rr7XNsktck2WFeLJuSHJnkHsDVgYur6tdJPgfsVVVn9mX9Wb/6M76sh6f1DPlsWs+mmyf5YJLvJnn2WBlb9PIY8yH6/inJtYGfAWePTXtQWs+cbyZ5wfg8kzwnrVfNUUmukdaz5l7Ai/ryXqePfv++Dr6T5Pbzlv8yPd7dxz6flGTTvPE292V8Xb8C9okkO/Xf6Ss9jg8kueISy7oaH6PVVYCDgHeNxXTVJB/qv/lRSW7cvz+kX8E6PMnJSR7TJ3k+cJ2+bl7Uv9slyfuTfCvJO+a3vZbYLqfJduIK4+hsJ15qzduJG7iNaP1aYRyd9etSG/o8bDXJiz2B08c+n8GWJw6XjFNVF9MaL1dbRVlbG8e4h9MaDdO2bBxJbgLsXVVr2aV1kvVxfeD6Sb7QG0Z3m1EchwAPSnIG8FHg79cgjkmsdBualY0S57pL6wp5E1qPh1nFsEParQk/Bj5ZVbOI5WXAPwG/m0HZ8xXwiX6y/3+nPO+d+onat2iJmmdNMM0Xgdsk2Zm2fg5nbvLiC2m3kfw/2hX+PwLeCDynj/Na4O/79/8IvGp85kleSEsSPKwnS0beDdyrzxvgYcCbqupM4OIk1+rlH0nbfm8N3IzWc+FOtCs0twD2B/4oyR2S3BD4C+C2VbU/8FvggWOxXAP4CPD0qvoI8Dngskm+A/wGeGqP53XAKVW177xlBfhNVd0BeDXwn8CjgBsBByeZ5Dh+PnB6khvRTs7fMxbfHsALgD/py3XzJPfpg3cGjqqqP6RdHXtEVX0ROAx4YlXtX1Xf6+PuWFW3AB4HPGO88P4bvH1svdwF+HpV/WSBWK9Ha0juB5wH/Dnwwaq6eY/jRFrbYZreDRyY5ArAjZm77zoU+FpV3Rh4CvDWsWE3oPU2ugXwjP47Pgn4Xl83T+zj3YS2XvalXXm77QLlb7FdTmvhOtuJK4zDduIg24lDbXtZv1YYh/VrkPULVlnHdlxFQQtl7uZfaZxknK01cRlJHkRrFN5xyjEsG0falbiXAgevQdkTx9HtSGus3YmW/fxckhtV1XnrHMdBwJur6sVJbg28rcex3ide67GdTsNGiXNdJdkF+ADwuKo6f1ZxVNVvgf2T7Ab8R9+W1+2ZIEnuCfy4qo5Jcqf1KncJt+1X968OfDLJt3r2fRp+2U/a6fuOt/aT5KV8AXgC7UT+K1X1vSTX7Vfmd6mqk/s8btTjhdbt8qy+jd0GeN/YRavLj837X2jdHLdI0lTVz5N8GrhnkhOBy1bVN8Ziuk1/vYR2sL4NrYH5ReBP++trffxdaPvuG9N6j3ylx7MTLWkGrdfPp4BHVdUR/btf0LqPPhr438A/07ru7gec3ZNuOwBnjYV+WP/7DeD4qjoLIMnJwN7ATxdayfO8m9ZV+a7AnWknyAA3Bw6vqrP7PN9B61b6IVpyZdSwPKbHu5gPjo23eYHhb6QlXl4G/BWLn5yfUlWjZ6KM5nWj3stkN9p6//gScaxYVR3Xk64H0RqN425HS6BQVZ9OcrUkV+7DPlJVvwZ+neTHwDUWKeLLVXUGQP99NwOfHyt/qe1yWmwnriAO24kLxjGEduJQ217WrxXEYf1aMI4h1C9Y5Xa6muTFGbQGzMhebNndZDTOGUl2pHVJmXZX80niIMldgKcCd+wH/mlbLo5daY3iw3tj8/eAw5Lcq6qm+TC7SX+Xo6rqIuCUJN+mVaKvrHMcDwfuBlBVR/YrUJu4tBG+XibahgZgo8S5bvpVww8A76iqDy43/nqoqvOSHE7bttfzgaa3pV1JPQC4AnClJG+vqgetYwyX6D0LqKofJ/kP2pXiaSUvxss5Mu1WgN3Hv0/yJtrV5zOr6gBaV9Wb004Mj+yjnUE7uR49eDK0E/Vbz5vXlYDzRgmTBXyF1iviqlW10DHu9bQr6N9i7gn0F2nJiv9F21ZOpyVYzqedeN8JeF5VvWZePH8PvKWqnrxAWRfTTsDvChwxPqCqDqcdg24G/F9a4+DGi8Q8Ok7+buz96POcNkOS59BvgZi3jv4LeBFwdFWdP5b4Warb8kVVNWq0/HZ+WYvEuOB4VXV62oNK/4R2y9AD548zbz6jee1Ee8bGfarq60kOpv0W03YY8K993uNXQ5dqyM2PdbH1M8l4i22X02I7cWVx2E4cZjtxqG0v69fK4rB+DbN+wSrr2GpuG/kKcL0kv5/kcrQG4GHzxjkMeGh/fz/g02ONkmlZNo7eTeg1wL3W6L6iZeOoqp9V1aaq2lxVm2kN6WlXmGXj6D5Ee3gOvdF/feDkGcTxfdrVOHo36Cswdk/0OjoMeEiaWwE/G11lHJhJ1ul2I+3o8wbgxKqa9r3aK41l997jgiQ70bqof2s9Y6iqJ1fVXn3/ciBtfzuTxEWSnZPsOnpP6z2wJomctGdP7MC8ngBV9bDejf6A/vkCWnLgYC5NXhxJ61o/Sl58G9i9X4EgyWWT7Nd79JyS5P79+yT5w7Hi/pv23IGPjJZ7Xixfoh2Y/5KxZxvQel7cEzinqn7bkwi70W4dOZJ2tf+ves8PkuzZe7J8Crhffz96RsLo6e1F62Vwg1z6dPHRA7tGTgd+H7gI+IPxZd1iBU+gqp7a1/X+877/Ja2Xx3PmTfIl4I5pz+XYgXb15wiWdgGt8blSr6fdPvLe3jtqUrvSet1clsWTHlvrjcAzF+jx8NlRmb0X1U+W6VW2qnWzxHY5LbYTVxCH7cTBthOH2ka0fq0gDuvXYOsXrLKOrbjnRVVdnOTRtMbVDsAbq+r4JM+kXWU5jHZi8bYkJ9EyfQeutJwpxfEiWrfPUZff71fVvWYQx5qbMI6PA3+a5ATaFZknVtUkXYCnHccTgNcl+Qdag/vgNdipkuRdtCtbm9Lu63oGrWs1VfVqWpfdA4CTaN2rH7bwnGZrsXU6i1gWWqdV9YZ1DuO2wIOBb+TSf4P5lKqa3wV7PVwTeEs/EbsM7URp0P+ucY1dg3brDLTjyzur6r+nOP+dxn7zAA+tqt9m+eeQfQG4d1WN7q08EnguPXlRVb9J+7enL0/rpr8j7ZaD42knk/+e5Gm0/ce7aU/vpk/7vp64OCwL/7ux9wL7V39AV/cN2lWOd877bpdqz2b4RG9QHNmX7ULgQVV1Qo/jE2ldYS+iPZPitB7Lb5McCPxXkvNpDZS9+j7/Ytq+7kxaF9oXLLCsU1NV717gu7OSPBn4DO33+2hV/ecys3o37XjxGFojfFKH0XoVrLRnwb/Qkiyn0X6T1SROllTtto5/W2DQIcCb0v597y+49ORjsfn8NO3e6W/S7iX/yArCWGi7nArbiauKY83ZTpxro7YRrV+rimPNWb+2tFZ1LGsQqyRJApJ8GHhpVX1qALHsQXtg6Q1q/e9tXVdpt8i8tKpuv+zI26EhbZeSJE1qNbeNSJKkJSTZLe2/fPxyCCeISR5C61Hw1O0gcfEk2jNxFno2yHZtaNulJEkrYc8LSZIkSZI0aPa8kCRJkiRJg2byQpIkSZIkDZrJC0mSJEmSNGgmLyRJkiRJ0qCZvJAkSZIkSYNm8kKSJEmSJA2ayQtJkiRJkjRoJi8kSZIkSdKgmbyQJEmSJEmDZvJCkiRJkiQNmskLSYOR5ClJXj+AOE5NcpdlxjkkydvXKyZpvSXZnKSS7Ng/fyzJQ2cQx4VJrr3e5WoYJtkf9/Hum+T0vr3cZIVlrHpaNUkOTvL5Kc9zzj5IkkxerIMkr07yL2sw32VPntzxayOpqv/f3n3HS1LVeR//fGEIEhRlUDy8Od8AACAASURBVEnDGEBFUXQBcUWF1ceABH0WFYwouuKu6TGtigEwrmtYc0IFAVHEhIirrjigCBIkSdBFYBgQJKdR8nn+OOcyPZcb+t7pO1135vN+vfp1u29VnfpVdZ0Kvzp1+sOllFcvSxlJdkxy2aBiklSVUp5TSjlkCPNdp5Ry0fKer2adjwOvb9vLGf0mPcaadlABJTk4yQcHVV5XeG6pESYXZ49WZx8+7DiWlcmL5aCUsm8p5QPDjkMaNk90JEkzZDPg3OU9bZJVpzlPaWXSueTiiizJgiTLdDOwq0xe9PDCShq8doD69yRnA4uTzEvyvSRXJ7k4yRt7xl2qNVGS7ZP8NskNSc5KsmPPsAck+UaSvyS5PskPk6wN/BTYqGXob0myUZJVkrwzyZ+TXJvkyCQP6CnrZUkWtmH7TXM5d0tybot1QZJH9QwbmffNSc5L8vyeYXsn+U2Sj7fluDjJc6YTgzQiyYt66sAtSW5r2+X9knyz1b+FSd6TZJU2zaptO7wmyUXAc0eVec/JUJKHJTmu1ZlrkhyeZL2ecTdN8v02n2uTfG6SeB+e5PgkN7byvtMz7J67RUnWT/LjJDclOTXJB9PTVL2Nu2+S/2316fNJMpCVqqEabz+eZI0ktwCrAme14YcC84Aft+3/HeOUea9p2/8f1bb3G9p+fbeeaQ5O8sUkxyZZDOw0Ttn/ArwEeEeL4cdJXpnkxz3jXJjkyJ7Pi5Js3d7/Y9vGb2x//7GPdbSg1Ynf9sxz/VY/R+rM/J7xx51HK+sDSU5sx66fJ5nbBp/Q/t7Q5vOknummdCxr8/lIklNaHD9Kz/F51LhLXfCm55whyZpJDmvbxg1teR402fy13Jhc1ECs9MmLTO3CatXUZ/JHLkJOT7JpG/bIJL9Icl2SPyZ5Yc909zQbTHJ+kl16hs1pJ2pPaJ8nulh7SOrJ3c1JfgGMHESmsrwbJTm6xXlhktf0DNsuyUlt3lck+VyS1XuGe1Ko6dqLeiH0AOAHwFnAxsDTgTcnedboCZJsDPwE+GCb7m3A95Js0EY5FFgLeDTwQOBTpZTFwHOAv7QM/TqllL8AbwSeBzwN2Ai4Hvh8m8+WwBeBl7Vh6wObTGXhkmwBHAG8GdgAOJZ60jxSf/4MPAW4H3AAcFiSDXuKeCLwR2qd/hjwNeuWlkUp5TsjdYC6XV9E3UY/S90OH0qtDy8HXtkmew2wC/B4YBtgjwlmEeAjrexHAZsC+8M9J4vHAAuB+dS6/u1JQv4A8HPg/tT699lxxvs8sBh4MPCK9hptF2Bb4HHAC4F77V80K425Hy+l3Na2c4DHlVIeVkp5GXApsGurBx8bq8Cxpk2yGvBj6vb4QOANwOFJHtEz6YuBDwHrAmP281BK+QpwOPCxFsOuwPHAU1ITMRsCqwFPBkjt12Ud4Ox28f4T4DPUY9IngZ8kWb+P9bQn9Xi2MfAw4CTgG9Tj6PnA+9v8+pnHi6n7hwcCq1OPwwBPbX/Xa8t2Uvs83WPZy4FXUb/XO1tMU/UK6r5t07Y8+wJ/n0Y5mobMsuRiG3eiZP6EN5batF9r10uXpyYNJ0yUtDJPTPKpFvtFqQnEvVMTl1elp1+p6caX5EPUc87PtfXbe/PgGbP+Oq6UslK/gEuAM6k7u7WB04H3UXfSD6We8D2rjft24BzgEdQTt8dRd5BrA4uoO/g5wBOAa4BHt+kOBj7Y3r8POLxn/s8FLmjvNwauBXamJpb+T/u8QRt+EvXgsgb1wHEzcNgkyzcfKMCc9vl44AvAmsDWwNXA09uwfwC2b8swn3qQe3NPWYV6QroedadzNfDsYX+Hvrr9anXsVe39E4FLRw1/F/CN9n7/kW0a+Hfg0FHj/ox6grIhcDdw/zHmtyNw2aj/nT+ynbfPGwJ3tG39fcC3e4atDdwOPGOS5eqN9b3AkT3DVgEuB3YcZ9ozgd3b+72BC3uGrdXq2oOH/d35mv2vti0eQ03QrQrcBmzZM/y1wIL2/jhg355hzxx1/FgAvHqc+TwPOKO9f1I7PsyZQpzfBL4CbDLGsAI8vMV/B/CInmEfBH4zatwdej4fCbxz2N+Dr+m/2jHkGRPtx3u3k9HT9TmPe6alnvRfCazSM/wIYP/2/mDgm32WezDt/K/nf4uo54l7tm3+FOCR1HPIo9s4LwNOGTXdScDek8xvAbBfz+dPAD/t+bwrcGY/82hlvadn2L8C/93ez+/dN7T/7c00jmVtPh/t+bwl9Ri86uj5jP5OWfo4/Crgt8Bjh73Nrkyvnvr5ZuBkavJ5DeDLwBE94w2qfq4GXAi8m3qt9k/U66FHtOEHAzdSk4KrAGtOUO43gR9Rk5DzgT8B+/Rsz3dQk/qrAq8D/gKkDf9hW8a1qcm9U4DXTrIce1OTc69sZX6QmmT9fFtnz2zLss4A4lvAqOM1K8h13Erf8qL5TCllEfAYaqLgwFLK7aV2EPZV6gEG4NXUHfkfS3VWKeVa6l2eS0op3yil3FlK+T3wPca+a/UtYLcka7XPL27/A3gpcGwp5dhSyt2llF8ApwE7J5lHvZP03lLvFJxAvTPQt9RWIjsA/15KubWUciZwEPUARinl9FLKyW0ZLqFWyqeNKuajpZQbSimXAr+iJkCkySxqfzejPtJxw8iLegAaq2nnZsALRo27A/WEdVPgulLK9X3OfzPgBz3lnA/c1ea7UU98lNp649opLt9G1LvMI2Xc3crcGCDJy5Oc2TP/x7B0y6kre6b9W3u7DtKyG7k7/EbqNrc6Pdtqe79xe79UXRg13lKSPDDJt9sdp5uAw1iyTW8KLCyl3DmFON9BvSlwSruT9qoxxtmAmnDsjXHRGONd2fP+b1iXVhQT7ccHaSNgUduPj+itJzD2dtev46lJ9qe29wuo51pPa59HYhhd/0bHMJ6/9rz/+xifR+pDP/OYal2a7rFs9H5nNabeuvhQ6g2Ob6c+Tvqx1opGy8drqYmzy0opt1ETS3tk8I/kb0/dpj7artWOo16Q79Uzzo9KKSe2a6lbxyqktZJ4EfCuUsrN7brnE7RromZhKeWrpZS7gEOo558PSn0c6TnUG7yLSylXAZ9iyfXiRC5u14t3Ad+hHi8PbNd2P6cm7h6+LPFNMv9Zfx1nHw/VvS6seoatCvy6vd+U2vx7tM2AJ46abg51R7qUUsqFSc4Hdk197nE3ahPdkXJekGTXnklWo25cGwHXtwurEQtbTP3aiHrBd/OoMraBe5q+f7J9Xqstw+mjyvCkUNNR2t9F1B335n1Ms4ja8uI1owe05rYPSLJeKeWGUYPL6PFbWa8qpZw4RllXUJu9j3xei9qiair+AmzVU0aodfPyJJtRk6BPB04qpdyV5EzqhZo0Y5LsST2h27aUckeSa6h3ajYDzmujzaO2EgK4gqWPKfMmKP4j1Lr22FLKtUmeB4w0TV0EzEsyp98ERinlSuodJJLsAPxPkhNKKRf2jHY19a7VJtQ7UDC1Y6Bmt3H34+MY61jQj78AmyZZpSeBMY8l29xUyh5rvOOpLSAeAnwYuIHaN8aTWFKH/kKtp73mAf/d53z7sSzzmO66Hc/o/c4d1BbMo+v3Yur56YgH3xNQKXdQH8s8ILVfj2Opj7B8bcCxamwjycXepN9IcvHysSeZlkElFydL5sOoZFx7wmId6iNYqwFX9Dx1sUqf8x2dTKSUMlaCcVnim8isv46z5UU1+sJqvZ7XuqWUnXuGP2yM6RcBx4+abp1SyuvGmd8R1BPK3YHzek7ORi7WestZu5TyUepJ5f1TOyQcMdGJ5Vj+Qr3gW3dUGSM7lS8CFwCbl1LuS70j7gWWBukU4KbUfmbuk9qPzGOSbDvGuIdRk3zPauOtmfozqJuUUq6gdsz5hST3T7JakpFncP8KrJ/kfj1lfQn4UEskkGSDJLu3YUcBuyTZIbWPigOZ+r7xSOC5SZ7e7vS8ldo8/7fUJoWFeuFFkldSW15IMyb15+Q+CzyvlHI1QLs7cyS1Lqzb6sNbqHWNNuyNSTZJcn/gnRPMYl3gFmqHfRtTH6sccQr1mPXRJGu3uvvkSeJ9QZKRvmaup9aZu3rHafF/H9g/yVpJHkl9Vl4rh4n242P5K/Xx36n6HfUi+R3t2LIjNdkwWb8t/cZwPPU5/PuUUi6j3iB7NjVpPvJLCscCWyR5cWrfaC+iPk5xzDRiGM+yzONq6qOb01m/Y3lpki3bzYMDgaNafR/tTGDP9r0s1S9Pkp2SbNXuWN9ETYCMVYZmxiLgOaOuYdYspYyXuFjm5GLP/3qvZfotuzeZP14541lEPceb27Os9y2lPLqPafu1LPHB4BOMnWHyYmmTXVgdBHwgyeapHpvasdEx1APAy9oOdbUk26bn1wZG+Tb1uabXseSREZj4Ym0h9RGSA5Ks3u5M7XrvosfXHo35LfCRVvZjgX2oHUpBPRm9CbilnRSOl3yRpqWdjOxKbaZ2MXXnfBC1k63R4y6iJvjeTT1RWkS9QBrZb72MumO/ALiK+rwlpZQLqAnCi1rz4o2ATwNHAz9PcjP1ucwntvHPBf6NWhevoF44XTbF5foj9bGvz7Zl2pXaUdztpZTzqE39TqKeyG4F9HvnUJqu3amdX/4mS35x5KfUzgcXU/tz+g11u/96m+ar1GbXZwG/pyYKxnMA9bn9G6md/t0zbk89fzj1ed7LqM1fJ7It8LvUztmOBt5USrl4jPFeT91fXElt3XgE9SRSK75x9+Pj+AjwnnYceNsE4y2llHI7tVXsc6j78y8AL2/Hlqn6GrBli+GHrfw/URN/v26fb6LWxxNHLth7Hkl+K/UxxncAu5RSrplGDGNalnm0R0I+BJzYlm37ZQznUGpfBVdS+2R74zjjvZd6E/F66j6o9xz6wdSbETdRHyk6niWJWc28WZVc7COZP9G0V1A79P1Ekvumdlb6sCSjH7WftmWJr5nu+u2+0oGON4b54t6d/2xEPRm6krpzPHlkOPURkvdQL7puBk6ldS5G7cTzJ9SLrGupHZ9t3YYdzL07bPoltfnrg0f9/4nUHe51rayfAPPasIdSD3a3AL+gNi+caoedm1CTLddRH4Hp7ZztqdQLwZGD6oHcuyO03s527rVcvnwty6ttc18fdhy+fPmaHS/gP4BDhh2HL1++pvdigo6AfXX/xZIOO1ehXlz/sV0j/Rn4cM94o68hdqcmt28A3jbJPEZP++h2rXQj9RHI5/cM6/vahJrgP4wlN8jeR+uol9oh5m/Gi4OaRP8iNTl/I7XV1J6TzG+pMqkJ/jJqnMtonU4vY3xPoj7qdj21b8cV5jpupEdSSRqq1If1vgucVUr5wLDjkdQ9rVXg6tRf/tqW2vT91aWUHw41MEnTkmQB9UbcQcOORVL3+diIpK74PbVl0FeHHciIJD/taXLf+3r3sGOTZpskXxqnPn1pCsWsS31EZTG1Se0nqD8lJ40ryUvG2fbOHUDZ545T9ksGEfsY8xtrXrckecpMzG8QZmPMkrrJlhcrgHaA/PIYgxaWwXYeI0mSJEkDMZPXMS1BOfpXdQBeW0o5fIz/L5OWjH/pGIMOK6XsO+j5rYxMXkiSJEmSpE6bM5WR586dW+bPnz9DoUjdcfrpp19TStlgec7T+qWViXVMmjnWL2lmWcekmTNR/ZpS8mL+/Pmcdtppg4lK6rAkC5f3PK1fWplYx6SZY/2SZpZ1TJo5E9UvO+yUJEmSJEmdZvJCkiRJkiR12pQeG5lMDsggixNQ3m+HqlrCOjZ41jGtyKazz7BOaKZ4DBs866tGWL9mhnWsWwaavJAkSeqHiRVJkjQVJi8kScKLaUmSpC6zzwtJkiRJktRpJi8kSZIkSVKnmbyQJEmSJEmdZvJCkiRJkiR1mh12SpI0C/gzeJIkaWVmywtJkiRJktRptryQJEkrLH8CV5KkFYPJC0mSNCusiI/OmFyRJKk/Ji8kSdIyWdGSCiva8kiStCKwzwtJkiRJktRptryQJEn3sNWBJEnqIlteSJIkSZKkTrPlhSRJy5mtGyRJkqbGlheSJEmSJKnTTF5IkiRJkqROM3khSZIkSZI6zeSFJEmSJEnqNJMXkiRJkiSp00xeSJIkSZKkTjN5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjrN5IUkSZIkSeo0kxeSJEmSJKnTTF5IkiRJkqROM3khSZIkSZI6zeSFJEmSJEnqNJMXkiRJkiSp00xeSJIkSZKkTjN5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjrN5IUkSZIkSeo0kxeSJEmSJKnTTF5IkiRJkqROM3khSZIkSZI6zeSFJEmSJEnqNJMXkiRJkiSp00xeSJIkSZKkTjN5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjrN5IUkSZIkSeo0kxeSJEmSJKnTTF5IkiRJkqROM3khSZIkSZI6zeSFJEmSJEnqNJMXkiRJkiSp00xeSJIkSZKkTjN5IUmSJEmSOs3khSRJkiRJ6rQ5ww5AkqTZKgdk2CFIkiStFGx5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjrNXxuRJEmSZiF/8WjwyvvLsEOQNA5bXkiSJEmSpE4zeSFJkiRJkjrN5IUkSZIkSeo0kxeSJEmSJKnTTF5IkiRJkqROM3khSZIkSZI6zeSFJEmSJEnqNJMXkiRJkiSp00xeSJIkSZKkTjN5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjrN5IUkSZIkSeq0OcMOQBPLARl2CCuc8v4y7BAkSZIkdZzXYoO3LNdiKaX/iZNcDSycYJS5wDXTjmZwjGNpxrG0fuLYrJSywfIIZkQf9Qtm1zpcHoxjabMpji7WsWVZf9Od1um6M8/ZMl0/03axfsHs2kctD8axtNkURxfr2Gxaf8tLV2IxjqVN+xg2peTFZJKcVkrZZmAFGodxrMBxTEdXYjcO45gNcUzVssQ93WmdrjvznC3TLeu0w9SVuI3DOGZDHFPVlbi7Egd0JxbjGFwc9nkhSZIkSZI6zeSFJEmSJEnqtEEnL74y4PKmyziWZhxL60oc09GV2I1jacaxtK7EMVXLEvd0p3W67sxztky3rNMOU1fiNo6lGcfSuhLHVHUl7q7EAd2JxTiWNu04BtrnhSRJkiRJ0qD52IgkSZIkSeo0kxeSJEmSJKnTppW8SPLsJH9McmGSd44xfI0k32nDf5dk/rIGOs043pLkvCRnJ/llks2GEUfPeHskKUlm5Cdq+okjyQvbOjk3ybeGEUeSeUl+leSM9t3sPENxfD3JVUn+MM7wJPlMi/PsJE+YiTimwzo2tTh6xrOOsXzq2GysX0kenOSOJH9u39GxSbYYQLkHJnlGz+fnt+3wkeOMv36SxUnOTHJlksvb+zOTrN7HMnx71DJ8sm1vZ7cynjiNZdimfV8jse/ZM+x5SbacRpm7jWyfSRYkedao4e9LcnGSoyYp55Yx/rdvkpf3lL1Nkgcl+VaSi5KcnuSkJM+fpOz9Jlt3vfMap4y7Wn28Nsl3k6zV/v/bUeMdm2S9ieJZUXgMm1ocPeN5DMNj2GSsX1OLo2c86xcrwHVYKWVKL2BV4M/AQ4HVgbOALUeN86/Al9r7PYHvTHU+A4pjJ2Ct9v51w4qjjbcucAJwMrDNkNbH5sAZwP3b5wcOKY6vAK9r77cELhl0HK3spwJPAP4wzvCdgZ8CAbYHfjcTcczQOrSO3Xs869iScWa8js22+tXiOAm4ted/WwNPWdbvY4z/HQn8Gth/svGB/YG3AXOmsAz79vzv5cAfgDWAOcBcYKNlWJ4jgYXAz3v+dzCwR08Mq/RRzpxRn18LfKN3eKurY67/3umBWyaZ1wJgmzHWzWbAG8aKp/3vSW2aNdrnaa27kfjaMh0OvGWmt+cuv/rcR3kMu/d4HsOWjOMxbNnWn/Xr3uNZv5aMM6uvw6bT8mI74MJSykWllNuBbwO7jxpnd+CQ9v4o4OlJMo15LVMcpZRflVL+1j6eDGwy4Bj6iqP5APAx4NYZiKHfOF4DfL6Ucj1AKeWqIcVRgPu29/cD/jIDcVBKOQG4boJRdge+WaqTgfWSbDgTsUyRdWyKcTTWsSVmvI7Nwvq1E3AHcOfIP0opZwJnJDkhyfVJ/pbkf5M8Ocn8JH9KcmmSv7e76tsBJLkktdXAb4AXJDk4yR5t2FOpyz4X+Pck6yZ5ZpIrktwA3JJkpyS3JNkbeAHwduC61NYUf2ux3Nb+npXkD0kW9yzDDUkOaouxD7AWcAVwGXAecGCL76wkd7e7GucnuaYt362pLR4uacv2+yQvTvJT4DnARsD/SW0V8jRgL+C7SW4HbgIOSXJqktuT/DjJWqktH65MbQVyGrAwycK23I8AdgT2TPK9JD+m1tNNgYNTW6Fc2tbJr9rwK9t6+iKwdpKb2usbbT0fktpi5RzgEcB+1JOw1498T8Arga2S/Bw4u62PkXn9vg3fAjg0yZ+oSaSd2h2xxW2dnZLkw0nemeQbLca/tmF/SvJhYM3UVhZXAn8F3pbkB23dfynJRm0bu71N95TUO5Ij6//yJL9sy7V26t2qU1Pvir2mTfPdtm3clOSc1BYjp7Zl+l5aa4+O8Bg2xTgaj2FLeAwbn/VrinE01q8lZvV12HSSFxsDi3o+X9b+N+Y4pZQ7gRuB9acxr2WNo9c+1OzOoE0aR5LHA5uWUo6Zgfn3HQf1JG2LJCcmOTnJs4cUx/7AS5NcBhwLvGEG4ujHVLeh5cU6NsU4rGOdrGNdq1+PAU4f4/+3Ui86dwXmAasBI4mBzaktEO4DnAL8oHe6UsoOpZRvj/wj9ZGPo4D/LqU8CjgbeCTwPGoy4/HtdUhPOfOp6+l+wKvb/F9NvbBeF3gntYXIHeMswxXUun8d8H3gV9QTgs+1vwEuAY4GbgDWBP4JuLaV9WfgH9vnzYHLgQ9RW1/8CXhKm64A/xe4C/hlKWVb6gnPn6h1f8QWwDOorR7eD/wO+DBwG/XC/mnAK1o5x7RlvAV4Xxt3izb8ZOpdm63auFu0v79KsmZbp4eWUrZqy7g18HXqHcev98TzD8CPgG9RW1psCFwFvJWaUFmvjXNcW45HAvcBvgT8rC3LnW0dAZwG/ARYm5p02p16LvWRFv92wAat/L8BD2vDftbW19NaOa+mttTYpq3fA9v/9wOOa+t3J+Bd7Xu5k3ri+9/Ax4GDSynbllIeB5w/6jsYNo9hU4zDY5jHsCmwfk0xDutXJ+sXTLOOTSd5MVbmbvTvrfYzzrLqex5JXko9QfjPAccwaRxJVgE+RT2RmUn9rI851JOgHal30g7K4J+/7SeOvagnXptQmwwd2tbT8rY8ttPpsI5NIQ7r2JhxdKGOdbV+jRZgF+AX1IPoPOoF7drUhMGH23j/Cdw/yf3a5++MUdYjqNvA59rnw4EXUi/A/1BKubiUcgE1MTDyfSymNu88A/hq+99/Ae+lNv98F7DDBPHfCbwROAf4Z2AP4P7A86nJlgI8usW1PvXCem3gwcABAKWUW6nJhQ3bsu/b/m5FvdheBFzdTvyOA+Yl+TW1hcYerfwR36UmJL4LfJCa/BgZ/ifgplLKdS2eo6nJo/WoyYh1qMmikTs1WwFHtHW1H7VVyd/ber4BuKaNdyVwd1uWE4D7JvlqW44HU5MAL6cmRC4BHktNUM1jSdLir9QE0trUhNBPgPmllJta2Q8BDm3z+xr1O7yRmpSCug/agZoYObmUclH7/xHUljGvbMu5JbUZ7VnA8aWUc6lJp8e18Z8JvDPJmdTHYdagntD9GHh3W0dbAw9P8uvW8uQlo76DYfMYNoU4PIaNGYfHsPFZv6YQh/VrzDi6UL9gmtvpdAK9jNrUc8Qm3Lu5yT3jJJlDPSGYqNnIdPQTB6mdqO0H7FZKuW3AMfQTx7rUu2ULklxCfabn6Ay+s5h+v5cflVLuKKVcDPyRWomWdxz7UJ+rppRyEvVO4FyWv762oSGwjk0tDutYN+tY1+rXudQ77KO9hJokeGBrYXEp9Q794nHKGTmwjjV8PWpdPKhti28HXkQ9QI/XVPUu6p32rYEvUh/L2KK13PgrcD01CbBmzzKsOaqMfwBup67j77UYP0pthXAn9QL65lb+3a28dUeVcV9qi4PVesq/mZowKNTkxoh/A15PXVcfb+OPTLOY2jz3V8B7qK0r1mxxXAI8OLVTrlXa8vwduJiaiHg0S5oVj5T3t/ZaQE3yvI6xT3gWU5MCI94GfLMtU6h3lr5PbZWxJjUBshpwWyllQSnl/cD/Ult7lLae5vSU1zvPkXVxN3XbuZPakuLXwGfa/3td1sq9E/gCsG0rb6yTtAD/XErZum0TT6b2qfEtYDfq97w3tSnw61vLkwO49zYxTB7DphaHxzCPYVNh/ZpaHNavbtYvmGYdm07y4lRg8yQPaU1k96TePel1NLXZJ9S7MseVUgad8Zs0jtZM6MvUCjMTzxVNGkcp5cZSytxSyvxSynzqnZ/dSimnLc84mh9S70CRZC61+dJFDFY/cVwKPL3F8Shqpbl6wHH042jg5am2B24spVwxhDhGs45NIQ7rWGfrWNfq13Es6dQSgCTbUh9vuATYN8lO7fPIL2usRn1sA+AtwPXtTvx4tqJeRO/RtsUtqRfmN9OaQqb+usk8llzg3ghsm2Qd6l3/u4B1k+xIbSXxB2qC4G7q97oG8Oaeec6jtgq4qpRyR5vPyDJu0pZhZ+oJ3I3URzR+SL2Qfl+LaQ3q9nI1cCHwH8CnqY+Q3EZtYbFKexZ1J2pC4Apq64NXtnn9c09M92vTAjyq/b2kxXY5NcEyYk6L5WBqImODuljpqwAAEwxJREFUJJtSH784h7p9A/yG2oLhIcAF1ETRSDPoB7d1vGaSj1O3tRvbskN9ZON11BYpVwAPp568rdLKHLEO9fvaiJrcIMm6bbyLqIkuqOt8XltXY9kuyUPa+xe1eK+irvvDqQmKrYAdU3/F5fnUlhgjsb6h5/n0LVscD20x/IZ6wrsucEWS1Xri6gqPYVOIw2OYx7Apsn5NIQ7rV2frF0y3jpXp9R66M7X555+B/dr/DqRuDFBXwnepB/ZTgIdOZz4DiON/qHeuzmyvo4cRx6hxFzADvdz2uT4CfJJ6J+0cYM8hxbElcCL1ZO1M4JkzFMcR1BPVO6jZvX2ozYj37Vkfn29xnjNT38sMrUPrmHVsqHVsNtYv6kVpoV4s30G9WP4U9WB/XXvdRr3AnE+96Ly4jXctsF0r5xJgbk+5B1NPEBdQH+E4ua37k6ktAC6gPnpxDvXxkJ2oF7J7t/r7wzbs4hbX+cDx7f1fW3zvauvyxFbvb6K2XLiqxTPSQmEhNYFyNfWC/m7qIy6HU+9oXNvGu6BNt5ja98V51D4b3kS9OP57Wxc/pz6nfDf1UY2fU3sqv7gty/Utxo9TH9/Yg9py5U/Ulgyntvk8qMU/0n/G4raOr6C2SjmjLdP1Ld4FbT19lyUtIe6mJmDeQu035PK23q6gdsR2aiv/8rZeL6Y+6rEK9fGfP7Z53Uitp7dSv/PzqP2TXE09odu2/e+m9h1+mJrEOrh9bxe02OZSW4zcTm0GfEz7e1xbhrupfWfsTU1C3Ub9dZOHtGW4pK3ny4FftG3pPtST/XPaNL9sf99F/b4vp37/b23LtwD4LLUJ8FDr1xT3UR7DPIZ5DJu59Wf9sn6tsNdhaRNLkqQmyXzgmFLKY4YcykAlWaeUckt7/05gw1LKm6Yw/cHU9XLUDIU4en7rlFJuSbI+9ST8yaWUK5fHvKejtZh5Wylll2HHIknSimbO5KNIkqQVxHOTvIt6/F9IbRXQZcekdmi2OvCBLicuJEnSzLLlhSRJkiRJ6rRh/CyKJEmSJElS30xeSJIkSZKkTjN5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjrN5IUkSZIkSeo0kxeSJEmSJKnTTF5IkiRJkqROM3kxiyS5JMkzhh2HNGhJzk2y43Ka14OSnJDk5iSfWB7zHCOG/ZMcNox5S5IkSbPRnGEHoOFLUoDNSykXDjsWrZxKKY9ejrP7F+Aa4L6llLIc5ytJkiRpmmx5MYkkyz3BM8h5DiN+aVj63N43A86bTuJirPKtY5IkSdLMM3kxhvZ4xr8nORtYnGReku8luTrJxUne2MZbM8nfk8xtn9+T5M4k922fP5jkv9r75yY5I8lNSRYl2b9nfvOTlCT7JLkUOK79/2VJFia5Nsl+fca+f5KjkhyW5CZg7yTbJTkpyQ1JrkjyuSSrt/FPaJOeleSWJC9q/98lyZltmt8meewAVq00ppFHotq2elqrJ39N8slJphuv7mzfttsbkpw18khKkoOBVwDvaNv7M5KskuSdSf7c6tqRSR4wXvlTnWcb9pAkx7dHVX4BzB34SpQkSZJWYCYvxrcX8FzgAcAPgLOAjYGnA29O8qxSyq3AqcDT2jRPBRYCT+75fHx7vxh4ObBeK/d1SZ43ap5PAx4FPCvJlsAXgZcBGwHrA5v0GfvuwFFtXocDdwH/j3rB9KS2DP8KUEp5apvmcaWUdUop30nyBODrwGvbfL8MHJ1kjT7nL03Xp4FPl1LuCzwMOLLP6XrrzsbAT4APUuvv24DvJdmglLI3tU58rG3v/wO8EXheK2Mj4Hrg8+OVP9V5tnG/BZxOrYMfoCZQJEmSJPXJ5MX4PlNKWQQ8BtiglHJgKeX2UspFwFeBPdt4xwNPa03HHwt8pn1eE9gW+DVAKWVBKeWcUsrdpZSzgSNYkvQYsX8pZXEp5e/AHsAxpZQTSim3Ae8F7u4z9pNKKT9s8/p7KeX0UsrJpZQ7SymXUJMRo+fd6zXAl0spvyul3FVKOQS4Ddi+z/lL03UH8PAkc0spt5RSTu5zut6681Lg2FLKsa0O/AI4Ddh5nGlfC+xXSrms1bX9gT1GPQ7SW/6U5plkHnVf8N5Sym2llBOAH/e5XJIkSZIweTGRRe3vZsBGrSn4DUluAN4NPKgNPx7YEXgCcA7wC2piYHvgwlLKNQBJnpjkV+3RkxuBfbl30/FFPe836v1cSlkMXDvF2Gnz3iLJMUmubI+SfHiMeffaDHjrqGXetMUkzaR9gC2AC5KcmmSXPqfr3eY3A14wavvdAdhwnGk3A37QM+751NZKD+oZZ9EY0/U7z42A61sdHrGwz+WSJEmShL82MpGRzvwWAReXUjYfZ7zfAo8Ang8cX0o5r91pfS5LHhmB2mz8c8BzSim3tr4wRicQejsQvILaJB2AJGtRH+GYSuwjvgicAexVSrk5yZupLTvGswj4UCnlQ33OTxqIUsr/AnslWQX4v8BRSdYfdeE/5qQ97xcBh5ZSXtPnbBcBryqlnDh6QJL5Y5Q/pXkm2Qy4f5K1e5Zj3jhlSpIkSRqDLS8mdwpwU2oHnvdJsmqSxyTZFqCU8jfqs+z/xpJkxW+pTdF7kxfrAte1xMV2wIsnme9RwC5Jdmidax7I9L+vdYGbgFuSPBJ43ajhfwUe2vP5q8C+rbVIkqyd2uHoutOcv9SXJC9tfVPcDdzQ/n3XFIs5DNg1ybNafV0zyY5Jxusz5kvAh1qSgSQbJNl9UPMspSykPkJyQJLVk+wA7DrF8iVJkqSVmsmLSZRS7qJeaGwNXAxcAxwE3K9ntOOB1aiJjpHP6wIn9Izzr8CBSW4G3sckHRGWUs6lJkS+RW2FcT1w2TQX423UZMnN1MTEd0YN3x84pDV3f2Ep5TRqvxefa/O9ENh7mvOWpuLZwLlJbqF23rln6xi3b62vmt2pj3ddTW0V8XbG3999Gjga+HmrnycDTxzwPF/cyrwOeD/wzamUL0mSJK3sUootlyVJkiRJUnfZ8kKSJEmSJHWayYtZKMlPk9wyxuvdw45NGrQkLxlnez932LFJkiRJWj58bESSJEmSJHWaLS8kSZIkSVKnzZnKyHPnzi3z58+foVCk7jj99NOvKaVssDznaf3SymQYdUySJEmz15SSF/Pnz+e0006bqVikzkiycHnP0/qllckw6pgkSZJmLx8bkSRJkiRJnWbyQpIkSZIkddqUHhuZTA4I5f3+eok0U3JAhh3CCsd9liRJktR9tryQJEmSJEmdZvJCkiRJkiR1mskLSZIkSZLUaSYvJEmSJElSp5m8kCRJkiRJnWbyQpIkSZIkdZrJC0mSJEmS1GkmLyRJkiRJUqeZvJAkSZIkSZ1m8kKSJEmSJHWayQtJkiRJktRpJi8kSZIkSVKnmbyQJEmSJEmdZvJCkiRJkiR1mskLSZIkSZLUaSYvJEmSJElSp5m8kCRJkiRJnWbyQpIkSZIkdZrJC0mSJEmS1GkmLyRJkiRJUqeZvJAkSZIkSZ1m8kKSJEmSJHWayQtJkiRJktRpJi8kSZIkSVKnmbyQJEmSJEmdZvJCkiRJkiR1mskLSZIkSZLUaSYvJEmSJElSp5m8kCRJkiRJnWbyQpIkSZIkdZrJC0mSJEmS1GkmLyRJkiRJUqeZvJAkSZIkSZ1m8kKSJEmSJHWayQtJkiRJktRpJi8kSZIkSVKnmbyQJEmSJEmdZvJCkiRJkiR1mskLSZIkSZLUaSYvJEmSJElSp5m8kCRJkiRJnWbyQpIkSZIkdZrJC0mSJEmS1Glzhh2AJA1TDsiwQ1jhlPeXYYcgSZKkFYwtLyRJkiRJUqeZvJAkSZIkSZ1m8kKSJEmSJHWayQtJkiRJktRpJi8kSZIkSVKnmbyQJEmSJEmdZvJCkiRJkiR1mskLSZIkSZLUaSYvJEmSJElSp5m8kCRJkiRJnWbyQpIkSZIkdZrJC0mSJEmS1GkmLyRJkiRJUqeZvJAkSZIkSZ1m8kKSJEmSJHWayQtJkiRJktRpJi8kSZIkSVKnmbyQJEmSJEmdNmPJixyQmSpakiRJkiStRGx5IUmSJEmSOs3khSRJkiRJ6jSTF5IkSZIkqdNMXkiSJEmSpE4zeSFJkiRJkjpt4MkLf2VEkiRJkiQNki0vJEmSJElSp3U+eWFLDkmSJEmSVm6dT16oPyZ5JEmSJEkrqhlNXsz0BbUX7JIkSZIkrfiWa8uL0cmGHJApJSCmM/5sN9EyrAjLJ0mSJEnSZJZb8mLQSYeRccb6O9b0o8dbkayIyyRJkiRJ0oih9HnRb3JhUAmHqSRDZqr86ZQ33vKbrJAkSZIkrUxW2g47+0mWjDdsotYdvcMme+RjsiTFRHFLkiRJkrSyWGmTF1MxXsJgWR5vkSRJkiRJ/Vmhkhcre2JgZV9+SZIkSdKKaYVKXozFC3pJkiRJkma3GUleLO++GybqAHSm5tlVK9tPyUqSJEmSVnwz3vJidOeWU/2lkbE+e9E9ufE6GB2rs9FBrE+/E0mSJEnSTEkppf+Rk6uBhROMMhe4ZlmDWk5mS6yzJU6YPbH2E+dmpZQNlkcwI/qoX9CddWwcSzOOpXWyjkmSJGn2mlLyYtLCktNKKdsMrMAZNFtinS1xwuyJdbbEOZauxG4cxjEb4pAkSdKKY4XvsFOSJEmSJM1uJi8kSZIkSVKnDTp58ZUBlzeTZkussyVOmD2xzpY4x9KV2I1jacaxtK7EIUmSpBXEQPu8kCRJkiRJGjQfG5EkSZIkSZ02sORFkmcn+WOSC5O8c1DlDlqSrye5Kskfhh3LRJJsmuRXSc5Pcm6SNw07pvEkWTPJKUnOarEeMOyYJpJk1SRnJDlm2LGMZ7L6lGSNJN9pw3+XZP6Q4nhLkvOSnJ3kl0k2G0YcPePtkaQkmZFfuugnjiQvbOvk3CTfGkYcSea1/ccZ7bvZeQZimHBfmuozLcazkzxh0DFIkiRp5TGQ5EWSVYHPA88BtgT2SrLlIMqeAQcDzx52EH24E3hrKeVRwPbAv3V4nd4G/FMp5XHA1sCzk2w/5Jgm8ibg/GEHMZ4+69M+wPWllIcDnwL+Y0hxnAFsU0p5LHAU8LEhxUGSdYE3Ar8bdAz9xpFkc+BdwJNLKY8G3jyMOID3AEeWUh4P7Al8YdBxMPm+9DnA5u31L8AXZyAGSZIkrSQG1fJiO+DCUspFpZTbgW8Duw+o7IEqpZwAXDfsOCZTSrmilPL79v5m6sX2xsONamyluqV9XK29OtmZSpJNgOcCBw07lgn0U592Bw5p748Cnp4kyzuOUsqvSil/ax9PBjYZcAx9xdF8gJo8uXUGYug3jtcAny+lXA9QSrlqSHEU4L7t/f2Avww6iD72pbsD32z7h5OB9ZJsOOg4JEmStHIYVPJiY2BRz+fL6OiF9mzUHgl4PDN0R3kQ2qMYZwJXAb8opXQ11v8C3gHcPexAJtBPfbpnnFLKncCNwPpDiKPXPsBPBxxDX3EkeTywaSllJh8F6md9bAFskeTEJCcnmYlWXv3EsT/w0iSXAccCb5iBOCbjcUGSJEkDM6jkxVh3fDt55322SbIO8D3gzaWUm4Ydz3hKKXeVUram3nnfLsljhh3TaEl2Aa4qpZw+7Fgm0U99Wh51ru95JHkpsA3wnwOOYdI4kqxCfXTmrTMw777jaOZQH5PYEdgLOCjJekOIYy/g4FLKJsDOwKFtPS1PHhckSZI0MIM6mb0M2LTn8ybMQDPllU2S1aiJi8NLKd8fdjz9KKXcACygm/2KPBnYLckl1Kb2/5TksOGGNKZ+6tM94ySZQ300YNCPQ/VVr5M8A9gP2K2UctuAY+gnjnWBxwAL2ne7PXD0DHTa2e/38qNSyh2llIuBP1KTGcs7jn2AIwFKKScBawJzBxzHZDwuSJIkaWAGlbw4Fdg8yUOSrE7tIO7oAZW9Umr9F3wNOL+U8slhxzORJBuM3F1Och/gGcAFw43q3kop7yqlbFJKmU/dRo8rpbx0yGGNpZ/6dDTwivZ+D+qyDPqu9qRxtMc1vkxNXMxE/w6TxlFKubGUMreUMr99tye3eE5bnnE0PwR2Akgyl/oYyUVDiONS4OktjkdRkxdXDziOyRwNvLz96sj2wI2llCuWcwySJElaQcwZRCGllDuTvB74GbAq8PVSyrmDKHvQkhxBbdI9tz0P/v5SyteGG9WYngy8DDin9SUB8O5SyrFDjGk8GwKHtF9BWIX6Kwed/RnSrhuvPiU5EDitlHI0NbF1aJILqS0u9hxSHP8JrAN8t/UXemkpZbchxDHj+ozjZ8Azk5wH3AW8vZRy7RDieCvw1ST/j/qoxt6DTm6NtS+ldtZLKeVL1L42dgYuBP4GvHKQ85ckSdLKJYO/WStJkiRJkjQ4y7sDN0mSJEmSpCkxeSFJkiRJkjrN5IUkSZIkSeo0kxeSJEmSJKnTTF5IkiRJkqROM3khSZIkSZI6zeSFJEmSJEnqNJMXkiRJkiSp0/4/UuXfZooRP+AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x864 with 27 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## HISTOGRAM PLOT ##\n",
    "\n",
    "dataset2 = dataset.drop(columns = ['user', 'churn'])\n",
    "fig = plt.figure(figsize=(15, 12))\n",
    "plt.suptitle('Histograms of Numerical Columns', fontsize=20)\n",
    "for i in range(1, dataset2.shape[1] + 1):\n",
    "    plt.subplot(6, 5, i)\n",
    "    f = plt.gca()\n",
    "    f.axes.get_yaxis().set_visible(False)\n",
    "    f.set_title(dataset2.columns.values[i - 1])\n",
    "\n",
    "    vals = np.size(dataset2.iloc[:, i - 1].unique())\n",
    "    \n",
    "    plt.hist(dataset2.iloc[:, i - 1], bins=vals, color='green')\n",
    "plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## PIE CHART FOR ALL BINARY/TERNARY FIELDS ## \n",
    "\n",
    "dataset2 = dataset[['housing', 'is_referred', 'app_downloaded',\n",
    "                    'web_user', 'app_web_user', 'ios_user',\n",
    "                    'android_user', 'registered_phones', 'payment_type',\n",
    "                    'waiting_4_loan', 'cancelled_loan',\n",
    "                    'received_loan', 'rejected_loan', 'zodiac_sign',\n",
    "                    'left_for_two_month_plus', 'left_for_one_month', 'is_referred']]\n",
    "fig = plt.figure(figsize=(15, 12))\n",
    "plt.suptitle('Pie Chart Distributions', fontsize=20)\n",
    "for i in range(1, dataset2.shape[1] + 1):\n",
    "    plt.subplot(6, 3, i)\n",
    "    f = plt.gca()\n",
    "    f.axes.get_yaxis().set_visible(False)\n",
    "    f.set_title(dataset2.columns.values[i - 1])\n",
    "   \n",
    "    values = dataset2.iloc[:, i - 1].value_counts(normalize = True).values\n",
    "    index = dataset2.iloc[:, i - 1].value_counts(normalize = True).index\n",
    "    plt.pie(values, labels = index, autopct='%1.1f%%')\n",
    "    plt.axis('equal')\n",
    "fig.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### FINDING OUT WHICH FEATURES MAKE A BIGGER IMPACT ####\n",
    "## Correlation with Response Variable\n",
    "dataset2 = dataset.drop(columns = ['user', 'churn'])\n",
    "dataset2.drop(columns = ['housing', 'payment_type',\n",
    "                         'registered_phones', 'zodiac_sign']\n",
    "    ).corrwith(dataset.churn).plot.bar(figsize=(20,10),\n",
    "              title = 'Correlation with Response variable',\n",
    "              fontsize = 15, rot = 45,\n",
    "              grid = True)\n",
    "\n",
    "\n",
    "## Correlation Matrix\n",
    "sn.set(style=\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rlQjNmjXTvn379NVXX2nt2rWaM2eOXFxc1LhxY7333nuqWrWqgoKCdODAAV24cEGRkZE6deqUAgMDVVBQUGacKSkpmjZtmubNmydJioqKUps2bfT444/rnXfeUVZWliRp4MCBevTRR3Xs2DFFR0frwoUL8vDw0Hvvvaf7779fUVFRunDhgo4dO6bIyEiFhITYdoEBAAAAAE7D6SsZdu7cKYPBoIULF2rVqlXKycnRunXrtH//fr344ov67rvv5O3traSkJGVmZmrixImaP3++Fi5cqNzc3BJjdejQQd9//72ysrI0a9YszZs3T0lJSbrjjjs0bdq0EudOnTpV999/v5KSkvTCCy9YkgQVtWrVKvn7+yshIUETJkzQtm3bJEnDhw9XZGSklixZovHjx+vtt9+2XFO9enWtXLmSBAMAAAAAwKqcvpKhdevWql69uubPn6/U1FQdPXpUeXl58vX11f333y9JatiwoS5evKidO3eqRYsWuvPOOyVJYWFh2rx5s2WsBx54QJK0detWde7cWT4+PpKk5557TiNGjCgx75YtW/TRRx9ZYqhdu/afir9Fixb6+OOPlZmZqU6dOmngwIHKzc3Vnj17SsyZl5en8+fPS5KaNWv2p+YCAAAAAPw5JpPj7qNgTU6fZFi9erWmTp2q/v37Kzw8XOfPn5efn58qV65sOcfFxUVms9nyv1e5uZVcvqvXmEymEsfNZrOKi4tLHPvfsVxdXcuM83/PLyoqkiTVrVtXK1eu1IYNG7RmzRp9/vnnWrRokdzd3Uvs/3Dq1ClVr15dkuTh4VHmXAAAAAAA63LkzRqtyenbJTZt2qTQ0FD16tVL3t7eSklJkdFoLPXcBx98ULt27VJmZqZMJpNWrFhR6nlt2rTRTz/9pAsXLkiSvvnmG7Vt27bEOe3atbMkAXbv3q309PQy4/Tx8dHx48dVUFCgCxcuaPv27ZKkL7/8UvHx8QoNDdWYMWN07tw5mc1m1a1b1zL+zz//rBdeeKH8iwIAAAAAwJ/g9JUMzzzzjCIiIrR8+XIZDAa1bNlSKSkppZ575513atSoUfr73/+uO+64Qw0aNCj1vPvuu0//+Mc/1K9fPxUVFalx48YaO3ZsiXOGDBmiqKgode3aVfXr179hu0TDhg3VsWNHde3aVf7+/nrwwQclST169NA777yjsLAwubq6KjIyUt7e3oqLi1N0dLQ+/fRTGQwGTZo0SS4uLn9ihQAAAAAAKB8Xs7PUbOAvSTly3K7ztw2srZycHLvG4OXlJUkOEUfRqUy7xmC4q5Ykx1iLs7n5do3Bt+qV9qPC1KN2jcO9fl2H+Dwkx/i+cIQYJCk7ebVd4/B+8lGlnjlv1xjq17iyP5EjfCadoqfd+EQbWhs9yK7zAwDsKyZhlVXHGxX+mFXHsxanr2RwJNu2bdP48eNLfW/27NmqVavWTY4IAAAAAIDyI8ngQFq1alVis0YAAAAAwO3BWVoInH7jRwAAAAAAYB0kGQAAAAAAgFXQLgEAAAAAgI05yzMXqGQAAAAAAABWQSUDAAAAAAA2ZnKSSgaSDAAAAAAA2BjtEgAAAAAAABXgYnaWdAoAAAAAAHYyZlGyVccb+8yTVh3PWqhkAAAAAAAAVsGeDCiXnJwcu87v5eWl4swzdo3BrVYNSVLRqUy7xmG4q5aKMk7YN4YAf0lyiM/EEWKQpPx9B+wah0ejIIf4eyo5xs+LgiNpdo2hcmA9SXKIOBzl50XBoSN2jaNyw0AVHk23awzudetIksPEAQC4udj4EQAAAAAAWIWT5BholwAAAAAAANZBkgEAAAAAAFgF7RIAAAAAANiYszzYkUoGAAAAAABgFVQyAAAAAABgY87ydAkqGQAAAAAAgFWQZAAAAAAAAFZBuwQAAAAAADZGuwQAAAAAAEAFUMkAAAAAAICN8QjLW9Svv/6qkSNHXvf948eP65///KdN5o6KilJCQsKfujYkJEQZGRlWjggAAAAAgJvntqtkaNq0qZo2bXrd90+ePKnjx4/fxIgAAAAAAHAsJ0+eVGRkpM6ePat69epp4sSJqlq1aolzCgsLFRsbq23btqmoqEgjRoxQ+/btyxzXIZMMKSkpiouLk8lkkr+/v6pUqaJDhw7JaDTq1Vdf1dNPP62ioiKNGTNG27dvV61ateTi4qI333xTkjRt2jTNmzdPc+bM0ZIlS1SpUiU1a9ZM48aNU0xMjDIyMjR27FiNGTNGs2fP1sqVK2U0GtW+fXtFRkbqxIkTeuWVV+Tj4yMPDw99+umnio2N1ZYtW2Q0GhUeHq6///3vMpvN+uCDD7R27VrVrFlTRqNRbdq0KfPe2rVrp8cee0w7d+5U1apVNXHiRAUEBEiSpk+frn379uny5cuKjY3VAw88oLS0NI0ePVoXLlxQlSpVNHLkSDVr1kxRUVHy9PTUb7/9pszMTA0cOFC9evVSbm6uxo0bd8167d+/X6NHj1ZxcbEqV66s999/X3Xr1rX1RwkAAAAAkOO1S4wdO1Z9+/ZV165dNX36dM2YMUORkZElzvn00091/vx5LVmyRIcPH9ZLL72k9evXy8XF5brjOmy7xNGjRzV37lzdc889aty4sRISEjR//nzNmjVLx48f19dff63Lly8rOTlZ77//vn799dcS1xuNRn3yySdavHixEhISVFRUpMzMTI0aNUpNmjTRmDFjtH79eu3Zs0fffvutli5dqszMTC1btkySlJaWpri4OM2ZM0fffPONJGnJkiX69ttvtXr1am3btk3ff/+99u7dq++++05TpkxRenr6De/r3LlzatGihZKSktS1a1fFxMRY3mvQoIGWLl2qfv366bPPPpMkRUZGql+/fkpKStKIESM0dOhQFRYWSpJOnTqlr776SjNnzlRsbKwkaebMmaWu19y5c/Xiiy8qISFBzz77rHbt2vXXPyQAAAAAwC2nqKhIW7du1RNPPCFJCg8PV3Jy8jXnrVy5Uq+++qpcXFzUsGGnsU27AAAgAElEQVRDzZkz54bJEoesZJCkevXqycvLSxs3blR+fr4WL14sScrLy9OhQ4f0888/69lnn5WLi4v8/f3Vrl27Ete7urqqRYsW6t27tx599FG9+OKLqlWrlo4ePWo5Z9OmTdq9e7fCw8MlSfn5+fLz89ODDz4oX19fS4XBpk2btG/fPm3evNkSw4EDB3TkyBE9/vjjMhgM+tvf/qYOHTrc8L4qV66sHj16SJJ69uypjz/+2PJely5dJF1JNnz//ffKzc1Venq6Hn/8cUlS8+bNVa1aNaWmpkqSHn74Ybm4uOjee+/VhQsXJOm669WxY0eNGzdOGzZsUEhIiDp37lyBTwMAAAAA8FeYrFzIkJ2drezs7GuOe3t7y9vbu8xrz58/L09PT7m5XUkJ1KhRQ5mZmdecd+zYMW3dulXjxo2T0WjU22+/rQYNGpQ5tsMmGTw8PCRJJpNJcXFxaty4sSQpKytL1apV0+LFi2UymcocY8aMGdq1a5fWr1+vV155RRMnTizxvtFo1IABA/Tiiy9KuvIhubq66vz585b5r54XGRlp+cf+uXPnVLVqVcXGxpbI4lz9gMpSqVIlS2mJyWSSq6ur5b2rf776fmkZIrPZLKPRKOlKwuKP518ds7T1MhgMatGihdasWaMvvvhCa9euLVFFAQAAAAC4dcydO1fTpk275vigQYM0ePBgy9crV67U+++/X+Kce+6555qWh9JaIIxGo06dOqX58+frwIEDeuWVV7Ry5Up5eXldNy6HbZe4Kjg4WAsWLJAknT59Wt26ddPvv/+uhx56SCtWrJDZbFZmZqa2bNlSYlHOnTunp556Svfee6+GDh2qhx9+WAcOHJCrq6uKi4stYycmJio3N1fFxcUaOHCgvv/++1Jj+Oabb1RUVKTc3Fz17dtXu3btUrt27bRy5UoVFhbq4sWL2rBhww3v5/Lly/rpp58kSQkJCWVWP3h6eiogIEA//PCDJGnXrl3KyspSw4YNK7xeb731ln799Vc9//zzGjp0qPbu3XvDWAEAAAAAjmnAgAFavXr1Na8BAwaUOC80NFTr168v8fr888+Vk5Nj+QX2mTNnVLNmzWvmuPPOO9W1a1e5uLjovvvu01133aW0tLQy43LYSoarBg0apOjoaD399NOWioI6dero2Wef1f79+xUWFqYaNWrIz89PHh4eunz5siTpb3/7m5577jn17t1bd9xxh+rVq6devXqpoKBAOTk5ioyMVFxcnPbv369nn31WRqNRjzzyiHr27KkTJ06UiOH555/XsWPH1LNnTxUXFys8PFxt27aVdOWRmU8//bTuvPNOBQYGluuekpOTNWnSJNWsWVMffvhhmefGxcUpOjpa8fHxMhgMio+Pl7u7e4XX6/XXX9fIkSM1ffp0GQwGRUdHlytWAAAAAMBfZ+2NH8vTFnE9BoNBrVq10ooVKxQWFqalS5eW+gvwzp07a8WKFbr//vt1/Phx/f7776pXr16ZY7uYHW2Ly3Jau3atzGazOnfurJycHPXo0UOLFy9W9erV7R1amYKCgnTgwAF7h1FhOTk5dp3fy8tLxZln7BqDW60akqSiU9f2Kt1MhrtqqSjjxI1PtGUMAf6S5BCfiSPEIEn5++z799qjUZBD/D2VHOPnRcGRsjPstlY58Mp/fB0hDkf5eVFw6Ihd46jcMFCFR2+8QbMtudetI0kOEwcA4OZ6e+5Sq443aUCPv3T9iRMnFBUVpbNnz+ruu+/Wxx9/rGrVqmnBggU6ffq0hg4dqkuXLmncuHH67bffJEkRERE33N/P4SsZricwMFDvvvuuJk+eLEkaMmSIQyQY8vPz9dxzz5X63pAhQ25yNAAAAAAAXMvf31/z5s275nifPn0sf/b09LQ8ybC8btkkQ+3atS17DzgSDw8PJSYmXvf9W7GKAQAAAACA8rhlkwwAAAAAANwqTLfmTgUV5vBPlwAAAAAAALcGKhkAAAAAALCxW/SZCxVGJQMAAAAAALAKkgwAAAAAAMAqaJcAAAAAAMDGTM7RLUElAwAAAAAAsA4qGQAAAAAAsDGT2WTvEG4KkgwAAAAAANiYkzxcQi5mZ3mOBgAAAAAAdvLGp99adbyZr/S26njWQiUDyiUnJ8eu83t5eTlEDBJrcTUGibW4GoPEWlyNQWItrsYgsRZXY5BYi6sxSKzF1RgAALcnNn4EAAAAAABWQSUDAAAAAAA25iw7FZBkAAAAAADAxkxOkmSgXQIAAAAAAFgFSQYAAAAAAGAVtEsAAAAAAGBjzrInA5UMAAAAAADAKqhkAAAAAADAxqhkAAAAAAAAqACSDAAAAAAAwCpolwAAAAAAwMZMztEtQSUDAAAAAACwDpIMf5CZmalXX31VkrRmzRrNmTNHkrRgwQItWLDAJnNeunRJXbp0UUpKSpnnpaSkqF+/fjaJAQAAAABgW2az2aovR0W7xB/UqlVL//d//ydJ2rNnj+V4nz59bDbn+PHjlZ2dbbPxAQAAAAC4WW7bJENYWJgmT56swMBADRs2TJ6enho7dqx27typmTNnqmbNmjp06JCysrIUFBSkjz/+WFlZWerfv79mz56tr7/+WpLk5+enkydPSpIGDx6s9u3b64knntD27dvl6uqqyZMnq3bt2kpJSVFMTIxcXV3VvHlzHTlyRPPmzSszxhUrVqhq1aoKCgqq0L2lpaVp9OjRunDhgqpUqaKRI0eqWbNmOnjwoMaPH6+8vDydO3dOr732mvr06aP4+HhlZmbq2LFjOnHihJ555hm98cYbf25hAQAAAAC4jtu2XaJjx47atGmTJOngwYPasWOHJGnDhg1q1qyZDAaDFi5cqFWrViknJ0fr1q2zXNugQQM9//zzev7559WrV68S4545c0bt2rXT0qVL1bp1a82fP19FRUV69913FRcXp6VLl8rN7ca5m5MnT2ru3Ll69913K3xvkZGR6tevn5KSkjRixAgNHTpUhYWFWrRokd58800tXrxY//73vxUbG2u55sCBA/rss8+0aNEizZ49m+oJAAAAALiJTDJb9eWobvskw+HDh9WgQQNVqlRJZ8+e1fr16xUeHq6+fftq/vz5mjBhgo4ePaq8vLxyj/3II49Ikho2bKiLFy/q4MGD8vX11X333SdJ6t27d5nXm0wmjRw5Uu+99548PDwqdF+5ublKT0/X448/Lklq3ry5qlWrptTUVEVFRamgoECffPKJJk+eXOKe2rZtK3d3d/n6+qp69erKycmp0LwAAAAAANzIbZtkaNGihfbv36+NGzeqTZs2at26tZKTk1VcXKx9+/YpIiJCHh4eCg8PV+vWrSu0cUblypUlSS4uLjKbzXJ1dZXJZCr39ampqUpNTdXIkSPVvXt37dmzR6NGjdLmzZtveG1pcZrNZhmNRr311ltatWqVAgMD9dZbb5Ua8x/jBgAAAADcHM6y8eNtm2Rwc3NTs2bNNG/ePLVp00bBwcGaNWuWpcIhNDRUvXr1kre3t1JSUmQ0Gktc7+rqquLi4nLNVb9+fWVnZ+vAgQOSpKSkpDLPb9CggdatW6fExEQlJiaqSZMmiomJUXBw8A3n8vT0VEBAgH744QdJ0q5du5SVlaWGDRvq559/1pAhQ9SlSxetX79ekq65LwAAAAAAbOW23fhRutIysXXrVgUGBqpGjRo6e/asOnXqpCpVqigiIkLLly+XwWBQy5YtlZGRUeLa1q1ba/jw4brzzjtvOI+7u7tiY2M1fPhwVapUSfXq1atwG0RFxMXFKTo6WvHx8TIYDIqPj5e7u7sGDx6svn37qnLlyrrvvvvk7+9/zX0BAAAAAGArLmZHrrO4RZhMJk2cOFGDBg1SlSpVNGfOHGVmZioqKsreoVmNvfdw8PLycogYJNbiagwSa3E1Bom1uBqDxFpcjUFiLa7GILEWV2OQWIurMQCAs/l/8V9adbwvB/8/q45nLbd1JcPNUqlSJVWvXl29e/eWwWCQv7+/JkyYoA8//FAbN2685vwmTZpowoQJ1xzftm2bxo8fX+ocs2fPVq1ataweOwAAAADA9pzl9/skGazktdde02uvvVbi2PDhwys0RqtWrZSYmGjNsAAAAAAAuGlu240fAQAAAADAzUWSAQAAAAAAWAXtEgAAAAAA2JjJObZkIMkAAAAAAICtOcvGj7RLAAAAAAAAqyDJAAAAAAAArIJ2CQAAAAAAbMws2iUAAAAAAADKzcXsLLtPAAAAAABgJ89M+sKq4y16++9WHc9aaJcAAAAAAMDGnOX3+yQZUC45OTl2nd/Ly8shYpBYi6sxSKzF1Rgk1uJqDBJrcTUGibW4GoPEWlyNQWItrsYgOcZaAACsiz0ZAAAAAACAVZBkAAAAAAAAVkG7BAAAAAAANmZyji0ZSDIAAAAAAGBrzrLxI+0SAAAAAADAKkgyAAAAAAAAq6BdAgAAAAAAG6NdAgAAAAAAoAKoZAAAAAAAwMZMVDIAAAAAAACUH0kGAAAAAABgFbRLAAAAAABgY7RLoMJCQkKUkZGhhIQERUVFlfu6jIwMhYSElHlOfHy84uPj/2qIAAAAAADYDJUMAAAAAADYmLM8wvK2TTKYzWZNnDhRP/74o1xdXfXcc8+pUaNGmjRpkvLz85Wdna0RI0aoS5cuioqKkqenp3777TdlZmZq4MCB6tWrly5cuKCRI0cqNTVV7u7uioqKUrt27bR+/XpNnTpVxcXFCggI0Pjx4+Xj41NqHLt379b777+v/Px8+fj4aOzYsapdu7b27t2rkSNHSpLuu+++Ct3bmjVrNHnyZJlMJtWuXVvjxo3TnXfeqZUrV2rOnDnKz89XYWGh/vWvf6lly5bq16+fmjZtqu3bt+vcuXMaNWqUOnbs+JfXGAAAAACAP7pt2yWSk5O1Y8cOJSUladGiRUpISNCMGTMUExOjJUuWKCYmRlOmTLGcf+rUKX311VeaOXOmYmNjJUlTpkxRnTp1tHLlSsXGxmry5Mk6d+6cPvroI3322WdaunSp2rdvr4kTJ5YaQ2FhoUaNGqWPPvpIS5Ys0Ysvvqj33ntPkjR8+HBFRERoyZIlCggIKPd9nT17VqNHj9b06dOVlJSkli1baty4cTKZTPr66681a9YsLVu2TK+88opmz55tua6oqEgLFy7UiBEjStw3AAAAAADWcttWMmzdulWhoaFyd3eXu7u7EhMTVVBQoDVr1ig5OVm//PKLcnNzLec//PDDcnFx0b333qsLFy5YxriaQAgKCtLChQu1Zs0a/f777+rfv78kyWQyqVq1aqXGcPToUR0/flxvvPGG5dilS5d07tw5nT59Wg8//LAkKTw8XIsXLy7Xfe3evVvNmjWzJCaee+45zZ49W5UqVdL06dP1008/KS0tTVu2bFGlSv/NIT3yyCOSpIYNG1ruDwAAAABwczhJt8Ttm2Rwc3OTi4uL5euMjAwNHTpUbdu2Vdu2bdWuXTtFRERY3q9cubIklbjmf8c4cuSIjEajWrZsqVmzZkmSCgoKSiQr/shkMikgIECJiYmSJKPRqKysLLm4uJTox3F1dS33fZlMphJfm81mFRcXKzc3V71791a3bt3UunVrBQUFaf78+WXeHwAAAADAOZ08eVKRkZE6e/as6tWrp4kTJ6pq1aolziksLNSIESN08OBBVapUScOHD9dDDz1U5ri3bbtE69at9cMPP6ioqEiXL1/Wyy+/rEOHDmno0KHq0KGDVq9eLaPRWOYYrVq10vLlyyVdSTC8+uqratasmXbt2qW0tDRJ0owZMyztFf+rfv36unjxorZt2yZJWrx4sSIiIuTj4yM/Pz+tXbtWkvTdd9+V+74eeOAB/fLLL8rIyJAkLVy4UG3bttXRo0fl4uKi119/XW3bttWqVatueH8AAAAAgJvDZDZb9fVXjR07Vn379lVycrKaNGmiGTNmXHNOYmKiTCaTkpKSFBsbW66nKN62lQyPPfaY9uzZo/DwcJlMJg0YMEDHjh1T165d5ebmpuDgYOXn5ysvL++6YwwZMkSjRo1St27d5ObmptjYWNWsWVP/+te/9NZbb8lkMqlWrVqKi4sr9Xp3d3dNmTJFEyZMUEFBgTw9PfXhhx9KkuLi4jRixAhNnjxZzZs3L/d93XnnnRo3bpwGDRqkoqIi+fn5acKECfL19VWjRo0UGhoqFxcXtW/fXtu3b6/YogEAAAAAbgnZ2dnKzs6+5ri3t7e8vb3LvPb/s3fn8TVd+//H30ciYkiNRc2qShvltpQYqhVtFRnM1RKqvbQ1k6ahiLmq4aIo1duLixozUq3WVFok4ltCi6YDSYpEkAiRSM7Zvz/8cr5SU9TJOadfr+fj4fGQffZe6511xnzO2mvn5uZq//79WrhwoaRrp/D37dtXQUFBBfazWCy6cuWKzGazrly5Ind39zvmMhn3y3U0cE8yMzMd2r+Hh4dTZJAYi/wMEmORn0FiLPIzSIxFfgaJscjPIDEW+RkkxiI/g+QcYwEA9vLS+5/YtL3OHle1YMGCG7YPHTpUw4YNu+2xqamp6tGjh3bt2iVJysvL0z/+8Q8dOXKkwH5Xr15Vv379lJiYqIsXL+pf//qXXnzxxdu2/X92JsPf0bJlyxQREXHD9sqVK+vTTz91QCIAAAAAgC3Y+vv9/v37q2vXrjds//Mshi+//FIzZswosK127do3rNd3s/X7FixYoH/84x9avXq1Tpw4oddee02enp6qXr36LXNRZHAir732ml577TVHxwAAAAAA2Jgt1lG4XmFOi5Ckjh07qmPHjgW25ebmqkWLFjKbzXJxcdHZs2dVuXLlG47dtm2b5syZI5PJpLp166pJkyaKj4+/bZHh/+zCjwAAAAAA4EbFixdXs2bNtHnzZklSZGSk2rZte8N+DRs21NatWyVJ58+f15EjR/TYY4/dtm2KDAAAAAAA3GcmTpyodevWqVOnToqLi9PIkSMlSatXr9a8efMkSWPHjtXhw4fVuXNn9e/fX6NHj1adOnVu2y6nSwA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Fu/b7Z+XLl1e7du0cmkG69n7qyAKDdG1mYHBwsEMzSNdmCc6fP19+fn4qXbq0cnNzHZLDMAyHj8d3332niIgIde3aVWXKlNHSpUvl5+dntyKDM723wzEoMqBIuLi4KDMz01rBPXHihIoVs/8SIGazWRaLRdu2bdPkyZN15coVXblyxa4Z5s+fr2XLlikvL0/ly5dXSkqKGjVqpPXr19s1h4uLi7Zs2aKdO3dqxIgR2rp1q0Puk0ceeURvvvmmkpOT1bJlS40cOVKNGze2e4569epZT6VxlJIlSyosLEwdO3aUxWJRVFSUQ04p+vXXX60fACSpcePG+v333++7DI899piOHTumhg0b2rXf6506dcpaYJCuTSm907TTouAMHwLzpxZnZGQ45HlxvaFDhyorK0uJiYl69NFHlZ2drVKlStk1gzOMhzO8jzz00EMOfzxIUtOmTTVjxgw988wzBWa32PvUJk9PTw0fPlytW7cukMOexaemTZtq+/btatOmjdzc3OzW7/UqVaqkqVOn6siRIwoNDdUHH3zgsCn5Tz75pL755hu1b9/eIZ+zJFn7zf8cfvXqVYdkcYb3djgGRQYUiWHDhikgIECnT5/W4MGDdfDgQb3//vt2z9GlSxe1adNGTz31lJo0aaJOnTrp5ZdftmuGiIgIffvtt5o+fbrefvtt/fbbb/r888/tmkGSpkyZomXLlikkJESVK1fWF198oWnTptk9x/vvv2+dAu7m5iY/Pz+1bdvW7jmys7P10ksvWXPk++9//2u3DKGhoZo6daqmTZumYsWKqVWrVvrwww/t1n++qlWrat68eerUqZMMw1BUVJTq1Klz32VISEhQ165dHfrtvaenp4KDg9WxY0cZhqGNGzcW+IBmL9WrV3fo+bzStdOKRo4cqezsbK1du1Z9+/bV3Llz5enpadcckrR3716FhITIbDZr7dq18vHx0ezZs9WmTRu7ZXCG8ch/H5k4caLD3kfq1KmjV199VS1atCjw2m3PU1eka9/IStJPP/1k3WYymez6HiJdW5+idOnSOnjwYIHt9ny+fvXVV1q5cmWBbfZeF2L27NnaunWr+vXrp1KlSqlmzZoaNmyY3fqX/ne9JcMwtGbNGusf+I5YJ+Oll17SyJEjlZGRoWXLlik6OlqdO3e2W//5nOG9HY7Bwo8oMufPn1d8fLzMZrOaNGmiSpUq2T1DQkKC6tWrZ63enj9/XomJiXad+tq7d2+tWbNG//nPf1SjRg29+OKL8vX11caNG+2WQXKOhdyka9X0zz77TCdOnNCECRO0bNkyDRo0yO7ffsTGxt50uyPW0khPTy9wfrG9ZWRk6KOPPrKOSatWrTRs2DCVKVPmvsrwxx9/3HR79erV7Zbh6tWrWrlyZYFxePXVV+Xqat/vBK4/n3f9+vV6++235enpabeptpLUp08fTZkyRYGBgYqMjNT333+vOXPmaMOGDXbLkK9nz576+OOPNXDgQEVGRuqXX37R6NGjFR0dbbcMzjIeSUlJ+vXXX/XMM8/o1KlTqlmzpl37X7BgwU2327vI4Myys7PtssC1M4mMjLzpdkecXnUzV69etfvnnN27d2vPnj2yWCzy8vJyyOk9zvDeDsdgJgOKxJ8/BBw7dkzu7u6qV6+ennvuuSLv/8CBA7JYLBo/frymT59uXd03Ly9PkyZNsuuCM2XKlFFkZKQ8PT21cuVKVa5cWdnZ2XbrP58zLOQmXfsmrEKFCvrxxx/l4uKixMREvffee3ZZjPN6zZs314EDB/Tzzz+re/fuOnTokN2nuR49elSjRo1y+De1ZcuWVWBgoEOngjsyw44dO9SuXbtbXuHBnkUGNzc3vfjii3r44YfVpk0bnT592u4FBsnx5/NK116z6tWrZ/25devWmjlzpt36v57FYtGDDz5o/fmRRx6xewZnGI/Nmzdr0aJFys7O1po1a9S7d2+9++678vf3t1uGPxcTDMNwyDpHBw8e1CeffKKsrCwZhiGLxaJTp05Zz0W3l+3bt2vu3LkFcmRnZ2vv3r12y3D+/HlFR0fr8uXL1gzJycl2nZkXExNj/X9ubq4OHDigZs2aOaTI8PLLL2vt2rXWny0Wi7p3727XL5emTp2qCRMm6JlnnrFuCw4OtvtrhjN8voBjUGRAkUhMTNTJkyetU7O+/vprlSlTRgcOHFBsbKzefffdIu1/z549io2NVWpqqubNm2fd7urqavfTJaZPn64vvvhCXbp00Y4dOxQSEqKRI0faNYPkHAu5SdKPP/6oiIgI7dq1SyVLltTMmTPl6+tr1wyStHz5cm3dulWpqal66aWXFBISoh49euiNN96wW4Zp06Zp4cKFCgwMVJUqVTRp0iRNnDjR7t9MXj8VfN26dercubPdp4I7MsPhw4fVrl27Ah9Sr2fPD6nO8Eec5Bzn85YrV07Hjh2zZoiOjnbYufhVq1bVjh07ZDKZdPHiRa1atcru53s7w3h8+umnWr16tfr27auKFSsqIiJCAwYMsOvjc+3atZo5c2aB9ZVq1Kihb775xm4ZJOm9997TG2+8oYiICAUEBOjrr7/W448/btcM0rW1OqZOnaqlS5fqrbfe0tatW+2+9tTIkSP10EMP6eDBg3r++ee1c+dOu1/W9M+Xh0xPT9eoUaPsmqFfv37Wb+yvX9vH1dVV3t7edskwbtw4JSUl6ciRI0pISLBuN5vN1suc2pMzfL6AgxhAEejRo4eRk5Nj/TknJ8fo1auXYRiG4evra7ccERERduvrVj777DPj119/dXQMIzk5+ab/7K1r165GTk6O0aVLF8MwDOPcuXOGj4+P3XP4+/sbOTk5hr+/v2EYhnHp0iWjY8eOds3QtWtXa5Z89nx+5OvRo4eRmppqzZGQkGD3HM6QwRl06dLFyMzMtI5DSkqK0alTJ7vn+OSTT4zhw4cb7dq1M5YuXWp06dLFWLRokV0znDx50ujdu7fh6elpPPXUU0a3bt0c9lqalpZmjBo1ymjRooXRvHlzY9iwYUZKSopdMzjDeHTr1s0wjIKvWfZ+/W7Xrp2RmJhojB492khKSjJWrlxpjB492q4ZDON/x2DevHnGnj17jLy8PLu/hxjG/76PLFy40Pj2228NwzDsnqNDhw6GYRjGBx98YBw8eNA4f/68w1+/c3JyjBdeeMEhfU+dOtUh/RqGYSQlJRn79u0zfH19jZiYGOu/uLg448KFC3bPw3v7/YuZDCgSFy9eVF5envX8s6tXr+ry5cuSZD11oSjNnz9fw4YNU0xMzE2/nfxzxbso5eXlaeLEiTp37pzatGmjdu3a6emnn7b7FGhnWMhNulbpHzBggM6ePavp06dr69atGjJkiN1zFCtWrMD5kSVKlJCLi4tdMzjDN5OSc0wFd4YML774osxms/Vnk8kkd3d3PfzwwwoODrbLaRPFihUrcK5q5cqVHbIi+KBBg7R7925Vq1ZNp0+f1ogRI+xyqtv1atWqpdWrVysrK0sWi0WSHHYeb8WKFfWvf/1LkpSZmakzZ87Y/co0zjAe9evX18qVK5WXl6ejR4/q888/t/vVWCpWrKiaNWuqQYMG+vnnn9WnTx+tXr3arhmka+8Z6enpqlu3rg4dOqSWLVsWeP2wF3d3d/3++++qV6+eYmNj5eXlZfdLN+a/b9WtW1fHjh1TkyZN7Nq/JAUEBBRYaDE5Odkhi0pL105L2Llzp9LT0wtst8dnrho1aqhGjRqKjo6+4fLpR48eVcuWLYs8w/Wc4b0djkGRAUWiT58+6t69u5577jlZLBbt2rVLAQEBWrZsmV2u55x/TrsjFvH7s0GDBmnQoEG6dOmSNm7cqODgYF2+fFkHDhywa47rF3IbOHCgwsLCdOzYMbueYy1de5Nt1KiRYmJiZDabtXjxYjVo0MCuGaRrj438Kbdbt27V2rVr1aJFC7tmmDRpkoKDg5WQkKBmzZqpdu3aCg0NtWsGyTmmgjtDhrZt26pGjRrq0aOHpGtFn8OHD8vb21vjxo3TsmXLijyDM/wRJ10rDD/44IMKDg5WdHS0YmJi1LhxY1WoUMFuGXbs2KG4uDgNHjxYPXv21Pnz5xUcHKxu3brZLUO+9evX68CBA3r33XfVpUsXlS5dWv7+/nrrrbfslsEZxiMkJESLFi1SiRIl9N5778nLy0vBwcF261+6dunfffv2qUGDBtq6daueeOIJh6xz9Nprr2nUqFGaP3++evbsqY0bN6pRo0Z2zzFy5EjNnTtXoaGhWrJkidauXWt9DbMXLy8vDR8+XMHBwXr99df1448/2n3hyeuvJGEymVS+fHmH/UH7zjvv6NSpU6pXr5618CHZ99S76y+fXq5cOaWmpjrk8unO8N4Ox+DqEigSOTk5+vTTT2UymfTAAw/IMAxduHBB/v7+qlatml1X2E1NTVXlypUVFxen48ePq3v37nZ98/vyyy+1f/9+xcXFycXFRc2bN3fIKr9dunSxLuQWGRmpvLw8+fn5afPmzXbNkZ6erp9++kmtWrXS4sWL9dNPP+mdd95RrVq17JrDYrFo3bp1BVZefuWVV+w+m0GS9ZtJR31Le+7cOU2fPl179uyRYRhq0aKFJkyYUODbh/shQ9euXRUREVFgW7du3RQeHn7T24pCVlaWFi1aVOBxOWTIELs/NkaMGKEaNWqoQ4cOCgoKkp+fn+Lj4/XJJ5/YLUP37t01ffp0HT58WHFxcQoJCVFAQIDCw8PtliFft27dtHjxYn311Vf6/fffNW7cOPXq1cuuWZxpPBwpISFB69ev15gxYzRixAjt3btXQ4cO1WuvvWb3LMb/X9soKytLJ06cUMOGDR0y80i6dilLi8UiwzAcMiMuMTFRtWrV0o8//qj9+/erY8eOqlKlSpH3e6sFe/PZe0Fn6drlI7/66iu793s9b29vRUdH33D59CVLltg1x83e28ePH2/3mWCwP2YyoEgEBgYqIyNDiYmJatasmWJiYvTUU0/Z/dq4EydOVG5url5//XUFBgaqdevW+uGHH+x6JYMZM2bIbDarf//+euGFF1S3bl279X09Z1jITbr22GjVqpVMJpO+/vpr9evXT+PGjdOKFSvsmuPIkSPq3bu3evfuLenayu2hoaF2mdlx/bTOm7H3ddaLFStmnQqeb/v27XZbqMqZMuzevdu6Gvfu3bvl5uamtLQ05eXl2SVDqVKlFBgYqMDAQLv0dyvJycmaN2+eQkND1b17dw0aNEjdu3e3e46GDRtq/vz58vPzU+nSpe0+Dfx6lStX1rfffqt+/frJ1dVVOTk5ds/g6PEIDw/XzJkzrQvI5f+RffToUbtlqF+/voKCgvTLL79o8ODBmjNnjkOuwHL+/HlNnjxZ+/btk9lsVosWLTR58mS7X647MTFRo0ePVmJioiSpWrVqmjt3rl0/bxmGoe+++0779u1TXl6e/h977x9X8/3//19PhSLTZGzSpsiPMaOF/EriRUqKiL2RX0NmkVEh+XVkVMb8eGG2Mb8r+oGh1ZgfU8pvNWHD8jtEoajOOZ8/+p7z6vi1fT7fd4/neTnP6+Wyy3ae54/Hbeecznk+7o/7/XZr3769sALxsmXLXvmcQqEQ/nsK0KhRI90Bl1TUrVsXS0tLHBwcyMnJoWfPnixevFi4jg0bNrzw2y5jHMhFBplK4cKFC/z8889ERETg6+tLUFCQJIkK586dY8eOHaxYsYIBAwYQGBgo/Eb50KFDXL58mfT0dL755huuXr1Ko0aNhH/Zu7u7ExQUREFBAevXr2fnzp306dNHqAYoz0wePXo0SqUSHx8ffHx8JLkJCA4OZuHChbRp04aDBw8yd+5cnJ2dhaytbeuMjY3F3NwcHx8fzMzM2L17tyQbl5EjR/LDDz9Qu3Zt7t69i1Kp5I8//hC6wTcEDQsXLiQ0NJSpU6cC5TPwCxcuJCYmhlGjRlXq2s2aNdMrPJmZmWFqasqzZ8+wtLT829O6/21UKhX5+fmkpqayfPly7t69K/yzWadOHZRKJVlZWURFRbFw4ULJ2mwbN27MuHHjuH79Oh06dCAoKEi4e74hvB7//ve/2bhxo5Cxx1dx7tw5Jk2ahJWVFWq1mnv37rFy5UrhPgCzZs2iTZs2REREoFariYmJISwsTGi3D5Qfpnz22We4u7sD5Qk14eHhQgv3kZGR/PXXX/j6+qLRaIiPj+f69euEhYVV+trP/38+fPgQU1NTatasWelrv4qnT5/i7u5OkyZN9Dp3Rd7rGEp8+oEDBwgKCnrtwYrMm4lcZJCpFKytrVEoFNjZ2XHhwgV8fHwkOYFSqVSo1Wp++eUX5s6dS3FxsfBoJyhvzS8rK+Pp06c8ffoUCwsL4RqeN3ILDAwUPrIB5a9FVlYWqampbNq0ifPnz0tilrV69WoCAwOxtbXV5Xk7OTkJWVvrFbJo0SJ27Nihu966dWtJ5s3Hjx/PqFGj8PHx4bvvvuPTTz8VXgQzBA0ODg7Ex8dTUFCAqampbkRBhDFpTk4OUL5hcHR0pG/fvigUCpKTkzl8+HClr/88o0ePxs/PDzc3N5o0aUKvXr2YNGmSUA2LFy8mNTUVf39/qlevjq2trd7ctUgWLFjAqVOncHBwoGrVqvTt25euXbsK1WAIr0fdunUlLTBAeSz0kiVLdEWF06dPo1QqhUf/Xrt2jRUrVugejxkzhp07dwrVAOXx1NoCA4CHhwerVq0SquG3334jMTFR1x3p6uoqPJo6JyeHkJAQ7ty5g0ajwd7ensjISOGjmADjxo0TvubzGEp8upWVFe7u7rRo0YJq1arpros0YJeRBrnIIFMpODg4oFQq+fTTT5k6dSp5eXlCUiWex8fHh86dO+Po6MjHH3+Mh4cHgwYNEqrBxcWF+vXr06VLFwIDA3WmlFLw7rvv0r17d917kZmZKXxeMTg4mMjISEaOHImtrS1+fn5Mnz5d2Po3b94Eyp3B58yZQ1BQEDNnzqR+/frcvHlT6Mngs2fPuHLlim6E5sKFC8La8ivSq1cvLC0tCQwMZNWqVcINMA1Fw40bN5g5cyY3btxg8+bNfP755yxYsIAGDRoI03D27Fnmzp2re9yrVy/hGwYALy8vvU3Cnj17hPuVpKamAnDq1ClOnTpFjRo1SElJkSQVZ/Xq1QB6aUW///47X3zxhTANhvB6tGjRgokTJ9KpUye9DYNIDUVFRXpdC61bt5akA0yhUHDr1i3ee+89oPy3RYqxjapVq5Kdna27t8jKyhJ+kKFSqfQSxVQqlfDvixkzZjB58mTd4UlKSgrTpk1jy5YtQnVA+UHCwYMH9cZHevToIVTD0qVLdRt50QbfFenXr59ka8tIi1xkkKkU5syZw6lTp2jcuDGBgYGkpaVJMgs2cuRIhg8fTlFREYWFhWzatEmoOzpAYmKi3praaCVbW1uhOubOncuBAwf01pViXrFDhw56EUrbtm3jxo0bwtYfOnQoCoVCV2ipWrUqkZGRQPnr8csvvwjTMm3aNIYNG0a9evXQaDTcv39f6N+Jm5ubXuSXRqNhwoQJOtMwEa+FIWjQMmvWLEaPHk10dDR16tShT58+hIaGsnnzZmEaLCws2LFjB71790atVpOUlCSJiVvF96UiIt+Pihv60tJSTpw4gZOTkyRFhoqUlpZy+PBh4e35hvB6PH78mBo1anD69Gm96yI11KpVi9TUVN2mLTU1FSsrK2Hra5k0aRKDBg3i448/RqPRcObMGZRKpXAdM2bMIDAwECsrKzQaDQUFBcJn4L28vPD398fT0xOAn376SfffotBoNHrdmf/6179YuXKlUA1a1q5dy88//4yXlxcajYbVq1dz6dIlxo8fL0zDxYsXefLkCTVq1BC25svYvXs333//vaQaZKRBTpeQeaO5du0akydP5tq1a6jVamxsbIQbIsXExOiiErXY2NjoTqVE0bNnT3bu3Ck8Vup5tm3bRmRkpOSvh6FQUlLCxYsXUSgUNG3aVOhJ2N8Vd2xsbIxCgxZtkoSPjw+JiYkAeHt7k5SUJEzDjRs3UCqVHDt2DIVCQadOnZg5c6YQl/bndWgpKysjJSWFkpISPv/8c6E6KvLw4UMmT57MunXrJNOgpaSkhFGjRrFp0ybJNEj1epSWlnLlyhVUKhUODg7CT++vXLlCSEiIzujQ1taWyMhI7O3theqAcvPHs2fPolar+fjjj7G2thauAcrfk6tXr6JWq7GzsxOa4KXl0KFDpKWlodFocHZ2xtXVVej6UVFR1KhRAz8/P0xNTdmzZw8nT57UmeiK7FL08vIiLi5Od79VXFxM//792bt3rzANAwcO5K+//sLOzk6v60j0wdKQIUOIjo7WdfzIGA9yJ4PMG82sWbMkN0Ras2YNSUlJLF26lMmTJ3Pw4EFOnjwpbH0ttra2koysPM+3335rEK/H1atX2bRpE0VFRWg0GtRqNdevXxd6an3jxg02bdpEQUGB3nsjalbx4sWLdOvWTbehfh4RG3xD0KDF3Nyc27dv607wjx8/Lvxm3cbGRtear0UKs67nX/fPPvuM/v37S1pkqF69utCup9fx5MkT3eiVVEjxemRlZTFx4kRJTRft7OyIi4uTLPq3og9DRX7//XcAYSM0fzdmKOJ3pKIhrYWFhZ5Rr+hxTO0G/nlvDm33osguLI1Go3egU61aNeHFuODg4Fc+d/fuXWHpH/n5+bi5uWFtbU21atV0iTQi3w8ZaZCLDDJvNIZgiGRtbY2trS1Nmzbl4sWLDBkyhK1btwrVAOUtpp6enrRp00Zv4yTafMdQXo8vv/wSV1dXTpw4Qb9+/UhJScHBwUGohqCgIJycnHBycpLEefncuXN069ZNrw27IiJaoA1Bg5bp06czbtw4cnNz8fb2pqCggG+++UbY+lAe27l06VK94ldxcTHp6elCdVTcPGg0Gi5duiR87r1i1Kt2zEy02aKW58d6CgoK+Oyzz4RqMITXY/78+ZKZLhpa9K/UaA2EpcSQ4iP379//yue2bdsmTAeAs7MzgYGBOj+CxMRE4T5Dr/t8jB07loSEBCE6vvvuOyHryBgecpFB5o3GEAyRLCwsSE9Pp2nTpqSmpvLRRx9JcjLZpUsXunTpondNio2tobwepaWlTJw4kbKyMj788EP8/PyEx5uWlZURGhoqdM2KTJw4EZDW5dkQNGj56KOP2L59u6Rtx1999RVKpZJ169YREBBAamqqJIk4FTcPCoWCt99+m4ULFwrVUDE5QauhcePGgNiTONCPyVMoFLz11lu6E/SKvzGViSG8HlKaLv6TJA0Rr8M/6VQYN25cpUdZ/hNDvX79+lXqZvKfdIUuX75cslQYLTExMQwePFjYemFhYWzZsoXExETd+Iho0/HXIbKr1cbGhl27dvHHH38QEBBAcnKy5L46MmKQiwwybzQvM0RasmSJUA3h4eFs376d0NBQtm/fTu/evYU6kmvJy8t7IVZJtDkUlL8ecXFxTJs2je3bt+Pu7i7JDYiFhQUlJSU0bNiQ7OxsYfGVFfnkk0/Yv38/nTt3lmSG9lXmfiLbGV+lQYvIlspHjx6xcuVKMjIyMDMzo2PHjowbN05oYbJmzZo4Oztz8uRJHj16RHBwMB4eHsLW1/K6zYOoTYOhnMTB68d2Zs6cKUSLIbweUpou/pOTe9Gfi1dx584dqSUAYjeTr2L//v2SFxlEvw4KhQJvb289I8q8vDyhvhCvQ+QBU3R0NLdv3yY7O5sxY8awY8cOcnJyJE28kBGDXGSQeaNp3bo1ycnJXL16FY1GQ8OGDYVv5nbv3q2bnVy+fLnQtaH8C/7+/fvs37+fq1ev6q6rVCrOnDnDl19+KVSPg4MDM2bMAKR5PbT07duXgIAAoqOjGTRoEIcPHxZurrdv3z6dcZw28UKhUHD+/Hkh64v0Jvn/o0HUSXFYWBgNGjTgq6++QqPRsGPHDsLDw4mOjq70tbWYm5tz5coVGjVqREZGBs7OzpSWlgpb/59gjJuG12EIWkRpUCqVBAcHExYWBvzHdNFQMIT3AqTpEnwZhqDDEN4T0a/DokWLiI2N1RXgjNmH4MiRIyQkJNCvXz8sLS1Zt24dffv2lYsMRoBcZJB5o7l58yZKpZL09HSqVKmCi4sLM2bMEBpjeeDAAYKCgiT7se/Zsyd//vkn6enpeidBpqamkpi4/frrr6xcuZIHDx7o3XyI/vEdOnQoPj4+WFpasnHjRs6dO0fnzp2Fajhy5IjQ9Z5Hezr78OFDfv/9dzp27MiaNWvIzs5m6tSpQjW8DlEnxX/99ZfemEBYWBheXl6Vvm5FgoKCWLp0KVFRUXz77bfExMQwYMAAoRr+DmPcNLwOQ9AiSkPDhg0lNV38OwzhvZDRxxjfk19++YVDhw5JHh9pCJiYmAD/+RyUlJTorsm82chFBpk3mqlTp+Lh4UFUVJTuZDI0NJS1a9cK02BlZYW7uzstWrTQixESNYPeqlUrWrVqRUpKyj+a4axsIiIiCAsLo3HjxpLefAwaNIiYmBgA3n33Xd555x18fHzYtWuXMA0lJSX88MMPXLlyhfDwcNavX8/YsWOFd9tMmTKFjh07AuXdFcOHDycsLMwgOh1A3KbWzs6OkydP4ujoCEBOTo7QuFsobwlv164djx8/Zt26dWg0GmrVqiVUw99hjJsGmXLOnj3LDz/88EKR2NhMF2VkXkfTpk0pKSkx2CKDyEKxu7s7QUFBFBQUsH79enbu3EmfPn2ErS8jHXKRQeaN5vHjxwwdOlT3eMSIEcTHxwvVYAgbeyifEX3y5InkP3o1a9YUnp9dEX9/fzIyMgBo3ry57rqpqale/JYI5s2bR+37dW43AAAgAElEQVTatcnOzsbU1JS//vqLGTNmCG3PBygoKGD06NEolUr69euHj4+PQW0aKntTq/WFePbsGcnJydjb22Nqasqff/7JBx98UKlrP09ubi5ffvklubm5QHm2+9KlS4UXO2RkXkZoaChDhw6VvEhs6BhCtw8Yjg6pqVmzptD1vL296dmzJ02aNMHU1FR3XcTv6t9F69avX5+ZM2dWug5thOnYsWM5fPgw9evX59atWwQGBup5Vci8uchFBpk3mjZt2pCUlIS3tzdQ3qr/4YcfCllb+0UvOrboVZiYmNCtWzfs7Oz0OipEbSa1kXiNGzdm/vz5dO/eXS83WlSetvb/d/78+a/8oRXlAZCdnU1CQgKHDh3CwsKCyMhI4e35AGq1mqysLFJTU9m0aRPnz59HpVIJ1yEVhuQLMXv2bD777DNd9O6ePXsIDw83mK4SQ8GQNk+GoEWUBnNzc4YMGSJkrf8XDOG9ALHRu69j7NixUkugUaNGQtYpKCjgp59+eqHL5osvvhBeNF+yZAlhYWGSGD0OHTpUVzS/f/8+tra2mJiYkJubi62tLcnJyUKMrmfNmsXevXsZMGAA27dvfyHdTObNRy4yyLzRpKSkEBMTw6xZszAxMdFFwSUmJla6wd7rvujff/999u3bV2lrv4zg4GCh6z1PxVn3W7duceHCBd1j0XnawGsr+aI8ABQKBSUlJboTwQcPHkhyOhgcHExkZCQjR47E1tYWPz8/ozJlMiRfiAcPHugKDAAeHh6sWrWq0tf9v0HUpgHg/v37nDlzBjMzM1q1aqUzUhNxEleRkpISLl++TLNmzdi1axe///47Y8aMoXbt2pVuYGsIJ5NaDc2bN2f9+vV0795d74RWKtf8jIwMPa8hEZ+Lf5KIM2LEiErX0axZMz0dZmZmmJqa8uzZMywtLcnMzKz0ZBqtqfWr+Oqrr4R15k2YMIHatWvj4OAgeZdNzZo1JSs07d+/H4DJkyczZMgQXUHh7NmzfPfdd8J01K9fHxcXFx48eED37t11143ZBNPYkIsMMm80R48elWxtQ/mi19KuXTt+//13ioqK0Gg0qFQqrl+//o9iwf43qHgSe//+faytrSkuLiYvL094S/rfIeo0zN/fn5EjR3L37l0iIiJITU1lwoQJQtauSIcOHejQoYPucWxsrHANr8MQTidFaahatape10RWVpbQCE0tjx49YsWKFWRmZmJmZkaHDh0ICAjAwsJC2KZh7969RERE4OjoiEqlYtasWcybNw8XFxfhkbPBwcE0aNCAZ8+esXz5cry9vZk+fTpr1qzB1ta2Utc2hJNJrQaNRkN6erpeUVjUhkHbDVeR8PBw5s+fD5R3w4n4XGzcuBGNRsPKlSuxtbWlf//+mJqasmvXLq5fv17p62vJyckByrufHB0d6du3LwqFguTkZA4fPixEg/b+4cCBAzx58oS+fftiZmbGnj17hI8oFBQU6NKapObDDz8kMDAQFxcXqlSporsusvDw559/6v09tGrViitXrghbf+3atdy+fZuAgACDK5TLiEEuMsi80RiCsZ7UX/RaZs6cSUZGBgUFBdjb25OTk4Ojo6Nw5/qNGzcSHx9PQkIC+fn5BAQEMGLECAYNGiRUx+sQdQri4+NDy5YtOXbsGCqVilWrVtGsWTMha0O5X0hCQoLeiZh2My0yShPKPUM2bNhAcHAw165dY/ny5YSEhFCnTh1Jo061iPpMzJgxg8DAQKysrNBoNBQUFPD1118LWbsihhDnuWrVKuLj46lbty4AN27cYPz48bi4uAjToOX69et88803REVFMWDAAMaOHYuvr6+QtQ2hYK3VICUzZsygsLCQpk2b6r6n8vLyWLZsmdBuOG3n04ULF/QMnEeNGkX//v2FaKjI2bNnmTt3ru5xr169hG3qtJ5TW7ZsISYmRpca0Lt3b/z8/IRo0NKkSROysrJo2bKl0HVfRnFxMZaWlpw8eVLvusgiw7vvvss333yDh4cHGo2GpKQkod4+JiYm1K9fn507d3L9+nX++OMPunTpws2bNyu9MCtjGMhFBpk3GkMw1pP6i17L0aNHSU5ORqlU4u/vT3FxMQsXLhSuIyYmRndSbmNjQ3x8PH5+fgZVZBBFSUkJubm5OjPOnJwccnJyhN2IaNv/tSdiUjJ16lQ8PT0BqFevHk5OToSEhPDDDz8Y1Q1J69atSU5O5urVq6jVauzs7ISnjYBhxHmamZnxzjvv6B7b2Njo+biIRKVSkZ+fT2pqKsuXL+fu3bs8e/ZMqAZDKFjfvHmT+fPnk56ejpmZmdBY6ISEBJRKJTVr1iQkJISqVavi4+MjqV9JWlqargvs4MGDeiMkorCwsGDHjh307t0btVpNUlKS8ESaR48e8fDhQ93n4N69exQVFQlZWzu+8vTpU/bs2UO9evUwNTWVtC3/delh4eHhKJXKStcQFRXFsmXL+PLLLwHo1KmTsFSziuzZs4dVq1ZRXFxMTEwMgwcPJiQkROeVJvPmIhcZZN5oDMFY7/kv+o4dO0ryRV+3bl2qVKlCo0aNuHDhAp6enjx69Ei4jtLSUr1NU8VWQmNjzJgxaDSaFzwBRBUZVqxY8drnv/jiCyE6oLzVdfDgwUD5yICfnx9bt24Vtr7U/JPZZpFIGeeZmJgIQIMGDQgICMDHxwczMzN2795N06ZNhWh4ntGjR+Pn54ebmxtNmjShV69eTJo0SagGQyhYa2OhIyMjUavVxMfHC4uFtrS0ZNGiRezZswd/f39mzZol6ez9/PnzCQ0NJS8vDygvgkVGRgrXERUVhVKpZP78+ZiYmNCxY0fhOgICAujbty+Ojo5oNBpOnz5NeHi4kLX/20xxs7KyhKyzcOFCSe41n2ft2rVs3bqVoUOHYm1tTUJCAiNHjpSLDEaAXGSQeaMxBGO9WrVqCfuxfR316tVjzZo1dOjQgaioKKD8JF00PXr0YPjw4fTu3Vs3P1rRFMgQEDV//+DBA3bu3Clkrddx9uxZbt++jbu7O2ZmZqSkpPwjM8T/TczNzTl48CBdu3YFyjtvpPAieBWV/ZkQ5Y3yd7wsztPExITLly8L8045duwYADVq1KBGjRocOnQIgOrVqwtZ/2V4eXnRq1cvrl69yvnz5/npp5+Ed1UYQsHaEGKhPTw8aN26NTNnzuThw4dC167Ihx9+yK5du3T3FVpTUtHY2NiwevVqHj58KJkGHx8fOnbsyKlTp1AoFMyZMwdra2sha2t/qwIDA18YrRs+fDg//vijEB2GxsWLFw0ittzExARLS0vd47p16+rGamTebBQaQ3DUkpGpJBITE4mLi+Ovv/6id+/eOmM9kT4EsbGxLFmyRHczpG3hEznvDuU3hwcPHsTT05NNmzbx22+/MXz4cJydnYXqUKlUpKSk6Azl2rZtS48ePYRqgNd7AFy7dk1Ii/6CBQtwdXXF2dlZ0h/dwYMHs27dOt2m/tmzZ/j7+xMTEyNMQ05ODoGBgRQWFuo0xMXF4eDgIEwDwKVLlygoKNArKrRt21bYZwLK/1YfPXqkp0GUe/+NGzde+7zo4hOUd7mIbv9+nnPnzjFp0iSsrKxQq9Xcu3ePlStX8vHHH0uqSzRak8GKsdD79u2TZPROo9Fw+fJlvbQTUa3oUP63MnPmTG7cuMHmzZuZMmUKCxYsoEGDBkLW13L+/HkmT57M06dPiYmJYejQoSxdulRI5K4Wrf/V5cuXCQ8P58cffxTmf/XFF19w/vx58vLydP4tUH6v8e6777Jt27ZK1/B/g9YLqbIZOHAgf/31l2Sx5VqmTZtGy5Yt2bZtG1FRUWzZsoWnT5/qDrtk3lzkIoPMG4m23RbQS1MAeOutt4Sa77i5ubFmzRrhm6WXcf78edLT0zE1NaVTp05Co+i0iPqB/TuGDRuGp6cngwcPpqSkhMTERPbt28cPP/wgTMP69etZuHChnumiFAWoXr16kZSUhLm5OVC+yfX19SU5OVmYhg0bNhAfH8+6deu4c+cOkydPFm4IOnfuXA4cOKBXTBAdr7pmzRrWrFmDlZWVzs1fqrniXbt28ccffxAQEEBycrLwSLacnByCgoIk3TxpGTx4MNOnT9cVFU6fPs38+fPZvn17pa/9MoNWkOb7omPHjuTn52Nubo5CodDFQoN4s9iXIfL3ZfTo0YwcOZLo6GgSEhKIi4sjKSmJzZs3C1lfy5AhQ5g3bx5TpkwhMTGR3377jSVLlgj5bGqZOXMmtWvXZv/+/cTFxTF79mzUarUQ/6vHjx/z8OFDIiIi9CJMzczMsLa2lszH5VWI+oxmZGS89LrorrmioiJWrVrF0aNHUavVODs7M2HCBL3uBpk3E8P6y5OR+V9C226bm5tLbm4uXbt2xcTEhCNHjtC4cWOhN8vW1tYGUWD4/vvviYmJwc3NDbVazfjx4xk3bpwwh3QtderU4fjx47Rq1UoSQzsthuABEBsby/79+yXLmNcycOBAfH19da79+/fvZ/jw4UI1xMbGEhcXh4WFBW+//bYkhqC//fYb+/bt0xVbpCAuLo7U1FQhRnqvIzo6mtu3b5Odnc2YMWPYsWMHOTk5TJs2TZgGpVLJypUrmTJlCvXq1WPOnDnMnj1b6OZJS1FRkV7XQuvWrYUZPxqSQevrYqENIYFCJA8ePKBz585ER0ejUCjw8/MTXmCA8iSDigcGnTp1YtGiRUI1PO9/tWjRImH+V5aWllhaWrJq1aoXOtFyc3Np27atEB3/FFFnu1LHlmtRKpV89dVXTJkyRei6MtIjFxlk3ki0c6rDhg0jKSlJd8NeUFDAhAkThGjQdlPUr1+f8ePH0717d72KuuhTwdjYWOLj43XV4wkTJvDpp58KLzKcO3dOb6YXpDkBMwQPgHfeeUeyGdqKfPbZZzg7O5ORkYFCoeCbb77RRWlmZ2cLOTkuLS3VMwGVwhDU1tZW2A3gq3jvvfckHw0AOHLkCAkJCfTr1w9LS0vWrVtH3759hRYZDGHzpKVWrVqkpqbqRrtSUlKE/+0WFxezYsUK0tLSUKlUODs7M2nSJEm9KiqyfPly3NzcpJYhDHNzc27fvq3rLjl+/LgkhXMrKytycnJ0Onbu3Cn8O8QQ/K/mzZvH/v37Je1E+yd07NhRyDqGEltuKN4QMuKRiwwybzR5eXl6N4IWFhbcvXtXyNraborq1atTvXp1Tpw4ofe86CKDlZWVXpHDwsJCki/99PR04Wu+jHnz5hEYGEhISAjwHw8AkVhZWdGnTx8cHR31NtVSOEK3bNnypfniM2fOFNLaaQiGoLVq1cLT05M2bdrobRZEvh8NGzbkf/7nf2jfvr2eBpFJH4DOI0S7USgpKRHuG2IImyctSqWS4OBgwsLCgPKClOiZ4nnz5mFhYcGCBQuA8sLx7NmzDWa2WeoCnWimTZvGuHHjyM3Nxdvbm4KCApYuXSpcx5w5cwgNDeXSpUs4OTnxwQcfCI3pBvD392fkyJHcvXuXiIgIUlNT+fzzz4VqOHLkiOSdaFoq+nVs2rSJqVOn6vw6tPcclY2hxJabmJjQrVs3yb0hZMQjFxlk3mhcXV0ZOXIkPXv2RKPRsHfvXnr37i1kbe3G5LfffqNTp056z/38889CNFTE3t6eQYMG4enpqUsQsLS01MUYitrEvCo2UfQmKiMjgxo1ahAbG6vzADh58qTQ0RZXV1dcXV2Frff/gqiNQ3BwMPv27dMZgvr7+ws3BO3SpQtdunQRuubz1KtXj3r16kmqAcDd3Z2goCAKCgpYv349SUlJ9OnTR6gGQ9g8aY0Ew8PDMTc3p0GDBmg0GiwsLJg9e7bQG+Xs7Gy9NJpZs2bh4eEhbP2/Q8o4SS0iCx2tWrVi+/btXL16FZVKhb29vSSdDEVFRWzdupWioiLUarUks+4+Pj60bNmSY8eOoVKpWLVqla4bThSG0ImmZdasWYwePZrFixfzzjvv0KdPH0JDQ4WO0xhKbHlwcPArn7t79y7vvPOOQDUyIpGLDDJvNNOnTyc5OVnXBj5q1Chhp6N79uyhpKSEZcuWMXHiRN31srIy1qxZQ8+ePYXo0GJjY4ONjQ0lJSWUlJS8UPiQgtLSUg4fPiyJQ7sheAD069ePx48f6xIVDBGRGwd3d3fc3d2Frfc8/fr14+LFi2RkZFBWVkb79u1p3ry5UA0WFhZ069YNe3t7oes+z4kTJ3B1daVGjRrcvn2biRMn0q1bN6EaCgsLJd88ab8PAgMDha/9PBqNhsLCQt566y2g/PUxNTWVWJVhIaIVffr06a99XnQn2owZMygtLcXLywsvLy9J/k608ZGNGzfWXRMdH2kInWhaDMGvw1Biy1/nATF27FiDMAKXqRzkIoPMG0+vXr3o1auX8HWfPHnCyZMnefLkiW50AsDU1JTJkycL1/O6ToFx48ZJpmPChAmMGjVK2PpaDMEDYNGiRcTGxupGeqRMEpAp91FZsWIFPXr0QK1W88UXXzB+/HihM6wqlYrZs2dz//59OnfuTLdu3Wjbtq1wh/Tx48dz+PBhLl26hEqlwtzcHGtra1q1aiVMw5IlS/jrr79wdnbG1dWVTp06CfdN0Y4QiTZLexkjRoxg4MCBumLP/v37GTt2rMSqxDNs2DC94qdCocDc3Bx7e3sCAgIqfX1D+CxUJD4+nqtXr/LTTz8xduxYrKys8Pb2FvK9pY2PvHPnjt4BTllZGe+9916lr18RQ+hE02IIfh0REREcPHiQVq1a0bNnT3bv3s2cOXOEavg7DKXzRKZykCMsZWQqmbS0NDp06CC1jNciZazkgwcP8PX1Fe5MHhUVxenTp/U8ABwdHQkKChKmoWfPniQkJBi0IZKhRI6KwNvbm/Xr1/P2228DkJ+fj7+/P7t37xau5fHjx+zatYtVq1bx5MmTFzxdRJGfn8++fftYvXo1+fn5ZGVlCV3/2bNnpKenc/jwYQ4cOIC9vT1r164VqsFQyM/P5969e2RmZqJWq2nXrh1NmzaVWpYOHx8fvfjoymLu3LmYmZnpTIt3797N7du3admyJcePH3/lSN7/Fjdv3nzt81KlBRUVFfHLL7+wbt06Hj9+LGQss2J8ZHh4uG7TKFV8pNSdaFrOnTvHzJkzyc3N5f3339f5dbRu3VqYBqVSiaur6wv+PoaEMd1fGCNyJ4OMTCWhneVdtWoVq1ateuF5YzW9cXNz01X3NRoNBQUFjB49WrgOQ/AAaNq0KSUlJQZdZDCmOrRardYVGABq164tfM587969ZGZmcvz4cUxNTenduzfOzs5CNUD5Ru7EiROYmprStm1bZs+eLfwENz8/n4yMDDIyMjh+/Di1atXSa8c2NoYMGcLevXtp0qSJ8LX/rnjg4+NDTEyMEC1nzpwhPj5e97hZs2b4+voSHR0tpMgxdOhQFArFS78bpehES0lJYdeuXZw5c4Zu3boxc+ZMHB0dhaytjY+cM2cOGzZsIDg4mGvXrrF48WJCQ0OxtrYWogMMoxNNy0cffSS5X4ejoyM//fQTc+fOpWnTpnTr1o2uXbvKHggywpCLDDIylYR2lvfcuXOEhoZibm4u2QmHIfH9999z8OBB0tPTKSoqYuTIkS9EWopCag8Ab29vevbsSZMmTfRmq0UXoO7cuaN3g7h8+XJCQkKoU6cOy5cvF6pFSpo2bUpERITupnT79u3Czcu++uorVCoVw4cP51//+hd2dnZC19dSWFiIRqPBzs6ORo0aYW9vT82aNYVq6NixI3Xq1MHf35+NGzcaRLSnlDRr1ozExERatWql56Av4ndFO/KXm5vLX3/9RdeuXTE1NeXIkSM0btwYHx8fPef4yqS0tJRLly7pTHovXbqEWq3m6dOnlJaWVvr6orvu/o6dO3fi7e3N4sWLJRn7A5g6dSqenp5AuReAk5MTwcHB/PDDD8I0rFu3jri4OF2hOCAgAH9/f0mKDNpUiYKCAr1ilEh/CE9PTzw9PSkrK2P79u0sW7aM8PBw4XHhMsaLPC4hI1PJnD59msOHD3Po0CFUKhUuLi5069ZNErPDVyGyZS00NJRnz57Rt29f1Go1SUlJvPvuu7poOGPC09OTMWPGvLBJEH1iPGzYMDw9PRk8eDAlJSUkJiayb98+oTeIhsDTp09ZtmwZx44dQ6PR0L59eyZMmCDcSO3y5cukp6eTkZHB1atXadSoEYsXLxaqQcuff/5JWloaGzdupKioiMOHDwtb+8qVK6Snp3Ps2DGuXLlC48aNad++PX5+fsI0GBJubm4vXBN9cj5s2DC++eYbateuDUBBQQETJkxg06ZNwjQcO3ZMd0quVqspLCwkMjKS/fv3U6tWLWE+FQUFBURFRZGbm8uyZctYtGgR06dP1xlzVjbZ2dm0aNFCZ2z9PG3bthWiA8DLy4tdu3bpXRPdCv8yDS+7JoKBAwfi5OSEg4OD3nvTr18/YRq+++47MjMzuXTpEs2bN6d9+/Y4OztL0gn1KkSNWMlIg9zJICNTybRu3ZrWrVszZMgQ3Wzzd999J3y2+XWIrDWeOXOGffv26R67ubkJj8YzFGrWrImPj4/UMigoKGDw4MEAVK1aFT8/P7Zu3SqxKvGYm5sLyzB/HWq1mrKyMp4+fcrTp0+Fmx1CeaEjLS2NtLQ0cnJyaNWqFV27dhWqwc7ODjs7O9q0acPRo0fZtm0b586dM9oigyGcoOfl5emMaqE8DeXu3btCNbRv357U1FQuXryIiYkJjRo1okqVKjg6OgodbwoPD6dTp06cPXuW6tWrU7duXaZOncq3334rZP1t27ahVCpf2m2mUCiEdsRZWFhw8OBB3XfE0aNHhX9vGUInmpaysjJCQ0MlWVtLamoqt27dwsvLC2dnZz755BNJfkug/Hujbt26HD9+nAsXLuDr64u5uTkzZ86URI+MGOROBhmZSub52eb27dvTrl074a3HFXn8+DG3bt3StZuuX7+eESNGCFn7s88+Izw8nA8++AAo//EJDQ1l3bp1QtY3JObNm8fdu3dxcXHRa3MVXXjw8/NjwoQJejeIK1asYMuWLUJ1SIX2xK1Zs2Z6mxRt2ofI9lIXFxfq16+Pi4sLXbt2pUWLFsLWroiXlxfdunXDxcWFNm3aSBKVOHnyZE6ePImdnR2urq64uLhIHu0pBYYUmfjVV1+Rk5NDz5490Wg07N27l7Zt2wo1zDWEVnSA/v37Ex8fr3ca27dvX3bu3ClUhyFw/vx5goODuXv3LgqFgnfffZfIyEihp+aG0okGMH/+fDp27Ejnzp0lNV0sKioiMzOTjIwMDhw4wFtvvcW2bduEapg9ezalpaWMGjWK0aNH06lTJ0pKSoiOjhaqQ0Y8cieDjEwlYwizzQBxcXGcOHGCkJAQfHx8qFGjBt7e3gQEBAgrMEB5hd/b2xsnJyfMzMw4ceIE77zzDv7+/oBxGWIWFxdjaWnJyZMn9a6LLjLMmzePwMBA3Sn+s2fPiIuLE6pBSrQtvTk5OS88JzpXPDExEY1Gw9mzZ7l16xbvvvuuUPM0LVK0GD9P7969USqVL90kLF++nMDAQAlUiUc7PnXgwAGePHlC3759MTMzY8+ePcJ/S6ZPn05ycrKuRX/UqFF60YUiCAoKwsnJCScnJ+HGrBUxNTXl0aNHOg1Xr17FxMREuI4bN24wc+ZMbty4webNm5kyZQoLFiygQYMGwjQ0b96c3bt38+DBA6pUqSLJxt5QOtEA9u3b98IIkeiCtbbAcPToUY4dO8Zbb72Fi4uLsPW1nDt3jh07drBixQoGDBhAYGCgLhlG5s1G7mSQkRGElLPNUH7qsnr1avbt28eVK1cICwvDz89Pz6VbBBkZGa993tAyyCub0tJSrly5gkqlwsHBQXjkF5QXduLj41m3bh137txh8uTJjBgxQmdeaiwMGjRIzyFfrVbj7e0tdMN95MgRpk+fTuvWrVGr1Zw6dYqIiAi6desmTMN/A8YYfTZw4EBiYmJ0G1m1Wo2fnx/bt28XquPEiRNcvHgRX19fzpw5I3T2HwznvT906BBff/01t27d4pNPPuH06dMsWLAAV1dXoTpGjx7NyJEjiY6OJiEhgbi4OJKSkti8ebMwDYZQ6Fi/fj3//ve/efToESBNJ5oh0bFjRzp06ICLiwtdunTR+aiIxtvbm/j4eHx9fZk7dy5NmjTB19eXPXv2SKJHRhxyJ4OMTCVjCLPNWurWrcvBgwfx9/fHzMyMZ8+eCddgbEWE15GVlcXEiROxsrJCrVZz7949Vq5cKdwUNDY2lri4OCwsLHj77beJj4/Hz8/PaIoM/v7+uuJXxRleMzOzl5rtVSZff/01W7ZswdbWFoBr167xxRdfyEWG5zDG85FHjx7x8OFD3Wbh3r17FBUVCdXw448/kpqaSl5eHr1792bWrFkMGDBAaAzxJ598wv79+yVvRXdxcaFly5acPXsWlUrFvHnzqFOnjnAdDx48oHPnzkRHR6NQKPDz8xNaYACYNWsWo0ePJjo6mjp16tCnTx9CQ0OF6tiwYQOJiYkGkeJVXFzMihUrSEtLQ6VS4ezszKRJk6hevbowDYcPH+bmzZv8+eef1KpVi2vXrul+V0TSr18/unTpQps2bfj444/x9PQ0mnsLY0d8X5eMjJExadIk7ty5w4gRI0hOTubrr7/G29tbuI7GjRszbtw4rl+/TocOHQgKCqJVq1bCdcj8h/nz57NkyRLi4+N1Gd9KpVK4jtLSUj1PCKli0KRiw4YN5OTkMHToUHJycnT/ZGVlsWzZMqFaysrK9G4EbW1tUavVQjX8NyBlm7xUBAQE0LdvXyZOnKhrOZ40aZJQDQkJCXz//fdYWFhgZWXF9u3b2bFjh1AN+/bt4/PPP6dVq1Y0a9aMZs2a0bx5c6EaANLT0/n8889xdXXFzs6OQYMGvTD6JgJzc3Nu376t+5s4fvy48OKLttAB6Aodjx8/FqrB3t5ektxkT0gAAB/LSURBVCLPy5g3bx7FxcUsWLCARYsWUVpayuzZs4VqSE5O5vPPPyciIoKHDx8yePBgkpKShK0fHh4OwC+//IKdnR2FhYX4+/sLT8SRkQ65k0FGppIxhNlmgAULFnDq1CmaNGlC1apV6du3ryTzeTL/oaioSK9roXXr1pJ0l/To0YPhw4fTu3dvFAoFycnJwuesDYHg4GBSUlJ48uQJACqViuvXrwvdyNWvX5/169frOaTb2NgIW1/GcPHx8aFjx46cOnUKhULBnDlzhPt1mJiY6G1gq1WrJtwU9MiRI0LXexWLFi1i0aJFQPkG99tvvyUkJER40WXatGmMGzeO3NxcvL29KSgo4JtvvhGqwRAKHf7+/nh5efHxxx/rfSZFG4JCebxoRQPQWbNm4eHhIVTD2rVr2bp1K0OHDsXa2pqEhARGjhwp7JBL261gLN45Mi8iFxlkZIwEtVrN8ePH2b59O+Hh4fz++++6kwcZaahVqxapqan06NEDgJSUFL14OFEEBwezb98+MjMzMTMzw9/fX6fJmJgyZQoFBQXk5ubi5OTEsWPHcHR0FKohIiICpVLJ6tWr0Wg0ODs7M2/ePKEaZAyTwsJCUlJSePjwIRqNhosXLwLwxRdfCNPQrl07Fi1aRHFxMampqcTExODs7Cxk7ZiYGAYNGsSKFSte+rzI1wHKDXIrpic0atSIsrIyoRoAWrVqxfbt27l69SoqlYoGDRoIN158WaFj6dKlQjUsXrwYLy8vgyjKajQaCgsLeeutt4Dyv13RxTgTExO9z0HdunWFGpO2bNkSkEdkjRm5yCAjYyTMmzeP2rVrk52djampKbm5ucyYMUOOEZIQpVJJcHAwYWFhQHlrfGRkpCRa3N3dcXd3l2RtQ+HChQv8/PPPRERE4OvrS1BQkNBoPgBra2vhN+f/jTRq1EhqCcKZNGkSNWvWxMHBQbJxkZCQEGJjY2natCmJiYl07dqVwYMHC1nb0Hw47O3tiYqKwtvbG4VCwe7du2nYsKFwHXv27GHVqlXs2rWL3NxcPD09CQ8PF1oofr7QYW9vL7yToWrVqsILTa9ixIgRDBw4UOels3//fsaOHStUg4ODA5s2baKsrIzz58+zZcsWPc8hGZnKRk6XkJExErSO3NpMb41Gg5eXF7t375ZamlFz7949qlevjlqt5v79+3zwwQdSSzJaBg8ezLZt29i8eTM1atTAx8dHWO69m5vbazeOxjjDevPmTZRKJenp6VSpUoUuXboQFhYmmUu61Hh5eUk+fjd69Gi+//57STUkJCTQr18/vWubN29myJAhQnVoT+uPHz+OmZkZTk5OTJw4UXisqJeXF+vWrdP5Edy/f59Ro0YJmb/XRslOnz79pc/XqFEDd3d3nJycKl3LwoULgXJDzoq+QqLTT7RcvHiRzMxM1Go17dq1o2nTpkD5KEWLFi0qff2JEyfywQcfcPToUdRqNc7OzkyYMEGSeFEZ40TuZJCRMRIUCgUlJSW6jcyDBw+M0jzNkNiwYQMJCQkkJCRw48YNAgICjDI60lBwcHBAqVTy6aefMnXqVPLy8oSdnm7cuBGNRsPKlSuxtbWlf//+mJqasmvXLq5fvy5Eg6ExdepUPDw8iIqKQqPRsGPHDkJDQ1m7dq3U0iShefPm5OTkSHoaWVxczK1bt3jvvfeEr71+/XoeP37Mtm3buHHjhu66SqVi165dwosMtWrVEm7m9zJKS0v1DA+tra2FfW9pN8uvaol/9OgRkydPFhLZnZ2drfdvKL/v2bBhQ6Wv/TKaNGmiN06jZebMmUIiWG/cuMGCBQuYMmVKpa8lI/My5CKDjIyR4O/vz8iRI7l79y4RERGkpqYyYcIEqWUZNbGxscTGxgJgY2NjdNGRhsacOXM4deoUjRs3ZuLEiaSlpbF48WIha2vniC9cuKBnVDZq1Cj69+8vRIOh8fjxY4YOHap7PGLECOLj4yVUJC2XLl2if//+1K5dm2rVqumui+xyefDgAW5ublhbW1OtWjU0Go0wt/iGDRuSlZX1wvWqVavqTrFFEh8fz6JFiygsLATQvRbnz58XquOTTz7hyy+/xMvLC4VCwZ49e2jdurWQtbURv/369eP69ev88ccfdO7cmVu3bulSckSl42zcuPGVz2k7LgwBUQUgExMT3NzcsLOz0/u+kKroImN8yEUGGRkjwcfHh5YtW3Ls2DFUKhWrV6/Wte/JSENpaane3KqxRUcaGvfu3ePAgQM4OTnh4ODA3r17JWnNT0tLo0OHDgAcPHhQuGGYodCmTRuSkpJ0bui//vorH374ocSqpCM6OppDhw7x5MkTbGxsUKlUHDt2TKiG7777Tuh6FXF1dcXV1ZXevXsbhCfHv//9bzZu3PjS02qRzJ49m40bNxITE6Mb2/if//kfoRq0vhBPnz5l27ZtDB48mJCQELy9vRkxYoRQLS9j//79BlNkENVBGhwcLGQdGZlXIRcZZGSMhIcPH5KXl8eQIUNYvXo1K1euZOrUqbz//vtSSzNa5OhIw2Lq1Kl4enoCUK9ePdq2bUtISAg//PCDMA3z588nNDSUu3fvotFosLGxkcwMVGpSUlKIiYlh1qxZmJiYUFxcDEBiYqIkJ8ZSs2TJEsnTT2xsbNi1axd//PEHAQEBJCcn4+PjI2TtcePGsWbNGsaMGfPSjZpo35K6detKXmCA8k6OXr160ahRI10XgWjTRanjEv8OY7Sfk1MdZKRGLjLIyBgJU6ZMoWPHjigUCn7++Wf8/f0JCwt7bYuhTOUiR0caFgUFBTqn/KpVq+Ln58fWrVuFavjwww/ZtWuXzjOlYqSpIbX8iuDo0aNSSzAoDCH9JDo6mtu3b5Odnc2YMWPYsWMHOTk5TJs2rdLXViqVwOvb4kXSokULJk6cSKdOnfTa0UUVXbS8rotAFFLHJf4dsv+UjIx4DOcbQEZGplIpKChg9OjRpKam4uPjg4+PD0+ePJFaltHzzjvv0LhxY6ZMmUKtWrWklmPUmJubc/DgQd3jo0ePYmFhIYmWt99+W6/AAOUtv8ZEYWEhEREReHl50a9fP5YsWcLTp0+lliUZ1tbWKBQK7OzsuHDhAra2tpSWlgrVcOTIEaKioqhWrRqWlpasW7eOQ4cOCVm7bt26QPl35u+//05mZiaZmZmkp6ezfft2IRoq8vjxY2rUqMHp06c5duyY7h/RaLsIatSooesi+Pbbb4VqeD4uMTw83KjjElUq1SufM8auChnjRO5kkJExEtRqNVlZWaSmprJp0ybOnz//2h9Cmcrnxx9/JDU1lby8PHr37s2sWbMYMGAAo0ePllqaUTJ37lyCg4MJCQkB4L333jOoUQVjuzkNDg7G3t6e6OhoXbpEWFiYMDNOQ0PK9BMt2tNp7clwSUmJ8BPrL7/8UvKxEUDPoFWLFEUwQ+giKCoq4s6dO1SrVo0ZM2bg7OxMaGioUA2GxIABA16ZILF8+XLBamRkpEEuMsjIGAnBwcFERkYycuRIbG1t8fPze2W2tYwYEhISiI2Nxc/PDysrK7Zv387AgQPlIoNENG/enN27d/PgwQOqVKlicHnixtbye+PGDdasWaN7HBYWRp8+fSRUJC0V008CAwOFpp9ocXd3JygoiIKCAtavX8/OnTt1PiaiMISxESjvLFq6dClFRUVoNBrUajVPnz4lLS1NqI7nuwi2bNkivIvA0OMSRRuF1qlTh+PHj9OqVasX/DG0qRsyMm86cpFBRsZI6NChg86xHngha1xGPCYmJno3INWqVTPaJAEpCQ8PR6lUMmzYsJdu5OXIL2lo3Lgxx48fx8nJCYCcnBw++OADiVVJh6mpqe616N69uyQmsWPHjuXw4cPUr1+fW7duERgYSLdu3YRqeH5sxMfHR/jYCJR3MiiVStatW0dAQACpqak6c1KRGEIXgSHEJebn5zN37lzS09NRqVS0b9+euXPnUqdOHaKjo4XpADh37pxe/C5glGa1MsaNXGSQkTEStm3bRmRkpN5NkI2NDampqRKqMm7atWvHokWLKC4uJjU1lZiYGJydnaWWZXQMGjQIwKhMFf8buHz5MsOGDaNhw4aYmZlx+fJlrKyscHNzQ6FQCE8TkCk3XwwPD6dLly66a6GhoSxatEiYBkMYGwGoWbMmzs7OnDx5kkePHhEcHIyHh4dwHYbQRWAIcYmzZs2iTZs2REREoFariYmJISwsTK8bShTp6enC15SRMTTkIoOMjJHw7bffkpSUxNKlS5k8eTIHDx7k5MmTUssyakJCQoiNjaVp06YkJibStWtXXbqBjDiKi4vJzMw0+HEE0S2/UrNkyRIOHTrEkydPsLGxQaVScezYMUla442dsLAwrl27RlZWFpcuXdJdLysr49GjR0K15OXl0apVKywtLZk4cSJHjx6VxKfD3NycK1eu0KhRIzIyMnB2dpako8IQuggMIS7x2rVrrFixQvd4zJgx7Ny5UxItxcXFrFixgrS0NFQqFc7OzkyaNInq1atLokdGRgrkIoOMjJFgbW2Nra0tTZs25eLFiwwZMkR4PJ+MPmPGjOH777+XCwsSs2zZslc+p1AohN6s37x5E6VSSXp6OlWqVKFLly6EhYVRu3Zt4S2/UrNkyZKXGvzZ2NhILc3oGD9+PDdu3CAiIoIvvvhCd93U1FR48Wv8+PEcPnyYwMBAVCoVLi4ukhguTp48GaVSyerVq1m7di2bNm3i008/Fa7DELoIDAGFQsGtW7d47733gPLvUjMzabY58+bNw8LCggULFgAQGxvL7NmziYqKkkSPjIwUyEUGGRkjwcLCgvT0dJo2bUpqaiofffSRUcfBGQLFxcV6N0Uy0rBx40a9xw8fPsTU1JSaNWsK1zJ16lQ8PDyIiorSJSqEhoaydu1a4VqkxlAM/mSgQYMGNGjQgJ07d5KXl0fdunU5fvw4OTk5tGjRQqiW1q1b07p1a4YMGcK+fftYvXo13333HVlZWUJ1nD9/nvz8fKpWrcrSpUsZPXq0JJ4hhtBFYAhMmjSJQYMG8fHHH6PRaDhz5gxKpVISLdnZ2XpdFLNmzZJklEZGRkrkIoOMjJEQHh5OXFwc06ZNY/v27bi7u8sz6BLz4MED3NzcsLa2plq1amg0GnnWXEJycnIICQnhzp07aDQa7O3tiYyM5P333xem4fHjx3qGYSNGjCA+Pl7Y+oaEoRj8yfyH2bNnU1payqhRo5gyZQqdOnXi1KlTQrts5s6dy4kTJzA1NaVt27bMnj1bko12bGwscXFxQHkRJjExET8/P7kzTSJcXFxITEzk7NmzqNVq5s6di7W1tSRaNBoNhYWFvPXWWwAUFhbKps4yRodcZJCRMRIcHByYMWMGIOc0GwrffffdK5/Lzs4WfkJo7MyYMYPJkyfr3PJTUlKYNm0aW7ZsEaahTZs2JCUl4e3tDcCvv/7Khx9+KGx9Q8JQDP5k/sO5c+fYsWMHK1asYMCAAQQGBuLr6ytUQ2FhIRqNBjs7Oxo1aoS9vb0kXUelpaVUqVJF97jif8uIp3v37jg6OuLq6oqLiwtWVlaSaRkxYgQDBw7U/Zbs37+fsWPHSqZHRkYKFBr5F1tGxij49ddfWblyJQ8ePNC7UZdPzQ2Tfv36kZCQILUMo+Jlr7mPjw+JiYnCNHTs2JH8/HyqVauGiYmJXhqMsUWgqVQqTp06hZOTE7/88gtpaWn4+fnRpEkTqaUZLd7e3sTHx+Pr68vcuXNp0qQJvr6+7NmzR7iWP//8k7S0NDZu3EhRURGHDx8Wun5UVBSnT5+md+/eKBQKkpOTcXR0lEd6JKKsrIwTJ05w6NAhjh49SvXq1XF1dWXMmDHCNOzZswcPDw/y8/O5d+8emZmZqNVq2rVrR9OmTYXpkJExBOQig4yMkfCvf/2LsLAwGjdurOeiL5uoGSaiN7cy5ZuGGjVq4Ofnh6mpKXv27OHkyZO6aLj69etLrFBGRlrWrVvHt99+i6OjIytXrsTDw4NBgwYxfPhwYRouX75MWloaaWlp5OTk0KpVK7p27arr/hHJvn37yMzMxMzMjLZt29KjRw/hGmT+Q35+PhkZGWRmZvLLL79gbW3Njh07hK3/r3/9i7179zJw4ED5kEDG6JGLDDIyRkL//v2Ndrb7vxG5k0E8bm5ur3xOlFdGYWEhy5cvJz09HTMzM1xcXBg/fjzm5uaVvraMzD9BrVZjYmIClG/qateuLXR9Ly8vunXrhouLC23atJFn3WUA8PDwoLCwEA8PD9q1a0e7du10ngiimD59OomJiTp/JS3ax8bUiSYjIxcZZGTecDIzMwGIi4vjrbfeonv37nqxTm3btpVKmsxrkIsMxsm4ceOwt7fHx8dHly6Rn5/P4sWLpZYmY8SEh4ejVCoZNmyY3uZJi8iYVxmZlxETE0N6ejpXrlyhUaNGtGvXjvbt29OwYUPhWsaPH8+qVate+tzdu3d55513BCuSkRGPXGSQkXnDGTZs2CufUygU8s2hgSIXGcRz8+ZN5s+fr9dFMGPGDKEntX369GH37t1/e01GRiRZWVm0bNmSjIyMlz4vxyjKGApqtZqdO3fy73//m2vXrhlc94D82y5jLMjpEjIybzgbN27U/ff9+/extramuLiYvLw8STK9Zf4Zcv1XPFOnTsXDw4PIyEjUajXx8fGEhoaydu1aYRoaN27M8ePHcXJyAspjNeW/UxmpadmyJcALXQwKhYJq1arpxfXJyEjBtm3bSEtL4+zZszRr1oxRo0bh6uoqtawXkH/bZYwFucggI2MkbNy4kfj4eBISEsjPzycgIIARI0YwaNAgqaUZLXfu3GHDhg0EBwdz7do1li9fTkhICHXq1JFjRiXg8ePHDB06VPd4xIgRwn1MLl++zLBhw2jYsCFmZmZcvnwZKysr3NzchPlCyMi8ipUrV5KVlUWHDh3QaDRkZGRgY2PD48ePmTRpEn369JFaooyR8scffzBgwACioqKoWrUqACUlJRKrepGXjRvJyLyJyEUGGRkjISYmhtjYWKA8USI+Ph4/Pz+5yCAhU6dOxdPTE4B69erh5ORESEgIP/zwA7a2thKrMz7atGlDUlKSzqX+119/5cMPPxSqYcmSJRw6dIgnT55gY2ODSqXi2LFjciyejEGg0WjYuXOnLmnlzp07zJgxg40bNzJs2DC5yCAjGefOnWPmzJm6x2q1Gl9fX3bt2iWhKhkZ40UuMsjIGAmlpaW66j5AlSpVJFQjA1BQUMDgwYMBqFq1Kn5+fmzdulViVcZLSkoKMTExzJ49G4VCQXFxMQCJiYnCnMGXLFlCQUEBubm5ODk5cezYMRwdHeWoWRmDIC8vTy/KtV69euTl5WFpaSm3gctIgr+/v84rpHnz5kB5MczMzOy1iUEyMjKVi1xkkJExEnr06MHw4cPp3bs3CoWC5ORkunfvLrUso8bc3JyDBw/StWtXAI4ePYqFhYXEqoyXo0ePSi2BCxcu8PPPPxMREYGvry9BQUFyF4OMweDo6MiUKVPw8vJCrVbz008/0aZNG3799VeqV68utTwZI0RrXj1//ny9ToaKZGdn06JFC5GyXolcjJMxFuR0CRkZI0GlUpGSkkJmZiZmZma0bduWHj16SC3LqMnJySEwMJDCwkIAnj17RlxcHA4ODhIrM07y8/PZuXMnT548QaPRoFaruX79OpGRkcI0DB48mG3btrF582Zq1KiBj48Pffv2ZefOncI0yMi8irKyMrZt28Zvv/2GqakpHTp0YNCgQfz22280atSIBg0aSC1RRuYFRCc6rFmzhnHjxuld+/rrr/nyyy/1jH1lZN5k5E4GGRkjYcCAASQkJODu7i61FJn/j4yMDGrUqEFsbCx37txh8uTJnDx5Ui4ySERQUBDvvfcep0+fpkePHvz666989NFHQjU4ODigVCr59NNPmTp1Knl5efLJl4zBYGZmhqurKw0aNKBz587cunULMzMzXTeWjIwhIuo7NDo6mvv377N//36uXr2qu15WVsbZs2f58ssv5QKDjNFgIrUAGRkZMdSpU4fjx48bpNuysRIbG8vWrVt5++23adasGfHx8WzatElqWUZLXl4eixYtws3NjZ49e7Jp0yZ+//13oRrmzJlD7969ady4MYGBgeTl5bF48WKhGmRkXsWePXsYP348EREROk+ZpKQkqWXJyLwWUYkOXbt2pW3btlSvXp127drp/unSpQtr1qwRokFGxlCQOxlkZIyEc+fO6cXzAcLM7GReTmlpqZ4Bp2zGKS21atUCwM7OjpycHD7++GPhGkxNTXUnXd27d5d9U2QMirVr17J161aGDh2KtbU1CQkJjBw5UpfIIiNjzCxYsICEhATOnDlDv379pJYjIyMpcpFBRsZISE9Pl1qCzHPIZpyGhbOzMxMnTiQ0NJRRo0aRnZ2Nubm51LJkZAwGExMTLC0t/0979xMSVb+AcfwZtcyScpFNUDGISLawNiKCC9EUJhOthdIirQyCmixER4kCXYgSiQQq0aIEiSINLAPTjSCCaWJQGM42pUCqxRg5mTpzF7d37uvN3nsvr5zfzD3fz8pzZjHPyj+Pv/NM+HrPnj2KieFQLCBJgUBAdXV1Ghsb2/DUaGtrq4FUgBmUDIBNdHZ2bnj/8uXLFifBH7xer4aGhsJjnJWVlYxxGlRTU6O5uTnt27dP7e3tmpqaksfjkRRZ6+SAKWlpaXrw4IFWV1c1Ozurhw8fKj093XQsQGtra4qNjd3wNas2Gbq7uzU5Oanp6WllZWVZ8p5ApOLTJQCb+HPJsLKyorGxMR05ckSNjY0GUwHRwep1ciASXblyRS6XS+Pj4woGg8rOzpbH41l3ugEw4a++R8/Pz+vAgQOWZfH5fEpPT5ff7w8/hgfYDScZAJv49xMLHo9HVVVVhtIA0YU+HpA+fPiglpYW1dbWmo4CrPPHuPXhw4e1devWda9ZWTBI//x54Xa79f37dz1+/FinT5/W7du3OQ0HW6FkAGzq27dv+vjxo+kYQFSwap0ciGQxMTHKz89XSkqK4uPjw/d7enoMpgIia9y6ublZXV1dqq2tldPpVFNTkxobG/XkyRPLswCmUDIANpGfnx/+QykUCsnv9+v8+fOGUwEAooXX6zUdAdhQJI1bBwIBpaamhq9zcnJ08+ZNg4kA61EyADZx7949jY6OamJiQktLSzp37twvrT8AAL/DmB0iVSAQUGdnp16+fKm1tTVlZ2fr6tWr2r59u+VZkpKS5PP5wv/YGRgYYJsBtsPwI2ATDQ0NWl5eVklJiYLBoJ49e6a9e/fq+vXrpqMBEe/EiRN6+vSp6RgAgA1cu3ZNCQkJKi8vlyT19vbq69evunXrluVZ5ubm1NDQoJmZGcXHx8vlcqmtrU0pKSmWZwFMoWQAbMLtdmtoaCh8HQwGVVxcrMHBQYOpgMixsLCgnp4eeb1ezc/Pq6OjQ/X19dq9e7fl6+QAgP9eSUmJBgYG1t0rKiqy9HecioqKdY+lLi0tKRgMKjExUQ6Hg+0S2AqPSwA2sX//fr1//14ul0uS9PnzZzmdTsOpgMhRV1en48ePS5KcTqcyMzNVX1+v+/fvUzAAQAQLhUJaXFzUzp07JUmLi4uKjY21NEN1dbWl7wdEMkoGwCZWV1dVWlqqzMxMxcXFaXp6WsnJyaqsrJTEOjjg9/t16tQpSdLWrVtVXl6uR48eGU4FAPhPzp49q7KyMuXl5UmSRkZGdOHCBUszsFkC/AslA2ATly5dWnddVVVlKAkQmbZt26bR0VHl5uZKksbHx5WQkGA4FQDgdwYHB1VUVKS8vDxlZGRoampKwWBQHR0dOnjwoOl4gG2xyQAAgCSfz6fq6motLi5KkpaXl9XX16e0tDTDyQAAGyksLNSLFy9UVlam/v5+03EA/MRJBgAAJL169Uo7duxQb2+vFhYWVFNTo9evX1MyAECEyszMVEZGhkKhkA4dOhS+HwqF5HA4NDs7azAdYF+cZAAAQFJxcbH6+vrCj0gEAgGVl5fr+fPnhpMBAP7KxYsXdefOnQ1f+/Tpk5KTky1OBNhbjOkAAABEgpWVFW3ZsiV8/eevAQCR63cFgyTLByAB8LgEAACSpIKCAp05c0bHjh2Tw+HQ8PCwjh49ajoWAOBv4NA2YD1KBgAAJHm9Xg0NDWlqakpxcXGqrKxUQUGB6VgAgL/B4XCYjgDYDiUDAAA/ud1uud1u0zEAAACiFpsMAAAAAABgU1AyAAAAAPi/xCYDYD1KBgAAAABR6+7du7/ca29vlyTduHHD6jiA7TlC1HsAAAAAokxbW5u+fPmikZER5efnh++vrq7q7du3Gh4eNpgOsC+GHwEAAABEndzcXM3Pz2tiYkJZWVnh+7GxsfJ4PAaTAfZGyQAAAAAg6rS0tKi/v19v3rzRyZMnTccB8BMlAwAAAICoEwgEVFdXp7GxMf348eOX11tbWw2kAkDJAAAAACDqdHd3a3JyUtPT0+selwBgFsOPAAAAAKKWz+dTenq6/H6/du3aZToOYHt8hCUAAACAqBUKheR2u1VaWqqFhQUVFhbq3bt3pmMBtkXJAAAAACBqNTc3q6urS0lJSXI6nWpqalJjY6PpWIBtUTIAAAAAiFqBQECpqanh65ycnA2HIAFYg5IBAAAAQNRKSkqSz+eTw+GQJA0MDLDNABjE8CMAAACAqDU3N6eGhgbNzMwoPj5eLpdLbW1tSklJMR0NsCVKBgAAAABRp6KiInx6IRQKaWlpScFgUImJiXI4HOrp6TGcELCnONMBAAAAAOB/VV1dbToCgA1wkgEAAAAAAGwKhh8BAAAAAMCmoGQAAAAAAACbgpIBAAAAAABsCkoGAAAAAACwKSgZAAAAAADApvgHGQYTtKBmP/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### CORRELATION MATRIX FOR SEEING HOW FIELDS ARE RELATED< REMOVE ONES WHICH ARE HIGHLY CORRELATED ####\n",
    "## Correlation Matrix\n",
    "sn.set(style=\"white\")\n",
    "\n",
    "# Compute the correlation matrix\n",
    "corr = dataset.drop(columns = ['user', 'churn']).corr()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(18, 15))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sn.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sn.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n",
    "\n",
    "# Removing Correlated Fields\n",
    "dataset = dataset.drop(columns = ['app_web_user'])\n",
    "\n",
    "## Note: Although there are somewhat correlated fields, they are not colinear\n",
    "## These feature are not functions of each other, so they won't break the model\n",
    "## But these feature won't help much either. Feature Selection should remove them.\n",
    "\n",
    "dataset.to_csv('new_churn_data.csv', index = False)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'X_train' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-28-795827ded433>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;31m# Select Best X Features\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mrfe\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mRFE\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclassifier\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m \u001b[0mrfe\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrfe\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m \u001b[1;31m# summarize the selection of the attributes\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrfe\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msupport_\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'X_train' is not defined"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}