ml_hiring_hackathon.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/aakash/.local/lib/python3.6/site-packages/matplotlib/__init__.py:886: MatplotlibDeprecationWarning: \n",
      "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n",
      "  \"found relative to the 'datapath' directory.\".format(key))\n"
     ]
    }
   ],
   "source": [
    "# import libraries\n",
    "import statistics \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from xgboost import plot_importance\n",
    "from xgboost import XGBRegressor as xgb\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import HTML, display, clear_output\n",
    "%matplotlib inline\n",
    "sns.set(rc={'figure.figsize':(18,6)})\n",
    "import os\n",
    "# os.listdir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import train and test dataset\n",
    "train = pd.read_csv('dataset/train.csv')\n",
    "test = pd.read_csv('dataset/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train shape: (116058, 29)\n",
      "Test shape: (35866, 28)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>loan_id</th>\n",
       "      <th>source</th>\n",
       "      <th>financial_institution</th>\n",
       "      <th>interest_rate</th>\n",
       "      <th>unpaid_principal_bal</th>\n",
       "      <th>loan_term</th>\n",
       "      <th>origination_date</th>\n",
       "      <th>first_payment_date</th>\n",
       "      <th>loan_to_value</th>\n",
       "      <th>number_of_borrowers</th>\n",
       "      <th>...</th>\n",
       "      <th>m4</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>m13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>268055008619</td>\n",
       "      <td>Z</td>\n",
       "      <td>Turner, Baldwin and Rhodes</td>\n",
       "      <td>4.250</td>\n",
       "      <td>214000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-03-01</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>95</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>672831657627</td>\n",
       "      <td>Y</td>\n",
       "      <td>Swanson, Newton and Miller</td>\n",
       "      <td>4.875</td>\n",
       "      <td>144000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>03/2012</td>\n",
       "      <td>72</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>742515242108</td>\n",
       "      <td>Z</td>\n",
       "      <td>Thornton-Davis</td>\n",
       "      <td>3.250</td>\n",
       "      <td>366000</td>\n",
       "      <td>180</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>03/2012</td>\n",
       "      <td>49</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>601385667462</td>\n",
       "      <td>X</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>4.750</td>\n",
       "      <td>135000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-02-01</td>\n",
       "      <td>04/2012</td>\n",
       "      <td>46</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>273870029961</td>\n",
       "      <td>X</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>4.750</td>\n",
       "      <td>124000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-02-01</td>\n",
       "      <td>04/2012</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        loan_id source       financial_institution  interest_rate  \\\n",
       "0  268055008619      Z  Turner, Baldwin and Rhodes          4.250   \n",
       "1  672831657627      Y  Swanson, Newton and Miller          4.875   \n",
       "2  742515242108      Z              Thornton-Davis          3.250   \n",
       "3  601385667462      X                       OTHER          4.750   \n",
       "4  273870029961      X                       OTHER          4.750   \n",
       "\n",
       "   unpaid_principal_bal  loan_term origination_date first_payment_date  \\\n",
       "0                214000        360       2012-03-01            05/2012   \n",
       "1                144000        360       2012-01-01            03/2012   \n",
       "2                366000        180       2012-01-01            03/2012   \n",
       "3                135000        360       2012-02-01            04/2012   \n",
       "4                124000        360       2012-02-01            04/2012   \n",
       "\n",
       "   loan_to_value  number_of_borrowers ...   m4  m5 m6  m7  m8  m9  m10  m11  \\\n",
       "0             95                  1.0 ...    0   0  0   1   0   0    0    0   \n",
       "1             72                  1.0 ...    0   0  0   0   0   0    0    1   \n",
       "2             49                  1.0 ...    0   0  0   0   0   0    0    0   \n",
       "3             46                  2.0 ...    0   0  0   0   0   1    1    1   \n",
       "4             80                  1.0 ...    3   4  5   6   7   8    9   10   \n",
       "\n",
       "   m12  m13  \n",
       "0    0    1  \n",
       "1    0    1  \n",
       "2    0    1  \n",
       "3    1    1  \n",
       "4   11    1  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Train shape:\", train.shape)\n",
    "print(\"Test shape:\", test.shape)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['loan_id', 'source', 'financial_institution', 'interest_rate',\n",
       "       'unpaid_principal_bal', 'loan_term', 'origination_date',\n",
       "       'first_payment_date', 'loan_to_value', 'number_of_borrowers',\n",
       "       'debt_to_income_ratio', 'borrower_credit_score', 'loan_purpose',\n",
       "       'insurance_percent', 'co-borrower_credit_score', 'insurance_type', 'm1',\n",
       "       'm2', 'm3', 'm4', 'm5', 'm6', 'm7', 'm8', 'm9', 'm10', 'm11', 'm12',\n",
       "       'm13'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print columns in training dataset\n",
    "train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_id</th>\n",
       "      <th>interest_rate</th>\n",
       "      <th>unpaid_principal_bal</th>\n",
       "      <th>loan_term</th>\n",
       "      <th>loan_to_value</th>\n",
       "      <th>number_of_borrowers</th>\n",
       "      <th>debt_to_income_ratio</th>\n",
       "      <th>borrower_credit_score</th>\n",
       "      <th>insurance_percent</th>\n",
       "      <th>co-borrower_credit_score</th>\n",
       "      <th>...</th>\n",
       "      <th>m4</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>m13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.160580e+05</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>1.160580e+05</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "      <td>116058.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.494155e+11</td>\n",
       "      <td>3.868961</td>\n",
       "      <td>2.082262e+05</td>\n",
       "      <td>292.280997</td>\n",
       "      <td>67.431939</td>\n",
       "      <td>1.593186</td>\n",
       "      <td>30.742293</td>\n",
       "      <td>769.926778</td>\n",
       "      <td>2.786288</td>\n",
       "      <td>459.611565</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002180</td>\n",
       "      <td>0.003533</td>\n",
       "      <td>0.003421</td>\n",
       "      <td>0.004162</td>\n",
       "      <td>0.004825</td>\n",
       "      <td>0.005359</td>\n",
       "      <td>0.006617</td>\n",
       "      <td>0.007109</td>\n",
       "      <td>0.008065</td>\n",
       "      <td>0.005480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.597560e+11</td>\n",
       "      <td>0.461020</td>\n",
       "      <td>1.146851e+05</td>\n",
       "      <td>89.762415</td>\n",
       "      <td>17.291719</td>\n",
       "      <td>0.491242</td>\n",
       "      <td>9.730798</td>\n",
       "      <td>42.210706</td>\n",
       "      <td>8.096464</td>\n",
       "      <td>381.946926</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062161</td>\n",
       "      <td>0.082638</td>\n",
       "      <td>0.087553</td>\n",
       "      <td>0.100961</td>\n",
       "      <td>0.113128</td>\n",
       "      <td>0.128242</td>\n",
       "      <td>0.148430</td>\n",
       "      <td>0.162884</td>\n",
       "      <td>0.178128</td>\n",
       "      <td>0.073824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000009e+11</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.100000e+04</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.244656e+11</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>1.200000e+05</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>751.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.486239e+11</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>1.830000e+05</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>782.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>740.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.743034e+11</td>\n",
       "      <td>4.125000</td>\n",
       "      <td>2.780000e+05</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>791.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.999971e+11</td>\n",
       "      <td>6.750000</td>\n",
       "      <td>1.200000e+06</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>840.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>836.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            loan_id  interest_rate  unpaid_principal_bal      loan_term  \\\n",
       "count  1.160580e+05  116058.000000          1.160580e+05  116058.000000   \n",
       "mean   5.494155e+11       3.868961          2.082262e+05     292.280997   \n",
       "std    2.597560e+11       0.461020          1.146851e+05      89.762415   \n",
       "min    1.000009e+11       2.250000          1.100000e+04      60.000000   \n",
       "25%    3.244656e+11       3.500000          1.200000e+05     180.000000   \n",
       "50%    5.486239e+11       3.875000          1.830000e+05     360.000000   \n",
       "75%    7.743034e+11       4.125000          2.780000e+05     360.000000   \n",
       "max    9.999971e+11       6.750000          1.200000e+06     360.000000   \n",
       "\n",
       "       loan_to_value  number_of_borrowers  debt_to_income_ratio  \\\n",
       "count  116058.000000        116058.000000         116058.000000   \n",
       "mean       67.431939             1.593186             30.742293   \n",
       "std        17.291719             0.491242              9.730798   \n",
       "min         6.000000             1.000000              1.000000   \n",
       "25%        57.000000             1.000000             23.000000   \n",
       "50%        72.000000             2.000000             31.000000   \n",
       "75%        80.000000             2.000000             39.000000   \n",
       "max        97.000000             2.000000             64.000000   \n",
       "\n",
       "       borrower_credit_score  insurance_percent  co-borrower_credit_score  \\\n",
       "count          116058.000000      116058.000000             116058.000000   \n",
       "mean              769.926778           2.786288                459.611565   \n",
       "std                42.210706           8.096464                381.946926   \n",
       "min                 0.000000           0.000000                  0.000000   \n",
       "25%               751.000000           0.000000                  0.000000   \n",
       "50%               782.000000           0.000000                740.000000   \n",
       "75%               800.000000           0.000000                791.000000   \n",
       "max               840.000000          40.000000                836.000000   \n",
       "\n",
       "           ...                   m4             m5             m6  \\\n",
       "count      ...        116058.000000  116058.000000  116058.000000   \n",
       "mean       ...             0.002180       0.003533       0.003421   \n",
       "std        ...             0.062161       0.082638       0.087553   \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        ...             6.000000       7.000000       8.000000   \n",
       "\n",
       "                  m7             m8             m9            m10  \\\n",
       "count  116058.000000  116058.000000  116058.000000  116058.000000   \n",
       "mean        0.004162       0.004825       0.005359       0.006617   \n",
       "std         0.100961       0.113128       0.128242       0.148430   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.000000       0.000000       0.000000   \n",
       "max         9.000000      10.000000      11.000000      12.000000   \n",
       "\n",
       "                 m11            m12            m13  \n",
       "count  116058.000000  116058.000000  116058.000000  \n",
       "mean        0.007109       0.008065       0.005480  \n",
       "std         0.162884       0.178128       0.073824  \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        13.000000      14.000000       1.000000  \n",
       "\n",
       "[8 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f615ee28358>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot training dataset heatmap\n",
    "f,ax = plt.subplots(figsize=(15, 15))\n",
    "sns.heatmap(train.corr(), annot=True, linewidths=.5, fmt= '.1f',ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loan_id']\n"
     ]
    }
   ],
   "source": [
    "# drop columns array\n",
    "drop_col_array = [  'loan_id' ]\n",
    "print(drop_col_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(116058, 28) (35866, 27)\n"
     ]
    }
   ],
   "source": [
    "# drop loan_id\n",
    "train = train.drop(drop_col_array, axis=1)\n",
    "test = test.drop(drop_col_array, axis=1)\n",
    "print(train.shape, test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>m13</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m12</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>financial_institution</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interest_rate</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unpaid_principal_bal</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loan_term</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>origination_date</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>first_payment_date</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loan_to_value</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>number_of_borrowers</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debt_to_income_ratio</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>borrower_credit_score</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loan_purpose</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>insurance_percent</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>co-borrower_credit_score</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>insurance_type</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m4</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m5</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m6</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m7</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m8</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m9</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m11</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Total  Percent\n",
       "m13                           0      0.0\n",
       "m12                           0      0.0\n",
       "financial_institution         0      0.0\n",
       "interest_rate                 0      0.0\n",
       "unpaid_principal_bal          0      0.0\n",
       "loan_term                     0      0.0\n",
       "origination_date              0      0.0\n",
       "first_payment_date            0      0.0\n",
       "loan_to_value                 0      0.0\n",
       "number_of_borrowers           0      0.0\n",
       "debt_to_income_ratio          0      0.0\n",
       "borrower_credit_score         0      0.0\n",
       "loan_purpose                  0      0.0\n",
       "insurance_percent             0      0.0\n",
       "co-borrower_credit_score      0      0.0\n",
       "insurance_type                0      0.0\n",
       "m1                            0      0.0\n",
       "m2                            0      0.0\n",
       "m3                            0      0.0\n",
       "m4                            0      0.0\n",
       "m5                            0      0.0\n",
       "m6                            0      0.0\n",
       "m7                            0      0.0\n",
       "m8                            0      0.0\n",
       "m9                            0      0.0\n",
       "m10                           0      0.0\n",
       "m11                           0      0.0\n",
       "source                        0      0.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking missing data percentage in train data\n",
    "total = train.isnull().sum().sort_values(ascending = False)\n",
    "percent = (train.isnull().sum()/train.isnull().count()*100).sort_values(ascending = False)\n",
    "missing_train  = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\n",
    "missing_train.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "source                       object\n",
       "financial_institution        object\n",
       "interest_rate               float64\n",
       "unpaid_principal_bal          int64\n",
       "loan_term                     int64\n",
       "origination_date             object\n",
       "first_payment_date           object\n",
       "loan_to_value                 int64\n",
       "number_of_borrowers         float64\n",
       "debt_to_income_ratio        float64\n",
       "borrower_credit_score       float64\n",
       "loan_purpose                 object\n",
       "insurance_percent           float64\n",
       "co-borrower_credit_score    float64\n",
       "insurance_type              float64\n",
       "m1                            int64\n",
       "m2                            int64\n",
       "m3                            int64\n",
       "m4                            int64\n",
       "m5                            int64\n",
       "m6                            int64\n",
       "m7                            int64\n",
       "m8                            int64\n",
       "m9                            int64\n",
       "m10                           int64\n",
       "m11                           int64\n",
       "m12                           int64\n",
       "m13                           int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print data types of each column\n",
    "train.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3    source\n",
      "19    financial_institution\n",
      "923    interest_rate\n",
      "646    unpaid_principal_bal\n",
      "140    loan_term\n",
      "3    origination_date\n",
      "4    first_payment_date\n",
      "92    loan_to_value\n",
      "2    number_of_borrowers\n",
      "58    debt_to_income_ratio\n",
      "221    borrower_credit_score\n",
      "3    loan_purpose\n",
      "14    insurance_percent\n",
      "216    co-borrower_credit_score\n",
      "2    insurance_type\n",
      "4    m1\n",
      "5    m2\n",
      "6    m3\n",
      "7    m4\n",
      "8    m5\n",
      "9    m6\n",
      "10    m7\n",
      "10    m8\n",
      "11    m9\n",
      "12    m10\n",
      "13    m11\n",
      "13    m12\n",
      "2    m13\n"
     ]
    }
   ],
   "source": [
    "# Print number of unique elements in each column\n",
    "for column in train.columns:\n",
    "    print(train[column].nunique(),\"  \", column)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "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>source</th>\n",
       "      <th>financial_institution</th>\n",
       "      <th>interest_rate</th>\n",
       "      <th>unpaid_principal_bal</th>\n",
       "      <th>loan_term</th>\n",
       "      <th>origination_date</th>\n",
       "      <th>first_payment_date</th>\n",
       "      <th>loan_to_value</th>\n",
       "      <th>number_of_borrowers</th>\n",
       "      <th>debt_to_income_ratio</th>\n",
       "      <th>...</th>\n",
       "      <th>m4</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>m13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Z</td>\n",
       "      <td>Turner, Baldwin and Rhodes</td>\n",
       "      <td>4.250</td>\n",
       "      <td>214000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-03-01</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>95</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Y</td>\n",
       "      <td>Swanson, Newton and Miller</td>\n",
       "      <td>4.875</td>\n",
       "      <td>144000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>03/2012</td>\n",
       "      <td>72</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Z</td>\n",
       "      <td>Thornton-Davis</td>\n",
       "      <td>3.250</td>\n",
       "      <td>366000</td>\n",
       "      <td>180</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>03/2012</td>\n",
       "      <td>49</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>X</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>4.750</td>\n",
       "      <td>135000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-02-01</td>\n",
       "      <td>04/2012</td>\n",
       "      <td>46</td>\n",
       "      <td>2.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>X</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>4.750</td>\n",
       "      <td>124000</td>\n",
       "      <td>360</td>\n",
       "      <td>2012-02-01</td>\n",
       "      <td>04/2012</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  source       financial_institution  interest_rate  unpaid_principal_bal  \\\n",
       "0      Z  Turner, Baldwin and Rhodes          4.250                214000   \n",
       "1      Y  Swanson, Newton and Miller          4.875                144000   \n",
       "2      Z              Thornton-Davis          3.250                366000   \n",
       "3      X                       OTHER          4.750                135000   \n",
       "4      X                       OTHER          4.750                124000   \n",
       "\n",
       "   loan_term origination_date first_payment_date  loan_to_value  \\\n",
       "0        360       2012-03-01            05/2012             95   \n",
       "1        360       2012-01-01            03/2012             72   \n",
       "2        180       2012-01-01            03/2012             49   \n",
       "3        360       2012-02-01            04/2012             46   \n",
       "4        360       2012-02-01            04/2012             80   \n",
       "\n",
       "   number_of_borrowers  debt_to_income_ratio ...   m4 m5  m6  m7  m8  m9  m10  \\\n",
       "0                  1.0                  22.0 ...    0  0   0   1   0   0    0   \n",
       "1                  1.0                  44.0 ...    0  0   0   0   0   0    0   \n",
       "2                  1.0                  33.0 ...    0  0   0   0   0   0    0   \n",
       "3                  2.0                  44.0 ...    0  0   0   0   0   1    1   \n",
       "4                  1.0                  43.0 ...    3  4   5   6   7   8    9   \n",
       "\n",
       "   m11  m12  m13  \n",
       "0    0    0    1  \n",
       "1    1    0    1  \n",
       "2    0    0    1  \n",
       "3    1    1    1  \n",
       "4   10   11    1  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function returns the count plot of a column with percentage of each class\n",
    "def plot_bar_counts_categorical(data_se, title, figsize, sort_by_counts=False):\n",
    "    info = data_se.value_counts()\n",
    "    info_norm = data_se.value_counts(normalize=True)\n",
    "    categories = info.index.values\n",
    "    counts = info.values\n",
    "    counts_norm = info_norm.values\n",
    "    fig, ax = plt.subplots(figsize=figsize)\n",
    "    if data_se.dtype in ['object']:\n",
    "        if sort_by_counts == False:\n",
    "            inds = categories.argsort()\n",
    "            counts = counts[inds]\n",
    "            counts_norm = counts_norm[inds]\n",
    "            categories = categories[inds]\n",
    "        ax = sns.barplot(counts, categories, orient = \"h\", ax=ax)\n",
    "        ax.set(xlabel=\"count\", ylabel=data_se.name)\n",
    "        ax.set_title(\"Distribution of \" + title)\n",
    "        for n, da in enumerate(counts):\n",
    "            ax.text(da, n, str(da)+ \",  \" + str(round(counts_norm[n]*100,2)) + \" %\", fontsize=10, va='center')\n",
    "    else:\n",
    "        inds = categories.argsort()\n",
    "        counts_sorted = counts[inds]\n",
    "        counts_norm_sorted = counts_norm[inds]\n",
    "        ax = sns.barplot(categories, counts, orient = \"v\", ax=ax)\n",
    "        ax.set(xlabel=data_se.name, ylabel='count')\n",
    "        ax.set_title(\"Distribution of \" + title)\n",
    "        for n, da in enumerate(counts_sorted):\n",
    "            ax.text(n, da, str(da)+ \",  \" + str(round(counts_norm_sorted[n]*100,2)) + \" %\", fontsize=10, ha='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar_counts_categorical(train['source'], 'Train dataset: source', (5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WjMZGTq4CROReoCDwNTAd46i4eQATVbkLc5N9wTk/EDijqqWBRhhHxE1f4LSqPqiq5TDLRW94lJcHnnQiGrWBfKp6t1P3JcempzCOSRXgHowE+AA/7EoNHzs2lsdoW3zonJ+MiSDlco47ATNUNfHu1FcwujflMbLsVTH6Gm7uAR5X1TQ5JmvXriUk5AZKl74rSdn8+XMYNWosS5eupE6duowf/158WcOGjVmw4P/o1KkrM2dOTcvQyTJ27Bg6depKQID3P9/w8HCGDBnIG2+85bXOCy+0ZsaMOXTt+ipTpkykfftOLF++jAEDXmfGjCnpbq/FYrGkFuucXB20B2apahxGROshEXFnTFylqqecsh+5LFVeAxM5QVXDnXZunsWo3v4qIr86x54S54tU1R0K2ArcJSIfisjzgNsBqAXMU9UzztiTnXNufNmVGiqLyAYR2Y5xTso78zmKEUxr6kSB2gIfeWlfC5imqtGO4zIzkY0LVPVCGuwCYMuWLWzcuJ5GjeoSFtaPn3/exODBAzh58iS7d++iTJmyANSs+QTbt/+W1LhaT/hclvFGaGhhjh8/Gn987NjR+OUiT1T/ICzsTRo1qsu6dWsYM+Zt1q8340REnKNv3+68+GIXypa9J9nxdu3aSVxcHLfeWpy1a1czZMhIDh8+xIED+/222WKxWDICu6yTyTg33+bARRFp5ZzOBrRxXkd6VI8BcpEyLqCLqn7tozz+2TdV3SMiZTBLI09hZL6Tv6slY5eI/IhZSjqrqg/7aiwieYC5QGVV3ebIle/wqDIOmIhR9tykqvv8sCkx/+m5xV69etGq1YsAbNmymXnzPmHgwCFER0cTEXGO/fv3ceutxdm8+QeKFy8BwIED++P3fXz33QaKFjWvjx8/xtChbyW7zBMaGkqePHnYvn0bZcqU5YsvVtKoUeMk9RYuvCyQOmxYGFWqVOORRx7l0qVLvPlmH5588mlq1KiVpF1ipkz5iL59+xEdHU1MjFGXd7lcREZGptDSYrFYMhbrnGQ+z2H2eVRznxCRyhh57U+Tafc1JqKwUUQKYvZuLHTKPgN6isj3qnpBRIKBoqr6R+JORKQo8K+qLhORLzFLQDdgIhfviMhYzE2+A0bWPVlSsYSSG+NEubOwdknUz2YRiQZGYiJL3lgNtBGRZZhlp1bAND/HTzNBQUH07duf/v374nIFEBwczBtvDATMfpPNm38iKCiI4OBg+vULA+DEiXACAwNT7LtXr9cZNsw8SlypUhUqVTJP6ixbtggg/kkgb3z99Vf8+usWTp8+zcqVKwDo1+8tSpWSJHXXr1+HyF3xkZlSpe6kVasm3H57KUqVutP/i2GxWCwZgHVOMp92JHJCVPV7EQnA7CP52Ue7IcA0EdmJ2RC73qNsJBAGbBKRWCAOGAQkcU4w+zJGigiYG/wIVT0MHHb2wnzv1NsMDE317Hygqsedx4J/EZFwYKmXalOA1/DtFH0AlAR+xTg6yzFOXbpTocIDVKjwQPxx9eo1qF69RpJ6PXp4f5L799+30aDB8ymOU7r03cyevSDJeV9Oidv5Aahduw61a9dJcQyARx55lEceeTT++JVXegA9/GprsVgsGY0V/rNctYjIJ8CPqnolE3CUAP52J2E7fvzsFRw64yhUKDjLzMWTrDivrDgnyJrzSs2cAgJcFCyYF8wPqr0ZaFaWwEZOLFcdIlIC+BLYD3ycGTYUbFGfmKhLmTG0xWKxXPdY58Ry1aGqe4FM3fhw4sS5LJlq22KxWK4F7KPEFovFYrFYrips5MRi8YKzNpylKFQoOOVK1yBZcV7+zCkmKop/T2cN1WyLJTHWObFYvHD8k/eJOXs6s82wWHxyY+e3uJwz0WLJWljnxGKxWK5BLl68SMeOrYiKukRMTAw1ajxG+/YvAUYYcsGCuRw6dJAVK1YTEhICGFXqwYMHcPToEWJiYmjWrAVPP/0sAI888iC33XYHAEWKFOHtt40kw6BB/dm5cwdBQUHcdVcZ+vbt57dI5NGjRxg69C1OnvyXoKBA6tR5jsaNmwEwcOAb7N+/z7HrLHnzBjNjxhyv/cTExNChQ0sKFSrMO++8n6Ds/fdH8b//fcZXX32bpN26dWuYMmUS+fLlY8SI0eTPH8KhQweZNOlDBg8e4dccLJmDdU6uMURkLyY7aySQE/gWkw32ij1aIiI3A5+qatJEH/+t373AM6q63ePcZqC3qq5LZV8lgCdUdXI6mmixXDVkz56dsWM/Infu3ERHR9O5c3seeqgKZcvewz33lKNKlYfp2vWlBG2WLFlAiRIleeed9zh58iTNmzfkiSeeIlu2bOTIkcOrc/DEE08ycOAQAMLC+rF8+TLq1/edDNCTwMAgXnnlVURKkyuXi+eeq0/Fig9RsuRtCZyD8ePfI29e30upCxfOpXjxkkkEOHfu3MHZs2d8tlu0aD5Tpszim2++5quvvqBRo6ZMnjyBjh07+2W/JfOwG2KvTRo5YnllnH8NPAtFJEBEXBk1uKoeTm/HJD0RkSBMvpIXM9kUiyXDcLlc5M6dG8CRIIjG5TJ/9nfeWZqbbrrZa5vz588TFxfHhQvnyZcvX4qZiytXrobL5cLlcnH33WU4duxosvU9CQ0NRaQ0AHnz5qVEiRKEhx9LUCcuLo61a1dTq1Ztr30cO3aU77/fSN269RKcj4mJ4cMPx9K5c3ef4wcEBBAVFUVkZCRBQUFs3foLBQsWjJeYsFy92MjJtU1O599JEQnDOCr5gVsxonp3YDRq8gARQDdV3SQiIzAp60eJSGNgHnCjqh4TkZXA+8AuTFbYSUAdTLr59qq6wYlKbFbVUAARiQP6YVLoFwT6qOpip6whMAy4gEmvPwwIVtVU696ISHOgO5DdOdVbVdc4ZXudedQEtgGVgJKO8OFuVfXvp57Fcg0RExND+/YtOXToAPXrPx8vRumLhg0b89prPalX70nOnz/PoEEj4pWro6KiaN++JYGBgbRo0SZBBmEwDtCqVSvp3t17FuSUOHjwILt2KXffndDGrVt/oUCBG3w6DOPGjaFz525JoiaLFy+gWrVHCA0N9Tlmy5Zt6NGjC6GhhRg4cAgDBrzGoEHD02S/5cpinZNrk0UiEolRAv5SVb8UkSrAQ0AFVQ13BAUXA21VdY2I1AIWOw7LGqA3MAoj+PcDUFNEFjt9bAAKYxyN71W1n4i8ALwNVPVh0xlVrSgiVYEFzlhFMGrGlVT1TxF5NRVzc+OZ72QVMFdV48Tk218DFPUoz6eqDwKIyKPAaFV9AIslixIYGMiMGXM4e/Ysb77Zmz17dsfvG/HGjz9+T6lSdzJu3EccOnSQV199mXLlypMnT14WLVpOoUKFOXToIN27d+b22+/gllsu/3mNGTOScuUqUK7cfam28/z587z6aje6d+9FnjwJl29Wr17lM2qyceO3hITcQOnSd7Fly+b48+Hhx1m7djXjx09KdtyKFStRsWIlAD7/fAWVK1dl//79zJs3m+DgfHTv3pucOXOmej6WjMcu61ybuJd1CgE5RcQtirJSVcOd1wJEuSMLqroao/ArwEagouPAVAUGA7Uw0Ybtqnre6eOcqq5wXv+AcYZ8Mc+j3s0ikhPj6GxR1T+dMn9E+Rqpann3PxIqFd8OrBKR34H5wI0icqNHeYbo6lgsVzvBwcFUqPAAP/zwfbL1Vq5cTvXqNXG5XBQtWoybbrqZffv2AlCoUGEAbrmlKPfddz+7du2Mbzdt2mROnTpJ167+/L5ISHR0NP3796Vu3bpUr14zSdk336zlscce99p227atbNy4nkaN6hIW1o+ff97E4MED2LVLOXToIE2b1qdRo7pERkbSpEk9r30AREZG8vnnK2jQoDHTpk2iX79B3Htveb788vNUz8dyZbDOyTWMqkYCKwD3X7ZfSyWqegH4DWgG/AOsBSpjoihrPKp6PqcYQ/KRtkin7xjnONmonIi0FZFfnX8v+GM3MBeYoKplgApANGZZy02ql4oslmuVf//9l7Nnja7LxYuRbNr0I8WLl0i2TZEiN7J5809O+xPs37+Pm28uypkzZ4iKigLg1KlTbNu2lRIlbgNg+fJl/PTTD4SFDYtfAgLYsWM7Q4YMTHa8uLg4RowYTPHiJWnbtm2S8s2bf6J48RIULlzEa/tOnV5h6dKVLFq0nLCwYdx/f0UGDhxClSrV+OyzVSxatJxFi5aTM2dO5s9f5tOOOXNm0ahRU4KCgrh48WL8HprIyEifbSyZi13WuYbxUC7e5aVYgewiUkNV14pITSCbcx6MEzII+EhVL4rIQaAN4K+j4A8/AtNF5HZV/QtoHW+c6nRgeir7CwH+dl63A3IkU/cMZv+NxZIlOXbsGL179yE2NpbY2Fhq1nycqlUfBmDhwnnMmTOLf/89QevWTalcuSqvvz6ANm06MGxYGK1aNSEuLo7OnbsSEhLCtm1bGTVqOC5XAHFxsbRo0ZqSJY1zMnr0CIoUuZGXXmoHGEXutm07cvToEXLkSO5PEH77bSurVq3k9tvv4LnnniM6OpaXXupC5crVAFiz5ktq1XoiQZvw8OOMHDmE0aPHpct1Cg8/zh9//E67dmZ/fMOGTejQoRXBwXkZPnxMuoxhSX+sc3Jt4t6XkR3YjlmWSbBlXVWjnM2o40TEvSG2kapGOVXWAEO4HClZA1QBfkovI1X1qIh0AlaKyHlMlOcScD75lj7pASwTkZPAF8CJZOr+BqiIbAd22g2xlqxG6dKlmT7de16Q559vyvPPN01yPjS0EO+992GS8/fcU45Zs+Z77eubb370en7Hjt9p0KBxsjaWK1eeDRvMXhFvCr79+oV5tdGbY1KhwgNUqOB9C5m3HCee/Y0aNTb+uGbNWtSsWStZuy2ZjysuzoqbWTIOEQlW1bPO67aYJ36qZbJZyVEC+NtmiLVc7dzY+a0kN/urGW/OybVOauYUEOByy2KUBPZmoFlZAhs5sWQ03UTkecxn7V+gYybb4xeFWvRIuZLFkonEREWlXMliuUaxzoklQ1HVYZjcJtcUJ06cIzY260QVs+KvVsia88qKc7JYUot9WsdisVgsFstVhXVOLBYvFCyYlwL5s6dc0WKxWCzpjl3WsVi8sGt2B4o3/tCn6uvmzT8xYcJYYmPjyJUrF/36hVG0aDGOHDnCsGFvce7cWWJjY+nU6ZX4xyb9YefOPxg+PIyLFy9SuXJVunfvHa+X4ubbb9cxZcpHuFwBBAYG0q1bL8qVK8+RI//w5pu9iY2NIzo6mkaNGlOvXtKHlAYN6s+ePbupUuVhXnrpZQBmzJjCbbfdkSRlucVisWQG1jlJIyKSDRgANMUkIIsBvgZ2ArWv9UdXHb2czapa0eNcGPAWUNcjc2xG25AmHZ70IDnV19GjRzJy5BhKlCjJkiULmTlzKv36hTFz5lRq1nyc+vUb8fffe+jTpzuLFvnvnIwZM4K+fftTpkxZevfuzg8/fEflygkVA+6//0GqVauOy+Vi9+4/GTjwdebMWUzBgqF89NF0smfPzvnz52nVqgnVqlUnNLRQfNvdu/8kR44czJw5jx49unDu3DkiIyPZseN32rTpkG7XzmKxWP4Ldlkn7UzHCO3dr6r3AhUxCc6Sz0p0beESkbsBHJXjZpi8KtcFyam+ulwQEWGEyCIizsU7AOb8uSTn/SE8PJyIiAjKlr0Hl8vFk0/W4dtv1yWplzt37ng7IiMvxL/Oli0b2bObpahLl6KIjY1N0tadITM2Npbo6GgCAgKYOvWj+IiQxWKxXA3YyEkaEJFSGAXeou4cHqoaDUwWkTZAPhGZD5QFTgENVfWIiNwDTMCoBOcEJqvq+06fMzAJysoAocA3wMtOMrUZmFTypTD6MkuA5ZgMr8WA91R1rNPPaEzW2OxAONBOVfe5lYTxojKczFRnYrLG9gUexTgmBT2uQ37gPYxjFgt8q6qvOBGW0kA+jHDfz8BIYAxQHFiiqn2cPnphok9BmAhUZ1X91cOGbiLiTe34SWAEEAgcB15S1d2O4N/7mOy0lYE4oKmq/pHMPH3iS/X19dcH0KdPd3LkyEGePHmYNMkku23X7iV69nyZxYsXcOHCBd5/f4LfY4WHH6NQoctpvAsXLkJTkMBmAAAgAElEQVR4+HGvdb/5Zi2TJn3AyZMnGTXq/fjzR48eoW/fHhw8eIAuXboncY5KlChJSEgB2rVrQe3adTh06ACxsbHxsvYWi8VyNWAjJ2njPuBPVT3po7wi0NvRgNkBdHXO7wVqqWoF4EHgRRG5y6PdQ8ATwN2Ym/iLHmVlgKeAuzAp5ltgnJCqwDARcUt9jlTViqpaDqNF87ZHH26V4fswWWU9y7yxEKgnIoEYJ2VGovL3MZlnyznjhXmU3Y+JtAjGURnp2H8v0Npx8ABmOfbeh1km+yjRGGecpaWWwDgAESkMzAZecKJWc4BPPdqUwaTlvxejkNw/hXn6xK36umTJSv7443f27NkNwPz5cxg1aixLl66kTp26jB//HgCrV3/BU0/VZenSlYwePZahQwd6jWD8V6pXr8GcOYsZMWI0H398+ZIVKXIjM2fOY/78ZXzxxQr+/TdpEt3u3XsxY8YcmjVrwccff0THjp2ZOXMqAwa8zmefLU13Wy0WiyW1WOckY9ioqgec155qvrmBqSKyDaMMfDNQzqPdfFU950RhZgKeEp7LVPWioxisGAXiWFU9BJwE3NrmT4nID07a9t5AeY8+UqMyDEZI73tMlKgakFjC8xlglKrGAngoIgOsUtXTjhDgb8BXjv0Rjv3use8XkfWOve8mshd8qx1vVVW3YvF0oLyIBDvHqqq/pGKeKeKp+nry5El2794VH0WpWfMJtm//DYAVKz6LT41dtuy9XLwYxenTp/waIzS0MMePH40/PnbsaIrLQuXLV+Dw4UOcOpVwjNDQQpQseTtbt/7io6XZWCtSmvPnz3Po0EGGDBnJunVrrBiaxWLJdKxzkjZ+AUqJSAEf5Z7f7p5qvsOBI8B9TqThJxKq6iZH4j6TjCEixTHLLM1UtSxGHM+zf68qwyLSz0MhuEaicWdgohnLHKfJX/yxNzuwCOjh2PskSffspErt2MfYaVq+9KX6GhwcTETEOfbv3wfA5s0/xKvBFilyIz//vAmAvXv/JirqIiEhBTh+/Bjdu3dOdrzQ0FDy5MnD9u3biIuL44svVvLww9WT1Dt48ABu2QnVnVy6FEX+/Pk5duwoFy+aqZ85c4bfftvKrbeW8DpWdHQ0CxbM5YUXWsertALExMRy6dKl1F0oi8ViSWfsnpM0oKp/ishnwCQRaa+qZ52lj7Yk72yEAL+parSIlAUexixJuHleRN7HOBEtMUJ5qSEfEAUccRSLO/k5n+SyuK7D7O1Y4qVsBdBHRLqpapyIhCaKnqRETsxn0B1l6uJnux+AaSJSWlV3YtSOf3Heh1QMnzzJqb727duf/v374nIFEBwczBtvGOn4V17pwTvvDGX+/Dm4XC769QvD5XJx4kQ4gYGBKY7Zq9frDBtmHiWuVKkKlSqZJ3WWLVsEQL16jVi3bg1ffLGSoKAgcuTIwaBBI3C5XOzb9zcffPA+4ALiaNasBbfffofXcZYsWcBTTz1Dzpw5ueOOUkRGRtKqVRMqVapKcHCw1zYWi8VypbDOSdppjXms9mcRicJEoVZilix8MRSYLSLtgV3A+kTlm4AvgcIYp2ByagxS1W0ishCzzyXcseeR1PThpc84zEZWb7yK2XeyXUSiMZt4u6Wi7zMiMhDYJCInMFEUf9odF5GWwBwRCcJsiG3h77j+kpzqa/XqNahePXGQCUqWvI2JE6clOf/779to0OB5P8a8m9mzFyQ575mvpEWLNrRo0SZJnYoVKzFz5rwk573RuHHz+Ncul4tBg4b71c5isViuBFaV+CrBeSJns6p+kNm2XOeUAP7eNbsDd7ackmU0TrKqXktWnFdWnBNkzXlZVeKMw+45sVi8cGfLKURHXUy5osVisVjSHbusc5Wgqm0y2wbLZbKaKrHFYrFcS9jIicVisVgslqsKGzmxWLzgrA375FLURU6djrpC1lgsFsv1hXVOLBYvbJzXlshzx3yWP9bhfwwf3o/vvttAgQIFkjxhs2jRPJYsWUhAQCBVqlSlS5fu8WVHjhyhZcvnadv2RZo3b8nRo0cYOvQtTp78F3Dx7LP1ady4md+2nj59iv79X2Pnzh089dQz9Oz5WrL15879hA8/fJ8VK1YTEhLCvn17GT58ELt27aRjxy40b94ySZuoqChef70Xx48fpX795+OfPHr77WHUq9fQpr+3WCzpSpZwTpJRCH5dVX1mlEqPJ2QcHZkuwGFMgonzQCdV3ZrWPn2Mk6kKvY4NM/ByvURkB9BTVb/wOJcXc03uxSSD+11V519Bc3F0drKr6pcZ0X+dOnVp2LAJQ4cOTHB+y5bNfPvtembMmEv27Nkdp+MyH3zwLg89VCX+ODAwiFdeedXJ1hpBu3YtqVjxIUqWvM0vO7Jnz0GHDp35++/d7NnzV7J1jx49wqZNP1CkyI3x5/Lly0ePHr1Zv36dz3Y//fQ9995bjlat2tG5c3saNHieP//cRWxsjHVMLBZLupNV9pxktkLwLFUt72R9nY3RkUmCk5MjKzIdo73jyfPAJlXdq6oDr7Rj4vAoRqsoQyhfvgL58uVLcn7p0kW0aNE6XiG4QIEb4svWr1/HTTfdksDxCA0Njb/B586dhxIlShAe7jtqk5hcuXJRrlx5smdP+eM+fvy7dO7cLT4jrNu+u+4qQ1CQ749nYKBRM46Ojo7PTjtlykQ6dkw+663FYrGkhWv+ZpmcQrBTHogRuHvSafIF8JpHOnR3P9kxWVKrY5ya3zAKuamNVOTHaN3goQQ8A6OTM1lEPgHGYxwoMI7NO079OzCqwYWAaOBNz2iEUycAkxTtRoxD0BqTDO0ixtls7GRN9WyTkhpyJEY9uBhGS6e1k/H1FmAWcBPmuXxfCnazgIEiUsBDDLGtM5cEERcn0iTOdboN+At4XlXPO+/BcMx7FQPsUdX6Th+vAQ0xn9lDQEdH6dlrfxg9nU5AgIjUAuapqlenMb05cGA/v/32K5MnTyBHjhy8/HJ37rqrDOfPn+fTT2fy3nsfMnfubK9t//nnMLt2KXffXTbd7fr223WEhhamVKk7U922YsWHWLVqJS+91IZmzVqxYcM33Hln6RS1fywWiyUtZIXISUoKwS9ixOQqOP/uI6Har5u+wGlVfdCJgBwG3vDThlaOLs1+TIbUMI+ygpgIQgVV/Qiz/BQA3ANUwSj0PuXU/RSY40R/WgCfiIjnt39OjMpuNNBcVS8Co4Caqloe4/Ds92LfXpJXQy4L1MGJPgG1nPPjgPWqejfwCsZxS4KqHsUsozWDeCfrHrynvAd4AGiOUVjOhlFZBnO9bwMqOO9BR6e/Fhhno5Izh5UkzFqbpD9V3YbRBHJHta6IYwIQExPNmTOnmTx5Bl26dGPgwDeIi4tj2rTJNG7cnNy5c3ttd/78efr160v37r3Ikyf5Dbmp5cKFC8yaNZ0OHfxSNEhCUFAQYWHDmD59DjVr1mLBgrk0a9aC8ePfpX//vmzY8E262muxWK5vsoJzkhK1gBmqGqWqUZgliFpe6j0LtHAL4DnH/qrZum+AtwKvAZ5LGJEYh8LTno9VNU5VzwBzgVqOom55xz4cxd1fgUoebb8AflDVPk5aeTBOwUwR6Qrc4qgWJyYlNeRlqhrpXJ8tHvOuAUxx7NkDrEnmGkzDREvARHTmqeoFH3VXqeopZw4/eoz3DPC+Y4enyvGzmOu2xXlvXsZkck2pv0yhUKEiVK9eE5fLxd13l8XlcnHq1Cl27NjOxInjaNSoLgsXzmX27OksXmw+KtHR0fTv35cnnniS6tVrpjBC6tm/fz///HOYNm2a0ahRXY4fP0a7di9w4kRqpJAMS5Ys5Mknn+b337eRJ09eBg0awbx5n6a7zRaL5frlml/WwUMhOJnoiT+4gC6q+vV/tGchxllwRzwiPByJ/8o64EkRmeDhhDTARExqAmtFpJOqfp6onVsNuY0jOvglCQUK00PF938YIcR7gVaYJRhfJB4vVwp9u4ChqppUtCZt/WUojzxSnS1bNlOhwgPs37+P6OhoQkJCmDBhSnydqVMnkStXbho2bEJcXBwjRgymePGSNG2aUCLI7bw0bNjkP9kkIqxY8VX8caNGdZkyZTYhISGp6ufMmTN89923vPvuB2zcuJ6AgABcLle8GrLFYrGkB9d85ERV/wTcCsHBYPaZiEgH54mR1Zilk2zOUz2tga+8dPUZ0FNEcjl9BLuXPkSkvojM8tOkGsAJ5583VgPtRcTl2NsU+MrZL/OrYx/O2OUwCrxuwhzbV4lIPmeD7W2q+pOzbPElZtkqMSHAgURqyP7wNU40RERKAo/5qujs85kNTMUsj23ycwxPVgA9nL0niEioc/4zoIuIFHDO5xCRcj768OQMZi9KhvDWW2/SqVNb9u/fR/36dVixYhkATz/9HIcPH6Jly8aEhb0Zr0zsi99+28qqVSvZsmUTbdo0p02b5nz//QYA9u3bS758KU+hUaO6jB//Hp9/voL69evw9997ABg5cgg7d+5Itu2JE+HUr1+H+fPnMGvWVOrXr0NEhPetVjNmfEyrVu0ICAjgwQcrs3XrL7Rq1ZTateukaKPFYrH4S1aInIBvheCLmI2xd2AiLACrgI+99DESc/PfJCKxQBwwCPjDaX8mmfFbOZsuXcAlzAbPWBHxVncI8AGwzTme7bHp9QWMk/UqZl9JS1U97tlYVd8WkQsYJ6cuMENEQjCbVQ8Ar3sZMyU1ZF90B2aJSHPgb0zkJjmmAb2Bnn72n5iRwAjgV+d93A00UtXZjqPyjXNNAzAbfFN6XHspzn4gMmBDrC8l32zZsjFw4JBk27Zv/1L863LlyrNhw2av9Y4c+YeuXVO+nIsWLfd6/vXXB6RYv2DBUJYuXZniGADduvWKf50jRw7ee+9Dv9pZLBZLarCqxH4gIouBXqq6N7NtsWQ4JYC//UnCdi0prGZFRVjImvPKinOCrDkvq0qccWSVyEmGoqrJ7Z+wZEGqNp2ebPklq1hssVgsGYZ1TiwWL1hVYovFYsk8rvkNsRaLxWKxWLIWNnJisXghJVXi9OBSVCSnTvuUfrJYLJbrFuucWCxeWL6wFRHnjmboGE3brsI83GWxWCwWT+yyjsWSycTExNC2bXP69u0Rf27z5p9o1+4F2rRpTufO7Tl48AAAK1cu55lnasXnQ1m+3ORW2bJlc/y5Nm2aU7NmlWRVhn3xxx+/U736Q6xdu9pr+aRJH9KgwdM8/njCVDlHjhyha9eXaNu2Oa1bN43P0+LJ/v17adeuBa1bN2X79t8Akxm3e/cuREbaJG4Wi+UyNnJyhRCRvZhMpp7fwvUSP54sInFAcBoEB9Ni0wwcQb5UtFkHjFbVFR7nFgErVHVGCm1LcTmV/2jgJ89jVb0uc6AvXDiX4sVLcv58RPy50aNHMnLkGEqUKMmSJQuZOXMq/fqFAVCz5uP07Plagj4qVHiAGTPmAHDmzGmaNKnPgw9WIjXExMQwceJ4KlZ8yGedqlUfoWHDJjRrVj/B+Zkzp1Kz5uPUr9+Iv//eQ58+3Vm0qFqCOv/3f0vo3r03N910E2PHjmbYsFEsW7aI2rWfImfOnFgsFosb65xcWRqp6vbMGFhEAhMrMWcCDYDvVPVlx6bXPI+vR44dO8r332+kVat2zJ9/2TdzuSAiwjgrERHnUqX+u3btGipVqpLqG/7ixfOpXr1mshlly5a9x+t5Y++5ZO0NDAzi4sVIIiMjCQoK4uzZs2zc+C1jxoxPlZ0WiyXrY52TTEZEGmC0byKBxR7nXwLuVdWXReRBjKDdg6q6SUQmAL+q6mQR+RQQIAcmo2o7VT0pIo9iVIV/xqS07y8ivwCzgJswSYBiPcZ7EXgVk1U3AGisqjvTMJ+8wHiM3g8YUcR3ROQFp/8AEamK0SDq6nHcEJP6/meMcnIJYCxwyKl3M9BHVRc64yQ37/ed61UZk+m3qar+kdq5XAnGjRtD587dEkRNwGR27dOnOzly5CBPnjxMmnQ578o333zN1q2/UKzYrXTt2pMiRW5M0HbNmi9p0uQFUsPx48dYv34d48Z9xIgRg1M9j3btXqJnz5dZvHgBFy5c4P33JySp06BBY4YOHcilS5fo0+dNZsyYQsuWbQkIsKvLFoslIfZb4cqyyK16LCKbRaQIJpX+c6paHuMYuFnDZS2bx4DvEx27FYK7q+oDqnoP8DtGFdlNGWCyo5i8AuOsrFfVu4FXgOoedUcBNR07KgL7k5nHOI95/EpClecBmM/VPUAVjK7RU86SzUdcVnAeluj4L6d9Uceuh4DBQFlVrQI0Bt7zGCeleX+kqvdilo36JzOXTGPt2rWEhNxA6dJ3JSmbP38Oo0aNZenSldSpY3RzAKpWfZiFC5czc+Y8HnjgIYYNC0vQLjw8nD17dvPQQ5VTZcvYsWPo1Klrmh2F1au/4Kmn6rJ06UpGjx7L0KEDiY2NTVDnxhtv5IMPJjNp0nRy5szJ8ePHKFGiJEOGDGDgwDfYv39fmsa2WCxZDxs5ubIkWNYRkWeBLaqqzqnJwNsAqrpbRHKJSFGMM/Im0M+JGOTwuJm3cqIS2YE8GO0cN3+q6vcexzWAbk7/e0RkjUfZ1xg15eXA/1R1TzLz6OZlz4mbWhjHIQ44IyJznXOJlZJ9sVBVY4HDInICo48DJqJyi4jkVNXIFOatqurWUvoBo0F01bFlyxY2blzPDz9sJCoqioiIcwwePICuXXuye/cuypQpC0DNmk/Qu3dXAPLnv6wiXLduPSZOHJegz6+//oqHH65BUFDq/rRV/yAs7E0ATp8+xfffbyQwMIhHHnnUr/YrVnzGmDHGlrJl7+XixShOnz5FgQI3eK0/efIEOnbszMKF83jmmXrcdNPNTJr0IW+9NTRVdlsslqyJjZxc3XwNPAMUUdV1mOWYp53ziMjDQGfgSSeC0B/w3GiQmk21DZz2eYC1IvKUiNT2iJD0+c+z8Q/PDcMx7mOP/TJBfsw7cR9XpRPeq1cvli5dyaJFywkLG8b991dk4MAhBAcHExFxLj6SsHnzDxQvXgIwkRE3Gzasp3jxkgn6XL16FY8/XjvBuY8++oCvvvImxH2ZhQs/Y9Gi5SxatJxHH32MXr1e89sxAShS5EZ+/tkIUe/d+zdRURcJCSngte4vv/xMaGgoxYrdysWLkQQEBOByuewTOxaLJZ6r8kv7OuIHYJqIlFLVP4EOicrXYBSF3arFGzGqw/2c4xDgNHBCRHIA7VIY72ugLTBUREpiIjKrRSQIKK6qPwE/icjtwH2qOhyj4pwaVgPtRWQjkBdoilEqTk9SO+9riqCgIPr27U///n1xuQIIDg7mjTcGArBo0Tw2bFhPYGAg+fLli3+CB+Cffw5z7NhRypevkKC/PXt288wzT6bZnjZtmsc/CTRhwli++moVkZGR1K9fh2eeeY727V/ilVd68M47Q5k/fw4ul4t+/cJwuVxJ+oqLi2PmzKkMHjwCgGefbcDgwf2JiYmhVy9vgtoWi+V6xDonV5ZFIuL587AD8CKwXEQu4LEh1uFroDiX95escep/7Rx/AbTALGmEA+sxm0l90R2YJSLNgb+Bdc75QGCGiIRgNskewDhBaWEI8AGwzTmerapfJFM/LaR23lc9FSo8QIUKD8QfV69eg+rVaySp16nTK3Tq9IrXPm666WaWLUu6ehYdHc19993nt3qqp8MDxDsmAF26dKdLl+5J2pQseRsTJ05LsW+Xy5Vgs2yJEiWZNu26fILcYrEkgysuzoqbWSwelAD+vlIZYq+UhHxWlKuHrDmvrDgnyJrzSs2cAgJcblmMkpinJS3JYCMnFosX6j4/K8PHuBRl91hYLBaLN6xzYrF44cSJc8TG2qiixWKxZAbWObFYvJDRqsRRlyI5fcqK/lksFos3rHNisXhhxrJWnI3IuD0nXV+wisQWi8XiC+ucWCyZSExMDB06tKRQocK88877AHTp0oHz588DcPLkv9x9dxlGjBjDvn17GT58ELt27aRjxy40b94yvp9GjeqSO3duAgICCQwMZOrU2am25ciRI7Rs+Txt276YoG83hw8f4q233uTMmdOI3MWAAYPJli0bAGvWfMX06ZMBF3fcUYqwsGEJ2p48eZI33+zNuXNn6dixS3wOlddf70nv3m+kSjvIYrFkfbKkc+IoAOcAirqTd4lIG2A60DU1KrxO2xDgRVV9x+PcFGCmqn6bTmb7a8teTJKxi5iEab8Db6vqd360LQgsB3IDnwLTPI9VdVTGWO3Tnr3AM4nFEB19nJVczvoaCAxV1flO+UrM+/gXKSAiJTDKy6HpZng64k2ReMKEKfGv+/XrQ7VqRmUgX7589OjRm/Xr13nta9y4SYSEhHgt84cPPniXhx6q4rN84sTxNGnSnFq1ajNq1HBWrPg/6tdvxIED+/nkk+lMmDCVfPnycfLkv0narl69inr1GlK9ek169+7GI488yoYN6ylVSqxjYrFYkpCVM8QeBjxTZbYBtqS2EydBWQjQ1/O8qna40o6JB41UtZyq3gHMBFaKiG+d+8vUAk46WjajvBxfTexw7CoPNAGmikgAgKrW8eaYOO/VNYNbkbhu3XpeyyMizvHzz5vjowwFCtzAXXeVSXVqen9Yv34dN910CyVL3ua1PC4uji1bNvHoo0be6amnnuHbb9cBsHz5Uho0aEy+fPni7UxMUFAQkZGRREVFERgYSHR0NAsXzuWFF1qn+1wsFsu1zzX1ZZ5KZmAckpUichsmyuBODIaIPIbJvpoTcx2Gqeo8p2wd8CtQCfgXo2wb4ojcnVfVKk6d0aq6QkRmYKIZdwLFMCJ9rVU1TkTyAe8C9zpjrQV6AgWBLz3svRUTiXk1NZNU1SWOanFv4HnHls3u6JD7GBNhGQXkc+axGOjocdwdmAeUdLRrEJHPgHmqOsdzTCeJW3eMrg1Ab1Vd45TtxSgfP45Jtz/aw5aHAXcGrm+ApClEvZMfOO1o7iSIuHh5r+qIyMsYBeQzwP/8HOOK40uR2M369et44IGK5MmT8uZcl8tFz54vAy6ee64Bzz3XwG87zp8/z6efzuS99z5k7lzvy0GnT58mb97geMeoUKHCHD9+DIADB4xGZOfO7YiJiaVduxepVClhBObxx59k0KB+fPbZUjp37srSpYuoXbsOOXPmxGKxWBKTlSMn64B7RKQA0Bpzw/RkC1BNVe/DRBBGO3Xd3OaU1wFeBk45v+R9xb3LAnUwirj3c1mp913gG1V9ECgPFAbaqeoxj8hAW+AUJrNqWvjRGdcnqroWGAisdsYdkuj4G4zD0ATil0MeABZ56W4VUMm5dk0x0RtPcqtqZeBRYKSI5HXSzM/DLMfcg8nqemsyJt/taPr8gcmImzQt6WXi3ysRuReT3r+qqlbAOIFXHckpErtZvfpLatWq7bPckwkTpjBt2qeMGTOOJUsW8uuv/gcJp02bTOPGzcmdO7ffbTyJiYnhwIEDjB8/mbCwYbzzzjDOnk2YmCpv3ryMGjWWqVNnc+edpdm4cT2PPvoYb789lP79+7J9+29pGttisWRN0uSciEiA57/0NiqdiAMWYG6eTYE5icoLYdLJb8fcbG8AxKN8jqpGp2K8ZaoaqapRGMfnduf8s0AfJzqxBeO43OluJCLFMA7AC/7sofCBvxGIlBgHdHFedwKmOfNJzO3AKhH5HZgP3CgiN3qUzwNQ1b3ASaAo5tqedwQMUdUFGH0cX7iXde4CKgAfisgtPup6vlePYlSV3Y/aTE5mjEzDrUjcqFFdwsL68fPPmxg8eEB8+alTp/jjj9+pXLmaX/0VKlQYMEsqjzzyKDt2/O63LTt2bGfixHE0alSXhQvnMnv2dBYvnp+gTv78+Tl37izR0eYyHz9+LH7MQoUKU63aIwQFBXHzzbdQrNitHDy43+d4M2dOoVWrdqxevYp77y1Pv36DmDbtqnybLBZLJuH3so6IVAA+5PLyBJibYhxmw+LVyExMVGG9qp4Q8fQ9mAh8BjRwll92kXZFX/CthOsC6qnqnsQNnCWfFcBrqvp9KsfzpCLg3lQaTUKn0++4uap+JyKBIlIVsyRW0UfVuUAvVV3mOKfnSZsqsF9ZzlT1D2cppwqw0EuV1L5XmU6vXr1o1epFALZs2cy8eZ8wcOCQ+PJ161ZTpUo1cuTIkWJfFy5cIC4ulty583DhwgU2bfqRNm2MhqTbyejUKbGm5GU8N+BOnTqJXLly07BhkwR1XC4X9933AOvWraFWrdp8/vmK+I26Dz/8KKtXr+Lpp5/l1KlTHDiwn5tv9u5HHjiwn2PHjlGhwgPs3v0n2bNnx+VycfHixRTnabFYrh9SE/WYidkv8QAmjH4bRiPA+w66qwDHIeiHEaNLTAiw13FMHgfuSKarM0DuNG64/Ax4XUQCAUQkVERKOn0twgjjJVg6EZFZIlLfn85F5DmgMzDGObUbx6kQkZuApOpxyTMeE/n4TlUP+KgTghEOBKMInPIdFBTI5ew7QUQaOf2kiIjcjIk2/elH9XWYfSeFneP2/oxxteFtSefEiXDq16/D/PlzmDVrKvXr1yEi4hz//nuCzp070Lp1Mzp2bE3lylXj93zs27eXfPnyp9mO3r27ER5+HIDOnbsyf/6nNGlSj9OnT/PMM88B8NBDlcmfPz8tWjxPt24v0aVLN/Ln9/7WTp48gRdfNMG5xx+vzbJli+nQoRXPP980zTZaLJasR2putsWBfqp6TeX0VlVf8eLXgQkiMgjYBPhc9FbVf0XkU2CbiJxMZt+JN3oA7wBbRSQO8whwD8x+i8eAwiLSwqnrfpz3fswSiy8WiYj7UeIdQB1V/dEp+9gp34F5FPdHH334Yh4mQjYhmTo9gGUichKjEHwipU5V9aKINMNc8zjMnhPfsX9nzwkm8pQNGKCqv/oxzm8iMhzYKCJnMI8kX9UkViQG+OCDpB/bggVDWbo06Uhgb1YAACAASURBVHTy5MnLzJlzvfZ95Mg/dO3a029b2rd/KcHx6NGXP4a33FKUjz9Oqjnkcrno2rUnXbum3P+QISPjXxcocAMffZSykrHFYrn+8FuVWERmYtb2V2WsSdc3Ti6Sear6eCaNXw34CLjnWnNE04kSwN9XIkPslVRozYqKsJA155UV5wRZc15WlTjjSE3kJCewVEQ2AEc8C1S1VbpadR2jqicwj+FecURkqjN2q+vUMYmnTb2MVSWOumQViS0Wi8UXqXFOdjj/LFkUVb0m92dkBFaV2GKxWDIPv50TVR2UkYZYLBaLxWKxQCozxDqaJ62AW4BDmCdN1maAXRZLpuKsDaeZi5cucuaUtxQxFovFYkmJ1OQ56QAMB6ZgngC5FZgrIgNU9eMMss9iyRSGrWzNyfNp3xA7rO7/0bFjK6KiLhETE0ONGo/FPwmzePF8FiyYy6FDB1mxYnW8WN+WLZt5443/Z+/M42ws3z/+PjOTse9k6VuWuIgiSxFZSonwTYTsoZ8oFCl7lqISKYoijJ1oI+FLxhYlWslVohLZyj5mn98f93PGmZlzzpwzZhD3+/Wa1zznXq/nmeVc576v+/oMoHhxkyOkfv2GPPbY4wAsXjyf5cs/xuWCMmVuZsiQFwLKgQKwZs1nLFo0l/j4BHLmzMWAAYMoV658mna+1JDXrPmM+fMjSEpK8tk/NjaWQYMGcOzYEVq2fISHH34EgFdeeYmHHmqFSIUMPEWLxXKtEszKyXPAfar6nbtARBZjNFquGOckEEViEXkCyKGqrzt1zVS1tbMy9Jqq1vA29kXYNBJ4wZnnU6csNyaweE9G5/Ol6nulEYgysPO7dA9QQlXjvPVzjiDnUdUrPulatmzZeOONaeTMmZP4+Hh69erOnXfeReXKt3LrrVW466676dOnZ5p+VarczquvTkpRduzYUZYuXcy8eUsID8/O8OGDWLduDU2bNg/IluLFSzBv3jxiY0PYunULr776EtOnp1Yc8K2GXLx4CSZPfpe8efP67P/VV1u57bYqdO7cjV69uvPww4/wyy8/k5iYYB0Ti8USNMEkYStE2oBYxaR9v9Lwq0isqtNU9fXMmsydYC0ddmI0ftw8gnl+l5QrUblXRApiTgntxaT7/9fjcrmStWri4+NJSIjH5TIqA+XLV6B48RJBjZeQkEBMTAzx8fHExERTuHCRgPveemsV8uUzidgqVbo1WbDPF6nVkG+9tUqy4rCv/qGhYcn2udMTzJgxlccf7xWwnRaLxeImmDeqzcBEEXleVaNEJBcwDvgia0y7KGbjX5F4JJBbVZ/1N4iINMVkmM0OxALPqOo2Z4XlTWAHcDswDJOG3h+RwIMiUkBVT2Acldl4OCwi0gwYiUk6lohRNv5eRGpjFIXzOE0HqqqnonGaVZRUyr2/YZKr3eM8h+4i0gWjoxOG0bjppappnCUReQ2oj1EgPo4RLfzdvaoBvIMRPMwJdFfVzU6/YJSBOzhtVmMyzi5Lpz1itAgmAYUd2yap6iynLgnzc2uJcaoHqmq6Y2Y2CQkJdO/eiYMHD9Cy5SNUqlQ53T4//vgDXbo8SuHCRXjyyX6UKVOWIkWK0q5dR1q1akZ4eDg1a9bijjtqZcimFSs+TqMYnBp/asi++teseSerV6+kZ8+uPPpoZzZv3kD58hWCcqIsFovFTTArJ08AVYBTInIEo6JbBUi7Nn35icS/InG6iEhZYDjQRFWrAz0wQoJuKgHvOuJ06TkmYHRkFgPtfDhM5THxPI+qahWgFrDfWVX4EHjOKa+GyWgbLHlV9Q5V7e6kkG8D1HPubTzgK1Xny6pa05l7IfCKR10hYKujTjzaXZcBZeBumG23D4DaTrp6nzirPwswzmJNoC5GIsBz/+C0U9cJ/9l2s4zQ0FBmz17ABx+s5KefdrFv316/7UUqsHTpciIiFtK6dRuGDDG+8+nTp9m8eQNLlnzCRx+tIjr6PKtXB5/4dufOr/n004/p1ct/Kldfasj++oeFhTFy5EvMmrWAe+5pxJIlC3n00Y5MnjyRYcOeY/PmDUHba7FYrl0Cdk5U9S9VrYfR0mkOlFbV+qp6KMusyzjpKRIHQmOM+u5GJ436fCBMRK536n/JgFhfBOa0kzeH6T5gpar+Aibdu6qeAWpjFHq/cMoTnJWXYPGcrznGsfzSubeXgf/46NdERLY56s3PAlU96s56OGbbuKDE3IAAlYFF5HagALBeVaMwqyZdfLV3KA9UBBY59m/CxBlV9GizyMOuEiISsABiZpMnTx6qVavBtm3+f11y5cqdvBVUu3Zd4uPjOXnyJF9//RXFi5egQIEChIWFUa9eQ374wafaglf27NnDyy+PYdy4CT51b8C3GvLevb8E1B/ggw/e54EHHmTXrh/IlSs3o0aNY9Gi+UHZa7FYrm38buuIiMudKdRRnwVzhPigZ5mqJmalkRnEnyJxILiAVd6y34pIRTKghKuq+xxNnMeBW52vzCI9NWJPe13ATFUd4W9AEbkJeB2oqar7ReQuUjp6nlKy/tSH/dENR0jQ+RmFA2cwW4a+cAHHVbWqnzbRYJw5Z9xLGmvzzz//cOZMNHny5CEmJprt27+kQwf/Ptfffx+nYMFCuFwudu/+kcTERPLly8f11xdj164fiY6OJjw8nB07tlOhgvHDpk2bQsWKlahf37e+4+HDh+nfvw/Dh4/mxhtv8muDNzXkw4cPM3TowID6nz59mi++2MTEiVPYsmUjISEhjuqwzYhrsVgCJ72Vk1Me1/FAXKovd9kVRzqKxIGwBnhARCq5C0Skpq/GItJSRALZPhoMPO+kqU89X1MRKeeMFy4ieYCtGBG82k55qLNdlRpPNeJ7geu9tHGzHOgsIjd4jFndS7u8mFibw44j+kQA9wcBKgOLSDjQHqihqqWcr+JAklu92AcKRIlIJ4+xKohI3gDty3KOHj1K37496dKlHT16dKZmzTupU8fc0vvvL6Jly6YcO3aULl3a8fLL5lc0MnIdnTq1pUuXR5k06TVGjRqLy+WiUqXKNGx4L926daBz57YkJSXSosXDAOzbt5dChfzvms2ePZ2TJ08yYcIrdO3anu7dkx9bCtVh8L6lM3v2dE6dOuW1v7e5OnfuRkhICHfcUZvvvvuGzp3b0bhx0+AeoMViuaZJ79NkJY/r0llpSFbgR5E4kL6/OGrB74lIDkzQ5RZ8x3vcjAn+TG/crRiHw9t8jwOLndM/CZiA2B9E5GFMMHIuTKDss8DaVEMMByJEpA/wOX4Uf1V1o4gMBT5x5soGvI8J8PVs94OIvI85pXUco/BbL4B7DFQZ+CFgr6qmDsaYj1lR8ZqVWFXjRaQ5MElEBgKhwBFMHM0VQYUKFZg1y/tu4iOPtOORR9qlKW/Vqi2tWrX12qd7955pFIPBnASqXPk2v7YMGjScCRNe9SpQ5qk6DN7VkAcNGs6gQcP9zuGmb98Bydfh4eG8/vpbAfWzWCwWT4JRJX5WVV/zUt5fVSdmumX/MkRkGTBAVX+73LZYLopSwP6LTcL2WutVV5QC69WoCAtX531djfcEV+d9WVXirCOYffgRQBrnBHOM9pp3TlS11eW2wZJ5DG2aNklZMMTExaTfyGKxWCxeSdc5EZF7nMtQEWmICUZ0UwYTvGixXFVYVWKLxWK5fASycvKe8z07KXNhJGHSr/tPmmCxWCwWi8USBOk6J6paGkBE5ng7VmuxXI0EqkocHRfLmZN2C8disVgyk4BjTqxjYrmW6LLmBY5G/ZNuu5l3DuGZZwZw4sQ/gIsWLVrSps2jAHz++VpmznyX33/fz/TpEVSocAsAp06dZNiw59mzZzdNmjSjf//nk8eLi4tj4sRX+eabHYSEuPi//+tNgwb3Bmx3//592L37B267rWoaAUE3hw8f5qWXXuDs2TMkJibyxBNPUbt2XbZv38bUqVOIj48jLOw6nnyyH9Wrpz09P2rUMPbt28tdd91Nz55PAjB79gzKlLk5WY/HYrFYLoaAnRMROYDZykmDqt6YaRZdgzjaN2eB29wJ7VJp48wAIlR1k58xRhKAXpCXfpEYJeZAUvBfFCJyP+bIc0ngH8xx6amqOjur584qQkNDeeqpZxCpQFTUObp160TNmndSunQZypQpy9ixr/Lqq2NT9MmWLZwePXqxf/9e9u37NUXdnDkzKVCgAIsWfUBiYiKnT6d7Oj0F7dt3Ijo6mk8++cBnm4iI97jnnvto2bI1+/fvY+DAfixdWpd8+fLz6quvU7hwEfbt20v//n346KPPUvTdu/cXwsPDiYhYxNNP9+bs2bNER0eze/cuunbtEZStFovF4otgTut0TPW6ONCPC2nCLRdHbowOTJpjIqr6r/+v7zgmM4HWqrrNKSuFuWdv7cNUNf7SWZgxihYtisuVA4CcOXNRqlQpjh8/SunSZShVyntqoBw5clClSlUOHjyQpu7TTz9h/vylAISEhJA/v/9U8ampUeMOdu782m8bl8soD4P57hbnK1/+gjRR6dJliYmJITY2lmzZsiWXh4UZ9eHExETi4+MJCQnhvfemec3BYrFYLBklmG2dNMpdzqfuVcAbmWjTtcpI4AURWaiqsZ4VnqsbIpIPJ6U8JiHbJlV9ymlaUkRWYk5R/Qo84ihI5wYmO30A5qjqq6kNEJH/wygJx2CyB7dR1T1OZtw3MWKF54C+qro9PWXiVIwAxrgdEwAnJ8wYZ273WLMx6snvisg8X3YHqMJ8H5APo1g8xYtNmcpffx3i55+VW25JX33YG2fOmINvM2ZM5ZtvdlCixA307/8cBQump5sYHN269aR//ydZtmwJ58+fZ9Kkt9O0iYxcR/nyFVI4JgClSpUmf/4CdOvWkcaNm3Lw4AESExNJqblosVgsF0cwqsTeiOFfmDn2CuVrTIbWXum0m4RxEKo4SsEjPepqYNLBVwSuAzo45cMxP+tbgbuALiLSxMvY44F7HM2amsAfIpINI8Y3TFVvc8Za5pSDD2ViL1TDaB35oxCwXVWrqeq0IOz2RlFHcbkOMMRRSs4yoqKiGDr0Ofr1G0CuXIEF06YmISGBo0ePULnybcycOZ/KlW/lrbe8x41cDGvXrqJJk+Z8+OFKXnvtDV58cQSJiRfksfbt+5WpUyfz3HNDvPbv128As2cv4NFHOzJ9+jQef7wXERHvMXz4ID755MNMt9disVx7BOyciMjoVF+vYdK5f5ZeX0vADAOed1Y6fNEMGO+OTVHV4x51q1X1pCPW+CUXVIIbAdNVNUlVTwMLnbLUfM6FFPglHZVgAWJVdZ0z31qM3o5bSdGXMrFfRGSpiHwnIoc9iqMxatJuArXbG+859h4BPsUoJWcJ8fHxDBv2HPff/wD169+Tfgcf5MuXj+zZsyeP0bBhI1Q1s8xMZsWKT7jnHvMYK1e+jZiYWE6dOgnA0aNHGDJkIMOGjaJkyRv8jrNpU6QTaxPFwYN/MmbMy0RGriM62or8WSyWiyOYlZP/pPrKjskMm568vSVA1LwTrQT6Z3AIz3eFjKgEP4xxkHIB6wNcpQhUmfgbLmzPoKqtMasangKF59wq2AGQngrzJSEpKYlx40Zz002ladcudVhWcLhcLurUuZtvvjESRzt2bE+OW9mwYT3TpmXOztT11xdjxw4jEfXbb/uJjY0hf/4CnDlzhoEDn6ZXr6e47TZ/gs/GIVuyZCEdOnQhJiYGl8vkZkxISCQu7orUArVYLP8ignnzGqyqh1MXikgxTDI2S+YwErO94+tnswIYKCJ9VTVJRAqnWj3xxlqgu4hswQTetsOIByYjImHATar6FfCViJQFbgfWAdlEpKGqrncyBl+HUQYuEcR9jQGmi8h3zhxgnKCM2u1WYf7ehwpzV4zwYBFMPMybZAE7duxg9eqVlC17M127tgegZ8/e1K5dlw0b1jNp0nhOnjzBwIFPU65ceSZONA5G69bNOXfuHPHxcWzatIGJE6dQunQZevXqy5gxI3jzzQnkz1+AwYNfAODgwT/JlSu9xwW9e/fgjz9+IyrqPC1bNmXQoOHceWdt3njjDW68sSx169bnqaee5tVXX2Tx4gW4XC6GDh2Jy+Vi2bLFHDx4gFmzZjBr1gwAXn99CgUKFEwzzwcfLKFJk2Zkz56dm28uR3R0NJ07t6VWrTrkyZMnsx6vxWK5RgnGOfkZ8CZJvxtI+9/LkiFU9U8RmQsM8NHkGUzcyY8iEg9sAPqmM+wYYArwg/N6rqquStUmFJgtIvkxgbYHgEGqGisirYA3HVXkc5gTN7EiQqCo6ion4PZ1ESmOURGOAfwd8/Bnd3oqzMdFZAcmIHacqv5AFlCjRg02b/Z+OqZ+/YbUr9/Qa93Spcu9lhcrVpy33pqepnzv3p/p0yf9BbW3357htbxfv37JAmWlS5dh6tSZadp07doj4OPAbdq0T752uVyMGjXWT2uLxWIJjmBUic+oap5UZXmBfapaOCuMs1gyQuqTPEFSCtgfaBK2zx6a/K9QWr0aFWHh6ryvq/Ge4Oq8L6tKnHUEIvznTr6WQ0RSfzothAlStFgsFovFYskUAtnW6YhRIl5JyoRZScARzYrjBBbLRaCqpS52jIj7RwXULjouNv1GFovFYgmKQIT/NgA4gZdRWW+SxXL5+fvvsyQmBnpwyGKxWCyZid+YExEZqqovOdejfbVT1RFZYJvFcjkoBey/3EZYLJYrm+i4OLJfd52NOcki0ls58czC9J+sNMRiuZJ4bNV0jkYFJ7pnsViuHT592NeBSktm4Nc5UdVeHtePZb05FovFYrH8e0hISKBHj04UKVKUV181chM7dmznrbcmERcXh0hFBg0aTrZs1wHQrVu3Wlu2bPkIky/quKrWBxCRfsDjmBjP6ao6ySmvAkzD5Hr6DejgZMwOChH5BCijqpWd1+OB5piM378Cj6nqSS/9ngF6YOJMf3DaRYvIfIxkShzwFdBTVeNS9a0DTHXmeFRVf3HSVSwBHnBnOvdGwHlOROQfVU2Tz0REjqpq0UDHsVw7iEg4MBZ4CPMLfB4Y5Xx3a/AUw2R6PeS8HgVUAXKr6rMeYz0F1FDVro5I4F7A86jwcVVtlKouBPNH0VdVv8iKe7RYLNc277+/kJtuKk1U1DkAEhMTeemlkUya9DY33ngTM2ZMY9WqFbRo0ZLTp0/z1VdfjQHuVdU/RKQogIhUxjgmd2D+Z60SkRWquheYATyrqhtEpBswEJPnKWBE5GHgbKri/2GSq8aLyCvAYOD5VP1KYvJo3aKq50VkCSYZ5mxgPubADMACjAMzNdUcAzBJMEsBTzivhwFj/TkmEFz6+utSF4jIdZjkXRaLN97GbA1WUtUKmNNeU4DzqlrVERichlEbrup8Baocd9KjT1VVbeSl7jaMxs57mXhPFovFAsDhw4fZunULzZs/lFx26tQpwsLCuPHGmwCoWfNOIiM/B2D58uUUKFBglar+AaCqR51uFYEvVTVKVd3JNR926soDG53r/wGtgrHR0WrrD7zoWa6qa5y5wOii+RLTCsOkEgnDKM8fcvqvdHTPkjArJ976xzl9cgJxTubx/6hqZHp2B5LnZBNmOSe7iGxMVX0DYD+RWtIgIjcBbYEbVTUaQFV/FJGXgBeAey+RKZHAa5doLovFcg0xduxYevXqm7xqApA/f34SEhLYs2c3FSrcwvr16zh69AgAv/32G3FxcflEJBLIA7yhqnMwK70viUghzMpyU4xSPcAu4L/AR8AjBB//OQaYAPg7bdsNWJy6UFUPOiK/fzh2rVHVNZ5tnEWKTkA/L+OOA+Y4fTth/hcPC8ToQLZ1ZmD2wGqS8hNoEiYF+eeBTGS55rgV2KuqqdOsbsP8saRHZxHxXA0pjNHacZNfRL71HFdVn/AyTktgUSAGWywWS6CsX7+eggULUqFCRXbuvCBh4ZZzePPNicTFxVKzZi1CQswGQ0JCAlFRUbcCdYEcwFYR2aaqPzlbK2swEiHfYoRUwTgOb4rIcOATzLZPQIhIVaCsqj7jbHl7azMUI6Q630tdAYxjVBo4CbwvIh1VdZ5Hs7eBjaq6KXV/Vf0WqOWMVQ/4C3CJyGLMqsoARzk+DYHkOYlwBt6mqnvSa2+xOLgusv8cbzEnHvUnnW0hb7gdlyIYteI7LtIWi8ViScHOnTv5/PPPWb8+ktjYWM6dO8vo0cMZMWIMlSvflqxz9dVX2zhwwCRXL1asGPnz59+wcePGc8A5ZzeiCvCzqiZvQYvIWOBPAOd9936nvDzwYBBm1gZqOJIeYUBREYlU1QbOeF2BZpgYGG95RRoB+1X1mNP+A+AuYJ7z+gXM/1l/GmmIiAuzYtIOmAw8h4lD6QsM9dYnmJiT20WkojORiMgGEVkvIhWCGMNy7fADcLOIpA6irgV8n8Vzux2XGzGfBhY4fxwWi8WSKQwYMICNGzeydOlyRo58ierVazJihFkUPnHCLBjHxsYyf34EDz1kwkTuvfdeTp8+XVNEwkQkJ3An8BOAR3DsjZh4kwWpykMwb/DTnNclRWSdPxtVdaqqlnCyZtfFOEENnP4PYJyEFn4SrP4B1BKRnM7/0Hs97O0BNMacwvEb3Ap0BlY6K+k5MeKyic61V4JxTl4E3Ev0rwHbMUE7bwcxhuUaQVV/A94HpopIdkiOSB+KOZFzKWxIwPzxFccsTVosFkuWs2DBXDp0aE2XLu2oU+duqlevCUDZsmUpVKjQBswHtK+AGR4CpctEZDewHHjS41jvoyLyM7AHE4w6yykvjtmOyShTMHEv/xORb0XE7fSUEJGVAKr6JbAU2In5wBkCvOv0nwZcj9ma+lZEvCZjdZywrsBbTtFEjBzOJGcMrwSjSnxaVfM6bzR/YY6AxmGOcKY5YmyxiEgOzFHi/2L2SaOBMaq6zKPNSNIeG/ZWlt5RYlS1qlP3tadStoh0Bp4BqvlYuvSkFLDfJmGzWCz+cCdhu1wZYp3/iX+o6icXO9aVSDDOya+YJZxbgV6qer/jER1U1QJZaKPFcikphXVOLBZLOlxu5+RqJ+AkbJgTFjswEcRtnbJGwHeZbZTFcrmZ9cDjl9sEi8VyBePW1rFkDQE7J6o628kOh0fwzDZM9K3FclVxtakSFymSJ+BPeP8mrsb7uhrvCa7O+8pexDonWUUwKyeoapSIFBWRYlllkMVisVgslmubYLR1HsCcwS6eqioJm8LecpXh7A17JToujjMnoy+hNRaLxXJtEczKyVuYuJMIVT2fRfZYLFcE3T5bwtGo1DpZhhWtujF47GC++GIzBQoUYO7cJWnaLFw4j7femsSKFWvJnz8/O3d+zeDBAyhevCQA9es35LHHTFzLkiULWb78Q5KSoEWLh2jTpn3Adp46dZJhw55nz57dNGnSjP79n/fa7pVXXmHt2nVcd911lChxA0OGvECePHkA2Lv3F8aPH8u5c+cICXExffocwsPDU/QfNWoY+/bt5a677qZnzycBmD17BmXK3Ey9eg0CttdisVgCIZg8JwWAd6xjkjmIyG8iskdEvhORn5yENohIC0fK2l/fUiJyPIvsihSRZkG0f1FEpnq8biYiSSJSyaNshYh0T2ecriKy1LkuJSL/lxH7LxVNmzZnwoTJXuuOHDnM9u3buP76lLufVarczuzZC5g9e0GyY7Jv316WL/+Q6dPnMHv2ArZs2cyffx4I2I5s2cLp0aMXTz7pTdbiAnXq1GHOnMVERCziP/+5kblzTaqE+Ph4xowZzrPPDmbevCVMnvwOYWEpP7Ps3fsL4eHhREQs4qefdnH27FmOHz/O7t27rGNisViyhGCck/eAx7LKkGuU1qpaBSPm9LaIlFDVT1R14KWYXEQyYztuPdDA43V94Et3mTNHXYwAX6CUAjLknDjKmVlO1arVyJs3r9e6yZMn0qtXX1yu9JPS/vbbb9xyS2WyZ89OWFgYt99ejQ0bAperypEjB1WqVCVbtnC/7erWrZvsdFSqdCvHjhkx1O3bt1G2bDnKlSsPQL58+QkNTflrERYWRkxMDImJicTHxxMSEsJ7702je3e/GastFoslwwTzj7wW0FdEBgGHPStUtV6mWnWN4aj1ngBKisj9QDNVbQ0gIt24oPYYi9FBwKl7CaNemRPorqqbnTfnT4FCGGGpr4Ceqhrr6Ch0BM4A5YCOIhKLyTiYG5MBMLvH+C8Aj2KSpyUBDT2yFrr5AigtItc7Ak71MRlgu2K2Am8HTqvqr/5sSzXmW86Y32LEA1uLiGAyChYGsgGTVHWWY2eSM+eDwCoR+QyT/TAEuA54UVUXpvdzyAw2bYqkcOGiyW/2nvz44w906fIohQsX4ckn+1GmTFnKlCnLu+++zalTJwkPz87WrVuoUKFiltr46aefcO+99wFw4MAfuFzQv/9TnDx5gnvvvZ8OHbqkaF+qVGny5y9At24dady4KQcPHiAxMRGrXGGxWLKKYJyTGc6XJZMRkTrAcUzOGM/tkAbAEKCuqh4WkdyYdMU5MG/wW1V1qIh0AF4B6mDy0LRX1b8dLYQIjKqlO01wLaCKqv7qzLEDeFNVI0SkFrDFKS+IyapaXFXPi0gejOx1Cpy6r4AGTsrjXMAqjCMBZgUl0rlOzzY3TwKvqWoNx5YwjM5EB1Xd49jytYhs9RCjPK+qNZ32HwPjVXWhM08+vz+ATCI6Opo5c2bx+utvpakTqcDSpcvJmTMnW7duZsiQZ1m06ENKlSpNx46deeaZp8iRIwflypVPVjDNCiIi3iM0NJT7728CQHx8At9//x3Tp88he/bs9OvXC5GK1KiRUiuxX78BydfPPfcMzz03hIiI99i79xdq1ryTFi1aZpnNFovl2iOYPCcRWWnINcpS583zZuARZ3XDs/5BjDrvYQBVPQvgtDmrqiucdtuACc51CPCsiDTBnKIqAHiKOm32cEzyApWBuc7420TkB6fdKUyKHpDalAAAIABJREFU+DkisgZYoaq+khREYpyQ0874CSLyixN30gBwp6tPzzZflAcqAos8nk+4U+Z2Tjx/P9cDw0SkLPA/Rx8iyzl48E/++usQXbs+CsCxY0fp1q0D06dHUKhQcjZ9ateuy4QJr3Dy5Eny589Ps2YP0azZQwC8885bFClSNEvsW7lyOV98sZk33piavOVUtGhRqlS5nfz58zu21eHnn/ekcU7cbNoUiUgFoqKiOHjwT8aMeZn+/Z/i/vubkD17dq99LBaLJVj8Oici0klV5zrX3Xy1U9WZmW3YNUJrZ0vnEWCWiGwJom+Mx3UCF36W7TExHner6hkRGYJ5c3fj/QhKKhwHoxZmNeYeYIdznLw6F7aZxqvqfIwz8DbGodng1G3EKFjWBfoEaJsvXBgNp6p+2iTfl6pOEpHlmAzGk0VkjaoOC2Cei6Js2ZtZseJ/ya9bt27OjBlzyZ8/P3//fZyCBQvhcrnYvftHEhMTyZfPLOicOPEPBQoU5PDhw2zY8DnvvDMbgGXLFgPQqlXbNHMFy8aNG1mwYA6TJ7+bwom4447aLFgwh+joaMLCwvjmm520bev9tFB8fDxLlixk/Pg3nO0g4+AkJCQSFxdnnROLxZJppLdy8ijOp2qgk482SYB1Ti4CVX1fRNoAg4FvPao+BWaIyDuqesRjW8cf+TFv5GdEJB/GIfjax7ynnZWS9sA8EbkDo52Es3WSW1U3ABtEpDZQ2YnzmJVqqK2YINZWwJtO2UZgNnBSVfcHadtpUm7FKBCVylmuABxS1TQCOCJSXlV/Bn4VkbNAl9RtLpYXXhjCt9/u4OTJk7Rs2ZTu3f8vefXDG5GR6/jww2WEhoYSHh7OqFFjk9/chw59jtOnTxEaGkb//s8nH/H9/fffuPXWKuna0rp1c86dO0d8fBybNm1g4sQplC5dhpdfHsNDD7WiQoVbGDNmDNHRMTzzjDkGXKlSZQYOHELevHlp27YDPXp0xuUyKyd33VXX6zwffLCEJk2akT17dm6+uRzR0dF07tyWWrXqJNtssVgsmYFf50RVm3pcN0xvMBGpo6rBfPq3XGAwRrvoZXeBqkaKyDhgrYgkYlZLmqczzhzgvyKyBzgKbMLEqPiiM2bVZhAmIHa7U54PI+GdA7MdsxP4wNsAqhotIl8CJVX1kFO8HSgJvJ8B274HVER+BPY4AbHNgUkiMhCzJXQEaOPjnvqKSENMAHEMF1ZuMo1Ro8am22bp0uXJ161atfW5AvL2295DuQ4f/os+ffoHNY8ngwYNT77+3//+5zN1eOPGTWncuKnXOk8886+4XK6AnoHFYrFkhIBViQNBRE6rqvfzlRbLv4NSwP70krD92zRCrkZdE7g67+tqvCe4Ou8rmHuyqsTBkdk5IdJP7GCx/AuY2cTXooxJX2+xWCyWrCOznZOrR8bVck1ztakSWywWy7+JYDLEWiwWi8VisWQ51jmxWLxQqFBu8uT3F0dssVgslqwis50TG3NiuSro9ulKsl9ndj0TEhJ47LH2PPfc08n1vXv3oGvX9nTt2p7//vcBBg82GVQ3bYqkS5d2dO3anu7dO/Hdd996Hd8Xhw4d5PHHu9C27UOMGDGYOD/xLYcPH+a+++5mwYK5yWVjx46iWbP76NTJd8zM0qWL6NSpDc8+2zd5/O+++5Y335zgs4/FYrFcStJLwhaQ86Kqic53m+wgixCR3zAaNzEYbZkJqjrDqWuBSWzmUzBQREoBX6tqYV9tLsK2SEy6+RXptb3IeWZj7mFKqvKHMDlPvvLRrwEe6fCD5f33F3LTTaWJijqXXOZ5/Hfo0IHUrVsfgOrV76Bu3fq4XC727v2FESMGsWDBsjRj+mLq1Mm0bdueRo0aM378WFas+JiWLVt7bTtlykTuvPOuFGVNmzanVau2vPjiCJ9zrFmzioiIRcyZM5Mvv9xKnTp3ExExg5EjXwrYTovFYslK0nM+4oE4P1/uesulIY2KMcC/UMk4s3kI8J5v/SI5evQIW7duoXlz7wnWzp07y44dX1OvXgMAcubMmZxcLTr6fEDKxG6SkpLYuXM7DRrcC0CTJs3YtCnSa9uNGyMpXrwkpUuXSVHuTy3Zc574+HhiYmIICwtj9eqV1Kp1F3nzXhIJIovFYkmX9E7rlL4kVliCwlPFGDjkqA1f0UrGTur7cZgEasec8fc6qxqTgC+B2k6fdqr6UyDPQkQaAy2ARiLSA5ioqnNE5EWgHXCCC8KDQfPmmxPo1atvilUTTzZujKRGjZrkypU7uWzDhvW8884UTpw4wfjxk7z288apU6fInTsPYWHmz7JIkaIcO3Y0TbuoqCjmz4/g9dffYuHCuWnq06NVqzb07NmV0qXLctttVRg0aAATJ05Jv6PFYrFcItLLEPv7pTLEEjipVIxT1zXgClMyFpGiGBmE+qq6W0S6A/OBO53xKwGPqWpPERkKDAM6BPIsVHW1iHyCx3aPk022BVAVo6T8USBjpWb9+vXkz1+QChUqsnOnVwUA1q5dQ/Pm/01RVr9+Q+rXb8i33+5k+vRpvPHG2xmZ3iczZ75LmzbtyZkzZ4b6P/DAgzzwwIMAzJo1ndat27Ft2xZWrfqUokWv56mnniEkxMbKWyyWy0dQeU6c2Ib6QGE8gl9VtXMm22XxThoVYy9trjglYxG5E/hOVXc77WZhtqXcMUqqqt942JVeiv70aAgs9rj39zAOT1Ds3LmTLVs2sm3bFmJjYzl37iyjRw9nxIgxAJw8eZKfftrF2LHjvfavWrUahw4dTFYfTo98+fJx9uwZ4uPjCQsL49ixo14Vinfv/pHIyHVMnfomZ8+eweUKITw8W9ACgcePH+Onn3bx2GOP89RT/8cbb0wlIuI9duz4ipo1awU1lsVisWQmAX88cpbr33H6PAL8DTQGTmaNaRYvtFZVwWxXzBKR64PsH4iS8a0YhWFPidmAlYwxqyxTgBswSsa3BdA12oddl5UBAwbw4YcrWbp0OSNHvkT16jWTHROAyMi13HVXXcLDw5PL/vzzAG5JCNU9xMXFJqsPt2/fyu98LpeL22+vQWTkOgA++2xFcqCtJ2+/PYOlS5ezdOlyHnnkUTp1eixDysXTp0+le/cnAIiJicblchESEkJ0dHQ6PS0WiyVrCWbtthtwn6o+A8Q635tjtEgslxBVfR9YgxELTM2nQGe34yIiuUUkPS17b2rBvuY+jYkzae+Mn1rJuIiqblDVF4AfMass24AqjpIwGJXgb1Q1s4Q2UqsYfw60EZFcTgDvY5k0TwrWrl1Do0aNU5RFRq6jU6e2dO3anokTX2HUqHG4XC5OnjxJIDpWvXr1YfHi+bRt+xCnTp2iWTOzZbR58wZmzJiWTm+jlvzEE4/xxx+/07JlU1as8L6j9fPPewBw/0juu+8BOndux/fff5fmBJDFYrFcaoL5hJpfVX90rmNF5DpV/UpE0n60s1wKBmNWJl7xLLwSlYwd1eJOwAIn+PYYJsg2I4xx5nXzf5gtptki8ggXAmJrY2Jy3AGxJTM4HwDVqtWgWrWUJ5GnTHk3TbuOHbvSsWPXNOW7dv3Aww/7zj3ipmTJG5g+fU6a8rp163tdRenevWeK14EqBZcvX4HBgy8cN27Tpn0K1WGLxWK5nASsSiwiO4FOqrpLRD7HBBmeAMaoaqmsM9FiuaSUAvZ3+3QlMx9setWoqF6NirBwdd7X1XhPcHXel1UlzjqCWTkZhjntAeZT+3zMUdLemW2UxXK5mflgU6Lj4i+3GRaLxXJNErBzoqorPa6/xJwYsViuSqwqscVisVw+0ktfX0pVf3Ouy/hqp6r7Mtkui8VisVgs1yjprZz8ALhzUezFZO9MnY87CZMbw2K5anD2hgGIjovnzMnzl9Eai8ViubZIL0NsHo9rmzLScs3wfys3czTK5Pv4qHUjrq4wPovFYrmyCTjmRERKAlGqesKjrACQQ1UPZYVxFsuVwL59++jTp1/y60OHDtKjR0/atGnPe++9w/LlH5E/fwEAevbsTe3adQGYO3cWK1Z8TEhICE8/PZA776wd8JynT59ixIjBHD78F8WKFWf06Je9CvodPnyYV14Zw9GjR3C5XIwf/wbFi5fgpZdG8u23O5M1f1577VUKF74hRd/vv/+WCRNeJizsOkaOfIn//OdGzpw5w4gRg5gwYbJNYW+xWC4bwZzW+QiTiO2ER9kNwAwuaKQEjIj8hskMGgNkAyao6gx/fa40RORm4BuggKrGO6nljwARbpVgEWkN9FPVuzNpzgbAa6paI722mYm/eUVkNh7aNn7GiHTGWOGv3ZVGmTJlmD17AQAJCQm0bNmUevUaJte3adOe9u07peizf/8+1q5dw9y5Szh+/BhPP92bhQs/IDQ0sB3QefNmU736HXTq1JW5c2czb95sevfum6bdiy+OoEuXbtSsWYuoqKgUDkXv3n1p2LAR4P3I46JF8xk//g3++usvPvpoGX36PENExHt06vSYdUwsFstlJZj/QOVV9QfPAud1BR/tA6G1qlbBpMN/W0RKXMRYGcZJDBY0qroXk76/ulN0C+b8ej2PZg24CFVcy5XFjh3bKVmyJMWKFffbbvPmDTRqdD/ZsmWjRImS3HDDf/jpp10Bz7Np0waaNDFi0k2aNGPTpsg0bfbv30dCQkKyDk7OnDnJnj29ZMAXCAsLIzo6mpiYaMLCwjh48E+OHj2SJtmcxWKxXGqCeVM+JiI3O2/IQPLKwd8Xa4Sq/igiJzBZPA85KcdfAR5wmqwCnlfVBOdTegxQDigLfAAsB0YB/wFeV9U3HPsEmIQRKswGTFLVWU5dktPnQWCViIz0NWc65kdiHJAvMaKIHwBtRSSvk+q9AdDXmfNmjD5REYxS8BBVXeXUPQCMwwQXHwN6up+1iLyI0dNxZzvF4/5mAzmdfrNV9bXUBorIfECAcExgczdVPeGshkxybK+NCW5up6o/+ZvXH44K8mSgplM0R1Vf9WhS38nwWgJYoqqDnH6RmEyztb3UvQA8illpSwIaqupJX88svfu6GNauXZ0mZf0HHyxh9epPEanIU089Q968eTl27CiVKt2a3KZIkaIcO3Y04HlOnPiHwoULA1CoUCFOnPgnTZsDB/4gT548DBkykL/+OkiNGnfyxBNPJa/OvPvu28yePYPq1WsyfPiQNP07derKiy++QHh4OMOHj+attybx+OO9ArbRYrFYsopgVk5mYlKTNxORWxxZ+qWYbZ2LQkTqAMcx6cbBpCSvClRzvm53ytxUApoAFYEOmFTo9YE6wEuOnkwYsAB4RlVrYoTtBnnouwCcV9Waqjo8gDl9sR7jgOB83wB8AdwtIkUwDtRWp34+sEBVb3NsniciRUSkKCYFewenboHTFuc5t3Bsq0XKlarewCeqWkVVKwPv+bCxn6rWcET9dgHPe9RVAqY58y7BUe9NZ15/DMf8Xt0K3AV0cdSO3dyIWVm6HeghIuX81YlIQeAZ4HZVrerUn/X3zPzd18UQFxfHli0bk7dKAFq2bM3ixR8xa9YCChUqzJQpr1/sNGlwuVykPSQHCQnxfPfdNzz5ZD+mT5/DoUN/8tlnywHo2fMpFixYxvTpczh9+jTvvps21X65csK7785m8uR3OHToIIUKFSYpKYkRIwYzevRw/vnnoj93WCwWS4YIxjl5GZgHvIb5hDveef3yRcy/VEQU2AgMV9VYp7wRZhUg1imb5ZS5+UhVY1Q1ClBgpaomqupBzKf8G4DyGOdlkYh8i9GLCXfK3ER4XKc3py8igTqOM1Qd82w2YByV+sBXqnreEcWr6oyLqu4GvsW88d8JfOeU4bSp6vRpCCxW1bPOKo6nA7IR8yY+RkTuwbdCdGcR2SEibsG+qh51qqrfONfbMM4U6czrj0bAdFVNclaOFpLyOb7v/KxOAT95zOer7hRmtWeOiDwO5FbVePw/M3/3lWG2bdtC+fIVKFiwUHJZwYKFCA0NJSQkhBYtWiZv3RQpUpSjR48ktzt27ChFihQNeK4CBQpy/PhxAI4fP06BAgXStClS5HrKlRNKlryBsLAw7r67AaoKQOHChXG5XGTLlo2mTZvzww8/pOnvJikpiYiI9+jatQezZk2nd+++NG/+EO+/vyhgey0WiyUzCdg5cd40xqtqBVXN5Xx/TVUTL2L+1qoqmK2DWW4l3QDw1HRP8PI6DPNR87iqVvX4KqWqH3q0PXsRtgPJCehOYFZwfnXeODdiHJMGZGG8iaouA+4GfgUGYVYSUiAidwO9gAeclZNhgGdggrdnl5X4my9NneMY1QKmYJzOHSJy20XOkyG8bem4HQiAjRvXU6aM8YHq1KnH2rVriI2N5dChgxw4cICKFSsB0K9fr3S3eOrWrc9nn5m44c8+W8Hdd6cV/atY8RbOnDnDiRMmRn3nzq8pVap0CruSkpLYtGkD5cqVS9PfzapVn1K7dh3y5s1HdHQ0LpeLkJAQYmKiffaxWCyWrCSof9hOjEMVjKZOMqo682KMUNX3RaQNRrPnaWAtZjtgsdOkC7As2GGBKBHppKpzHfsrAIecT/Sp8TmniLQEWqpqZx9zRQJDMfEfqOphJ/aiKeaEE6p6xlnB6YJxxCpinuU2Z4yZIlJBVfc4bb5x+nyO2aqahHnDfcw9qRPDsk9VZ4vILzirMqnIj1l9+FtEwt32BIDPedNhLdBdRLZgfk/aAc8G2DcNzkpIblXdAGxw1IYrA//D9zPL6HQ+OX/+PNu3f8XAgUNTlE+d+ga//PIzLpeLYsWKJ9eXKVOWe+5pRMeOjxAaGkr//s8RGhpKYmIif/55wOuxYE86duzCiBGD+fTTj7n++uKMGTMOgD17dvPRR8sYNGg4oaGhPPVUP55+uhdJSUmIVKRFi5YAjB49jJMnT5CUlES5csLgwQOJikr7OSI6OpqVK5fz+utvAdCuXQcGDuznHC9+8aKfm8VisWSEYPKcDAFGYOJCojyqkjDxKBfLYMyn4leAdzHaPe5l+dXA9GAGc472NgcmichATNDkEcCXbr2/OW8GvDk0btYDnTHbOW62AJ244HyAWV15R0SewQTEdlLVYwAi0glY4GwPHcPEpKCqK5w35O+4EJha0hmvDdBBRGIxP4d+pGWVM9bPmLiejcAdfu6FAOZNTRgXVirGYFY53PsIc91BvxkkHybWKQdmpW8n8IGqRvt6ZllBjhw5WLlyXZry4cPH+OzTpUt3unTpnqLst9/20aDBPYSH+z9Vky9fft54Y2qa8goVbmHQoFuSX9esWYuIiLTbL2++OS3F61y5chEVlTaVXPbs2Zk8+Z3k11Wq3M6cOYvTtLNYLJZLiSspKTBxMxE5CjRS1e+z1qQrDxFZBgxw6wxZLuCcrNoJ9HVWN/7tlAL2p84Q+2+Xer8a5erh6ryvq/Ge4Oq8r2DuKSTE5ZbFKI1JOWHxQzDbOueBPVllyJWMqra63DZciYjIXZhA2U1XiWOSzLtN6yZfR8fFX0ZLLBaL5dojGOdkODDZyQdyxLPiIoNiLf9SVPULUp5+umr4+++zJCYGtqposVgslswlGOdktvO9h0eZC6tKbLFYLBaLJRMJxjkpnWVWWCxXGM7eMADRcQmcORnlp7XFYrFYMpOAnRNV/T0rDbFYriR6f/YTx6LiAHi/1W3MWDyf5cs/xuWCMmVuZsgQk/Y9tfrv0KEvUK6csGlTJDNmTMPlCiE0NJS+fQdQpUpVf1Om4NChg7zwwhBOnz6FSEWGDx/Nddddl6LNmjWfsWDBhdQ2v/76CzNnzqNcOaF//z78/fdxEhISqFKlKuPGpT0WvHTpIj7++AOuv74Y48ZN4LrrruO7775lw4Z19O07ICOPzWKxWDKFYPOctMAkFyuMRz5tP/k/3P0eAYY4fbIDO1W1fdDWpm9fKYw6buHMHtvLXF2BZqra2qOsGfCsqjbI6vkzA0cZupmq/piq/AAmQd6XzuulwE2ODABOWv4DQAFMfpEcqvq65zO5XOrJWcGRI0dYunQx8+YtITw8O8OHD2LdujU0bdocSKn+66Z69TuoW7c+LpeLvXt/YcSIQSxYEHiqnqlTJ9O2bXsaNWrM+PFjWbHiY1q2bJ2izf33N+H++40ywK+/7mXw4AGUK2dyvIwZM45cuXKTlJTEsGHPsWrVKu64o16K/mvWrCIiYhFz5szkyy+3UqfO3UREzGDkyJeCfkYWi8WSmQScIdYRX3vH6fMIRvCvMb5Tprv7FQfeBlo42igVManvLVcukVzQCwKjdZNNRNyZw+oD21X1vKpOU9XMF5Qh42rRWUFCQgIxMTHEx8cTExNN4cJF/LbPmTOno4kD0dHnk68DISkpiZ07t9Ogwb2Ab1ViT9auXc29996f/Nq9kpOQkEBcXLzX+ZOSkpz7iSEsLIzVq1dSq9Zd5M2bL2BbLRaLJSsI5p9/N+A+R0H4MVV9RkQWkr6gWjEgDke9WFWTuJDo7GIUc7txIelYLNDMY8yXMNlZcwLdVXWzU94Uk8k1u9PnGVXdJiIjgIed7tkwDlR+R+MlQzhvrJ8ChYAcwFcY1dxYEfkReExVtztt+2OE9Z7AJDC7B6O8fFZV63gZu71z79mcomdVdZ1T9xswB7gPKI5ZvZji1N2NcRTBJIzz9Y4ZCbQGXhGRW4BfnK+7nXtqgEk8h3N6K7eq+swCKyL5cdSjnRWWYNSiP3OeSQhwHfCiqi50pA6mYTRzXMB4VZ2T3jPICNdffz3t2nWkVatmhIeHU7NmLe64o1Zyvaf67xNP9CFbNvNj2bBhPe+8M4UTJ04wfvykgOc7deoUuXPnISzM/HkGomi8bt0aXn55Qoqy/v2fYvfuXdSqdReNGzfmn39Sxs20atWGnj27Urp0WW67rQqDBg1g4sQMPyaLxWLJNIIR/svvsfwfKyLXqepXmE/R/vgO88b8h4gsFZGnRaSQR31GFHMbYLaJGqtqFYxInduRKARsVdXbgdHAK06fspjj0E1UtTrm1NESAFUd7dbfwSQUmxSgY9JIRL51fwFvetQlAO2dbY3KmBNN7tTxUzCKwoiIC6N98xYmnX1D4BbnvprhndVALece25FSwBAgp6rWxjgRLzsqzeHAIqCP86w3YlSAvbGeC2KGDTCOzEZSqi9H+uibAhG5CVgHvO04JsGqRT+PcTyqYp7jZ06bN4Efnd+N+537rOzvGQRirzdOnTrF5s0bWLLkEz76aBXR0edZvXolkFb9d/78Cz+K+vUbsmDBMsaNe43p06f5Gv6i2bXrR7Jnz06ZMjenKJ84cQoff7yKuLhYtm3blqbfAw88yKxZCxgxYgyLFy+gdet2bNu2hWHDnuPNNyeQmGgzBFgslstDMM7JryJSybn+EejlpA8/4a+TIxj4EBc+bT8IfC8iBZ0mGVHMfRCYo6qHnUZnVdWdPv2sqq7w0qexc73RcSTmA2GeYoMiMgaz2hJoNOBaT2FBoK9HXQjwrDPX95jVEPe9zQUaO8+gMXBEVb8D9mFWB95znq0vygKrRWQXsBgoJiLFPOoXATgZbd0qzQJEqWqkU7eECw5dCjzEDKtjnM9IHDFDJ96kLPCF/0cDmFWL9RgHdKlTFqxa9HpgmIgMA+5QVfc2YiPMNiOq+hewEuPY+XsGGeKLL76gePESFChQgLCwMOrVa8gPP5hEyanVf92qxJ5UrVqNQ4cOcvKk3x3QZPLly8fZs2eIjzfJ39JTNF63Lq0goZvw8HDq1q3PunVpU++7OX78GD/9tIt69RqwaNF8Ro0aR+7cedix46uA7LVYLJbMJhjnZBhmVQKMDk5fTOxI/0A6q+qPqvqWqt6HeVNskEWKuTE++riAValUikuo6hFI3ia6D+iQSUnl2mNWBe527u1tnHtT1XOY1YPHgCcxqyY4qzWVMG+stwG7UjkdbhZiViIqAdUwOj0ZeW7+soxFYhzK6pgg4yMYx6058JWHM+iPExgBxqYeZUGpRavqJKAFRjtnsogEqkaXaarEJUqUYNeuH4mOjiYpKYkdO7ZTqlQpIK36b+nSxhf+888DuKUhVPcQFxdLvnwmlqN9e/8Jh10uF7ffXoPISONQfPbZCurW9b5AmZiYyOefr00RbxIVFZVsV3x8PFu3bqFMmTI+55s+fSrduz8BQEzMBVXi6GirSmyxWC4PwRwlXulx/SVGDC9dRKQkcKOqbnVe3wAUAfZjPs1mRDH3U2CGiLyjqkecJfv0coyvAV4QkUqqusuxpaaqbheRRpjtg7tV9byH7XcA41T13gDt8iQ/5k34jIjkwzgrX3vUv4VZjQgFWjnzFQHiVXW1iKzFbOuUAQ57GXu/c90Ns/KQHgrkEJG7VXWTiLR2xvFFJMYJ3aeqcU7ZF8AgjGMVCNHAf4ElIvIGRnE6KLVoESmvqj9jVu7OYk4HgVE/fhzzMy2GcYCyJDC3SpUqNGx4L926dSA0NJTy5YUWLUyIUmr132efHQxAZOQ6Vq1aSVhYGOHh4YwaNQ6Xy8XJkycJRM+qV68+jBw5hOnTp1KunNCs2X8B2Lx5A3v2/ESPHsaZ+PbbnRQtej0lS15YGIqOPs+gQf2Ji4slMTGRatVq0K5dO06cOJ9mnp9/NooU7l21++57gM6d21G06PW0b+/3EJ7FYrFkGcEeJc6H2R5IsX+vqp+nM8coJ/bgPGa1ZpiqfuMEhmZEMTdSRMYBa0UkEbNa0jydPr+ISEfMlkkOTCDmFmA7Jkg2N7DGxGoCJvjTbXNGmAP8V0T2AEcx2xc5POzZ79R9qaqxTvF/gOlOXEYYJr4ibbCAeZP/SEROYFSH/07PGFWNEZFHgbedoNONwB9+uqzHqE17brFswDgEkenN5zFvrOMIzcMoP/fE/KwCVYvuKyINMQHMMUAfdzlG4fl7zGrMILfTmRV0796T7t17pilPrf7rpmPHrnTs2DVN+a5dP/Dww75u9QIlS94dLY3BAAAgAElEQVTA9Olz0pTXrVs/xSpKtWo1ePfd2SnaFCxYiBkzUvZ1B9empnz5CgwePCL5dZs27WnTJtNP+VssFktQBKNK3BXzaf8s4Bn2n6SqvteM/8WIyJvAEvdpn0weOy9GSLGmqh7M7PEtGaYUsD91ErZ/u5rq1agIC1fnfV2N9wRX531ZVeKsI5iVk5cwibk+S7flVYKq9k2/VfCIyBOY+JoJ1jG5Mnm7yYX43Oi4hMtoicVisVx7BOOchGHiNiwXiapOw+TosFyhWFVii8ViuXwEc1rnFcyRzmD6WCwWi8VisQRFMCsnz2CyvT4nIikCMFXVVzIvi+VfiacqsZvYuAROWXVii8ViyXKCcU46ZpkVFssVxpTVRzkVlTLWZGjL4owdO4ovvthMgQIFmDt3SXLd55+vZebMd/n99/1Mnx5BhQq3ABAXF8f48WPZs2c3LlcI/foNoFo1o4WYWjm4f//nCQ0NDci+U6dOMmzY8+zZs5smTZrRv//zXtudPn2KESMGc+zYEYoUuZ7Ro18mb968AakmnzhxgiFDnuXs2TM8/nhv6tVrAMCgQf159tnB6eoLWSwWS0YJJs/Jhqw05GrlUigyZ7Uas3NSaxImwjwbJsdKd3eG3ozYJSIlgPmq2jBNxyuYpk2b06pVW158cUSK8jJlyjJ27Ku8+urYFOWffGJyy82Zs5gTJ/5hwIC+zJgxh5CQkDTKwevXr/WZ6TU12bKF06NHL/bv38u+fb/6bDdv3myqV7+D/v37MHHiZObNm03v3n0DUk1eu3Y1Dz3Uivr17+HZZ/tSr14DNm/eSLlyYh0Ti8WSpfh1TkRkqKq+5FyP9tVOVUf4qruW8VBkrqaqBxwdnarpdLtSWauqrZ17WAi8gMnumyFU9RAp083/K6hatRp//XUoTXmpUqW9tv/tt/3JKyUFChQkT5487Nmzm1tuqRyQcrAvcuTIQZUqVTl48IDfdps2bWDy5HcBo27cp8//0bt3X3LmzJncxpdqclhYGNHR0cTGxhIaGkp8fDzvv7+QV17Jklx3FovFkkx6KyejMEeIweipxPppa0mLT0Xmf6sas6omiciGVPPWxAjx5QLOAX3distO/QSMNIAL6O1kqC2Fx6qKkxhuKNASI5MwUFWXiUhOTCK4Ss6zVFVt4/R5HnBrEG3HiBqedZSSBciHybD7K/CIql7ygJGbby7H5s0badSoMUePHkH1J44ePcIttxiNQk/l4AYNMpKI2D8nTvxD4cJm4apQoUKcOPFPcl16qsn33fcAo0YN5ZNPPqRXrz58+OFSGjduSvbs2dO0tVgslswkPefE8595c1XNm5XGXIV4KjJHApuBuar6N0YM7ziAoxfzPCY1PJg34sdUtaeIDMXkROngocZcV1UPe6Ttz8EFNeahItIBc7qqjocac2NVPe2IN36GkRQYjVFuRkTmAavTU2MWkWwYB2ixx+tljr3rHCmAZSLiljcoBHynqgMc+xc6NnnjtKrWFJE6GMXoZRhhxLyqeoszXwHnexOMY3IXcAbjwLhVjAFqADUx8girgQ7AdH/3lhU8+GALfv99Pz16dKZYsWJUrnwbISEX4komTpxCTEwMo0cP4//bO+/wqoqtD78nCb0jQYoo+IlLpIoCoiii3KsiKCgCIk0FpaM0AZHeVERAmvQuiCJXsaCgVBtFsCALlGZBinSQkoTvj9knnCQnBUhIYb3Pk4d9ZvbMrNk7ZK+zZvb6bdiwlkqVbk8xW1x05HyEpHr1GlSvXoONGzcwadIERo0aF+P8nDlz8tprowA4evQos2dPZ8iQ4bzyyiCOHTtKo0ZNKFOmXIrZaxjGlUtizslv3rfen3EKvk8R+NfNQ1WnpoRx6R1PQLCuiJTBqfvWBbqJSFmcGvOTuIhFDlwK/4CmMdSY/an546gxA3gp92OrMb/uHQeqMfv7DxORqwNED5OixlzTUxEuAfyCcx7ARSjOqOoyz6alInLGKz+Gi9TM9uqWi8i/Xl0cHR08JWHP/iIikhXn4JUSkbG4tPkf+e0B5vn1eERkIjAqoK8lfgVjEfmW8+rUl5WwsDA6djx/WVu3fppixWK+3OZXDl61akWyOyf58uXnwIEDhIfn4sCBA+TLly/OOYGqyXnzBpdbmjFjMs2aPc3SpUsoV64C99xzHy+91I0RI8Ykq72GYRiQeJ6ThrjQ+BO4h2gz3LfVwB97iycRgigydyANqzGLyLcislFEVgX0uVRVK+DEGs/hRVySmVMAqup/TSZMVbfjIkmf4xySTZ7TkqS+PC5JlfhSOHXqFP/+6+SZ1q79htDQUEqUuD6ocvB11xUH4L335vPee/OTZfxq1arzySfOZ/3kk8XcdZfT5UlINTk2v/++m3379lGx4m2cOuVUi30+H6dPnw56vmEYxqWS4B9sTw22JYCILLtIdd4rlgQUmaNIw2rMqlolvs48leXngK9E5A2cynBmEamhql+KyL1AJq+8CM6pbQzMFpG7cEtQW7y6RPGu2UFVXSQinwF/AflxqsSvemrHx3G/p58npc9LoW/fXmzcuJ7Dhw9Tr14tnnnmWWrXrsuKFV8ycuRrHD58iG7dnqdkyRsZMWIMhw4dpHPn9oSEhFCgQEFeftn5dMGUgx955DEAdu3aSdmy5RO1pX79Opw4cYKIiLOsWrWCESPGUKLE9QwbNpC6dR/jpptupkmT5vTp05P//vdDChS4moEDhwLxqyYHY+LEcTz7bFsA/vOf++nZsyuzZ8+gZcu4QoiGYRjJwYW8SmyOyYUTVJEZp/ZbhjSqxqyqCSpZqeoPIvIO8KKqPi8ijwGjRcS/Iba+p0YMbjNwBRHpjoviPBFQlxTKAsO880OBod6bPn+JSDnga++8dcCgpHZ6sfTvPyRouX//RmwKFy7C228vjFMeTDnYz99/76FDh86J2vLuux8GLe/R4+Xo4zx58jJq1Pg4AmXxqSYHY+DAYdHH+fLlZ8IEW8U1DCNlSbIqsWFcIRQHdsSXhC29qqpmREVYyJjzyohzgow5L1MlTjlSZR3eMNI67e8vGKfsjKkTG4ZhXBbMOTGMIJgqsWEYRuphCsOGYRiGYaQpLHJiGEEIpkocyNmzURw+fOIyWWMYhnFlYc6JYQThs48OcvJkVLz1dR9PEY1FwzAMA3NODOOiGTKkP199tZp8+fIxa9Y70eV9+vRk9+5dABw/foycOXMxffpczp49y2uvDWHLls34fCF06tQlWhRwy5ZfGDKkH6dPn6Zq1Tvp1KlrkoUAjxw5TO/eL7Jly2YefLA2nTu/GPS8KVPe4sMPF5E3r8sS+9xzbalatVp0/d9//03Tpo/z1FPP0rhx0xhtz5w5Q48eXdi/fy/16j3Oo48+DsArrwymbt3HELkpiVfNMAwjccw5MaIRkcdx2j0+XMbaDaraOHWtiokn6pdTVbumti21atXhsccaMmhQTFHuAQOGRh+/+eYb5Mzplog++OB9AGbOnM+hQwfp0qUjkyfPJCQkhNdfH0r37r0pXboMXbt24ptvvqJq1TuTZEfmzFlo2bINO3b8yvbtvyV4boMGjeM4Hn7GjBlBlSp3BK377ruvKVeuPM2aPU2bNs/w6KOPs23bVqKiIs0xMQwj2bENsQYAIlIYGAc87KWpLwW8lsxjhCZ+VvqhQoWK5M4dvxbmuXPn+PLLpdSseT8AO3fuiI6U5MuXn1y5crFly2YOHDjAiRMnKFOmLD6fjwceqMWqVcuTbEe2bNkoX74CmTNnuei5rFy5nMKFi1KixPVB60NDwzh9+jQRERHRae8nTx5Pq1ZtLnpMwzCM+LDIieGnEHAWl9EVVT0HfA8gIsWBdapaIPZnEQnDpdW/Cpea/jvgOS8LbAuc9tIxoCTQRET2Am8C13rnv62qQ0SkAjA9wJ4bgJdUNVDMLwZe/42BQ7iMu4eBx/zCiCLS06uPwmWurebXD7ocbNr0Pfny5Y8W+rvhhpKsXr2SmjXvZ9++vaj+wr59ewkJCSE8/OrodgULXs2BA/tTxKaFC99hyZKPEClF+/YvkDt3bk6ePMmcOTN4442xvP32rKDtKlWqwpIlH/Pccy144olmrF69ghtvvIkCBcJTxE7DMK5szDkx/GzCORa7RWQ5sBqYpar/JNIuEmisqv+IiA+YgdMKmuDV3w6UV9XfAETkc2Cgqq4UkczAMhFZq6qfAxW8cx4A3gDmJMHuSkA5Vf1dRCbhRBVfEpHmwMPAHZ4e0FWX0zEBWLp0SXTUBOChhx5m164dtGzZjEKFClGmTDlCQi5fMKlevfq0aNESn8/HpEnjGTPmDXr16svUqRNp0KAx2bNnj7dtWFgY/foNBpxQYefO7Rk27HXefHMEe/f+zQMPPES1atUv11QMw8jgmHNiAOA9uOuKSBmgOlAX6CYiZRNpGgJ0FZEHcdo3+YCTAfWrAxyTHMA9QHiAtk4u3BLS5945FYDxwH9V9UASTF+jqr97x9/gFJYBagPj/TpBSXCykpWIiAhWrPiSKVPORyLCwsLo2LFL9OfWrZ+mWLFryZUrN/v3740u37dvb4pEJPLnvyr6+OGH69G9+/MAbN78E8uXL2P8+NEcP34Mny+ELFky89hjDYP2s3DhAh544CF+/vlHcuTISf/+Q+nUqY05J4ZhJBvmnBgxUNWfgJ+AsSKyGedMfEfM/UlZA44bA9XwBANFpBdwY0D98YDjEOAcUElVz8Ye21Mgfhd4UlW3JdHkUwHHkaSR3+l1677juuuKU7Dg+eWaU6dOce7cObJly8batd8QGhoavccjR44c/PTTj5QuXYZPP/2Y+vUbAPDee/MB4nUULoQDBw5QoIB7BXrlyi+5/vr/A2DcuMnR50yZ8hbZsmWPd7yjR4/y1VerGDFiDGvWrCQkJASfz8fp06eCnm8YhnExpIk/5EbqIyJFgWtV9Wvv8zVAOLAD+BvIJCI3qOqvOIfET17ggOeY5PHq1gUbwztnFdADGOiNUwy31+UksBjoqapfJcOUFgNtROT9gGWdZI2e9O3bi40b13P48GHq1avFM888S+3adQFYtuwzatb8b4zzDx06SOfO7QkJCaFAgYK8/PKA6LouXXoweLB7lfj22+/g9tvdmzq7du2kbNnyidpSv34dTpw4QUTEWVatWsGIEWMoUeJ6hg0bSN26jxEeXoXx40exbdtWfD4fhQoVplu3ly54ztOnT6JZs6cJCQmhcuWqLFy4gGbNGlG37qMX3JdhGEZ8mCqxAYCIXAdMAq4D/sVFOcaq6lte/dPAy8B+3AbYDt6G2DzAe8A1wD7gZyCbqrbwNqzWVtX6AeMUwu0nKeMVHcPtUamC26eiAWa9pqox9p0Evkocu//Az97+l57Akzjn5zhwdxL2nRQHdiQlCdvlUFjt3v15Bg9+jUyZMl1SPxlRERYy5rwy4pwgY87LVIlTDnNODCMmxUlDzklykREfDJAx55UR5wQZc17mnKQctqxjGEH470P5E6w/e/ayvvhjGIZxRWHOiWEE4Z9/jhMVZVFFwzCM1MAyxBqGYRiGkaawyIlhBMFbG04zRJyJ4tCRE6lthmEYxmXBnBPDCMLGBQc4czzt7Cup/FRBjh07xiuvDGT79t/w+Xz07NmHMmXKsW2b8tprQzlz5gyhoaF06fIiN99chrlzZ/LZZ58C4POd47fffmPx4s/JnTsPAJGRkbRs2ZTw8IK8+urIJNuyYcM6evbsQuHCRQGoXr0GTz3VKs5569evZezYkZw9exaRUvTo8TJhYWF89tknzJkzg3PnzpE9ew66dOlByZI3xmhrKsiGcWWT6s5JelDCvRREZDrQCLhRVXcHlK1T1THJ0H9d4C9V/e5S+0puROQeYLiq3hakbjrQHCijqj97ZSWA34CF3uvAtwEvqOqTQfR9zgG5VPV47L4zKqNGDadKlTsYNOhVzp49y6lTLvHZuHGjeeqpVlSteidff72aceNGM2bMRBo3bkbjxs0A+PHHtUyaNCXaMQFYsOBtrruuBCdPXnhEpnz5WxJ0aKKiohg8uB8jR47j2muvY/LkCXz66WJq165L4cJFePPNieTOnZuvv17Dq68OZtKkGTHamwqyYVzZpOqek8uhhJtG+Bvon0J91wUqp1DfKc0GnIPipwWe2CCAqq5T1SeTazBPpDBdcuzYMTZt+p7atR8BIFOmTOTKlQsAn88X7WAcP348aOr7jz76KIbOz759e/n66zXUqVM3Rew9cuQIYWFhXHvtdYATDly+/AsAypYtH63mXLp0Wfbv3xenvakgG8aVTWr/sU5ICfc5nKBbOxGpDHwLVFbVtSIyDtioqhNFZA4gQBbgV+BpVT3kfWsf6bWrikub3khVfxEn7DIdyI7Tg5muqsNFJCdOMbeSZ99MVX3Vs2c5sNbrqwjwjqr2SOI8xwMdRORmVd0cWOGJ3w3G6dlkAX4A/H+BdwJXq2qkl0r+y4DrMRLn8DwM1BSRlsAIVZ0pIi8CTb0+1uISph33EpgJkAe4HheleFxVA7Vw/HZd8HX12g3CRYoOAcsTuS4LgKc99eAor91Er98EIy+xbBXPpgJAZmCkqk7z6s551+kh4FNcIrl0xx9//EHevHkZMqQ/v/66FZFSdOrUlWzZstGxYxc6d27P2LGjiIqKYsKEqTHanjp1ilWrVtG27QvRZaNHv06bNh0vKmoC8NNPP9K8+RMUKBBOu3adolPh+8mbNy+RkZFs2bKZm266mS+/XMa+fXvj9LN48f+4/fY74pSbCrJhXNmk9ts6gUq474rI8yLiVydbBtznHd8HfB3r8zLvuJOq3qaqZXHZSV8M6L80MEFVywHvAL298rbAB6paXlXLAFO88pdx16QscAfQ3BO083MtcDdwC9BSREomcZ4ngKE4JyQ23YEjqlpZVcsDf+FSuB8HtgCVvAjTSZyGTfT8VXUJ8AEwTFUreI7JgzjH5A5vHqHEfCDfhksxXwrIhMugGowLvq4iUgfnLFXAqREnFn8/jruv/8Vp+PyE56gmFS8aMhe3/FMJd416SMzY/7+qWklV06VjAk5IcOtWpW7d+kybNpesWbMxe/Z0ABYtepeOHTuzcOFHdOjQmaFDB8Zou2bNSipWrBi9pLNmzSry5s3PTTeVuihbRG7i3Xc/ZMaMt6lfvwG9enWNc47P56N//yGMHj2CVq2akT179jgKzBs2rOOjj/5HmzYd4rT3qyBPmzaXe++tyTvvvM0TTzThzTdH0Lt3d1avXnFRthuGkT5IVedEVaNUtS7uwfQl7tvtDyKS39NwyeZpvNyH25dyn6fFksWvdAs0E5H1IvIj7qFbIeYQ6l8m+Abwf71biXMuBorIvcBhr7wmMElVz6nqUeBtr8zPAs/mI8AvAf0lhYlAORGpEqv8YaCJiGwUkY3eZ3+/y7zxawIfAoe861ET+CKecWoC81T1qBeJmhhrDktU9bBX920Cc7iY61oDmK+qx1U1kvNOX0JMxy3ttPCOL5QbcY7WPO/6rcJFewKfvDOCNUxPFCpUiPDwgpQu7bL+16hxH1u3bgHgk08WU736vQDce29Nfvnl5xhtly79jIceeij6848/bmLNmpXUr1+Hfv1eYv36tQwYkHS/LUeOnGTPnh2AqlWrERERweHDh+OcV6ZMOcaNm8ykSTOpUKEixYpdG13366/bGDZsIEOHvk6ePHkTHC+YCvK8eXMSbGMYRvomtSMngFPCVdWxqvof4AjOWQH3AK6NW9pYDhTGOTBfAIjIXbglkAe8b/i9iamYG1SxVlXfA+7CLWv0AGaRNC5aAddT4e0LDIlV5QPaepGPCqpaSlUbeXVf4Bwzf6RoGe563AJcrDheonO42Ot6kSwHyuMiHp9cRHsfTniwQsBPcVV9P+CcdL9pNjw8nIIFr2b37p2AUz0uXtwpGhcoEM73368H3Bsy11xTLLrd8ePH2bhxA/fdd190WevW7Xn//Y95990P6ddvMLfeWok+fVy0ZcKEMaxY8WWCtvzzz4HofSCbN/9EVFQUefLkiXPeoUMHAffmzZw5M6hb9zEA/v77b156qRsvvzwgek9KfPhVkB944CFOnTplKsiGcYWQqntOElHCBfcwHoTbKwCwBudM+OVU8+KcmX9EJAtOQC4p494AbFfV6SKyDZjmVS0FnhGRNUBO3B6IuDHruP21B4qqas9ETp2LW8a5nvPKvR8AnUXka1X9V0RyAdd4ezi+xj24iwKtcI7A28B6VT3ttT+K20PiZynwqoiMwj2UWwKfJzaHWFzUdcU5U4NFZCTOgXkqsQaqek5EXgAyq2qE2z5yQShwUkSaquosAG9J5y8v+pVheOGFbvTv/zIREWcpUqQoPXv2BaB7996MGjWcyMhIMmfOTPfu59WGV678ksqVq5A9e3ZOnEhcA2T79l+pVu3uBM9ZvnwZ77//HqGhoWTJkoX+/Yfg8/kA6Nq1Iz16vEyBAuHMnTuLr75aRVRUFPXq1efWW91WrunTJ3HkyBFef/0VAEJDQ5kyJfj3A1NBNowrk9TeEBsG9PcUcf1KuL0Dlgy+wKnk+veXLAOe5fySxqdAE2ArcAC3XJOUN1caAE+KyBnchs5OXvlAYAzwo/d5lqp+GqR9bEpx3qGKF1WNEpFeuCUaP8OAfsBaEYny7OkP/KKqZ0RkLRChqme943zEXNKZBUz3Xsn2b4gth3NswDlBg5Iwh0Au6rqq6mIRqYrbS+TfEFs0Ce2Sco3jaxvh7XUZKSLdcHts9uLucYaiZEkJ+hAvX74CU6fODtqmVq061KpVJ94+K1a8jYoVz+83joiIoEyZcgna8dhjDXnssYZB64YPHx193K5dJ9q16xTnnB49XqZHj6QtI3Xs2CX6OEuWLLzxxtgktTMMI31jqsTJgIisAGqrasaS3LwyKQ7sSItJ2C5F0TUjKsJCxpxXRpwTZMx5mSpxypHakZMMgapWT20bjOSlwuMFUtuEGEScSTuOkmEYRkpjzolhBMFUiQ3DMFKPNPG2jmEYhmEYhh+LnBhGEOJTJY48E8VBUwc2DMNIUcw5MYwg7Jm4n8ijkXHKr+laiCFD+vPVV6vJly8fs2a9E103duwo1qxZSaZMmShS5Bp69epLrly52LPnL5588vHonB6lS5ehW7deACxb9hkzZ04lMjKKO+6oRtu2HS/Izs6dO7B584+UK1chXiG+M2fO8Pzzz/PDDz+SO3ceBgwYSuHCRYiIiGDYsIFs3bqFyMhIHnjgIZo2fSpOW1MHNgzjcpPmlnVE5FsvW+pmEYnwZ04VkWmJtw7aX5iInBORrImffUH9thSRebHK6orI0kvs93pPJydFEZHZItI6SLn/em3yfn4QkYeC9ZGEMVaLyAPx1BW71GuVWtSqVYfXX38zTnmlSlWYOXM+M2bMo1ixa5k16/yvbNGiRZk+fS7Tp8+NdkyOHDnM2LGjGDlyPLNnv8PBg/+wbt2FiUs3btyU3r0HJHjO4sX/I3fu3Myfv4iGDRszfryz/YsvlnL27BlmzpzPlCmz+d//FrJnz18x2vrVgWfMmMeSJR8DmDqwYRgpTppzTlS1iqdQXAs4HJD1M9GEXslJKirYXo9LnJbaVPG0fl4C5ohIsv2uiEiYqv6uqjUTPzvtUaFCxWhV3UAqV76dsDD3axOf2m4gf/31J8WKXUu+fPkAuO22ytHKvUnlttsqR6eSj4/Vq1dQr149AO655z7Wr/+Oc+fO4fPBv/+eIiIigtOnTxEWlokcOXLEaGvqwIZhpAbpalnHyyg7B8gFZAMWqWovEckObAfKq+pe79xxuHfJR8TqowowCqdIfBxor6obvKyxa7z+awBjgcmXYGtNYJCq3h77s3f8CrABqILL/NpQVbd6417j6cSoqjaM1W8FXKK47DgNmQmq+qZXNxuXMbYUUAynM/O0l4W1GE5jppB3rZLqbCzHZaDNg9P2yeWNXxGXOn6aqr7ujV8GmArkADZ69vntXs15Vef9XlbY1apayKtvgEuCdwJ4D5c4LhtwTazzboj1uTZOdykLcBonWLhWRAbgdIrAKRWXAnKq6mXZMPLRRx9w333/if68Z89fPPVUY3LkyEmrVm0oX/4WihYtxu7du9iz5y/CwwuyatVyzp6NSHZb9u/fR+HChQEnqJcjR06OHDlCjRo1Wb16BXXrPsCpU6fo0KFztDigH1MHNgwjNUhzkZNEOAg8pKq34oToqolITVU9CczGiziISG7gcWIJz3lLO+8BPTxF3f7AeyKSyTulILBGVW9R1aQ4JvcHLDttBN64gLmUBd707FjE+ZT87YAfvWhRsDSc24F7VbUiTvm3vYjcGFBfGnjA+7cq53WKxuCUjG8GXgCSmpulHvCZqh7yPvfDOVPlgDuBViLifwrPAUapamlgPHBrrL6KA3eqaoyUpZ7q8jigljevM0kxzJt3L+C/3u9Ea2ABgKr28SJwt+Ay1g6/XI7JjBlTCA0N5b//dYLWV11VgPfeW8y0aXNp3/4F+vfvzYkTx8mdOzdduvSgT5+etGvXikKFihAaevn+S27e/BMhIaEsWvQpCxZ8wLx5s/nzzz9inGPqwIZhpAbpzTkJBUaIyA+4tOylOK+WOwanixMKNAM+UtV/YrUvBRz3RARR1SW4b/83ePUnPFHApLIkUHAO99BPKptV9QfvOFDZNzFy4NLV/wisxkVCAvONv6+qpz3tne+JqRg8GUBVt+FUoBPiWxHZAUwAAnON1wQmesrNR4B5QE0RyQ+UxOkHoaqrgc2x+pzjqRXHpiqwNkBpemoitvl5AHfvVnvO4Uwgs4hcFXDOEFyEsHsS+7wkPv74Q776ajV9+w6K1pvJnDlztPLuTTeVokiRovz++24AqlW7m0mTZvDWW9O49trrYij3Jhfh4QXZs2cP4NLTnzhxnDx58vD550uoUqUqYWFh5MuXn7Jly7Nlyy/x9o/L6qcAABwLSURBVGPqwIZhXC7Sm3PSDfdwruRFHD7EU8tV1Z3AD0AdoC1ueeRCSU712ghiXt/YG3IvVtl3GLAbqODtCVlPyigGV1HVEsAAYJ4nAJgoqppQ5rKLub4JXUcfsDiWInERv1MqIq2Au4GmidiVLHzzzVfMnTuTYcNGkDXreTMPHTpEZKTzyf788w/++ON3ihQp6tU55d6jR4/y/vvvUrt2XQBWrPiSCRPGJItdd955N++/70Saly9fRsWKlfD5fFx99dVs2OD0J//99182b/6J664rHrQPUwc2DONykt6ck7zAHlU97e2hiK1o9qb3c1xV1wZp/wuQU0TuBvCWI84BvwYbTESqisiSi7R1O3CDiOTxNpM2SmK72CrDsckL/K6qkSJSHre0khS+wFMJFpH/w0VSksIrOBG/Vt7npcRcPmsAfK6qB4GtItLIq6sK3JzEMb4BKolICe9z84C6v4BsInK997lxQN0S4CERKeWN6RORSt7xA0Bn4BFVTdYnaN++vWjd+il2795FvXq1WLx4EQBvvPEqJ0+e5IUX2tGiRWNee20IAJs2baB58ydo0aIxL7/8Il279oze2zFy5HCaNHmctm2foUmT5tGvG//55x9xNqcGo23blvTp04N169ZSr14tvv3W6T1Onjwhesmldu1HOHz4MA0b1mX+/Dm0bt0egEcfbcDJkydp0qQBrVo1o1atOtxwQ8mg48RWB9606XuaNWvE/ffXuoQraRiGEZx0tSEWGAksEJGfgN+Jqc6Lqi4TkbO4/QtxUNVTIvIYMMrbRHscqO8p/gZrUhynlnzBqOpuERmNW1r5G7c59YaEW4F3/k5vjj8H2XcyAJgpIs8BW7x+k0IHr10znOOUpM0C3mbabl7bSbg9J2O9ZSUfMEVV/a8ENwGmiUhv3IbY9Ukc4y8RaQ98KiIngY9wEaDT3vhdgGUish/4OKDdFhFpAczwIjuZcQrKa3F7eHIBSwPubVVVvaj7GUj//kOCls+fvyho+T333Mc999x3QX39+utWOnTonKgt48YF3xrVsuX5t8SzZMnC6NGj4wiUZc+enUGDXkl0DDB1YMMwLi8ZSpXYiwisAG5Ijm/LIjIWmKWq31yycUaCiEguv6qztxzzpKrekwqmFAd2JJSELT0qq2ZERVjImPPKiHOCjDkvUyVOOdJb5CReRGQwbjmgc3KF8VW1XXL0YySJF0TkUdzv5AHgudQ0pvCzwV+VjTR1YMMwjBQnwzgnqvoS51/HNdIZqjoAt2SVJjBVYsMwjNQjvW2INQzDMAwjg5NhIieGkZz4VYkjz0Ry8MjJVLbGMAzjysIiJ4YRhP1TNrP3jY2EZg5NbVMMwzCuOCxyYhiJcOzYMV55ZSDbt/+Gz+ejZ88+lClTjilT3uLDDxeRN68T7nvuubZUrVqNI0cO07v3i2zZspkHH6xN584vXtB4Z86cYdCgvqj+Qu7ceRgwYCiFCxeJc179+nXInj07ISGhhIaGMmXKrOi6d9+dx8KFCwgJCeWOO+6kb9/eMdru3r2Tfv16ExkZQbduvShTphwRERF06dKRV16JmUTOMAzjcmPOSRpFRL7FidllBm4EfvKq8gD/qOptKTz+88BcVU1YWvfC+52OS4G/H8gJ7AXeUtVZCbVLQr8bSaY8JrEZNWo4VarcwaBBr3L27FlOnTr/MliDBo1p3LhpjPMzZ85Cy5Zt2LHjV7Zv/y12d4myePH/yJUrF/PnL2Lp0iWMH/8mAwYMDXru6NFvkTdv3hhlGzasY9WqlUyf/jaZM2eOzkIbyP/+t5BOnbpSuHBhRo0azuDBr7Fo0bvcf/+D5pgYhpHq2LJOGkVVq3h6PbWAwwH6PU9dat8iEiIivkROex4nhJgSDPPEFUsC7YHeIpJ4xrEE8K5Psjsmx44dY9Om76ld+xEAMmXKRK5cuRJsky1bNsqXr0DmzEnK+B+H1atX8OCDtQGXwG39+u+4kHxE77//Lk2aNCdz5swA5MuXP845oaFhnD59ilOnThEWFsaxY8dYs8alpzcMw0htLHKSPgkTkbdwgnnngEaq+guAiLwI+L/KrwU6qOpxEemHUyrOA1wLVBWR73Fief8BCuOUe8eIyEtAEeBdETmFSxm/GycNUMnre6aqvuqNudwbq6rX7h1V7ZGUiajqRhHphMvy+gZwNfA2kBuno/ORqnb3MvruBm5S1QPeuMOBY6raX0TO4TLCnsSJQN4LnMZJGSQ1xX8c/vjjD/LmzcuQIf359detiJSiU6euZMuWDYCFC99hyZKPEClF+/YvkDt37osdKpr9+/dRsODVgFMFzpEjJ0eOHIkTIfH5fHTu3A7w8cgjj/LII48C8Pvvu/nhh41MnDiOLFmy0K5dJ8LDb4/R9tFHGzBoUB/Onj1Lt269mD59Mk2bPkVIiH1fMQwj9bG/ROmT0sAET/zwHaA3gIg8iHNM7gDK4lScAxWFqwCNVfUmVT3klWVX1arAPcAwEcmpqoNxmjb1vYjEZq+fEK/fO4Dm3nh+rsWJ7N0CtBSR4CItwfkWF6UJBw4DdVT1Vpzi9G0i8oCqngQW4WnriEiYdzwjVl/lcbpBN3vCiLUvwI44REREsHWrUrdufaZNm0vWrNmYPXs6APXq1Wf+/EVMmzaXq64qwJgxb1zKUBfMuHGTmTp1Dq+/PpqFCxewceMGACIjIzh69AgTJ06nbduO9OnTM07kpVChQowZM5G33ppG1qxZ2b9/H8WLl2DgwJfp06cnu3fvuqxzMQzDCMSck/SJqur33vE3wP95xzWBeap61FPhneiV+fnYH3UIYJ7X4U6cwN818YxZE5ikqudU9SguuhHY9wJVjVLVIziBxf8L1kk8BC4xhQKvicgmnDZPGZyTAjAdaOEdPwhs8ewOZDuQCZgiIk25RAoVKkR4eEFKly4DQI0a97F16xYA8ue/itDQUEJCQnj44Xr88svPlzocAOHhBdm3by/gnKMTJ46TJ09cLcjwcLfqli9ffu6++x42b/7ZK7+a6tXvxefzcfPNZfD5fBw6dChOez8TJ46jVas2LFgwj9q169K2bUemTZuULHMxDMO4GMw5SZ8EpuePJOnLc8eTsa9E+xGRsiKy0ftJKKxQCdjnbb7tDOQDqniRoUW45R1UdTWQS0TK4pyUabE78pyj0jinqxzws4gUusg5ER4eTsGCV7N7904A1q37juLFnUDygQPn/byVK7/k+usT98cGDuzD5s0/JXjOnXfezSefLAZg+fJlVKxYCZ8v5hahf//9l5MnT0Qfr137bfT4d99dnQ0b1gGwe/cuIiIiyJcvX9Cxvv9+PQUKFKBYsWs5ffoUISEh+Hy+GJt+DcMwLje25yRjsRR4VURG4RyRlsDnF9nXUdz+lMC+nxGRNbi3bBoBXRPqQFV/5HzUIygiUg6nNu2Xx80L7PEUpIsCjwDjA5rMALrglpDiREZEJByIUNUlIrIUt6xzPU4Z+qJ44YVu9O//MhERZylSpCg9e/YFYPz4UWzbthWfz0ehQoXp1u28ekL9+nU4ceIEERFnWbVqBSNGjKFEiev57bdfKVAguG6Pn9q1H2HgwD40bFiX3Llz06+fUy4+cGA/w4YNZPjw0Rw8+A+9enUDIDIykv/8535uv/0OAB566BGGDh1A06YNyJQpEy+91C+OcwNw7tw5ZsyYEv0m0MMPP8qAAb2JjIykS5ckbRkyDMNIEcw5yUCo6ifew/5rr2gdMOgiuxsNTBORk7i9HQNxG01/9OpnqeqnF9l3DxFpCWQH9gFDVXVmwLgLROQn4A9gWay2M4EdwDRvH0psigGTvD0pYcAnuKWvi6ZkSYmRQ8TPyy8PjLfNu+9+GKfsxInjXHNNsejNrvGRJUsWBg16JU55gQLhDB8+GoCiRa9hxoy3g7bPlCkTffrEb5sfn8/HyJHjoj8XL16CqVPnJNrOMAwjpfFdyCuKhnEFUBzYsX/KZqKOnuHqFypkCJn3jChXDxlzXhlxTpAx53UhcwoJ8fllMUoAO1PQrAyBRU4MIwjhz9wMOG0dwzAM4/JizolhBOGff44TFWVRRcMwjNTAnBPDCIJflTghIs9EcPBIsielNQzDuOIx58QwgnBg+iqijiX8Om3BDv+5TNYYhmFcWVieE8O4BIYM6U/t2v+hadMGMcq3bVOefbYFLVo05plnmsbJbfLLLz9TvXoVvvxyaXTZ33//zQsvtOPJJ+vTpMnj7NnzV5Lt2LVrJ8899xQ1alRl7tz4NRQHD+7H448/TIsWjWnRojHbtikAR48epWfPrjRv3ohWrZqxffuvcdqeOXOGzp070LRpAxYuXBBd/sorg1HdkmRbDcMwEiNVIycJKO9+r6qXLHCX3IjIDbjsp/5UoJmBsao6NpF2YcBZIJuqxvk6LiJ/ADU1iX/hRWQJ8FyQ7KgpjogMAsKCaed48zgGnMFdm1dVdZpX1xI3x0aXOP5sYLWqTriUfpKLWrXq8NhjDRk0qE+M8nHjRvPUU62oWvVOvv56NePGjWbMmImAy0syfvybVKpUJUabQYP60Lz501SqdDsnT568IJ2b3Llz8/zzXVm5cnmi57Zt25EaNWrGKJs1axolS97I0KHD2bVrJyNGvMKoUeNjnPPdd19Trlx5mjV7mjZtnuHRRx9n27atREVFInJTkm01DMNIjFSNnMSnvHshjomI+EQkNDns8ZyIxPgnQCG4Bi7VeoHkGD+pqOr9qeGYJJF6nqZNI+AtEUk4qUc6p0KFikHF/nw+X3QG1+PHj8dIvPbee/OpXv3eGGrBO3ZsJzIykkqVnEBf9uzZyZo1a5LtyJcvP6VKlSYs7OK+b+zcuZ1bb3WajtddV5w9e/7i4MF/YpzjlIxPExEREa3VM3nyeFq1anNRYxqGYcRHmt1zEvubduBn77gBToH2BqCRiEwAvsKJ0hUF5qiqXxCvKC65VzEgGy6BmF9R9w9gFnAfsBF49gLMzIVL237a66s7UB8XNfgXF934IcjcquMSmgF8iactIyIPAc+q6iMiUgT4E3hUVd8XkV5AVlXtExhpEZHV8c071phFgTmezdmARaray6sbhHv3Pr/37zaggar+KyJ5ganAzcAenCDg74ldGFXdJCLHcCrFe73iPCKywOvrIPCYqu7znMLXcOrIAB8DPVU1UkSK4bLCFsLp5kQ71CKSB5ddtjQuxf1SoKuqRonIANzvyGlcOv3qqnrZkix07NiFzp3bM3bsKKKiopgwYSrgFIdXrlzO6NETGDp0QPT5v/++m1y5ctGrVzf27PmT226rQuvW7QkNTRa/OwYTJ45j+vTJ3HprJVq37kDmzJm54YYbWbHiC8qXv4XNm39i796/2bdvH/nzXxXdrlKlKixZ8jHPPdeCJ55oxurVK7jxxpsSzXhrGIZxoaTnPSe3A8+rahlV9S8HXcN5Zdy2IlLCK58NvK6qlYFbgboiUiOgrxyqWllVk+KYXOVpxfyMW97pE/DQm+r1UwHoD4yL3VhEsuJ0X9qoallc9tIiXvVK4E4vEnQfLtPrfV7dfcTNluonvnkHchB4KEDtt5qIBMb2b8NFO0oBObxjvHkcUNWbgIZA9XhsiD3P6jhHJnCzRWXcPSsN/Aq088rb4ByWW3D3pzLwtFc3BlimqjcDL8QafxTwmXdfK3jXobmXwr4dUMGL4lTHOYuXjUWL3qVjx84sXPgRHTp0ZuhQl7F11KjXad26Q5wlm8jICDZt+p527ToxadJM/vrrDz75JG6W2UvluefaM3fue0yaNJOjR48yZ44TdW7SpDnHjx+nRYvGvPfefEqWFEJDY9oYFhZGv36DmTZtLvfeW5N33nmbJ55owptvjqB37+6sXr0i2e01DOPKJD07JyuDLG284ynjHgYU+D8RyQ1UA8aJyEbgO+Bq3EPYz0ySjn9ZpzROs6W7iPj1Y6qIyCov9fprBNeVuRm3hLUaQFXn4gnyeU6O4oTwagL9gLs8h+YWzqelj02ceQc5JxQYISI/4NLal4pl3yeqesRTM/42oI8awBTPvn04Ib6EeF9EtuIcqd6qejagbpWq/ukdx1ZTnqaqZ1X1NE592O841QAme+Nvw0Wa/DwM9PTu6wZvPjfi1JV3ATO8KFsOVY1IxO5k5ZNPFlO9+r0A3HtvzWjFYtVf6NevF/Xr12H58mW8/vorrFy5nPDwqylZUiha9BrCwsK46657UNVkt6tAgQL4fD4yZ85MrVp1ou3KkSMnvXr1Zfr0ufTuPYDDhw9RpEjRePtZuHABDzzwED///CM5cuSkf/+hzJtnqe8Nw0ge0uyyDhBBTOcp9gJ8UhV2Q4Ao4LYEHlDB+koUVf1TRNYCNUREgflANVXdKCLX4pYhLpQvcFGSysAzuAdtI2Cdqp6Jp01SlIW74SIilVT1tIhMJeY1TS514nrectMTOOegpKruT+Yx/PiA2qq6O3aFiFTGOaX3At+LSE1V/Tn2eSlFgQLhfP/9eipWvI3169dyzTXFAFiw4IPocwYP7scdd1Tj7rvvITIykmPHjnHo0CHy5cvHhg3rEHH+84QJYyhVqjTVq9cIOtaFcODAAQoUKMC5c+dYtWoFJUo4//DYsWNkzZqVTJky8eGHiyhf/hZy5Aie6+Xo0aN89dUqRowYw5o1K6OVjE+fNiVjwzCSh7QcOfkVKC8imUUkC/DYxXTiRRO+wT2cARCR6+LbqCkioSKyJSkbOb09DxWBrbh9HKGc34/RNp5mm3F7L+7w+miEU/n1swxoBfzmOVPLcBGU+JZ0kopf7fe0t4+jThLbfQE85dlaAKcSnCiq+jYuyvFiEk5fCrQQkTARyQw047yacuD4/4eLpPj5ACciGOrVh4tICS9aVkBVl6tqH9wbVqWTYveF0rdvL1q3fordu3dRr14tFi92gaXu3XszZsxImjd/grfeGkv37i8l2E9oaCjt23fi+efb0KxZQ86dO8fDD9cDYPv2X7nqqqsSbP/PPweoV68W8+fPZebMKdSrV4sTJ5zP3bVrR/buddt+BgzoTbNmDWnWrCFHjhymefNnANi1awdNmzbkiSce5ZtvvqJTp/gFp6dPn0SzZk8TEhJC5cpV2bTpe5o1a8T999dK2kUzDMNIhDQbOVHV1SKyCvcw/xOnhnuxb8U0AkaKyI+4b9tHgBac36gZSEEgH3A4nr6u8pYRwEUeZqrqRwDeJsz1InIAWBissaqe8qIKb4nIOdwDPDChxdeeDX5nZBkwAPeQvhRGcl7t9/cL6K8fTp14i2fnygsYswfwrYi8msh543FLZP7r+jEwzTvuAMwUkWa4SFTgxoYOuOWzTd61PAV0wkXK3hGR7Lj7vQ743wXYnWT69x8StLx8+QpMnTo7wbYvvdQvxudKlW5nxox5cc6LiIigTJlyCfZ11VUFeP/9j4PWDR8+OlqgbPTo4G9glylTjnnzgv7KxqFjxy7Rx1myZOGNNxJ8k94wDOOCMVXiWIhIA+B6VR2W2rYYqUJxYEdSM8SmF5XVjKgICxlzXhlxTpAx52WqxClHmo2cpBaq+k5q22CkKqEABVrcleiJkWciCAnxpbhByUV6svVCyIjzyohzgow5r6TOKeC85M8PkAGxyIlhxKQasCq1jTAMI8NyF7A6tY1I65hzYhgxyYJ7lXsP7o0iwzCM5CAUKAysxUvcacSPOSeGYRiGYaQp0vKrxIZhGIZhXIGYc2IYhmEYRprCnBPDMAzDMNIU5pwYhmEYhpGmMOfEMAzDMIw0hTknhmEYhmGkKcw5MQzDMAwjTWHp6w3DQ0RuBGYAVwH/AM1UdVvqWuUQkeE4Ze7iQFlV/ckrj9fmlKhL5jldBcwC/g84A2wDnlPV/SJyO/AWTu17J9BEVfd57ZK9LgXmtginoRIFHAc6qOrG9Hy/AubWFycIWlZVf8oA92onTjTUL6b1oqouSe/zSu9Y5MQwzjMBGKuqNwJjcX9E0gqLgLuBXbHKE7I5JeqSk3PAq6oqqloW+A0YJiIhwGygnWfDSmAYQErUpRDNVbW8qt4CDAemeuXp+X4hIhWB2/F+DzPIvQKor6oVvJ8lGWhe6RZzTgwDEJGCQEXgba/obaCiiISnnlXnUdXVqvp7YFlCNqdEXQrM6aCqLg8o+ga4DrgVOKWqfv2RCUAD7zgl6pIdVT0S8DEPEJXe75eIZME5P20CitP9vYqHjDqvdIM5J4bhKAb8qaqRAN6/f3nlaZWEbE6JuhTD+1bZBvgAuJaACJGqHgBCRCR/CtWl1Jwmi8huYDDQnPR/vwYAs1V1Z0BZhrhXwBwR+UFExolI3gw0r3SLOSeGYaQF3sTtzRiT2oYkF6raUlWvBXoBr6W2PZeCiFQFbgPGpbYtKcBdqloeJ/jpIwP9DqZnzDkxDMfvQFERCQXw/i3iladVErI5JepSBG+zb0mgoapGAbtxyzv++gJAlKoeTKG6FEVVZwE1gD9Iv/erOlAK2OFtIL0GWALcQDq/V/7lUlU9jXO+7kwh21PtdzA9Ys6JYQDejvmNwBNe0RPA96q6P/WsSpiEbE6JupSYg4gMwa3F1/UeDgDrgWwiUs373BpYkIJ1yYqI5BSRYgGf6wAHgXR7v1R1mKoWUdXiqloc52jdj4sIped7lUNE8njHPqAR7nqm69/BjIDv3LlzqW2DYaQJROQm3CuZ+YBDuFcyNXWtcojIaOBRoBBwAPhHVUsnZHNK1CXznEoDPwFbgX+94h2qWk9E7sC9dZKV869c7vXaJXtdMs/rauB/QA4gEueYdFXVDen5fsWa406gtrpXidPzvboeeA8I9X42Ax1VdU96nldGwJwTwzAMwzDSFLasYxiGYRhGmsKcE8MwDMMw0hTmnBiGYRiGkaYw58QwDMMwjDSFOSeGYRiGYaQpzDkxDMMwDCNNYc6JYRjGZUREdopIzdS2wzDSMuacGIZhGIaRprAkbIZhXNF4qeZHAXfhvrC9DXTECfa1ArIBnwIdVPWIiNyDU+e9JqCPnUBLVV0qIv2Am4FTQD2cpkpzVV0nIrOAJ4HTuOyxA1T11cswTcNIV1jkxDCMKxZPKG8xTsq+OFAUmAe08H5qANcDObkwtdqHvX7yAh/426pqU5yzUkdVc5pjYhjBMefEMIwrmco4Fd9uqnpCVU+p6mpcdGOEqm5X1eNAT6CRiIQlsd/VqvqxqkYCs4DyKWK9YWRQzDkxDONKphiwS1UjYpUXwUVT/OwCwoCrk9jv3wHHJ4GsF+DYGMYVjzknhmFcyfwOXBvEcfgLuC7g87VABLAXOAFk91d4S0PhFzCmbfQzjEQwT94wjCuZ74A9wDAR6YvbpHorblPsiyLyCbAfGALMV9UIEdmKi4Q8BHyG2zib5QLG3Ivbx2IYRjxY5MQwjCsWb09IHeAG3EbVP4CGwFTcXpGVwA7cmzcdvDZHgLbAZOBPXCTljwsYdijQW0QOi0jX5JmJYWQs7FViwzAMwzDSFBY5MQzDMAwjTWHOiWEYhmEYaQpzTgzDMAzDSFOYc2IYhmEYRprCnBPDMAzDMNIU5pwYhmEYhpGmMOfEMAzDMIw0hTknhmEYhmGkKcw5MQzDMAwjTfH//gEm3DMw138AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar_counts_categorical(train['financial_institution'], 'Train dataset: financial_institution', (5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 2))\n",
    "plt.plot(train['interest_rate'][:500])\n",
    "plt.title('location_y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar_counts_categorical(train['origination_date'], 'Train dataset: origination_date', (5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 2))\n",
    "plt.plot(train['loan_to_value'][:1000])\n",
    "plt.title('location_y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+/U58+Es/xN+/+KJgwvKG7fvw5o99D2944QOw+8AK/voj33XPXvus83DCkWuwc+8SXvPebwEA/ug3z8FZ99gYyESvP8DL3305nvKwU/Gv//VjPOkhJ+Mh9zkGAPDnH7gCB6uO4TEXnIDfeJDXg7f82/dw4pFrsevACjbMjmFu/wp+sH0fzm1twe894V4AgA/8xw244oZdaB23Hls2TOEb19yGE45c4+qv4Svf3YHPXXoT3vrSBzIevPUlF7kB2bXb9uDtn7wWz33MmXjP576PN77oAtdp3rxzHn/2/ivwosffE+/49HV47bPOw8xUEy9752X4k6fcB63jNwAondWXvesyPP/Xz8S5rVIX+oMCr3z35XjSQ0/GQ845xtH0fz74HRxY6OIxF5yI33jQSXjjR6/CWffYiCc/9BRG+7s+cx3WTI9jpdtHo5Ejz4Bur8DMZBP7FzrYsGYS37j2Npx45Br8acWDT3/jRnzhWzdj87pJvOGFFwAAvnTFLfj4V7dFeZRnGd760ouw7daDeOv/vQZv+r0L1UmEW3Yt4M/ef4X7/2Wk/pwHZ+Hc1hb0+gVe9e7LMSgMnvbw0/Ar9z0Wf/q+b+FR55+Ah9/vePzFB7+DC+91FH79wns4m/Ckh56Cv//4NThu6yye/vCW48P3b9qH+562BcYYXPWj3TjrxA34o9+6Dz7ypR/im9fejnsctQanHrse7Zv347XPtvqwPWoTYhOddxQHFjr4k3deiuc85gz80+d/gGdffAb++Qs34NmPOgP3P3MrBkWBV7/vW8yReuKDT8KjH3Aiy+dN/3oVzjhhA37zV04FALz9k9diy/pyoDYz1cTvPvYsAMAHv9jGwACTzRx7DnK7+Jlv3Ijrb9yL1/3O/QAAX/z2Lfja1bfiIfc5Gp/42k8wNdHAkx56Cj7+lW1460svCgbu11T68ObfvxC37V7EGz56Fd7wggswv9zFn3/gO/jL593fDRJ27V/GK951GV7+tPvi1GPX4+BSF3/yzkvxO48+A++95PtugvJ3HnUGLjr7KFfGq9/7LTz2ghPxa+eVLsFffuhKPOCsI/G4i+6BN330Kpx54kY8+Ve8Przj09dhw5oJPOfRZwIA3v/vP8CgMJgcb2B+uYf/9eRzgjb57Ddvwve27cY5p2zG5y+r7OLMON7y4osAAF+9agf+5cs/QrOR4R3/68Fu4urqH+3Guz5zHf729y/C7NQYrr9pL/72Y98DAPzV889HpztgNsH2Da942rk45dh1OLhY8uDFT7wXzj55M4DSIX/Fuy6DAfCMR7ScTfyz938biyt9POFBJ+GxF5yIv/rwd3He6UfgCQ86CQDwlo9/D/c4ai2e+munAQDe9ZnrsWZ6HM977JlBfSk+8bVt2LbjAF7zzPMcLywP1s2M4+9efBG+etUOfOYbN+KtL30g04crfziH917yfbzlxRfhhu378LZPXgsAeP6vn4V3f/Z6/M0LHuAWoXbsXsRr3uv7x1c8/VxsWjuJP37HpfjDJ9/b9RHLnT5e8Y+XAwCeffHpeOC9j2b0/tk/fRu/dt5xuPj+J+D1H/4u7n/GEXj8A0/Cm//1arSOX4/fetipeNsnrnV+ArUJjTxDr1+4fvJj//Vj3LZnCS9/6n1V3nz+spvw2W/ehDXTY/h70UcCwLd/sBMf+MINzk94y4svdJOxP7xlP97wL1fhb174AGxe5ycYd+xexJ++79vu/z/+7fvgjBNK27iw3MPL3nUpXvC4e+K+p21Brz/Aq9/zLfQHq59cePA5R+OZjzwd7/jUdWjfsh8AcO5pW/B7v3EvfPCLbSx3yomGy6/fyd47dssszj55k6oPj7jfcfj4V7ZhYryBf/jDB+Eb19yGf/5C272bZ5mza7KP3HbrQbz+Q1cCKOXjHz97PV7wuLPwrs9cz8p/yf88G6ceuw6vfM/lziY845EtfPTLP0KvP5wPj7jfcbj+xn346ZzfmHDhPY/Ecx5T6sF7Pvd9XLNtD84+eRP+4En3xoe+2Mbl3y95cNLRa3HC1jX4ylU7AABHbpzG63/3fADAf15xM75y1Q686UUX4v9d+VN87L9+7PJvNnI89ddOdbx4+x88EO1b9uNtnyj14U0vugAb105i246DeP2Hrxxah1Hw2w87FZ+/fDsuvv/x+PJ3fooHn3M0HnPBie75mz92NVrHlfoA+LHDwaUupiaa6HQHuPrHu1mepx67Dq942rn42Fd+jK9etQPHbpnBnz/n/vjMN27Cv1++naWdmWziKY84He/5zHXsfiPP8PRHtPCB/7iB3bc8AIDtt8/jdR+4wskBxXMefQbe9/kfsHvPvvh0vL/K79kXn44L73UUXvO+b6PTCwMcHnvBiXhC5SvdtmcJDzv3WGzbcQA3VX7zA846Es977Jl49+eux3U/2Ru8f9px6/Hyp94X//dr23DjbQdx0tFr8eXv/BRbN07jvNO34JJLt2P97Dgedu6xQR/5W79yCv7lyz/C0x5+Gj74xTbe8uKL8IPt+/D2yi4C3ja+sOoTJA+e+5gz8N5Lyvr/wZPujZOOXotXEV2QeMqvnopPff1GtihicfH9j8eTHnoK/vZjV7sJ0IvOPgpz+5adTdDQOm49jto8gx1zC3jF08519z/zjRvxH9+6GZvWTuKNL7rA3f/a1bfi01//CZ7woJPw4f/8obvfyDO89aUPxPdv2od/+FTJgzf/3oW4fe8S3vjRq6LlA8DzHnsm3nvJ9/FHv3kOjjtiFq969+UyxgHPuvh0XHT2UXj1ey7H4x94Eh527rF43fuvwMPOPRaPOv8E/PVHrsTcfj9Z9Cv3PQZPe3gLb/vENdi24yDOP2sr5he7uP6mfbW0WByzZQb3OXUzrmzP4fwzt+Lr19zmfGeKr19zGz5Y2YJ3/tGDg8XduxtWe8D12wAsAHj7YaAFmzbNHo5sfy7YsmUNFlZ66BXlb4rl7gCdQRHcr0NvACyu9LFlyxqYPMPURAMvf+b93POvX7UDX77iZmzcNMMiOAAAP9mLQWEwNTOJLdVK6U92LsAAGJsYc3TsXigH9vlYQ6Vtz4Fl9PoFTJ67573+AEudPgZZjqVOHw+577G49NrbWJrFig+LnT66hcFSp4/uwLAyetWkS7fiS6dfYLk7YGmKyr9dXOkDWcmD8844EpdeeysGyLCw3MPmzWtQZDux0h2gUxh0ewWW+wb9QYHp2UlsITPE2ywPJsddOXPVKseBlT4MgPnOAIUxWCSDvuZ4E2vWTWFQGDzi/BPwxcu3I2s2sHnzrDf2eY7lTh8XnH0UHnH+iXjzR66EyTJs2bIG3V6Bs0/ZjF37ljAwpXx0K0eyV5iA951BgeWKZ0udvntushxTE038jzO24rJrbwveK7Kd6HQHWLd+GrNi5vwHPz2AwhhMTE9grFN21rYu41OlTOxb9h0XlROKhaUuOt0BuqYcIBRVHQFgqTPARfc+GlfesAsmy9n7Vhb2L3QwPdlEp3Ig+6T+/UomOv0C1eIWVoRMSPSBSg7Kld4iux2d7gBr18+4VXfcWOrDQrds24kp3/4/rVZqDlSrpPlYE2OT4zAAsrGm5/2+JfQHBUzD68pKtx/wAADm7UpKdb/Uh7Cdl7oDjE+Ucj/WLFcOO70BGs0cy90Cdvp2pTcgMlAqxeJKz+fXyJHnGV773PMD/lz5g5347Nd/gtm1U8DOhXIAPj2u8vT2KirOyoWUAbO35AEaZdsuLvfc5GlW8eXgUg+Dqt4Lyz30K3lfJLZxUdiDLpEF61x1qudeDgp0C4NFog91NkFOoN9ZrBTAoDBY7BboDwyW+gW6xDZ2ewN0ewV+9bzj8cD7HIP/877LgTwP+Ly40md9xFJ3gO7AYLnbR7Pp06/0BqVtmZkI7GJ3YFzfAAB9Ayys9MqQNADLnQEGyLDc6WPDxtnQ6bnR9g8TwP4VGAOMT40jq2xeY9y3+77l0i5mzVIXenOlDC31ChjjZYX2IcYYLCx7OQDAZGFhpbQFtE5LnQGmp/y95V5RrnRmWdQG9IqSDybLMD3ZxH1bR+Bb19/u0mZVv9gfGGzYMIPJKkrB/HgP+gODmdlJbNk4jeaOgy7PyakJdI3vE+y1tAdlHbsoeQBiC+aXus4pzpr+/uKK7x+kTjh5ILpgbcIwX6E7MFjseL4UFQ/u0zoCV1Q8GCDD4ko/0AfTnkOvX2BmzSQaJNp3oTso+0diH61NsDzImw1MTI+jMAYg9dw37517zZ+YX+phYLxd6DG7UNaf+gnUJvQGBr2+r2unihaRZbj/89yVqfGxyHcJP2EKWzaUE0M/vHUeBsD4JLeRu+ZLmfC20fcNxd4l9AfG2cWF5R76gwKPfMCJeMC9jgrKj+Ft/3Y18w9OP2EDljp9x5+V3gArvQHGx5s4avMMXvAb5eTZp776Y+yYW4jqg+VHpzvA5k2zyCu9ePWz74drtu3GZ//7J1jqFWofuZ1EsSxUkSTzlf/w1Eeejs3rpvD3H7sKzfEmZmanmE0YoJzke8T5J+CCs/nkIcWbPnwlCmTo9Ac457QteMJDTsE7P/E9pidWHqyu9E0ZcbVh7SQOLHQwQBlFddIx67Htp/uJbcywYOWgmix+3e8+AJddexu+cNlN6MPrxezaKTTH/WTV5MwE48HzHn9PHHvE6D48gwFe+57LkFURtwNkmF/uoQ8+XlgUttGOHZa7A+R5jl5hcOJRa/HsalHhX/+znEDcsmUN7G4Z21+YLMPMZBN/8oxyQvm/rrgF/331T7G4XPonr3veA4AMuOL623HJN29Er3r/fz/1XGy//SA+/v9+hKmKBwBwy57SV7Jy8KxHn4npySbe8YlrsFJ11E/+1dNw/NY1eNNHrkSXzBLkYw1s3DSDTm/g+kiLv/7nb8PkmbMBAFCg1POzT9mMuX3LTi96A4OTj12HZzzKT6ZTHlifuajadWmlD5N5e6D1kV1T+l0rA1NGa66dQmOsnKSysmxto+0TLA/s8+W+r2xzvInp2UkYAzz+wSfjPtXiIlD2jX/2nsuBRgPLnT4ecu6xeOi5PsbijR/6jvMnO70Bzjl1C27dvYCBgbMJv/0Iv+hu8dEv3oBOb4BOv8BSR46jSl4srHB7aPsHU/HkNc+5P65q78Il37gRa9ZOoTnu+8WpmQmMLZY28IVPPBtHioiz2/cs4p2fuMb5BVmzUfIAngfd3gB/+f5vI2s0sGnTLBZXvO88v+T7xZXuAPc/60g86sJ74C0f/S7hR2kDSl4YnHLcejz94voAjM98bRtuvv1gOR5d6aNnhO9MkDe8n7R23bSLyF3NuP2uhJEni1qt1psAnArgse12W1sauBnACQDswdfHA/jKaojZs2fhLrEfcMuWNZibm0e/X2BpqYu5uXn2vNsbYGWlH9yvw9JyF/1Bgbm5eSwuddHIcxy30a90rZ8pB8I7d80Hg4EDB0ujvnvPAppVrOm+/eW9vXuXMDddvrt332L1bEmlzYYCHjy47J7bVYH5yjlcNz2GRp5hcbHj0vQHRUl/f4Dl5R56vfJKy+h0S6Pb7Q4wNzePlZU+ur0BS7NUDbqNMY4Ha6ebpVOz2Knqf9DRcvAgv+7evYCs71cx9u8vO/09excxN9Ws+LGovmuvJT9XMLe7dCI2zo67+u/a5WldWOxgUBisnRrDcRunMNbInCz0+gPMTDQx0WxgeaXkQ7fqbDrdUC5KnlkeFu754lIXzUaGtVNNFIUJ3ptfKGneNTePZTFZtP9A2f579ixgf9Wuti5795Xtb3lRptdlYn6py/gzv+DbvSgM1k2PodnIsCj0oNcrsLzcRVEYrKyUMgEAnY6v/0rlKPT6A6yslG0/GBS1emPlYNeueeR5hoOVLMzNzWO5miw6IOVizwKmm9WWmkom7LN9+xfR75Zl7yd6sbvSH6oLdqJwYb7DaMyz0tmxPCjtQi+0C90BOis9dLoDFIMyzrzXH2Alz9Dt9bFcOXVSBoBya469t7DQQZ5lzD5Y3Fi18dzcgpOB3XsWMaHMpeyr2t/Kxb79y4zmOcGDhWUfXjy/sIKduw46eubmynB2x4PKJszNzaPXG2CF2INuJQsrnT7sbFGP2AUA6A9KG9LvDxgvYjZBbv+6s7CHHAZ2Yn5skMi4AAAgAElEQVQFc3Pz6FT6vGGm1P88z7Cw2AnavN/3fABQ2saVHrrdAVYaXhc6nXL72Uqn1BWazzLpGwBgcbFb8nrRh/db+nbtOhhsfz5A7OP+qk337F1w2wP27VvE3FxlGyqZsLqwew+3l1ZWDh5ccfQMirLPWSC2QcrC8rK0DwOsdLxMdLp9mMIAxrg+QmJpqev63GaeYd30GLOL82QCY9fcvNvScrDqH+f2LCAbDLD/gB8Q79m76ORatrXjwe6SBwcOeP04uOR5P1/JhCHLyrZ/HBQFs439/gBLK0QXKpswzFeQurC01EWzkWPtVKkLc3PzUX04MO/b/8ABv63B1nPv3kXMTZQ+xT7RP+7bv4yxynYcIH0Ejai1OkFRVPpZ2gXvJ/UGhfMNqJ8gbUJv4Nu19BV4v2B9sJLXZVvkWabyMfQT5oF+aWesLOzZu4i1E96v2reP28b9xDbu3le+c6DSASs/1haMivFm7v2D3gAbZidQFMb1kZ1OH53uACvNHibHvD84O9F0eqDpg5UDoPQXbR957MYp7Ljd6y/jSdVH2v5RS7NlzQSO3FBGnRw4sFzyEdwmAMCG6Xo+jDUz5+vMTjZx3MYpjDdzrKyEfUS38pdWVnqYGGtgZqKB3ftKuRlrNjA72RS2seP1gfSTN1Q+MPXzaB8JAHv2LGK6kWFf1b5HrptcVXtqOLjQgTGl31IUBRYXuR20PjOt98pKH93uAI2snPieGm84OqYnGjhQ2dkl4TMtVjbBpl033YQxcAs8x20q7/9YtNcxG6ewVMnMnj2LmGpYX4nbgq3rJjAzxfm4eXYcx1QyQXl7cH4FOyt/eb3Qi0aeO5tox4N23DAz0cCBsdz1Dd1uHzNT/P3p8QYOVjxYXu46XxPwYwcAyLJM7SPldW5u3o2hpCzLq3wOcF3YNDvOaLV9gu2b1ou6NNm4odQHqwvWJmgyOD3RxPxSt/St+3Ic5etM7y8s8roct3EK262/uHvB+QlANW6ofIWj1k3iWElDNc5yfeWBZezeU8rG5jUlD9zYcWEFuypf0Y4fisI4XegPDNZUdmCsmfv+oZowtvqwTvBWw+xkA71B2ecO3DUcO1m6KJ86S+OsX/llRZ5ndygwZyQPutVqvR7lV84e3263O5FkHwfw/Cr9qQDOA/CFVVN0F0Jhyj3Fwf3CqPfr8/KHf5vCQC6U273x2mSbvUWfWSNF6bDPi0iUcOHeIfeqf/rVS3lWDY5Fvpb+wvg/lnchywgPOzek/MKUZ7jkWQZjPB2G5G1pstegTIUv9qd8t0+YQg9it063bOuiqM6ZqdolyzJWtzyvzqIR7WCU9jNV3oURtFb55yRvVr8ibK/wmeeXrYspOE2SRywfwS/OS0JfIXlvHM8o71QZJfwepjcmkKOQfimzNEv5zLajLLuW3qGyDTZwpO9LntjyKY/ou2pbVfKlwdkJ46N2NJmzdAJELgTNRshXoPOCtsIY/w6xgVRny2c+P5m357vnC6+3bhMONWJ2QtbZbvcpdUDLxwSyaXXSBPwsea7ZMal3kqdUngMaSDtS/tK2onmzq9AXTVak/Mt6y3Z0daC6VRi1XsE71fMsz0qbq9j2kBZfRnnl6eL9ic4TmlfsOe1rJS2s3ibkTazuYd8A1jfE9EHTSVbPmv7RsHYkedb0HcYYGOh9PZVvyntpE6QsxWyYfU6vEka0r9pOgU3nfaYmT1S+AbCz7UZBnvE8pG9VFGW9DfEzAH/GXUwfQvm272Uu4kzKutZXyDR5DueXUlmyPLLpsiFRntZWUv+plGNCt9K3lD5V5uTG8UvoonzH1p3SaJ9rvoF9f7XtqdVzQHRM2oKyrNB38T607/NonlSXbB6+vlROqjoPCi4/1U/q02fEb/C08HRZ5euxd/PMtXfMh5Z8zLOw77GyLP3Jogjfz3Lqaws/gpQb6yO1cUNMluVVPvfvw/GD0ZplyBDXjTxXxg1V/a1N0GDlXvtoVGysIdvT+lLlM9G/EBus6bOUIa29ed5leupD83pTP0rKt9X34fqYZ5mzmbbfiPoTSh9+d8bQyaJWq3UWgFcAOBrApa1W6+pWq/Wp6tnVrVbLxpO+EcD6Vqv1YwCXAPjddrv9yz0FdydhhMM/7H59Xr7DLoxiVDKfTiuPXss8wntaumH52J/2EDzrcNAsLO3yry5vjUeFeGadYcCvjhQmpMleh5VJf8t37VXS1qgYL+k1laNBnRHncBm4To/es/RL2I5SK4M6eMEgoKY9abn2t61LIWiSv7UyHI/By/TyENLG/6q6snoTGofQ4d8J5YheNZrZIE/IDqVN4wdzJiNtqNGiTu4FPInwSClT0hbrOK08UhqGDaK8XOj66HnOaZA8Mka0KakPexeU95x3rixE9CFiEw41YnZCk3+gclIiehizlaydQQfKIS2SD9TZ0ujT6iL57eRZ0Ktdbf6arMR0sN7Wh3Ju/+K2yKcp7WtpN+r6LUqrOulDaAv7Ey73mi2IPff3xKSgaDc5aRiDJkd04pSWGU7MVVdBo9ZvarZTyry9L+sq/9f6INruzIYIm1DHMwnN9lMUok7D7DzgdWIUeZe2YFTItpO+VWkTQn/Q2pqYPsTkOyeDfSnrdPBtIdPQ9w1Cv4KmG1rvyr47+yl8CCnLxnCfSpN/m86Id8oyeZ0sbxivIrb9jiLPuczRPp7SoNlN+scnCj2fNF+Ikkz7Sbq4JGWglDtbPqctTBe2tczP19eWx+tcTvbw8qic57msUzgW8u9ze2HlyvJH6yO1cUNMluVVPrflUB2TyPOM8Es8kzYgKyffrH7FZNDaCaqHFrF+IGhPqs+KHPpJU718mhdrb6fTYV6UV1obx+Sb2oo6WNka1Z/Qft9dMcrX0K4HoLZCu90+h/xeBPCkQ0faLz/ojHJwf5UjGLpSo82iajP/9N3yGaeBPqPP4yu34XPnaFUPsyxjUTQ2jRZdxPO29IT11covvwaRua9HuYEhmcEeiGsww17DF/nuQPDJzarDf5WCrqzaOmZQIosK4/mkrJBJuEFiEUZSZBkcDwpj0CByQVdTtDwdvwzv6HTZiMhEwGOe3tIXWzGjcgEguiIvV2lj0OTIlkfLZjTXyDNb4RArfLF3A+fOvePT6XbB8gQocgOYTLR9WKaJ0BY70NnbCc/rWEcYkwtKL4BoBIrkm6yDFt3G0wMAbz8eBSHrHbcJhxoxOyHlzdKi6YCvR8RW0na2K2EmjKLQ7IIxYBEEdbygdoLKqHPWauRe8kFOOLO01D4WNI+QLlOEEwJG4Quvh18tpJOGxoT8ZxGBos1kOkt3tK0VW2BUeY7ZNllvWqfR5FeTowwZ6xs0O0ZplausI9tHNXIMwTvyf60PovKt2xAA0HgW55GkvyFs4yj9gSafAFksYrIt5am8rjYQRUYjS9/K1tsYw1Z9s8wOiHR9YL4MiZylvkQg60rfJtNY+iwPZP9h0w0b02U2KsLE7SflgS3P2n5rQ0v5D31Re6X9ZKbxxkjb5+9bmu4MsixjtsQglDPNtru+z/nBNE/aVj4PSz/1C+zP/qAQ9zkvLB9t+ZQWlk6RnywjE3ER/0D6KrmQe8DbJhvlRG21bAcbPUL5p0VyxvpITfbt+1KW5VU+t+VQHZPIMqobclzHbVBWTfpa/arz86gvQaHpMr0/KAzTO8cD6WNUvNMmwKQMae3NfFHXztwvKOst7QAY/dJW1CFH5mym8yci/WvMX7i74tAe5JDAQDvi4P4qZY8qm7oNLTKgK+/ZcqmDzJ/Rd4dNDGhO72BgQ1a9MZO0swmjoFOs6GIDCF6+7wBQdRx0JYOExQua7HWY00rpkO/aq62/Jd+uXgXbCazxd5EFfFBRvhcO9tVtaBW/aKdjaaWz/5Jf2iBGq7tNd8e2oXFey4GhDxsOabOdeHQihHX49bLp35H1C+l3E1xWZhRH39dH5+MwemU69k5R085Vx2nliTr9wybU6L14eDJ15kMaKWybebkI6S3fr/4XNMgQcgOoA0Er3/5dmoelRbSn4XXw9dZtwqFGzE5IeaMrYpoKSWfF8qooTNDOUlf8s4gNI0on6eN18c6zNoCvGzxL/Zc2hNIj86mbPJV8YWHjMVtUeAcwy/z2By9nPH//25dh+UCfGVHHwNYpEwqxiaHgXiH1JrQpo/gKmhzZbTmWnmGDBJmHq6fSltR2Sltr6fbvyL6e2zE2KUR/F0bRexPhWYwzvF/UtmFaOvT61vPssG5Do9vUC7KtUPCtKPStSIWBqg/Ml6l0r1z0Cm2n7CNpPWWaPON+qPQrbLqh29Ds6n8htqHV6JTt83zdw63+lo/2atPYMgPeKP0LzeOQbEOzPKw5KkHqn/ebfJ9H89S2vQNhFI7fhhZuYwRIu+bcb6C0sXQsiohsQ8tivDWMDl+H0Ae1tj/Yhmb0rV207tLXoTZA6yMDO09olbIsr/K5f9/WTYksInKgTpwRG0SPnbA2QQOdUApkSvFTy/89H6jfAsTksPy/bhsa7Su93nBexNqH1VvZhiZ9wVH0McuJ3axkykD3EbX++u6MNFl0GKGF1wM8FHL0vHj4YGhUfDqNDluuheY4yrD6aD7UKax+94khGG0bGi/EuAgCT5fcMsGeWWeg4kOfGBBJU7/Q62X/13gg3+0TQ0nbzw5OZVv3pWEMtqHxASRtWwk7YCkETwz44DjGU10m/NX+rt2GFmbB0vSJYadXFwoucrD8su1FJwlpvSWNw9SmgE5HXRuzwRnC+tTJvRxYxtJJWmITeK6dg7/hPKJl1oUnSxpiHaEtb9g2NBkWbGnQZExrUzogp/lx3odXLTQ6ZhMONWJ2Irb1ZDXb0KxOyHY2xlRbhXRditGm0afVpTBc1tVJAKNfbf7qtpyYTirbDSlNcksq5Y0G+txOxsv6yXpozwvBy0LwU/Ynqi0QdMXKlLZA/l8ovNGgyRHfRgB1gYj+L3mryYxmOzUbG+M1/T9uC+h9Xe/reCah0U8h25fx0aWR75TX2m1octvSaieLMm3rOudVYUpZY5EheeWjFEbVB+bLGLHdS9hO2UfSeso0XOdCv8L7REMmiypbaf0byQubv7zSbXpU/mPv2TQAibIRvFHbVdj2O4o8j/cftEwmvwh9AzlRqPnS9n+5XRGoJgeUbWi0veq2obF06rv8ns3H5hVsQ8tCv9ja9kwsssoJMADBNjXpR1BfVOsjNTsfk2V5lc8pDSVtShROnjEd4nUh205NqduZkHENdDtmzP4axG27tAeaj+Em+xQSpBzw9g7llU0KanLL7EAo31IPYrBnn0kfS+s+NFm/OyNNFh1GaCumAJ+pHjmvwgQzzBQ0/Fejo3ym3KMOnpjRDfPh79K0dm9qeWBbFqShs9zqSnIwWxyuIBv6zPCwZ7q33q9282tshVPjS92ZRbQtbOitrBPlBwDGEx8yrYTbKnJhJ1XkqkiZDw8V5fXT7/O6k3DxBp900to5yMdIHvP7jj+S9wZcHmxkGV29IHTEVkMkYltKtJVfefYIzZ/KTJ3cs+iHIXyj+eidk9cNyxO6gug7NlJmhF/R8GRCi3agL4WUCylHJuAxebfgDkDguAp7Jt8tr2H7cbkN2zVmEw41htkYWx8WPh2xzYGtJHphYSo50CJNrIzEaNPo4zRQWvxvM0QnaX7c/oeyIMth95UIXCqfANWNeN9JJ1vpYatqZJNSJ+dEi2fD2zqUs+EHXNuBi+CVMWq9h0GTI7olkz4P9NjZAZ6H1x9eDn+m22btHfk/o0mhgcmjsAlSvkY54FqjhdKq2YtYdK7bhub6TKV+4t3VBqLIberqNrTCbzOzoJHOmj7w81Rs3rZMzovgfC4alSHSxLahWZvg0w2rt7dpfPtJvF0kf9j/MZ/C8EGoxpu6Lbh3MrAIGTLFpvA0mqxLP5rSQfuZMDqHD+xt3fuDwh2XQO+r7VrjK1FflN7TzoOidkOLpjGKDhljkLuthZ4G2Q5ym1ph4n2N1kdq53UVQt+jZxY14jpm+SGRZ3HdCD6Mk2XI4eVgpG1oQd9K+5fw/mCgbEMTfgf1YWu3oTE/OmzvUl65L0rraxdKc2YHKtqJbFAbVgd2wHVhVJ/d1THSn91dkSaLDiOMiQ3+9ZnM+rwMG5xpp+bbdFp58pnPi5dBn2k0AFyJ7D0bzmkPw5Nl0egIjS+SRo1HBXtmQzLByqd523vumYxuEXWgdMh3abgqpY19fYk62oQf5ZXO6HvatVl0iSLCN2N8+ZR2/zzentrKdiPnIfXDVmRp3p7/vEwfeRWWz+RBnE0jaZSrtTHIAamXqzBfH/pN3+fPKM9ZHjWHusY6Yy1qQ9JeCJ5oOhMbiPHVtiB7ADKyKMyDwt62chHTR3USy+jtJ3XYvq/poK0/vVeQNNQm+nrrNuFQI2YnpB3jBzNq+YR1kKuhgHc45QQZAGWFkNOm0SdpsM80GY3ppFaW3fqktmdEJ+2kCUUwSDKG6EZcXm06e7aFfRfgA11t8livb01bBzzR81fthzEBX2zZvN6jOaqqLuQ86tQP+HmG3Dn396VNp3Xg9pE/i70jn8kVf19fXR4BbhMd/ajnEadLex7afI1WClue7DMZreK6+gOuhU0XukVtQvyA61AfuC9jB2Ni0kTIutZXyDThgbi23iXdNF19vTPXxvyAa59G9oXU9vt3ud9F35ODUFlvm0baAnq909vQCE+iPqrSN/I/7YDr8ncRyKHcslZeBwP9K2nMpmfh+CK0/Vn4Ll28CXxow8qzoF8zM0TuSjnnOmCMto0tC2wItdWajaO/tT7d5mD1PZZWPre018lMnsV1g0YSOhknOxmiX73NuS9BEe+nPB+kPdDkUJv88eXzNpf2gKZjvqjw+WyJ+gHXJJ0ZTR/LbWhVm4D2NWHHEOvP7q4YesB1wh2DXF2Sz4ZFSITvxFcIABoxoJSnrI7R1amA5ohiSANO7/FD7sRnTg2NljBsljkom6xSxtLY8mxZtHy6yh4eSCrqo/FFvKMfcC1WzTL7SVpOn+WHTefrSPjkorls3gjgVpEET+jqmawH/b8+msC3p4wg4dEKIV00b3kQZsAfhTYWcWZXFlhb+LL9SpJOB80X8HJdJ/vagaZGeabxUWsvv+IR0sNoUWTbprUrHuUB13rbR1eGCqCRW/mKrTiRsmo6SlpOLLIoxmv7jLaZ5Bd7Luyhym9ZljHhezU24VAjZick7U7/EepAmS6cuPDnUvh0dlLXyoikpU6+NfrY+4TmQpH7mE5qZdFDZrX82ZXIcxBFGtQJLroqaosqh9SfbQFGf0EGYszxjdguyZPVHHDN7IISsRuzK7GDvYchlAG7qu+jq7TJMPo/HQCweg6xnTG+yXdkeZpdMKS+ms1TIzqL+ARijH7tuV5fTyuFLc9FFhVh3cO+MEqiCh4hQXXL02DtAh0o0XM5NH0YCFptFJotk6aJ9etaGhpZQv1VS3fsEF+93jxaIHZQNT3H0sq7rVOeKVHuTPZovRXemFAXLc/oO3cUlCd1H2GR9WbRRQWPqGCRZ4rOyLRA+Xlzdr+6UptuZUfTa+2Ac37ANb/n6mHlQ/AlJzJO29nKOe1fCmNYVJR9X9oQ51+KOmh9pNYmQWRRJK187mgnPJKgB52rW/KEjHv9iOuSP+ResfeUtohtDw+hDiNXTYTm8j0wPkh7QNMxX1TYfKlreUS+qa2oA51IZ/Qp44pYf3Z3RYosOkyQoffyWWxCJpofUSDb+VPQg8ii7woDRp/Rd2O06QeVllf5ucXYgMAajdjEjVEMhaTZlqd9qpNGysQ+/+ppDw1F7N3YNrTyUEVrTH0+8jOxkieWdumExQ+4ruomtqHZ8u3/rH6jbEMjfG7aVegh2zZYPkbymKd3/FFo4xNGYZmyM4jVhSK6DU1x5p3MsGfg9SlMRO5H1SmuK3aVK37AdTUAELpCdUab4GU0mdA+WKiDx1jbBnIh9VGWS94lcsUmHpS2lFuraH7DJhgkf2M24VBjmI2xV78iFtFDYeeocysdOeugBc6fHRSK9lS3odXYArbCV/BIVllv2S7S/utfhzJBHjQCgteJy5vUDQ10UocfcO3zoPnLOsW23Q1va16+lge92nc83zktMp9RfAWan6WFruoz+yHyi/W52tYYzXZq9WN1Cmw/lbdQnqjt1g7rVXWjhkea7Wf1V2y+TB/zHZqK3xXTkdUfcM23rmu+ldUT7ZBjOfjLhF30edCDnjkvZB9J2SDT0PNpqCxZut1WmyGjDmsri0L3n0p+ePrt1cq75Usm6LF85PX2EQsBb4KJfN2231FQnmhbPh2dkf7B/uZnFsX7TGPEeTH2fJ2+fvA1bVf65SpKC08XbjkrD7jm93w9eHmUL7HFAq8Dnj8yusZ+Ht3zj7cjmyAadRtalawpeCOv8rml3cmMIvtsG1ptlJT/MI6VgdiioJs0VWwj9+vJfdKeLuIu9++Eix1QabblUz7wMZNiq5TxCLXzVkayLJRr+85IkUWEL4y+Gr+ofD4067s80mTRYYKVvVh422rHLzQKoJxFDY1KXXn0ChAH2tB0oUOg0xDe64tQ1HC7wmjb0Chdkg6qsP0qVNIf2mjDpU1Ak73GytRCa+W7fWJVKW10mxXNx/GDDBZZSLkdVAk+6QNKP5CTtPIDrvl7de2pHS7baNzxbWiSx44/ZJuepM0YWzdaf1rvkMZhA38vP5wOLrOc5oI947JjlLxY/kMPjQ/rLMuktEueGINg64XGI17nuvBkbyecQ6UndbR6uZD0cnrCcPmw/ah+0vpoPKP8itkHyd+YTTjUiNkJSS8/4FrmocgLOcBUm2iUvGJlRmjT6NPeL1ib6ZMcml2n+ec530ag8YReJc20HCnnlidxW+RpYV/wUfTGCN7G043S1mE76jzj5RujpYV6sPcwyO0VUhekDlLQdtb6sLr+kdJnRHvJdyhtsjy3ZQKcX6Ed9/2GL6vemddsP4WlVdORWL9j35F9JqeVX1d/wLXiM8S2oYmIERqhJfVB82XkthMp61JHtDR8SzzfdlIe4nsHtqE5ukS7KIfm+yMQ7Ltg8i+vNo1Wb5tG2gJ6vfMHXGcj+ahSfuVfcGCwbStBd2HkAddwZctDst1957+G4wv7S/r+7F410ZRlmtwZVp6FnfCT/mdhqm1omdiGpoyFpA2hPNT6Rfpbs/PSR46llc8t7XU2oE436DZKO+7L6Da0mskiZ1MVmbLQ7BaVB74NjedRN2kq5cD6NWX6kE7LLdmfFIJvTL6pH2FG08c8A4sui+mdzdf/HqETvosjTRYdJmiONn222gEMDUUsDSR/bvVVWznTw+SVe2JFQqM79o6bGQc/hIyG4Nt61812s9niwMj5/+0hbOFhtr7skQ+4VvhSG1lEaGOHKiorFrZd+KF89OBnm2dYR1leIZxp13mIQZGsS61MkG0d8ssu0iHXINtf8rR2Gxr9syuXymx+uZpsy9PpsDBGp6OujWuf0ZVzbcVZ2aqn6YfMS++cQp6wP+Vd/RPlI25DU3hO4QZEuS5fwaRPpK5UJw1rS/9+zA7J9hu2RSVmEw41YnYilH9U1yzQQ1XPCq+TbKBSkOhCqUuRleTRD7gObS6XD5pWv9LDUO3Kp5Z/UF6kz4kNFuomBigtdOuEGvFX8Ly1q003altrA0t6P64f/P4hOeDagOmCnViQdAIgEVX82Uj2MdKG2juUNkcTsVlG8InJo9B7NsgRPJOooyVWp4BWuQ2t+t/axtG2oa1ucoFtUzfEZyC20G7Bk2fRGEK71AfNlwm2oUWi6GR0N71a+iwPaL1p9MRI29CK0tfh/pPGY8mf8IDrMj2C9HS7thr9Ykxtu662PcN61vuoMd9F/smJQq2tbNpcpC3LFtvQCC88/zlNlFb+cYMsuAfwKCpHT8H7SAs7MSijXqycUx3QomvYc+FfUtpiv2sPuB4SWSSfh3XVo3CGHXBtJ5zKCVAbORjfCmnHYHSrL6XHQlvgsPaC0htGcY+4DY350b5OnE7ui2r+AdXTwBcUNqwOcktknY84rN+4uyFNFh0m1E28SOM1Un6uk6sUQ4YrjrINTRlkDuucWD7qO+V1MOCrS4HDRCcnChM1YNpgUJZvy6NRNbZ8uj/Y3rNXyZuYs669a682vX2nXLEL6aX8AJRtaCKySDo/FPRLSJJuW77kD81Ld5BJXap/mg1+kHHM+ef5cH7J9s6zcAuOWx0u/CSIRqvsDOrokPRoHUqMZm2CitbHT3SE6XSdCumx74xiF9iWGzdIJlsyFHpZ3YtRtqEN52kgF1K+RF2MoIUOktUBIHvu36WD9sB+GCUfojsxm3CoEbcxUv79ymxoz8Desb8NkQN6f2B1JWY7RdnUZkn61PdpOxW6TsYnpvzKaLANTRnw07pqdOlnORlGY1APUu88W8U2tEidHI1D25rnE+Sh5hvaKBtZEwwOR5BfdVsOWekvB1shH+Q7so+1tMq6sP5W9S/C/GUe4ZfP4nZB2oTYVkEN2iQ/hd+GVoTphW7J+00l6lLyg/oKq4Hcpu59K1+OlaPYJ9HtleoD82UKe6yBfRfBuwDtRz19Mg3fhsZtYDkgLtMNG9SVE0vCfxL2k8qIvdJtekXBI100G8Qjl3TeaH4D9W3uDChPHJ81u6TYA/rHt5CFcufqK9PaCKJBbBtaGGGiH9lg259uY/SRpkB1Lk/gQ/PyLGxkqmb/7dZC2jepB1wTm2wM54XWL9LfgZ2v+sIMum7Rq7UHMTnSZIbJuxIlRW23k/GKP7FompzwMLBdQ/zH0l7YfPwzKU/23dgEmM3LluPtIJc1+oz2QVZHLY9ovSi9Xg9UVjBIG6jZfMmP8vnwvO/qSJNFhwnOMVN8GGP0+/X5cWdJMyo03TBaCuVeHc2x57Y8enihtr3KPqdba7S8KV2SDqqvg8Lw/dDKAEQePhfdvqHwoO6Aa0ob34bG6bPPy6utuzeY/J79KVgAACAASURBVKsPYQfv6m38yrqk2/Jb1oPmqcsgbY/yt4wgkSv7GiS/JE+9PJB3yLtOHpQyC4XGOlrKd3j5dXJOD9+TedP6aG0zjF5Zlq9HlTZCe+nY8KvUGRMpX4bka6CyUggeSdjbDTIAYPSKOoYTgmH7Fcp9Wh9ajq0/LYNew3txm3CoEbMTmvyX1zr95HwrjIGBUflpbYFGi5N1cNo0+mLvG5KHOglgaRbbQOgBnVmWicOk41dNPz0f/P908lT2HZK2sm8I+0RNz1n9XVlgz+z/8bbmPLH0yrJkO8dsFK/3aL6CFh0lt6HFJoeZnSV10PpNKVuajsoyYnKv2QJeB89TaRNkG9XxiD7S0llZVes7hGcuskipb8wWjArpR7m+VGwhLwwfhNoBUZ/IK9UH6csUxr/jv2LEeUIH5xYyTbgNjdsEn25IvfMs4j/5NKq8B9vQssAGSD/a1jvL47yh/9Prnd6GRniif2yDX+1v+Se3kGl2RLZzSX957Q8KJptUTuRkmibn0veX92xZoQ/N09Dy5SRHUfkJNrKG2gjZDPJraQCfDND6RfpbGzd4+dL1wx1wHZGjOpnhuiF5wW13Vvk3jqaaRUFvH7jt0nxWS6elfZRtaHQso5VP+cDtgZRXPrbR/IOM0KPZ11IORoks8nWU9EmMOua4uyBNFh0m1K3aa1EzI+dXRZisahuae7feCaqLemD5KO9Yx6QMBaYrP2DP7Qx1EAUjlFZLQ1cT+4VhX1rw+Xv6+oK2mMOnrSTKd/sFrzMNj7Rf3KD5U37YdJS2kvZwwK4efFx1lMEKeDFkG1rNYLlg/CrvyS+7aO0c5GN0Hvt6+q/FaXTR6CLKB1vvMr2+AqIh9mUjrXxLs6mRZx4VE9LAI2JC+qRsyWgCSbsbFBcm4A/XXy1/f60LT7a0mBpaaN5OLqTTEeF1+a4uYzZKztOA8F3FBmhlaF/qidmEQ41hNobKv72GkX+hDLktaIV06ip+KX2HtmpOaWL0af2DsM32nnaobVgWz99uORllW46MOJN1Cg+4rhznyCqfTd53dpGXH3OSpU7GolaGtTWzBVpkFeUjqbvsi7WDvYdB0lAUfEsm1yX+riHv0DpoMqPZTs1v0GyqpJUOBmjZw/SfrjjLdBpiEV++/rJdw3fDAVd51b4UGdPH1W9Do+1Jt65Tu6pFjJRXu8VC6kNf8IMuPmbCdso+Uvpg9Op9HZuv/b+0Cf0R+ZBlme4/qTbF1yPLwHwxyy/LP5m+MCRiIcIbTY6dbQ++47U6ZFm9jxrzXZwP7eqZkTw9n6QdM8awAd+wbWjWx6b36n3/LJAf2v/FfWjOF9t/UFtEJ5+YDhTDt6FRekb5HbYJAnmKpbX2QNMxyg9e31DefV0y1+9Z3uR2LFEM2YZW+RLGhL6EhdZP9wv/hTm2DS1Sp7ptaNyP5s88nYb5kszWG9/ujh/Crmp6EIP0Det8xNgOgbsr0mTRYUJ9VMfqZypt8nLFGeqp+fHyQlq0wZdxV502bWBnf9KvH7CZfbtqJ76sIumUq7905dXT7H8PBnzliH75SNLkn+ll0vtudbrmzCLafjb0Vq6EB19Dy/knG2MRWKrRsjSJwVu5suBXiGIRB/qsuX9mn8sIEs6XkC6at+SxX3XwqyNa2bYj1GSrUGiso4W+Xwg6tLrUnVGhyVOsDrJsTZ7s/fp2DnlCD7dW9Ze8L1ehNdDD0LVBLEUoFzwhdbyDeoPzjdbbr4zX84zyy8uHTye/dmYMojbhUCNmJ3ydy6v7yhDRdZ8Hz8v+phEDFm4SUbGLkkeSNkafYtt5O/nfsn21+smyfMRkHX16eZImqZdUNzRQWqgc+Ighkl/NZE4RtAdYHTW5k3XQeUbukf+lreLtPpr8yjKkLpS6VKWRkzc2ekfQqPWbsr0LY1S/QWt/SSubsBb2KMZbaxMCHinlaOVraTSbL2mVr1latajLmLyvehuaiCLyvpWnwQ9ktcgQu9VC95UsbdaPYO8O+fKflkYeQksjD7I8C9LF683tib3W9b9O3t22SyH/wYHYvJ+M8Ub1j+9gewb1zMOvocX6QUqT8w2MP8fG56n3lVZn1IOsB/KLap4X1H+N0cd9f/B7RK44b+OHPtv+g0U5kq+FUR0w0HdZjNIXxn5rdj7mW4x2ZhHRBUX263TDyn1BeMUOuK7Zhkb9Lmq+ohNHtP90fot/JtueTgZr5du8yvTcHnA647bfy4i/OtkntBgzmj7GzmTTx0ihvbk7I00WHSZojqd/Fl8djeZHZlPlCgHAVxDDd0NatAmBUSOL2DvWwBR+Pzqb2S/4c3sdNvCUZ1bIdwZFwVbLXL6FCWiiz1h+6moO1HcHpMHkqpmb/S84ffZ5ebXtbtz/fJUwbrQkTdSw8sgi+V68PdnqvnN88+h7sZl12b5yxY/yR+ZFI0Niq2Hyeaw+FnJAFDsXhtGsDCb8swg/6lYClXv2nTq7YDtgNwioVmOsvdDoVCM4ClOz4uTthDvYNta21W0vF/K5pYGX7+tKZMxNdOp70rWBvMYvTcd4NIVuEw41YnYiWH1m+i/zCHXfwPOOtXdhMCg4/1w+QUQGp43Tp9WF2FxCf62MCdq9vfPbCCSvwhVBXjavk3bAdcgXrR6DonArsJT+2ASGifBP8iTa1oot0CaOQv2QzxXajAnkpq7u9JqRhQS5YkuhHS7K6lnTP1o7RekP39H7cWrXpbwF9RE2QeoGEHfo5cRS+DzeH8T6UFumtY36hwZ0WzAqpH9gI8WoLfQHXNP37GSRrg/Ml6n6mOCg54i/ZhT5oLpvy6f239oEm27Y7q2MpPURDvV9rZN3Qj/dkhyLUKM0B7whfaSWx50/4DqL2pTyN6+rp5v7CCyyCOHRBjYvOalI2zp+39Ma0uLT2fckH/0B15oPrfMxR9jPUdmhddSia1j0SU1fGPutyX7Mt5BXaw9ovsboUTWuvhmtnx4lRaMT88z7CHUfMmH2NeLLaxNHVB60DyTY//0B18oEmPTBDLcHLh3slsOKHtEvyqhMe2YRtfWabMeQR9qvbowUe353Q5osOkyITbzEHLah+RFHtiiUQ91ynk59l9BSf8B1hIaad+hKQq4Z62FfJhMDE41P8kscZVRNOIPtnPvI6pgvE8H92Luxr6HRA72Zo+1WW1DxJXNGjb7nBsuKYyDrHa7y+UMvKe2UTlpP/Zk3yM26bWhDJhQC2khHEhxOKetT6LTSQcAotMh6le8qMivK17aMqF/7MWE6Ti/PX3tHmxSjdNmQXDtYpgPkURxJW2bdXnZX1hBbFJMLX1+d15YGfVJAOgO8LJqPnFiStKr6ELEJhxrDbAyVfwCBDtA0si2tcykPZLa8M4hMRoiy1a+haf1DQcol9kidPDGyPXj+9pyckbahGV0G3aRZoDsItifwenhayk8Mc5q1iWjtueRtLIosNtlD68zrL+vDy9V4IcP/Y9BkqRwsE32PTKrwvsDfV7/QFNjOSBsqtkrmER5w7emRdkHahNiigoZhCw1B/6pGnQndrf6t3YYWsQWjwh7+yiMbQrtaGKifRKfySvUh+OKXCSNIgpV3pb+JRhblvA0t3TQ6ZFi9g8iiLNPbhchJThbO7Je85Idf+EIFjYZSeCN8ujvbnkE9M4XPdXIkfDZLn3Y4NbWt9n95fIWLLOqL+0QGPP+rfGp9/zDyxr6ficgi7gsLvuTWn/b3WBniEG/1nB9w/+HORBZZWvM8rh/2an2lmBxpMkOjroKJs0rufWSSX4wp5TfIzr1H/WY5cUhpk7+1iLLQ/9Qnf2j5lA/SHrh0OZdVOcElo5Ho1w4dLdU7o+hjFmk/fdxMfw/vg+/qSJNFhwlaCCm/vzrhs8mNMSigGxWtPFYmuacZEVpGHQ2F8g6dGVfDQMVMbowvhXgvFjJpV47kahmddR61THo/Ri9fKeBhpXKLmeSHvcrQW7pdQ9uC4OvNaaK8pYPjWLi/HmJJ61L+lhEknC8hXTRvjTbATorpcubeEVuWfL19OXwyQaelfIe3aZ2cqyvJhawPD3eVeWjOnSZP9n6snW05NpLAbjelMqM7kjQPny4enuzTDhtk2fKGbUPT6iTpdu1B0nNnhubr86Nb1mhZAG8jmyZmEw414naN0zvSNjRRR9vuIT9NrYzFbK5Gn0ZHIdpMm0yndkMryw7YGO2RNozJttbPUJ7E+ydPC5tE1/JTJif1+sYjVWN8ByC2h+p1jPV59H+DeH153asr4XWwDc3SFtFjyVtvn2k5nBd0Mi26vaHmYxZUnqhsS95KmyB1Q5bPywvbmsJNeCo6IuXdv1PecGeojKCPwyJqJJzPQP6XvpXlGx0o+QOuvbxqdtHSWBjDDpClabRoZguZhk7s0Da0NiEWPaHVW0Yh0S15lm7LA/s/P4C4EPIv20TUO4/zxv/P5exOb0PTIotGkCPb7m4SMad5+rQyr2BSkciJPHTY0jTSNjTF1w3aL884b8F9YYryAwm6LcoUHdC2blla6/rC2G/Nzkt7urrIIiozWhQO4ZcycUbbMsv5GaCjLAoCulwBsp/i/SfNR45vnDxl4VjU1ikDHxdQe0DpjNv+cEKKbkOjtEg9iCHWflrXofUDd2ekyaLDhOiKlFuhuYP5FeEKAcAPIgvfRfCMOoieNhOk02jgs9Tlb37IXbgKM/Sw6YovgeNOrBktN3ZoI511DsoU9ZI00nKHH3CNqr5+i0kh6LP8sOkKZvyqVUIhJ7EDrrV6FIU3ypR2SifNW31GVgjkl11igyuWT4w227nBhgXH3xkw/uuOvTwwMIZwlR7sqtKsdAr6AdchP/RBp843unoemzhwg2Ibal6EOkTfj62wx/xxKy3lSmOVVyxSw7ZhJWPaBJcsl9abRw14erWtJ9S2eF6QCANlsCIPJyzrrduEQ424jeHPmf4PsT9sRQ1y8F2dV6TJorDv0oZx+rT+IWwnWlZdFEdo/8OJsVgbUtnW9FM76LluAoW2iaWD5sOdXaU8Vy59Fu8TYiv/kvZR9IPyQNI7iq+gyZL9zLR9HusPYtvQ1AOupX00pH0VGy/fp8/oYIBGCwVyqNgEbWIqGnFm9N+u/jX9wTCe5Zq8R/Txjm5D81sx+DY026axiBF+wDWJJFH6JPu+tJ2SJ/UHXJPV/4IP9PLMH+I7fBtaxH8q4u1ibT+t49BtaMaQeuu84dvQ7H3+zh0FPfRZP+Ba0E7Kt+1m603ztGmDyFQjJhVdNJXchuZ5kQn+aLqhHXCutV/dR2IobGRqochannn5svWUzcAO9Re6PcpvrU1ivoW8ui/MRfw+PQonfvh7JuphI6tc+ogyBT6Q0h8BoYzYd2hblu9L2az/GputC/OjDZcTm6a0YT5f7895mliEdmFEX1PpwQgHzueR9qsbI8We392QJosOE+gAht8PlXek/KThUkIvgYgTrSiEUejQBmRqPsoEDt12RbdcFOJ5LOxP0qMO0Mnv6AHXZAAydBuatpUn8u5I29AKTp99bq+lYy2czCJ0hiVsttFtaHZAEHHKNSdaOk1Z5js6fRJNFwq69UN719KntaPK28iAQ4b1xiAdrLotddo2JfnMdkRlXmG6YRNIbKBSxAdslG+2Y6UD5IAHirzQ8qMrTkRWtDpoNMlD60Oay//Z4N6EdbLvsPuiHmxAX5ig3TQdk/XWbMKhhpR7uY1ArvzlItqG0S14oH1GuRwgk2fKwElOvOnb0JS6EPmWW1zkO9qgi+bvD7hW+hXFtqv9UKGUa/wEquSNT+PrSrekqLoqeBtNV/hJDG17Qh29QX2E/bDp5Zbw2IRcHTRZKs/3IPVQ7Jgsjxal9Zuh7RxhG5qU+6hdALnv02o2oW7iQKJu4kqrk9aOwaHg1b/DvvZJr6v91LqPRqZ2mNtdg9ImqNvQiNzKLVqUVvo1tdgBvpp/Em5D8+XT9pQHXA+bZKHbcqT/5OgWfU9p++kECJ8g03Sqrt42TZ0du9Pb0HKFzyPIEdOZYsRtaKK+lP5e37CoDHpIdf02NJ+Ols22EdJoo+ihz5wvtv/QZC0T/qScAJO0yn56lN+anbcTssMOuLb+RyBHNTIz7IBrOvFnJ8ukzkmEW/HD/g6I23apF6E8wS1IxEDlW46ZWP2kT0j9A8E3dRtaEeYbQ3QbmtovkN+rHK/fFZEmiw4TZAhpeH91wmeTl4Mw3agA+mBADxMP7/kydNoMwueuw4huQ+PPY2F/jh6AOUix0HZ7aKNT/kO1Dc1+va12Gxpx4Fx9Y9vQ4NLRNPSrQZQsjfV+EKltQwu/+CHzqtt6YgxciK08KJvxJSKuMszX5YuQPzKvGG99vX05Mqw3htj2BW0rwsjb0BRHWco3ABfSy9uTvyMj52S6wvDtaLRceUCkLJ/SFA9P9jRqkVAaTX5rEU8neSudeSljNg23ZXp7+bS83dRtMiSPmE041JAyFDsIlobhx6LJpMzWbUnQ210+C+WlfhsakT1CUyHo4zTzK7f/Ou3addR+yOqOZptkOW4LSs7TRldXBf/kM6l/I21DU/Wy3hZE+RT5Oimvu8yDb8spdS2sO3+X06j1m5rtHNZXR6MoI2UbA7adTrMJ1H4N86kY3xVeSh9Gk8WYvbYTOBqP5HW1kwvWP3CTLoFv5eVV24ZG5ZXqQ3D4rvGDPu1dW4bkQ3QbWh5uQ8uzMF1dvWP+k6eb88D2eXILldw+xfseX99M4w2kLHh9vLMTRbZOo21D0+269U34NrSMPJN2jEd1yC17Mg+2Dc35mCF9tdvQ8vAepYemoeVTP0GWIbcihee3+jaX/vwovzU7b2VFblfUdCDPQ381RmvIr/AZ3XabVYvTw7Z0hlvx/bNhX63Utx+G8iRlr65ehrQnlzVp+w37cqG1O1lO0+t+4Chz8Wkb2h1Hmiw6TNCiDMr/q+sqhY86snKFANDDRIN3aUSQQsfQSANtxdsaGLJqxL9GwJ9rM7nW8GTuf+LYMpqNS2MPbXSraMpK59DIIhPSMiyyKIOdVUdV33AbWib4YdPxUMwMOar9yAXNO+R9eACnb09bvuQVS1cnE1X5NIRbRuPE6KJpwsgiwR8Wzl3DW2qgZXuLMlV6BO3O2VfCybXVPJueH8wXl3ttNV0blNq6RVeqZZQC2WrBDiqVZZmQL6XzDxXswFvBIwm6/aEMDefPw69IibqyqAFfb2nLaFmG5FHqBo2OqBz86n8t0i5mEw414jYG7Cq3oWp5xGyltpWpLtpD2kwqL7UHObIQcE+TNpkY0Cx02a7m6yvknDe2PeP14XkYpVxeD6InWdgnGqIrlA1eNuGuXqfIZEKkP9H6EVv/TEkn9UNOGsl2jG2vYnVXZInadK284F3bF4DXt65/NEVINy1D6zto1KcsO/hN5JDahLIMXm7Mp5I2RCLWv9LfMd1122JUHeFlrnZ+wUXoODsc963YJIAS/UD1gfeldqLFlynfBTyPqA6F/bdY/Wf9R8ZsxLB6x/wnWu8MIAsrfNulj6YCe0dGNeauTIU3lXxSXpX3V9+WGmiESK1dF3IkD16m22+oL0j7SlffLEzbH+hb2ahcacdchL6/z7f2Hrj/oZ2/Sm0D9afpNjT/PnudbbVnfQIw9Ld2tf2iFp0X6EDG21X6fZrcaPLu6pJxG2gnQIdF6Uk6ZV8q/Uh73/GEtFv5vrCjROdioHyQ9oCm4dFEXN7pRLm90vvaWKsONsmwsWFZ/mhjjrsL0mTRYUJsFW/YhEw0P+I8aYNBOdDn74a0xBzyMo8IDcKppeX1iTFnZ/GI5/aqzdrSL4uo9Bnj0vQH/Etg/QHnj1ZmbOJOWxGV79proyFCwzMfFmvzbzQywg8/Q0/TlBEQvhN3eUNz5jlNdPBDV8/ig1EEMEKe8px2DLycRiOMKnFlFII24dDJr75Zuuk7lLcyRJa2t5OPmplW79BxOjTZ9/xE/BnZ+qJ+RldxnrhOwdfNhNFCcZqMqjteRzwdki9le+odJz/DhNdFwnXUytYiXt/yf0Pk326vdGVpg8Ii5AfjVyWbzC4UXCYYL0zcJhxqxOyEnGiNfc2HpnF8KkIZcGmlninPZNlUXqg8h3WxdPA2HUXGpdzaL3BxfRPvkoGnt0MhPdQ+29xqnTtCi/aVyMJAtSEBfYbrVMxeyX5VszHUdtL+QZd93YaO4itoE1d0Ww7tZ2KTN1LfVFlT+qI6OSn7yzitsmx339oUYqeoTZB11epFy9O+Wibp0evL9drdJxM4dhu6f+Zpp3msNhqFblMv/0ewDc3SHZsEcM+FXZS+ljzgOpB1pb+RaXKy+k/bydoE6RPV1Tvwn7KM0QCE/iL1YfoDsQ1N0amiMMw+q7wpQptR17+uBnkW7z/KcuxVt7Xa9hs5OUz9BdrOvM4Fi8rICQ9lhEldn0R5qfm/3If2dQ0XvrltoP60jayh/kt8l4W3I7IvjP3WroXx54JR3mhXG93GfNoaWm2dYrohj6+wi690vKVB0inlSv+Ko39H6kXoi9k+Jq4Hec7L1+yga0ui21Teo9vQtLHWCDoZt29av6D7C3dXpMmiw4RYaPSwkOl4fv5qTKgY/jPByrsIy5QDFfo75pzWhZuzyYE83IYWDjJA8qgUv/I26GSMpM9/scuwLScu35oyZbW0+sa2JFAa6eDXdl6UZpum5EeZrw0ft0XZTqXsxCHqX08n/T8jTuCwbS4U3hm3K4uZO8CPPrN0xcQ1RhudTIueYaLwVk4i0vaO8UejJ0aX9qwQZcr33D31ayy+bMk3Wpbl4TC7wGhx+fpnVEdsWZIvtj01uG1oER3TaPKyytOF8ghXVyrXVO7D31w3mSzA5+doBrcBkhcxm3CoMcxOyK0nddvQpNxo9iqUZ/IMcfsQ41WsLtRmaDIu70ma7XYXjXa6jcO+U4h7PO+wrjFbLmnRtqHR/qOetyQdlMkJRe7CPMsrtZ3yntSb2LaTUXwFrV2i29Bq3pU2N6xXyAvdL/B6LO0GlfthdsEOcm1ehuXDZafOjkm7qdOj1dfTqr3jv/YZ0hXYglVOMMhtaN7XCMuJTRi450QfZD9in9sy5Lu8Lnr+tFy/Dc3TQye5hk0W0clm5z8R+0n1yP5v6aK0SfmX1wI8cknjjSY7MkLnjkI727NQ5Cjm03h+8jxjtBdGpCUTAfIcGZu/PLOoTs7lwijNi/oP3ocu88nEKFTKD/OnSf8S0ytKa6wvjP3WrtZ2yg8GyGsGmyb0aaU/wOnN1La0z4wxzmZLXyx6wHVAp382Sj8Y24bGdaN+6xelk9p6LmvSD+T9iauno4enkbIxDLH207oO7gckpMmiwwS6nYTdt87HKkcwbEXEhOF/sgNXaaGGQYkqiEU9+Hy0d3haFyotlDFWH8AbiqabxSVlGfqOT2PLkgIsv6IQK5P+z8oYMoPcbFgHzht3GypqX5U0llc+OHKfACX0NiOrn+H//spWj+XqZ00bMHkqvDzRKCBK1yjtyGgjKyF5FrajhqaIrCoKw3gZ449er/J/o8h+4PjXyDMb0NZEWLCylHRNuyqu0KP9H0NTWeWUfKHtKUG/lqLJP6fJRzCq29BEW1M9ph09r3c8ykjmEda5/KPPGC+qems24VAjZic8T8qrC+eGIltDIkhYBE5N+bFtXoDCK9UWVLTXtNOoNJcrn6Nty6ED4bqtP3X2K3bP0sHLN+6Lj1qdXNtRnSrM8EjbQuGT0PvgnmJXpD6uxlfQeEa/3kNXbMPDmnmb18lMMPET2Upoeab1HdFtaBF7odmEMp24Ru1YaDdj9ZNp5ISPvG8HiKq8i3Zc7fyC26ZOBkN0OxCliOatRi8QfQC4TaVfU4sNCNi2Z7JAxcuofB2E29D4Nqd4nUv6lTyz0B7QNrW2PxPvxg65L/Wa1DvCG96/wt0/BHNFah/NJlxr7HosHz/pFcq9PL5C8qrud902tDCv8De9J+2fdqQGfc796fC5ZCPbak/o1XwK+VuDjS7Ns6z2i1tU/lldia+lyY0m7/5/33ZlWi7jw84sspBypfnSWnvSSVQpT9o4lNPun8mxD03DfQ3qz9EJZ5re64KUjWGIpYn1C3X9xt0NabLoMMEKeXjosO58DM/PO7RyhQDwxqFu5YwZDHKApFbGMBrkPUoHXWkblhfgFZ868rHVyoZYAZGrCuUMtl7oKJE3w5qlkYuDqjO/2udnuwmNbBKGrobYbWh0BUVvw2Byg/CGrqZJ2uvakz4zRhpjzntbZw3DyvT8MUEaCV9/P0CmvIzxh6IQbSr/196vmyykbcYmWxXe6mV52lmUUmTwMQxORwgdlG/2Gg9P9jyM0UJpZ+G/0GmW+TTyjOmhlbEyDdc7Vw9wHqvtDsPqS+m0+cVswqFGrLmk7sjVdp4H51/wHLydtHf5+6HNjPFKy0u2WWxVso5mLQotRh9fRawrI96nxe7RbTe0flpYuZTfwnBbVKcfGr00L2o7h9kCmV9sokKnJcyj3DZB9Z3nq9XfGE1m4v1jAb0Nef11WgNbQH5r9yVdkj/1kUV6H0nzcelVWsM+ww5cZdRgTN5XG40i/QO6DWYgjBqbBFC8eqoPAO9LC+MjEWLRT3RCkEYp8TL8lU5wUx+lrgxPf9x/sjTzOlR9VS63uIQRMVKu/AHXOm+oPhzyyCIli1HsZpCPwi8fCcLtWBZpB20bGv2tjS+Yvc1CGujvXPDXmLhe2MVFai9pfj6SPyyPliX7Ts2nkL81ON7lutz7cnn5vq78wzYSsTYBvNy7iRZFxlVaxH0pV9qiidaedGwh5cn6WzHQR7y9ZP0itp9E9dJtsjyySJe7OE16mpg/McqY4+6CNFl0mCBXHd19ZRVytPz8+/oB1/b5aLTUfVJ8WBQJX5XladzMvxJlwfJSzn9pNHhotEazTUPLkjTWrTCq9YmslmhoNHK2YlHSwGfOJY3llZ9TkZFOT74neRo7L6FcTQvPGgrSKXWSh9r6yCIEh5+Xh5252wAAIABJREFUddb5EZv0oCspdnVE0iXh6k86DMpL/1ynBQjlWkZJaeXXDobEKre7T/RR5qNNPjUafPuibNNRo1+cjpBVR8o3e41HFsGlidFCaedyodMs29zVVTk4mUevkDzE+S9quxd23zzvtni9dZtwqDGqjWT6rww4AdTaSuooau+yMpV8Al5pK2ikHfnKu6UhLvcyP3vA+KifgB5Ft9Q+raYeQLm6m2f8vjEGzUYYVi71gPYzlCdBeULfeV9VXktd4OntPRlNJ/nj6MFwZ1XjGT/gmuqYXg9T0VQnM4HtLOLnC7q6yv6r+pf389ym0fuaTbDv07LivoYJbKSsQ7y+nGZatp9Ij/hRQkdWO7/gz2ax75MDdoVSsAGnUhDVB0D2tf6g51i/4SYsChvNHB/0utV/Qndd9IQET+vfkfZA6miGLJg4kRExhZCxnPRvFjJfvX+trcJI0Pgwql3n+YS/ZV/p2jnSDsMjixT6qL1l74T00Ggb70OH6QEEEfdU721kDY/WiYyFRN+p+RTytwY7pojJvS+X88rVldg57X1N3mmedEyTZ1zGo9vQAh+I18f7keQ+a09+tX11oHM1esAiiwpuD2g5NHJK+iD2N520LCKyMYpOxiaL9DFSfb9xd0OaLDpM0FZl6X1jVjdbKR362DY0LU9t60vdxE908CicXq08u7I/bOJJi/Tws93haq+9r60ysHyLGuc+Numi8CUGuyrijRg94NqnoTQCUA649l82KYL6S+c67mzTzmPYYJTCCINs86DnC1FaR+cpp1k74Do2L+Lqr/BEPo+BDjJoWm0wKt+Rv+3/jt81A2BWtjZoynk4ckhDtEoMUkbY1hpC0/ADrnX55zQZt1qmH3ANVq4h8l/7pSPFGZADZLXdTdmuQYQBGUTEbMKhRtSuCZ7SMx9i9icWvWDvDZsY8fmEtMWiMfg9T3vsy2iyrJh994ehh2VKnWTRNVp9wCcUhtfD3ysPu/VyY59rNiTc7sHTRbehBQPQiN4LPpa2gIfe8/zA7sfqq9WdXumWBTtYBOoXH2jdfd5xOphuk4Q2mRaVuhq7YIxRbQKlS/uAhywv1rfK+sk00i65+wXfuq0tfkl9XO2ZRXbQbMj7Ng97MKtPy98L8sr5IM3Ld0mvPJtGgk+U6NvQcsYPccB1JIpFgx6ZEsq4rYONsioP0vb5yK8ByitddNWirmwfGfavq29LtZ5KHvVfkdTlW+OX9Ue5T6VHbUla6iKDYr4SjbjR8qLPfbSNCcoDwq1JVO9tZA33pXV+UBmU+awmsojKSl30SkyWqK+lFRVrE8DL/aq3oYmC5BEK6nZs1p68LtYPpu9Zf+v/s/fuPJosS7tQVHXPfWattffaax8kHLwRAiQkfgMYmODgIHyQjoUNOGDhgIXNLwAHBzxAOJg4YyPgO3vtdZ37THcVRr2R+cQTT2TV29PNYX3TIbW63qq8REZGRkZGRmRWgDjgPM78gUY91pF97o2G+SwDVJsVVMY+qWMFPWC36H/0cG8suiPwcVeFPpnZWYdmxZCO1dgdkg8028OlGxxyHdXaSimbabHgO8uArwK1eHcrLrpYM35pl4HosKy1Ea7qi5FnCYPvFHi6bgwBoxfiCEoYpmkHYxoskMGzSuHJ7fDJ/yZhaEEZX2Psfvtm3eW8pum4zq2P4uKxKqu3X9Oyoo/Cp9FI4JkXL/icaa/GxSj0QvHTxcV8CqPSOBw1HLN3FY4JxKl2T+5G5QoXxD0sAIpF1Uq/3XOCZZaqd+H+IlmAz821PnkYnP6f+FXJhNuGWq7596gIyzA0Cr3T4VbHw9BwI8KhopUqa1k7Tiv1H+NcyZZ56q7iXOdKoc+o9FXjE/HYbwfigYfbntq3mFSSmX/X9bTwPD1z+OVeu7Csi4s50crfVf2mwk72xAPX4ToC0qAy8PHYrDx4FB64sVO1n8df4DclFyzSRskErGNP18A27Y0lTlMZcjce2Z4rfud+vWkYmpczTb2MFIaGC+rCkBPCY9CLG/JUngphg2rO4ThseOCwkxuHoYXwk44DtqEZi1I9vY/U2FpW8KAoaKN45/bC0HIZi+CjPf5WtHW5ibgvhHcw8FSGozl+PzsMjYwOZuBZ6XxN/NAPMe7psWzc8GJ8GddqLjzHs8hp54dXVyDD0EjWK96vaOe/1yADosGqYkN+z3yldGnVnyN+2hsH2NSwZkJjF8mKrB9GHuH0zBt7UPVfpWMcWXN8LXBvLLojqFxHg5HkjFUM7i5skxwLlVw+1xkEhsCvUiYZ39HieprcZbjGx4wX4dv/S98puu5mXLZ8X85RUCYvgnUtrcDVYvecPrmc465HO9AbdjEYR08XwtAsK36XNAlWOMXd43ig3177+rf+30MWzCyGoS3QnwVZ1E4z4uIu6Edo3Nvf+xBpWdFH1u8KluJzKgCNn3kxFHe5+/tY31aOl5/xuZyj+2yi20FZ4DRADxamC+56MwS34gPj/VAYGrWpjRHwJAn8hotF8qZYxRhq7Vu2ZfklKVzIc5VMuG2o+ovDHsP4T31++g/0yPWMZXrMn/uzopVqyyY7O/5aPmrcHdp4VzvkS8ZT1kHPmi51OxwP9Krx9l0K5a97xnVc8KKG2tOW2iXkyOWc58I+PnK9qtyqvbHtMZ3rCH2XHRf83I7+f1nWIc8cDUPzNnlbFa5rJRcgZAH1BMbLvW689FKOgd6wxzf8G/HjMtXhy4hHngsleiXweR7oVYA60la2NgLgd6wf59rqoGeEODYsHfQbPXo6L3ndc/g+JsQMZaP89PqdHqwv4m1V3pZ8yL21/7jYRZIhrwTeoXnmS0GVsY74qOBvpr2nZdyxn81iH6oytucpvFPrBUxXlRUOVycdmu0n/RDjPO7VGKjD0OiAa6FT8LOCZek3fw3D0CzSytuGc6k6IHtk/PF1AxpaRsal6n1Ysy1aHqr+DOOO8rksqCAecB3lAbaX9QCcT9umG7QL06u11ghKzyKlY4ix/zXDvbHojqDy0okK5XEGxIlqWbJFt1nTD55ZNFoI7IWhBWs01eeumqpOBi+me9ZsbbgqlORl6WnMuldPxPGMMLRmUMjvKri4OLmGL32im5vA62kajm2xTa6z4Jp9Re1nHmGMsJ/c80fhPjLY4UIfd5z4JjuncdWPe3X6oZMjg4zDBdzQ4PmRloo+CR9YLCEeUZmv26AWDoqOaoE4Mj5eXGR32wqHEVzQLRbLsuZ365lhaIO+9WKGZ+60xXjHEcMngjJABrNqYaX6nccJ4un4VDLhtmFPxnT+78a2Wv7U/VDJs6D8kRzDchKtZB1YFzwPbr9ko5hDC68V+CV+WXqIVzU+kV8izuN3yAc4fpVbecLvtKjyEICREUK1y8sw83GfeVuFpKYFrVg4VsAbL64joLJfecmkMLTi1jGZl5T7/t5aW/duX2t1C7lgNhr3Y9mN71lGcjkKPywzeaOCDjbPmt/ZCHi2Z5EvFJee38u4IqT3jDHpgGuaayeQUwqQN9lLycvvuFAYGvDhqI6Gv/B4aZuhwCc8L2xhaLh4RBlA44PbPSvanHhnzmXcShia6CcpN4UcDuUQ7T0t6ssu25XXFuMyDkMD/OBH8BaR+fv3rkPn9P5b9bNZ7NPW70TGoOPAuFU6BT8rQF45EnaFOr/LBtSHGYJxSXhJsYfNVNCa8yFE/XsNPN7aKfozjLs189P4gOv+LYTTEn/g5gDSCjev2jEZk4X0aq01giqNnBcWTaevFe6NRXcEyrCy/c5pjkB0186T1bEwtL13UXmtcKis0Y4Hhi2NDGKsLF+cJCnumjF+F3N0O+Sxj0pxwj/dTJfbsLeuvJjdhXb7vbWXb0MTYWjzaZfUUPGz0F7Ptxd+cKthaOb81PHFvvMJ73AYGoVkqDC0auHT269p2b4PAjg7X0feUnze8alxQ1wwHYfjYF4ZhjZHd+SRXBgB0sjxYL7Z+k3nDy7aO3WvK/Lv/m1eC/QZT/osv/pzLM9Hvup3HieIZ2+3lgm3DVWRHPaIimNFv2qu8HcjGYB1sdHOrKZVhYcOHVRptXz30CcZhpb4ReN8LAytnufM4g4stk8ZDRR+GF5cz4e6XfjOx72ZtfF2MeuQ1HF5GgcHpmOX3f13ZRxOYWjswTOYj7b+yd9YFtT1ZVnAPF+Pe5YfJmFr0x2EobUFVRWGFn+ff2bRxjN9odjLYM+iauGPZcWzVDA8qX/b23lvfMULdFoAxtCbffzKssiYo3QDpwXjtW1Udbz5/wJ9OEnabHMkhqQ6DrcRhqZC/vbkkoJhGBrpVLGfNC7qlrTdMDSRfzL0WI/0Rdmfw9D4xivUp/MYKDfOST4onYKfFawnXGfRllhvrL9tlOJYKAy5jLsDh6KyoVbdfKje82bM3lqjGncjfso49G+4AcDnW1Wyf1m7PtX4iNKrtdYIzg5DE3T6WuHeWHRHoLwM+PfR0JMtrec/GQl4shblcz1qp3K0a5zK8TziXcNjimFLoybyBO6K/LXAyZ/jLoOyoMed0IA/73AO6FLBxUW09Ped9GonxP/H0BzE/Zry7RlWsJ9myzd+cDrFZ00gL85PYLlv+TwMre7Hkqan/9M02Wx8wLUuDD2HcGc6f9e4YNlViIeqP06YmYa8UxzaKRYrqv82b4JBGNrBySh7FmW6YFghg78OHgGD8R5vuBnzF3oI4hhZYEyioZVDrJZ1TV6G+MzjpOUDnqtkwm1DGYaW+N9O/1U4TpR/qkjf3R7Vn8vp3yovLPVuXbR3R5yzOl4KZw93Gc01iK/cgCD5X9GlagfiEdq3ZsNqwAvaO1kPLx7dFqjyI37uRYTpmiwg+ja6mIXxw2UzRAW78xKOhS3sxtNTO6AvfczjEBrhUfEJjuOcB+oLcgHlRc8zGvejjSt8P/JKHepoTjPhCRrmzAPjcS/8ioH1gxCCQ+3A8JYjYWhIj+qgZwRsyzTVoT/+HIwBVPf+bWhaf/L6cU4167Rg2R896yz+P92+x55LWK7PkRiSijT4UlBr2yO3SDIo2i7LZuiKOtVa9sNM/afSVHI9p8uGx2CMu6AwNNEe1BPYs4jHQMWLPEZu7FnUxkgsn4FD9tpcCHJqdIugKtsjEroXVu0FxvkQkHWCPNzpT5cr3l8timHxsSGrb7hi/d4dob0WxzTryOhV6XmVDNi+1bhwuxiqW8SPRDN8LXBvLLojqHYD8Pc5xsrkWcTWdLAAH8GFd73wuZqUmrIJA4eTuqv0Mc+iWF+PQdflr6uIX6YZd1nX0vMk90Wmy16fXJwMYZ7Ow9BWeMc4+n9cHKHLtLe3nUczMF4gjst62m08Vccp++KgVpCZn2Yw9PVdxJFn0Uq/Iy7z1HdHOA0Dtp95gr9XoLwXuM68WEIFLZenxoWirfYs6u3YeETLhaNzEcdQr+ua6OIHPStAL7SRkcLLQ3dkTrcQDfy3n0nQeaH2LGKajvqdxwni6fkrmXDbUMmYRpPTb9xlrMbKyEi/AL1U3lhO/lbRqsID+VrxuNqhR+hhyLnOlfDDBUE1Ptey/eN3uAPb6lvwFpicD3Hxw3FRya3qG8mCy3lKXogsCyoaHJGZZlHuY7/gHBOMt4kP81wQQggErXo7tREKZUHm+45H6WUErarG/ZJwMwmoN6gk3L+K3xXNKq/Lql/PjVyaSO5hv1zzbWjobaC8F8gj4RLGhhsWt3I0Ll1GnbzuRLgM4hJ0HeKn/QOuc7nKW4TnBQ53m4IMyHIrGPwK2mz93GVBo8EtWIv2wtAquTkqp3mrL3HMdE8q3Q9lGBqlqWRBDEPzvPmd4xQ9zzIvIf+wPs1joDpsncfITc8sWi2G8O2F+GM42jxNzfivcN3S5TKwLSi7bxqGFvUsPIvHwnvGCQ+Id77f2rQ2WVAB4rCQPMD2ot63rhY83puBqR20vr/WGsGeMZzfoSz42uHeWHRHUMUZH9kJk+WB0qJ2Nvggv5g31z3yuKiUY+VNwfVtu055V+RIeXwVKuOMyv5WV3aHRo+JVJ9QdPn9yII8mZ1ikONOAR9wzThu/y14UkxTntj1tc6iHUDbsHvGvDboz8BPsEMwT5E3uD9zOUW5QB/fHWH8GXAhN75CfcBT1Kd7ngtmFnaN2Qiw7X5HpQ3LV7vp8uwO5xsxFjHvHjgN8KwXpstoxwd5hY09DPHg83z2CF8Tj/yPdGMvCnwO54UBTqrfeZy0fFB/JRNuG+pD9DP/+/9qrPiiROGJhwCrvKFOweuja9B7W3o/Bu8OwePJS0jIf+aVfJC35gXdNi0v9LuIB8+J62p2eZENzm0cBLk32WRu9BzLPkV3lF9MqyYL6IxApoHyMpB4iHQuu737K1oH/GEuCIeTDuaj8oBrbCt75bg8Zbng7y3qANW4x/yqXVifmluxHIUfPiuaNQ8CmxLPYp6RV8EIWD/wuRjfOewtILlPcc7AzaIKR5xv2FOI6988Q1BH0t5CFcS0XX8yi3KJ54VpygaKCfh/yw9zz6oP9k7XzU/kWbTUF0icA6oIJZcc30oGKA+epFOedKqqH449x7MrEZ2zPIvmeGab8gwK3iPBIJDbmPPndQSXUz0rWJYTrwB+Cpo8AJ7ta4P4DUHxO5bph7GbbQv2PcOwwpE3RLseqWV7dcB195Y6yQJxYLfCgeUB1oObVJgO9UY2Gqs54ciYrLq6WjcfWXN8LXBvLLoj2FPM1LcKgnfDKaQjx+me0ioleqT0i0X87u0vYoHc8Yg7y6OQobZz4gP/dFPNlbgNbdttpKsSZ+1uuWfs4t9BYA76pF13v9CuGRmQ4nWO1tJhGvSA8Pb2a9HH+CxAN9wxTLwmjBcOeAvVsvYJKLpbe5sHt6EVNG1C/pSfD9hT0NqPRgNxxemRhdPIhXs4JkV7RmMlHv5al7ddFwshbaY9EfaAeWQLQ5vbs+NR7371+kb84WnY/Ze/438cx3EhCLSBkLRtrEYasCzAZx4nCo9KJtw2VP2VDrWFXcbKmOs4aldo3T9DYyW8S7QalMXeJyMex/kIYZ4HYWi0YMOLAqo24fiLOKdXIZ3LaqxvWVcpQxR+Qa4PjBAxf8YPr453Wl1czFKusJHiqK6gFpiuI8QDrj09twPr9DkN2zKWnUqOtIXexZzkfZALEDqL9EOvgNG4H8luTKfm1rpN+TmFoYEONs+577Y8JAvONhZF/QC9Kq74zCLcrRfV4Hgwi/PIsuIB1xrHODaE/kk7/DiHu0xQuCpQ4VEz8DHrWY0+s/Asapsj3o7enmU1ebB3oM3SPe3CJt25bmICtGeRHmuVHDRjA1mtU279rOs/9DzXupLKU3kotevkmy5M7Zn80OOe3mECPr6qziya43esd+9Zgc/BfIA1A4c0uhxlvZ9hdPi7e+m1/PMUQ04LNhyF4q+FPOT5E8tx/punuGE+Ou4peKe64VW0l0PPwpqP6DZR38f14P6YPOs2tGU8b3xtcG8suiO4zTA0TNZcxWlg9AOuj+HSFcc1vSsXQk1xysqpg7so3yQMTXkWsYJ7QUqJDEPbwb//zkr+CN9p6oc198Wgu0Z2n5SAI7mmNgUKFBm2kq87+PR+ojA0SttoJ5zvF+j/EIY2T4E3fNFU0rQ4NLwb03IYWmXr6e3Hww3zDtBo3PRQLG5nxrHjU/PzzcLQMj4Xcww92cOpAqSR/1fvzglDq+p2F3wzC274DgvRoC2QZwpDg/7ksCIe62o3cc+z6J9LGFplQCB+Q8WxGp9bvjrcaiQDpIcMJB8dVsxl5T7LeTgsR4ahzTpcocujjq+SvZxXkboKbWI8uH3HwtBWkOu1vBqFocVxv4p3e/mPywdNwzWEC62rSaMOt6PlQ0V/MB8hnooXXRZwHk9/RC6MPAqP0Ghds9xU+PTfgt/TPBdDt/Grz4lJFpypbScPCuhP9po4NwwN59LNQOh5NS44t6kbJ9lYgPzNde8Zi7Cb80G7eLhtpIUKd6vD0E5GH+EFg7Rx76MchjZswiHQB1z355E8QGCDjpnSKf36d90P5QHXc+5XhV88tFi8Y8+iFbxtiA75gOuIA4+BKiTytjyL1nW7eEMd1q3qRV26jYXR0QAFnczgjB74HQ+41mWOdCCcB8v+dL0FLkjAse/rndFYjgdc97kFgS8HwmfUD6appzfTc8KRMVkZlCrd68ia42uBe2PRHUF13eyRnbBcVsy/rDnMBHdeKlzkbq/AsxoYx8LQ4s7yaKHGO7Juxb0GpLicsMswTYmB8ZDWqr7+O78feUL5jlqY6CYPQ7O04+Xft/8W2jZNXbj5O23tr9vhCmsPLdLppGcR0BXDlrK7tSVPgVBH4S3RD/LOZx5VZfGOHr7j7xX0nfUTjYS3RVq80K4Ll8eeM1jGnmcH8u22g2Lp216bENAzgr3tuN8UqDC0sm9XDqPKC6atrPjbdw4RH7VzZJbHelsIiH7ncdLygWdEJRNuGyo5wWGP8eB4LiMuSrXsrt8zHoonszeGaEvj7yjjK0+fqi4lQ7BONlZwm1XoNuKhcK5+b3Irzonr2umxinpRScXw4trTlto1GPfpHcwh1bx6VFeovKRwjkE+qj19um4RwtAG8xHiGRa6C7ZV4xvz1nKhGvc819dyDD3K9Pfqt5L9/j7wO+JRhF3ePAxtab9Zj3AInjtiQcR9GuaRJRpNFJYhDM0OhqERjVRaBcMwtDWOIzOtU3k5PR/JrdbuXGfb2HNviGkKoYa3FYam1q1VWBCPDwQdhkY65ZLxDjxD/deeqZ6zwtBM1+UyoW24JgNJbC976nMbmYz8Hevde1bAvFLrVrF+H3Ou9+3pZPxs1jcs0MOGeVwB81Y0yu+vNXIYmss8CEPbGQeIw7rqdWs/sPqEA+jIuIGWw9DynHBkTJbGcDG/xnnj9nXIPxrcG4vuCKIyqp9HXix1WRZcoB2ad0nB9BUe0oA0ULoYnxyG1t1IHd+yXbSg9/Mkrq4FnpTG7OTVI3cbx/in9hzsE7+mHsMnetgdHMqMOJIyctUO5cMwtJiv4hd+1xbHhaFQLULUt21n0YVx5I0WhrazYOq/Iw+5MSvwfVFWaz8oEkjLS3GDQ92urBxyGsZZfguGDtFOFYYmFL7LixzSstfPCkY0wkXbaMeH+bXs2yXunu+FHCI+Cyg4wfBAtxXyWB/1O4+Tlg/qr2TCbcOejGRF2F23qzL4BihMMzLwSGMlZEi0GskTUM72+B7DWB2UDMHy2SuJDTGVcUrjPP6NSjXKSz4gnvHx/4fC0FJ7EJ/Oq+y51GSB08WE4Ww9Zggxy/oBehGoMLQss7HOvCAZys5l1f3m43jOZ50FWdB0iloujMb9EYPasqzDuSO3KX/LYxe9XnTbeTyeG4bG+kEMQ4v4VGfR4HfsU6SHLwJbWunxAmNDyFj2RkFe2urXaRUELxdaJKI84HkB+d3MjUeez+L/lQ8tBvxIp3MPpTDP3IqxqKZzei7k4IZ7ppfSKVer+6EOPYu6bDXeZBhaUb7LhKNhaJd0G5qnR1065J/j91av0Cn4WUEzlMy5XbHeyEs+5pCPZL7B2Gv9eaLVNI/D1lSZZjgHb7/31hrVuMtjQ9fPOGxzvV63lmFoMLc47aeCv1Wb93BC0PPCsTXH1wL3xqI7gqDEA58d8bDIZcX8KswELcAMlXs/49OVSY2X+s71uav0F4WhhdvQIu4pDI2FYrG4wjK4bLUYUuA7Vbj4nSYzv+mowtEM3CcHN5ucE4bW3UB72WUYmhKEUD66h8YwtI5nRZa9Ots5T6bpjcAu0/guftf5zXoIAONRhX8d+abo2N7ZGtJyGVXoSU5XtwlhRCPEc3hLxRzdfUd9iwrQXl8vgA+OQ6ZhCDehmw9ZFuAzjxPE0/NXMuG24XAYGiiO+2Foqp5aBjAeXLeZoJUISUW5HvrM+nNOm78dvx3q1F/G86QeP5ouTMv4G0Nl/Muy6oOOVTjYtulR11/l69+2/37YO36vZME4DG1/HvV0/hPnmHWNxrCqHRy+hm1ReFTycVlhZ30gN/BTCD27zs953B+j0bp+SRhabw+nCWFoB/j93DA01g9CGNrAWKQWRBw6lkKtADe1Q49jlsO9VP3IS17/CL9YFuLd8Xc8eN67BqMB19P5f6X/sQ/ZWIZzpC/6O9+e35cKVAhRxc/VPGBG9Do985hRIVtVGBp6l7Eho8KPjUoJr7bYz94k2ZtmEIY2Z7254kUeI18UhrZmAwqDDEMDWV+HodXGH3kj4qz7TeVzcH2f9au6P2O72u1nk/NBDmsc4bBYNLiFstc8LjdcO77MU2pOODImK3yljmH3YWgI98aiO4JyhyAsEA6WRTuMq+XdI54UY/4aj4CPW59LL5KoBKn6ukFlDXkUZEOQCkOLdV/M0e2QZSXfkBLwLzwj1IJLwbaAmNrkMRmEK4Ayzjhu/y20DW8UaS6V8/EwtLYYndDVOqdT7TazsOuJ7qHB3Xq9QRgaeSPg7t5KfcnQ2g99iLTE7xVwKIvkc6q/Gqueb+SdVIWA8LvO25VcOCYMkEeY33B3ZqSPN2VNyAUEX/D1PPydFkWAz+imI6wvhaH5oZai33mctHx0s4qSCbcNpUGaPBH4NsRQBhks5O7WqneUVRgae+6YKVrpOjbcTfaZ4nFVl5IhW5qYF3GON19mHCvPntEYdlz4lsh1Nbu4yMpfwm+l8OId2Tce9zF8ZXsXD7hu7SSPlr15QLUd+22CjYRNb8jzXWiHzwV2ThhazYt9ka37inlbhZ7hc+Jlyl/RaDMSzmWaI/OBujEtyEbBx2w0+uIwNChjGIYm6sHxYMZz7b63AvLw/m1o/XZYlAkqrYJgxDjl8zcoD3heQF3DbOP9rhvlsYr4sWcWzpHtd5hfz+tL2U4R8Kf4qOOryxmGoSUa6X5gXFhv9XeVLOB0VV0oEzjECNOinhD1aRGGlnhRjxGlU/Czgk0vQcOiTofyAHFFPhrlw7wOSQaQflMaoOh3i+LdjBsAAAAgAElEQVQgmtb9Gfuu3X42wYb5shOGRvVvHnkxjQxDc30S9MFG+zn2rVprjaBKUulY6Fn1tcO9seiOICijYhfT7PgiBsu63nG9VIptP3Ax46Fwqz1zsuLE9XWDynhXFutuk8JF3hHgxckFhXjlg9z2jV29Pfn9MAxt8gOuyRsHlKOEI6TBtuGtTc1KLlwetfEvumdWAm3Un7hACuFGcLPLuvadjD1vM64TFYFpju2qaHwRQqziu/i97qMU6jLgc4fqHCH/rY2klt7hhMfpRrytcKqg0WDJZXf6jnd8mF/rvt0JQyPaxgWyhVClYCASXgNejhpDTLsLchuPiqeWCbcNtWdR5n+zvhsXyiAcVZHLomVoq8ciP3EdTCtFCxwzqs8k34OMcAgyRPA2K6xmY1nvdVd0iW2I33EHFvlUKck8FzbvGt8YKOeTWDeHpPridSVaXVxEY63XHdtNvwdMHHWN/hsXy9v5PhFvzu848c1ZIzk1CkPDCyFkfQflQjXuFc0YWG+QGyeD+UDpCP6+z+0FPxWy4CgkrwLol+RZFDxDclnskdCNpnH+x3oR0ACmbpyMnkXASyATFK4KVEgcXhBSzam4cbaVY0kGeF4fD8oA0EJt2gI36kAjL5FzYBKrr9WyDuX4155FmV48ZjqNLKVVuLBHl+et9CiFg/Jiqi6JiXXX8/3WFxbblLxV4ncHpVPws4K1GUoifgwccqn4aJSPn/F38y6caHwUqOdQ/DiXK3k46k/Xg/FYCmX8qXDwjcDUPr8tDmQmb16YQbhosWZinI/ghKDnju7JNlpzfC1wbyy6I1ALRrOsUB0qC9JdgYUZYRSGphT7kVdNuRAaeCghHuj+P2pj5Rp5BdqaCnFxULdyuNePAkZFLYZGSrmHJvhEh7cjKPdoz+NpsG2ovF01K7krcGN8UKFwt1AzofQO+hOVJzQubC6nvW7fYa+6MRtXIt6o4PZFmS4rhFgtkSfid52f22UGC9SwqI55RgbcOswijx9eFGI6zduQ7qBFA2nEZeNC/rwwtGq8r0EBSsYOdTCwRe87/45ZkQZMD+V6zrTLtyL1hXAlE24bqv5iw4Mrtioc54gHzbpqGYp9PSrjyG1o2E/t2Qq+d0UO6nSownJYzqr5DOuJxqmaLrEN8UWUOz2NCkPj+dEXBtM0XqQlIxOFpHpIJLe7CkNb+PfAwB3aTunaIgzmYlycVZ4067q1wWU+4qLq8vqUHNkWBtmQgmUclQvVuM80q+e5URjaaD7g+QTfR0NwrhP7/SbGBdYZULe6oklULdbDdzIA9lsB8+26Ctcg46cc6stnFjl/q9Cd3TC0gf6k5r2mU82jMLSst2K70VvKx763of/u433H3nUI9kJikjwoZIC6TYvHDNJI1V8ZKUZhaEr2b8/xP9aLMsHHhwpDU23wb0qXDvmFrsXlnBOGtqz9JjBVnwOfacR8dOzMIiqT20r6TeVNk0PxT/9Jr15Dmqo/+/oGxwLSZA+HZTVbLHsijcLQVsCXeUrzRomKbBeCGlroSXUHKuQfDu6NRXcElVFIHYh7TlntGlXi+TYpKnc6ubDIOFRnGjAeo8V1CIta6l1ZzOuLzst2u0WmVz/UcByGNlLuSyW5MOwxxAOuu3CawICkcPQ02LYYhhbzqbCPgDfsEg/D0MjjAwHDZXDXhN2t9w+41jTtikDnTXbPZ7jE29AELRV9Ej5k0Oy8j2k0zpge0yo6Ko8lucNOfRt5u663ghGNsP6RPu5hQoo2CO4dYbYXhtblwnZwexyHbMRQ12K3dGKcM+0u0w1fsANVyITbhqpMlqvdoBwVIS6jusWxMiIpQ/e65L5MtFJ1LLmfAt8LHleHaSsZgmmUMehajAEeP6PQuapduAMbPCXnLbBFL+69Td2Yv8n1VH2RL+LNN0HyeL0mXuC5OPwesDDzVA9Di95VlXGY+3yeolI9klPLinN0LBPnS1XfSmVXcmE87uG3kGML6RaKjsP5oJhDUxiamEPQS+8GtqKkH7jxEd9xWk+nysKFGtID5fyWP+OCPILeHb38uIBVegXjWQGmSbehLXmOQJ2qDEMjOcL4be3uxoB56nNk14E87/khhQqqhWulR1TztAr34jHTaFSEA1abz6EvOLxYyP6YN9dVXRIT69Zt8G88BpiM1RhROgU/K+i8MubhmXid+ajKp2jHZQYeP+CllzbMaA6Waw3gr4jT9q2P/SnRROMQ68cb5XrZUxibLNN9jsxhaIo39sdklaRaZ/lm/F3okH80uDyS6OXLl/+lmf27ZvYvmdm/9urVq/9DpPnPzOw/NLP/+/Tqf3316tV/dDto/vEAeSvuIOrno2VVrpfdYJDLlDt/g3fVBWZK2c87uujpcswLhHeK9AHXMY1ZVJ56mbVizbj478qwx9B3itemDJv5jkt9IB/+R3fg5FIpPGcUOri7Fjy5KDFa6xmaQrv2RdSGZ8znO0EVWTJNY39hH1U72w7h0E16F75rVGT9Iz5XbVDftMdDzruId/484m1VbwUXYmzlA67Hu7fMryPPiZl4nL9jva48zFN0M2c5UIWbrOvaZM95B1xrfnM4aog7B6ruYoM679CuZk1dPxJuVcnQo6EKilZVWcsa+xR3+Di/4vWKV1jO4reRrO94KJzHv2chF934zYv7Pm56/Z5/FTSt88Vv82wnw2lMX8kClgdH5QO3xX/OU9cL1hWNOlr+4VyAC5Kx7ISzkCgk0kOQefwFWYBGob0wNOElt0cjnpNHaRR+zO/tvbEnXcaDjejnQgpBmbvnweiAayX6cTyY8UUJFIYmCkBeV96bwYtkirxktu+VUbWF86NcSgdcT2zcQI+k3K88T27t7ge8I202j+ven3vXrR8BFYbm5TuO+K6SAcMwNKZR4VlUhqGFsrNs5nrxWXkuoUzoOizXXc/36D32/90B19v4Zy83hhSGJvhI5ht49eUDrrURjoH7kzexlDzEZ8aptcGNfasN24S4e73LmkNcOSqD+byH30WeqnhjD6o0lY6BesDXDoeMRWb235nZf2Vm//NOuv/21atX//GXofSPAypvhcoyPyxL7LJN4kC6yfTC6LhnxPa/PvMn48NJ0UW52hVP9fHkL701LKTZ6tIW9HLXn3cQYceZ61PQDScxXnea4o4u47j9j21DI8815dszXuGiEBWk7OWj2721ufd/3DWZQr5+gPdRmkZcpqlPnqxEM4QQkTm+S98FbAuXiJfcpUt0qsck7nSEs7rEmFLtS4bQYuwc3blAHmF+CzHeo0l8co+AcX/EneGabt3bpBtBV/KM2PMa2MqxYfghj5OWD3ZdK5lw21DRDD32eHfOcZ3h3KmWr5CV2M/h/cHDoFXIXtWWeK5NPHSy11uPq3CYt+BtVzArb5LuyRTzjnCufqPnZpRnls5USh5CK4ShLZr+Cl8usxtO41xbyYJRXx6ZRzkfzjHxbKGiHWufCziEoMID+TOEw7kssKxoYxlH5MJ43O/PlZhXp9F58FkfcA38LjxXV+Knc4H1g7Fn0XjRxIdS85yB34aeRavZhTDIJ8+ipFfkdBXMQm5GnTK2YexZpHVR5x11/ks+xLfLAi/rJv2Z26kLOeeg/w3f/MxjRnnhxLZTf/rB4tyvhSxgI12FF8qEZbV0mD7Wrca9r3OqNuFvHiNfFIa26JvzYr1T+s98pPPpZzMtA46EdFah+FkexnZWOKEnXl/vjD0FEYe+ZmK5YcFwmM6xa+2OeGneqHHpaaoxp+eO1oeVB8VXBIeMRa9evfpfzMxevnx5t9j8IwK1sNyeIc3BNUy0tObYYwe1+4/5o0Jz+i+ExZ5hYLSbF85JGBhuzCyFMjSX2Wu4IWkQhqbcoV2wS/x3FruIkwI8nA8Pa3MXZc/KOG7/LbQNFRl/p11D9ULRX48OuB71J35blpXa0r+h26kCfo9GKC9voolpLQRvCKei8IH0fQeXvkCM//kZcTWz5FUXFkODBSaWoxYwmre1XBgB8giXjbiO9B/v42rxiPgxj8fvsR3LunnbtTA0XPBBu6tn1SZ85nHS8oEiXcmE24Y6LNO/6x3fKgytDLcqZKiUXWvmI94Bl2WBsYONyAlPWjzjN9x5rWTYukZ+C/1f1DcKnat+z1OnORqr+k5hzotzIu6gluOjlSvG/QIeCUSrShaw/BrJLATWNdpYwLlhMGfnuSDy7mg+wrmIdYltvhTz7plyoR73XKclSGFoZ/JSNYcu6xq8L/Tc0HE44lHDMDUvIrwJKeoMDurcmvB9suT9MVnns+hlkvMHnWDOob4s65CX8PuR662xftaf1ByB9OG8KAO4X1eL82Q/RDfOke4h8qX9mdpZLVylHKxlgDIe8JhBGrW00BfVGVTMV5VxduQNht9RJlQed91zKI975ONqLVSNkSr0bM9LzDegm3dLoVyhR1HDlfhI58u04zK9LRN4VnHeqkyzPG+zPETvHoUTyonQpsE4CHPIqsPQMKTN06n5IR9wrXhjf0xWenGlY/lh/nehQ/7R4Khn0VH4916+fPlvmdk/mNl/+urVq//tnMzff//8ltH55wfPnj1qz3/+8zP7y3dPzMzsxf/zur3/9rsn9sMPL3bLWi8u2vOjJw/MzOybF49T3nme7PHjB+m9C7lHjy7bNxeQDx5ctHcPLi/aN4XXo0cbu6w2te+PHz8Iaf761xf24sVjM9v68/mzX8t2ffenp/bDDy/s//rlvZmZffvN49BGM7MX32ztXE408DRmZt9889j++tdvQplPnjwsw5Sw/d5OM7NLoMHlgwuZ12yj1bOnD22azB49vmx0ev78kZmt9uTJww2vFx3Hv/7wwh4/urRvv3kS2vaX75/bu89LeOdt++bbzhdvr3Jrnj9/ZH/+87Mtz4tOg6dPH8l+UzzhE87Dh5d2cTnb48cbbR4/urTrZbUffnhhDx5c2MOHF/bk8QObZ80T3P/ruuV9+nTj/7/+9Rv79sXPZraNg2+fP7LnL34R1O3t//bbp03wY3/78/PnmffNzD5fdeXgyZOH9sMPLxovPH7SacDK8IOHeVw4XF5c2IOHG0/MMC58LEwTjIVT/69m7Z3TQfH2n/78zH7481MzM3vxz95ImjA0Grx43Hng9O7Zs0f2l79sMvSFkA+tTZezPXp0adNJE3z48FKmvXxwYZentjx5/MDevL8K6R4SDR4/fmCX82TPnz2ydTV78vRhS4vtrp6/+9NT+7jGduIzjxOH5887LSqZcETOngMPH9ZT5w8/vLAnTx7Yxdx548XzDec/f//cHp/ybnJjgz/9+Zn99O5zKuvbb59KRcX79xq0+WfPHtn33z8L6b558dimqW9MPHmcaTE1WfCgeT09fHhpFx+uzMzs8hLmiAdxLCAdPN2zZw/Npj4GkA++/8vz7fsJwnj40zP74ftncY789qk9/HiV2v/NN3HuXC8v0vd/8lcfg1ubl3W1588fpXnS58eHp/lhnid78viBPXz4yS4fXNjF5+tUv1mfJ50G8xznxcuLyZ49e9jkwdOTfFCy4M9/fmbPf3zbfn/33VN7+7nLs5Gu8BHYg8fCD3/N8/TjNB5cP3iwtf3Jw9bPZmYPHtbz48XFbA9dPkL7Hz1+YJeXsz0/6UFY39Mz5UI17r/55ol996KPoRc0L/zwwwt78+5TyCvnSFpAPHrUeWOeXU+KMvLy8sLsJPeePHlgF28/wdyw4TudxsDjJw9KnWoE3337e2j/998/swdvP4V3Dn/67mkrH/VFBxwPZhuttr5+YKuZPX/W6fJALJ59jry4mO3xo8tGF4eHwCNPnmx89OjRgygTbLvqeo8OriuZmf3lL8/thz89te9O8+N33z216UHsU6fFn/701L4/zadmJz3qNB8+f/YorC8en/LgPHk5T/bRNjmKc+TT03jwNm76UtapzoUXIP8R/vz9c3v+5IE9f975/U9/emq/vs9y0GyTHawv8pjB341PYF558TyOC1+E43jZaNDHwSWuS0C3dlmDawsf8ygTHj9+EGSGg+vPatz/5S/P7cNJHPt3bL+Z2RvSqx2UTuH14RzJ8OjxA5vmyZ4+3fr8YbFGcLnx+DT+Hz64lGOBAfWAf0K6yze0bvjh++eBD77//pks883naChznXk+zVVNHp7GPRvMnwM/XF74WJhgLGzrnydP6nHw+HHXDeZ5soePLhMNfJ3sayczrTf+9YcX9uLpQ/v221/De+xH5gMF0wOtt8l5Yd3kxsVFHO+3rUv+UeA2jUX/jZn9569evfr88uXLf9PM/vuXL1/+y69evfrpaAE//fSm3LH9I8EPP7yw315/aL9//PtrWz9vA/zXX9+19z/9/Na+e7zfBT/++r49//77Vu7btx/txx9fh3STmb19+ym9/3yywr573799OuHz4ePn9u7Dx22x8unTdSrD85uZLcvSvr89KS9e/9///sbevf1oZmZ/+/G1/fb7h1SOw08/vbXnD2b75ZeNJu/ffw5tNNvo9eOPr+3vlMZp8NPf4yL7zduPJQ+9e/c5tOvTaRHw8UN//1EsTByWZbWPHz7b1dVi7959MltX+/HH1/b+/Se7XlZ78/aDTZNt31ob39jDBxf25s3H0LZffnlrv594xN9523755V3D56efshHht9/fA/0/2k8/bc+v33wI7fO43rfvBE+cJpP37z/bp0/X9vnU558/X9vnq61/P3y8suvrxT59urLPnzVPvIW2mm07YH/72+/2+s2HE/6v7e2JH3788bV9ev/Jfv3tfSoH2//zz2+bMQv7259/++29xOUTLOrevN1osZy243C8XF3Fxd8H6P9Pn+K3j5+u7MOH+USzToN3p4X91dUS+sJs4xN/9/p17Fvk7b///bXN11t9KBdGEGnwJpX9z/7m+OU+d1jX1d69/9To8P69Tvvx45VdzNPWb5+u7NPnq5Du/UkeXF1vNHBZ8P79Z1uW1V6feJ7bXT3/9NNb+/Uk61S/8zhx+O339/bjSQ5UMqGixU3h/Yds2DEzuz7JxjdvP5pNBvyy0eZvf3ttT05Gtt8CL7xpbUf4+Ze3Up79ehoDLhfNzH7//b39jdr57t1Hm6yft6Fo0fjgwyf75HLhw+c2Fj5+7P3+4SQffSxgX6wnvv/w/rNdX/cx8Ab44G9/+73JvQ1noMFPb+xiWYJ8+Pnnt/bhUzbW/PLru9COvxPt3r79aH8/8cHr1x/sb3/bFt7v332yaYrz5NW1y8JPTQZ++rTJvg8fP9unT3pO+HSiwbsTL3xGWfDuk63rJltcHvh4cF7Atv/49zf2G7T7p5/eBJnw889v7cencfHT6daNTNvccBoLbz7az6f5A2nOuoPv0r5798k+Xy326eNVk5tmZh8+9P7n+fHT56vGA1E+frR1XRMvmNnZcqEa97/8+tauP/d3v/7WeeKHH15sNH/3KeTlOXJrfxxfqCd9Ps0pqCc5HVYzkI3QdpeLVy4XPzZd4Rx4Q/rBr7+8szdiHvHfXv4vQufC8WB2kguT60uLvf/Q26y8032O/PTp2j4/vLarq7gYvb7uvP/p45V9/rzYu/efgkxw2KPDmzcd/19+fmvT1bW9PrXpp5/f2uvT3Mvzwu+/v7fHYMN6++aD/fzzNjZ++/1DkI2eR82TH95/DnPkx4+fbble7P37z62/P3+6+OI55T3pTg4//vja3j95YL/93uXBNj9oHeG3397Zjz9uC+xff3kb2sc0qubC90QH5wHUjTc+AV0Z5OIV8P/n0/sFeMLlBsqEt28/2WSZH1yPUuP+l1/e2e8nuvj33359bz8+7WU4nXiMKJ3CLM+RDG/ffbKrq6XNg+yx1Ghw5Tr01tamO19dn8bCUtLebDMu79Hil1/eNrngbf3xQTbu/vpL5BXXmX8mmr5+vcmNK2oT6oTrutq7dzAWlnXTD07zZDUOPsO8/fnzNn7WJcrBD+8/2fX1GnQEJft//umNfXj7oMkGxRvbOBivp395/VG+l/PCsp7KX9sayueVPzLM83Qjx5xbuw3t1atX//Dq1avPp+f/0cz+TzP7V2+r/D8aBNdwcs/uac4vq8Vwqrj0Ilyou8EjHqf/As86DC1/D66o5H46irPGvN2tOMbnxjQW0ph5DD/jWJ8xkdzvFV0Gxsp5snA4H7pGegjI5qYJecidV8Ue95P9c8hAdcbCkTC0dlBiEY/r/9FFFkPO+PYDBarsjRa9nSkMrSAxtn8hmvB3BTGsh/4PwhVG514EF9kQTrOG/1U5Y96ucaqg0SC44/cQJ6R7BS1sUvA/QuYL/m4NF0/vt5GtFulx6Mwi0SZ85nHigDeJVTLhtqE+x6b/j+EBJ1wH/KJDxOr3uYzclxyWV8kTL4tvSeQ8ozOLWljOrMNytvw1X1RhnKP2V+2KYWj9+xZ+o2/1wfmvhaEt9S1EzYV/EXRa4TBtDOERct/LSmEnB+ellei1Yls9jGEUSpbmghxCoJ4dT3+1Uj/PR8LQznjmcb/Q7X8j3h6dd6dkPj8rmu2FXXZ+qkNXRpDOOYQQFD6PZRRStOGYw9A2/s6ySuXPPMzlR70Mecnrczz2QIc0Wau/mlNZ9vNtgNivfBYKtruFnuANUBC6uiw3608GFe63lZ/1NpRhDPKA66WmkcqbDh6msB9/LsPQZtFnYv5DmYA6tKpbjfsQhtbWQpRfyFcuh9cRo/BI1y8wJF+BCrlkPpL5BL0cWH7z2WPl+UlEV5ZjrEur40QQv62/XG70ddbxA651f/vRKWpscrsRL80bB8LQdsZceIdhaHegQ/7R4NaMRS9fvvwX4flft+3mtFe3Vf4fDZC3qhsEjsZBhoF0nSc5hyq2si/SEQ8XEhnPCi23vFcKGl4T7eWMmsiGIH1LTMSNT79n4emx6KP6qrLNrLwJzuvzk/GX1dLksSx+dXgWYD3WtivyfLOJvqEg44E3Bvihl5NIy/TlMrz8dY0TXbwVaPtW3Qagyt4WLP3wQm/70QOuN5xyf49utPF8uX15Mky33+BzMrjpcaFoOxpLt34bmmUaOd3Nxkr5PG27aIr/EVbicXUTkqfz33hbSYw9339GnM65DW2BPlIy4SBpz4JSRoaxAwswMphiWn9fnTdXyQDGAw0FDnwg5l5ZCzyP5ghl+K14JePYf49kPeMRcE5tiL9nkjs+ZynjN9frfN/Op9uRN0tBpyY7rfcj3haab0Mz+j2eBxy4Lf57mnqfXImzoVT7ve2RZ2o8UNFn3lbnQ5lZ2ME/IheO34ZmCVBGqjmS28flqPnD0+zd/lfJgqPA+sE8ZT2ipR2ce+LfeeHvm4uMn8rvtbmMz7caRbyRlxC/c28s4vxKN1D06b8N8vU65O1gsGjHOdLb28a53aw/UzuLIljG+rtKBih6lbehsbGonbulccNbtUZyXZ2bVOnBbXO1GBeeTd54hcb2sk16jFSHWvPYYPA5QJ3jhODtnQZ8pGA0NuS6QRjhcj5uw4mnTr9Zl1abTPjs4w77rzpzSuHQ10wxjV+eU+kEPE4r/macj+CEoHWvri/c34Z2MAzt5cuX/7WZ/Ttm9i+Y2f/08uXLn169evWvvHz58n8ws//k1atX/7uZ/RcvX778N8zs2sw+mdm//+rVq3+4K8T//w7lDrLwTtgDHMhXJ6232j1S3krVAZxb2bhgye8CHr7jgRMG1NcmGDCejHdE/b8P/E0KX4E1inebL0BSOwXmabLrE068mxDwX/l3psvwgGvz2w3iYW3eFVfLkm5jmogmvf/yO2+bulkl4A10xfLjoqEL4KE3wRpvBZmmXv+y9tvtyt31YoHrXiaIo9oxQ2jtX1fz3sX+7t/3cXEl2N+MD2nFfLlMPVZ0nb1Ms4u5lz1TX+/hVEHnEbwVptOlLxTriXPrY+0xhZD5QtMN5Ybi66PPeBOG6nceJy0fLFiVTDhqlD8H9rzbnBYOzaAseMjMSg+WakdZyWr0sHLA/qjwxn6MB1znPM1ItGTe2bsdyiwaF8yo/0WbloougzGccIF2TW7AgeQ8DrzvZoFvqJOMRHE8s6Hcy53CfIFlsSwZeTwihLZAv+FGgjLKpfavfcyHDZgd2Sn7DWSBOhTb4RwZMRr3Cjd813CR/K/z4Dc1LzCP4bfwf7nZ7VksR+eCdzDtlq4uazrxvnuALss2RyJ+Y8+iaIRUefzWLJ4/qrIzrvk56pTbO54X0JPIrPN/z5flDt4qjHXhHNlo9YX9yVAtbqXcHejSil48ZlDvjHknM2H8Yk8Oz4soqI1irEN5baFM8BsTc3u0XuzfuI35Zr743QHLQT7hOZKh3dy2w8PdIBZxRT5S0Muty8T+UwbOKl9vw+k/raOUNy/j4vLN+d7lKOs4IxyW1cKNcj3NaW4UYxOfeW2peaPGpacZj7n+u+vRLN+/Vjh6G9o/NbN/Kt7/2/D8H9wiXn94UDuX/HzUsy3chkaLT4RpmmwRfjVqF3gdvKvwUsYHrK9Z1MFqXfv5RCXVzOxChOownhcXWVD6hMd5M/6r/I1TyqhP+sn43ZCCeFwv0UV7Mp3GjHZIXIBDOBG3P+LdcUaX19CXg3Zv7Vzbt7BrMkXPoouLue2OKNBl+85rxHGB7wqw/Su94+8al/hcjTvOPvQ6WpEHc7oqb/tuPZTPTPO2wqmCQCM3rIh3wx2feYrtKtKtK3iczcJDgMbmtnPU+f+cEBPHf6E24TOPE8TDcVAy4S4m+qpIpElcuOR80bMoewV5mmrXi8tb1owXejBWeGNZfa7o9Sq+Vu7rSobs4TiS9YxHxFnL8o6LAS4dXw4NU/WuzsfNsyhVH+pUtPBd2O5R1j04VJiEkldH5UPeJIg6wjRNwzA07OeGI/DuWHbWuoSHLKynsn0uVPrMkefRuDfTcqzJhWlKc2RPU/OSz0QqTfSky3Wi3nWTsCXmk2EY2o6xB8fD9dpvvHODupJVCOwlVXlzeB1Kr6jKTrii4WuO+SMMp90AACAASURBVNS8h0czsNGqGWttlXwnvZjmOEc6rSrZflOoFq7ao7OWAcqrh8dMdXwFygj1nvui9izay9vLcJlQGVCqNvT8rEuP8ztcUMiSG055jmRg77vKyJe86KbMRzLfXJfbbkSEdUM05BQGqOR9HeeqrjNa+M84eZ29DV2O+u8KeJNK9Xfrq505gaNWKt7Ygwrfag7gsf81w62Fod1DhMoCXz0Py8LBc+2DJ6fbPItymdXOX3q34/nRd1b6O0yLRhJPP/QsIiVbheokIUc7Algv5034FzucfOZDBa58rEucPNrZAte+K5snYH/C/qvcbfd4xD2bzOJkX+2yqp159AzAHQK0ovfdYb1rW5XNOylNYVsyzyH0cyV0f4/OneD3+QyQmqbVWOVyQrpGP50Xx4rT0Ezztqq3gs4jHQeki+M42mVpO0PFrhLi1HjZ8q48j033tlOhEkeeN76O7cTnMgwN+kjJhKNnw50De96XrBjhDrcqAw0aXM/Is2bkteP14u756MwW9NRA/lI8rtzXUYasIU1scxWeWJ/DVOOM6RBQBqM3wmQ5DE17gkxhB1UBn+HHcgRlvIfCjWTBUfmV8FiJXk3B3t7N83bwelVWP2er76Cj/BjLTi1HukdGXJRwGV8ShqZoxhB3iLMMw42JngeeCxnpfbmVPdajlnUNY/AosH4wm+adDYdsMFDf8f80TaCPjPM3b5dlTfxhFn+7vhC9MTKeFQRvFot4ozzgeQHHm9nG914UjyelR3f9FcY+yoJCtt8UqrVtNZ4qGaDmmSoMreq3HB5kKX3F5xUO1Ts05mjPIpNt8G/8vfIsGoWhocGT50gG5zlFE1Uv8jrzkcxnmV6IJ7YF9Sv/rYAX9nxuLa81lN6Az6jTH/csivUrg5nqKxmG5n010AXP9VpEqObEe8+iDvfGojuCtVBiwgJh5MaCZUEyP4n/Zgdcq8VsrTQzqDA0TMuxt+6BUwGHsfh1ndfifAVOg/WhFb26qWDDm+oX7R31ybZT3CdujE32un03wczCbkWPo+79N03xnbdNKauMd1OCYcewCnGsvH/8Px5wiQcZtwO74R1DteuPh985jmhUUNDb3xd32N+KPrFNg8XXaMFDi1MuU40VLyKGm1p6XtY17oYVZ4ccDUNrNADD0Dxt6gYuFEc7Ph5+sDve1xinX9GNlWjm66PPiJPqdx4nDiv0tZIJdzHRV/21GvJ/f4/elqqMjc9UPWNjSeJ5SovyiNOnspYjB1x7nlxelv9avsZF204Y2oAu8Te3O/KtmwT80GfVD8jHbQd8qTc8WJ6x0QbHvfdjPHND835r944hxGENcgfkAsxPV0fD0Ehe5XatKa/yQHP+n4gXtm89/zkygsf9EYOav6sOKpV5xHyg5gX0JBjpURtNUzW7MAmdQfGOf+vPuSwcD70sKDsYBYSxKI2NmIa9W3wuYplw5FyRYLiiA7JRLvG8gJ58/rvSRTEP1xsO8V27tziG6N6CY1F9wLUaTwNjkZpneMyo9uLv8oBromelUyn+095Gka+HB1yLcR+8tIu1UDVGsJxpjt4qI68UDxE/27NI8JHMR95zo7agsW2ISzKs97Z4PjSCZL0B+zMeWO98gONbQdTBLKyZGM892d+NmiPeKFFJ9TEkfaLNG5OcN75GuDcW3REEBRn4DJ+P8l9QrgeLQZ+kc/4aD/2uWAj5d0gTd5ajsKxCCBpeDb8tTdsFkYvy7f/erQvjM4viN9WGUZ+4oFxPisfcBFiv2xcjjFd2nc0u5fqA64yQ14/lsos973LnMrpCggc2chgaHuqtQCvo7t4bcawUbwdsP3ub8XcFzMvVuOPs8QyuzCPSMKQWwvgM4QuHwtBkizIoGvmh0ofD0CYKQysqXwOPq4NqY/517biY3SQMLcsCfOZx4rBAHymZcBeHE47KdNryuQiOK6ZzwEU31/NFYWhTvLloXNYKc4Xm+2EYWpL/+zjeWhgajaAYEodGVFd2Rfvhty9qFE0Zh6Wg0wyGU+/fanwoeYXVjlg48BSE2+DOubphVOGswozGslPL9SYLJl2Pw1lhaDTuRzKe32H4hPoe32VcZRgaLKhHutXGT+dbF1hnYK8MldbTpbJILjp/y3AssSrA0Cg2yuT8U+ClUO+BFUfYZJM65faN5wU2YkXPtgNhaLBoD6E3sy+YnRY368/UzqIMR5PnikoGqBBCHjPlbWiFEY+95v0dy2auF/NKAxLIBD+2IbWHeLw84BpkumpTCkNLhkQsM6HRAGU3twshH3Cd+UhB07FEuRO3dT4YhkbvWV9tURKFDhj7E3QaMJyyjpPbFXUwZTBT8oyfp2kQhkZ9ugf1mMvy3dOrIxi+Rrg3Ft0RVIv1o4dWxrJ6uqumOOR0vhPKgDsijIf0NirQUmllGJovjAa7spi3hZ6c4k+vFJ5oETevJwoQzjvCf/sd8TAbLwLRHRkPa+uHrkXXe3XoH/Yfv7uAa9EZx4D3IsLQiuugyzJg8sADG6cp8sZE73I5uuwtLyl63t8FjVv7VzAaiLNr9jzfEAf5Le0uR9xjmUiPnG6bRMVYanxrYbJTvK1wqkDRyHkpeJwNyuDwmlFYH4fz8PcNF+CXaUp8ffQZjT6q33mc9HxRCTKLMuFOPIsGRTL/b/j0flN4rYvuh9KzRvCcPuA6nuMxDGlDXl6wjlyvPuA6/j8SKsf9z21aBnSJbYjfcY6I4ZnZ+M3jwPl+nnbC0Jqi3WnW8RFhaKuW+44Dy4+jugJ79MgwNPJiUuV6uB7imNILGVB5hE0WPatUnefIiDzuzzngetKhtJK38nelO3R+L8IaiZ/OhZn4ZC54Z8MB84lFZ0vX5fk8TV0fCQc95/zdIBj5mst3XBbgd8TvWKhIxqXLlE5XnhcYL6QXjyelR3OIXpPj8LvT4DaMRfq9lLsDXVrRi8fMFYyDmFfjot57v3acxjjEYxi6njoDjooGSS+mTRduY25T1rXM2Kg2pf6uYF073yN+DLx5rPhIgaIXl4ky4NgB19SGpnv37yG0UugN+Oz819u0Pw5YB1tFf6u+4udgAJ5rXfBuwtCyfP9a4d5YdEdQhWqxcn+oLOG2LRWCgqlH4WN6gVspx6j053d8wPUmUIpGCRwu5/0wNLx6GIWywzAMbWexy88MzapubvGO7W1haO095GXXWTAqNZfKcBtYjU8wCgAO5Y6xVKL7/2W1sGvSld2+W1f1ozROLu6yGifByuXVobUfFneXQET8riAtfA6MQf7NhqzKqBINjJ4W8/X8uHNVhqEdnIyQR8J14NO0GRxcGRjt+HgoZbEQQpwUX1T4u3u+cgM/FIYGOKl+53HigEYSJROqm/y+BEb91dzOxQ75KDxZG4XGi+C9cy1QXpppQy3yNxuRUx0pDA3rYvmv5xgsTxkx9trE9XIdAZfTAgc97nDRozdL4IrgZWAsInzj/HqqC+fCZRCGtmbj0J4hRH3bDH4nGjTD6VR6NEYjTveYqUIXlQzomz4R33nOst/rcTgrDI1vQztgUFug3/dkmHrX+FyEPaKXjjKorQY76iPXhQI4nDcccM1haCDvZBga6Uw+J6lQHqVbooxgzzOVv4Vdkkw4d/d/GIZG8wIaADzPZiTMuqjSo9HDA+fIpvfBfHmTsEKGMgxNjCd1Hh3j7bib5THT+5nzThIXFXJVnfWG9ca8GS+UCdfXS2Egge9c9tw9gurQuvgdy8WNXNTTR+PTda0bhaERH8l8c6aXA4ei5jA0jXM+4Lq3xb/j0QKsF6TxvHadpoWlFcY+hYOvMzKfWWifelbnqak54dAB1+WYo98+b0w9lPBrh3tj0R2BMqzw81H+w7KqWw38Hc8neIDjIvBQuB0J8+kKMtRPwnI3DI0E2JHb0FAhUO6u4zA0bk9uw6hP0KqPCkNwq52ncI5QzxvbFs4fICt57JOM0IoLAsChaodSMkIY2qpvdsGbvG4UhtaUr44344Ywuukrftf5+aaOatypMYK48zekh0qnJlwVymc2CEM7KAuqm8/8vDIOQVFwPAytKwPMXxn/7pb8JWFoo36vbkVaoI+UTPjnFoYWdsQ6rpgOy7tZGJo2FDiwi72WBb2sBZ5VHXw71LEwNMDRIo58G56Z5quM8zr8jXywrn2+chm+qLbBePDDcRVNuU4Op/ZvuDjxsTkOQxvIL41CqN/rxQWB2bbAuCoO1meZ5bvFdRga010bDlezNneoehy+6Da0hJsl6HJhX4Yp/A6FoU11eE6XBbmePWA+USE4nNas8lAgo80cwxPjwj7jEsLQ5uyJwUaFOgztyIJO4B10yu1buumL+HYKMqAIQyO8sZzWd3MPSW00OGD02m1nUUbXk8ayXZWDuqiZ5qGQtzDicUiVp6n4HLvV57qYt5eBOFXrGPzOerTSpav84f2ExkfCadCdC/Nykbh5CEk+qg0raKTM33JblRdXlc+Bvd8RN3zPOG11Rp1mk6Pr7jjgMDSkYcP/gK4Y5UFME2+4K1GROCGUYWjzlPj+a4V7Y9EdAR86qZ6PLmLCJEcHfiEozyL8uedFpNxfERZSbrnMvqvf04924Nk18kJ5FhGeEwh2dlHmvKk+woWNVYiTAj68l91Ht52QcRga9h+/8/arnfyAN9C1ChOqFqX83XcIJug73EV0PKt+rJRtDmHCOisat/avfcf4AmYK/K6ADTh7YZf9W8zHZaKnFbaRn3V90XW6DAc5aDlGHuk8sI09bPNIl8XbLTYcC3ouNX9l/Ldytptktnc3O+A6thOfeZy0fNBHSiYc9do6B0beSgvxv1lXUiojbiUry/dCVq/E82YiDI2KSguSpfN65RkU6+/fJpLLctxQe6J3jcZp5FlV/UZc0JjIYWgcOub1Y7q9EFycx1AW+LjEdo9kwRH5pYA9evqCwNp/vA1t5PXsho3IM/V8hPVxOByGpIa2Lbr/957TuCdeqsaPGYSEMN8M8uB35ZHEPNa/xXQ3DUNjOToLnYHTbulyXTw2nb/RY6GnzfnxwgbUwVT9ri9EvSLL5Qp2w9DWqBugTqUMTYiPg9Kj+61UcY50nS7qRV9uLKqKULKd8Y/lZHqFi1TMZD8jDowLyg4sm70YFQ7KAyeGfFnDUdExfs+8lTzumBcty9de9zR8VrAs2xZJo1WRrtFM8lFt2Gl4iJLZ82YyzeNVvtaGpnv37yEMjVgrh6F1/tl+d1lQAetgyhPpiBf6iL9xTjg6JlUypfd72vswtA3ujUV3BOXunY2VG11Wf76iqwQRtgXjeXgc2UVT+dWExh4/bo2ugBcHHpscbm4hPOcJLPfCg+fquq6QabMWk3IFeDjf1XXeabi67rcFOK4t7xTbhjssV3QNJGIgvQoMFwQdB7VLXrWpGfs8DA36zr+t675lvVrI8s4rpq1o3A9vRgPiJL8rYF4+ytujkD0Mdag8kHDHsZfZy976evsdbyXSzyNQNOKdULPxDi671ZbjnQ8+J/+GTG8L/I9tPfK8rlkW4DOPE67bTMuEu5jnx55Fkf8Rn3KMmsazkqHIX62MdZUHPfMOX9UODPFAI4nia8XzLPcajjTnYZ1qPMT68tXmnEb9Rtd+9LaZT4sVNaaDN+DUvfVqQ3meP1b472V4mnWNu9jM+0fkl4KF+gflgtnJgyR4FsX0DnhNMQ6x0B/UG8sab9BDfFEWVJsX58gIPe7HNGq34E3aQ3Y0tvBZ8RuGsTDPMo438URhOYoeX6znpB17XpTNcWw6bzZ9RMgqhOBZBDoYl+/5N1meZcIROihjg/Qsonkhe11EfBTfyUOYpxh60nWgKB++FPY8ixIfFf6Fqu9Yz+zt1TgkjyPZBzWfq76SXlukHyg1JX6fqI+y/MzeUvF7zNtxwxDJUX9eE6/sH3Dd29HC0FbtRYX4K4++CXjcDRfxfDGNMxtOeK01zVPoz+SZSzzVaW09DG0dh2MiTVsYWuIza+1z4GfFW2pOOBrqq+Ub/8bxczcbjn80uDcW3RGUO02F98fRsvBmDIZ5muRtTr1uS89q1/Co54ZZXFyzR81oNwRx8zJUGBpbvpVnEcqIc25DU20YKeXTBJZwsJJ79X6O0UT4eV7EL3gpUft3z2FY4g6Bl688AOoyTm0/3Z6jPEh850DtyA7LXuPOa99d798VYPub0eAiTwYlLrTrpQw60lOrGKtmUTmtdrFHZ1917yzB2wK/PfDJMXoRxYMU/V0FGH6w4ajTJY+zFNeNz3gY6Pbu3DA0XHgOw9BIKVDtxiR34lm0s3jfFKP+zp9L779Fy8pKhirD63ZIdkw3WcQje+T0Z+b1Ed+PD7iO43Q0LtUtXcnjatD+6jfigt4ILsN127xO9NarjY1Dz6slhnP1EK9KFvAZRcc3Mbh/UC6YbXJTzamct89N5Fk08HBaoT/R4OULA/SsGtV55FkfbA+/FZ+Eg0oF3+zwVuWROvYsyv14E9tCCkEROoNDMg4VxiP01Nk8ztbwfcubcWGvmuxZNKXnm3oWsYc6PiN/87yQznPxxfsUPWljntwG5/84HlA/vll/5nbqQrRcqfUeRSfGvVo3oEEtvp9S+sTnQvbjs363fxsa8jh7/Uz0nevh/NxW1EkbTqIMBKZdHfrl/4GPrIeh1YadiHcoE3BQYXB7BigHvlxmttifyTOX8AvrFuu6wkjP1GFoMY3qqxSGhnw0xzTxgOsSFVknQjUvuCy4txXdG4vuDEIYWrEYXYtFWi4LB48+qM5Mu8tVITZdSOTv5eIx7HTkd+zxM9qVDfWdklxenNyKAQG2iPPugFkc/NcV8qa8RnIbRov2qKwt6UDv62VpXh74XqXZyos4e/v38AmLY/DeKcOkhAHR37gShQdJ4gSy7STUi5XygGs4EHACAwfjhoDtd2Ht77Y2ntp5xJhJi8yRV1MYk2lRoMeFMjBW9cUzi77sgOtp7gf0dm+J064ftHm0ybItHjUeCMsad9NGC3RXZuOZAuBOfOAZQ3Gw31kuuGu9A94kpmTCXRxOOAxDW/KBluhtqfCqZOUoPI3xUGXwYcVcVLUgiXxfL54xf33Ada+PjWKx/2MdVZu4XvUb5wg0fLn3wXD+W+mA64J/PK+UBasf8NzbNBofy7IO+3LEb2yIQS9c/1+GoUndYnTAdawb69vK7uWyZ5Uq7xwZgTLB66jCYrgul8HVQabVu2oxheN7nig8R/TjzQ643v6jzod6BEJ1bkv7TTqT82ErWxh7EFAPQx7u5efn62VJMuGIRw4aObk9OC7SvDDFBSN6bPB4Uu1GvQ3nyO65G+f0L4WpWH21jbzERzq9MpAx7qq9+JtxQdmBZVeyQPVV5W00AY7SQNIMAkvwRPKFe2pjwetpjADfTvOU+rsC5C/8n/DmMQblsj4Q21uPjVnQKo61qsz4m+WY46bmaKzX6+C5AfW9CpCnVjsZ/wo5NZL9KsRRzQlHvf3U2rkKT3aeuQsd8o8G98aiO4LFUIHSz0cXiGEndhSGNo8XA9LlXuB5KAytWaqhfrKsbxZ1WVTAzf+7x8C1DE3o7WahGQ64vkEY2tE+QdfV6+s1TQ7X137AdS3Ur6+jYQZxVmFWVdgU0sP/VyGOud3xeV2xnOh63xUlTZNKQecQJmxLReMQYkXvzHyiqnnqNsLQGDcsZzcMLeTr/92t3UzzdoWXAjeY4djqB1znEJSqjAoPBHS3R2VZ4m8eepX5+ujzCmWqMDR0B+fFbFogDwwktwFVSMBWXw49YYMp44V9F+upQmW07Eru5LSwU/wd8oc2ZDz5XZT/Ue71NDWOI1nvZej2j3/jQhFD6titnOe/xkdgVKr6Wocxd3yQ9h5m6DJMtf22wtD8N3pWxAOuY3qHOgytxgND/Layex+6rMpl5DqPPN8oDI2U/hxKm7IM+R3fY2hNNWd/URgayb2pmEfMsrzn6jjUxflb6ZNq4RzC0GbLiz5lsAg6Ul02w8jYgPIgzQtTv/3MLHrNsBzR7e7pcY7s8yvy9pcbi6oyHE/W3SsZoMLQGPfeXp03GZFcdoSyaz5XxkY+HNvLULpwqHuK/MOh5TwGMu7xO7aJDzHnZwVfFIYGuO6HoeXvk6CVilio8jk0Yy983/pT68U8nuPcMJ30PW14UWWYaePSRH2pnvf4u6rvKF5mtT7hYY9H9fN/zHBvLLojWKudpsIdewTafVYLluFiQIWhiZ250tOg2IV14F39ale84UY7s23yVzvZ4E7u8kG5hd4kDI13vivYdjZ6PR2P/k7hh8/uWsvvzCDESLQ/4B08KToO1S5r9paJPLgs+2FonK8q2+tGF3THUe2YIagQK1wgYLiVAjaQyXACFYZWjNWOy/a8mjZ47Xlg+I6YGfO2xmEErhDj2HL3++BxNtrxmSgspah6NwyN8F9W76Pt3dlhaNAmaSxqsi8qSbjrqmTCUTl7Doz6azkt2BHHNgYE35hZHYZWeRapBYUIVVC0iuXrNmG9I14PnqVC/nO5K41LHYYWcaroMvo9gQxGWTCdFisqjC6Hq7mhKVUf8FWbKCkMbcEwTSELWF6tx3UFrp9lwMzjvShXhUhv6U3m9W9qrmFZUM1pZ4Wh0WIq06zmEx8He3yD70Zle1+abaEmVVqeC88B5pO54J0tbcxbLcqOhKEpXFknmI3LP6brHKEDzjn8DuVBnhfiohv1UdQpVB7GkcPQ5glk7nI85GUE1eJWyt0vCEOL/az7LfNLfs/HEUTZj+2K//E76wfVOga/94PHtd7MRZwdhjaN+7PVQ3gw+JhgT6jWlqJ8xe+tTDGWbhSG5nMVyRK1DmRcpinrXj7PqEO5e774TYUdzqKv+Lni72mKBoyjY/JQGNqK7Z2sGHpfFdwbi+4IRsqDw9E1DBowrq6jSySCcperjAaVYr7913ioXfEYt+zCstc3Mr4wDu5SeDW4IQfdWPnQRs7LwOECqg0joYDhRFdwSn8/qJrC0CYU6hbSIN6Osw5DUwvFvDie5yjQ+IackF8sCnH3JoRjwBWjRxZtXveyxp3trby6TWbQfjQaqDC0opOU8aL9HtRded95mXLnHHlpsLhooSfAI6reo5PRNMOhiTDxz1NfkJrt7PjMU8SjoudqgZerCdXTcpgN1nHkGdukwtC67KNDm6GPlEy4kzC0QZF9TMH4b0YDLCPySznWRwvanVCFdMB1mh/y3GIWvXHUAmGlNFsbY1u7MYXb039HPoxt620aj1n1GxeMywJhaK4kN3mgcfN5hg0SCOuaPWtCqMrUd5m9H3FnPfM+4FLILwXMR7ggMLOTZ8F+GBrqFmeFoZHBrbUfeK+a086RESkMLdHMEizQ7zxHMi78bmSs874067Tq+WI6lKPnAOsHE/QL6znVIqz9JgOK83fr850dep7PUtiSuKFp03XiuyN0kPoT8JHzb5oXSN9AD+914YP183EOwdMEaTP1kFSzk2fRAQ+pPaiMDmpTbRWynfH2MifLc6Xq5+27xkUZfFIY2oLpc18pbzPWoRU/IN+jLGIPI2xjzF+PETQgHj3gmmlXdf1Enj+s9+16FinD2WDdUOXZcIi/2QA+zVGnYzGYD7gGfpq7Dj4aB/zp6nS7XUyzrysqPmprrQOGsz28zLR8d/zUEQxfI9wbi+4IKiPNF4ehDQapu9zHvELRL/C5WRgaLBYovGpTtItGCXzUAdcpDG3OxpgQhjY0TkFbinaN3A1ROF0v+bav66ZIRWUlpZnzO7Pe/jXwTsaDwyW8rIq3WIfm8lc0CoBLvb/3OhQuyjTnCh33z14YGtbTF3e4G3RXYWgRdy5TnskhFnKq39Y18qzi7QovBb7YDDSa++4HLorrMqYSDwRUirkP1TOHnpzrWYQG3NEB1zjGzMwWE2GZ8P0upvlRf90kDA37M5ZVvC9us1Tu5IFWVFYICSOjOfLwEZxZqa+88DAUSMp6izSq6DL6jXwQwtDm2v2e5aor08O+tloWRGMJyNNJt/3mYWiRXm0joc0z8YaZasOq7R7Px8PQuH6c06u5Q9V55JkPuD4rDG2e0hxZ58l4Kn7jxZvm33wz4lFAXcN3uBXvYFqHalHGC2SUqZwWIc5nY+MU4lgt9EegZDjyUd9I4nnB5P9u9O116Hb3upg24ZyzdXxl+FGoNnSa3BzcIhnKEYZBXCdMRT/jb8ZF67C1LMC+ankLA1LUoUV7kO9BFjFfDNdCpONw3byO4LBKhMxfe0af7Teei1Qd5o34a8MZ5j+V2wxeJcrBg8ss661dl85zNOPC/BTHRo0D9wvKg4YnHVitntkYimUpHtsDHWarf9+HoXW4NxbdEZRhaChsD+54K4W+DkMb4NEEBuKWv69WKIUyDC3Wj/+rXeGGG+Ejw9ConmkCYez/wRVyZCyqdlR5d7mCCQwX6B7J73xQoUyK7qhTemcWw7AUnogvukn6/zIMbeBNwCELfEPCbhiawG9dPW/HDfOrMLTJurBHbwoM5XCX5KqPjoRxKPaodssaLsgfwki6Ar04XQ892d5X4V9HDcdNcV0g3MT6QgjpVsE06THGsOHe83BapsuyxhCW88PQevlq8cKu9Q5+oDriiTLhTjyLhkbpNfC/WZcJtQw694Drnm9URqIVfVcLKC6rni9ifVn+Zxw5VE7K+p1DuxkP9RsVapaXuDPKMjOkmyJvKVgW8qyhBWX3KNsJQxMejHvzgEM+CDeOoU25rzwac1/MU1TC9+SUMvh5qI6UG2fKhWqhy2Nj5CXkuIw8rznPiP5oMOhhlzmt89RNbAthYUR15RCbbDBQ31Gez1OUqT1txiXwtWVPjLsPQ0OdcntXhaFNtPh2o6/i9ToMLc83bvjbDIX77dhvpy6k6eEH5gfHj3/XYWgah+xZlA0YGLbkOCkclFcS9mnUl/U6xr+jLGIeqtrk70ZhaPw86s/EX0W/pU3sYr2gcK3agboPhwbuGUfwe9e9o4xXczTjMlkOQxutQ3sZ8Zvq7yMb6U+F+gAAIABJREFUi4q32lprR24dwctMy3dPy3z/tcK9seiOQLmmm7Fid35ZleulvxuGoTUFWX/fU7z2FsgsxNZlJwyNFHYVhraSAoaTB+9acd5UX9EnozNrECoX2vBunuROQXCtJW8Nx/li7mFYCmfEF8Ml/P8q+lqVofmpl4cGEXTd1YYr/S7uvJIyLfLgwa+84MH+HrmE5oUsfstpVL6881wZnTL/qPHTQk+orxO+Bycj311GgxoewNk9bOoy0K14VDfeaMd9mPBfe+gVhlw6HA5DOy2scLFzMZNr/TwlRajxi5AJd+FCPPb02P6U+3Q1tsuzeSpjieTD3Jc4frl+/l3y5kBuDsPQXI4MxqUKyzxKl9HvEFa7iDA0kY/l6l4YmtlGD7UB1MJ1wiI3HgCfeR/aQ3050hW4/hSGNtWehNVcUPGMkhVV2Hg1d6g6955ZJnhdSsaHNNCfPEcyXvxuGIa25osq1IaE89TRXW8E1Bl4oZhDbDgvLcrSIcEUhiZkFQIa5rb5pq4vhopQvQesLCP9Cfm7CkNrfN9+Z11UhqFBfpwj+/x6zHP3KFRlKDm4LnqTDfHGcrFfq37e8mpcuuyI75rRYV3DWFKbO/qA6yNhaJF/OPyLx4AsY57yGCFvIu7vChJ/FavmFoYmyj0Uhia+O1pq3bA3luK5c5Gnpol0faE3tOc5h2RWYY2xjPgb5QHXMwxDEx6GzjvNi83GhqsRXmZCvrc51O7D0E5wbyy6I0DeqowwRxkw7Ii0U+BzOuUupxTDvTA0xl/jnvO00/rnnmak5PZQAM9/sjJf1zgrYwwKtqO3oQUjWnFzHQMKf7zpY5rjO7UDMYc0Xl7HeVOGMw4KnRAuATjUfMb5+3O+6SG6rE5wZpHmCfXutOinfhqFgoVdeFTKZlRonMdznYzfTcLQ1lXfexSNSd5G+C7r7/+ZbxinCi8Fzv/rag1XpwuOt9EkjrejmNnwtqfjYWjZuHj2bWhgZGRlZZ6ndOuNw7JaGg+Y/y7m+T25xqEnzWhA6fpzNdZrGeDfuV4EX+g0vItyzEb90tMHuUm4VbyyDHBU9Si+YuBX/Dsa0eNC1xePnG8b/52P1OYLw0L49XnRFU1sx1gW3EYYGsqACeaZMKcKeYb4+Lloqm6FRzVf4+JMyUbOO7wRRyzozg1D4zmyzpPxVPyWNscK/erGYWioazTDlLV3IW3yJNJl8aL96K1COA7ZmGhmwXiEek1a4B5Y0KnFcw/jtTCWvR6st/33vJMIQ1O3oUG905xvgELD/Shs6SjshqEFuVt7FuW+yLirfsa8KQyNDDOepodaclvyXKcMiCEkH3ThWJa17xh6ybx0fb2WRgJsM75TRiueIxkyf+0YfU6fJ1ir4Hoht7ceG2rdMNH/CqIMj/+7Hum8FmnFhr76dr2BsYhoqm6Em4AXMF3IM2Xe4jnhHPl6VhjapMOXv0a4NxbdERwxEB0OQwMNn0/mR1BhaMprosSt8BroafN3fMeTBHo6KGAXyE3wV2FopzSTcqkGY9GAptWhz5VrLcNWd68HlXF8x5MG4qhcs9ndtvL2wndID68regDodm/tBWFM7qQY5uW7w2eHoS2e19se2yI9i6BfQ4gVGd/4Ro7QrjX2r/T0KehZfTPT/Hj4gOt1FIamn0fg/I+eRW5oW4luFcw8xgb0ZMVkJNd66Enna4dDYWirQegjt/nMMDQ0Jh2Us+fAqL+c97ANbUE5kDvlWJfeD72uURnTFCf5UUhqHR446HP43WWIfz/VyeNyp569Q7sZD/U7haEB7/D5I6GukG48n7T2oKxN477LTuZtxfux3cfkA36K3oUnGsz17YeqL5QxdoRH8FoCvQBlQdWWozKCZYKXs+uFC/Mkz5HcNs7D80lIE+Zxf5fTto2TXM0u7OkMIS3VcBdhaF3GRv4wM72gQ7zp2wjUYhh1ymW1ELZehQnhIpw9AHUYWseRadO8k8Bg9qVQhqGd6HzTMDSF+62FobnOzvwX+ir+x++sH8gwNNN6sQpDq2ioZDfq7/w8WggfDUNLYWLGN7/p8hW/c5k3CUOLMpzXUVObG82y0Zz7rq87x/wU6ieZhEdwcD1fGoZ2QKyUeJkJ+c50ug9DuzcW3RUsa4+p5h2qfjbN0bK2hBdzP3tAHuo2Zwuo8/jFPIFg6O8ibqvEWX9f0zu107bAd/6Pbts+icxTbyPiFy29FupxCzrSR9WpjCkXRDPsH/6PrqvXy5J2BK4Xd43cyuLDAUf5omeNxhNpgjsEXhYvGnq7LcCq+IkUrLYjCm3Wh5vqfl1XVWadB3ez2XMKy1E8rmiFNFJ8xPSsvplt/cPjAvkad9Pz+Nj4E/t6Ty6oa+MDD05Eo7kfwMkLRQXVGGMIfTiNcd7o7fxiqa1Hnptn0Rzl20xyAXcCnb+TZxHIhLvYFRrJCee9oGiDt2Urw1YaM1lWYj9Hnu381d9lHsbxq2VBT488UfEH83iU/1sa5VnU2km0U+OB5yHuW9WnTCPEJcmTwVyIcpXHifq/rrUswF107995sjCHMO8zD43mYweU9bgoRs/OHurM812eCzYlXNNa8T22AxcfKAsqHjoqI1gmjGQ8QtQbcprx2AK6GvNblzFNNrZD54UsEPraHgRdg+Qw8yV7hmD/bb9jmT5n8PyPabLO0ecbL491v4w31XuADMMwtLWPLU9T6TB4hhHOjVHvgXqnjiOXy4dkH/GQ2m3nlOm8tTHLTZYHTW+ybLxIc2XRz95W9b4fcB3LVfMO5x9d8ML6QbWO8e94SDTj6nJBgZLdOBdWIWlKzif+KvrN8et8l9cGFa74P36zlP+ol56S4c0rb4r9uQz6c54jP6kxJ+sX80R1kPpY9mc+8vfKi20PUDf0/1mf6GnnKcv/rxHujUV3BOsCCiTtEPCksAfBWOSu4mJsbJZiYvoFjQZRYFzMU4mb3KXDNolFcxeWnl4bBlr7F1CswWrvbQw4h52SKdQzgVDEvPw/hgvkOriNaWKeYKfgWuz2XR/wLLoWB2OTi6na0WSjF3uQsMcNLyAQcGJgfmp9t6KnSMyHUC1w485r5CkcGxencwfmCdNxf3fcFI+rNuOuc8X77dsSeSwthq7zWF5XMRYWS+mSZ5Eoy5+Rzxx4wnU64YG4TqN1Ndj9lSRq39QYU7Ss+tCfsS3uTYO8rmhYPfcy4t6P72Q3XoUDVtMCWciEO3AsGsqJhfjfrMuEStasa2F4Bc8VHyulLCeeN4teAKqv1dzCzxFnC3yPOCdPC8ARZT7+Dv0v0jfPDJBD25gNzWi/FS7onYReeE7fQD/ge3S/H/V1mOvbvBhl17r4u1oWpHYXOgRDmOPDIfHW/l8LWYj4Yp/PgOOe7OR2tMXHEmVBxfdHZYSSCeg9Wsox8ApQXql6Psi0URcf9IsqYl2afwcCuYBKP/B3iDeXj/2H31E+zjAPBA8by7wevX3zghmr98eoI/V699stynQ+gnnG01Q6DPL/skYZIdsNOE5Em9mOXyBxFGbqI5aDq+AjpZMyhLmS5Bgn74ttjdtM9OGzb6TO4mUa5u19qnThiJO17/OUeUfp4KoMNUbYS52fpbGo4K9sLIq0RDk6xjXzu8MsaMX/K0D+6rp3xO1If0Z+yr8rYDopGsxAn1L2Cz7qIYr1OKjxEvKNpo7sWXRvLLo3Ft0RLOvalPvg0bLo9yNoVvyLGc4pyYNjnrRS0/Kygnwxh4lpXW2I2wpt6kphz8NW3tUVaV/k0H90ae2uw9baGHBuCrA44NoHP9BH1YnjHenS3H7XzX5c4RvOYLCojLR3c9yxcIj5Iv6rxV1gFRYX2rHA4caAQ9gBdsUI+riVCf3P/NQWtYvYHRcCE/m89evSd9ERx6BMn9I+uOj1Yj1tB2+OuweKx1W7cOHnNOM0TB8cZ/gfeQK94dp30S7k7eCdJcrivL6bEZRyGGPz5IYBp28/j6ONE9b+ALadkt7W0SGvVR/6M7ZlWfMYUTSsnt1I6GMc249yYYZztLivlUw4KmfPgVXwfaRFPI+h0SQYdOOYWYSsRMMpGljRWN/eLWuSF0yrKiSVZSfL0bCAKXBWMsTbzLQ5OrbwgOB5rvs0txvlaQwfmSar6Qd8P9FcpP473ydZ4HxMi71qfDBdmvHogK6AxsRtzrXQD7jDv6WBvMVcEMbPktPi/9AOkIXV3BHoVZTDzywT5tnCuC/lGPQ7z5EbXp0urRwwePG7UKbzWDIU5jEyEMclIJ+Eha2hLMy6Bv5W48H/T/MUZKrRM9OE5xtVPj4HXYd0nnG7YxsCLU78jeVVtECdCkPIAq8LvJsXGtBjOvHbXYShlXoxysmFdek+LzLME/DHZNTPxCeF0anSYVGvQZzjXHdqX+Cp3l9KF1Z1+/fqjNIqv9fDshs94uap047nSP6f+GvW/cYeVShHV9N95bhguQgTjiWmww4TIn/x5TLuseX9ue70J88NFT/FdkU6qf46oiuqQ+h9/cVnuR0Bxmu0RnL+u7cV2b2x6K5gXbtyH5QzeH+UAdnqa6YHKboVYn2etwkGeOfPTbAKnDXusHggIcoKculZBIt0dSuDwnkLRYppeYdG1cU7j5EGa3qn/s9TxI8nD8epWf6L/hoZkzjMSuG0rpEe/l8aw4SgY9d71Rb31pjQ0KF2btdMp+X0PpfZ28SeRWgQWi2HjbTnqXYJZb6WfF7Qk2nG9OFxwbvHTp/M22viGzXGkCa+GPL/mMf5X4XqLeuxMLSJ2qXGuuKvEc4bvf3QwZ5G0bB6bmFosFhQcgENxs7fDV8hE+4iDE3xfaRFHPOO/hLoV4d0hfcWDY6VzGKeN6OFnZQFMX31jG7sFc58O5QMQ1sj3zDdKrrgIkP1aRmGNk0nr62+wMd5sqIfKvpYru7r/TC0HtZby4I8nsbzsUPyLoMFgVlU8txLpNHN8lwwQcjXkfkRn/Gwfxy/UW6su/zGzywTvF+VjEeIesP+XBjbu6Z3+B5xwveqH28UhiZ0DXxGHs0HFGfdBcvE0OhUF+VtYyMc/m4hjfIsQbzOCkMTi2G+KZUvzwj5qK0eoi31aKmDWQqh8oV181C8QX+mdpYyRctN/M2bSQisdyKqebEecWllTKJfB7IgzHWyb3r9YfGvjEVh3sw8rvgilSFkLMpe3tSdir5QvKLGB7fRLMrRqq3YHm04y21q64uBjoflovwKxvPw3mJbqjEyx5sQR3om8zeXa5Z1UfWMdWB1Nw9DU/JN6xPOM3ehQ/7R4N5YdEew7QpEBZLfHz/g+jTJXehBg+/YQop5WWAgfgvVUXuR+Pf8znHycb6s7q00hbKZLuimjQLw4iK7wEf3UQt5kD6qTnXA9cXFZiXHUJYKX6zbzMANvZjcgHbYXx3v/m6Gd2oXE3HhcAn/H41h0L7K9V7w00R9N0/drVx6my1ropOHmlQhTMgzl82zCNq/OE9k3Lbvetxgu9BLQPER07P65sDjAtvtZFlWxdvdlTWVRf2Mu3ztj0IC5sn7GsfE9l4d9KxgJlxUvyr+UjgjXTj0BNt65LktBKZIB6zfn/vu0Olg76XTAtNvvFDT4qaAbU9yjfjfLC8oPV1ve5alLgs8HLQt0C5E6CTJBZRZgVbrvizQfN+NeRHnWJfjjmXznIftZrpVdHF6dLqEZoB3TcYFvSKmKd6KVdGPZf1eXyO+3mbsM/eQKmUB0QU9kRBPBWtoAywITt/DWT803rtnTeRVx/Fc+YheligLKrlRlcPPLBNaGJqQ8Qjcn7VHGs4H+Vu8/INx8veKf788DK169rGAuDh07wc9NjGUl/OzPtXGBsjYmdLMJa5U7wE6VDLfrMsD1Be4Xg6tmicLBuNKj8b8M7XBvZP6Yvv8/mTAMYb/lY7RPQ+jXFf0DP2a+plxmOR7pB3mrWSBDEMT/cf6QbWOQTy4X0OfFUfHKxk7CkNjflYyjvVRTqOMlWosZFwzDR1U33E9FSgZ3ozn03S4PyvdC+vYq79KHzYydmS/493eA2+fF4YW60B9yqEZhZ1O965F98aiu4JlWe1yjq7p/nxJu5C7ZZ2SXYIZvbLIZyV6bXlZQfby0E2/vSsMA61NsBj2d8lN9LTo9+/8H5UrJQAv53y2RNgd8P+nTEgfVSfv6nN7mS79f69PuWvzDkrbWRlY5/k7WsjVrXShHRQu4f+VMQz7vX0b8JP/x5tx2M0+lpX7d1k3l2lWOLC/Wx5y4Z3nHmKl+nnkEsptDry/aN7Hb2ujS81Pi+B7HFedtzt9cBcrlEX95bzd/s++e2LBkDT7Qskn/rkfwHn0gGvERS6yllgO92FqLyxuka8VDatnX3j38aEVI9z55b5WMuGonD0HUBYq/ufQE/S2bGWs1PYlylKXBUxX9JJkHmf+RnkpZQGlr57deBzenfqrkv+46InlrDtji87yWTo9ZuD/UTuQD7zOTtdo1An083Rz5Lmqr9c19lufr1wh77JzND6chxUPuddgBSjPt3Aba203i4r05UxhaGvuf/RY8fR4XgvTgNuxtT9ebRzlxnlyAdvSPC4nC+N+X47lORK/q/kA6ao2cNgjoC/IdD+eC6X+QPMhf/f2YrtYLvq8wukxTdI5cL6ZYprSC6rQ1Y60W3lVbOFYudzJQIcivm8HXC+RJhXe7FXo3hSu1zBuN4V5ynQ2i3IQ5QquHXzTqApD67jXi21vm3pfHVLN4Uyq/5tRRXigKNpm/KEsweN7+fl9w3FGT+WoO1d9IXVkMT62dkeasWGl9CwaGH/Ys0v9ryDO+9s7PHML59G1mD+3erBMLYv26q/SH9EVK0+0jbc7XkdB9XW1bmZP5K8Z7o1FdwSr2G3052atPMh/akdEuyzWp7rjjhm+89+8M6vGBu4io2LElvUUhlZY61fApwnuJmi7BwWmDQKfJpFdzyKh8CEuTJf2v002WlBybHbf9TqmQHFb5G01oR0WYog3HCgMDehQhmxc6PrN4HBHMHQogbmK/nWPA3ZHXlseQdsptp9vPPH/I8HtbxuN1vjb60Zc8Vs/G2ZO9Ol8kvlejYUUhjarspCOnbfbfzQcwfhw92EOQwsHPQ9mz4lwUeTsO1D+X+PM44eVwXM8CHxRinX6WM9hARF/XiCjTLizMLSBXPP+7Dh7viiDkF/wdjTuZzaWKH5eLfM3LgpxDnDg9NWz8rxsYWhpZzXyykJ8gr+Zbv6/tdPirYxIl9iOiFuUp6j8nd6RgTjx0TTJMZtlXaRBkwUUOsj9qNoux9PsYadWAradvaO2tvS07IGj5gIMPW74WOYV6R2GfQhzIc9p53oWsUzYeEDL+Eibno/nSPyu9ASmDb/nxWPF787P50K1KOMzUVTZ7B2U51KST0JWJZ0D5xviD3XzVawv82LdbtFmkJ+LrckwVG28+X/ldZnb3XHkm2y7HLHU3psC661KDiad6rR28NtjR33vdcyknyocsrExv5dhaMKzTOftZai0qu6GvzACTu17yp7KQByDLikMpyPPIjZCJs+inTE2FattXs/Eb5k/mzGu8Kri9EqmdSPIljZ55lYGmmlK650j9auytrYckf1ZDjRcYDwcBTXu6jA0PW98jXBvLLojWFZL5xiY+WLoPGsl3nbioHSPacrucm2CnKfgIo7loVcN7ugmPNZ8O8uy4C1OWzpnKt+JqeKAcQeFXTGZRk0Bthya0gQ9KveizrhQi+nC4bCcV7ixMq74TilG084z/h/h2c6lgB0CxyHwGfRnsporfiJ8umcRKGqCJ5DPW8y9e4hQP4UDrttEvdU9Y/tvGoYW2qxvylF9XIZZCH5Cj4Te3vyu77BnvlFyYVnXxtsefhbC0ZyWTqMVd4k2+gXPiMHcibeU8BkmiM9WNvUhGzvIMDxNkb/POZvEPcqCq7iNx1g6p0XIhLuY6NX5QixLZBgaHV4fzqRYVLgV3ko4hfdeV2unkGFMqzIkda9vFlg8U3+x/MeFHdOqbSDIOnA+yLKA6RLbEcvquHi40um3Fe73Qq6qMZvnMJIFLh+WOBZiP1oq1+tOPGQ6fCq2Heb41ZL3A58Lwd6BiIfn4zl1ND/icwxDi55ViO+5ZxaxTHCaoAfknhzjORK/x/lA0wZl+lZm/F96xq23G4aGcyXzU08T+wjHg/8fhZpg3jw2Mn/s6Tpc/wiqMLTJNj5Cr2UuH3FBL5JV8G+N65Ru8nI5csRz9ygwDZUcxHOMeNOA+9CB58qqnxEHLqbRkOij5h0ul/U+fM74JPRTXyocR6FbnBZx3A1DK+Q8lumvOA3jOVNbK55Rx1modmC5ZhaMgLJcwJO9JXkezWf+1bKhMt6M6q/SB6Pejuw3q43C54xHNe6yx3VPO09Z3/ga4d5YdEewKcjuqt7fL+t2ON+eAojQFeHslo3gu20xrwuB7mq3wjv/vVId9WHGsU0rvONdHt+JaZ4a4EWyCaqOD7seT1M8W6LtEIrQlC7oO324zotZh6Fhe/hd/w9CSVjVo+XdShfe0TPunqwSz97GsMsHOETPqU4H5jPu61DO6f/19QJtnkI+hAX43P8vazeKYpnxAFB0DY4H1fWDjnv+yfpEVQ0b7D/uz3wwY8Q5joGan+Lhk9FtHNu1Em/jcFVyYUvnE1/fgUMvo22CnwKNGn2myRYoczR54s6Q06qiJYZ/4Pvc3t5nUQHINKyeV+abyZJcYEXU+bu3O6bDvr9NUHwfaXEsDC3Rb84eRMmzBsZAP6B4bvUiLiiPjsoC2Te2pnnIcRvJf6ZV88Qp6vB83t4RXWI7uN2db1heoqysZEY1Ziu5oWQBhp8uK3gbifHBtOzelVm2M7CsZ+8Hri/KnYiH5+M5dTQ/4nNo/2RJ9vu3I3LBZR62AWWje+MhrzBU/V61fzRX8JjjuRtlfpJpN9C0a88f1EeiB1xPH3FPOhPxt9JJ8rze281pSv2GZMKRRV21GPY+Vl7Lqs4YhlboPUoXm/MhvvO0edfx2XhfAj2smGTK6TvLTVw7zFPHiyEecJ3104AD6WhcBuuwyOOIs/KgUfyFMkHVm8uaij6u83Na5NHI/x2nqegLxSvV+ODv02CMqfaqpij+dMPp3lhyvRnXFGEMi/f741kbBkftGq1bWRdVz6WcgnFesMEhvJQOXHlgfc1wbyy6IwiHHOJOnitRU9xlHkHlKs4wWTZA9SvUxcn3Db/sVaEMWRg2EXbR6FA09EJQYUrTFBXg6EUCk8oUPTn8+0xpm6V4LwxN7ahCe5gu/f/c6lG7ItgV266UndqQ0yLe3F7/nTxOoN4eapBxWMhrQbWbv+W2bA/XS6e38ipxkAdcr30XHctWXjnuLTFDX/ouZrULVBlZsV3oTYDhN8l7CPu/8UQdhqYPuM5jIXhJWOxzNcaCi3nxP9AIdkq3g/5MHvSsYCZc9Fi3UE7pIQDt9T7Dug+FmJwGTN+F73Vy/X3x2MuJ7c4y4bYPJ2wGgjI0qXuUtTae/oc+X1aSP90bw/sdaTJPFt57Ga2da5btKC+Vu7WSBRXfa5mZLzhgeRHCcpaNNqOxhXwU6WLh/agdiEv0PLPgVp4PuD7lszxO1H91MLX/x13YtY2PQhYsa6CT92Vr70BXWFMbtDED01R029LH+cbTVfMjPq9AVxy/ySPxgFxgmbf9x7Fhht5aapinnfSFv+f5IHmdCf5knOL3TLcbeRbhs9AZpsmap1zKS/2n5Gitn1jI6/9RJ5gpTe2llOvdA86D752/FV+0dOSNOttJJxnoPYwj08Z/X9PY+hLgPhrpGC4PXC/2PtCeRbEO/h1x0O/ds2oOaaPcR5wxu5I7ak43630VcYrzpuKdPX5SXqEoe10eeFrmZyXjqvUGh+IFI1QxxiKuGWeHqu8qr7JYbvdSb0Z88DpFXXrUn0z3ET+pdlXjbcPjyDwwllPVODiKl9IRg74w3b4O+UeEe2PRHcGy9puewq7ask106DWzX9aW7hIGkLRCz7USfXmRFxiXQaHhd7n8dVlDHv/PN1r5f1eQ/TseFB0XPJVVXh1wDV4otGuF9Gl1wn9enCcaEF0U3iOvIMdFexxhGkvPaDTiw0CxXu/HfADxlPist9sCaH6KfXjVPIv6uyoMjenlRkKmTzjQ3Hc9Tm2LB1zbSSF03HAnSRutnFa9zesh3m84g8H0csBPaHTqeXvZaXwskSdindFwgJ4TbdcYntH7ymnkNHF5wgtFBfiN8UV8MC33YW7vqc+Kto6evY2+sMJxzfW33SToo0iLLBNu24V4Jdmh+B8XNIgPorISD7UDjcHDDGnS+GFGJa/jEg64vuh0C7KDZcGSZUHF9yvPEctmNMO68H844Jposze2vK2bQaCf++U76uUB1xex/2cxLlDGVvTD8YblZrmx+Zm0ud5DUk84exHcj7ntMTyv84MOnwptB7nlB+Fubd2+oyhAWRjypvFI+Ane0n3Y9QLkPb604ahcUHN9lBfIK2J+WrDfhbFUtGlZ9DcecyxruleVGte1PK4AF9Zxd73XX51bg2Ne4Yq0xfSYhvv56jrON6F8xE+cd1J5sCiovJA2fTCGobHnKz5PkGaBcRF4THi5JD1v7vpJo8EN+pOBx5jisy5X/t/2vjTWkiQr78t89+1rvbXeq6pX1V3dndM0PQzjsczYgP/YsiVjGYMMQhh+WPKCLPmnF1kYjCV7BEiWMFhYtrDxYCEZGwYGGMAghu6e6e7pjZ7ppXJ6umtfX+319uWmf2RGxDknTtx7q/rV1HTV+aSnvC+XyIgTZ4uIcyIrNnZw/adG5oh+TUW4u7bRujj46CD2bH2km51L3U9/a++NaRtVX/BSiObv5ntr7cpoG4VvrtUppedpXVPyEaKxQh01uYrbm5aNLEGrPO8uS96XyGN75xYygo0Ga0uq3r22iZahjTO0/5N2QJFR+iyNPusFWl/H/m+4V7MbjyJssug+gYYix5Ei3R1ACr+i1yGcD3ATBnE93LMVQng7LW8PO5GRAAAgAElEQVS/09BCygXQJmXWIbTwm/OFMmjKUmgLnfkOYYGxgXPPdktDkwM13t4e0tByPaxUboaorXpoSo7+pgZN1pMazL4s3tzY1UGbDNPScGRfs/c35flVRKKINXalfK6FTNMyaeqH60fniNG+pKknrm58UiyuBy1fS8nR0k7okd+f5ictlc6NgypNPnzqCZJlBZpkvq/pwNgfibPC0tC8PiFpaB2MuBb6m9zgTwwyuqehcf7uKd2E6INUGloq7aAvk7QAv66EGH9YyJDtZBoaobMWnSf1aU0/MlGYizQ0/8d1Z2inkoZGJj30NDR+f+q3S/+g55yOiNPQXNmBXj2loRHZcnwUpaERuvB28LIoD1VCLqjzF6WhkRQjKkOpvpY0aLM28BTe0I+IypX97Df29u3tNFnEI6bogMC1mb6P2xdeD8DZZ64DO9nHZPvJRMa9pKE5PwFApBNqfcH3cemWhqYt0Mn295SGJmyvI6/G77SO9wJtINnLBtfu9mQaGrEnsnzpT3lep6np4p5kyr3QCb3QQdbVISyIgC2cRO/MQvQZ0EQGIOFHs+dCnbU0NEqD1GbFd4NkGhrhsz5iN+jYwcmoZuY70kbUOzVRkRPayfpquoDxp9J/lA80/5e9W5Sl1bEbP9G+pPdy/g/lZgme/1BpaELGUtEvHdPQOowbuswVsYl1p/VkmjXVWbQt6S004vFO8v3KuEz2F/23Uzpyp99yQrQbtP6L/Ymg4+svIfZc/EMLmyy6T2CrhMI5qx3hu0hD8w4pUaKJ8M3UiivdgDMYzVC/fdngWoT/tiu+wXWOoORkCKTTATINLSizcF3e6/7vusG1iIqQ7ZV0CRtc5/49Wkgk1VM0TDNX7qX15m0INIwnF0O7s0wOCEIdOJ+F9qWiRlIbiAJ0g+vOaWiUz+mGzy5kmtaxTfoypFbxCYYsc31RMZowxy+hudu0zW3O523BR9pm6/6aS0NT+ClEDNENrgMfa/dJvtH0gh/wib6WR0+jiqde5VnGNvHsFJaba3VJpGe4OzN/nt8jN+iN0tAUGsrfga9Dqo5rg5Qx+n8G+FXjZBqawv8fFvGkouClduBxBz+gFFEd8QbhfFNzShOZnla/i8p5zN9Oxty5OCWV35/6rW1wvNfm//t+A5cBajeqqqZPxw2u20oaGqgsdN+omPIQ54+gQ+VzNa1B7gvlp/pa0oCnVnPd2VkX0OuUh5y8Iwk/YQI+6a0N+KQ8qBtck2ckf2o0YO0nm/13TENL8BsbYGaxPEd28C7S0KSNpPXSNjuV16hOl3Vy58MeVkHHu368F1Ab6EBtpdS38rn0Bte6L0N/p3idvrP7hrhg9e+FDrKuDnkWJptzhS/o++UAt7cNrqnO5PfIRbR7nfyjkH2k6UEXge0WgoK/FPchbS9tm/RPeR3089pEk9RltM4ZexbKs6EMjeasTozXYx1A70l1g8bn8e9QN2ojtSMvU78nE+2mdXf/63Xl5VOk+q6nNDTykRS6LQKtW0rX8ffyOnTiJ94ujYayfbod6PQM7TdX17uYK1L1W8qfcLK/3z7kRxE2WXSf0G4DrWbQKQcId7/BdSPISkgkRa4yfX10deHpVs25dnAww31am6rQJuJsu3NhBr8+OgNNPy3pDHnOFBidXQ8Kma4EynByem8ICw1Ecb/psQJfve5Gl5bYu0auNqfSzbpvcI3otz/mwrEmaWju/SytgtRB8plrQ2oigNKLvh8QaWg5f46V1Y7p5SYJZf/QvmQRFMTw+faxUHPOW6lVdsrrsj+lUYzqTL/21JfmJ3dfJdrr2kVlytWJRkYB+oSsmobm6JNnEd/TwXuehwkkmYKigafX8DZIWkapFm2dji6NT8qIRkNA6DKiD6QuiGQ9C7Ll9EntSHMnnuqE/c43D+mOsY4BQPiXODzKBKFLp3B9V6fU8AGB6+cQdcajUtsVmTRTdBjVR7UciLYoukDl+4qmcbhIg/hdgMYrsa1huocMiNy7gq4DoUvG6ML7hMtuLvSJY28ZhSL7kqah5YqcyKOkAZUP15e03Sn58LxPdTzRCZ142E2u+YlTohfqNod7W3080lS1BaTtjKeFzUzxiasTbSubZG5XSX6TUaSSp6hu9LJBaKbRhj4XTZYqNr+q+B43Wt+6MumR8hmnW8X6/G4QoknJOW8Xg06In2sGQoo8+GeF3yJ/p3hd4w/Np1Hf22WAK+vIzmdZsxAVRy2zd+ZiYO10QFvhdaXd1B+R/+/dlzS02H7UR3i5dvwYNrhOR5Vlgn6pdEP6v2QhFzmlfUKdp6EpkUUd3pvyoVmdaDSO4gvQ57qmdjXPZQi0dM9pkSkpPV/fx4/yHjk5L9OjUjyjTcz59qfGDXl3HnR+Mx1TsAVGojOl3tJo7X730ib3flqmLAvgY6SkTUjxLOGzu5FHOV7UfEQ6vtLsxqMImyy6T2BROMI5cwqz1zxItzLVTUjrgXRcD4CvfIYv6IRzcmZZS0upEK+y0VU0qSzdqlptbJ2Ccko0lYbGlbl/D+I9cGQoarfIIldfWn96PhUx0CKhtlofpL4+QfViloX1EnXCiU760AFlFVIXQuiovnos+cy1IZ2GphtzIDhFvaWhcXrRKAlaJktDy0LZNFzXtb9KTRrk6U+hV6LN8n95Dz1WIANtkX7I7iMDAhkhRGVB8rYM+c+zzMshv49MDpEBcpyqR1JrvD4hK+kdBif0Uid5d2XTY/hilaJXqtiJSUcQ8C8dqWloOedvR7vwPHek3TO0vn35/n/JIhVhwWkh9iwiA8pQTpABz/MZ7X9+vo/wBeMvX0as26nO0nUBvz/1m/JWiDRo83cJvefeRCNJXF9JXqD2kPJRSG/kshHbuXrSrC/iE27f6oEBtV+8/a5NclCTjiziNKApqbQMRz/5hZyIZ2hf9ugrOHrJdBupf9372ISlYgvo6nEv9lG2g9ZJ6n53rZNecDIsdR4QynQ0kTSLaEPSCrUFOvdfbA9i2gSZa+qUhzq585oftS9paBnvH3cuF35huCctD/5ZxQ+hv1O87nwRei1LlSV0Qi+TZskJjCxDG25SlZdH3y+jH2o/MtZfcbvD/ez5PNDK0aBbVEcvkH6r6jvkJMKU6AM3QNbsfOwnx2100L6YqJVR/3b1inWBOumm+rl6mdq7eVn6c8kJGKFD5GQl5X9pI7UjbUOWuEfqA8lHKZ9Mjmd4O3ReTW1sL8t1f5ruqm1j/X8UmSvkiZbJ/u8wg6CNy2I+C7+TNkHQTdo1mkbYC7S+1vwJd6+lodWwyaL7hHqwDLZiCsSryb2A5uU7qOGbWXpXd/blM/KVKHePN6SJDW8reZ2EysovYlAH0UWY+EFvlvkwd5mqU5cRjnlGUnyUr2tFKSfKbvraV690usRfePDHPLyHkt0PdkHP6WlovL5xP4aw2ngD0iwL4bv1dbpC4N4lHHL2JTDBE2IVXqubmoamaEwaOUa/iOMmhGgdaaRBRvkh431JU09cnWj9UnJD2+UiEvz/ftPSQBd6VNMQFX5i6Rhk80lJC8nbrM9dO9nX6wJ/hT8yyarRiKUF3NsG11QvaLSUMpeiI50gpK9OfgGN6LNaT959GhrVo3KATHXCfocQywg09WtoFdcV3tEWsu0HsW2axse/YhJ0QOALqsfceaoX+Jcn07SQ/Zj67dI/6Lld5V31kesL7as+8gsp1B5SPorognQaGtcToS508/qaHkQfJNokdX2qryUN6AcZaH3CYI/rAk6XTmloaR52bXf2MkQXxvZGfvlFswVU53f6Gl7HL9pVFRvQSJvW6cs33o9ALM9BJ3I5c7wS0aZN+z2eFE+1SWuv9B0ifldkhH6x7V6g+QxMb2b6oNH1oUa/8Cx9T/w7xev0nTJySdZVe28vkDazfkfg72gRQdAn+uR7O+6buK5UZ8b6CQg06GHOqyukjOlfVHTt5mMHepSQtpL3bUxT7bxGV6bLErpfez+ri5jkSI1jQlmhn7XnUvwU6s+fpUf6m9pI7cjL1O+RvC51fYpn5HPsmtImgE9gpkB9CRkVmYGPNSrRn3RMwya8Mvl/ug6Sv93zFJov2vWZnJ9PyUG3etHoy9QYyemCXgM7HmbYZNF9Qr2yFq8K0tXkXmcrtUGYOgud8WgF9z6ARkHEG/lqKwVSNqIVM9dOVMmZdTeI805NzlNr+CokV8TO4IeojYqtBMh7ad3ob23Vn7avU8SInDSQE3bqCgpz0IRhVtICwgqZO4qvmhE+4iuq4X4AjFaAjCxi1VCjCej7AbqCRleUYoalq8Q8sghROLRcMfOrZGRlJ0RZVKROdCUpnYZG+0/2Z9fIokqZBFD4SZMVPbKI8LbkG0UvMJpkGf9Nzrnnq0pG29X1CCsiKokAgDnSNLJKo6WUuRQdwwQhb2unPHRqtD1fQ1/9kyugVJ+0SZ9oOmG/7Xw0qajoGKqvXH3ps+4+GinkJljzrOH5nERsEb1JnRfKX5oOowMnGVXi6kDvT/2uqtgGuOjDWP9zXmlXXDfQaERXR776SSNqqGxQush2uGuxbag3i4avm6Sf1qYUH0fRFoIGVBewNDTaj0q5lbgeR80gCT/pmPNJcvca6ivI6LKKnHfICB17sY+s/SCySAY0tP6y/zkvcLuaighgNMrSNKL9Lm2kq4vWpk4+UdCxvG5VFS84aLrgbiD9A4DrQhkh5J/Ls6Q8+OuKL0N/p3id8jBdSFPLSvhs3dsdt4vyNx2Q06P7LSd72OKR4DdZb8crrC4Zp8HdbKibQiqCi+rNINfBp3LnZB/69ib6XP5m9+TyfFMWpU8HXcBsndLXmkxr9anvIW3Jwn1qpFKCnzR9EdVDjDVoe9TIIsFzUWSReEfWQ1u7tYUvmOl6MgWa0k55yvle1AeVeitVb002Or2flinLBXRfNHomxbNK//UCRzvaj6nsC7qY96jDJovuE9jqqBwUohHgHhmwamsGUFMscYRA2Bw79+8PRpPvscHOtaXw6NfrzUpz/35aNzeIc4LpjpIuPIqkLiPP4Dfs9PeI8uX/3b6G5upL6y+/4KU/694nVzf4+905aVTCtUy5PxNHPqCkfFSvrPO6upJywWe0LXG0GacRe3/zP3UMtYGuL6sdfw3N7VXlHQ5RJxotFSZDQj1clA+lDYssSmwML9tM+ziKKJN8wfo/zU91ufwc5dFQXqiTtiom9YIWPaIdPQ2qiq1Yu9VTudGzBsqXKXkPA04uayk6Orq4usry5W/Z596hb1fsnXJQwPRDprU7lOneue97FiX1BN1/pmJ9TgeUvhxCrzCxLje45lEqbmW202bQtC5ZBuQItIg3uOb3p37zyLtmDxOfguXepfNKReTC9ZU2ccjbBBJZRWWiW2SRK5PoUyEXNA1N2gE6SU77L/01NE4DadNCv/O+Cm0nfaf0patHp8gi6h94ejEacHlk9qUd939O6tiLfaS/+Sb71Beguk55n6CH9puWSfu1E414RFl8T2d7IGjQ5jwT8Xtb8aOqWBfcDfTIonDNyUn0HNL0q6/rvgz9neJ16uPIL0HFZem+Wjc4X4fC8Xc9qSrL5z6VnASqlP6Mn9Ofp//TVLwPixSdabSHs5Nukt2NHagfLeFaR30D+j+vg35Nm2gKej2WG8afvgz9PRrNtTrJuneKWIvLCNfps4H/6T3cRmpH7Z3pr6GFumuykGpvSjS0/kv1vSyX+hFAGI+58lL+XKqPqOx3qjMtg9FQSDWdgEh+FVO8Q9LLyUOvkDxR+4j8Hur/5plLS360J4xssug+wW3QWw9mxPlcd3iTZVXNxnZdZ+TTu7q3aLh7W5wjA4GWCIUN9davt6vKn4tW2tygKQ9RAE748oymBpEoEmL885wOILgyps6wm61ukdBF91se6QCmG11aPszUGQMkVjcCnVykAIBotltbxdFmyeONj8PguqYJn3Bxz9GBYEX6Uyo6yRNa3UK4dVgdkTzhIkFiGiMKFWeGqU3b0/QnWdFwAye5OkSva6Dtog5Nqy9EKEg+ZjLgU3LyiD6Uf2KZCoMIWp675vYTcaVJ/nf3h4mz0NdudZhOFjseaZMVa6dPZISNBnqN9hmjpQi3d89QedToIlcAKQ159EIWrZCHNjXvzLU9SzL/fJ7RgXVaJ/SqZ3tFldATjBZtTmcabenLqSql7TyajJ7va3RLTpw/R69aLsjgn+hkt0mpRgvZj6nf7aqK2h02d9b1P031Yrqhqnzf1bSp2xVsStCjVBdIuvB28HsC3bkuiGxPpbdJrtqn+lrSgE6W0L0UUhtc0/q4CXbal6n2srZX4ZPaLt0mtTIseSBlC9wzvdhHfl/Qo3RCWNo0+myWcf1O7XyQe5DrQQa8zCTsQvcNrnn9uU+U0POkf13ZjkaaX1FVnfVxJ2hRBzJKI7XXSUoe6qNeJr0nxeuUr6Xs0+dZXUU/dm83L6cug/uUWvmyfgCUDa4T7Vb4ztXFvW9/N7hO2Q80x8oPzqs2HzvQBdioXCJLQDxppNVBXuv0kRZNNpgPrD4bytDu1epEy4j4uAs/yb6k+sP5zbTt1EZqR/5O/R4/iUHozuucqmvcbopM6aNUVBkvN4t0I12Mo3ZQykaqj6L+68HPZDSUMp3wFTs+k/HzWdadFvKdNMKtr8O4mdL5EZ8rssmi+4WqAgl9Jo4SgnPUK/P5QVgXpZJnHTYzpl+1Eecq4uTQc7IO/HqYdOmLvgYQnmlXQWFnWaAJrWuFWBH7CTXfDr4JtnS4ad3ob3mMwi7JeUkXP2mgOLKsvWICSVPu9TVE52mqlbuWTENzdEMVOaDJNDSlP2Vf1+/lddtrvoaWEaeyG29RHmtXsaPh7veDRT/g5wMEx490Mo7Wr2saWvPFn4jPlbZrMuD6W+MnTVbCBKQmHzpvq/2c8X5mf3mCRsRpolGDnZxyFmkg6itpKZ1J34fQaUAneCQN6QCFT37Bh0QzehG+0AYHVI/GA+Tw/v028lJ3pHiJheaTAWUop2Kb/fs0tFyjCRkA5p3T0DLwcHJHM40Wmi5I8b3UKbsuqkZ8EUnqi7aQC6cbZD8z/ZCHczRdL/f0ivnVXye8T+ni6JFlnH5am+SkTqqvJQ3ohIHrM97ueIDK+jnnfZkTHk/B0SvLwqo/W50X7ZDpr7T+ALydpuc72cdk+6mjLeor9UImdAEQ84inl6SZ4B9OGxJlI2yk1v7OPhHnGTloYdEr7gtihJ/uBUGmwjlGq8RAicmLkIdwXecRqi/okcsGb6f21Sxef90nSkFrl4+0FHavfn8sU7QOPBom9r/q39y2aHVxNNiXNDRJZ8JH9ZH6wRUbO/ivgSr1kP6nnDxi9yo+af0/P9LnNV3AfNHE5IY7piYp+fsDj4fntOuJ54UO0XwKrU4pPc/KFOMNTwNBS8mHyQ2uO/QPK1fwdOp+dk/GfWZnJ139nB8n9Vb6S85ZNN7p9H5aJj3noPmi8TOCN6UvmJCDTvVy42mny9L+b6DFfi86ftRgk0X3CSEMXawmt8Mml70yn0xDS9nbLANS4XTeEJFVAbbHTFuca0vhkdfhjzJvPaRL8VBaP2GUyUgTnnriysizMONNQ7lTm+T1smcRXbWR7Y3TkNwxhGby99ZHbihjQ+evIe4/GUbtHH4Hx0fe4c1CuDsP/RWTD7I/ybWQRhUbeFck3+CaP0frRsuhPFaHTPPy26Iv6YSRq4q7z6WeuHM8rQQqKA/ztInufaynWcT8xNMTXHsDPSI+S/A25X9KExoiqx09jSqehhYc6fB/CpQvU/JOw3Bp3eP0nfqC38shEw6A4DEqM7lCj2Qami+DP+9pUfFUD6oT9j2yKKknOJ/R+vhBM42waCaBeH/SNLQQ0SH5gEY5ML1QhZQ1R6+c0iLRz932LNI2gJf79aR4pWpXkZzlGaJ+5m2KdQGlQRQJ5/Sk4D+qLwF4m1xBpmRLPua6vtc9i2j0Ii2DDnIln3reV/uyu6/AIhCqyvsLlAa0HTyikbcPaPSyaHcn3cnaT+6jfdEWfC/1gtQFvh7kPC2T04zbl5g2TofECw0d7YGgDdXpsk7+mSQ/RVXrCdI/ABDRStP1WYakPNBn5Xvo7xSv0zLlfi30Hbz+8Xs6QUuzCfxdMRrU10Tbhe6tnB4BHwinaJOLNrhrPrKop1Z0hitTbnMgdbvzg+nYIUfQZRKBNryNGulTYwptMsb90sYLcnJNlqnZ9FSd6Pm8y3MpfpI6RHt/ykZqR61O8h7Ji1LXpya2tHEBb4tOz26ixPwI4qNyX9pNIvH+1Cb/3DMpWU/VWxtnOGi+KAD/FUftHXH/ZXclj5pvnYqsp7rA0tAM9wU+PSATaWhVWE3udS8NOQBIzkArTmWUckZWWGjItXssmYaWuE5TDORKVVXxwQud5Xeh9q6MeFYeLCqrXdEZ+Hi2m9aN/tbCy4E47FKjS0hDC3XSVuNodzAHV/RTx5By0rdyEoGlIuU0/D6UTffhcO3R2u3KlPSSqxu7e/EKezfekrRkq40yzSQnE4g5j8aiqSeuTpROKaVN20W/DOVTRIgzr6cOuZXkND/RgWfH1DRihOPVcTD+d2VQmjged/dS3nM80hZlt9vxl5A0UL5My3tTjljVon1In6eTi/TdUXoLc4x5/9JUnHA/fz9zHokerWTaF9EJ+75nUYLvWcpWpTtV8cJBxvszD/rR9amPLM0zRqtQhuCJXDisJMTeTZL4tii6oOc0NBm6LnQI1e/M1rSrqG/dgKi+B2m6kPOsT8Q9DnkmNkAntoPKfMTHwsYk09A66AKqt2i73WIKfY/TV3FfdvcVHL0y8lxqZbhOye3c/3Rj1l7sY9R+moam2A46qe7uo2nI2sq81AleNshilDahRu2ktJGuXVqbOul0379Cr7fbsV8R+CmtjztBRkHU7SD0ITRizxFdofobkQ+F6HeK12mZahoa/S10Qq9kkL4WAMLfnAba++Vgt9bJFeOvVL1lpIKzyYwG99ifrI15TEOq250+kHLtfQLRh769CZpr92r8BZCBuOLvUn0adD99f/w+Lr86/Vm9ogkYPRIu1Q3S11J9ioSN1I68TP2e4Js42qVljLeVl59uS5rH9XKD/NNFPj7WqO+Vuk7TB+6ZjF1L10HyNz3noPmi9fl4ck7Whx7vRh6lL+FsCYVuw3t+xUOJVrcbiqL4eQA/COAYgGfLsnxLuacPwC8A+JuoF+0+U5blf9vfqn604AYLLoTUoV0FxdfrRKU3ct2USiMwFZk9du+gm/HG5+gKW5c0NFYOP5c20GTAm4XoIjVVRw4gK0IDcg83Yrw99He0+bIY7Haiiz8KY+7fK4yDq3dG2kjhqqwZYGq41PQkothkuo57Tk4+8PaBlMmv0bZIpygjbU6moSk0biv1q0RfZlmGvmgipEkBgN7fMq0zVR+tP2snJ1VnmpKSRfTh93H6tRVZoOG9zhGRTn6yn931LMgBT8lQUvXyMDkLdF7xof2Sknf3v+QL2of0eZe2GKU9CMeQDVYI7+cZSa8kbXJPy4lyOqni9FdKJ/SqZ3uF8xk6bXDt2utAI4V8ORVZOXa60st50AU1TRz9Ql/XZcDzhuNhR+cMXH5pX7uqSXlI/dZshOvzoP/B2k31Oy8Hgp95ilAY1PF0S0cTRy+Kut18MADEckF1CZN5ycdC1yc3uBY0oLqAlkHT0Fy99vxEh5aGJlMMkQSlD41g8jQQ7WATlqotgMIzafvI7wu6z9XJnY/rm7FJPv9uP1CMB7NOJzAa5Wl/SvoWcs5Ntr+Tno/S0MRENktDU/jpXqCmrgsdqo2TmLwkUq20SR36O8XrVMerG+KKiRZe597oICd1XFltog9o+dIH420LC0VZ1G7+TlempI275tPz77E/eXs4TdxXCGUamuNbOnZw7dDSbzRfmv5PkUxDUyZjpC4DdN9f62taJzn5oIHyuLtPq0vyeTLZJP1HZneg20hNx9F+0u7RFraYD9C1ranriK7LL62lynX38bFWuJ4aD6XlOa03Uu2StkW7J76vfs8e8XHlO5lNuAt5dDYm+FSdvoYWaLHfEeofNfQSWfQ5AN8L4HSHe34UwBMAngTwaQA/XRTFsQ9du48wXOpAnvHUA7+6iLvc4JowbUou3Hm5igeIcHIRQqqFT8u6xWlNcdm0XnW7m4FBxtPP3FF+0YeWkTVfkqnYPa6d3HBoEVd3nYZWxXTpnoYWG2H3Mxf38vsR3a+FhlLaZBnYl5CiNDRCK6BLGpo3DHG93TFs5Ej4qsc0NBeFIAfL8mtHkh/8fW5gReoUDBwih5/SCqiNtsrTCu/raRZ3mYZWBdrItK52wrFN97OefhbRqB3TyDmUzgFKgfJfSt7jVAvRLkHHXX8/Ir50/2UZ53f5m6ZRybLkoMDpAKdHaUQSvU+LQvmwkLIlj5QWFPEEIUlJbsOnFdJ+91F6zunNXIov56/63krwEe87PSWVtyX120VLae1MpqERXslZOXWKqkwDYOkXIHzejlM0I10k9KSDp0vl/g+2Q0ut2iV8T/m4W1/TlNSQhkZtMh/kRrxPBrNaX3biYecfOBvQKQ3NTarEgwQhsxk/30l3svuIHaXyy3Wd1AWxbpT1kDohpll6g2tqp+MNrjvYg1QaWiV1Yzgv0zkoP90LNJ9P0korm8mLkAf6rD8vUsZpGzrp+JC2EtdPq3+vdNDSbFz/uYgbWp7k90zUoV2F7RzkNfqcOyfb4K7RD398WEg+p3occHowjCHo2MHZDW0AF+mYDmlO8l6tbvKcpjelzZdlajY9VSdW9y7PpfjJnaW0rf/nPkTKRn6YNDRNf9Hn4ram+yd1vfZ9OsPp1Zqn6nPSv5KZFloamuQBjSdS76dl0rbQdjjENijmLYDyc+b/7zJvJuolfex4TGFpaDG6RhaVZfkCABRF0em2HwbwX8uybANYKYricwD+HoCf249KfpTwwYXbeP3969ja2fPhrPZN4GsAABc+SURBVBeuruG5Ny8AAO5s7GBmcgh5Dqzc3PTnO+HCtXU2o5tiWXf9uTcvesF779xNACHE7+V3L+PmnW127vWvr0RpaF99/xpu3NnyZa9v7rLr75296a9pochZnuHslTvY3N7zdc+yzNMkzzNcubmB5968gJurWzgwPliX4WeLayG+s7GD5968gIvX16OoAtruDFzZpMJJX3r7EkaH+3Hm8h12/rVyJRlmT0Nt+Xvhz8s+kCtY9Ul+D/1NVyNurG57vrhyc8OvbLn3b2zt4tzKKndocmB3r/LPfePCbVb3F752EYP9fQCAkxf5Nfl+IPANXYl5+9R1rG3u+Ge2dvZUOn1w4Tb22iINLQPOraziuTcvYH1rl/EBpVWeZbh+exN5lmFwoM+fo9fXN3dUuTl9+Q5ZKQDeP38rooHsd3d85cQVbGztqtfo77dPXsfl6+vsXHnmhk/bozR47s0L2NtrB7klK9J5nuHitfWgF9a3MTk6EFaL2xUq0GiKjPH/+uYOLlxdY3TZ3tnDmct3uq44aaG/X3nnMibHBv35S00bJY+/9cF13FrbxtrGDnv+vXO3fD0kfzt9lefkd0ZTcRp9cGMDqxs7GB3qj+4JUVnwx1qfABtbuzi/sha9l+qEP/vz8/c8YJO4tbrF2i6PnhaiH7Isw+nLd3yfb2ztefm6eH0NqxvbWDgw7Ps6zzNcu72JqqowOtTPoqnurNcycOnauueRza29Wi/k8H+UZq5+z795wW8gKe1D6vcb7614Wsp2ptLQvnH+Fgb6+5oPGNT6/NSlO9jZbUcb4uYZcKmRhzvrO5iZGEKeZbh6awM7exWmRgeIHsxwe22b6YCL19bYdVr23l6FU43Oozr8+a9exAdCTwY+5nq9W1+7/989fQOrjWxQmX3/wi02cRFWLut7zq+sYX1z1/fl5evrTCdcu532FS5d3/B6dH1rF+evrvLBmzKp82dvXkCeZd6Od0tDe61cwY7QcRqfvHPquvcbqJ3+xvlbXp/vtdssEiiW2yyqh4wGcLKxtbPX0AxY3Qh2YWxsCKurm14e6vK4jXT10tr00tuXsHJrk5179cQVnLx4G5dvON3I6/bWyeu4eI3bBspP9wJ1QYrQROpbB6pD0tGdlEfos2Bt6KTj/ZegxDtCubF/0wucHFBkWYaVmxvY3N7DzOQQK7fzBtcZNrd3cfbKnSgiI+WLpdLQHA2yXpbZu7WRTDLQvjx7pfaTNrZ2Gz84w6Xr62zskDl/UGEs16SwYJKug7bQCnA/Vtb3lRNXsLbBfSU5WUfLoM9qvruGSlzX+lS+l9Xf09a9MzxHfZqUjfwwaWhsDKBMNsV15eWnIOnWS2SR+3O68fzVNSaLO7ttPPfmBZy6VPvFPotC0QfumdRm9qn6ajR0YAsyIg2NfiiCP8Pr5eShV1C6ODo6Ojh8cCHoOlf2Wyev4+iR6Z7f87Ch62RRj1gGjzw6A+DI3RYyMzO2T9V5cPgP/+t174AdWhjHuatr+PrZm/h6Y2QA4NPPLqLV34dX3rmM//GFEz2V+9TyFA4vjAMA5g+MYG5uPLpneWkSAPDZPyzZ+YH+Pnzs8Vng+ZP4v3/2AYBagT7zxBw+98JJ/N6LdddlGfDME3P47S+dwp+8dk6tx5PHZjD8lTN46Z3LeOmdy817pzA7NYzHDk/5es1ODuPtUzc8Ha7e3sTy0gQ2tvewfHAC7Qp4vbzi2//0YzOYmxvHwdkxvHPqBuanR7EwPYI33rvq7ymWD2BubhxHlyZx5sqqf9exw1OYn17BkcW6/WPD/Xjy2AwmXj+Pjz0+i9FXz6Fo2v8bX3zft6UvQYNnn5rH5798Gp94+iB+98XT+I5iAV94+QyeODqDI0sT6MvrFILlQ3V799oVJkYHcHttG4cXJzE3N46F6REcOzTF+mlhegS3VrexOD/uzy/MjOLslVUcnB317S/PnmN88Ykn53Dk4AQ2d9pYWhjHl966hBNnbuLowVDOkYOTaFdn2HNjw/14fHkawEn8+h+/x/qx1Zfj6eNz+K3nTzY0PIC56RFsNqtvr5YryLKatrOTw2j1ZfjiG+dVnnh8eRpT4xdwfHkaU2MX8MZ7VwEAhw9O+PrNHRjBiTM3ceJMLRtLc+PY2mlj/sAI9vYqzE4N13SbHcWXGqX96WcXMTc3jiOLE2j192FubhxL8+N4qYPczE4Nez54tVzB+EhMg4H+Pnz7U/P4/ZfP4Jknahr89gs1HfIM+I5iAb/75VP4eLHg6fNtT8zh818+hT8lNCgem8XQy2fw4tuX8eLblz0vTo4N4I33rno6HGrosDA9gtOX7mBpfgKXb26iPH3DD1YA4FPfdhBjzWTJzu4eKgCD/X1YXd/BgYlB9A8EGrz8zmXcXr+J44drfjt8cALbr53DV9+/hrkDw6p+cDh2aMr/fvr4LH7r+ZO+nRRZBhw9UsscWi305Rn+5HWuFxwNXj1xBUCtgw4uTGBybAC3VrdxZHEC8weGceXGBg4tTGBh+ibOXLqDQwvjuHxjAzdXt7E4N4bNnT282dDrO4t5zM2N49DCODIAc3PjWJwdw1sfXMf8dC0ny4uT2Nxp49DCBL70tUt49/QNLBN5kDrhV/+A68T9wNPH5/CFl8/g25+cxx+9chZPH5/FH75y1tPiSKMLHGanhvDWB9fx1gfX/blD8+O4dnsL756qzy3OjaHV34eZySHcuLOFF792EQDwVz6+hPHRAQwO9OHA+CDXi0cP4NDCBJ7/6kW8c+oGDs+P4dihKSycvI65uXE8dvgAZiYv4djhut8/+0dfZ+0YaOXePgA1rzt+cPrxCy+dARBsxO986ZRv59PHZ/EHXzmL441+ntrdw+hQC1959wq+8m6gxczkML76/jUAwOGFCSycv41TF29jaWEcK7c2cYLIw3c9u4j+/ha+8s4l38bB/j5sbu9hZKiFr75/LdIBTx6ZwtGlSZy/uubpfnhxAnvtCm+8dxVTY4NYmJ/wdvJ//b+aDoMDfSgeq9v/6okraPVlOHrkAEbGhnzZHy8W8Pkvn8J3Pn0Qn//yaXy8WGA0+Njjsxh48TReaPoLAJYPTWLx4CTGRwbwWrnS0KHWBfPTI7h4dQ2HDo5j7tIdlI3PsDQ/jtXNPXzt/VoWPvVtBzG8uoWX3rrU0Vd45vEZHFoYx4tv17bh2OIEsQ0TAICZySEvD/+TyMPwYAtPPTbj+//ooSm0BloYaOX49qfm8VvPn8Tnv3wKQK0fHS2+42NBPz59fA6/++JpPPcmaf/SFJYWJzE63I9XTlzBKw2tgNo2LEyP4OK1NRxaGMf8xds4eaHmhWt3tnDt9iaW5sbQroDzK2vePjqdkGUZ3mn8i08W81iaH8Or5YpKo8PzY7UdUWwkAIwOtYKf8Bj3E1p9mZcHRwOgloNjjW7MB2rd+KevE9vw+CwGmV6c6qiTU1iYHsHl6+tYnBvzzx+cGcU3zt3CwswoxkcHcGt1Kyp7eWkS11e3I3k4dngKC9+45nUoAIwO92Px4CRazQTy8eVpDA+28OxT8/i9l4KNfPXEFeR5hmNHDsDtQ+bk4Ymj0/4dQ6Nh0eFo4wNN7bYxMTqAx5096YLF2TEsL3H9uTAzgtcaej5z3PmLo3j39A0sNHYBAJYXJ7CzVwUdsDCO5968gLdP3cChuVEvD9MTQ6z8x48cwPjIAA4tTuLq6nag5eEDQKseKnkaHD6AuZnRru3oBuc3L0yv4NihScyeuo53Tt3wvL00P44bq9t452RtHz797CKGhvoxNTaItc0d9LfyiJ5L8+N4472rmJ8eaWRmAvjaJf8/xWOHa999YX6CnT++fACjQy0sH5rC0GDd9mPNIvPnng++ktMFTxybwdxcPX5rDfVjoJXjyWMz/n3jE8MYHWrh+PI0lhYnMTLUwvrmbmQjHRamR7yf4Oz/MtFp8zOjOHNlFQuzY+rzi3NjDQ1Gsbw4iTsbuzXPL03ibCMPmo10Pmzx2CzGXzvH9OLy4QMYG+7HE5u76G/l+ETD+7UMnGpkYAz5QAutvhxPHJvG3NSwr9OxQzrvV1WF2ckhNn5itJgZweq5W1gi44bFuTEszY52lCXnNy/NjeGVE2Gs9fgh7jO689MTg3js8AFMT1zAwsKkX1g42viLWQYcOXwAu2Qm6diRA5iZHIaGvsF+9Ldy5kcfFW3c3WtjdKiFtc1dLC9OYnpiENdvb3n7cOHqGg4tTAg9MIqrtzb9OOrQ/DimxgZ71q/LS5NYub2Jo0uTOH15FYcPTmB372xkF8ZH+rF4cAJHmwWAX/n9E/hb3/vEPenxhwFZr6FVRVGcAvB9iT2LvgbgH5Rl+Urz/z8HcLgsy3/WYz2OATh57drqvm9G+s3G9s4eBkcGcf36GqbGBrC718ad9R12z9T4INrtCrfXthOlxBgf6UerL8fN1W2MDrUw0ESJSNxa3fL7zTgMD7YwPNjC7fVt7O7Wq4ODA30YHerH6sYOtpsIkYH+PowN92Ntcwdb23tR2a2+HBOjA9jY2vVRGH15hsmxQZY64OiwurGDLMswNTYQlbUn2j85NlDvp9CucHN1CxPNSvJNEt00PtKP/lZfvX8Cwiw1/f/m6haGBvow2KxoZ4C/dntt20eAAMDQQB9GEjRw6R3yCNSRDNu7bUyOhnZtbu9ic3sPU010hqQHAOzs7uHO+g6mxgd9Wbt7bdxe28bU2CDqfSzauLXK+WJidIBFTd1c3UZVVRgb7vd8UFWVP+8wMtTC0EALt9a2fa59aHsLI0Mt3FnfRp5nPpoDgKeHowUArG/uYFPhib6+HJOjA7692zttrG2Gfpf84DA1PugnAlZW6lWNLOPtnxgdQIt86tmlGlCekBgd6sfgQB9urm6h3a5UGjh5cH16Z30bO41cyP5f29xBu11hfGSA0aCTLGxu7/pIPEqH7Z09rG3upvXC2GDHsF6NBlQmXP+PDvf7KLIUbq9to9WXY2SI6wUK2v9AzAOSBo4XgCAPk6MD2N5tY71p985uO6KB1IdOFli/E71AeQJIywPVCfttV1qtHBMjA0w/ZAA2t/dqWjS8QLG1s+cjsly7ajpUuLPetL2RC4DryMmxASzMT2Bl5Q4qINKLzjY4OvS3ct9+Sotu9qGVZxgZ6md6QdOPjhcoHai+o3KR5xmmxgaxtb3HdAPnhUADR4e2aD+N0Lu5GusARwdpG7xcNLoB4HbSt7+xD84uAGhsWK1XpC2QNFjf3MXmdqMLhCysb9bRlJOjtS7Y2tnzMkF1wdT4IPYoPzS2tZuvMD4ygFZf5qN6NNswMthiujHqf6ITAPSkH9c3d7Dn9aPefsoLjh8664W6/ZQHpE6gPKD5CjMzY7h2bZXRQrORrv1DA32qn+B4gdKA0sGhk22gtLhb7Oy2PS0cTzsbSWVCRk06maf+Dz3v/nf+0tBAK3qW8rprv/MbAai+UaDHLnb36gkiB80nSkG71/lKACJ/ydkFV39KE2kbB1o5kwet3QAiedBo8GHh2un6ame37f2kbvbBQdLT+QfjIwO1HWjar40bqqrC7Oy4lxV6ntLCgcqBo4PW/6lzrk83tnaxvbMX2UgH6itlWRb1qfSbJSgNfPSbsIXab9oXVB9QPqDtS8kA/V+TBa2+Kdlw44YD44OMp5G438HrSsT+gvQZgdrGDfTnar/fXttGfyvHcDNxSH2FTgh2Yhe77TYmRmIa0LHT1vYe1rfqfqf2gY+juE7shRaSLrKvNbvgxg4AcGttGwOtHMuHD/jxykcVeZ65wJzHAJzq9bn9miz6PQD/vSzL/9P8/4sATpdl2Wsa2jE8JJNFAB8AGwyGNExWDIbeYLJiMPQGkxWDoTeYrBgMveFhkJV7nSzarzS03wDwD4ui+E0AMwC+H8D37FPZBoPBYDAYDAaDwWAwGAyGbxK6ThYVRfELAH4AwEEAf1wUxbWyLJ8piuL3AfybsixfBfBZAH8JgNsY5WfKsow3wUijD9A3a/uo4mFqi8FwP2GyYjD0BpMVg6E3mKwYDL3BZMVg6A0fdVkh9e+8V4VAz2lo9xnfDeD5B10Jg8FgMBgMBoPBYDAYDIaHEN8D4IVeb/5WmSwaBPAXAVwEEO+iazAYDAaDwWAwGAwGg8FguFv0AVgE8AqA9NeCBL5VJosMBoPBYDAYDAaDwWAwGAzfAsgfdAUMBoPBYDAYDAaDwWAwGAzfOrDJIoPBYDAYDAaDwWAwGAwGg4dNFhkMBoPBYDAYDAaDwWAwGDxssshgMBgMBoPBYDAYDAaDweBhk0UGg8FgMBgMBoPBYDAYDAYPmywyGAwGg8FgMBgMBoPBYDB42GSRwWAwGAwGg8FgMBgMBoPBo/WgK/AwoSiKpwD8KoAZANcA/HhZlu892FoZDN98FEUxA+CzAI4D2AbwHoB/XJblSlEU3wXgvwAYBnAKwN8vy/JK81zymsHwsKMoip8C8NMAni3L8i2TFYOBoyiKIQD/EcBfA7AJ4MWyLP9RJ//LfDPDo4qiKL4PwL8DkDV//7Ysy980eTE86iiK4ucB/CCAY2h8rub8PcnGwyw3Flm0v/hlAL9UluVTAH4JtSNvMDyKqAD8bFmWRVmWzwJ4H8BniqLIAfwagH/ayMlzAD4DAJ2uGQwPO4qi+CSA7wJwuvnfZMVgiPGzqCeJnmpsy0825zv5X+abGR45FEWRoV60+7GyLD8B4McA/GpjP0xeDI86Pgfge9H4XAT3KhsPrdzYZNE+oSiKeQCfBPDrzalfB/DJoijmHlytDIYHg7Isr5dl+UVy6iUARwH8BQCbZVm+0Jz/ZQA/1PzudM1geGhRFMUgaufiJ8hpkxWDgaAoijEAPw7gJ8uyrACgLMvLnfwv880MjzjaACab31MALgKYhcmL4RFHWZYvlGV5lp67V1vysMuNTRbtH44AOF+W5R4ANMcLzXmD4ZFFs4r1EwB+B8AyyCx+WZZXAeRFUUx3uWYwPMz4GQC/VpblKXLOZMVg4DiOOrz/p4qieLUoii8WRfHd6Ox/mW9meCTRTKj+EIDfLoriNOpIih+HyYvBkMK9ysZDLTc2WWQwGO43/hOAVQC/+KArYjB8q6Eoik8D+BSA//yg62IwfIujD8DjAN4oy/JTAP4FgN8EMPZAa2UwfAuiKIoWgH8F4O+UZXkUwN8G8L9h8mIwGO4CNlm0fzgL4FBRFH0A0ByXmvMGwyOJZgO5JwH8cFmWbQBnUKejueuzANplWV7vcs1geFjxVwE8DeBkURSnABwG8IcAnoDJisFAcQbALppQ/7IsXwZwFcAG0v6X+WaGRxWfALBUluWXAKA5rqHe88vkxWCI0Yn/7/XaRx42WbRPaL5C8+cAfqQ59SOoV79WHlytDIYHh6Io/j3qvVW+vyzLreb0awCGm9QBAPgnAH6jh2sGw0OJsiw/U5blUlmWx8qyPAbgHIC/AeDnYLJiMHg06ZZ/CuCvA/7rM/MAvo6E/2W+meERxjkAh4uiKACgKIqnASyg/jqtyYvBINCJ/+/12jev9vcPWVVVD7oODw2KovgY6s/mHQBwA/Vn88oHWyuD4ZuPoiieAfAWaid+ozl9sizLv1sUxV9G/ZWAIYRPfl9unkteMxgeBTTRRd9XluVbJisGA0dRFI8D+BXUnyfeAfCvy7L8Qif/y3wzw6OKoih+FMC/RL3RNQD8VFmWnzN5MTzqKIriFwD8AICDqCNUr5Vl+cy9ysbDLDc2WWQwGAwGg8FgMBgMBoPBYPCwNDSDwWAwGAwGg8FgMBgMBoOHTRYZDAaDwWAwGAwGg8FgMBg8bLLIYDAYDAaDwWAwGAwGg8HgYZNFBoPBYDAYDAaDwWAwGAwGD5ssMhgMBoPBYDAYDAaDwWAweNhkkcFgMBgMBoPBYDAYDAaDwcMmiwwGg8FgMBgMBoPBYDAYDB42WWQwGAwGg8FgMBgMBoPBYPD4/2mlquyuxg5bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 2))\n",
    "plt.plot(train['number_of_borrowers'][:1000])\n",
    "plt.title('location_y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 2))\n",
    "plt.plot(train['debt_to_income_ratio'][:1000])\n",
    "plt.title('location_y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar_counts_categorical(train['insurance_type'], 'Train dataset: insurance_type', (5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 2))\n",
    "plt.plot(train['m1'][:])\n",
    "plt.title('location_y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 2))\n",
    "plt.plot(train['m13'][:])\n",
    "plt.title('location_y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3VVq3SZMmPPfcS9tu9+9/Bf37X0OnTt+q9hirsmXLFp588gnuvvt+Fi1auO2FaevWMjZv3rzTISSRECi8a0jTZg1p2KBeyve/7rrreP3111mzZg3nn382AwYM4MILL+TFF19kxIgRrF69mhtvvJZDDz2UiRMn8tZbrzJmzBgKCgrIy8tjxIjhdOhQuce8cWNjCgryKS6OesFjxoxi06ZN3HBD9I1iRx55JMOHD+epp6aydOlipk59lKlTo28Ie/TRRykqKuLTTz/BrN22bVTlzTf/zujRo0kkEhxzzDEMHTqU+vXrs3HjRvr0ib6hqkmTJtx772i++c0WANx///0cfvjhnHbaaZW2Vb9+AYWF36C4uGlKx1hh8uTJXHTRBbRpU8wBB7Tkt799nD59utG1a1fat2+V8v8DQOnGzZSsU29dahd9DVp62gLzd+cTlsXFTek26PGsFFVTtm7eyIJ3fk+HYy/MdSk1avrI7qxYUZLrMqQOS/qEZTuiS5h3vU42C5K6Jb9eg70uuEVqK4W3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgFSeIuIBEjhLSISIIW3iEiACmpiJ2Y2CjgfaAsc4e7vx8s7AlOAImAV0Mvd5+aiTUQkJDXV834G6Ap8ut3yB4Hx7t4RGA9MyGGbiEgwaqTn7e6zAcxs2zIz2xfoDJwRL3oCGGdmxUCiJtvcfUVGD1hEJMtqJLyr0QZY4u5bAdx9q5ktjZcnargtrfAuKmqyh4cuoSkubprrEkQqyWV4B2vVqvWUlZWntY6e/GFbsaIk1yVIHZaXl0i7U5jLq00WAa3NLB8g/tkqXl7TbSIiQclZeLv7cuAd4JJ40SXA2+6+oqbbsneUIiLZUVOXCo4B/gfYH/iLma1y98OAvsAUMxsCrAF6Ja1W020iIsFIlJenN3a7l2sLzN/dMe9ugx7PSlGSXdNHdteYt2RV0ph3O2BBSutksyAREckOhbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gESOEtIhIghbeISIAU3iIiAVJ4i4gEqCDXBQCY2TnACCAR/7vN3X9nZh2BKUARsAro5e5z43Uy3iYiEoqc97zNLAFMBXq6+1FAT2CKmeUBDwLj3b0jMB6YkLRqNtpERIJQK3reQBnQPP69EFgGtAQ6A2fEy58AxplZMVHvPKNt7r4iS8cmIpJxOQ9vdy83s4uA/2dmXwJNgbOANsASd98a32+rmS2Nlyey0JZyeBcVNcnEoUtAioub5roEkUpyHt5mVgAMBv7b3f9uZicCTxINn9RKq1atp6ysPK119OQP24oVJbkuQeqwvLxE2p3CnI95A0cBrdz97wDxzy+BUqC1meUDxD9bAYvif5luExEJRm0I78XAAWZmAGZ2KLAfMBd4B7gkvt8lwNvuvsLdl2e6LatHKCKSYTkfNnH3z8zsKuC3ZlYWL+7j7qvNrC/RlSdDgDVAr6RVs9EmIhKERHl5emO3e7m2wPzdHfPuNujxrBQl2TV9ZHeNeUtWJY15twMWpLRONgsSEZHsUHiLiARI4S0iEiCFt4hIgBTeIiIBUniLiARI4S0iEiCFt4hIgBTeIiIBUniLiARI4S0iEiCFt4hIgBTeIiIBUniLiARI4S0iEiCFt4hIgBTeIiIBUniLiARI4S0iEiCFt4hIgBTeIiIBUniLiARI4S0iEqCUw9vMrq9m+XWZK0dERFKRTs97SDXLb8lEISIikrqCXd3BzE6Nf803s1OARFJze6AkG4WJiEj1dhnewMT4Z0Pg0aTl5cBnwIBMFyUiIju3y/B293YAZvaYu/fKfkkiIrIrqfS8AUgObjPL266tLJNFiYjIzqUc3mbWGRgPfJtoCAWi8e9yID/zpYmISHVSDm9gCvAs0AfYkJ1yREQkFemE90HAze5enq1iREQkNelc5/1/wA+yVYiIiKQunZ53Q+D/zGw20SWC2+gqFBGRmpVOeH8Q/xMRkRxL51LB27JVhJk1BO4FTgdKgX+4+xVm1pHoRGkRsAro5e5z43Uy3iYiEop0LhU8tbo2d//rHtYxkii0O7p7uZntFy9/EBjv7tPMrAcwATg1i20iIkFIZ9hk4na3i4H6wGKiOU52i5k1AXoBB1RcyeLun5vZvkBn4Iz4rk8A48ysmOj68oy2ufuK3T0GEZGals6wSbvk22aWTzSj4J5OTNWBaPhiaDzx1fp4u18BS9x9a7z/rWa2FGhDFMKZblN4i0gw0ul5VxIH3x1EPe/Re1BDPlHP/W13v8HMjif6MNCFe7DNrCoqapLrEqSGFRc3zXUJIpXsdnjHzgD2dF6ThcAWoiEM3P2fZraSqOfd2szy4xeKfKAVsIioB53ptpStWrWesrL0PqukJ3/YVqzQzMeSPXl5ibQ7hemcsFxENI9JhW8QXfvdL609bsfdV5rZ34heCP4cXw2yLzAHeAe4BJgW/3y7YmzazDLeJiISinR63j22u/0lMMfd12Wgjr7Ao2Z2D7AZ6Onua82sLzDFzIYAa4hObCavk+k2EZEgJMrL03v7H08Hux/w+V44FWxbYP7uDpt0G/R4VoqS7Jo+sruGTSSrkoZN2gELUlon1Y2bWVMze4z4KhDgKzObYmbNd6NWERHZA+lMTDUWaAwcATSKf34DGJOFukREZCfSGfP+IdDe3Svm8p5jZpcBH2e+LBER2Zl0et6lRJ+qTNYS2Ji5ckREJBXp9LwfAV40s9HAp0RfznAt8HA2ChMRkeqlE953EJ2o7E70wZalwEh3337OExERybJ0hk3uB9zdT3f3b7n76cCHZnZflmoTEZFqpBPelwD/2m7Zm0C3zJUjIiKpSCe8y4kmkUqWn+Y2REQkA9IJ3lnAiPgTlhWftBwWLxcRkRqUzgnLgcAfgGVm9ilwILAMODcbhYmISPXS+TKGxWbWGTiO6MsLFgGv74Xzm4iI5Fxa83nHQf1a/E9ERHJEJxtFRAKk8BYRCZDCW0QkQApvEZEAKbxFRAKk8BYRCZDCW0QkQApvEZEAKbxFRAKk8BYRCZDCW0QkQApvEZEAKbxFRAKk8BYRCZDCW0QkQApvEZEAKbxFRAKk8BYRCZDCW0QkQApvEZEAKbxFRAKk8BYRCZDCW0QkQAW5LiCZmQ0FhgFHuPv7ZnYCMAFoBCwAerj78vi+GW8TEQlFrel5m1ln4ATg0/h2HjAN+Lm7dwReAe7KVpuISEhqRXibWQNgPHBV0uKjgVJ3nx3ffhC4KIttIiLBqBXhDQwHprn7gqRlBxL3wgHcfSWQZ2b7ZKlNRCQYOR/zNrPvAscAv8x1LakqKmqS6xKkhhUXN811CSKV5Dy8gZOBQ4H5ZgZwAPAnYAxwUMWdzKwlUObuq81sYabb0il41ar1lJWVp3WQevKHbcWKklyXIHVYXl4i7U5hzodN3P0ud2/l7m3dvS2wGPgv4G6gkZl1ie/aF3gq/v3NLLSJiAQj5+FdHXcvA3oCvzGzuUQ99F9mq01EJCSJ8vL03v7v5doC83d32KTboMezUpRk1/SR3TVsIlmVNGzSjujzJ7teJ5sFiYhIdii8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAKbxGRACm8RUQCpPAWEQmQwltEJEAFuS7AzIqAqUAHYBMwF7jS3VeY2QnABKARsADo4e7L4/Uy3iYiEora0PMuB0a6u7n7EcDHwF1mlgdMA37u7h2BV4C7ALLRJiISkpyHt7uvdveZSYteAw4CjgZK3X12vPxB4KL492y0iYgEI+fDJsninvFVwO+BA4FPK9rcfaWZ5ZnZPtloc/fVqdZZVNRk9w9SglRc3DTXJYhUUqvCGxgLrAfGAefluJZqrVq1nrKy8rTW0ZM/bCtWlOS6BKnD8vISaXcKcz5sUsHMRgGHAD9x9zJgIdHwSUV7S6As7iFno01EJBi1IrzN7E6i8egfu/vGePGbQCMz6xLf7gs8lcU2EZFg5HzYxMwOAwYDc4BXzQxgvrufZ2Y9gQlm1pD4sj4Ady/LdJuISEgS5eXpjd3u5doC83d3zLvboMezUpRk1/SR3TXmLVmVNObdjqhTuet1slmQiIhkh8JbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQAV5LoAEal5JSUl/PrXI/jkk49JJBIMHjyEww//Ng8//Btmz36ZRCKPFi1acPPNw2jZshiAt976F2PGjGbLli0UFhYybtxDKe9v3bovGDJkMJ99toz99/8mw4ffRbNmzXa4X9eux9G+/cEA7Lfffvz61/cCcMcdw3jnnbdo3LgJADffPJRDDrFK6/773+9wzz13UVBQj2HD7qBNmwMpKSlhyJBfcs89Y8nLq1t9VYW3yF7o/vtHcfzx3+P220eyefNmSktLAejWrSc/+9lVADz11AwmTXqYG264iZKSEkaP/jWjRo1l//33Z82a1Wntb9q0yRx99HH07NmbqVMnM23aZPr1u3qH+zVo0IDJk6dXuY1+/a7mlFNOr3YfM2Y8zt1338+yZct45pmnGTDgWqZMmUjPnpfVueAGDZuI7HXWr1/Pu+++zTnn/DcA9erVo2nTpgDberYApaVfkUgkAHjxxRfo2vUU9t9/fwBatNgnrX3OmvUyZ555DgBnnnkOs2bN3NPD2EFBQQGlpaVs3FhKQUEBS5YsZvnyz+nc+ZiM76s2UM9bZC+zbNkSCgsLufPO25g3bw5mhzJw4PU0atQIgAkTxvOnP/2Rxo0bM2bMBAAWLVrIli1b6N//CjZs2MCFF168LYxTsWbNalq2bAlAUVFRtT33TZs2cfnlPcnPz6dHj9507fr9bW0PPfQAkyc/wtFHH0vfvgOoX79+pXV79uzN7bcPpUGDBtx663DGj79v27uIukg9b5G9zNatW5kzx/nxjy9g0qTpNGzYiGnTJm9rv/LKn/O73z3HD35wJr/73ZPxOltw/5C7776f0aPHMWXKRBYu/HS39h/15hNVtv32t88yceJUhg69nTFj7mHJksVxTf2ZPv1pHn74MdatW8fjj0/ZYd1DDjEeemgyY8dOYOnSJRQVtaS8vJwhQwYzfPitrF69arfqra32yvA2s45m9g8zmxP/PCTXNYnUlOLifSku3pfDDjscgFNOOY05cz7a4X5nnHEmM2e+FK+zH8cf/10aNWpEYWEhRx75HebNm5vyPlu02IeVK1cCsHLlSlq0aFFtbQCtWx/Ad75z9La6WrZsSSKRoH79+px11rl8+OF/qt1XeXk5U6ZMpHfvnzJp0sP063c15577Y556akbK9YZgrwxv4EFgvLt3BMYDE3Jcj0iNKSpqyb777sfChQsA+Ne/Xqdt2/ZANDxSYfbsmRx0UFsATjrpZP7973fYsmULpaWlfPDB+7RtG7UNHHgVK1Ys3+k+u3Q5meef/wMAzz//B0466eQd7rNu3To2bdoEwNq1a3nvvXeqe5eWAAAEMklEQVS31VUR/OXl5cya9TLt2nWodl8vvPAc3/3uiTRr1pzS0lISiQR5eXls3Fi6i0cmLHvdmLeZ7Qt0Bs6IFz0BjDOzYndfsYvV8wHy8qp+y7crLVs03q31JPd29/98dzRvWo+C+g2yuo/hw4dx8803s3nzZtq0acOvfvUrmjdvyvDhDzJ//nwSiQStW7dm+PDbKC5uSnHxtzn11O9z+eXdycvL4+KLf8Lxx3+HsrIyli1bQvv2rWnYsGG1+xs48Odcc801vPDCs7Rq1Yr77ruPwsKmvPfee8yYMYM77riDRYvmcs01Q0kkEpSXl9O375Ucd9yRAPziFz9nzZo1lJeX06lTJwYPvo3GjXd8Pn311Ve8+OIfefTRR6lXrx59+/6MwYOvo169eowaNYri4qZZekS/tmXTRr4o2ZzWOkl/X/mprpMoLy9PayehM7Ojgcfc/bCkZR8APdz9rV2s3gWYlc36REIyZ84cnn76aQYPHpzrUuqKk4DZqdxxr+t576E3iB7cZcDWHNciknMdO3ZUcGdGPvBNooxJyd4Y3ouA1maW7+5bzSwfaBUv35WNpPiqKCKSpo/TufNed8LS3ZcD7wCXxIsuAd5OYbxbRKTW2OvGvAHMrBMwBWgBrAF6ubvntioRkdTtleEtIhK6vW7YRESkLlB4i4gESOEtIhIghbeISID2xuu8JYPMrCPRlTtFwCqiK3dSn7FI9hpmNgo4H2gLHOHu7+e2orCp5y17SpN8SaqeAboCuzeXrFSi8JbdljTJ1xPxoieAzmZWnLuqpLZy99nunsonmSUFCm/ZE22AJe6+FSD+uTReLiJZpPAWEQmQwlv2xLZJvgDSnORLRPaAwlt2myb5EskdzW0ie0STfEmqzGwM8D/A/sBKYFXyl6JIehTeIiIB0rCJiEiAFN4iIgFSeIuIBEjhLSISIIW3iEiAFN4iIgHSlLAiWWBmDwEnA4cAfdx9clLbxcBtRNc7bwSeBwa4+7oclCqBUs9bJDveBfoBb1XR9nfgRHdvDrQn6kTdXoO1SR2gnrdIisxsAdGc5T2BDsAM4CZgMtAF+Cdwobuvcffx8Tql22+nimlRtwIHZ6tuqZsU3iLpOR84g+i58zbwHeBy4EPgj8DVREMiO2VmXYDngGbABuC8LNUrdZTCWyQ9Y939cwAzmwUsd/e349v/B5yWykbcfTbQ3MxaAz8DFmSnXKmrNOYtkp7Pk37/qorbTdLZmLsvAV4gGoIRSZnCWyT3CojG0EVSpmETkSwws/pEnaMEUM/MGgKb3L3MzLoDs9x9oZkdBNwBvJTDciVA6nmLZMefiYZRvgc8FP/eNW77FvCqmX1JdNmgE417i6RM83mLiARIPW8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQApvEVEAqTwFhEJkMJbRCRACm8RkQD9f5+puTWaT9QJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar_counts_categorical(train['m13'], 'Train dataset: m13', (5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"m1\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"m2\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"m5\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"m9\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"borrower_credit_score\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"loan_to_value\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 3))\n",
    "sns.boxplot(train[\"interest_rate\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Label Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Label Encoding\n",
    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
    "\n",
    "for x in train.columns:\n",
    "    if train[x].dtype == type(object):\n",
    "        train[x] = train[x].fillna('NaN')\n",
    "        test[x] = test[x].fillna('NaN')\n",
    "        encoder = LabelEncoder()\n",
    "        encoder.fit(list(set(list(train[x]) + list(test[x]))))\n",
    "        train[x] = encoder.transform(train[x])\n",
    "        test[x] = encoder.transform(test[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "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>source</th>\n",
       "      <th>financial_institution</th>\n",
       "      <th>interest_rate</th>\n",
       "      <th>unpaid_principal_bal</th>\n",
       "      <th>loan_term</th>\n",
       "      <th>origination_date</th>\n",
       "      <th>first_payment_date</th>\n",
       "      <th>loan_to_value</th>\n",
       "      <th>number_of_borrowers</th>\n",
       "      <th>debt_to_income_ratio</th>\n",
       "      <th>...</th>\n",
       "      <th>m4</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>m13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>4.250</td>\n",
       "      <td>214000</td>\n",
       "      <td>360</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>95</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>4.875</td>\n",
       "      <td>144000</td>\n",
       "      <td>360</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>3.250</td>\n",
       "      <td>366000</td>\n",
       "      <td>180</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4.750</td>\n",
       "      <td>135000</td>\n",
       "      <td>360</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>2.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4.750</td>\n",
       "      <td>124000</td>\n",
       "      <td>360</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   source  financial_institution  interest_rate  unpaid_principal_bal  \\\n",
       "0       2                     18          4.250                214000   \n",
       "1       1                     15          4.875                144000   \n",
       "2       2                     17          3.250                366000   \n",
       "3       0                      8          4.750                135000   \n",
       "4       0                      8          4.750                124000   \n",
       "\n",
       "   loan_term  origination_date  first_payment_date  loan_to_value  \\\n",
       "0        360                 5                   3             95   \n",
       "1        360                 3                   1             72   \n",
       "2        180                 3                   1             49   \n",
       "3        360                 4                   2             46   \n",
       "4        360                 4                   2             80   \n",
       "\n",
       "   number_of_borrowers  debt_to_income_ratio ...   m4  m5  m6  m7  m8  m9  \\\n",
       "0                  1.0                  22.0 ...    0   0   0   1   0   0   \n",
       "1                  1.0                  44.0 ...    0   0   0   0   0   0   \n",
       "2                  1.0                  33.0 ...    0   0   0   0   0   0   \n",
       "3                  2.0                  44.0 ...    0   0   0   0   0   1   \n",
       "4                  1.0                  43.0 ...    3   4   5   6   7   8   \n",
       "\n",
       "   m10  m11  m12  m13  \n",
       "0    0    0    0    1  \n",
       "1    0    1    0    1  \n",
       "2    0    0    0    1  \n",
       "3    1    1    1    1  \n",
       "4    9   10   11    1  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>financial_institution</th>\n",
       "      <th>interest_rate</th>\n",
       "      <th>unpaid_principal_bal</th>\n",
       "      <th>loan_term</th>\n",
       "      <th>origination_date</th>\n",
       "      <th>first_payment_date</th>\n",
       "      <th>loan_to_value</th>\n",
       "      <th>number_of_borrowers</th>\n",
       "      <th>debt_to_income_ratio</th>\n",
       "      <th>...</th>\n",
       "      <th>m3</th>\n",
       "      <th>m4</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.875</td>\n",
       "      <td>417000</td>\n",
       "      <td>360</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4.500</td>\n",
       "      <td>113000</td>\n",
       "      <td>360</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>4.500</td>\n",
       "      <td>72000</td>\n",
       "      <td>360</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4.125</td>\n",
       "      <td>123000</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.250</td>\n",
       "      <td>166000</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   source  financial_institution  interest_rate  unpaid_principal_bal  \\\n",
       "0       1                      1          3.875                417000   \n",
       "1       0                      8          4.500                113000   \n",
       "2       1                      8          4.500                 72000   \n",
       "3       0                      6          4.125                123000   \n",
       "4       0                      1          3.250                166000   \n",
       "\n",
       "   loan_term  origination_date  first_payment_date  loan_to_value  \\\n",
       "0        360                 1                   4             75   \n",
       "1        360                 1                   4             80   \n",
       "2        360                 0                   6             75   \n",
       "3        180                 1                   4             41   \n",
       "4        180                 1                   4             53   \n",
       "\n",
       "   number_of_borrowers  debt_to_income_ratio ...   m3  m4  m5  m6  m7  m8  m9  \\\n",
       "0                    1                    20 ...    0   0   0   0   0   0   0   \n",
       "1                    2                    33 ...    0   0   0   0   0   0   0   \n",
       "2                    1                    34 ...    0   0   0   0   0   0   0   \n",
       "3                    2                    24 ...    0   0   0   0   0   0   0   \n",
       "4                    2                    12 ...    0   0   0   0   0   0   0   \n",
       "\n",
       "   m10  m11  m12  \n",
       "0    0    0    0  \n",
       "1    0    0    0  \n",
       "2    0    0    0  \n",
       "3    0    0    0  \n",
       "4    0    0    0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(116058, 28)\n",
      "(35866, 27)\n"
     ]
    }
   ],
   "source": [
    "print(train.shape)\n",
    "print(test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting training dataset into train and test\n",
    "X = train.copy().drop('m13', axis=1).values\n",
    "y = train['m13']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(116058, 28)\n",
      "(116058, 27)\n",
      "(116058,)\n"
     ]
    }
   ],
   "source": [
    "print(train.shape)\n",
    "print(X.shape)\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.000e+00, 1.800e+01, 4.250e+00, 2.140e+05, 3.600e+02, 5.000e+00,\n",
       "        3.000e+00, 9.500e+01, 1.000e+00, 2.200e+01, 6.940e+02, 2.000e+00,\n",
       "        3.000e+01, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 1.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00],\n",
       "       [1.000e+00, 1.500e+01, 4.875e+00, 1.440e+05, 3.600e+02, 3.000e+00,\n",
       "        1.000e+00, 7.200e+01, 1.000e+00, 4.400e+01, 6.970e+02, 1.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 1.000e+00, 0.000e+00]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting the dataset into the Training set and Test set\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 0)\n",
    "\n",
    "# Feature Scaling\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "X_train = sc.fit_transform(X_train)\n",
    "X_test = sc.transform(X_test)\n",
    "X_whole = sc.transform(X.copy())\n",
    "test_v = sc.transform(test.copy().values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([2.00e+00, 1.80e+01, 4.25e+00, 2.14e+05, 3.60e+02, 5.00e+00,\n",
       "        3.00e+00, 9.50e+01, 1.00e+00, 2.20e+01, 6.94e+02, 2.00e+00,\n",
       "        3.00e+01, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00,\n",
       "        0.00e+00, 0.00e+00, 0.00e+00, 1.00e+00, 0.00e+00, 0.00e+00,\n",
       "        0.00e+00, 0.00e+00, 0.00e+00]),\n",
       " array([-0.81752095,  0.33647587,  0.82546665,  0.37097056,  0.75507947,\n",
       "        -1.03819157, -1.03290048,  0.72563478,  0.82799348, -0.38541755,\n",
       "        -1.61766047, -0.89583399, -0.34501999,  0.90139586, -0.05670643,\n",
       "        -0.05050287, -0.040401  , -0.03747669, -0.03661092, -0.04404581,\n",
       "        -0.03776765, -0.04130971, -0.04369236, -0.04302346, -0.04544529,\n",
       "        -0.04426267, -0.04594029]))"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0], X_train[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.60175138, -1.23566541,  0.01325   , ..., -0.04544529,\n",
       "        -0.04426267, -0.04594029],\n",
       "       [-0.81752095,  0.33647587,  1.36694442, ..., -0.04544529,\n",
       "        -0.04426267, -0.04594029],\n",
       "       [ 0.60175138,  0.33647587,  1.36694442, ..., -0.04544529,\n",
       "        -0.04426267, -0.04594029],\n",
       "       ...,\n",
       "       [-0.81752095, -1.23566541,  0.82546665, ..., -0.04544529,\n",
       "        -0.04426267, -0.04594029],\n",
       "       [ 0.60175138, -0.56189057,  1.09620554, ..., -0.04544529,\n",
       "        -0.04426267, -0.04594029],\n",
       "       [-0.81752095,  0.33647587,  1.09620554, ..., -0.04544529,\n",
       "        -0.04426267, -0.04594029]])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_v"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "XGBClassifier(alpha=0, base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "              colsample_bytree=0.6, gamma=0, learning_rate=0.1,\n",
       "              max_delta_step=0, max_depth=9, min_child_weight=5, missing=None,\n",
       "              n_estimators=112, n_jobs=1, nthread=4,\n",
       "              objective='binary:logistic', random_state=0, reg_alpha=0,\n",
       "              reg_lambda=5, scale_pos_weight=13, seed=1029, silent=True,\n",
       "              subsample=0.8)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# XGB Classifier\n",
    "from xgboost import XGBClassifier\n",
    "\n",
    "classifier = XGBClassifier( learning_rate =0.1,\n",
    " n_estimators=112,\n",
    " max_depth=9,\n",
    " min_child_weight=5,\n",
    " gamma=0,\n",
    " subsample=0.8,\n",
    " colsample_bytree=0.6,\n",
    " objective= 'binary:logistic',\n",
    " nthread=4,\n",
    " scale_pos_weight=13,\n",
    " reg_lambda=5,\n",
    "# max_delta_step=1,\n",
    " alpha=0,\n",
    " base_score=0.5,\n",
    " seed=1029)\n",
    "\n",
    "classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 14400x14400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot feature importance\n",
    "plot_importance(classifier)\n",
    "plt.figure(figsize=(200, 200))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.02818887 0.06427062 0.10443974 0.14954193 0.02593376 0.01916843\n",
      " 0.02396054 0.11599718 0.00916138 0.1205074  0.14615926 0.0324172\n",
      " 0.01042988 0.07667372 0.00211416 0.00521494 0.0038055  0.00098661\n",
      " 0.0038055  0.00577872 0.00366455 0.00577872 0.00676533 0.00789288\n",
      " 0.00634249 0.00916138 0.01183932]\n"
     ]
    }
   ],
   "source": [
    "print(classifier.feature_importances_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Predicting the Test set results\n",
    "y_pred = classifier.predict(X_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5802047781569967"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print f1 score\n",
    "from sklearn.metrics import f1_score\n",
    "f1_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_pred = classifier.predict(test_v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(35866,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(test_pred.shape)\n",
    "test_pred[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 35716, 1: 150}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print number of 1s and 0s in predicted values\n",
    "\n",
    "unique, counts = np.unique(test_pred, return_counts=True)\n",
    "dict(zip(unique, counts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(35866,)\n"
     ]
    }
   ],
   "source": [
    "# load loan_id of test dataset\n",
    "test_loan_id = pd.read_csv('dataset/test.csv')['loan_id']\n",
    "print(test_loan_id.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save results to csv\n",
    "subm = pd.DataFrame({'loan_id': test_loan_id, 'm13': test_pred})\n",
    "subm = subm[['loan_id','m13']]    \n",
    "\n",
    "filename='solution/AakashJhawar_16011999_final.csv'\n",
    "subm.to_csv(filename, index=False)\n"
   ]
  }
 ],
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