xgboost.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberOfTimes90DaysLate</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <th>NumberOfDependents</th>\n",
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       "  </thead>\n",
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       "      <td>30</td>\n",
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       "      <th>4</th>\n",
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       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>0.024926</td>\n",
       "      <td>63588.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines  age  \\\n",
       "0           1                 1                              0.766127   45   \n",
       "1           2                 0                              0.957151   40   \n",
       "2           3                 0                              0.658180   38   \n",
       "3           4                 0                              0.233810   30   \n",
       "4           5                 0                              0.907239   49   \n",
       "\n",
       "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
       "0                                     2   0.802982         9120.0   \n",
       "1                                     0   0.121876         2600.0   \n",
       "2                                     1   0.085113         3042.0   \n",
       "3                                     0   0.036050         3300.0   \n",
       "4                                     1   0.024926        63588.0   \n",
       "\n",
       "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "0                               13                        0   \n",
       "1                                4                        0   \n",
       "2                                2                        1   \n",
       "3                                5                        0   \n",
       "4                                7                        0   \n",
       "\n",
       "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "0                             6                                     0   \n",
       "1                             0                                     0   \n",
       "2                             0                                     0   \n",
       "3                             0                                     0   \n",
       "4                             1                                     0   \n",
       "\n",
       "   NumberOfDependents  \n",
       "0                 2.0  \n",
       "1                 1.0  \n",
       "2                 0.0  \n",
       "3                 0.0  \n",
       "4                 0.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./cs-training.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150000 entries, 0 to 149999\n",
      "Data columns (total 12 columns):\n",
      "Unnamed: 0                              150000 non-null int64\n",
      "SeriousDlqin2yrs                        150000 non-null int64\n",
      "RevolvingUtilizationOfUnsecuredLines    150000 non-null float64\n",
      "age                                     150000 non-null int64\n",
      "NumberOfTime30-59DaysPastDueNotWorse    150000 non-null int64\n",
      "DebtRatio                               150000 non-null float64\n",
      "MonthlyIncome                           120269 non-null float64\n",
      "NumberOfOpenCreditLinesAndLoans         150000 non-null int64\n",
      "NumberOfTimes90DaysLate                 150000 non-null int64\n",
      "NumberRealEstateLoansOrLines            150000 non-null int64\n",
      "NumberOfTime60-89DaysPastDueNotWorse    150000 non-null int64\n",
      "NumberOfDependents                      146076 non-null float64\n",
      "dtypes: float64(4), int64(8)\n",
      "memory usage: 13.7 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 120269 entries, 0 to 149999\n",
      "Data columns (total 12 columns):\n",
      "Unnamed: 0                              120269 non-null int64\n",
      "SeriousDlqin2yrs                        120269 non-null int64\n",
      "RevolvingUtilizationOfUnsecuredLines    120269 non-null float64\n",
      "age                                     120269 non-null int64\n",
      "NumberOfTime30-59DaysPastDueNotWorse    120269 non-null int64\n",
      "DebtRatio                               120269 non-null float64\n",
      "MonthlyIncome                           120269 non-null float64\n",
      "NumberOfOpenCreditLinesAndLoans         120269 non-null int64\n",
      "NumberOfTimes90DaysLate                 120269 non-null int64\n",
      "NumberRealEstateLoansOrLines            120269 non-null int64\n",
      "NumberOfTime60-89DaysPastDueNotWorse    120269 non-null int64\n",
      "NumberOfDependents                      120269 non-null float64\n",
      "dtypes: float64(4), int64(8)\n",
      "memory usage: 11.9 MB\n"
     ]
    }
   ],
   "source": [
    "df.dropna(inplace=True)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
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      ],
      "text/plain": [
       "   SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines  age  \\\n",
       "0                 1                              0.766127   45   \n",
       "1                 0                              0.957151   40   \n",
       "2                 0                              0.658180   38   \n",
       "3                 0                              0.233810   30   \n",
       "4                 0                              0.907239   49   \n",
       "\n",
       "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
       "0                                     2   0.802982         9120.0   \n",
       "1                                     0   0.121876         2600.0   \n",
       "2                                     1   0.085113         3042.0   \n",
       "3                                     0   0.036050         3300.0   \n",
       "4                                     1   0.024926        63588.0   \n",
       "\n",
       "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "0                               13                        0   \n",
       "1                                4                        0   \n",
       "2                                2                        1   \n",
       "3                                5                        0   \n",
       "4                                7                        0   \n",
       "\n",
       "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "0                             6                                     0   \n",
       "1                             0                                     0   \n",
       "2                             0                                     0   \n",
       "3                             0                                     0   \n",
       "4                             1                                     0   \n",
       "\n",
       "   NumberOfDependents  \n",
       "0                 2.0  \n",
       "1                 1.0  \n",
       "2                 0.0  \n",
       "3                 0.0  \n",
       "4                 0.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop('Unnamed: 0', axis=1, inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberOfTimes90DaysLate</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <th>NumberOfDependents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>120269.000000</td>\n",
       "      <td>120269.000000</td>\n",
       "      <td>120269.000000</td>\n",
       "      <td>120269.000000</td>\n",
       "      <td>120269.000000</td>\n",
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       "      <td>120269.000000</td>\n",
       "      <td>120269.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.069486</td>\n",
       "      <td>5.899873</td>\n",
       "      <td>51.289792</td>\n",
       "      <td>0.381769</td>\n",
       "      <td>26.598777</td>\n",
       "      <td>6.670221e+03</td>\n",
       "      <td>8.758475</td>\n",
       "      <td>0.211925</td>\n",
       "      <td>1.054519</td>\n",
       "      <td>0.187829</td>\n",
       "      <td>0.851832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.254280</td>\n",
       "      <td>257.040685</td>\n",
       "      <td>14.426684</td>\n",
       "      <td>3.499234</td>\n",
       "      <td>424.446457</td>\n",
       "      <td>1.438467e+04</td>\n",
       "      <td>5.172835</td>\n",
       "      <td>3.465276</td>\n",
       "      <td>1.149273</td>\n",
       "      <td>3.447901</td>\n",
       "      <td>1.148391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\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>0.000000e+00</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>0.000000</td>\n",
       "      <td>0.035084</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.143388</td>\n",
       "      <td>3.400000e+03</td>\n",
       "      <td>5.000000</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>0.000000</td>\n",
       "      <td>0.177282</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.296023</td>\n",
       "      <td>5.400000e+03</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.579428</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.482559</td>\n",
       "      <td>8.249000e+03</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>50708.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>61106.500000</td>\n",
       "      <td>3.008750e+06</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines            age  \\\n",
       "count     120269.000000                         120269.000000  120269.000000   \n",
       "mean           0.069486                              5.899873      51.289792   \n",
       "std            0.254280                            257.040685      14.426684   \n",
       "min            0.000000                              0.000000       0.000000   \n",
       "25%            0.000000                              0.035084      40.000000   \n",
       "50%            0.000000                              0.177282      51.000000   \n",
       "75%            0.000000                              0.579428      61.000000   \n",
       "max            1.000000                          50708.000000     103.000000   \n",
       "\n",
       "       NumberOfTime30-59DaysPastDueNotWorse      DebtRatio  MonthlyIncome  \\\n",
       "count                         120269.000000  120269.000000   1.202690e+05   \n",
       "mean                               0.381769      26.598777   6.670221e+03   \n",
       "std                                3.499234     424.446457   1.438467e+04   \n",
       "min                                0.000000       0.000000   0.000000e+00   \n",
       "25%                                0.000000       0.143388   3.400000e+03   \n",
       "50%                                0.000000       0.296023   5.400000e+03   \n",
       "75%                                0.000000       0.482559   8.249000e+03   \n",
       "max                               98.000000   61106.500000   3.008750e+06   \n",
       "\n",
       "       NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "count                    120269.000000            120269.000000   \n",
       "mean                          8.758475                 0.211925   \n",
       "std                           5.172835                 3.465276   \n",
       "min                           0.000000                 0.000000   \n",
       "25%                           5.000000                 0.000000   \n",
       "50%                           8.000000                 0.000000   \n",
       "75%                          11.000000                 0.000000   \n",
       "max                          58.000000                98.000000   \n",
       "\n",
       "       NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "count                 120269.000000                         120269.000000   \n",
       "mean                       1.054519                              0.187829   \n",
       "std                        1.149273                              3.447901   \n",
       "min                        0.000000                              0.000000   \n",
       "25%                        0.000000                              0.000000   \n",
       "50%                        1.000000                              0.000000   \n",
       "75%                        2.000000                              0.000000   \n",
       "max                       54.000000                             98.000000   \n",
       "\n",
       "       NumberOfDependents  \n",
       "count       120269.000000  \n",
       "mean             0.851832  \n",
       "std              1.148391  \n",
       "min              0.000000  \n",
       "25%              0.000000  \n",
       "50%              0.000000  \n",
       "75%              2.000000  \n",
       "max             20.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>SeriousDlqin2yrs</th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberOfTimes90DaysLate</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <th>NumberOfDependents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>1.202680e+05</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "      <td>120268.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.069486</td>\n",
       "      <td>5.899913</td>\n",
       "      <td>51.290219</td>\n",
       "      <td>0.381764</td>\n",
       "      <td>26.598995</td>\n",
       "      <td>6.670227e+03</td>\n",
       "      <td>8.758498</td>\n",
       "      <td>0.211927</td>\n",
       "      <td>1.054512</td>\n",
       "      <td>0.187831</td>\n",
       "      <td>0.851823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.254281</td>\n",
       "      <td>257.041753</td>\n",
       "      <td>14.425986</td>\n",
       "      <td>3.499248</td>\n",
       "      <td>424.448215</td>\n",
       "      <td>1.438473e+04</td>\n",
       "      <td>5.172851</td>\n",
       "      <td>3.465290</td>\n",
       "      <td>1.149275</td>\n",
       "      <td>3.447916</td>\n",
       "      <td>1.148391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</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>0.000000</td>\n",
       "      <td>0.035083</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.143388</td>\n",
       "      <td>3.400000e+03</td>\n",
       "      <td>5.000000</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>0.000000</td>\n",
       "      <td>0.177280</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.296021</td>\n",
       "      <td>5.400000e+03</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.579428</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.482560</td>\n",
       "      <td>8.249000e+03</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>50708.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>61106.500000</td>\n",
       "      <td>3.008750e+06</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines            age  \\\n",
       "count     120268.000000                         120268.000000  120268.000000   \n",
       "mean           0.069486                              5.899913      51.290219   \n",
       "std            0.254281                            257.041753      14.425986   \n",
       "min            0.000000                              0.000000      21.000000   \n",
       "25%            0.000000                              0.035083      40.000000   \n",
       "50%            0.000000                              0.177280      51.000000   \n",
       "75%            0.000000                              0.579428      61.000000   \n",
       "max            1.000000                          50708.000000     103.000000   \n",
       "\n",
       "       NumberOfTime30-59DaysPastDueNotWorse      DebtRatio  MonthlyIncome  \\\n",
       "count                         120268.000000  120268.000000   1.202680e+05   \n",
       "mean                               0.381764      26.598995   6.670227e+03   \n",
       "std                                3.499248     424.448215   1.438473e+04   \n",
       "min                                0.000000       0.000000   0.000000e+00   \n",
       "25%                                0.000000       0.143388   3.400000e+03   \n",
       "50%                                0.000000       0.296021   5.400000e+03   \n",
       "75%                                0.000000       0.482560   8.249000e+03   \n",
       "max                               98.000000   61106.500000   3.008750e+06   \n",
       "\n",
       "       NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "count                    120268.000000            120268.000000   \n",
       "mean                          8.758498                 0.211927   \n",
       "std                           5.172851                 3.465290   \n",
       "min                           0.000000                 0.000000   \n",
       "25%                           5.000000                 0.000000   \n",
       "50%                           8.000000                 0.000000   \n",
       "75%                          11.000000                 0.000000   \n",
       "max                          58.000000                98.000000   \n",
       "\n",
       "       NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "count                 120268.000000                         120268.000000   \n",
       "mean                       1.054512                              0.187831   \n",
       "std                        1.149275                              3.447916   \n",
       "min                        0.000000                              0.000000   \n",
       "25%                        0.000000                              0.000000   \n",
       "50%                        1.000000                              0.000000   \n",
       "75%                        2.000000                              0.000000   \n",
       "max                       54.000000                             98.000000   \n",
       "\n",
       "       NumberOfDependents  \n",
       "count       120268.000000  \n",
       "mean             0.851823  \n",
       "std              1.148391  \n",
       "min              0.000000  \n",
       "25%              0.000000  \n",
       "50%              0.000000  \n",
       "75%              2.000000  \n",
       "max             20.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[(df['age'] > 0)]\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 120268 entries, 0 to 149999\n",
      "Data columns (total 11 columns):\n",
      "SeriousDlqin2yrs                        120268 non-null int64\n",
      "RevolvingUtilizationOfUnsecuredLines    120268 non-null float64\n",
      "age                                     120268 non-null int64\n",
      "NumberOfTime30-59DaysPastDueNotWorse    120268 non-null int64\n",
      "DebtRatio                               120268 non-null float64\n",
      "MonthlyIncome                           120268 non-null float64\n",
      "NumberOfOpenCreditLinesAndLoans         120268 non-null int64\n",
      "NumberOfTimes90DaysLate                 120268 non-null int64\n",
      "NumberRealEstateLoansOrLines            120268 non-null int64\n",
      "NumberOfTime60-89DaysPastDueNotWorse    120268 non-null int64\n",
      "NumberOfDependents                      120268 non-null float64\n",
      "dtypes: float64(4), int64(7)\n",
      "memory usage: 11.0 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c12a08a20>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1XYCuQFun/uWBBD/ZGGNaGmM2GWM2Tf/w+m8Gcuvi5bJc4v0clHiRW/vJKKjs49RqUJOpg6YBULpqKU5FnmJXIuPKU7LEjtOtHgOfdQtt42ayBGYjbFR7Puz2foo/Xsl5LqxetIamlZrxTrN+vN4tLHb58YjjNK/eikbBYYS8WJ3sAQmTgCnBLbX/RMvEfdykQ0Oir0Sz+PPv72b1ks2tvN6JlYG4ZcI6NOLKlWgWfb4kzvJHnijGhfMX2fv7n0msqQckFmcKP6fvFm9cG1KUWzj/r3eN+OHTpZw4EkXfr4fzat/X2L35d2KioynwcCHuKZiHLeG+kdC802sg1tKgc0O++mBBnJ437lKlTsXT1Uux9ts1d6Oq8h/mU93aJWWx1p41xpTA9SW8MjAPGAg8CixxLoL+QITbZvPi78cYkxVXcmOls2gW8NlNnn4d8JYxJj/wubX2Rt8SE/s4UgF43onjW2PMyetsu8Fae8ip5zagEOA+AHYSsMpa+4PzeAawABgDvA78z63sZ9baaOfvNcAoY8wcp/4JkjDW2qnAVIDLkXv/G5+eksGzTetS+9VaAPz20+/kypsLcE20FZAngMh4vwYfj4gkMM+1X50C8wTG/mJ8IvIkOXLl4MSxE+TIlYOTUadiyxUpVpiuwzvTs3FvTp86A8CjTz9C2ZAylKpSkjRp05AhcwZ6j+vB4A7DkjPkO9L49Zd4ufHzAPy87Vfy5Msduy533ns4euTf3e3z1JEosue99ktT9jw5+fvY9S4LCaXLlJ42/+vJV+/NZd/WlJm08tS5cNXPP24nb8E8ZMmehdMnT8cujzoaxb7f91O8VHFWfftDgu284fmm9ajbsDYAO7ddPTYuufIEJnJsjscZLhGYJ5BIt6FVNV8MoVy10nR4qWsy1zxpXgh7lnoNnwFg57bfyJX3Wky58saNCZxeKXniljl+5FqZWi+GUq5aGdq9nHC+g2r1qvjEUBKAU0dOxLse5OCU07vg3yilXBtSgpNHosiR91psORJ57a+WOXnkBH7+fqTPnIFzp1xDSucOmBlb7q3/G8TRPyN4sPQjFCxehBGr38fP358sObPQY+67DGtwW6OdPSYqIpIAt2OQM0/O2N418ctEHYnCz9+PDJkzcubUGR544gHK1ipL015hZMySkRhruXTxEt/N+haAJyuVYO8ve/g7MmG7ELkd6okhSWKtjbbWrrDW9gXaAS8AvzrzUgRZa4tba0PcNrndKdqvcK2dpnN73o+Burh6MIQbY6oktrExpggQDRxLZPWtJAbc+/1F45b4M8b0BQKB2E9r1tqDwFGnPqUA94kQzrmVG4prHo30wHpjzEO3UBe5A1/O+ooWoa1pEdqaNYvWEFLfNfFWsSeLce7MuQRvzCeOneCfs+cp9mQxAELqV2PNYtfkU2uXrCP0xeoAhL5YnbWLXXPA5sobSP9pfRny5jAO/flX7L6mD53BS0+/yitlGtO/7SC2rtmWIhMYAB/N+JRnKjfgmcoNWLJwOc+95PpiE1SiOGdOn/3XzH1xPft/2kOuQnnImT8Q/9T+lKhTlp+XbLqlbf1T+9NySld+/HwVWxeuv/kGXuKJcyFvobyx2xd99H5SpUnN6ZOnCcgTQJp0aQDIlDUTjz79CAf33NIUSh7x+awFhIW0JCykJavCV1Ojviu2R54sxtnT54iK/wH+2An+OfsPjzjHpkb96qwOdx2DUpWepmGbBvQIezvFdx3/v5lfxk66uXLRamrVDwXgkScfvkncDwNQq34oq8Jdv6iWrlSSxm1foVtYby6ejxu3MYaqz1RiyYKUP5QEYN9Pu53rQS78U6fiqTrl+OkWrwe+yJvXhpTmT+e1D3Be+5J1gtka77XfumQj5V6oBMBTtcqwc+0vAKRJl4Y06dMC8HDwY0RfieHw7kMsnx1O51It6Bb8BoNffIsjf0ak2AQGwB8//UGewnnJVeAeUqVORXCdCmxcErcXycYlP1K5flUAytYqx/a1PwPwVv2etCrXnFblmvP1jK/4vwmfxSYwAILrVeCHBSsRwMb41r8URj0x5I4ZYx4EYtx6QQQBO4EQY0wZa+06Z7jFA9ba695Hy1r7tzHmpDGmvNOjoTFw9Qq3DyiBa96J+m7PXQTYa60d5/z9GBDn05EzN8VkYIK11sbrHrcK17CPgcaYmkD224y9ORAKVLUJb/Q8Hdewko/cel7E3/4+a+12YLszQepDQMJ7WKYA3foOZePWnzl16jRVn21Em2aNeaFOqLerdUfWL9tAqSqlmL16FhcvXGRY52tjcqeFT6ZFaGsARvceR89RXUmTLi0bVmzkR2ds9ycT5tJ38jvUalCTY38do1/rAQA06dSYLNmy0HGwaxb36CvRtK7d1sPR3T3Ll6ymUrVglm/8igvnL9C9Q7/Ydd8sn8szlV2zzffo+yZ1X6hJ+gzpWPPzIj6d/QVjh0/xUq2TJiY6hnl9ZtDuw7fw8/dj3afLifjjEM90eon92/ew/fvNFHzsPlpO6UqGrBkpXrUEtTu9xMCQLpSoXZaiJYuRMXtmStevBMBHXSdyaMd+7wZ1A8l1LlSoVZ7QF6px5Uo0Fy9cpP8brjsbFbz/Xt7o08rVLd0YPp3yGX/+ts+zQd+idUt/pEyVUny6ZjYXzl9gcOfhsetmLp5KWEhLAEb2GhN7i9X1yzewbpnrlrudB3YgddrUjJk7AnBNkjmi5xjPB3Kb1i5dT9mqpZi/dg4Xzl9kYKdrCdcPl0ynSXXX/NXDe452brGahnVucXcZ9CZp0qZm3DzXaNFfNu9geM9RADxR+nGORRzn8IEIfEFMdAxz+3zAm871YI1zPajT6WX2b9/Dz99vouBj9/HGlG5kyJqRx6qWoE6nl3g3xPWbRtdP+5P7vnykzZiOoesm82GP99mx6icvR3VrPH1tSGliomOY02c6XT58Bz9/P374dBmH/zjIs50asG/7brZ9v4lVny6l5agODF0xgXOnzjK5/WgAMgdkpcusd7DWcvLICaZ1HuflaO5MTHQM096ZTN+P3sXP34+l877n4K4DvNK5Ibu3/8HGJRv4ft4SOo7pzKRVUzh76izvtRt+0/2mSZeWoPJBTO410QNRyL+dSenjdiXlcoaSjAey4eoxsRvXRJr5gXFAVlyJsjHW2mnGmBVAV2vtJmf7fsBZa+1IY0wQroRDBmAv8Jq19qTTQ+FT4CyuJEUja20hY0wvoBFwGTgCvGqtPWGMicY1p0Zqp04fAaOstTHGmErO8z9jjMkJfAIE4EqYPA+UsNZGGmPOWmszuZd36jsB2GStnWmMuQLsB844h+Nza21/p1xqIAooaa39zVk2E/jGWjvfeTwe1xCcaGAHEHZ1gtTEaDgJhAS18nYVvG7/hX93b4hbUSNTgjl8/3N2Xrn1YS7/RpcSzw3/p0SnwF/FPO3xNL5x15fktOuKuuQXSpWy7wTlCadiLnm7CinCFwe+TnTWnpTq4q7VPvXZPu0DwSnq+CqJIQI4dz15ym0SzqTs6ylgtLW2fJIr5lASQ0kMUBIDlMQAJTGUxFASA5TEACUxQEkMUBLjKiUxkldKS2JoOInIXWSM6Qm8wbU7lIiIiIiIiFwTo4R8UmhiTxHAWlvobvTCsNYOtdYWtNauvnlpERERERERuR1KYoiIiIiIiIiIT9BwEhERERERERFP0dxGSaKeGCIiIiIiIiLiE5TEEBERERERERGfoOEkIiIiIiIiIp4So+EkSaGeGCIiIiIiIiLiE5TEEBERERERERGfoCSGiIiIiIiIiPgEzYkhIiIiIiIi4im6xWqSqCeGiIiIiIiIiPgEJTFERERERERExCdoOImIiIiIiIiIp+gWq0minhgiIiIiIiIi4hOUxBARERERERERn6AkhoiIiIiIiIj4BM2JISIiIiIiIuIh1kZ7uwo+TT0xRERERERERMQnKIkhIiIiIiIiIj5Bw0lEREREREREPMXqFqtJoZ4YIiIiIiIiIuITlMQQEREREREREZ+g4SQiIiIiIiIinhKj4SRJoZ4YIiIiIiIiIuITlMQQEREREREREZ+gJIaIiIiIiIiI+ATNiSEiIiIiIiLiKbrFapKoJ4aIiIiIiIiI+AQlMURERERERETEJ2g4iYiIiIiIiIinxER7uwY+TT0xRERERERERMQnKIkhIiIiIiIiIj5Bw0lEfEBIUCtvV8HrFm+b4u0qeF31oJberoLX7bxy0ttVEC9LY/zxN/oN5lLMFW9Xwat2Xj6hdgD/+WOw78ppb1fB6/ww3q6CiMcpiSEiIiI+47/+pQ2UwAC1A9AxEPFpusVqkujqJyIiIiIiIiI+QUkMEREREREREfEJGk4iIiIiIiIi4ikxGk6SFOqJISIiIiIiIiI+QUkMEREREREREfEJGk4iIiIiIiIi4im6O0mSqCeGiIiIiIiIiPgEJTFERERERERExCcoiSEiIiIiIiIiPkFzYoiIiIiIiIh4im6xmiTqiSEiIiIiIiIiPkFJDBERERERERHxCRpOIiIiIiIiIuIpGk6SJOqJISIiIiIiIiI+QUkMEREREREREfEJSmKIiIiIiIiIiE/QnBgiIiIiIiIiHmJttLer4NPUE0NEREREREREfIKSGCIiIiIiIiLiEzScRERERERERMRTdIvVJFFPDBERERERERHxCUpiiIiIiIiIiIhP0HASEREREREREU+xGk6SFOqJISIiIiIiIiI+QUkMEREREREREfEJSmKIiIiIiIiIiE/QnBgiIiIiIiIinqJbrCaJemKIiIiIiIiIiE9QEkNEREREREREfIKGk4iIiIiIiIh4im6xmiTqiSEiIiIiIiIiPkFJDBERERERERHxCUpiiIiIiIiIiIhP0JwYIiIiIiIiIp6iW6wmiZIYIv8h7fu3oVSVklw4f5FhnUbwxy+7E5R5oHhReozuRtp0afhx2QbG95kEQOZsmekz6S1yF8jNkYNHePeNgZz9+yzVnqtCgzYvA3D+3HnG9BrHnp17Y/fn5+fH5IUTiTwSSe+wdzwT6F329uBRrFqzgRzZs/Hl7Mnerk6Ste/fltJOOxjaafh120HP0d1Jmy4N65dtYHyfiYCrHfSd9Da5C9zDkYNH6ffGAM7+fZagMo8z8IP+HDkYAcCq71bz4ZjZAMxdN5t/zp0nJjqa6CvRtKrd1nPBXkdynAsF7itAj1FdKfro/Xww/H98OmU+AIF5Auk1tjs5AnNgY2L45uOF/N8HX3g03quSI+7r7fe+h++j05AOZMyUgeiYGOaM+5jlX6+MW58Bban5Uii1Hqyb/MHH83Slp2jTrzV+/v5898l3zJ30aZz1qdOkpseYbhQtXpTTJ08zsM1gjh46CsArbV+mRoMaxERHM7Hv+2xauZn8RfLz9qTesdvnuTc3s977iM8/+IIKtcvTpFNj7i1agHZ1OrDr5z88Guut6tC/LaWrlOLi+YsM6TScXb8krOcDxYvSe3R30qRLy/plPzLOuTZUeqYCr3VuSsGi99Kqdlt+/3kXAFmyZ6H/1L489PiDLPo0nDFvj/doTNfjyXMBoGXv5pSuUhKAj8bOiT0Xuo3szIOPPQDGcGjvIYZ2GsGFfy544hAAd/88AJi9dhbnz50nOjqG6Oho2tZuD0CRYkXoOKQ96TOm58jBowzpMIx/zv7jsVjjSyltAKBZ99eo+EwFYqJj+Oqjr/l8xpfJHX4cT1d6irbvvoGfvx8LP1nE3Inz4qy/2g4eeKwop0+eYcAbg9zaQQNqvhJKTHQME/pMYtPKzQTmCaTn2G5kd973vv14IZ9/4IoprGtTyoWWISbGciryFMM7jyDq6AmPxiu+L8UOJzHGRBtjthljfjHGfG2MyXaX91/IGPPLTcrUNcb0TMJz7DPGBLg9rmSM+cbt77Ju61obY5o4f880xtR3/p5ujHn4Dp47zBiT1+3xHe3HbfuWxpjfnH8bjDHBbuvKG2N+dV6vmldjdFsfG48vcY7hBOfvfsaYromUWev5mt2ZUlVKkq9wPhoFh/FejzF0GtIh0XIdh3Tgve6jaRQcRr7C+ShZ+WkAXm37MlvWbKVx+TC2rNnKq20bABBx4Agd63ehefVWfDR2Dl2Gd4yzvxcYhLNLAAAgAElEQVSaPceB3QeSN7hk9myt6kweNdDb1bgrSlUpSf7C+WgY3JT3eoym05A3Ey3XacibjOw+iobBTckfpx00YMuarTSK1w4Atm/YTvPQ1jQPbR2bwIjd34tdaB7aOkUkMJLrXDhz6gzj+0yMTV5cFR0dzfv9pxBWuRlt6nagXtO6FCx6b/IGmYjkivt6+714/gJDOg7ntaot6NGoN237vUHGLBljn+eBxx4gU5ZMyRx14vz8/Gg/sC29m7xNsyotqFyvMvfGe01qNgjlzKmzNC3/Gv83/XNa9G4GwL1F76VS3Uo0r9qSXo3fosOgdvj5+XFo7yFa12hD6xptaFOrHRfPX2T1ojUA7Pt9H/1a9mf7j9s9HuutKl2lJPkL5+fV4CaM6DGKzte5NnQZ0pERPUbzanAT8hfOT6nKri9lf/62j7db9OWn9T/HKX/pwiU+GP4/Jg1IOQlgT58LpauUpOij99M8tDVt6nTg5dYvkSFTBgAm9ptM85DWNK/eimN/HeO51+p54Ai4JMd5cFWXl7rTukab2AQGQJcRHZk+dAYtqrdmTfgaXmrtvY+GKakN1HgplFx5A2la8XXCKjdj2YIVyX8A3Pj5+dFhYDt6NX6L1yu3oEq9Sgneo2o2qMHZv8/SJPg1/m/atXZQsOi9VK5XkWZVWtKz0Vu8Oag9fn5+REdHM7n/VF6v3Jx2dd+M87736eTPaFG9Na1C32D90h9p3LGRR+OVf4cUm8QAzltrg6y1jwInAI9/8rXWfmWtHZpMu68ExCYxrLWTrbUfJlKH5tbaHXew/zAgNomRhP1gjHkGaAUEW2sfAloDHxtjcjtFGgIjrbVBwPk7eQ5PMcb43839WWvL3rxUylAupAyL538PwM4tO8mYJRM5cuWIUyZHrhxkzJSBHVt2ArB4/vcEh7pCLBtSlvDPlgAQ/tkSyjnLf928I/bXhx1bdhKQJzB2fwF5AihdtRTffvxd8gaXzJ4KKk7WLJm9XY27olxIWcLnu17HHVt2kukW2kH4/CUEh5aL3X7RZ4sBWPTZ4tjlviS5zoVTUaf4/addXLlyJc6+Thw7EftL3Plz5znwxwECcgfgackV9/X2e+jPv/jrz78AiDoaxamoU2TL6fo9ws/Pj9Zvt2DKoGnJHHXiHgx6kMP7DhNx4AhXLl9hxVcrKBdSJk6ZsiFlWOycK6u+/YEnygUBrnhXfLWCy5cuc+TgUQ7vO8yDQQ/G2faJ4CAO74/g2F/HADiw+yCH9h7yQGR3Lji0HOHzXef2ji07yZQ1EznjtY+cuXKQIXMGft3s+jgRPn8x5Wu4rgH7dx/g4J6EMV44f4HtG3/h0sXLyRzBrfP0uVDwgYL8tP5nYqJjuHD+Ant27qFkpacA4vRESJMuLdYmY+DxJPd5EF/+Ivn5eb0rkbd51VbK1wy+YfnklJLaQN0mzzBrzGys8+KfijqVzNHH9VDQg/zl1g6WL1hJ2ZC4H2/LhpRhsRPvym9X8WTwE87ysixfsNJpB0f4a99hHgp6MMH73n639z33Np8ufbrYuP9zbIxv/UthUnISw906IN/VB8aYbsaYjcaYn40x7zrLhhlj2riV6WeM6WJcRjg9OrYbY16Ov3NjzI/GmEfcHq8wxpSI90v8TGPMOGPMWmPMXreeEn7GmElOT4RvjDELb9brwBhTCFcioJPTe6H8DX7pX2GMecrpFbLN+fe7MeZPZ30f51j8YoyZ6sRbH3gKmOOUT391P842rzjH4hdjzDC35zprjBlkjPnJGLPeGHOPs6oH0M1aGwlgrd0CzALaGmOaAy8BfYwxc24Ut/Mc+4wx7xpjtjh1eMhZXtEtvq3GmMzO8gSvtbO8ibPsJ2PMR26vUX23Mmed/ysZY5YbYz4GtjvLGjk9SrYZY6ZcTW4YY14zxuwyxqwEbvrtLN5zrDDGzHd6q8wxxhhnXQljzEpjzGZjTLgxJo+zvIMxZocTx9ybPVdSBeQO4NjhY7GPIyMiE3yRCsgdwPGIyNjHxyOOx5bJEZCdE8dc3f1OHDtB9pwJO0fValCDDcs3xj5u1+8NpgyaRkwKvPj9VwXmDuD44eOxj49HHCcwXjsITKQdBN5CO3i4xMNMXzyFYR8NptADBWOXW2sZ8fEwpiycxDMNaydLXLfDE+fC9dyT/x7uf/R+dm79LSkh3JHkivtW9vtQ0IOkSp2aw/sOA/Dca/VYu3hd7P48LSB3To7FOQ8iyRmvzjndzpWY6BjOnTlHluxZyJk7IMG2Ablzxtm2ct1KLPfwr6lJFZAgruPXaR/xY/d8Qi6pPH0u7Nmxl1KVS5I2XVqyZM9CUJkgAvPmii3X/b2u/N/WT7n3/gJ84cFhBMl1HlgLw+YMZtK3E6j9as3YMvt+309ZJ0lS4ZnyBOYNxFtSUhvIWzAvletUYvK3Exn60SDyFY79yuMRAXninddHjhOQJ+41LSB3AMci3NrBaVc7CMiTM862kUciCcgT9zgm9r73evcwPtkwh6rPVWHmyAS/4YrcVIpPYjhfLqsCXzmPQ4CiQEkgCChhjKkAzAXcExQvAZ8BzzvlHgeqASOufol0M9cpj7Mur7V2cyLVyQMEA88AV3toPA8UAooDzYEyiWwXh7V2HzAZGO30NvnhFrb5yikbBPwEjHRWTbDWPu30WEkPPGOtnQ9sAho628T2jjCuISbDgCq4jsvTxphnndUZgfXW2seBVUALZ/kjQPzjsQl4xFo7Hddr081a2/BmcTgirbVPAu8DVxM3XYG2TnzlgfPXe62dhNNbQBWnron3eY2rJPCWtfZhY0wxXG2lnPN80UBD57V/F1fyojpwu8NvngA6OtsVAcoZY1ID44H61toSwAxgkFO+J/CEtfYxXEmtZOXkVOKKl/1OvMitZciDyj5OrQY1mer8slq6ailORZ5i1/aUOfb7PyuRFznBa3wrZeLZtf0PGpR6leYhrfj8f18y8IPYnCPtnutIy5pv0KNxb55tWpfHShW/s7rfJcl9LlxPugzp6D+1DxP7ve+VceDJFffN9psjVw56je3BsC4jsdaS856cVKxdgc//59kx3+5u6ViQeJnENsVt01SpU1GmemlWfrsqaZX0sFt57RM7br74K6qnz4VNqzazftkGJiwYyzsTe7Njyw5ioqNjiwzvMpIXSzTgwB8HqFy30q2EcFck13nQ8flOvFGrHb2bvEXdpnUpXupRAEZ2HUXdpnWY9O0EMmRMz5XLVxLZiWekpDaQJk1qLl28ROvabfn24+/oPrLLLceRXBKe+4kWSrR9uG+bLkM6+k3tw6R473szhs/klZINWfrFMp59zfNzIonvS8lJjPTGmG1AFJADWOIsD3H+bQW2AA8BRa21W4Fcxpi8xpjHgZPW2gO4kg6fWGujrbVHgZXA0/Ge61PgRefvq8mPxHxprY1xhmVc7aUQDHzmLD8CLHcrn9iVLknv9saY7riG2kx0FlU2rp4k23ElJh65/taAK/YV1trj1torwByggrPuEnB1PovNuJIz160Ktxef+/LPE3mONcAoY0wHIJtTt0Rfa1xxznfrGXIrP+VtsNb+6fxdFSgBbHTaWFVcSYdSXDs2l4B5ie/qhs9xyFobA2xzYnsQeBRY4jzX20B+p/zPuHrLNAISvJMb1zwkm4wxmw6fu7NuyM82rcu08MlMC59M5NEocrn98hOQJ4DIo1Fxyh+PiCTQLYMemCeQKKfMiciTsV0tc+TKwUm37o5FihWm6/DOvP16H06fOgPAo08/QtmQMnyy7iP6THyLJ8oF0XtcjzuKQ5Lm2aZ1mR4+menhk4k6GhXn16/APIGJtIPjCdpB5E3awT9n/+G8Mxndj8s2kCpVKrJmzwIQ24ZORZ1i9aI1FAt6KJkivT5PnQvX45/Kn/5T+/L9F8v44bvVdyOkW+KJuI9HHL/ufjNkysCQWQOZMXwmO50u2UUfuY98hfIyZ/UsPln3EWnTp2X26pl3P/gbOB4RSa4450FAbJxXRR45Hnuu+Pn7kTFzRk6fOkNkItu6H8eSlZ/mj192cyrSs13C78RzTevxweIpfLB4CpFHouLFFZjgmLiuDTc+bimVt8+FOeM/pkVoa7q92hNjDIecoVZXxcTEsPzrlVSo5bkhFsl1HlydpPFU1N+sWbSGh5xr/sE9B+nZsDdtardj2YIVHN4fkazxxZdS28DxiOOsWuj6PfOH71ZTpFiRux36DUVGRMY9r3MHEnUk7kfr4xGR5Mrj1g6yuNrB8XjbBuQOIOqIK17/VP70m9qHpV8sY/V3axJ97qVfLqN8zfJ3OyTfEBPjW/9SmJScxDjv/EpeEEjDtTkxDDDkaq8Ea+391toPnHXzgfq4fmWf61b+hqy1fwFRxpjH4m0b30W3v028/xMTBWR3e5wDiLxO2ZsyxlTFlWxp7TxOB0zC9St/cWAakO5mu7nBusv2Wvo0mmt3r9mB60u/uyed5fHFjxkSxn31OMY+hzP3SHNcvUnWO8NMrvdaXy+BcgWnTTtDOdK4rTvn9rcBZrnt90FrbT9nXVKSTO7t42psBvjV7bmKW2tDnDK1gYm4ju1mY0ycuwVZa6daa5+y1j6VN2N+7sSXs76iRWhrWoS2Zs2iNYTUrwZAsSeLce7MuQRduU8cO8E/Z89T7MliAITUr8aaxesAWLtkHaEvVgcg9MXqrF3smtM0V95A+k/ry5A3h8X5UDZ96AxeevpVXinTmP5tB7F1zTYGdxiGeN6Xs76KnXBz9aI1hNZ3vY4P36QdPOy0g9D61VnjvN5rl6yjxouuJlzjxZDY5TkCr532DwU9iPHz4++Tp0mXPh3pM6YHXGNfn6pQgj9/35es8SbGE+fCjXQf2YX9uw/w2bT/u5th3ZQn4l67eF2i+02VOhUDpvdj8fwlcXolrF+2gReefJlXyjTmlTKNuXj+Io2Cw5L1OMT3+0+/k69QPnIXuIdUqVNRqW4l1i5ZH6fM2iXrCXHOlQq1y7NtzU+xyyvVrUTqNKnJXeAe8hXKx+/bfo/drnI93xlK8sWsBTQLaUWzkFb8EL6G0Pquc/vhJ4tx7vQ5ouK1j6hjJ/jn7D9u14YQVocn/uUkpfHmueDn50eWbK55lYoUK0yRhwqzceUmAPIWip2+jDLVSnNg98HkOgQJJMd5kC59WrdrflpKVCjBPueany1nVsDVW6FRh1f5ZnaceeCTXUptA6vD1/KkM9fI42Ue8/j8Ob/99Dv5Cucjd4HcpEqdisr1KrJ2ybo4ZdYtWUeIE2/F2hXYumYb4DoOletVdNpBbvIVzsdvzvWw68jOHNh9gPnx3vfyFb7W5suGlOHgHs+1efn3SPG3WLXW/u38Or/AGPM+EA4MMMbMsdaeNcbkw/Xl+xiu5MM0IACo6OxiFdDKGDML15fpCkA3En7Znwt0B7Jaa29n+vDVQFNn/4G4Juz82Fm3AmiMa74If6ARcLX/7Bkgy60+iTGmIK6ERQ234SFXY4g0xmTClcC5Oi3+GSCxmQh/BMYa111TTgKv4BrucCPDgWHGmBrW2ihjTBCuiUNLJVL2DyCvMaaYtXanU+/HcfVMuFF89znHfbsxpgyuXheJvtbAUuALY8xopz45nN4Y+3AlBD4F6gGpr/N0S3G1p9HW2mPGmBy4jtXVY5MTOI0rYfTTTY7NzfwOBBpjylhr1znDSx4AdgIFrLXLjTGrgVeBTECy/XS3ftkGSlUpxezVs7h44SLDOo+MXTctfDItQl0jWkb3HkfPUV1Jky4tG1Zs5MdlGwD4ZMJc+k5+h1oNanLsr2P0az0AgCadGpMlWxY6DnbNwB19JZrWKeAOFHdTt75D2bj1Z06dOk3VZxvRplljXqgT6u1q3ZH1y36kVJWSzFn9odMORsSumx4+meax7WAsPUd1c9rBhth28PGEufSd/Da1GtTgqFs7qFi7AnUb1yE6OppLFy7Rv43rbi7ZA7MzYHo/APz9/Vn65TI2rNiINyXXuZA9MDtTFk4kQ6YM2BhL/ebPE1a5OUWKFSakfnX27NzLtHDXHRqmD5sRuz9fj/t6+61UpyKPlSpOluxZqPGS63wZ2mkEe3bs8WTYiYqJjmH8OxMZOnswfv5+LJq3mP279tO0SxN2/byLdUvW893cRfQc051ZP/yPM6fOMKjtYAD279rPym9W8cGyqURfiWbc2xOIcX6lSpsuLSXKP8mYnmPjPF+5GmVp178NWXNkZdDMAezZsYeejd7yeNw3sn7pj5SpUopP1nzkurOM27Xhg8VTaBbSCoBRvcbSa3R30qZLy4/LN7DeaR/la5TjzYHtyZYjK8M+HMzuX3fTtaHrBm/z1s8hY6YMpEqTmuAa5ejySg/2/7Hf80E6PH0u+Kf2Z+znowFXr7VBHYYREx2DMYZeo7uTIXMGDLBn515G9xrnseOQHOdB9sDs9JvW1xW3vz/LFixn4wrXl/XK9SpTr2kdAFZ/t4ZF8xZ7LNb4UkobAPh44lzeHt+L+i1e4Py584zsNspjxwGutoMJDJszGD8/P76bF87+XfsJ69qE339ytYOFcxfRa2wPPlztagcD21xrByu+XsWMZdOIjo5mvNMOHn36EULqV2fvzr1MCX8fgA+GzWDDso0079WMAkUKYG0MRw8dY0yvsTeqnkiiTEody2iMOWutzeT2+GvgU2vtR8aYN3H9ag9wFmhkrd3jlNuOa86Fys5jg+tLeE1cv7IPtNbOM67JNb9x5pLAuCax/AsYYK29OlloGPCUtbadMWamU36+e/2MMX64kgsVgF1AWmCUtXaJMSYrrnkfHsH1i/wioKe1NsYY8wCuhEMM0B7XkIaz1tqR7s9ljFmBa76I2k65q+nZw9baWsaYgUADXF/gDwL7rbX9jDEvAINx3S2kDPAd0NVau8kY8yrQy6nTQmtt9/jH3Jkg8xlrbZjz+A1c8z1YXAmSLtbaVc66+MemHPAeriTLZaC3tXaJs26fc0wjjWui0ZHW2krGmPFAZVw9GHYAYdbai9d7rY0xTXElo6KBrdbaMOc1XICrN8ZSoL3zGlVyYn/GrT297BwDP6eOba21640xrznLI3AlXvyd17+fE//Zq/uw1uZ3awdxnsO4JoTdZK2d6SR9xgFZcSUOxwAzcQ09yuq8DrPtDe6EUzl/9ZR5onrQ4m1TvF0Fr6se1NLbVfC6RMdny3+Kv0nJnUg941KM9+YSSCnUDnQMAKI1cTh+el8EYOmhxT51IM5/N86nPtunr9khRR3fFJvE8CXGmExOT4GcwAZcE0Ye8Xa95N9DSQwlMUBJDFASQ/TFDZTEALUD0DEAJTFASYyrfC6J8e0Yn/psn752xxR1fFP8cBIf8Y0xJhuuORgGKIEhIiIiIiIicvcpiXEXWGsrebsOIiIiIiIiIv92SmKIiIiIiIiIeIqGQiWJBtOJiIiIiIiIiE9QEkNEREREREREfIKSGCIiIiIiIiLiEzQnhoiIiIiIiIinxGhOjKRQTwwRERERERER8QlKYoiIiIiIiIiIT9BwEhERERERERFP0S1Wk0Q9MURERERERETEJyiJISIiIiIiIiI+QcNJRERERERERDxFdydJEvXEEBERERERERGfoCSGiIiIiIiIiPgEJTFERERERERExCdoTgwRERERERERT9EtVpNEPTFERERERERExCcoiSEiIiIiIiIiPkHDSUREREREREQ8RbdYTRL1xBARERERERERn6AkhoiIiIiIiIj4BCUxRERERERERMQnaE4MEREREREREU/RnBhJop4YIiIiIiIiIuITlMQQEREREREREZ+g4SQiIiIiIiIinmKtt2vg09QTQ0RERERERER8gpIYIiIiIiIiIuITNJxERERERERExFN0d5IkUU8MEREREREREfEJSmKIiIiIiIiIiE9QEkNEREREREREfILmxBARERERERHxFM2JkSRKYoj4gP0XIr1dBa+rHtTS21XwuiXbpnq7Cl5XqngTb1fB67L6p/d2FbwqvUnt7Sp4XYVUAd6ugtd9eWm/t6vgdUXTqB3suRTl7Sp43baovd6ugojHaTiJiIiIiIiIiPgE9cQQERERERER8RSr4SRJoZ4YIiIiIiIiIuITlMQQEREREREREZ+g4SQiIiIiIiIinqK7kySJemKIiIiIiIiIiE9QEkNEREREREREfIKSGCIiIiIiIiLiEzQnhoiIiIiIiIinWOvtGvg09cQQEREREREREZ+gJIaIiIiIiIiI+AQNJxERERERERHxFN1iNUnUE0NEREREREREfIKSGCIiIiIiIiLiE5TEEBERERERERGfoDkxRERERERERDxFc2IkiXpiiIiIiIiIiIhPUBJDRERERERERO6IMaaGMeZ3Y8xuY0zPRNaPNsZsc/7tMsacclsX7bbuq1t5Pg0nEREREREREfEU++8ZTmKM8QcmAtWBQ8BGY8xX1todV8tYazu5lW8PPOG2i/PW2qDbeU71xBARERERERGRO1ES2G2t3WutvQTMBerdoPwrwCdJeUIlMURERERERETkTuQDDro9PuQsS8AYUxAoDCxzW5zOGLPJGLPeGPPsrTyhhpOIiIiIiIiIeIiNsd6uwm0xxrQEWrotmmqtnXp1dSKbXC/ABsB8a22027J7rbWHjTFFgGXGmO3W2j03qo+SGCIiIiIiIiKSKCdhMfU6qw8BBdwe5wcOX6dsA6BtvH0fdv7fa4xZgWu+jBsmMTScRERERERERETuxEagqDGmsDEmDa5ERYK7jBhjHgSyA+vclmU3xqR1/g4AygE74m8bn3piiIiIiIiIiMhts9ZeMca0A8IBf2CGtfZXY0x/YJO19mpC4xVgrrXWfahJMWCKMSYGVweLoe53NbkeJTFEREREREREPCXm33OLVQBr7UJgYbxlfeI97pfIdmuB4rf7fBpOIiIiIiIiIiI+QUkMEREREREREfEJGk4iIiIiIiIi4in23zWcxNPUE0NEREREREREfIKSGCIiIiIiIiLiE5TEEBERERERERGfoDkxRERERERERDwlxnq7Bj5NPTFERERERERExCcoiSEiCfQZ3J1lGxawcOU8HnnsoUTLdOndltU/fcf2fWs8XLukad+/LXNWz+KDJVMp+uj9iZZ5oHhRZnw/jTmrZ9G+f9vY5ZmzZWbkx8OY/cNMRn48jExZMwEQVOZxvtmxgOnhk5kePpkmHRvFbjN33WxmfD+N6eGTmfLtxOQNLhm9PXgUFWo34NlGrb1dlbuu24A3WbB2LvOWzuSh4g8kWqbYYw8yb9ksFqydS7cBbyZY37j1K2yJWE22HFkByJw1MyNnDGbe0pl8uHAq9z1YOFljuBPt+7dh9uqZTF8y5YbnwgffT2X26pm0798mdnnmbJkZ8fFQPvphJiM+Hhp7LhS4rwATFowlfM+3vNSqfmz51GlTM+mb8UxfPJn/LZ1GWJcmyRvcbXqy4pO8v3wyU1ZNpX6b+gnWp0qTiu4TuzNl1VRGLniPXPlzAVD08QcY+904xn43jnGLxlM6tEzsNvWa1WPi9xOZsGQiXcd3I3Xa1B6LJ6nuq/gYbZaNoN3K9yj3Rp0E6+8t+RAtvh3I23s+pFitknHWVe3ZgNaLh9J68VAefqa0p6p81yTH9SBT5oyMmTWMud/P5LMVH1H35VrJGkNSPF7xCUYvm8jYle9T743nE6xPlSYVb07oytiV7zPwy+EEOucCwL0PFWTAF0MZuWQcI8LHxrb5PnMHMnrZRIYtHM2whaPJkjOrx+K5U10HvMkXaz/hk6UzefA67eChxx5g7rKZfLH2E7om0g4atW7ApogfyJojbrwPP/4QPx5aQdXalZKj6sli9Kj+/LZjNVs2L+GJoEcTrE+fPh1fffkhv2xfyU/bljF4UK/YdeWDS7Hhx0Vc+Gc/zz9f25PVln8xJTFEJI5K1YIpVOReqpSsR+/OAxkwonei5ZaGr+K5kMYerl3SlKpSkvyF89EwuCnv9RhNpyEJP3QAdBryJiO7j6JhcFPyF85HycpPA/Bq2wZsWbOVRuXD2LJmK6+2bRC7zfYN22ke2prmoa35cMzsuPt7sQvNQ1vTqnZbfNWztaozedRAb1fjritXpTT3FilAvbINGNhtBL2Gdk20XK+hXRjUbTj1yjbg3iIFKFvl2peze/LmonTFp4g4dCR2WbMOjdn1yx+8XDWMPh0GJvpFx5tKVSlJvsL5aBQcxns9xtBpSIdEy3Uc0oH3uo+mUXAY+eKcCy+zZc1WGsc7F86cOsP4PhP5dMr8OPu5fPEynV/qRvMQ1zlSstJTFHuyWPIGeYv8/PxoPfAN+jXtS9uqbahQtyIFihaIUybk5RDO/n2OVhVasmD6AsJ6hQFw4Pf9dHqmI2/W7EDfJn1oO6Qtfv5+5LgnJ3Veq0On2p1oV70t/v5+VKhTwQvR3T7jZ6g5IIyPmw5nUrXuPFK3DAFF88Up8/fhSBZ0mcL2BWv/n737Do+iWuM4/j0JndDSSCgKKiAogkgRgtIkFBFFQVFUkCIIglJUxIaIgqIURQVBKRZUsF6vUqT33nsRaSFVpCNJzv1jhrAJQcAkm6z393keHrIzZ2bPmT0zu/vue86kWl6uYVXCbyzD2GYD+PjuV6jT9U7yBOT3Yu0zJquuB/c/di97duyl7R0d6HJfT3q/8iS5cue8Ed3Gz4+Or3VlSPtB9LmjJxEtb6NkuVKpyjR8oDEn/jzOU/We4OePf+Sh/k5A0s/fjydH9mb8gDH0a9yLVx94kcSzSSnbvffUcJ5r3pvnmvfmaPyfXm3XlYpoeCulrylFqzoP8vozb/H80L7plnP6wTBa1XmQ0teUok7DWinripcIpVa9Gqn6ATjXm54vdmPZvBVZ2obM1KxpQ8pdV5brK9XliSee4/3RQ9ItN3zEGG6sXI/qNZpQp3YNmjZpAMC+/Qfp1Lk3U7783pvVzvmSk7eoXWQAACAASURBVH3rXw6jIIaIpHJHs3p89/VPAKxbvZHCRQoRUjz4gnLrVm8kNjrO29XLkIjIOsyYNguALWu2ElA4gMDQwFRlAkMDKRhQgC1rtgIwY9os6jaJSNl++tSZAEyfOjNl+f+D6lUrU6RwoeyuRqar3/Q2fpo6HYCNazZTqHAAwaFBqcoEhwZRsFBBNqzeDMBPU6fToOltKev7vtqTka99iLXnx7eWLV+GFYtWA7B31z7CS4cTGFwsq5tz2SIiazNz2q8AbF2zlYKXcS7MnPYrdZvUAaBOZB1mTHXOpRlTZxHhLj8Sf4Tt63eQmJh4wXOePnkagFy5cuGfKxfYnDEeuFzV8kTtjSJ6XzSJZxNZ8J8F1IpMnUFQK/JWZk+bDcDinxdRJaIKAGdOnyE5yflwlydvnlR9wC+XP3ny5cHP34+8+fOSEJ3gpRZlTMmq1/LH3miO7I8l+WwSm/+zjAqNb0lV5s8DccRs249NM6Y7uFxJfl++DZuUzNlTZ4jeuo/r6t3kzepnSFZdD6y1FAgoAECBAvk5euQoSYlJ5DTXVS1H9N4oYvZHk3Q2kSX/WUSNxrVSlaneuCbzv5kLwLKfl3BjhPP63nT7zezbtpfft+4F4PiRY9gc+MXnctRrWpef3X6wac0WChUOIChNPwhy+8FGtx/8PHU69T36QZ9Xe/Luax+k6gcAD3S6jzn/nU9C3JEsbkXmueuuJnz6uROYXr5iDUWKFiEsLDRVmVOnTjNvvhPUPHv2LGvWbqRkyXAAfv/9ABs3biXZR/uD5EwKYohkAmPM98aY1caYzcaYx91lnYwxO4wx84wx44wxo93lIcaYb4wxK91/OeqbcFh4KFEHz/9ycPhQNGHhoX+zhe8ICQsm9lBsyuPYqFhCwoIvLBMVl26ZwOBiJMQ4X0QSYhIoFlQ0pVylWyoxfuZY3vz0DcqUvzplubWWYV+8ydifP6BFO6VR5jShYcFEH4pJeRwTFUNIeJo+ER5MjEe/iYmKIdTtE7dHRhBzOI6dW3al2mbnll00bO788n5D1YqElypO8RI55zwKDgsmxqPdcVFxBKc5F4LTOReCL+NcuBg/Pz/GzRjDd+unsnrhGrau3ZYZTcmwoLAg4jxe3/ioOIKKB120THJSMieOnaRwscIAlK9anvd/fZ/3Zo7mgwEfkJyUTEJ0PN999B2fLJvA5FWfcuLoSdYuXOu9RmVAobBA/oyKT3l8NCqBQmGXF4CL3rKP6+pXIVe+POQvFkCZ2pUoXCLo0hvmEFl1Pfjqk28oW+5qZqz7nq/nTmLYS6Mu+HKbEwSGBRLvcc7HR8VTLCzwwjKHnDLJScmcPHaSQsUKUaJsCayFAZNfYeh/36Fl11aptnvi7V68+fMI7u11f9Y3JINCwkI47NEPoqNiCU3TD0LDg4n26AfRUbGEhIUA5/pBLDu37E6z32DqN7udbyb/kIW1z3wlS4RxYP+hlMcHD0RRskTYRcsXKVKYFnc2Zs7cRd6onvyfynm5bCK+qaO1NsEYkx9YaYz5L/ASUA04BswB1rtlRwEjrLWLjDFXATOAnJFXDRhjLliWEz9s/SOX07Z/0P4dG3fSttZDnDp5mloNazL441d5+LYOADzZ6mnio+MpGlSUt6e8yb5d+9iwfOM/boJksnReb9J2CdLrE5Avf146PdWeHm17X7B+wnuf8cxrTzFl1gR2bdvN9k07ScxBv7ymd56nzYxIv8g/vxYkJyfTpUk3ChYuyGvjB1KmQhn2bt/7j/eXWS6nnX9XZse6HfS4owelritF7+F9WD1vFXny5aFW41p0jujEiaMn6P9hf+q3qs+87+ZlQQu84DJf9z0LN1KiyjV0/HYgJxOOcmDNTpJzUL+/pCy6HtSuX4sdm3fStXUvSpcpyQdfjWBto/WcOH4ys2qeKdJrW9r2p/8eCX65/Li+RkUG3NWPM6fO8NKUQezZtJtNizfw3lPD+SM6gXwF89FnTH9uv7c+C76dlyVtyAyX8zko/X5gyZs/Lx2fepQebftcsL7voF68N/hDn8tIuJLPhf7+/nz+6fuMfv8TfvttX1ZXzbf5WD/IaRTEEMkcvYwx5352KA08Asy31iYAGGOmAudmhroDqOTxplDYGFPIWnvMc4duRsfjAEEFS1E434VDOjLLIx3v54FHnAm8NqzbTHjJ8xH2sBLFiT4ce7FNc7x72rekxUPOJGrb1u8gpERIyrqQ8BDiouNTlY+Nik31y5tnmYS4PwgMDSQhJoHA0ED+iHfSQU96fBBdPmcFvV/vRZFihfnzj6PEu9seiT/CoumLqVj1egUxstn9He6lVTtnssLN67emypAIDQ8l9nDqYVIxUbGEevSb0PBQYqPjKHV1SUpeFc6Xsye6y0P4fOYnPNqsC/GxCQzsfX7c8E8rpnJo3yGy0z3tW3JnyrmwndASoYCTCh0cHpzOuRB3wbkQf4lz4XKcOHqCdUvXU7N+9RwRxIiLiifY4/UNCg9OyTJJWyb+cDx+/n4ULFSAY0dSXbI5sOsAp0+e5uoKV1O8dHGi90dzNOEoAEumL6XiLRV9Iohx7HACRcLPZ08UDg/kWPTlv76LRv/AotHOL82t3u1Bwt7Dl9gie3njetCybXMmjnbmStq/9yCH9kVR5rqr2bxuaxa37srEH44nyOOcDwoP4o80w6ASouIJKhFMgnsuFChUgONHjpEQFc+WZZs59odzXqydu4ayN17DpsUbUvZx+sRpFv+wgGurlstxQYw2HVpxj9sPtqzfRliJ0JRfnoqHhxB7OPX1MToqluIe/aB4eAhxbj8ocVU4U2ZPAM71g49p3+xxKlapwBtjBgJQNLAIEY1uJTEpifnTF2Z5+67UE93a06lTOwBWrVpHqdIlUtaVLBXOoajodLcb8+Fb7Nz1G+++N94r9ZT/XxpOIpJBxpj6OIGJ2tbaKsBaYPvfbOLnlq3q/iuZNoABYK39yFpb3VpbPSsDGACffvI1LRq0pUWDtsz6eS6t7m8BQNVbKnPs6HGfm/vC0/eTfkyZcHPR9MU0ad0YgErVKnLi2IkLvqwkxCRw8vgpKrmTDjZp3ZjFM51xnktmLaVpm0gAmraJTFkeGHI+1fr6qhUwfn78+cdR8uXPR/6CzqR2+fLno/rtt/BbDvjS9v/u64nf8mDjx3iw8WPM+2UhLdo0BaBytRs4fuw4cTGpP6zGxcRz8vhJKle7AYAWbZoyb/pCdm3bwx2V76JFzTa0qNmGmKhY2kV2JD42gYDCASkT97VqdxdrlmX/r67fT/qRLk260aVJNxZPX0xk6zsAqHiJc+HcBJyRre9g8cylgHMuNGnjnEtN2jRmyczUEzymVSSwCAULFwQgT7483FK3Gvt27c/U9v1TO9fvoETZEhQvXZxcuXNx+123s2LW8lRlls9aTqPWjQCIaF6XDUs2AFC8dHH8/J2PUiElQyh5bUli9scQezCW66tVIG++vABUiajC/hzS3ks5uH4PgWXDKFo6BL/c/txw163smLX6srY1fob8RZ071YReX5ri15dm94KcHbT1xvXg8MFoatatDjhDsa6+9ioOZnNQMz271+8krGw4IaVD8c+dizp31WXVrNQTUK76dQX17nMmbLy1eR02L3Fe3/Xz13J1xatT5oGpVOsGDuzcj5+/H4WKOfMp+efyp1qj6uzfnvN+oZ868TvaNe5Iu8YdmffLQpq7/eDGapU4fuw48Wn6QXxMPCeOn+TGapUAaN6mKfOnL2L3tj1EVm5Jy5r307Lm/W4/6ER8bAJ313ogZfnsn+bzZv/hOTKAAfDhmElUrxFJ9RqR/PjjDB5p59y1qVbNahz98yiHD8dcsM2gV5+lSJFC9On7irerK/+HlIkhknFFgD+stSeNMdcDtwLjgHrGmGI4w0nuA859kpsJPAkMAzDGVLXWrvN+tdM3d9Yi6t9Rl7krf+T0qdM822tgyrqf5n5JiwbOXQiee+UpWt7XjPwF8rF4w3S+/uw7Rr01NptqfXmWzVlOrYY1+XzRZM6cPsObfYalrBs/Ywydmzi3Dx0xYBT9hz9Dnnx5WTFvBcvnOB/ivhj9Ja+MeZHmbZsSfTCGgd1eA6DenbfT8pG7SEpK4q/TfzGou3MXj2IhxXht/EDASbGc/f0cVsxb6cUWZ55nXhnKyrUbOHLkKI3ueZjunR7hvruaZHe1MmzR7KXUbVSbH5Z+xelTpxnY+42UdVNmTeDBxo8B8Eb/t3l15AvkzZeXJXOWsXjOsr/d7zXlrmbQuy+SlJzMbzv28mqfoVnajiu1bM4KajWsxWeLJrnnwtsp68bNGEOXlHPhXfoP7+eeCytTzoUpo7/klTEv0bxtM2I8zoViIcUY+/P7FAgogE22tO58Lx0adCaoeCD9RzyLn78ffsYw76cFLJu9/MKKZYPkpGTGvDSGVz8dhJ+/H79+NYt9O/bRrk87dm7cyYpZK5j11Uz6jOzL2AUfcfzIcd568k0AKtWoROvurUk8m4RNTmbMCx9y9I+jHP3jKIt/XszIn0eSlJTMns27mf7F9Gxu6eWxScn88vJE2k1+DuPvx7qv5xO78yD1+9zHoQ2/sePXNZS46Rru/6g3+YoUoPwdN1Ov932Mafwcfrlz0WHaywCcOXaK757+EJvkOynTWXU9GDdiIq+OeoGv5kzCGMO7r3/IkYScd4eO5KRkPnl5HAMmv4Kfvz/zvv6VAzv306bPg+zZsIvVv65k7le/8uSIpxk1/0OOHznGqCffAZwMq5/G/8gb/3kbrGXt3DWsnbOavPnzMuDTgfjn8sfP34+Ni9Yze8qsbG7p31s8eykRjW7l+6VfcvrUaV71yKr7fNYntGvcEYCh/d9h4MgBl90PfNXPv8ymadOGbN+6mJOnTtG58/mhMqtWzqR6jUhKlgxnwPNPsXXbTlaumAHABx9M4JMJU6h+SxWmTf2YYsWK0OLOxrzycl+qVG2YXc2RfwnzrxnrLpJNjDF5ge+BkjgZGCHAQJzhI/2AQ8BWIMFa+4IxJhh4H2cejFzAAmttt797jmuCb/6/P1Gvyuc7k8NllVnrPsruKmS7WpUfze4qZLsi/r5zy8qsEOCXN7urkO1qmCLZXYVs9/1fv2d3FbJduTxZm6XpC3b/FX/pQv9y6+L3ZHcVcoTEvw6mM6lLznVyZFef+mxf4OmxOer4KhNDJIOstWeAZmmXG2NWWWs/MsbkAr7DycDAWhsHPODdWoqIiIiIiPg+zYkhknUGGmPWAZuA33CyNUREREREROQfUiaGSBax1vbL7jqIiIiIiEgOo1usZogyMURERERERETEJyiIISIiIiIiIiI+QUEMEREREREREfEJmhNDRERERERExFuSfeoOqzmOMjFERERERERExCcoiCEiIiIiIiIiPkHDSURERERERES8xeoWqxmhTAwRERERERER8QkKYoiIiIiIiIiIT9BwEhERERERERFv0d1JMkSZGCIiIiIiIiLiExTEEBERERERERGfoCCGiIiIiIiIiPgEzYkhIiIiIiIi4iU2WbdYzQhlYoiIiIiIiIiIT1AQQ0RERERERER8goaTiIiIiIiIiHiLbrGaIcrEEBERERERERGfoCCGiIiIiIiIiPgEBTFERERERERExCdoTgwRERERERERb7G6xWpGKBNDRERERERERHyCghgiIiIiIiIi4hM0nERERERERETEW3SL1QxRJoaIiIiIiIiI+AQFMURERERERETEJ2g4iYiIiIiIiIi3JOvuJBmhTAwRERERERER8QkKYoiIiIiIiIiIT1AQQ0RERERERER8gubEEBEREREREfEW3WI1Q5SJISIiIiIiIiI+QZkYIj6gaUC57K5Cttua+Ed2VyHb1ar8aHZXIdst3zg5u6uQ7SKrds3uKmSrP5NOZXcVst2PyX9mdxWy3bKVH2Z3FbJdvVq9srsK2W7J6jHZXYVs16xm7+yugojXKYghIiIiIiIi4i1Wt1jNCA0nERERERERERGfoCCGiIiIiIiIiPgEBTFERERERERExCdoTgwRERERERERb9EtVjNEmRgiIiIiIiIi4hMUxBARERERERERn6DhJCIiIiIiIiJeYpN1i9WMUCaGiIiIiIiIiPgEBTFERERERERExCdoOImIiIiIiIiIt+juJBmiTAwRERERERER8QkKYoiIiIiIiIiIT1AQQ0RERERERER8gubEEBEREREREfEWzYmRIcrEEBERERERERGfoCCGiIiIiIiIiPgEDScRERERERER8RabnN018GnKxBARERERERERn6AghoiIiIiIiIj4BAUxRERERERERMQnaE4MEREREREREW/RLVYzRJkYIiIiIiIiIuITFMQQEREREREREZ+g4SQiIiIiIiIiXmI1nCRDlIkhIiIiIiIiIj5BQQwRERERERER8QkaTiIiIiIiIiLiLRpOkiHKxBARERERERERn6AghoiIiIiIiIj4BAUxRERERERERMQnaE4MEREREREREW9JTs7uGvg0ZWKIiIiIiIiIiE9QEENEREREREREfIKCGCL/5yrVq8Irs0cycN67RD5x9wXrr6tZkf4/DeW9XVO4uVmtlOWlKl1Nv28H8+LMd3jhl2Hc0qK2N6v9j/Uc1J3PFk1k/KyxlLvxunTLlK9cjo9//YjPFk2k56DuKcsLFS3EsC+G8unCiQz7YigBRQIAKH1taUb/MIoZu//L/V1bp5QPCQ9h+NfDmDj3YybMHsd9nVplbeP+gWdee4oflnzJV7Mncn3l8umWqXhTBb6aM4kflnzJM689dcH6R7o9yJqoRRQNLAJAoSKFePuTN/hq9kQm//wR11Yom6Vt8JYX3xjO7Xe25Z6Hu2V3VTJdVpwXd7RqyPhZYxk/ayzvfT+Sayte45W2ZIZeg3rwxaLJTJg1jvI3lku3TPnK5Zj46zi+WDSZXoN6pCyv3+J2Js35mHn7Z1HhpvTPqZyq32tP8d2SKUyZPZEKF7keXH9Teb6cM5HvlkyhXzrXg4e7tWVV1EKKuNeDcypVuZ7lB+bR6M76WVH1TLdoxVruat+L5o88yfgp312w/lB0LJ37DeTezn14rM/LHI6NT1k3fOyn3NPxaVo+9hRDRn+Mtb51K8Xeg3oyddFnfDpr/EX7f4XK5fns14+Zuugzeg/qmbL8yRe78uX8SXw6azxDxw8ioHDBVNsVLxHK7B0/81DX+7O0DZll0Yo13PXokzRv153xX3x7wfpDh2Po3OcV7u3Um8eefonDsXEp64aPmcw9HZ6iZfueDHl3fI7uBzXqV2fi/I+ZvGgCbXs8cMH63Hly8+IHA5i8aAKj//MuxUsVT1n3YI+2TF40gYnzP6Z6vVuc8nlz8/5P7/LRzA/5ePZHtO/7SEr5Z4f347Mlkxk740PGzviQayv5zntDpkq2vvUvh7lkEMMYY40x73g87meMGZgZT26MmWiMaX3pkn+7j1LGmB+MMTuNMbuNMaOMMXk81k8xxmwwxpwwxqwzxmwxxpxy/15njGltjBlkjLkjE9qTzxizwhiz3hiz2Rjzqse6ssaY5W49v/KsY5p9zDPGbPeoX6i7/GpjzGy3LfOMMaXc5WXc9qw1xmx1n799RtuSpk7nnuPc8RtjjLniAJgx5mljTAGPx3uNMRvdf1uMMYONMXkzUM+JxpiD5/ZhjAk2xuy9xDZljDEPeTxea4yp6v6dy+03D3usX22MqfZP65jTGD/DA4M6MbrDG7zWuDfVW0YQdl3JVGUSDsXxab8PWPXDolTL/zr1F5P6jGZwZF9Gt3+D1i93IH/hAuRktRrWpGTZkjxctwPvPDeS3kN6pVvu6SG9eOfZETxctwMly5akZoMaADzU4wHWLF7LI7d1YM3itTzUoy0Ax44c472X3+frsdNS7ScpKYkPB42lQ4NOdG/Zi7vbt+TqcldlbSOvQETDW7nqmtLcXactg58ZxvND+6Vb7vmhfXn9mbe4u05brrqmNHUa3pqyrniJUG6tV52oA4dTlnXq9Qg7Nu3kgUYdeLnX4HQDH77onuaNGTN8cHZXI9Nl1XkRte8wT7fuS+fGXfl01Of0fetpr7UpI25tWJNSZUvxUN1HGfbccPoMSb//9h3yNMOeG8FDdR+lVNlS1GpQE4Dftu3lxS6vsH7ZBm9WO8MiGt5K6WtK0arOg7z+zFs8P7RvuuWc68EwWtV5kNLXlKJOw/PB7eIlQqlVr0aq6wGAn58fPV/sxrJ5K7K0DZklKSmJ198dzwdDXuCHT0bwy5xF7N67P1WZt8dM4q7G9fl2/HC6PdKGUeM/B2Dd5m2s3byNb8a9w3fjh7Np225Wrd+cHc34R2o3rEXpsiVpU/dhhj73Ds8O6Z1uuWeHPM3Q596hTd2HKV22JLe6/X/FgtW0a/gYjzTuzL49B3j0yXaptntqYA+WzV2e5e3IDElJSbw+ahwfDH2RHyaO4pfZC9PvB5H1+fbjEXR79H5GjXP7waZtrN20lW8+Hs53n4xk0/ZdObYf+Pn50Wvwkzz/yAt0bNCFhnfXv+CzSrO2TTn+53EerfsY34z7li4DOgFwdbmraHB3PTo1fJz+D7/AU6/3xM/Pj7NnztL3/md5PPIJHm/yBDXq16BitetT9vfR6+Po2uQJujZ5gt1b9ni1vfLvcDlfRM8A9xpjgrO6MlfCGONvjDHAt8D31tpyQHkgAHjdLRMG1LHW3mStLWitrQo0B3Zba6u6/6ZZa1+21v6aCdU6AzS01lYBqgJNjTHnPu2/CYxw6/kH0Olv9tPOo34x7rK3gcnW2puAQcAQj/K7rbU3W2srAm2B3saYxzKhPZ52u8fvJqAScM8/2MfTQNpvuQ2stZWBmsA1wEcZqiUkAR2voHwZ4CGPx0uAOu7fVYDt5x4bYwq6dVx/OTs2xuT4iXPLVL2O2N8PE78/hqSzSaz+zxKqRNZIVSbhQCwHt+0jOc0vCDG/RRG71/mg+mfMHxyL/5OAwMJeq/s/ERFZm5nTnFN965qtFCwcQGBoYKoygaGBFAwowJY1WwGYOe1X6jZxukSdyDrMmDoLgBlTZxHhLj8Sf4Tt63eQmJiYal8JMQns3LQLgFMnTrFv5z6Cw3LOpbR+09v4aep0ADau2UyhwgEEhwalKhMcGkTBQgXZsNr58PXT1Ok0aHpbyvq+r/Zk5GsfpvqFqWz5MqxYtBqAvbv2EV46nMDgYlndnCxXvWplihQulN3VyHRZdV5sXr2F438eB2DLmq0Eh4d4pT0ZVbdJBDOmzQScegcUCSAozfEICg2kQKECbF69BYAZ02ZyW9MIAH7ftY/9uw94t9KZoF7TuvzsXg82rdlCocIBBKW5HgS514ON7vXg56nTqe9xPejzak/efe2DC35xfqDTfcz573wS4o5kcSsyx8Ztu7iqZBilSxQnd+7cNGsQwdwlK1OV2fP7AWpVqwxAzao3eqw3nPnrLGcTE/nrbCKJSYkEFSvq5Rb8c7c3ieAXt/9vXrOVgCIF0+3/BQsVZJPb/3+ZNpN6TesCsGLBKpKSkt3ttxDqcd7f3iSCQ/sOsWf7Xi+0JOM2btvFVSXCKV0izOkHDesyd3HqQNyevQeodYvbD26+8fx6k6YfJCbl2H5wfdUKHNx7iKh9h0k8m8jcH+ZTJ7JOqjJ1Imsz073Oz//vAqrVvdldXoe5P8zn7F9nObz/MAf3HuL6qhUAOH3yNAC5cuUiVy5/cnAiivigywliJOJ8sbwgFJs2k8IYc9z9v74xZr4x5mtjzA5jzFBjTDs3S2CjMeZaj93cYYxZ6JZr4W7vb4wZZoxZ6WYedPXY71xjzBfARqAhcNpaOwHAWpvk1rOj+4v/TCDUzSC4jYvwbIebHfCGMWapMWaVMaaaMWaGm+XRzWObZzzq96r7/NZae9wtktv9Z91gS0Pg3M+0k7jyIEAlYLb791zgwrx/pw57gD5AL7eeNY0xS9wMgyXGmAru8oXnMg7cx4uNMTcZY+p5ZIGsNcYUSrP/RJwv+tcZYwLc7JA17ut6t7uvgsaY/7oZKZuMMQ8YY3oBJYC5xpi56dT7ONANuMcYE+i+1j951G+0MaaD+/ctbv9a7b424R67GokTxEkVQDCOYW59NhpjzuXKDQVuc9vbG1jM+SBGHWAMTkAKnEDLGmttklvH793Xf5kx5ib3eQYaYz4yxswEJhtjbnD7/Tq3bDm33MMey8caY/zTez2zWtHigfxx6HwK7B9R8RQpHvg3W6Tv6irXkit3LuJ+j87M6mW64LBgYg7FpDyOi4q7IKgQHBZMbNT5dNDYqNiUMoHBxUiISQCcAEWxoMv/QFK8VHGuu/E6tq7dlpEmZKrQsGCiPY5HTFQMIeGpj0dIeDAxh2JTlQl1j8ftkRHEHI5j55ZdqbbZuWUXDZvfDsANVSsSXqo4xUuEZlUzJIO8cV40b9uUFXNXXrA8J3KOx/k+79lWzzKxUZ5lLjxmviYkLITDHv0gOiqW0DTXg9DwYKI9jk10VCwhYc6XVOd6EMvOLbvT7DeY+s1u55vJP2Rh7TNXTFwCYSHn2148JIjouIRUZcpfW4ZfFywDYPai5Zw4eYojfx6j6g0VqFn1Bhq26ULD+7sQUb0q11xdyqv1z4iQNO8LsVFxhKTp2yFhwcREeb4vxF5QBqBF22YsdbMu8uXPx8M9HuTj4ZOyqOaZLyYunjCPQN5F+8F8tx8sTNMPbr6Rhvd1omHrTkTUyLn9IDg8zfXscCzB4Wl+0PB4zZOTkjlx9ASFixUmODwo1bZxh+MIdq8bfn5+jJ3xId+s/5rVC9ewzePzT8dnOzBu1hieeKUbufPkzsrmyb/U5Q4JeB9oZ4wpcsmS51UBngIqA48A5a21NYHxQE+PcmWAesCdwBhjTD6cLIU/rbU1gBpAF2PMuUHVNYEXrLWVgBuA1Z5Paq09CuwDrgNacj7rYuEVnulJiQAAIABJREFU1H2/tbY2sBCYCLQGbsXJgMAYEwmUc+tSFbjFGHO7u87fGLMOiAFmWWuXA0HAETcAAHAASJ2zn9oE98vtS24ABJxf/+9z/24FFDLGBKW/OWuAczlb24DbrbU3Ay8Db7jLxwMd3DqXB/JaazcA/YAebtbFbcApzx27waFGOEGk00Ara201oAHwjlvfpsAha20Va+2NwHRr7bvAIZzMiwbpVdp97X7DObbpMsbkBt4DWltrbwE+wc28ce0DFuH0OU/34rxWVYA7gGFu8KM/sNDtIyNInYlRB1gAnHGDOXVwghwArwJr3cyYAcBkj+e6BbjbWvsQTmBmlHs8qwMHjDEVgQeACHd5EpA639JbUrqXhysMlRcOKUqH4T2Z/MyHOXq8J4C5jPamXyRj7cpXIB+DPnqZ9wd+yMnjJzO0r0yVbmPTFOHCMtZCvvx56fRUe8a8Nf6C9RPe+4zCRQoxZdYE2na6j+2bdpKYmJRZtZZMltXnRdU6VWjethkfvT7un1TP6y6nrekds5x+/buUy2lT+tcDS978een41KOMeevjC9b3HdSL9wZ/SLIP3U7Qpr0QcuHx6df1UVZt2Eybrv1YtX4LocGB+Pv7se9gFHv2HeTXr8Yy+6uxLF+7iVUbtnir6hmXbj9IW+TSfaV9r3YkJSYx41sny6tLvw58NW4ap9xf531Beqd02qb3e6K90w+69GXV+s2p+8HvB/h16jhmTx3H8rUbc+xwkvRceM1Lt9BFrwkAycnJdG3yBA/UeIjrq1agTIUyAIwf+gkd6nWi+509KVy0EG27+8b8KJkuu+e48PE5MS4r3d1ae9QYMxnn1/1TlyrvWmmtjQIwxuzGyYoA58uv55fYr621ycBOY8wenC/fkcBN5nyWRxGcL7Z/ASustb+5yw0XfOT+2+WX60ePugZYa48Bx4wxp40xRd36RQJr3XIBbv0WuNkgVd1y3xljbgTS+3n6YvVrZ6096H5p/gbny/hknODCuWyEBcBBnCyZ9HheUYoAk9wMAIuTHQIwFXjJGPMMzvCLie7yxcBwY8znwLfW2gPum9W1bnDGAj9Ya39xAwpvuAGcZJzATHH3uL1tjHkT+OkKA0jpXSY9VQBuBGa59fIHotKUeQPnNfyvx7K6wBT39Yk2xszHCZAd9dzQWrvXGJPHOEORrscZTrISqIUTxHjPY3/3udvMMcYEeQT5frTWnjtPlgIvGGcOk2+ttTuNMY1wAh0r3Tbkxwl6pT4QxjwOPA5QL/AWKhXK/ImPjhyOp1iJ87GwYuFB/Bnzx2Vvny8gP90n9OfHd75k79qdmV6/zHBP+5bc+VBzALat305oiVDA+SARHB5MXHR8qvKxUXGpshFCwkOId8skxP1BYGggCTEJBIYG8kf8pVOj/XP5M+ijV/j1uzks/GXRJctntfs73EurdncBsHn91lQZEqHhocQejktVPiYqltASIanLRMdR6uqSlLwqnC9nT3SXh/D5zE94tFkX4mMTGNj7/Ii3n1ZM5dC+Q1nYKrlS3jovrqlYln5v9aH/IwM4euRYFrfqn2vV/m5atHOPx7rtqfq8Z1vPiY2KJSTcs0zwBWV8QZsOrbjHvR5sWb+NsBKhKeMli4eHEHs4dZuio2Ip7nFsioeHEOdeD0pcFc6U2ROAc9eDj2nf7HEqVqnAG2MGAlA0sAgRjW4lMSmJ+dOv5KOBdxUPDko1QWN0bDyhQamHxIUGBzLy1WcBOHnqFLMWLqNQQEGm/fdXbqpYjgL58wNQt+bNbNiyg+o3VfJeA67Qfe3voWW7OwHYum5bqveFkPBg4qLTeV8I93xfCEl1zWjepgkRd9Sm5/3n51WpdHNFGtxZjx4vdCWgcAA2OZm/zvzFtInfZ1WzMqx4SBCHY863y+kHqbNVQ4MDGTnoOcDtBwuWOv3gp1ncVKm8Rz+o5vSDKjd4rwGXKS4qLvX1LCyE+MOpM05io+Kc1zkqDj9/PwoWLsjRI8fc94bz2waHBROf5rpx4ugJ1i3dQI361dm7fW9K5t7Zv84y/esZqSZEF7lcVzI540icDAnPaYYTz+3D/QXec7LKMx5/J3s8TiZ18CTtl3mL80W2p8e8EGWtteeCICc8ym7G+XU7hTGmMFAaSJ3PeGU865q2Hbnc+g3xqN911tpUPz9Ya48A83CyEuKAoh5DHEoBh85lbbj/BrnbHXT/PwZ8gZPtgbX2kLX2Xjej4gV32Z8Xqf/NwFb379eAuW5GxF1APnfbk8AsnGEp97vPhbV2KNAZ54v1MmPMuYyOcxktN1trB7rL2gEhwC1uRkE0kM9auwPnS/pGYIgx5uWL1DMVN3BTBtiBR99y5TtXDNjscewrW2sjPfdjrd0FrHPbhcd2l2spTvZNlHXCycuACJzXYtnf7O9cX07po9baL3Aygk4BM4wxDd1tJ3m0oYLHMfVsx0fW2urW2upZEcAA+H39bkLLhBNUKgT/3P7cclcdNsxadVnb+uf25/Gx/Vj+7QLW/rzs0htkk+8n/UiXJt3o0qQbi6cvJrK1M4dvxWoVOXHsRMqb6TkJMQmcPH6KitUqAhDZ+g4Wz1wKwJJZS2nSpjEATdo0ZsnMJZd8/mff7svvu/Yxddw3mdmsf+zrid/yYOPHeLDxY8z7ZSEt2jQFoHK1Gzh+7DhxMak/fMTFxHPy+EkqV3M+eLVo05R50xeya9se7qh8Fy1qtqFFzTbERMXSLrIj8bEJBBQOIFdu53LXqt1drFm2nhM5KQNFvHJehJYIYdC4Vxjy1Jsc+O2gt5r2j3w36Qc6RXalU2RXFs5YTJPWzttKpWoVOXH0BPFpjkd8TAInj5+kkns8mrSOZNGMxRfsN6ebOvE72jXuSLvGHZn3y0Kau9eDG6tV4vix48SnuR7Ex8Rz4vhJbqzmfCFv3qYp86cvYve2PURWbknLmvfTsub97vWgE/GxCdxd64GU5bN/ms+b/Yfn6AAGwI3XX8fvB6M4EBXN2bNn+WXuYurXST1f1B9/Hk3JLhn/xXe0atoQgPDQYFZt2EJiUhJnExNZvWEz11yVM4cRnPPNpO9pH9mF9pFdWDBjMc3c/n/D3/T/E8dPcoPb/5u1jmSB2/9vrV+Dh7u35dkOL3Dm9PmP0E/c+xT33vog9976IF+Nn8ak9z7P0QEMSKcfzFn09/3g829p1awR4PaD9R79YP3mHDucZNv67ZQsW5Kw0mHkyp2LBnfXY8mspanKLJ21lEj3Ol/vzttZu3gd4Fz/G9xdj9x5chNWOoySZUuybd12igQWoaB7Z5o8+fJwS92b2b/LmRTVc86liCZ1+M1H5kiRnOWyJx601iYYY77GCWR84i7ei/Nl9WucL8P/ZFBTG2PMJKAszqSJ24EZwBPGmDnW2rPucIf0PgHNBoYaYx611k525xV4B5horT2Zbops5pgBvGaM+dxae9wYUxI4i/Ml9qy19ogxJj/OsIU3rbXWnQeiNfAl0B4nmyGJ8/MtnJsIsqi1Ns7NcmgB/OquCwYS3KyV5zn/GqRijCmDMwnouYyBIpw/dh3SFB8P/AdnOEWCu/211tqNwEZjTG2cbIR1FzkORYAY9zVqAFzt7qOEW9fPjDNPyrnnPQYUwgnqpK13APABziStfxhjfgcqGedOI/lwhrAswukfIcaY2tbape5xKm+tTZuj9zqpMzEWAF3dvhYI3A48g5M9knamvsU4c6tMdB8vBYYBh93g1Ln9tcPpB/WBODdjKW27rgH2WGvfdf++CScr6QdjzAhrbYwxJhAoZK39Pe1xyWrJScl89fInPDn5Bfz8/Vj69Vyidh6gRe/7+X3jbjb+upqrb7qWx8f2o0CRglRudAt39r6fwZF9ueXOOpSrWZGCxQpxa+v6AHza730ObPF6My7bsjkrqNWwFp8tmsSZ02d4s8/bKevGzRhDlybOtDcjBrxL/+H9yJMvLyvmrWT5HGeirimjv+SVMS/RvG0zYg7GMLDbawAUCynG2J/fp0BAAWyypXXne+nQoDPXVCxLZOvG7N66h3EzxgAw/s1PUvaX3RbNXkrdRrX5YelXnD51moG930hZN2XWBB5s7MwP/Eb/t3l15AvkzZeXJXOWsXjO3wetril3NYPefZGk5GR+27GXV/sMzdJ2eMszrwxl5doNHDlylEb3PEz3To9w311NsrtaGZZV58WjvR+hcNHCPP2Gc7eTpMQkut3Zg5xu2ezl1G5YiymLP+XMqdMM6TMsZd3HM8fSKbIrAMOfH8XzI54lb768LJ+7gmXu8bitaQRPDe5J0cAivDn5DXZt3kW/dv2zpS1XYvHspUQ0upXvl37J6VOnedUjm+rzWZ/QrrEzZ/bQ/u8wcOSAy74e+KJc/v4M6NmZbs8NJik5mVbNGnJdmdKMnvAlN1S4lgZ1arBy3WZGffw5BsMtN1XihV6dAWh8+60sX7uJezv3wWCIqFGV+nWqX+IZc44ls5dRp2Etpi7+jDOnzjC4z5sp6ybNHEf7yC4ADHt+BC+O6E/efHlYNncFS+c4c1/0HfwUufPmZtSXznVk85otvNV/hPcbkgly+fszoFdnuj07yO0Hjbiu7FWM/mSK0w8iarJy3SZGjfscY3D6wVOPA9C4Xm2Wr93IvR2fxhhDRI2bLwiA5BTJScm899Jo3vz8Dfz8/Pjlqxn8vuN3OvR7lO3rd7B01jJ+/nI6z496jsmLJnDsyDEGd3c+L/y+43fm/WcBn8wZR1JSEu+9OJrk5GSCigfy7Ihn8Pf3wxg/5v80n2WznT4y4L3+FAkqgsGwe8tuRvQflZ3Nzza+PgQxu5lLHUBjzHFrbYD7d3GcOQvestYOdB//gPOL+Wyc7IkA90tdP2vtuYk657mPV3muM8ZMxLlTR3WcYQh9rLU/Gef2nYNxMgcMEIszEebNnvt1910a58vv9W49fnbLnHG/0P/kZiGcK5/esonusmnGuSVndTeQ0MH9+0m3nOe6p3AyFgCOAw/jZKlMwhni4IczVObcPBrX4AQwAnGGoTxsrfXM8jh394sFOMEgf5wARh/rTCTZGueOJNYt08OjjVtx5r7IhxMo+NC6k526gYhJ7jGcAzxirS3j8ZzbgKettdPdx+/hDPdJArbgBCDC0x4zt2wwThAkN06gIwJohjPkYxhO5spZ4An3te8J9MDJcGjgHs9jOK+xH/Ad8Jq19rS7/7dwgmM7cYYS/WitnWicCUnfxQmi5AJGWmvHeb6O7vbfAtWstWXcTKG33PpZYLC19is3CDIdCMYJfo0wxtQAVgCNrXvXGreuM6y15yaZDQQm4ATfTgKPW2s3GOf2w8ettW+75Z53+8ZZ4DDwkBsQfAAnGOXnruthrb3oJ8HuZe7/v7/SbU28/GEu/1Z/Jl3uaL5/r+UbJ1+60L9cZNWu2V2FbJVkfWduhaxyMvmv7K5Ctluy8oPsrkK2q1cr/dsh/z+Zv3J0dlch2zWrmf5tcP/fzD4wM8t+vc4KR7s28anP9oXHzshRx/eSQQz593IzJuYB17sZHpJDKYihIAYoiAEKYoCCGApiKIgBCmKAghigIAYoiHGOghhZK6cFMS57OIn8uxhjHsUZctFHAQwREREREREvyYF3/PAlCmL8n7LWTib1bUFFREREREREcrQruTuJiIiIiIiIiEi2URBDRERERERERHyChpOIiIiIiIiIeIvmxMgQZWKIiIiIiIiIiE9QEENEREREREREfIKGk4iIiIiIiIh4idVwkgxRJoaIiIiIiIiI+AQFMURERERERETEJyiIISIiIiIiIiI+QXNiiIiIiIiIiHiL5sTIEGViiIiIiIiIiIhPUBBDRERERERERHyChpOIiIiIiIiIeEtydlfAtykTQ0RERERERER8goIYIiIiIiIiIuITNJxERERERERExEus7k6SIcrEEBERERERERGfoCCGiIiIiIiIiPgEBTFERERERERExCdoTgwRERERERERb9GcGBmiTAwRERERERER8QkKYoiIiIiIiIiIT9BwEhERERERERFvSc7uCvg2ZWKIiIiIiIiIiE9QEENEREREREREfIKCGCIiIiIiIiLiEzQnhoiIiIiIiIiXWN1iNUOUiSEiIiIiIiIiPkFBDBERERERERHxCRpOIiIiIiIiIuItusVqhigTQ0RERERERER8goIYIiIiIiIiIuITjLWaGVUkp2tQqrFOVBEBYOa6sdldhWx1200ds7sK2S7AP292VyHbJVnlYucxGhX+l03M7ipkO3+j36QBft0/w2R3Ha5EQqt6PvXZPvC7+Tnq+KrXi4iIiIiIiIhPUBBDRERERERERHyCghgiIiIiIiIi4hM0mE5ERERERETEWzStT4YoE0NEREREREREfIKCGCIiIiIiIiLiEzScRERERERERMRLdJfojFEmhoiIiIiIiIj4BAUxRERERERERMQnKIghIiIiIiIiIj5Bc2KIiIiIiIiIeIvmxMgQZWKIiIiIiIiIiE9QEENEREREREREfIKGk4iIiIiIiIh4iW6xmjHKxBARERERERERn6AghoiIiIiIiIj4BA0nEREREREREfEWDSfJEGViiIiIiIiIiIhPUBBDRERERERERHyCghgiIiIiIiIi4hM0J4aIiIiIiIiIl+gWqxmjTAwRERERERER8QkKYoiIiIiIiIiIT9BwEhEREREREREv0XCSjFEmhoiIiIiIiIj4BAUxRERERERERMQnKIghIiIiIiIiIj5Bc2KIiIiIiIiIeInmxMgYZWKIiIiIiIiIiE9QEENEREREREREfIKGk4iIiIiIiIh4izXZXQOfpkwMEREREREREfEJCmKIiIiIiIiIiE/QcBIRERERERERL9HdSTJGQQyR/yM9B3WnVsOanD51hjd7D2Pnpl0XlClfuRzPjXiGvPnysHzOCt57+QMAChUtxMsfvEBY6TAO7z/Mq08M5vifx4mIrM1jz3TAJluSEpMYPfADNq3cTPGSoQwa9wp+/v7kyuXPtxN+4D+f/eTtJgNZ0+6L7ffaStfSe0gvCgYUICk5mc/f/YK5/5mfuj6v9aDZ/U1oXqFl1jc+HVlxPEpfW5rnhvej3I3X8fFbE/h67DQAcufNzahvhpMnT278/f2Z//NCJr4z2avtvZSsOB53tGpI2+4PAHDqxClGPv8uu7fu8Wq7MtuLbwxnweIVBBYryvefjcnu6mS6Pq/1pHbDWzlz6jSv9R7K9o07LyhToXJ5XhrZn7z58rJ0zjKGv/QeAE++1I26jeuQ+NdZDvx+iMG93+T40ePkyp2L/m/15fqbKmCTkxnx8mjWLF3n7aZdVI361ek+sBt+/v78MuUXvvzg61Trc+fJzXMjn6Fc5XIc/eMog7u/QfSBaAAe7PEATds2JTkpifdf+ZBV81cDcF/nVjRr2wyL5bdtvzGs7zucPXOWEd+8Q/6C+QEoGlyU7eu280rnV73b4Ivw5jWg9DWlePnDF1P2G35VGBPensQ3H3/nncZeger1b6HbwG74+/vxy5TpfP3B1FTrc+fJzTMj+6b0jze6DyH6QAzVbruZjv0fI1eeXCT+lci41z9m/ZL12dSKy+fN90aA1p3v5c4Hm2GtZc+2vbzZdxhnz5z1Wns9ZcW1oFXHe2j+UDMMhp+n/MK3bh+/ttI1PD2kF7nz5iEpKYl3XxjN9nXbvdtg8XkaTiL/GsaYJGPMOmPMZmPMemNMH2PM3/ZxY0x9Y0y636yNMQMusv9Nxpj/GGOKXmLfRY0x3T0elzDGTPu7bbJSrYY1KVm2JA/X7cA7z42k95Be6ZZ7ekgv3nl2BA/X7UDJsiWp2aAGAA/1eIA1i9fyyG0dWLN4LQ/1aAvA6kVr6dy4K12adOOtfm/zzLA+AMTHJPDkPU/TpUk3nrirJw/1eICg4kHeaayHrGr3xfZ75tRphjz9Fo816sJzDw+gx8AnKFi4YMrzlL+pPAGFA7K41ReXVcfj2JFjvPfy+6k+oAGcPXOWPvc/Q+fIbnRu0o2a9atTsVrFrG3kFciq4xG17zBPt+5L58Zd+XTU5/R962mvtSmr3NO8MWOGD87uamSJ2g1rUbpsKdpEtGPIs+/w7JDe6ZZ7dmhvhj77Nm0i2lG6bClqN6gJwIoFq2jX4DEevqMT+/fsp33PhwC4u10LAB5u1JFebfvR65UnMCZnTObm5+dHz8E9GPDoi3Rq2IUGdzfgqnJXpSrTrG0Tjh05TvvbHuOb8d/SZUAnAK4qdxX1W9anc6PHef6RF+j1+pP4+fkRFBbEPY/dQ/cWT9Lljq74+/nToGV9AHrf15duTbvTrWl3tq7eyqJfFnu7yeny9jVg/54DdGnSjS5NutG1WXfOnDrDouk541h48vPzo8fgHrz46Et0adiVBnfXv6B/NGkbyfEjx3nstk58O/57Og3oCMCfCUd5ueNAujXuzrA+7/DsqH7Z0YQr4u33xuCwIO7teA9d7+xBxzsex9/fj4YtG2RtIy8iK64FZSpcTfOHmvFki1483qQbtzaqRckyJQDo8kJnJo/4jG5NuzPp7ck87u5L5EooiCH/JqestVWttTcAjYHmwCsZ2N+ANI/P7f9GIAHocYntiwIpQQxr7SFrbesM1CdDIiJrM3ParwBsXbOVgoUDCAwNTFUmMDSQggEF2LJmKwAzp/1K3SZ1AKgTWYcZU2cBMGPqLCLc5adPnk7ZPl/+fFjr/J14NpGzfzm/KOTJkxvjlz2Xm6xq98X2e+C3gxz87SAA8dHxHIk/QtEgJ97l5+dHtxe7MPb1cVnc6ovLquNxJP4I29fvIDEx8YLnPNdHcuXKhX+uXKR0khwgq47H5tVbUjJ2tqzZSnB4iFfak5WqV61MkcKFsrsaWeL2JhH8PG0GAJvXbCGgSABBafpBUGggBQsVZNPqLQD8PG0GtzetC8CK+atISkoCYNPqLYS6r3fZ8lezauEaAP6IP8KxP49TsUoFr7TpUipUrcChvYeI2neYxLOJzPtxHhGRtVOVqRNZm5nTnP694L8LuTmiKuCcN/N+nMfZv85yeH80h/YeokJVp13+ufzJmy8vfv5+5M2fl/jo+FT7zF8wP1XrVGHxjCVeaOWlZec1oFrdmzn0exTRB2OypnEZUKFqeQ7tPcThlP4xn9qRt6YqUzuyNrPcY7fwvwup6vaP3Zt3kxCdAMDv238nT9485M6T27sNuELZ8d54qXPFW7LiWnDVdVexdc1Wzpw+Q3JSMuuXbyCiaYSzM2spWMj5cadg4YLEu31F5EooiCH/StbaGOBx4Enj8DfGDDPGrDTGbDDGdPUoXtgY850xZosxZowxxs8YMxTI72ZefJ7OUywFSgIYYwKMMbONMWuMMRuNMXe7ZYYC17r7GGaMKWOM2eRuk88YM8Etv9YYk+Xh9+CwYGIOnf+gFBcVR3BY8AVlYqPiUh7HRsWmlAkMLkZCjPNGkxCTQLGg84kodZtGMGnexwyZPJi3+r6dsjwkPITxs8by1cov+PKDr7LlDTqr2n05+72+agVy5c7Nob2HAGj12N0smbk0ZX/ZISv7wcX4+fkxbsYYvls/ldUL17B17bbMaEqm8MbxaN62KSvmrsyK6ksmCQkLIeZQbMrjmEOxhISFXFAmNurvywDc9WBzls5ZAcDOzbu5rUkE/v7+hJcO4/qbKlC8RGgWteLKBIcFpWpzbFQcQWn6flBYMLFumeSkZE4cO0HhYoUJCgu+YNvgsCDiD8czdew0vlj2KV+vnsKJYydYvWBNqn3WbRrB2sXrOHn8ZBa27vJl5zWgYcv6zP5hbqa0I7N5vvZw7rikzqYMDgsi9pBzXJz+cZLCxQqnKlO3eV12b9qd8qNGTuXt98a4w/F8PXYaXy3/nG/WfMWJYydYtWB1ZjXnimTFtWDv9r3cVKsyhYsWIm++vNRqUIPQEs718oOBY3j8hc58sfwzur7YhfFDP/FCK3Mem2x86l9OoyCG/GtZa/fg9PFQoBPwp7W2BlAD6GKMKesWrQn0BSoD1wL3Wmv7cz7zop3nfo0x/kAj4Ed30WmglbW2GtAAeMc4+cL9gd3uPp5JU70ebh0rAw8Ck4wx+TKx+RdIN4U5zS/i6Re59K/mi6Yvpn39TrzUaSAdn+mQsjw2KpbOjbvycN0ORLZpTLHgS3/hzWxZ1e5L7TcwNJDnRz3Hm33fxlpLUPEg6t15O99O+P6y6p1VsrIfXExycjJdmnSjTY0Hub5qBcpUKPOP95XZsvp4VK1TheZtm/FRNmbfyKVdzmuc/iiQ1GU69HqYxMQkpn/r/GL505e/EBMVy4TpY+k96Ek2rtpEopuxkd0uq++Tfpl0j4WFgCIB1ImszcN12vNA9YfIVyAfjVo1TFWswd31mfvDvH9e8UyWXdeAXLlzUSeyNvN/mn+RLbPXZRyWdPuH53G5uvxV/I+9+45vqvr/OP466WLvAmUIyN57llFWQWToF1AQGYqgshRERURAhiAq4ELl597iXsgQRPZSpmyUJd1llGnH+f2RUJq2yChNG3w/Hw8eNLmfe3POzc1N8snnnDtw7L28+MTL17t5152n3xsvvFZ6N+1Lj/q9yJEzB+3+1/aatpVRmXEuOLTvMJ/OmcezH09j2odT2b/jr+RqtS59O/Pa029wV+O7ee3pNxjtGoYscjWUxJAb3YXTayjQzxizGVgHFAYqupatt9b+aa1NBD4Bml9iWzld68cAhYDFKR7jGWPMVuBnnBUaxS7TrubABwDW2l3AQaCSW8ONGWyM2WiM2Xj09JEr6mxqt/Xvyv8tfJ3/W/g60RExFE3xC2CRoCJEp6qMiAqLJjDoYvY9MCgwuXoiNvpYcmlloaKFOBZzPM3jbV23jRJlgtL8EhMTEcOB3Qep2bjmNfXjanmi31FhUZfcbq48uZj23hTenvEuO11lpxWrl6dk2RJ8tPI9PlnzAQE5A/hw5bvXv/PoggNJAAAgAElEQVTp8PRxcCmnT55m85otNAppkJHuZJin9sfNVcsxesYoxt07npPH4zKzS3INug+4jfcXv8n7i990HQcXqyqKlggkOiLaLT4yLIrAIPeYqPCLMZ16diC4XVMmDLs4b0hiYiIvTnyVfu3v47F7xpEnfx4O/3lt5/PrLSos2q3PgUFF0lTLRYdHEeiKcfg4yJ03NyePxxGdzrrRETHUa16X8MPhnIg9QWJCIit/WkX1BtWS4/IVyEuVOpVZu3RdJvfu32WHc0Dj1g3Zs20fx6Kv/BzqSdFh0cnPPTj3S+rjIyo8msASzv3iPD5yEefqZ5HiRRj/f0/x3MPPE3YwzHMNvwpZ+d5Yv3k9t9fKip9WUqN+tX9dJ7NkxrkAYMFnC3mw0zBG9RhN3Im45KG2oT3as+KnlQD8+sNyKtdx+/grckWUxJAbljHmZiARiMSZaBjuqoqoY60tZ61d5ApNnUa/VFr9rLW2DlAG8OfinBh9gECgvmt5BHC5qorL1mVZa+daaxtYaxuUyF3qcuHp+ua975InEFu1YBWhPdoBULVeVU7HnU4zrCE2MpYzp84mT7wY2qMdqxatAWD14jV06NkegA4927N6kXM8cwnXRE0AFWtUwNffj5PHTlIkqAj+OfwB5y8ONRpW5/D+w9fUj6vliX6vXrQm3e36+vky+c2JLPpiMb/+uDz5MdYuXU/3enfSu2lfejfty/mz57m7+YBM3Q8XeGJ/XEr+QvmTJzb1z+FP/eb1OLTPM8fBpXhifxQtEcik/5vAtIee5Yjrg5tkL1+++w392t9Hv/b38euClXTq0QGA6vWqcerkaWJSHQcxkbGcOXWG6vWcXzQ69ejA8oXOCRmbhDSi79DePDpgLOfPnk9eJyBnADlyOt8OGrWsT2JCIgf2HvRE9y5r95bdlCxbkuKli+Hr50tI1xBWL17rFrN68VpCeziP75a3tmDzqi3J94d0DcHP34/ipYtRsmxJdm/eTeTfkVStW5WAHAEA1A2uw6G9h5K317JzS9b+vC7LrsBwQXY4B7Tp1pql2XQoCcDuLXsoWbYExZKPj1asTXV8rF28lvaufdfi1hZscR0fufPlZvJ7T/PO9HfZsXGHx9t+pbLyvTHyaCTVUrxW6jWvy8F9h/51ncySGecCgAKF8wPO10LzjsEsdVVgRUfEULtJLcB5jvj7r6Oe6Ga2Y5O869/lGGM6GmN2G2P2GWPGpLN8gDEmyjXMfrMx5r4Uy/obY/a6/vW/kv1nMlIiLJKdGGNOWWvzuP4OBD4C1lhrJxhjBuOc6LOntTbeGFMJ+Bvn0JKfgGo4qyF+AuZaa780xhwDilpr49PZfl3gW5zDT4YAFay1w11zWywFygFxwO/W2jKudcoCP1hraxhjRgHVrbUDXW1ZDFSy1l789JtC61Ltr8sL9aEpw2kY0oDz587z7Kjn2bN1DwD/t/B1BnV4AHBePWPMzNH45whg/bINvDTuFcD5C9qE15+iaMmiRP4dycQHJhN3PI5eQ+6kQ/d2JCQkcv7ceV6fMpftG/6gfot6PDj+fmdJojF88+63/PDR/OvRjWzR70ttt93/2vL4C6M5sOfiF5XpI59j/479bm2av/u7LLvEambsj4KBBXlj/qvkypMLm2Q5e+YsA1rfR/HSxRgz6zEcPg4cxrDsh+W8P/vDLOn3pWTG/hj93Cha3tI8ecK+xIREHrj1cnMBX5lFm9+4Ltu5Wo9OmM6GTVs5fvwkhQsVYMjAvnTv0sHj7WhR695M2e7oZx6iSYjz8opTRj7Lrq3OD+LvL36Tfu2dn7Wq1KrsusSqP2t+Wc8LT74IwOerPsI/wI8Tx04Czsk9Z4yZSVCp4sz+ZAY2yRIVHs3UUTMI/zsiw23N4xOQ4W0ANGrd0HVZRQcLPlvExy9/Qv9H+rFn6x7WLF6LX4AfY2Y/RoUaFYg7HsfUoc8QdigcgLuG96bjnaEkJiQyZ+LrbFi2EYB+o/oS0qUViYmJ7Nu+j5mPzU6eD+GFeTP4dM685NiMSLyST9VXyNPngIAcAXy24WP6NOvL6bhrnxvE3/hmpNuX1bB1Qx6YOBiHjw+LPlvEJy9/Sr9H+rJn6x7WLl6HX4Afj81+lAo1yhN3PI5nhk4n/FA4vUf0otfQO5N/eQd4os+TnIg5cd3b+I9NO2HmtfLke+OZU2cY8Eg/WndpRWJCInv/2M/zj868prlDfP79QnxXJDPOBbO+fIF8BfKSkJDI65PeYNMq5+WlazSszpCJD+Lj68M/5//hpSdfZu+2tJezvVo/H16Y/SZu+BdHm7X2qi/hJVb/csn96xpqvwfnhRWOABuA3tbaHSliBgANrLXDUq1bCNgINMD5Q/JvOH8YPvZv7VESQ24YxphEYBvgByTgHK4x01qb5LrU6hSgC84qiCjgNqAuMN51uyawHBjiWudZoCvORESflEkM1+N9D8zDmfj43vW4m4Fg4BZr7QFjzMdALVfMq1xMYuQAXgfqu9o6ylp7yZ9krlcSQ0S8X1YlMbKLzEpieJPrlcTwZtczieGtMjuJ4Q2uZxLDW12PJMaNQEmMzHWZJEZTYKK1toPr9hMA1tppKWIGkH4SozcQYq2933X7DWCZtfaTf2uPzn5yw7DW+vzLsiScl0xNfdnUZa5/6a3zOPB4itt5Ui3vkuKm+7WoLsbclequGq77zwEDLtVeERERERGR7MBV1T44xV1zrbVzXX+XBFKOFT4CNE5nM92NMS1xVm2MtNYevsS6JS/XHiUxRERERERERDzEWq8qHMGVsJh7icWXuE6Nm++BT6y1540xDwDvAW2ucN00VH8kIiIiIiIiItfiCFA6xe1SgNuMrdbamBRz//0fziH1V7RuepTEEBEREREREZFrsQGoaIwpZ4zxB3oB36UMMMYEpbjZFdjp+nshEGqMKWiMKQiEuu77VxpOIiIiIiIiIuIhN9LcxNbaBGPMMJzJBx/gbWvtH8aYScBGa+13wAhjTFecFzSIxTU3oLU21hgzGWciBGCStTY2zYOkoiSGiIiIiIiIiFwTa+18YH6q+8an+PsJ4IlLrPs28PbVPJ6Gk4iIiIiIiIiIV1AlhoiIiIiIiIiH2CTvujpJdqNKDBERERERERHxCkpiiIiIiIiIiIhXUBJDRERERERERLyC5sQQERERERER8RBrs7oF3k2VGCIiIiIiIiLiFZTEEBERERERERGvoOEkIiIiIiIiIh6iS6xmjCoxRERERERERMQrKIkhIiIiIiIiIl5BSQwRERERERER8QqaE0NERERERETEQzQnRsaoEkNEREREREREvIKSGCIiIiIiIiLiFTScRERERERERMRDrM3qFng3VWKIiIiIiIiIiFdQEkNEREREREREvIKGk4iIiIiIiIh4iK5OkjGqxBARERERERERr6AkhoiIiIiIiIh4BSUxRERERERERMQraE4MEREREREREQ+xVnNiZIQqMURERERERETEKyiJISIiIiIiIiJeQcNJRERERERERDzEJmV1C7ybKjFERERERERExCsoiSEiIiIiIiIiXkFJDBERERERERHxCpoTQ8QL/GMTs7oJWS6nwy+rm5DlchrtgxOJZ7O6CVmuRa17s7oJWWrF1rezuglZbnCDR7O6CVluf/zxrG5Clqvomy+rm5DltsZHZ3UTslxRn9xZ3QS5Bkm6xGqGqBJDRERERERERLyCkhgiIiIiIiIi4hU0nERERERERETEQ6yGk2SIKjFERERERERExCsoiSEiIiIiIiIiXkHDSUREREREREQ8xCZpOElGqBJDRERERERERLyCkhgiIiIiIiIi4hWUxBARERERERERr6A5MUREREREREQ8xNqsboF3UyWGiIiIiIiIiHgFJTFERERERERExCtoOImIiIiIiIiIh+gSqxmjSgwRERERERER8QpKYoiIiIiIiIiIV1ASQ0RERERERES8gubEEBEREREREfGQJKs5MTJClRgiIiIiIiIi4hWUxBARERERERERr6DhJCIiIiIiIiIeYjWcJENUiSEiIiIiIiIiXkFJDBERERERERHxChpOIiIiIiIiIuIh1mZ1C7ybKjFERERERERExCsoiSEiIiIiIiIiXkFJDBERERERERHxCpoTQ0RERERERMRDknSJ1QxRJYaIiIiIiIiIeAUlMURERERERETEK2g4iYiIiIiIiIiHWA0nyRBVYoiIiIiIiIiIV1ASQ0RERERERES8goaTiIiIiIiIiHiItVndAu+mSgwRERERERER8QqqxBARHp40jKZtGnPu7DmmjpzBnu1708RUrlmRJ2c9TkCOANYsXcfs8a8AMHTc/QS3b0r8P/H8fTCMZ0Y9y6mTpz3dhSvSMKQBQyY+gMPHh58++YlP58xzW+7n78fjsx+lYs2KnDx2kilDniHiSAQAvYfeScdeHUlKTOTVCa+x8dffKHVzKcbNGZu8ftBNxXnvhQ/46q2vaXlrC/qN7MtNFUszrMsI9mxNu0+zWr1W9Rg0cTAOHweLP13EF3O+cFvu6+/LqFmjKF+zAnHH4pgx9Fkij0RSsXYlhk0fBoAxho9nfczahWsA6DawG6G9Q7EWDuw6wIujZxN/Pt7jfbtWIyYNpUmbxpw/e55pl3gtVKpZkbGzHsM/RwBrl67jpfGvAhDSuSX3jOpPmYo3cf+tQ9m9dY+nm3/NRk0eTtM2TTh/9hyTR05n97b0zgGVeGr2GNc5YC0zn3oZgGFPPUDz9s1I+CeeIwePMmXks5w6eQpfP1/GzHiEKrUqY5OSmDX+FX5fs9nTXbuuxj0zk+Wr1lOoYAG++fD1rG7OdVWjVR3uGn8vDh8Hyz9bwvzXvnZb7uvvy6CZIyhT42ZOHY/jtWEziTkShY+fL/2fuZ9yNcuTZC0fP/02u9f+AcD/Rt9F8P9akSt/bh6sfndWdOuqZcY5oGqdyoyeMQpwnjPfeeE9VixY5blOXaOqrWrTY/wAHD4OVn+2lMWvfeu2vHyjqvQY358SVW7ineEvsvmndQCUrFaGXlPuI0eenCQlJrHw1a/5/Yc1WdGFa5YZx0G+gvmYNHcCVWpXZsG8hcwe97JH+3Q1areqy4AJ9+HwcbD008V8+9pXbst9/X0ZOvNhbq5Znrhjcbw47HmijkQCcFOVMgya9iA58+TCJlnGdh1N/Pl4nnhvPAWLFsTh68Ou9Tt466m52KSkrOie3ABUiSGZyhhjjTEfpLjta4yJMsb8cI3bK2CMGZLidsiltmWMWWaMaXCZ7Z26lnbcSJq2aUypciW5s3lfZjw+k9HTHk43bvS0kTz7+EzubN6XUuVK0qR1IwA2LP+Nvm3upX/7QRz+8zB9h93lyeZfMYfDwfApQxnbbxwD2wyidbfW3FTxJreYW3p1IO74Kfq3uIcv3/yKQWMHAnBTxZsI6RrCfW0H80TfJxkxdRgOh4Mjfx7hgY5DeKDjEIZ0Gsb5s+dZ6fpgemD3ASYOnsS2dds83tcr4XA4eGDKg0zsP4GhbYfQsmsrSlcs7RYTemcop06c5v6Wg/n2zW8Z8MQAAA7tPsjIzg/z0C0jmNBvPEOnDcXh46BQscJ0uacLI28dybD2Q/HxcdCyS8ss6N21adKmEaXKleKu5v147vGZjJr2ULpxj0x7mOcen8VdzftRqlwpGrteC3/tOsC4QRPYsnarJ5udYU3bNKZ0uVL0DO7DtMde4LFpI9ONe2z6SKY/9jw9g/tQulwpmrr6vX75Rvq0voe72w3k8J+H6T/ceQ7o1qczAHe3vZcRvUYzYsKDGOPds7Hf1qk9r8+cktXNuO6Mw0HfSYOYNWAqT7Z/mMZdm1OiQim3mBZ3tOX0iVOMCRnGord+4I4xfQFo1asdAE91HMXzdz9Nryf7Jz/Pm5dsYFK3xz3bmQzIrHPAn7sOMPiWBxkYej+P9hnD6GdH4uOTvT+CG4fhjkn3MmfANKa0H0X9rsEUr1DSLebY0Wg+GD2Hjd+6J2Tiz/7D+6NeZWroaOb0n0b38f3JmS+XJ5ufIZl1HPxz7h/emvEOcyZn7wSocTi4d/L9TOs/iVHthhPctQUlK7qfD9rc2Z7TJ07xUKsHmf/Wd9w1ph8ADh8Hw2aP5M2xrzO6/QievnMcCfGJAMwe+hyP3TKS0e1HkK9wfpre2szjfZMbR/Y+g8qN4DRQwxiT03W7PfB3BrZXABhy2Si5Ys07NGPBF4sB+OP3neTNn4fCRQu5xRQuWojceXPxx287AFjwxWJadAwGnF9gEhOTktcvGhTowdZfucp1KnP0wFHCDoWTEJ/Asu+WERza1C2mWWhTFrn2xfIfV1A3uA4AwaFNWfbdMuL/iSf8cARHDxylcp3KbuvWbV6HowfDiPzb+UvEoX2HOfLnEQ/07NpUrFOJsANhRByKICE+geXfL6dxaBO3mMahTVjyxRIAVs1fSe3g2gCcP3eeJNdz7h/gj00xsNPh64N/Dn8cPg4CcgYQGxHroR5lXPMOwSz8YhEAO37fSZ5LvBZypXgtLPxiUfJr4eC+Qxzen32f80tp2SGY+V8sBOCP33dcst+58+Zmu6vf879YSMuOzQFY/+tGEhOdH1K3/7Yj+RxQrlIZNq74HYBjMceJO3GKqrXdXzfepkGdmuTPlzerm3Hd3VynApEHw4k6HEFifALrv19J3dCGbjH1Qhux6stlAGycv4aqzWoCUKJiKXauciZr42JOcubkacrWKg/An5v2ciLquOc6kkGZdQ44f+588vuk85yZmb24PsrWqUD0wQhiDkeSGJ/I79+vplaqYyL2SBRHdx3CWvdf0yP/CiPqQDgAJyKPERdzkjyF8nms7RmVWcfBubPn2LZhO/9k8+rECnUqEnEgjEjX+WD19ytp2L6xW0yD9o349ctfAFg7fzU1gmsBUKtlXQ7tOsDBnQcAOHU8Lrna4uypswD4+Prg6+fr9tnhvyjJGq/6l90oiSGe8BNwq+vv3sAnFxYYYwoZY74xxmw1xqw1xtRy3T/RGPO2q5riT2PMCNcq04HyxpjNxpjnXPflMcZ8YYzZZYz5yKT6qc8YM9AYMyvF7UHGmJmpYkJcj5VmO8aYhsaY1caYLcaY9caYvMaYHMaYd4wx24wxm4wxrV2xA1z9+d4Y85cxZpgxZpQrZq0xppArrrwxZoEx5jdjzApjTJXrtbOvVmDxIkQejUy+HRkWRWDxImljwqKSb0elEwNwa69bWPPL+sxrbAYUKV6YyKMp+xBN4VR9KFy8CFGumKTEJE7HnSZfwXwULl4kzbpFihd2W7d11xB++XZZ5nXgOitcvDDRKfoUExZN4WKFLxnj3B9nyFfQ+UG0Up1KvPrzq7y86BXmjJ1DUmISsRExfD33a95e+w7vb/yA0yfPsGnFJs91KoOKpHmeoyiS6hgpUrwIUWGpj4W0rwVvElg80K3fkUejCCwemCYmZb/TiwHo0rsTa5Y6zwF7/9hPiw7B+Pj4EFS6OFVqVaZYiaKZ1AvJiILFChF7NDr5dmxYLAVTnQ8KpIhJSkzibNwZ8hTMy+GdB6nbviEOHwdFShWlbM3yFAryztdEZp4DqtatwntL3+KdJW/ywphZyUmN7Cp/sUIcOxqTfPtYWAz5ixW86u2UqV0eXz9fog9GXM/mZar/6nvBBYWKFyIm7OL5ICYshoLFC6WNSXE+OBN3hrwF81KiXAmshbHvT2D6jy/Q9f7b3dYb+/4E5v7+HmdPn2XtfO8aYiTZi5IY4gmfAr2MMTmAWsC6FMueBjZZa2sBY4H3UyyrAnQAGgETjDF+wBhgv7W2jrX2UVdcXeBhoBpwMxCczuN3da0PcA/wTjrtTLMdY4w/8BnwkLW2NtAOOAsMBbDW1sSZmHnP1T+AGsBdrnZPBc5Ya+sCa4B+rpi5wHBrbX1gNDDnEvsu06VX3p0mO55ujPvtfiP6kJiQyKKvfr6ezbtu0i1jT9UJQ/ox6VbAp1jV18+Xpu2b8OuPyzPWSA9Kf3fYK47Zs3kPQ9sNZVSXkfQc2hO/AD9y589N4/aNuS94IP0b9iNHrgBCbg/JhNZnjivbJ1fwevEy13osuL0IgAEj7iYhIZEFXzmrmX749Cciw6J4Z8EbjJw0jG0bt5PgqtiQbOYKjutLHfsr5i0hNjyGCd/P4K4J97Dvt90keenznJnngJ2bdtG/zUDu7zSEu4fdhX+A32XXyUrpv2de3TbyBRag38xhfPjoa151nvyvvhdckP5nodRB6X8udPg6qNKwKi8/NJPx3Z+gYcfGyVUaAM/0e5oHGt6Dn78fNVzVXCLXQhN7Sqaz1m41xpTF+WV/fqrFzYHurrilxpjCxpj8rmU/WmvPA+eNMZFAsUs8xHpr7REAY8xmoCywMsXjnzbGLAU6G2N2An7W2vQmKkhvOyeAMGvtBte2TrqWNwdedt23yxhzEKjk2s4v1to4IM4YcwL43nX/NqCWMSYP0Az4PMWbYEDqxhhjBgODAW7OX5niuUtcovtX73/9u9G1j7M4Zufm3RRN8eto0aBAoiNi3OKjwqLchokEBgUSHXExS39Lz1CC2zVhxB2jr1sbr7eosGiKlkjZhyLEpOpndHgUgSUCiQ6PxuHjIHfe3Jw8Hkd0Ouum3EeNWjdk7/Z9HI/2nrLp6LAYiqToU+GgIsRGxqYbExMe49ofuYg7HucWc2TfEc6dOUeZymUoVroYEYcjOBl7EoDVC9ZQtX5Vln29LNP7c61u79+Nzn06AbBr8+5Uz3NgmmMkKiyKwKB/P468QfcBtyXPWbFz8y63fhct4f76BleFVpB7TFT4xZhOPTsQ3K4pw+4clXxfYmIiL058Nfn23O9e4XA2HmL1X3YsPIZCJS7+ilwoqBDHU50PLsQcC4/F4eMgZ95cnD7unFbq08nvJsc9+eVUIv4K80i7rwdPnwMO7jvE2bPnKFe5XLae/Pd4eAwFS1ysxikYVJgTkceueP0ceXLy4Dtj+OGFzziwKftNbJ3af/W9ID0x4TEUTlFNVTioMMdSDQ2NDYuhcIkixLo+H+TKm4tTx+OIDYthx9o/iDvm/Kyw6ZffKVfjZravujg/SPz5eDYuXk+D0EZsW7nFM53Khmw2HKLhTVSJIZ7yHfA8KYaSuPzbb9znU9yXyKWTblcS9yYwgEtXYVxqO4b0f3v4tzNPyu0kpbid5NqmAzjuqia58K9q6o1Ya+daaxtYaxtczwQGwFfvfcuA0MEMCB3M8oUr6dijPQDV61Xl1MnTxKT68BoTGcuZU2eoXs/ZzI492rNy4WoAGoc0pM+QXjw+YBznz50nu9q9ZTcly5akeOli+Pr5EtI1hNWL17rFrF68llDXvmh5aws2r9qSfH9I1xD8/P0oXroYJcuWZPfm3cnrte7mXUNJAPZu2UOJciUo5tofLbu0ZP3idW4x6xavo22PtgAEd2rO1tXODyHFShfD4ZqULrBkICXLlyTycCRRf0dRpV5lAnI4c3K1g2tzeN9hD/bq6n393rcMDL2fgaH3s2LhKjr0CAWgWr2qnP6X10I112uhQ49QVi7M/lcZSO3Ld7+hX/v76Nf+Pn5dsJJOPToAUL1etcucA6oB0KlHB5a7+t0kpBF9h/bm0QFjOX/24jkgIGcAOXI6C9QataxPYkIiB/Ye9ET35Cr9tWUfRcsGUaRUUXz8fGnUpTmbFm90i9m0eAPB3UMAaNCpKTtXbwfAP4c//jmdr/lqzWuRmJDE0X3ek6zyxDkgqHTx5Ik8i5Usyk03lyL8cHgm9Ob6ObhlP4Fli1O4VCA+fj7U69KMramOiUvx8fNh0BuPsO6r5Wyav/byK2QD/9X3gvTs37KX4uWCCCztPB8069KcjYvdhwpv/Hk9rbq3BqBJp2b8sdr52+CWXzdRpmqZ5LmxqjWuzpG9hwnIlYMCRZ3DkRw+Duq2rs/R/RmZIk/+61SJIZ7yNnDCWrvNGBOS4v7lQB9gsuv+aGvtyX+ZwT4OuOpZ1ay164wxpYF6OIe0XKldQAljTENr7QZjTF6cw0kutHupMaYScBOw27X9y7XlpGu+jJ7W2s9dc2/UstZmSTp6zZJ1NG3TmHmrPuTc2XM8M2pG8rJ3F81lQOhgAJ5/YnbyJVbX/rKeNUudX3hHTRmBX4Afsz91TlHyx+87eG7MbM935DKSEpN4+alXmf7hMzh8HCz4bBEH9xyk/yP92LN1D2sWr+WnTxcwZvZjvLfiHeKOxzF16DMAHNxzkF9/WM5bS+eSmJDIS+NeIck1UVVAjgDqt6jH7DEvuj1ecMdmDJs0hPyF8jP13cns37GfMXc/6fF+X0pSYhKvP/U6T38wCYePg58/W8yhPYfoM6oPe7ftZf3i9Sz+bBGjZj/CG8vncur4KWYMexaAag2r0WNIDxLiE7FJSbz+5GucPHaSk8dOsmr+KmbPn01iYhJ//rGfBR8vyOKeXrm1rtfCJ6s+4PzZc0wb9VzysrcWvcHA0PsBmPnEizwx6zECcgSw7pf1rHXNAdGiYzAPTRlOgUL5efb9Z9j3xz5G9xmTJX25GquXrKVZ28Z8sfojzp09z5SRzyYve3/xm/Rrfx8AM8bMcl1i1Z81Kc4Bj0x9CP8AP1767AXAObnnjDEzKVS4ILM/mYFNskSFR/P08Gc837nr7NEJ09mwaSvHj5+k7W13M2RgX7p36ZDVzcqwpMQkPhr/Jo+8/xQOHwcr5i3l6N7D3DayFwe27WPzzxtZPm8Jg2eOYPqyVzh9/BSvD3dONZW3SH4eee8prLUcC4/l/0a9lLzdnmP60qRbC/xzBvDCmrks/+xnvp0971LNyHKZdQ6o2agGfYb2JiEhAZtkmTn2JU4cO5klfbxSSYlJzBv/NkPfH4vxcbB23jLC9x7h1pE9ObTtT7b9/Bs31SrPoDceIVf+3NRsW59bR/Zkauho6t3alAqNqpK7YF6a9GgFwAej5/D3Ds+Cu0EAACAASURBVO9IYmbme8Fnaz8id55c+Pr70bxjMI/0fpyD2Sy5m5SYxNvj/4+x70/A4ePDsnk/c2TvYXqO6s2fW/fx288b+OWznxk262Fe/PU1Th2P48VhzvP/6ZOn+eHN73jm++fBWjb98jublv5G/iL5eezNsfj6++HwcfDH6m0s/tB7Ph9I9mNulPFbkj0ZY05Za/Okui8EGG2t7eya6PIdoBxwBhjsGn4yEThlrX3etc52oLO19oAx5mOciYifgB8vbMsV9wqw0Vr7rjFmmWvZRteyMUAda22v1O1L2aZ0ttMQ59CRnDgTGO2ABOB1oL7r71HW2l+MMQOABtbaYa7tHHDdjk65zBhTDngNCAL8gE+ttZMutR+DS7b5z79Qczqy9/hhT8hptA9OJJ7N6iZkuX+sd843cL2s2Pp2Vjchyw1u8Ojlg25w++O9Z/heZqnld2NMJJkRW+OjLx90gwvyvfGumHQtPjv4jVeNz9hQ8nav+mzf8O+vs9X+VRJD/jOMMT8As6y1S7K6LVdLSQwlMUBJDFASA5TEUBJDSQxQEgOUxAAlMUBJjAu8LYmxrsT/vOqzfeOjX2Wr/as5MeSGZ4wpYIzZA5z1xgSGiIiIiIiIOGlODLnhWWuPc/HKISIiIiIiIuKllMQQERERERER8RCvGkuSDWk4iYiIiIiIiIh4BSUxRERERERERMQraDiJiIiIiIiIiIck2Wx1sQ+vo0oMEREREREREfEKSmKIiIiIiIiIiFdQEkNEREREREREvILmxBARERERERHxEKs5MTJElRgiIiIiIiIi4hWUxBARERERERERr6DhJCIiIiIiIiIekpTVDfByqsQQEREREREREa+gJIaIiIiIiIiIeAUlMURERERERETEK2hODBEREREREREPsegSqxmhSgwRERERERER8QpKYoiIiIiIiIiIV9BwEhEREREREREPSbJZ3QLvpkoMEREREREREfEKSmKIiIiIiIiIiFfQcBIRERERERERD0nS1UkyRJUYIiIiIiIiIuIVlMQQEREREREREa+gJIaIiIiIiIiIeAXNiSEiIiIiIiLiIVZzYmSIKjFERERERERExCsoiSEiIiIiIiIiXkHDSUREREREREQ8JCmrG+DlVIkhIiIiIiIiIl5BSQwRERERERER8QpKYoiIiIiIiIiIV9CcGCIiIiIiIiIeokusZoySGCJeINFq+p9/khKyuglZrqVvkaxuQpb7LulEVjchyxXwzZXVTchSgxs8mtVNyHJzNz6X1U3IcnWq987qJmS5BwJyZnUTstxdiWeyuglZLr+PjgP579FwEhERERERERHxCqrEEBEREREREfEQ1VhnjCoxRERERERERMQrKIkhIiIiIiIiIl5Bw0lEREREREREPETDSTJGlRgiIiIiIiIi4hWUxBARERERERERr6AkhoiIiIiIiIh4Bc2JISIiIiIiIuIhFpPVTfBqqsQQEREREREREa+gJIaIiIiIiIiIeAUNJxERERERERHxkCSNJskQVWKIiIiIiIiIiFdQEkNEREREREREvIKSGCIiIiIiIiLiFTQnhoiIiIiIiIiHJOkSqxmiSgwRERERERER8QpKYoiIiIiIiIiIV9BwEhEREREREREPsVndAC+nSgwRERERERER8QpKYoiIiIiIiIiIV9BwEhEREREREREPScrqBng5VWKIiIiIiIiIiFdQEkNEREREREREvIKSGCIiIiIiIiLiFTQnhoiIiIiIiIiHJBmT1U3waqrEEBERERERERGvoCSGiIiIiIiIiHgFDScRERERERER8RCb1Q3wcqrEEBERERERERGvoCSGiIiIiIiIiHgFJTFERERERERExCtoTgwRERERERERD0nK6gZ4OVViiIiIiIiIiIhXUCWGyH/UqMnDadqmCefPnmPyyOns3rY3TUzlmpV4avYYAnIEsGbpWmY+9TIAw556gObtm5HwTzxHDh5lyshnOXXyFB1ub0efIb2S169Q9Wb6dxjM3j/2eaxfV2PEpKE0adOY82fPM23kDPZsT7sPKtWsyNhZj+GfI4C1S9fx0vhXAQjp3JJ7RvWnTMWbuP/WoezeugeAfAXzMWnuBKrUrsyCeQuZPe5lj/bpWpVvVYsOE/ri8HGw6dNlrHrte7flNzWqQocJd1Osyk18OfwVds5fn7ys7ZheVGxTB4DlL33Djh/WerTtGTV68kMEt23CubPnmfjwM+zetidNTJValZg4eywBOQJYtWQtzz/1otvyux/oxcMThtK2emdOxJ5Ivr9a7Sq88+PrjL1/Ikt+XJbZXbliDUMaMGTiAzh8fPjpk5/4dM48t+V+/n48PvtRKtasyMljJ5ky5BkijkQA0HvonXTs1ZGkxERenfAaG3/9DYDu993OLb1uwWL5a9dfPPfIC8Sfj2fWly+QM3dOAAoUKcDuzbuZcN/Tnu3wZdRoVYe7xt+Lw8fB8s+WMP+1r92W+/r7MmjmCMrUuJlTx+N4bdhMYo5E4ePnS/9n7qdczfIkWcvHT7/N7rV/APC/0XcR/L9W5Mqfmwer350V3coU456ZyfJV6ylUsADffPh6Vjfnunti6ihatm3G2bPneHLEZHZu250mplqtKkx96Sly5Ahg+ZLVTHtyJgDPz51CufJlAMibLw9xJ0/RvW1fmrZsxMhxQ/Hz9yX+nwRemPQS61b+5tF+XYs8LesRNH4wOBwcm7eI6Ne/SDcu3y3B3PTqE+zr9jDntu0jZ61KlHhmmHOhMUS++DFxi9Z4sOUZ9/iUkbRo24xzZ8/x1EOT2ZnO+0LVWpWZ8uJTBOQIYMWS1Tw7blbyst4De9D7nh4kJCay4ufVzJr8Kk1aNuThJ4fg5+9H/D/xzJz0CutXZc/joF6regyaOBiHj4PFny7iiznuz72vvy+jZo2ifM0KxB2LY8bQZ4k8EknF2pUYNt353Btj+HjWx6xd6Hzuuw3sRmjvUKyFA7sO8OLo2cSfj/d43+TG4JWVGMYYa4x5IcXt0caYiddp2+8aY3pkcBuljDHfGmP2GmP2G2NeNMb4p1j+iTFmqzFmpHEa54rdY4z5xRhTPeM9SbddlYwx840x+4wxO40x84wxxTKwvYnGmNGuvycZY9q5/n7YGJMrRdwBY0yRVOt2NcaMudbH/pc2BRpj4o0x91/j+qdc/5c1xmy/vq3LPpq2aUzpcqXoGdyHaY+9wGPTRqYb99j0kUx/7Hl6BvehdLlSNG3dCID1yzfSp/U93N1uIIf/PEz/4XcBsPDrn+nX/j76tb+Pp4dPJexweLZNYDRp04hS5UpxV/N+PPf4TEZNeyjduEemPcxzj8/irub9KFWuFI1d++CvXQcYN2gCW9ZudYv/59w/vDXjHeZM9p4P98ZhuGXyAD7uP4M57R6jetemFKlY0i3mxNFovn3kDbZ9u9rt/opt6hBUoyxv3DKWt7pNoNn9t+KfJ6cHW58xwW2aUPrmUtzerDdTH53BE9MfSTfuiemPMPXR57i9WW9K31yKZm0aJy8rVqIojVs1JOxIuNs6DoeD4eMeYO2y9ak3l6UcDgfDpwxlbL9xDGwziNbdWnNTxZvcYm7p1YG446fo3+IevnzzKwaNHQjATRVvIqRrCPe1HcwTfZ9kxNRhOBwOChcvzG333MaQzsMY1O5+fBw+tO4aAsDI7o/wQMchPNBxCDt/28nKn1Z5usv/yjgc9J00iFkDpvJk+4dp3LU5JSqUcotpcUdbTp84xZiQYSx66wfuGNMXgFa92gHwVMdRPH/30/R6sj/GGAA2L9nApG6Pe7YzHnBbp/a8PnNKVjcjU7Ro24wy5UpzS5MeTBw9nfEzHks3bvyMx5g4ehq3NOlBmXKlad6mKQCjB4+je9u+dG/bl8U//sLPrsTlsdjjDO37CLeH9GHsiKeZ9spED/UoAxwOSjz9IAfumcC+DkPI36UVARVKpw3LnZPC/btwZtOu5PvO7TnI/m4Ps7/zCA4OGE/JKUPBx3u+cjRv25QyN5emc9OeTBo9nXHPpn8cjHv2MZ4ePZ3OTXtS5ubSNG/TBICGwfVo3aEl3dv05X+t+vDeax8DcDz2BMP7PUr31ncz7qHJTH1lgsf6dDUcDgcPTHmQif0nMLTtEFp2bUXpiu7PfeidoZw6cZr7Ww7m2ze/ZcATAwA4tPsgIzs/zEO3jGBCv/EMnTYUh4+DQsUK0+WeLoy8dSTD2g/Fx8dByy4ts6B32UeS8a5/2Y33nFHcnQf+l/qLcVYzxvgY56eXr4BvrLUVgUpAHmCqK6Y40MxaW8taOwsYCjQDaltrKwHTgO+MMTmuc9tyAD8Cr1lrK1hrqwKvAYGp4q6pOsdaO95a+7Pr5sNArsvEf2etnX4tj3UZPYG1QO9M2PYNo2WHYOZ/sRCAP37fQZ78eShctJBbTOGihcidNzfbf9sBwPwvFtKyY3MA1v+6kcTERAC2/7aDokFuhxEA7W9ry+JvlmRmNzKkeYdgFn6xCIAdv++85D7IlTcXf7j2wcIvFtGiYzAAB/cd4vD+I2m2e+7sObZt2M4/XvTrQsk65Tl2IILjh6NIik/kj+/XUrl9fbeYE0eiidx1GJvkfmXzIhVLcnDdLmxiEvFnzxOx8xAVWtXyZPMzpFXH5sz/fAEA23/fQd58eShctLBbTOGihcmdNzfbfnP+wj7/8wWEdGyRvHzU08N5afIcrHXfN3cO7M7SH38lNvp4Jvfi6lSuU5mjB44SdiichPgEln23jODQpm4xzUKbsuiLxQAs/3EFdYOdlTbBoU1Z9t0y4v+JJ/xwBEcPHKVyncoA+Pj6EJAjAIePg4CcAcRExLhtM2funNRpVptVC90TYVnt5joViDwYTtThCBLjE1j//UrqhjZ0i6kX2ohVXy4DYOP8NVRtVhOAEhVLsXPVNgDiYk5y5uRpytYqD8Cfm/ZyIip7PffXQ4M6NcmfL29WNyNTtOnYku8+/wmArb9tJ2++vBRJdT4oUrQwufPkZstG5+8c333+E21vaZVmWx26tuPHr53vMbu27yEqIhqAfbv+JCAgAD9/v8zsSoblrF2J8wfDiD8cgY1P4MQPy8nbvkmauKKj7iZ67pfYFO959tx5SHSO+DcB/oBNs1521rpDS76f5zoOfv+DvPnypHsc5MmTm62/OY+D7+f9ROuOzuPgjv7/462XPyD+H+c+iY0+BqR3HPhny+OgYp1KhB0II+JQBAnxCSz/fjmNQ92f+8ahTVjyhfMz3qr5K6kdXBuA8+fOk+R67v0D/N3eFx2+Pvjn8E9+j4iNiPVQj+RG5K1JjARgLpDm5+PUlRQpflkPMcb86qo+2GOMmW6M6WOMWW+M2WaMKZ9iM+2MMStccZ1d6/sYY54zxmxwVVHcn2K7vxhjPga2AW2Ac9badwCstYmudt7rqk5YBBQ1xmw2xrQAHgeGW2vPuOIXAauBPhfab4x5wRjzuzFmiTEm0HV/eWPMAmPMb662VknR/5eMMauNMX+m2Bd3AWustck14tbaX6y1240xA4wxnxtjvne1D2PMoyn6mlz3a4x50hiz2xjzM1A59X43xowASgC/GGN+udQT6HrMVy7T5nTbYYzJbYz50RizxRiz3RhzZ4pN9wYeAUoZY0qm2M4pY8xU1zprL1SgGGPKGWPWuB5j8qXam2I7dVzrbzXGfG2MKei6f5BrG1uMMV9eqES5VN+MMUHGmOWu42C761jwmMDigUQejUq+HXk0isDigWliosL+PQagS+9OrFma9pfmdl1bs+ibpdex1ddXkeJF3PZBVFgURYoXSROTch9EhUWnibkR5C1eiBNhF79wngyLJW/xgle0bsSOQ1QIqY1vDn9yFsxD2abVyFei8OVXzCYCiwcSfjQy+XZEWBRFg9yf46JBRYhIcaxEhF18LbQMDSYyPIq9O/an2m4RQm5pyZfvf5uJrb82RYoXTnXsR1M41XFduHgRolwxSYlJnI47Tb6C+Sic5nUTTZHihYkJj+HzN77g47UfMO+3Tzgdd5rflv/uts3mHYPZtGozZ06dycTeXb2CxQoRezQ6+XZsWCwFi7kfwwVSxCQlJnE27gx5Cubl8M6D1G3fEIePgyKlilK2ZnkKBd1454j/iqJBgYT/HZF8OyIskmKpkvTFggKJCLt4zgg/GpkmkV+/SR1iomI59NfhNI8R2rkNO7fvTv6Cm135FS9MfIr3v4SwaPxSvS5yVLsZv6AixC3dkGb9nLUrUWHBq1T46RX+HjcnOanhDYoGBRJ+NOVxEJXmOS6a6jiICLt4HJS5uTT1m9Tmo/lv8vbXc6hep2qax2jfuTW7tu/JlsdB4eKFiU5xno8Ji6Zwquc+ZYzzPeIM+QrmA6BSnUq8+vOrvLzoFeaMnUNSYhKxETF8Pfdr3l77Du9v/IDTJ8+wacUmz3VKbjjemsQAeBXoY4zJfxXr1AYeAmoCfYFK1tpGwJvA8BRxZYFWwK3A664qhoHACWttQ6AhMMgYU84V3wh40lpbDagOuA1ws9aeBA4BFYCuwH5rbR1gC5DbWuv+6Rc2urYDkBv43VpbD/gVuFB7Nhdn8qM+MBqYk2L9IKA50Bm4UO1QI3W7UmkK9LfWtjHGhAIVXf2qA9Q3xrQ0xtQHegF1gf+59oMba+1LwFGgtbW29b88Xmpp2nypdgAdgaPW2trW2hrAAld8aaC4tXY9MA9ImdzIDay11tYGlgODXPe/iLM6pSHgXguevveBx621tXAmrS48H19Zaxu6tr8T5/Fyyb7hTCotdB0HtYHNV/DY141Jpyws9a/I6cWk/jVlwIi7SUhIZMFXi93ur163KufOnufP3X9lsKWZ58r2Qdqg1DE3rCvs558rtrH3l83c+9VEur88jCO/7yUpITGTG3f9XMlzbEg/JiBnAPc+1I/XZ7yVZvkjk0bw8pTXSErKfh/c0+tz6uc7vT5jbfrnBQt58uehWWhT7m7Wnzsb3EWOXDloe3sbt7DW3UL45dtl197wzHIlx8AlYlbMW0JseAwTvp/BXRPuYd9vu0lK9J7jX9yl/1pPFXMFr59Ot4cy31WFkVL5yuUY+dRQnh6dGYWoHpCyn8YQNG4Q4VPTnv8Azm7Zw76OQ/nztpEEPtgTkw0rDi7lWj8fXNg/vr4+5M2flz6d7mPmpFd4fq778Kvylcvx8LghTHr02evW5uvpWj8jXojZs3kPQ9sNZVSXkfQc2hO/AD9y589N4/aNuS94IP0b9iNHrgBCbg/JhNZ7jySMV/3Lbrx2Yk9r7UljzPvACODsFa62wVobBmCM2Y+r6gDnl9GUX7jnWWuTgL3GmD+BKkAoUCtFlUB+nF+w/wHWW2svfFszpF83d6n705MyNgn4zPX3h8BXxpg8OIegfJ7iJBqQYv1vXO3fYa58zovF1toLdV2hrn8XUqR5cPY1L/D1haoRY8x3V7jtK5Femy/VjhXA88aYZ4EfrLUrXMt74UxeAHwKvAXMdN3+B/jB9fdvQHvX38FAd9ffHwCXfEdxJcwKWGt/dd31HvC56+8axpgpQAFXOxdepm8bgLeNMX6u5WmSGMaYwcBggHL5K1I0V4lLNe2KdB9wG936dAZg5+ZdFC1x8VeFoiUCiY6IdouPDIsiMMg9Jir8Ykynnh0IbteUYXeOSvNY7bq1yZZDSW7v343OfToBsGvzbrd9EBgUmKb8PSrVPggMKpIm5kYQFx5L/qCLv7LkCypEXMSVl8GvfOVbVr7irDi4/aWhxB64knxg1uk54HZu69MFgB1bdlG8RFG2uJYVCwokKtz9OY4Ii6JYimOlWJDz9VKqTElK3BTEJ0veAZy/zH206C363zKYqrUr88zrEwEoUCg/wW2bkJCYyK8LVpDVosKiUx37aY/r6PAoAksEEh0ejcPHQe68uTl5PI7odNaNjoihXvO6hB8OT57UdOVPq6jeoBpLvnZWY+UrkJcqdSozYVD2mtAT4Fh4DIVKXKyeKBRUiOORsenGHAuPxeHjIGfeXJw+fgqATye/mxz35JdTifgrzCPtluuj9z096HF3NwC2b95B8ZIXPzYVCypKZHiUW3z40UiKBRVNvl28RFEiU7w3+vj40O7W1tzRvr/besWCivLSOzMYO+xpDh/8OzO6cl3Fh8fgl+L9zzeoCPEpXheOPDkJqHQT5T6Z5lweWJAyc5/i4ODJnNt2cS6s8/uPkHTmHAGVy7jdn93ceU93uvfpCsAfm3dSvETK48D98w9ARKrjwHmsRLuWRbFk/jIAtm/aQVJSEgULF+BYzHGKBQUy6+3pPDl8Mkey6XEQHRZDkRTn+cJBRYhNdU68EBMTHuN6j8hF3PE4t5gj+45w7sw5ylQuQ7HSxYg4HMHJ2JMArF6whqr1q7Ls62WZ3h+5MXlzJQbAbJy/eOdOcV8Crn4Z5zd8/xTLzqf4OynF7STcEzqpkw0WZ2JhuLW2jutfOdfQD4DTKWL/ABqkXNkYkw8oDbhVXLgqNE4bY25O9Xj1gB2kz7r6dzxFW+q45rhIr58Xshx/AO6D3N2l7IMBpqXYdgVr7YVUe2b9DJ1em9Nth7V2D86+bAOmGWPGu+J7AwOMMQeA74DaxpiKrmXx9mIaOZF/f76vxbvAMGttTeBpIOWcJmn6Zq1dDrQE/gY+MMb0S71Ba+1ca20Da22DjCYwAL5895vkSTd/XbCSTj06AFC9XjVOnTxNTKo3qJjIWM6cOkP1etUA6NSjA8sXOifkaxLSiL5De/PogLGcP3vebT1jDG07h7D42+w3lOTr975lYOj9DAy9nxULV9GhRygA1epV5fS/7INq9Zwvrw49Qlm5MHtNSng9/L3lTwqVK06B0oE4/Hyo3qUJexZf2YzpxmHIWSAPAEWrlKZYldLsX74tM5ubYZ+/+zV92t9Ln/b3suynFXTq2RGAGvWqcSruFDGR7l/oYyJjOH3qDDUuvBZ6duTXBSvZv+tPQmt2pWujO+ja6A4iw6LoEzqQmKhYujW+M/n+JT/8yrNjZmaLBAbA7i27KVm2JMVLF8PXz5eQriGsXux+RZnVi9cS2sOZ6215aws2r9qSfH9I1xD8/P0oXroYJcuWZPfm3UT+HUnVulUJyOHMp9cNrsOhvYeSt9eyc0vW/rwuW85E/9eWfRQtG0SRUkXx8fOlUZfmbFq80S1m0+INBHcPAaBBp6bsXO0cB++fwx//nM4+V2tei8SEJI7uSztXjmRfn7zzRfJknEt+Wk7XnrcAUKt+DU7FnSI61fkgOjKGM6fOUKt+DQC69ryFpQuWJy9v2rIhf+094DbUIG++PLz20UxmT53Dpg3uk0FnV2e37iGgbAn8ShXD+PmSv3NL4n5el7w8Ke4Muxr0YU/LgexpOZCzm3YnJzD8ShVLnsjTr0QgATeXJP5I5KUeKlv47J0vuaNdf+5o15+lC5bT5Q7XcVCvOnFxp9M9Dk6fPk2tes7C6S533MIvC53HwdIFy2nU3PlVoMzNpfHz8+NYzHHy5svDKx++wEvPvMbmbHwc7N2yhxLlSlDM9R7RsktL1i9e5xazbvE62vZoC0Bwp+ZsXe3sT7HSxXC4nvvAkoGULF+SyMORRP0dRZV6lZPfI2oH1+bwvrTDrUSulNdWYgBYa2ONMfNwJjLedt19AOcX3HlAN+Ba6td6GmPeA8oBNwO7cf6y/qAxZqm1Nt4YUwnnF9DUlgDTjTH9rLXvG2N8gBeAd621Z9IpP3sOeMkY09Nae9Y4r/DRHLhwdQ0H0ANnZcFdwEpXFcpfrnU+dyVrallrt6TeeAofA08YY2611v4IYIzpeIk+LAQmG2M+staecs0tEY9zGMa7xpjpOI+dLsAb6awfh7NqIzqdZVfjUu3wBWKttR8a55wnA4wxlXEOzUk5D8bTOKsz/m2ui1WumA9xzUNyKfb/2bvv8CiqNY7j35MAodck9KaAoDQFaaFDEkDFBoqCAgKCIr2qiIgoINUKKipwrYj1WugoEHpv0qVJIAmhE5Ak5/6xQ9g0isBu1vv78OQhO3Nm9pzJlJ1333PG2hPGmGPGmHpO9scTuLr4gKu9kU5mRVvS3q5JjDElgb+stR8aY3LgClxNv9wyN9LS+cup06QmM5d+xrm484zocykBZfrcKTwZ2hmANwZPcB6xmoVlC1eybIHrItbvtV5kCcjMW1+5HhK0ec1W3hjsSnq5s1YVoiKjObQ/Y38buXz+Cmo3rskXEf/hfNw5RvYdkzTvoznv0ynMdQiOf/5Nnp8wkICsAaxYuJLlzvgf9ZqF0GtED/Lmz8Po6a+za8su+rd1PXDnq+WfkSNndjJlyUzdZiH0e2wQ+3bu83wjr5JNSOTXoVNpO30Qxt+P9TN+J3rnXzTs+zCHNv7JjnlrKVL5Fh75oA9Z82SnXNM7adDnYSaHDsIvcyY6zHTFEc+fiuO73pOwPtT3OWL+MkKa1OL7ZV9yLu4cr/QZmTTvs7kf0zb0KQBGDR6X9IjVpQuWE7HAtx4j6y4xIZG3X3qXUZ++jp+/H7O+msO+Hfto3+9JdmzcwbK5y/n1y1kMnjiQaYs/4dTxU7zW/XUA9u3Yx+8/LeKjBR+QEJ/AW0PeITExkW3rt7Pol8VM+vVdEhIS2LV5Fz9//mvSezZq2SDVY1wzisSERD4bOoV+01/Cz9+PxTMWcGjnAR7o04a9m3axft5qFs2Yz9PjezLqt3c4c/w0k3u4HqWYKzAP/aa9hLWWY4dj+bDvW0nrbT34CWrdX48s2QIYt+wDFn01jx8mZsxtcC0GvDyKVes2cvz4SZo80I5nOz3Bw/eFe7taN8SieRHUb1KHX1d8w7m4cwzpdenjwzfz/8PDTVxPpRk+aDSvvTWUgKwBLJm/jMXzLw1W2/yB0FRdSR7v1JripYvRre9TdOvrOqd0ebRn0oCPGVJCIoeGTabUtOEYPz+OfT2X8zv3E9y7LXGbdnJq4jhn6QAAIABJREFUfvpPXcpR/XYCu7XCxidAYiKHhk4i4dhJD1b++iyet5R6Terw8/KvORd3npd6X+oOMmPeNB5p6sqyGTFoDCPeHOLaDxYsZ8l816NEv/vivwyf8CLf/vYpF/6OZ0hP137U5qlWlChdjKf7dOTpPh0B6Namd4bbDxITEpn80mRe+c9w/Pz9mPfVXPbv2E/bvm3ZuWknK+euZO5Xc+g7sR/vL/qA08dP88Zzrs+Rt999O62ebUX8hQRsYiKTX5zEyWMnOXnsJBG/RDDxl4kkJCSyZ8tuZn0+y8stFV9mfLF/tzHmtLU2p/N7QeBP4A1r7TDn9Q+4bv7n48qeyGmMaQj0t9ZeHKjzN+f1avd5xpipwDFc2RQFgb7W2p+MMX7ACFw37gaIBh7ANT5E0nqddRfHNUZFeacevzhlzhtjSuHqAlHRKWuAobhuiBNwjcvwnLV208W2AhOAFsAJ4FFrbbQzHsckXOMtZAa+tNYOd+r/k7V2Zhrbqjyu7JVbcQUDNuIaI6Q5UN1a+5xbG3oBnZ2Xp4F21trdxpgXgSeBfcBBYKu1dqz7+xpjeuB66kqktbaRkxmRBVfGC7gCTBsvvucV6pyqHrjGFhnjrO8C8Ayu8SayWmuTHttqjKnsbJfbU6yzFXCvtbaDsx0/xxUY+QYY4uwvpYCdwKWRnVwDtO4EJuN6+soeoKO19pgx5hlgoLNdNgG5nPWn2TZjTHtggFP/08CTbl2SUqlVpKHvHag3WBbj7+0qeF3TTIW8XQWv+/Hv/Vcu9C+XN9NlH/70r1fcP6e3q+B1H6wec+VC/3JV79BDyL7KkXqw7f83j5/993XxvFYls/jOYNo303/3/5TxBm64jE+LtPOpz/btDn2aobavTwYx/p+433zL/y8FMRTEAAUxQEEMUBBDQQwFMUBBDFAQAxTEAAUxLlIQ4+bKaEEMXx8TQ0RERERERET+T/j0mBj/D5SFISIiIiIi8u+RmKHyGnyPMjFERERERERExCcoiCEiIiIiIiIiPkFBDBERERERERHxCRoTQ0RERERERMRDEr1dAR+nTAwRERERERER8QkKYoiIiIiIiIiIT1B3EhEREREREREPsd6ugI9TJoaIiIiIiIiI+AQFMURERERERETEJ6g7iYiIiIiIiIiHJBpv18C3KRNDRERERERERHyCghgiIiIiIiIi4hMUxBARERERERERn6AxMUREREREREQ8JNHbFfBxysQQEREREREREZ+gIIaIiIiIiIiI+AQFMUREREREREQ8JNHHfq7EGNPMGLPdGLPLGDM4jfl9jTFbjTEbjTHzjTEl3eYlGGPWOz8/XsXbaUwMEREREREREbl2xhh/4F0gFDgIrDLG/Git3epWbB1Q3Vp71hjzDPAG8KgzL85aW/Va3lOZGCIiIiIiIiLyT9QAdllr91hr/wa+BO53L2CtXWitPeu8XA4Uu543VBBDRERERERERP6JosABt9cHnWnp6QT86vY6qzFmtTFmuTHmgat5Q3UnEREREREREfEQa7xdg2tjjHkaeNpt0gfW2g8uzk5jEZvOetoB1YEGbpNLWGsPGWNuARYYYzZZa3dfrj4KYoiIiIiIiIhImpyAxQfpzD4IFHd7XQw4lLKQMaYp8CLQwFp73m3dh5z/9xhjfgPuBC4bxFB3EhERERERERH5J1YBZY0xpY0xWYA2QLKnjBhj7gTeB1paa6PcpuczxgQ4vwcCIYD7gKBpUiaGiIiIiIiIiIdczWNLfYW1Nt4Y8xwwG/AHPrbWbjHGDAdWW2t/BMYAOYGvjTEA+621LYEKwPvGmERcCRajUjzVJE0KYoiIiIiIiIjIP2Kt/QX4JcW0oW6/N01nuaVApWt9P3UnERERERERERGfoEwMEREREREREQ/5N3Un8QZlYoiIiIiIiIiIT1AQQ0RERERERER8goIYIiIiIiIiIuITNCaGiIiIiIiIiIdYb1fAxykTQ0RERERERER8gjIxRHxAlSxB3q6C1+2IP+7tKnjd93/v83YVvG75qkneroLXhdfq6+0qeNXuCzoXVL3jMW9XwevWb/nC21XwujqVO3i7Cl63ZsNUb1fB60Krdfd2FUQ8TkEMEREREREREQ9JNN6ugW9TdxIRERERERER8QkKYoiIiIiIiIiIT1AQQ0RERERERER8gsbEEBEREREREfGQRG9XwMcpE0NEREREREREfIKCGCIiIiIiIiLiE9SdRERERERERMRD1J3k+igTQ0RERERERER8goIYIiIiIiIiIuIT1J1ERERERERExEOstyvg45SJISIiIiIiIiI+QUEMEREREREREfEJCmKIiIiIiIiIiE/QmBgiIiIiIiIiHpJovF0D36ZMDBERERERERHxCQpiiIiIiIiIiIhPUHcSEREREREREQ9J9HYFfJwyMURERERERETEJyiIISIiIiIiIiI+QUEMEREREREREfEJGhNDRERERERExEOstyvg45SJISIiIiIiIiI+QUEMEREREREREfEJ6k4iIiIiIiIi4iGJ6lByXZSJISIiIiIiIiI+QUEMEREREREREfEJ6k4iIiIiIiIi4iGJ3q6Aj1MmhoiIiIiIiIj4BAUxRERERERERMQnKIghIiIiIiIiIj5BY2KIiIiIiIiIeIgesHp9lIkhIiIiIiIiIj5BQQwRERERERER8QnqTiLyf+6OBlV5ZGhH/Pz9WPLVfGZP+j7Z/LI1KvDI0A4ULV+SKT0msvbX5Unzek57kdJ3lmXXqm2822mUp6t+1XoMf5aajWtwLu48o/uMYefmXanKlKtUlkETBhCQNQsrFqzk7aHvAZArby6GvvcihYoX4vCBw7zyzAhOnzh92fU+/UJnajWuAcB/3vyMhf/9HYABY/tyW+VyYAwH9xxkVJ8xnDt7zhObIF0DXu1F3Sa1ORd3jpd7v862TTtSlalQ+TaGTXyBrFkDWDJ/GWNeejPZ/Ce6PUafl7vT+I57OB57gpy5cjDinaEUKloQ/0z+/GfSF/z41S+eatI/tmTlOka/+wkJiYk81KIJnR97MNn8Q0eiGTrmXWKPnyRP7pyMfL4XhYIKADD+/f+waMUaEq2ldrXKDO7+FMYYbzTjqt2M46Lpg41p8+yjAMSdiWPi82+x+489FL+lGEMnDUlab+EShfhk7DS++eg7zzT2KvQc3p1ajWtyPu48I/u8wY7NO1OVKVepLC9MGEiWrAEsX7CCt4a+C0DDe+vTsW97SpYtQdd7urN9o+s4qlD1Nvq/0RcAYwyfjJvG4lkRnmvUNXr+tb7Ub1KHuLhzvNjzVf7YtD1Vmdsrl+e1t14ia9YAFs1fysgXxwMw9oMRlL61JAC5cufk1MnTPNzkCWrXr0GfId3JnCUTF/6OZ9zwt1ixZI1H23WjDXl9PIsiVpI/X16+/3Syt6tzw/V7tSchjWtxLu48r/QZyfY0rgvlK5Xj5YkvEJA1CxELljPupbeSzW/XrQ29hj5L04r3cSL2BCXLlGDo+MGUr1SOSaOn8OnkLz3VnOuyZMUaRr01hYTEBB6+J4zO7Volm3/ocBQvjXqL2OMnyJM7F6OG9KVQcCAA4ydNZdHy1QB0ffJRmjep5/H6X6sew7tTy7kujOrzRrrXhcETBhKQNQvLF6zkbec8mCtvLl5+bwiFihfk8IEjDHvmVU6fOE1IWB2eGtABm5hIQnwC7wybxKZVmwHo+mIXajWuiZ+fYfXitUnr+n+gR6xeH2Vi3GTGGGuMGef2ur8xZtgNWvdUY0yrK5e87DqKGWN+MMbsNMbsNsa8aYzJ4jb/C2PMRmPMGWPMemPMVmNMnPP7emNMK2PMcGNM0+tvUbp1bGyMWWuM2WyMmWaMyeRMN8aYt4wxu5w63uVML+XUcZ0x5g9jzEpjTPsbXKdSxpjN11D+AWPM7TeyDjeC8fPjseGdeLvDawwL7cPdLUMoXKZYsjKxh2KY2v9dVv6wJNXyc97/gU/6vO2p6v4jNRvXoGjporSr24FxgybSZ2TPNMv1HtmTcQMn0K5uB4qWLkqNRncD8Hj3R1kbsY4n6nVgbcQ6Hu/e5rLrrdW4BmUrlqFzeDeeva8nj3Z7hOw5swPw7rDJdA7rRufQrkT9FcWDHe/3wBZIX0jjWpS4pTj312nDiAFjeH5U/zTLPT+qH68NeIP767ShxC3FqdO4VtK8gkWCqdWgOpEHDydNe6TjQ+zZsZc2TTvQ5eEe9Hn5OTJlztgx84SEBF57awrvjXyRHz6ewK8LlrB774FkZcZOnsZ9oQ35dsp4uj3RmjenfAbA+i3bWLdlG998OI7vpoxn87bdrN6wxRvNuGo367iI3H+Y3q360Tm0K/958zP6vdEbgAN7DtIlvBtdwrvRtfmznI87z5IMdDNfq3ENipUuxuN1n2TMoPH0HdkrzXL9RvZmzKAJPF73SYqVLkbNRq5g5Z/b9jKky8tsWL4xWfk92/bydPNn6BTWlQFtB9N/dB/8/TPmR696TepQsnRxmtdqxbD+oxj6xsA0yw19YyDD+o+kea1WlCxdnLqNawPQ/+khPNzkCR5u8gRzf17IvJ9/A+BY7HG6P9GPBxu25YWerzDynWEeatHN80CLUCaPH+HtatwUdRrXokTpYjwU8jivDxzD4JF90yw3eFQ/Xh84hodCHqdE6WLUaVQzaV7BIsHUqJ/8unDy2EnGvfSWzwQvwHVdGDHhfSaNeZkfp7/LL/MXsXvv/mRlxr73MS3DG/Hd1Ld5pv2jTPxgOgC/L1vF1p27mfnRm3w+eSyffPkdp8+c9UYzrlrNxjUoVroobeu2Z9ygCfRJ5zzYZ2Qvxg4cT9u67SmW7LrQhrUR62iX4rqwdslaOoU+TefwbozuP5YBY1z71B3Vbqdi9TvoFPo0HZt0oXyV26hau4pnGis+L2NeSf9dzgMPGWMCvV0Rd8YYf+P6mvBb4HtrbVmgHJATeM0pUwioY62tbK3NYa2tCrQAdltrqzo/M621Q621825SPf2AaUAba21FYB9wMSDRHCjr/DwNTHJbdLe19k5rbQWgDdDHGNPxZtTxKj0AZLggRumqZYjad5iYA1EkXIhn9X8jqBJWPVmZowej+WvbfqxNPQTRtqWbOXcmzlPV/UdCwmozZ6Zr9/xj7R/kyJ2T/MH5k5XJH5yfHDmzs3XtHwDMmTmPuuF1AKgTVofZX88FYPbXcwlxpqe33pLlSrJh+UYSExI5F3eO3X/spkZD1zY9e/rSB5gsWQNIY5N6VMNm9fjp61kAbFq7hVy5cxIYXCBZmcDgAuTIlYONa1w35T99PYtGzS59m9TvlR5MfHVSsv3DWpsUuMmePRsnj58kIT7hZjfnumzatosSRQtRvEhBMmfOTPNGISxcuipZmT37DlLzrkoA1Kha0W2+4fzfF7gQH8/fF+KJT4inQL68Hm7BtblZx8WWNVuTMpW2rv2DwMJBqd77rrp3cmhfJEf+iro5jfsH6oaHMHvmHMBV75x5clIgxfYoEJyf7Lmys2XNVgBmz5xDvWYhAOzbtZ8Duw+mWu/5c+dJSHB935YlIIvXj/nLadysPj9+/SsAG9dsJlfuXGmfD3LmYMNqVwz/x69/pUnzBqnWFd6yKT9/59qe2zbvIPpIDAC7tu0hICCAzFky38ym3HTVq1YiT+5c3q7GTdEgvC4/z5wNwOa1W8mVJycFUuwHBYILkCNXdjY514WfZ86mgdt1oc+w53h7RPLrwrGjx9m6YRvxGfxa4G7THzspUbQwxYsUcl0XmtRjwZIVycrs3nuAmtVcN9417qrMQmf+7r0HuLtKRTJl8id7tqzcdmsplqxY6/E2XIuQsDrMnuk6r29d+wc5r+K6MHvmXOqGhyQtP+tr13E/6+s5SdPj3DJOs2bLmrRfWGvJEpCFTFkykTlLZjJl8ic2+tjNbaT8ayiIcfPFAx8AfVLOSJlJYYw57fzf0BjzuzFmhjFmhzFmlDGmrZNRsMkYc6vbapoaYxY75e51lvc3xowxxqxyMhS6uq13oTHmc2AT0Bg4Z639BMBam+DU8yljTHZgDhDsZFykmwPn3g5jzF5jzOvGmGXGmNXGmLuMMbOdLI9ubssMcKvfK860HMaYn40xG5ysi0eBAsB5a+3FXMa5wMPO7/cD063LciCvMaZwyvpZa/cAfYGezvvUMMYsdTI1lhpjbnOmLzbGVHWrY4QxprIxpoFb5sk6Y0y6n1yMMV2cdm0wxnxjjMlujKkDtATGOOu41fmZZYxZ47xv+fTWeTPlLZifY4eOJr0+FhlL3oIFLrOE7wksFEjUoUs3SzGRMQQWCkxVJjoyJul1dGR0Upn8gfmIjYoFIDYqlnwF8l52vbu37qFmoxoEZA0gd77cVK1dlaAiwUnlBo7rzzfrZlCiTHG++zh51x1PCy4UyBG3NkRFRhFUOPm2CSocSNSh6GRlgp1tUz8shKjDMezcmjzd9KuPv6F02ZLMXv89MxZOY8xLb6YZBMtIomJiKRR0qe0FgwpwJCY2WZlyt5Zi3iJXd6r5S1Zw5mwcx0+couodt1Gj6h00bt2Fxo90IaR6VW4pmTyjKaO5WceFuxZtmrFy4apU0xu3bMj8HxbekHbcKK7tcWk/d2+re5noSPcyqbdZWircWZ5pCz7ik/lTGDd4QlJQI6MJLhzE4b+OJL0+EhlFwRRBqIKFgzgSeWm/OXwoiuAUZarVqsrR6Fj2/5k8kwkg7N7G/LF5Oxf+vnCDay83SlDK68Kh6KRz/kXBhQKJcjsWog5FE+R2XYg+HMPOrbs9U+GbKCrmaFLXEICCQYFERR9NVua2MqWZ+/tSAOYtWuZcF05y262lWbxiDXHnznPs+ElWrdvE4ahoMrKgQoFEpzgPBqX42welcV0IuorrQt1mIUz/7WNGTX+N0f3GAq5Ayfql6/l2zQy+WTuDlb+vZv+u5JkuIunJ2Pm9/x7vAhuNMW9cwzJVgApALLAHmGKtrWGM6QX0AHo75UoBDYBbgYXGmDLAk8AJa+3dxpgAIMIYM8cpXwOoaK390xjTE0jWMdVae9IYsx8og+vG+ycnA+NaHLDW1jbGTACmAiFAVmALMNkYE4Yre6IGYIAfjTH1gSDgkLX2HgBjTB7gJJDZGFPdWrsaaAUUd96nKOD+KemgMy2G1NYCFwMF24D61tp4pxvM67gCI1OADkBvY0w5IMBau9EY81+gu7U2whiTE7jcIAbfWms/dOo/AuhkrX3bGPMjrm0505k3H+hmrd1pjKkJvIcrqORZaXXZz+A3m9fKpDUuQYo2pl3k8tshvfWuXrSG26rcxjs/vMnxo8fZunYriQmXvnl6o99Y/Pz86Plqdxq1bMisGbOvqh03RZptSFEkjZ3EWsiaLYBOvdrTvU2q+Cy1G9Zkx5addG3Vk+KlivLeVxNY12QDZ05n3FRam8bDzlL+jft3fZLX357CD3MWUq3S7QQH5sff34/9f0WyZ/9fzPvqfQC6DHiV1Ru3Ur1yhku+SnKzjouLqtapQos2zen5YO9k0zNlzkSdsNp8OOqjq66rJ1xNW9PaZlezPf5Yt432jTtRskwJXpg4iBULV/L3+Yx3E5/esZ6szFXsNy0eDOOX7+akKnbrbaXp81J3nn4k7a5LkjFczX6e5n6AJSBbAB17PsFzj/W7SbXzrLSO71TXhWc78tqE9/lh1nyqVa5IwaAC+Pv7E1LjTjZv20m7ZweSL29uqtxRHn9/f09V/Z+5mnPcPzwPLpkVwZJZEVSuWYlOAzrS77GBFC1VhBJlS9L6ble3k7FfvMGqmqvZuGLTP6u/j0nM2MNmZXgKYniAExiYjisT4Gpz71dZayMBjDG7cWVFgCuDopFbuRnW2kRgpzFmD64b9TCgsluWRx5cQYO/gZXW2j+d6Ya0H1Oc3vSr9aNbXXNaa08Bp4wx54wxeZ36hQHrnHI5nfotBsYaY0bjuuFfDGCMaQNMcAIyc3Blt1ysZ0rp1du9bB5gmjGmrFP+Yl7r18BLxpgBwFO4AjAAEcB4Y8xnuIIUB9O+gANQ0Qle5HXaleoO1QmE1AG+dltPQBrlnsbVTYZ6+e+iQq5b0nvPf+z44VjyFbmUeZGvcH6OR8VeZgnf8ED7ltzzeAsAtm3YTnCRYFwxNAgsHEjMkeTfpERHxiTLQAgqHMRRp0xszDHyB+cnNiqW/MH5OXb0uLNMdLrr/eztz/ns7c8BGPLO8xz8869k75eYmMjC//7Oo91aezyI8UiHh3iw7X0AbNnwBwXdskSCCwcTfTh5DDAqMprgIkHJyxyJoVjJohQtUZgv5091pgfx2ZyPebJ5F1q2acHUdz4F4MDevzi0P5JSZUqyZf0fN7l1/1zBwAIcjr7U9iPRRwkukC9ZmeDA/Ex8xTVOwNm4OOYuXk6unDmY+fM8KlcoS/Zs2QCoW+NONm7dkeGCGJ44LgBuqVCa/m/0ZfATL3Dy+Klk66zZ6G52bNrFsZjjeNuD7e/n3rbO9li/Pdl+7t7Wi6Ijowkq7F4mMFWZy9m3az9xcecofVvppIE/ve2xjq1o1c41Ns/m9VspVLRg0ryChYOJOpz8m+PDh6IoWPjSOaNQkWCi3M4Z/v7+NL2nEY+EJh+GqmDhYN765A1eeO4VDuxLfj4U72vd4UEeaHsvAFvXb0t+XSgSRHSK/fxIZHSyDJzgIkFEHz5KsZJFKVKiMJ/P+9g1vXAQn86eQocWXTka7XufLQoGBXI4yv26EENQYPLuFcGBBXjztRcAOHs2jnmLlpIrZw4Auj75CF2ffASAgcPHUrJYEQ/V/Oo90L4l9yZdF3YQlOI8mPq6EJ3quhBzFdeFizau2ESRkoXJky83dZvVZevarUndTVYsXMntd1X4vwliyPVRdxLPmQh0AnK4TYvH+Rs441NkcZt33u33RLfXiSQPPqW8abe4bth7uI1bUdpaezEIcsat7BYg2QAIxpjcuDIdricP0L2uKduRyanfSLf6lbHWfuR0GamGK/gx0hgzFMBau8xaW89aWwNYBFwcMv4gl7IyAIoBh9Kp053AxTuoV4GFzhgb9+HKEsFaexZXd5X7gUeAz53po4DOQDZg+RW6fkwFnrPWVgJeubjuFPyA427tr+qM3ZGMtfYDa211a231mxHAANi7YRfBpQpToFgw/pkzUf2+EDbMXX1T3suTvp/2Y9IgghGzIghr5Rp3tsJdFThz6kxSuuNFsVGxnD0dR4W7XH+GsFZNiZizDIClc5cR3joUgPDWoSyd40obXTpnWZrr9fPzI3deV4+jWyqU5pbypVn1u2ubFil16QNM7aa12L8rdbr1zTZj6rc8FtqRx0I78tuvi7m3dTMAKt11B6dPnSYmKvkHlpioo5w9fZZKd90BwL2tm/HbrMXs2raHppXu494arbm3RmuiIqNpG/YUR6NjOfzXEWrUdZ1a8gfmo+StJfhrf3qHZsZQsXwZ9v0VycHII1y4cIFfF0bQsM7dycocO3GSxERXV4Apn3/Hg81cyVOFgwNZvXEr8QkJXIiPZ83GLdxSIuN1J/HEcRFcJIjhH77MyF6jUwXvABrf34gFGaQryXfTfqBTWFc6hXVl8ewIwluFAXD7XRU4c/IMR1Nsj6NRsZw9fZbbne0R3iqMJbMvPzhp4eKFkgbyLFg0mBK3FOPwgcOXXcaTvvhkZtJgnPN/XUTL1s0BqFyt4mXPB5WrVQSgZevmLJi1KGl+7fp38+fOvcm6nOTKnZNJn41n4mvvsW5V8oFPJWP4eup3tA3tRNvQTvw2azH3tAoHoOJdt3P65BmOptgPjjr7QcW7XIHae1qF8/vsJezetofwyvdzf81Hub/mo0RFRtMuvLNPBjAAKpYvy/6Dhzh46LDrujB/MY1CaiYrc+z4pevCh5/N5MEWrvNqQkICx0+cBGD77j/ZsXsvde6+07MNuArfT/uRzuHd6BzejSWzIghv5Tqv336F68Kl82AoERc/F81dRrPWrvNos9ZhSdOLun32KVuxDJmyZObEsZNE/RVF1VpV8Pf3wz+TP1VqVWbfTnUnkaujTAwPsdbGGmNm4ApkfOxM3ovrpn0GrhvnfzLSVWtjzDSgNHALsB3Xt//PGGMWWGsvOF0j0vrqYz4wyhjzpLV2ujHGHxgHTLXWnr1MtsH1mg28aoz5zFp72hhTFLiAa3+MtdZ+alzjg3QAMMYEW2ujnEyMQTgDj+LK+HjOGPMlUBNXF5pIY0wp9zdzXo8FLj5GIw+XtkeHFHWbAvwXWGytjXWWv9VauwnYZIypjSvbZX06bcsFRBpjMgNt3d7nlDPvYmbOn8aY1tbar50AVmVr7YYrbLcbLjEhkS+HfkSv6S/i5+9HxIyFRO48yH19HmXfpt1snLeakpVv5Zn3B5A9Tw4qN6nGfX0e4ZUw18jS/WcMp9CtRQnIkZVRyyYzfdAkti7yeDMua/mCldRsXJNPl0zj/LnzjO47Nmneh7Mn0yXcNVTLhBfeYvD4/mTJGsDK31axYsFKAL5450tenvwSLdo0J+qvKIZ1e/Wy6/XP7M+b304AXAN5vtZzNIkJiRhjeH7CQLLnyo4Bdv+xhwnPJ38knactmb+Muk1q88OyrzgXd45hfV5PmvfF3E94LNQ1Fu7rg8fyysQXCcgawNIFy4lYsDy9VQLw4YSpvPLmi3y1YBrGGN56bRLHY0/c1LZcr0z+/rzQozPdBo0gITGRB5s3pkyp4rzzyZfccdutNKpzN6vWb+HNjz7DYKhW+XZe7NkZgND6tVixbjMPde6LwRByd1Ua1ql+hXf0rpt1XDzZ5wly581N79ddXQYS4hPodk93AAKyBlCtfjXGD57oyaZeleXzV1C7cU2+iPgP5+POMbLvmKR5H815n05hXQEY//ybPD9hIAFZA1ixcCXLne1Rr1kIvUb0IG/+PIye/jq7tuyif9vBVKpRkbbdHyM+Ph5rP8BlAAAgAElEQVSbaBn/wlucOHbSK228kkXzIqjfpA6/rviGc3HnGNLr1aR538z/Dw83eQKA4YNG89pbQwlwHrm8eP7SpHLNHwhN1ZXk8U6tKV66GN36PkW3vk8B0OXRnsTG+O4AfgNeHsWqdRs5fvwkTR5ox7OdnuDh+8K9Xa0bImL+ckKa1Oa7pV9wLu48w/uMTJr32dyPaBvaCYBRg8fz8sTnXdeFhStYeoXrQoGg/Ez79QNy5MqBTUykTedWPNrwyQzdzTBTJn9e6N2Vrv2Hua4LLZpSpnQJ3vnoM+64rQyN6tZk1fpNTHx/OsYYqlW5gyF9XOfO+PgEnnzueQBy5sjGqCF9yZQpY3cnWb5gBTUb1+CzJdOd68Kl8+CU2ZPpnHRdeJPB4wc414WVSdeFz9/5kpcnD6FFm2Yccbsu1G9Rj7CHQ0mIj+f8ub8Z/ozryT6//7yIO0Oq8vG8D7EWVv62imXzLr8f/ZskXlfSu5iMPtiarzPGnLbW5nR+Lwj8CbxhrR3mvP4B1zfz83FlT+Q0xjQE+ltrLw7U+ZvzerX7PGPMVOAYrmyKgkBfa+1PxvVEjxG4sgwMEI3r6Rh3uq/XWXdxXOMxlHfq8YtT5rxz8/+Tk7FwsXxa06Y602YaY/YC1a21McaYDs7vzznl3Of1wpXdAHAaaIdrHI4xuDI2LgDPOG0eA9zr1G+StXaisz4DvAM0A84CHZ3ypXBlXWzDlQlxylnuE2e52rieeBINLACesNaWcmvPNqC3tXaW8/ptXF14EoCtuAIfhXFlhFwaBc01KGogMBDXU1Q2AbmstR2MMSHAh7gyU1o5bZzkrCcz8KW1djjp6Fqq9f/9gboj3vvp5952IiFjPwnGE5avmnTlQv9y4bXSfuTh/4sEmzEHxvSko/GnvV0Fr1u/5QtvV8Hr6lTu4O0qeN3SdR96uwpeF1qtu7erkCH8dnCeT40yMaTU4z712X7E3s8z1PZVEEPEjTGmCPAbUN4ZayRDUBBDQQxQEAMUxAAFMRTEUBADFMQABTFAQQxQEOMiBTFurowWxNCYGCIOY8yTwArgxYwUwBARERERkX8P62M/GY3GxBBxWGunA9O9XQ8RERERERFJmzIxRERERERERMQnKIghIiIiIiIiIj5B3UlEREREREREPESD710fZWKIiIiIiIiIiE9QEENEREREREREfIK6k4iIiIiIiIh4SGKGfHCp71AmhoiIiIiIiIj4BAUxRERERERERMQnKIghIiIiIiIiIj5BY2KIiIiIiIiIeIhGxLg+ysQQEREREREREZ+gIIaIiIiIiIiI+AR1JxERERERERHxkERvV8DHKRNDRERERERERHyCghgiIiIiIiIi4hPUnURERERERETEQxL1fJLrokwMEREREREREfEJCmKIiIiIiIiIiE9QEENEREREREREfILGxBARERERERHxEI2IcX2UiSEiIiIiIiIiPkFBDBERERERERHxCepOIiIiIiIiIuIhid6ugI9TJoaIiIiIiIiI+AQFMURERERERETEJyiIISIiIiIiIiI+QWNiiIiIiIiIiHiI1UNWr4syMURERERERETEJyiIISIiIiIiIiI+Qd1JRERERERERDxEj1i9PsrEEBERERERERGfoCCGiIiIiIiIiPgEdScR8QE74o97uwpe528Ucy2bJdDbVfC6BjV7ersKXpfbL6u3q+BVZTPl9nYVvK5bQDZvV8Hr6lTu4O0qeN3SjVO9XQWvC6nc0dtV8LrqWQp6uwryDyTq6STXRXcFIiIiIiIiIuITFMQQEREREREREZ+gIIaIiIiIiIiI+ASNiSEiIiIiIiLiIRoR4/ooE0NEREREREREfIKCGCIiIiIiIiLiE9SdRERERERERMRD9IjV66NMDBERERERERHxCQpiiIiIiIiIiIhPUBBDRERERERERHyCxsQQERERERER8ZBEb1fAxykTQ0RERERERER8goIYIiIiIiIiIuIT1J1ERERERERExEOsHrF6XZSJISIiIiIiIiI+QUEMEREREREREfEJ6k4iIiIiIiIi4iF6Osn1USaGiIiIiIiIiPgEBTFERERERERExCcoiCEiIiIiIiIiPkFjYoiIiIiIiIh4iB6xen2UiSEiIiIiIiIiPkFBDBERERERERHxCepOIiIiIiIiIuIhesTq9VEmhoiIiIiIiIj4BAUxRERERERERMQnKIghIiIiIiIiIj5BY2KIiIiIiIiIeEii1SNWr4cyMURERERERETEJyiIISIiIiIiIiI+Qd1JRERERERERDxEnUmujzIxRERERERERMQnKIghIiIiIiIiIj5B3UlEREREREREPCRRHUqui4IYIv+negx/lpqNa3Au7jyj+4xh5+ZdqcqUq1SWQRMGEJA1CysWrOTtoe8BkCtvLoa+9yKFihfi8IHDvPLMCE6fOE1IWG06DuiATbQkxCfwzrD32Lxqi6eblq67G1bn2WHd8PP359cvfuXL92Ykm585S2YGTRxA2UplOXnsJCOefZ0jB48A8Fj3R2nWphmJCQm8+/IkVv++BoBPl04j7kwcCQmJJCQk0P2eHgDcUuEWeo/sQbYc2Th84Agje47m7Omznm3wFVRpcCcdXu6Mn78fC76cyw+Tvk02P1OWTHQf35tbKt3KqWOnePO5sUQfjAKgRPmSdBn5DNlyZscmWl5o2Z8L5y8w9MsR5AvOx9/n/gbgtSeGcfLoCY+37Vr0Gd6DOo1rci7uHK/2Gc2OzTtTlbmtUjlemjCIgKwBLF2wgglD3wbguSFdqRtahwt/X+CvfYcY0Xc0p0+eSVquYJFgPv9tKh+Nm8rn789Itd6MpnrDanQb1g1/fz9+/WIWM977Otn8zFkyM2Biv6Rj5PVnR3LkYBR31buTpwZ3JFOWTMT/Hc+Hr33EhqUbvNSK61OhQRVaDe2An78fS79awNxJPySbf2uNCrQa2p4i5UvwSY83Wf/rCgCK3l6SNiM6kzVnNhITEpn97nes/WmZN5pw3XLWv4vCQ58GPz+OzZhDzOSZaZbL3TyEEu8+z677e3Nu0y6yVS5Hkdefc800hqg3P+fUHN/aBv1e7UlI41qcizvPK31Gsn3TjlRlylcqx8sTXyAgaxYiFixn3EtvJZvfrlsbeg19lqYV7+NE7AlKlinB0PGDKV+pHJNGT+HTyV96qjk3zZDXx7MoYiX58+Xl+08ne7s6N1y/V3s614XzDO8zku2bUl8Xylcqx9CJzxOQNQtLF6xI2g+6DniK+uF1sTaR2JjjDO89kpgjR5OWq1ClPB//9B4vdnuFBT//7rE2/VO3N6hC66EdMf5+LP1qPnNSnBPLOOfEouVL8nGPiaxzzonFbi9JmxFdyJozGzYhkVnvfssaHz0nSsaj7iQpGGOsMWac2+v+xphhN2jdU40xra5zHQnGmPXGmM3GmP8aY/Jex7r2GmMCU6z34s/gyyz3gDHm9qtY/9WWG2aM6X9ttb9+xpi6xpiVxphtzs/TlynbwRjzThrTf7mev4G31Gxcg6Kli9KubgfGDZpIn5E90yzXe2RPxg2cQLu6HShauig1Gt0NwOPdH2VtxDqeqNeBtRHreLx7GwDWLFlH59CudAnvxhv9xzJgTF+PtelK/Pz86DGiOy88OYROjbvQ6P5GlChbIlmZ5m3COXX8NO3rdeSbKd/S5YVOAJQoW4KGLRvSucnTPP/Ei/R87Tn8/C6dPvs9MpBuzZ5NCmAA9BvTmymjPqZLaDciZkfwSLfrOvRvOOPnx1OvdmVk++H0bdqDkJb1KFq2WLIyjR8N5cyJ0/Rq8Ay/fPQjjw9+EgA/fz+em9iHKS9Mpn9oT155dAjxFxKSlnu713gGtejDoBZ9MnwAo3bjmhQvXZTWddsxatA4Bo7sk2a5gSN7M2rQOFrXbUfx0kWp1agGACsXraFt4448EdqZ/XsO8uRzbZMt12tYd5YvXHHT23Ej+Pn50X1Ed4Y8+RJdGnel0f0NUx0j4W3COH38NB3rdeLbKd/T6YWnADgRe5KhTw2jW+izjOk7joFvevyUfkMYP8Mjw5/ivQ4jGRHal2otQyhUpmiyMscOxfCf/u+x+oeIZNMvxP3N9L7v8lpYf95rP5KHh7YnW+7snqz+jeHnR5FXnmFvx5fZFf4see5rQECZ4qmL5chGgfb3cXbdtqRp53bsY/f9vdl9b0/2dRhK0RHdwd93PmrWaVyLEqWL8VDI47w+cAyDR6Z9DRs8qh+vDxzDQyGPU6J0Meo0qpk0r2CRYGrUr07kwcNJ004eO8m4l976VwQvLnqgRSiTx4/wdjVuijqNa1K8dDEeDmnLyIFjGZTOfjBoVF9GDhzLwyFtKV66GLWd/eDTSV/StulTtAvtzJJ5y+jcp33SMn5+fvR4sSvLf1vlkbZcL+NneHR4J97p8DqvhvahehrnxNikc+KSZNP/jvubaX3fYURYP95p/zqthnbwzXOiZEi+c2XxnPPAQxdv7jMKY4y/82uctbaqtbYiEAt0v0FvcXG9F39GXabsA8AVgxPXUM7jjDGFgM+Bbtba8kBdoKsx5p40yqabsWStbWGtPX7zanpzhITVZs7MeQD8sfYPcuTOSf7g/MnK5A/OT46c2dm69g8A5sycR93wOgDUCavD7K/nAjD767mEONPPnT2XtHzWbFmxGShT7raqt3Fo7yEi9x8m/kI8v/34GyFhtZOVqRNWmzkzXe1a9PNi7gypCri2128//saFvy9w+MARDu09xG1Vb7vs+xW7pRgbl28CYM2iddRrXvcmtOqfK1O1LEf2RhJ14AgJF+JZ+t8l3B1aM1mZ6qE1+P2bhQAs/2UpFUMqA1C5/p3s37aXfX/sBeD08VPYxESP1v9GqR8ewq8z5wCwZe0f5MyTgwIpjoUCwfnJkSsHm9dsBeDXmXNo0Mz191y5aDUJCYnO8lsJLhyUbN2H9h9iz/a9HmjJ9butajkO7T3E4aRj5Hdqh9VKVqZ2WG3mOueOxT8vpqpzjOzespvYI7EA7Nu+jywBWcicJbNnG3ADlKpahph9Rzh6IIqECwms/e9SKofdnaxM7MFoDm3bj7XJ9/moPyOJ3uu6cT0RdYxTR0+SM39uj9X9RslWpRzn90Vy4cAR7IV4Tvy0iFyhtVKVC+7bjpgPvsGev5A0zZ47D87xYAKy4Gvj7zcIr8vPM2cDsHntVnLlyUmB4ALJyhQILkCOXNnZtMaVZfjzzNk0aFYvaX6fYc/x9ohJWLcL4LGjx9m6YRvx8Qn8W1SvWok8uXN5uxo3Rf3wuvySaj9I67pwaT/4ZebspOvCGbesy2wpPgs98tRDLPjld47FHLvJrbgxSlUtQ/S+w0nnxDX/XUqVNM6Jf23bT2KKD32pz4knfPKcKBmTghipxQMfAKm+jkuZSWGMOe3839AY87sxZoYxZocxZpQxpq3zLf8mY8ytbqtpaoxZ7JS711ne3xgzxhizyhiz0RjT1W29C40xnwOb0qjrMiApHGqMGeC2jlfcpn9vjFljjNlyuWyDtDht2eqsc6wxpg7QEhjjZGzcaozp4rzvBmPMN8aY7OmUu9UYM8upy2JjTPkrvHdfJ+NkszGm95XaY4w5bYx5zanHcmNMQWd6a2cdG4wxi5zi3YGp1tq1ANbaGGAgMNhZZqoxZrwxZiEw+jJ13GuMCTTGlDLG/GGM+dCp1xxjTDanTJrtTqdeHhFYKJCoQ1FJr2MiYwgsFJiqTHRkTNLr6MjopDL5A/MRG+W6YYmNiiVfgUvJKHWbhTDtt48YOX0Eb/QbezObcU0CCxUg6lB00uvoyBgKpGhzgUKBRDtlEhMSOXPqDLnz5aZAocBUywYWcn2wtRZGf/Y67/38Dvc83jypzN7t+6jjBEnq31uPoCJBZCT5C+XnqNvf92jkUfIVyp+6zCFXmcSERM6eOkuufLkoUroI1sIL019m1M/jaNn1wWTLPTO2J6N/mcBDPR+5+Q25TkGFAjnidixER8YQlGK/CCoUSFTkpb9/VGR0qjIA97ZpzjIn6yJrtqy06/4YH42fdpNqfuO57/9w8byQ/AYusFABot32iTOnzpI7X/IPpXVb1GX35t1c+PsCviZPwfwcO3Qp7ftY5FHyFMx3zespWeVWMmXORMy+Izeyeh6RuVABLrjt7/GRMWQumHw/yHr7LWQuHMipBam/Tc5WpRxlZr1LmV/f4a8h7yUFNXxByvNB1KFoglMc68EpzweHLp0P6oeFEH04hp1bd3umwnJTBKe5HwSlKBOUaj9w31eeGdSZ/67+mmYPNeX9MR8Brv2rYfN6fDv9x5vcghsnb5rnxPyXWSJtvnxOvFmsj/3LaBTESNu7QFtjTJ5rWKYK0AuoBDwBlLPW1gCmAD3cypUCGgD3AJONMVmBTsAJa+3dwN1AF2NMaad8DeBFa22yjAYnM6MJ8KPzOgwo65SvClQzxtR3ij9lra0GVAd6GmOSfxpxyZaiO8mjxpj8wIPAHdbaysAIa+1S5z0HOBkbu4FvrbV3W2urAH8AndIp9wHQw6lLf+C99DamMaYa0BGoCdRytsmdV2hPDmC5U49FQBdn+lAg3Jne0pl2B7AmxduudqZfVA5oaq3tl149UygLvGutvQM4DjzsTE+v3WnVyyOMMaknpoigp13kyiexJbMiaN+wEy91GsZTAzr8wxreeFfVZtIuk9aiF8/nvR/qwzMtnuOFJ1+kZfuWVKpZEYCx/cfTsv19vPfzO2TPkY34C/HX2YIbK+22piyUuoy14JfJj/J3V+DtXuMZ+vDz3N2sZlKWxtu9xjMgvBcvt36e8nffTv2HGt74yt9I6bQxeZG0yiQv1L5nWxLiE5j9rStLoUv/Dnz14Uzi3LKTMrqrOETS3G/ct0XJciXo9MJTvPn82ze6eh6R9nni2taROygvT45/jk8HTLqqc6ZPcG+HMRQe0oXDr32UZtG4DTvY1aw7ex7oQ9AzrTE+lJFzNcd6mvsIloBsAXTs+QSTx6S9XcSHXMV+kGYZt98njZ7CfdVbM+vbebR+6iEA+r7Sg3dee59EX8pcvJoLwxXkDspLh/E9mP5vOieK12lgzzRYa08aY6YDPYG4q1xslbU2EsAYsxuY40zfBDRyKzfDunJQdxpj9gDlgTCgsluWRx5cN8R/AyuttX+6LZ/NGLMeVzBkDTDXmR7m/KxzXud01rEI143+xa9KizvTL4VVXeKstVXdJzjdKM4BU4wxPwM/pdP2isaYEUBe531npyxgjMkJ1AG+dvsAEJDO+sDVveM7a+0ZZ/lvgXpO+9Jrz99udVwDhDq/RwBTjTEzgIsjFxrS/mjqPu1ra+215H7+aa1d7/b+pa7Q7rTqlcTJMnkaoFze8hTJUSxlkWvyQPuW3PN4CwC2bdhOcJFgwJUGGVg4MNmgU+B8I1340rcKQYWDOOqUiY05Rv7g/MRGxZI/OD/HjqbuUbNxxSaKlCxM7ny5OXns5HXV/UaIjowh2C0bIqhwYFJ7Loo5HE1QkSBiDsfg5+9Hjlw5OHn8FDFpLHtxex11UuiPHz1BxKwIylctz6YVmzmw+wCD274AQNHSRanZJHlXDW87evgoBdz+vgUKF+CY05aLYiOPUqBIILGHj+Ln70f2XNk5ffwUsZFH2bp8C6eOnQJg3cK1lK54C5sjNiat49yZc0T8sIhbq5Zl0be/eaxdV+Ph9g/Qsq2r59gf67dRsEhw0jzX3zYmWfmoyOhk3USCCwclO15atA4npGltejxyKd55+50VaHRPA7q/2JWcuXNiExP5+/zfzJz6/c1q1nWLiYxJljEUmMYxEn04hqAigW7HSHZOHXftB4GFAhn64UuM6T2WyH2RHq37jXL88FHyFbkU589XuAAnoq4+7Ttrzmw888lgfhr3FXvXpR4I0BdcOHyUzG77e6bCgVyIunRu8MuZjYByJSj9xUjX/KB8lPzgJfY9/SrnNl0aIPr87oMknj1HwG0lk03PaFp3eJAH2t4LwNYU54PgIkFEpzgGjqQ8HxQJIvrwUYqVLEqREoX5fN7HrumFg/h09hQ6tOjK0ejk51bJeFp1eMBtP9iexn6Q8roQlcZ+kLwMwOzv5jHhP6P4cOwnVKhyGyMmDQUgb/481GlSi4SEBH6ftSTVchnFjTgnPvvJYH4c96XPnhMlY1ImRvom4sqQyOE2LR5nmxnXHWkWt3nn3X5PdHudSPJgUcobZ4vrhrqH23gUpa21F4MgZ1KUvxhsKOm8/8UxMQww0m0dZay1HxljGgJNgdrON/7rgKxXbj5Ya+NxZXZ8g2t8i1npFJ0KPGetrQS8ks76/YDjKcbdqHCZt0/rqw6u0J4L9lKINwFnu1truwFDcAU81juZG1twZXK4qwZsdXudcttfifs+cPH90213OvVKYq39wFpb3Vpb/XoDGADfT/uRLuHd6BLejYhZEYS1agpAhbsqcObUmaTuIRfFRsVy9nQcFe5y/ZnCWjUlwhllfuncZYS3dsWIwluHsnTOUgCKlCqStHzZimXIlCVzhghgAGzfsJ2ipYpSqHhBMmXORMOWDVk6d3myMkvnLieslatd9e+px/qIDUnTG7ZsSOYsmSlUvCBFSxVl+/rtZM0WQLYc2QDImi2AavWrsdcZ/yBvAVcilzGGdj0f56dP04sBesfuDTspVLowQcWD8c+ciTr31WX13JXJyqyet5IGD7tisLVa1GHLUlevtg2/r6NkhZJkyZoFP38/bq95Bwd3HsDP349c+Vx9pP0z+XNXk+oc2L7fsw27Ct9M+572YV1oH9aFRbMjaN4qDIA77qrAmZNnOJriWDgaFcuZ02e5wzkWmrcKY9Fs16COtRreTbtn2zCww4ucP3fpFPDMQ714qNZjPFTrMb6aMpNpb3+WoQMYANs37KBoqSIUTDpGGrA8xTGyfO5yQp1zR7176rHBOUZy5M7Bq9Ne4ZNRU9m6emuqdfuKfRt2E1SqEAWKBeGf2Z+77qvDxrmrr2pZ/8z+dHm/Hyu+XcS6X5ZfeYEMKm7jDgJKFSFzsYKYzJnIc299Ts27NDht4qmzbKvelh31O7Gjfifi1m1PCmBkLlYwaSDPzEWCCLilKBcORqX3VhnC11O/o21oJ9qGduK3WYu5p1U4ABXvup3TJ89wNCp5EONo1FHOnj5LxbtcCbL3tArn99lL2L1tD+GV7+f+mo9yf81HiYqMpl14ZwUwfMTMqd/TLrQz7UI78/usxbRItR+kvi6cPR2XtB+0aBXOotmuYETx0pcGvqwfHsLeXa7r4AO12vBATdfPgp9+543nJ2ToAAa4zonBpQonnROrXeM58en3+/v8OfFmSfSxn4xGmRjpsNbGOt+QdwI+dibvxXWjOwO4H/gnOZKtjTHTgNLALcB2XJkLzxhjFlhrLxhjygF/XaF+J4wxPYEfjDGTnHW8aoz5zFp72hhTFLiAK6vjmLX2rDMWQ+rRudLhZBFkt9b+YoxZDlz8KuUU4D6aUy4g0hiTGWjrVvekck52y5/GmNbW2q+dIFBla216z+BbhCtLYRSugMaDuLrplLjW9hhjbrXWrgBWGGPuwxU0eNd5/a219mIAYTQw/Ko2zlW6XLvTqVfKDJmbYvmCldRsXJNPl0zj/Lnz/2PvzuNsqv84jr++M2PfwoxdyJqy74ZsmaEiFSWE7JI1SSiyRJGlFNnJFlJaZN/3PUqLFJJhxpZdzHx/f5wz484YhTHL7fd+9vBo7jnfc+73e+6559zzOZ/v9/BOjxtjV0xcOp62wR0AGNXnfXqP7EnylCnYtmY7W1c5F7lzxs6l//g3eKxxXUL/DGVAh0EAPPJYVYKfeZTr18O5euUqAzsmnZHLI8Ij+OCNDxk28218fH1Y8ukyDv9ymBavNOeXvb+wefkWvp27hN6jezF9/VTOnz3PkE5vA3D4l8Os/Xodk1dNIPx6OO/3G0tERAQZAzIyYGJ/AHx9fVm1aDXb1zgn9xpP1uDJFvUA2PDtRpZ8uiz2iiWSiPAIprw5kT4z+uPj68uaeSs4euAPGvV4nt/2/srOFdtZ/ekKXh7VjTFrx3Hh7HnGvOw8uOniuYt8PelL3v5qBFjL7tW72L1qJylSpaDPJwPw9fPFx9eHfRu+Y+Wc5f9Sk8S1aeUWKteswPyNM7l6+SqDe9wYAmf6som0CHJ6pQ1/fRT9RvUmRcrkbFm9jc2rnIu6VwZ3JVmKZIyZ63yHfti1n3d7j0r4htwDEeERfPjGON6eORgfX1+WfbqMw78cofkrL/DL3l/YsnwrS+YupdfoV5m6fjLnz57n7U7OGND1W9YjR94cNOn6PE26Pg/A60378lcSfzpNTBHhEcx7cwqdZvTB+PqwZd4ajh84yuPdG3Fk32/sW7GT+4vnp+3Hr5A6QxqK1SrD490bMSSoJ6Ufr0SB8g+SJmM6KjasBsAnPT/iz/2HE7lVdyg8gmMDxpN3+kCMjw9n5i/n6oEjZOnWlMv7DnB+5bZbLpqmbFH8OzTEXg+HiAiOvTmO8CQSyL4dG1duIbBWJT7fNCfq0ZqRZi2fTNPazhOrhvUeSf/RrzuPXF69lU2r/vkCLXNAJqZ/O4E06dJgIyJo3KYhz1VvHm0ASG/zav9hbN+9l7Nnz1GrQTNeav0Cz9QLTuxq3RMbV26hcq2KLNw0myuXrzKo+42x7mcun0Sz2m0AeKf3SN4c3dtjP3DOC536tCdP/txERFiO/3mCYa+9F+v7eIOI8Ag+fXMKL8/oi4+vD5vnrSbkwFGe6P4sh/cdZN+KneQpnp92H/f0OCY+y+CgVyjzeGUKRh0TqwPwSc8POeptx0RJkoz6JkVnjLlgrU3r/p0V+B1411o7wH29COfu+kqc7Im0bnZAT2tt5ECda9zXOzznGWOmAWdwMgCyAj2stV8bY3yAwUA9nAv2MJzMh1Ke641ZP/f1VzhdVD4xxhqlXNIAACAASURBVHQF2rizLgDNgKPAFzgDgP4MBAADrLVrjDGHgLLW2pPGmHCiDx66BBjjtjelW68R1trpxphAYCJO5kFDnG4svYDD7jrSWWtbxlIuAhgHZMcJAM211g40ziNsu7l1BsBam8sY0wNo5U6aZK0dbYxJ8Q/t8fzsGgJPuPVYiNPlxLifWzdrrXXHDHkPJ9BigNHW2nHu8tOAr621C9zXLYGxOGNdRKoIbHA/z7Ru+Yfd8j2BtO5+k+8W7Y61XsSiRq7a//dfVF+jxLHMPqkSuwqJ7sh177oojg/pfW4rme4/q6CvRrfv4HOniYL/PS9e8Z7gSHzZtHdaYlch0QUWfzGxq5DoyibPmthVSBI+OjQv1izupOq5PA286rf9p4e/SFLbV0EMES+gIIaCGKAgBiiIAQpiKIihIAYoiAEKYoCCGKAgRiQFMeJXUgtiqDuJiIiIiIiISAKJSIKPLfUmurUpIiIiIiIiIl5BQQwRERERERER8QrqTiIiIiIiIiKSQKy6k8SJMjFERERERERExCsoiCEiIiIiIiIiXkHdSUREREREREQSSERiV8DLKRNDRERERERERLyCghgiIiIiIiIi4hUUxBARERERERERr6AxMUREREREREQSiLV6xGpcKBNDRERERERERLyCghgiIiIiIiIi4hXUnUREREREREQkgUSg7iRxoUwMEREREREREfEKCmKIiIiIiIiIiFdQEENEREREREREvILGxBARERERERFJIBGJXQEvp0wMEREREREREfEKCmKIiIiIiIiIiFdQdxIRERERERGRBGL1iNU4USaGiIiIiIiIiHgFBTFERERERERExCuoO4mIiIiIiIhIAolQd5I4USaGiIiIiIiIiHgFBTFERERERERExCsoiCEiIiIiIiIiXkFjYoiIiIiIiIgkEGs1JkZcKBNDRERERERERLyCghgiIiIiIiIi4hXUnUREREREREQkgUQkdgW8nDIxRERERERERMQrKIghIiIiIiIiIl5B3UlEREREREREEohFTyeJCwUxRLxAXr/0iV2FRHfo+rnErkKiO/j3qcSuQqLbtHN8Ylch0QWX75bYVUhUe6+dTOwqJLom4ZcSuwqJbud30xK7CokusPiLiV2FRLdx79TErkKiq12yXWJXQSTBqTuJiIiIiIiIiHgFBTFERERERERExCuoO4mIiIiIiIhIAonQmBhxokwMEREREREREfEKCmKIiIiIiIiIiFdQEENEREREREQkgVhrverfvzHG1DHG/GyM+dUY0zuW+SmMMZ+687caY/J6zHvdnf6zMSb4drafghgiIiIiIiIicseMMb7Ah0BdoCjwvDGmaIxirYEz1toCwCjgHXfZokBj4CGgDvCRu75/pCCGiIiIiIiIiNyN8sCv1trfrLV/A3OBJ2OUeRKY7v69AKhljDHu9LnW2qvW2t+BX931/SMFMURERERERETkbuQE/vB4fdSdFmsZa+114C8g820uexM9YlVEREREREQkgXjbI1aNMe2Adh6TJlhrJ0TOjmWRmA28VZnbWfYmCmKIiIiIiIiISKzcgMWEW8w+CuT2eJ0LOHaLMkeNMX5ABuD0bS57E3UnEREREREREZG7sR0oaIzJZ4xJjjNQ55cxynwJtHD/bgisss5jT74EGrtPL8kHFAS2/dsbKhNDREREREREJIFYL+tO8k+stdeNMS8DSwFfYIq19gdjzEBgh7X2S2Ay8Ikx5lecDIzG7rI/GGPmAfuB60Ana234v72nghgiIiIiIiIiclestYuBxTGmvenx9xWg0S2WHQIMuZP3U3cSEREREREREfEKysQQERERERERSSAR9r/TnSQxKBNDRERERERERLyCghgiIiIiIiIi4hUUxBARERERERERr6AxMUREREREREQSiEbEiBtlYoiIiIiIiIiIV1AQQ0RERERERES8grqTiIiIiIiIiCSQCHUoiRNlYoiIiIiIiIiIV1AQQ0RERERERES8goIYIiIiIiIiIuIVNCaGiIiIiIiISALRmBhxo0wMEREREREREfEKCmKIiIiIiIiIiFdQdxIRERERERGRBGKtupPEhTIxRERERERERMQrKIghIiIiIiIiIl5B3UlEREREREREEoieThI3ysQQEREREREREa+gIIbI/6GHq5Xk7ZXvM2zNWB7r+NRN8/2S+9FxbA+GrRlLvy+GkjlXAAC+yfxoNbwTg5aM5K1v36NwxYduWrbLxN4MWjoq3ttwJzoPfImZG6YxafnHFHy4QKxlChUryOQVE5i5YRqdB74UNT3dfekYPnsYn6yfxvDZw0ibIe2/rrddnzZMWTGBKSsmUKNetWjv07rXi8xYN5VpqyfzdKsG97ild67noK58vmkOc1ZOo3CxQrGWKVK8EHNXTePzTXPoOajrTfObdWjMjpD1ZMiUIdr0oiWKsPXoGmo9Xj0+qn7Pbdi2i3rNX+axpi8xafbCm+YfOx5Kmx79ebp1d17s9gbHw05GzRs5fgYNWnalfovODH1/klcM2BUf34vc+XMzdtEYlh78hmfbN4y2roZtnmbqyolMWTGBfmP7kCxFsvhr3F3oMrATszfMYOryiRR6uGCsZQoVK8i0FROZvWEGXQZ2ippe/YlHmL5qMmv+WE7h4je+R+kzpmf0/PdY8svXdBvcOd7bEFevDe7O15vns2DVJzx4i+PBg8UL89nqmXy9eT6vDe4ebd7zrRvy5Ya5LFw7i+5vONun4iPlmLt0Kp+tnsncpVMpH1gm3ttxL2zYupMnmnak7vPtmDRzwU3zjx0PpXW3fjzVsjMtu/TheKjH8WDcNBq0eJkGLV7m25XrE7La98Qrg7rw2cZZzFoxhcLFYv8uFClWiNkrp/LZxlm8MqhL1PT2r7Zi1oopzFw+iffnjMA/a+Zoyz1Yogib/1hFzcerxVyl1+n39kgeebwxDZp1SOyq3BOdB3Zi1obpTF4+4R/PCVNWTGTWhul09jgGprsvHSNmv8PM9dMYMfudqHNCyUol+Hr/IiYtHc+kpeNp3q1Z1DK9RvTk8z3zmbpiYvw2TP6T/jWIYYyxxpj3PF73NMYMuBdvboyZZoxp+O8l/3EduYwxi4wxB4wxB40xY4wxyT3mzzHG7DXGXDTG7DHG7DfGXHb/3mOMaWiMGWiMeTTuLQJjzH3GmAXGmJ+MMT8aYyq50zMZY5a79VxujMl4i+VrGWN2uXXbYIwp4E7PY4xZ6bZljTEmlzs9r9ue3e77bTPGtLgXbfGoU+R7RG6/8caYOw6AGWO6GWNSe7w+ZIzZ5/7bb4wZbIxJEYd6TjPG/Bm5DmOMvzHm0L8sk9cY08Tj9W5jTEn3bz93v2nmMX+nMab03dYxKTA+PrwwsC2jWg6hb+1uVKhfhRwFckUrU/XZWlz86wK9q7/Msslf82zvFwCo1tj5mrxRpwcjmr1F474tMMZELVcmuAJXL11JuMbchgo1y5MzX06aVWnJe6+NpvvQLrGW6za0C+/1GkWzKi3JmS8n5WuUA6BJp+fYtXE3L1Rtya6Nu2nSqfE/rrdizfIUfLgAbYI78FK9LjzX4VlSp3V2+zrPBpMlRwAtqrWiZY3WrFq0Jv43wD8IrFmR3A/k4qnKzzPk1Xd5fdgrsZZ7fdgrDHl1OE9Vfp7cD+Sics0KUfOy5shChWrlCDl6PNoyPj4+dO7XgS1rtsVrG+6V8PBwhoyZyEfD+rFo2hi+Xbmeg4f+iFZmxPjp1AuqzsLJo+jQ/FnGTJwFwJ7vf2L39z/y2eSRfD5lNN///Cs7vvshMZpx2+Lre3H+7Hk+ePND5n0c/aLPP1tmnm7VgPaPd6LVo+3w9fWhZv0a8dvIO1CxZnly5ctFkyrNGf7aSHoMvTlYB/DK0G4Mf20UTao0J1e+XFSoUR6A3386RL+2/fluy95o5f++8jeT353KR4PGx3sb4qpKrUrkeSA3T1RqxMCew+j3Tq9Yy/V7pxdv9RzGE5UakeeB3FSpWRGAcoGlqRH8CM/UfIGnqzVl+rjZAJw9/Redm7/KMzWa0a/rIIaM7Z9gbbpb4eHhDB71MeOG9+fLGR+yeOU6Dh46Eq3MiI+mUD+4Bp9P+4COLZ5j9IQZAKzdvJ39Bw6yYPIYZo8fwdS5n3Ph4qXEaMZdqVyzArnz5eKZwKYM7TWC14b2iLXca8N6MLTXCJ4JbErufLmoVMM5L8wcN5emj7aiWe02bFixmTbdb/wk9fHxoXPf9mxZsz1B2hLfGjxWm/EjByd2Ne6JCjXLkytfTppWacF7r42i+y2Ogd2HdmVEr5E0rdKCXNHOCY3ZtXE3zWKcEwD2bdtHm+AOtAnuwIzRM6OmL5m/lF7NXo/fhsl/1u1ciF4FnjbG+Md3Ze6EMcbXOFdPC4EvrLUFgUJAWmCIWyYbUNlaW9xam8ZaWxJ4DDhorS3p/ltgrX3TWrviHlVtDLDEWlsEKAH86E7vDax067nSfR2bcUBTt66zgX7u9BHADGttcWAgMNRjmYPW2lLW2geBxkB3Y8yL96g9nu9REigOFAXu5hZyNyB1jGk1rLXFgPLAA8CEONUSwoFWd1A+L9DE4/UmoLL7dwng58jXxpg0bh2/u50VG2OS5JgzD5QsQOjh44T9cYLwa9fZ9tUGSgWVi1amdFB5Nn62BoAdizfzYOViAOQomIsfN+4D4Pypc1w6d5G8xfMDkCJ1SoLa1OOrD26+Y5WYAoMqsWyB8/X+cdePpEmflkxZMkUrkylLJtKkTc3+Xc7XddmCFVQJdnaDykGVWTp/OQBL5y8n0J1+q/XmKZSH77bsJSI8giuXr3Dwx4OUr14WgPrNn2D66JlRd+nPnjobz63/Z9XqVGHx/CUAfL9rP+nSpyVzluh3zTJnyUyadGnYt9O5KF88fwnV61SNmt/jrc68P+ijmzIPnmv9DKu+Wcvpk4nbxtu176dfuT9HdnLnyEayZMmoW7MKqzdGD8D8dugoFco434XypR6+Md8Yrv59jWvXr/P3tetcvx5O5oz3JXQT7kh8fS/OnjrLz9/9wvXr1296T18/X1KkTIGPrw8pUqXg1IlT8da+O1UlOJClC5YBsH/Xj6TNkJbMMbZH5iyZSJ0uNT/s3A/A0gXLqFonEIDDvx7hj4NHb1rvlctX2Lf9e/6+ei2eWxB3NYIf4at53wKwd9cPpEufFv8YxwP/LJlJmzYNe3d+D8BX876lRh3njvqzLZ5m8gefcO1vp62nT54B4KfvfyHshJOl8OtPv5EiRXKSJU9aWTgx7fvxAPfn9Dge1KrKqg1bo5U5eOgPKpQpAUD50sVZ7c4/eOgPypV4GD8/X1KnSknh/HnZsHVXgrfhbj0SXIXFC5YC7nnhFt+FNOlS3zgvLFhKtTpVALh44UbAJlWqlHieGp5t9TSrFq/ljLtveLuyJYuRIX26xK7GPREYVJmlC5xj+v5dP5L2Ns4JSxcsp0pwYNTyS+Y7x9Al85dFTf8ne7fu4/zZ8/eyGV7Fetl/Sc3tBDGu41xYdo85I2YmhTHmgvv/6saYtcaYecaYX4wxw4wxTd0sgX3GmPweq3nUGLPeLfeEu7yvMWa4MWa7m3nQ3mO9q40xs4F9QE3girV2KoC1NtytZyv3jv8yIIubQVCVW/Bsh5sd8LYxZrMxZocxprQxZqmb5dHBY5lXPer3ljstPfAIMNmtz9/W2shf8E8C092/p3PrIIAF0rt/ZwCOuX8XxQl+AKx213fzwtb+BvQAurh1Km+M2eRmGGwyxhR2p6+PzDhwX280xhQ3xlTzyFLZbYxJF2P913Eu9AsYY9K62SG73M/1SXddaYwx3xhjvjPGfG+Mec4Y0wXIAaw2xqyOpd4XgA5AAzdrpbox5muP+o01xrR0/y7j7l873c8mu8eqRuMEcaIFEIxjuFuffcaY59xZw4Cqbnu7Axu5EcSoDIwHIrdTeWCXtTbcreMX7ue/xRhT3H2fAcaYCcaYZcAMY8xD7n6/xy1b0C3XzGP6x8YY39g+z/iQMWsmTh+7kfZ6OuQ0GWOke97nUSYiPILL5y+RNmM6/vjxMKVql8PH1wf/XFnIWyw/mbI78c2nXmnM0klfcvXK1YRqym3xz+ZP6LHQqNcnQ07in83/pjJhITe2SVhIWFSZTP4ZOR16GoDToafJmPm+f1zvwf2/UaFGeVKkTEH6jOkpWakkATmyAJAjTw5q1KvO+G8+ZNgnQ8iZL2f8NPo2BWQL4LhHG06EhJEle/RtkyW7PyeOhUUrE5DN6V70SFAgocfDOLD/YIz1+lO97iN8NmNRPNb+3go9eYpsHhdsWQMyc+Lk6WhlCuXPy4q1WwBYuX4rFy9d5uxf5yn5UGHKl3qYms+0pmbD1gSWK8kDeaJnNyU18fW9uJWTx08x7+MFfLp1Fp/t+pSL5y+yY93Oe9WcOHO2x4393LOtnmXCQjzL3LzNvFmW7AEcP3Yi6rVzPAi4qcyJEM9jRmhUmTwP5KZMxRLMWjyJKZ9/xEMlH7zpPWo/UYOfvv8lKtCRVDnHgxufbdYAf0LDogfdChfIx/K1mwBYsW6zezw4R+H8+Vi/dSeXr1zlzNlzbN+9j+OhYXiLLNn8OeFxbAg9FkaWbDH2g2wBhHp8F5wyN7ZXx9fa8NWO+dR5+lE+Hj4ZiDwvVGXhjC/juQVyNwKy+RMW4xgYEOP4FhDLOSHgNs4JRcsUZdKyj3nnk7fJWyhPfDZD/o/cbpeAD4GmxpgM/1ryhhJAV6AY8AJQyFpbHpgEeHYMzQtUAx4HxhtjUgKtgb+steWAckBbY0w+t3x5oK+1tijwEBDtV5C19hxwBCgA1OdG1sWddEr8w1pbCVgPTAMaAhVxMiAwxgQBBd26lATKGGMewblLHwZMdQMAk9y79wBZrbUhbh1DgCy3eO82wGJjzFGc7TbMnf4d8Iz791NAOmNM5liWB9gFFHH//gl4xFpbCngTeNudPglo6banEJDCWrsX6Al0crMuqgKXPVfsBodq4QSRrgBPWWtLAzWA99zsmDrAMWttCWvtwziZKe/jBGRqWGtjzSF2P7vfcbZtrIwxyYAPgIbW2jLAFNzMG9cRYAPOtvP0NM5nVQJ4FBjuBj96A+vdfWQU0TMxKgPrgKtuMKcyTpAD4C1gt5sZ0weY4fFeZYAnrbVNcAIzY9ztWRY4aox5EHgOCHSnhwNNb9Xme86j+0ekmHfRzS3KrJ+3ktPHT9H/q3dp0v9Fft35MxHh4eQumpesebKza2nS6zoQW1u4qb2xFfnnqPOt1rtj3U62rNrG2EVjeOPDPuzftZ+I8HAAkidPxt9X/6bD4534Zva39BoRe/eNhHKrzzlaGWIvkyJVClp1bc74dyffNP+VgV34YPA4IiIi7l1l41lsH3fMzdOzYwt27P2BRm1fYcd3P5DFPxO+vj4c+TOE3w4fZcX8iaycP5Gtu/cl+e4k8fW9uJW0GdJSOagSz1d6gYZlGpMyVUoefbrWXa0rPtxOW2/n++LN7nYbRO43fn6+pMuQjqaPtWHkwLGMmBA9zT5/4Xx06/cSA199557VOb7E9rnGbHvPl15kx57vadi6Kzv2/EDWgMz4+voSWL4UVSuWpdlLvXh14HBKPFQEX98Eu08Rd7ezn8dWxuPvce9Mol7ZRixZuIJGrZ4GnKy9sUM+9qrzwv+Vu/3c/+UY+Mu+AzSu0IQ2Qe1ZOPULBk9+K07VFIl0W+nu1tpzxpgZOHf3L/9bedf2yIt2Y8xBnKwIcC5+PS9i51lrI4ADxpjfcC6+g4Di5kaWRwacC9u/gW3W2t/d6QZizW+51fTbFRkm3gektdaeB84bY64YY+5z6xcE7HbLpXXr9x1QGuhsrd1qjBmDc5H8xh28d3fgMXf5V4GROIGNnkBkNsI64E+cLJnYeB5lMgDT3QwAC0TmcM4H3nDfoxVOsAaci/SRxphZwEJr7VH3xJ3fGLPHXccia+23bkDhbTeAEwHkBLK6222EMeYd4Os7DCDF8gspmsLAw8Byt16+QEiMMm/jfIbfeEyrAsxxs3VOGGPW4gTIznkuaK09ZIxJbpyuSEVwupNsByrgBDE+8FjfM+4yq4wxmT2CfF9aayO/J5uBvsYZw2ShtfaAMaYWTqBju9uGVMCN2x6RG8KYdkA7gEqZSlE4Xb6YRe7KmeOnyJTjRnQ9U/ZMnA09HWuZM8dP4+PrQ6p0qbl49gIAcwdNiyrX97MhnPg9hMIVHyJPsQcYvmEcPr6+pM+cntfmvsU7jROn73ODFvV5vMljAPz03c9kyZEFcC4q/bP7czJGGntYyEkCPDIQArIHRKW6nz55hkxZMnE69DSZsmTijNsFJCwk7JbrnfXBbGZ94PQH7zf2dY7+/mfUMusWO1+H9d9uoNd7PeOh9f+sUcunaNC0HgD7v/uJbDmyRPWPypo9gLDj0bfNiZAwsua4cRcua/YATp44Sa48Oclxf3bmrJwKOHdoZy2bTIu67XiwRGHeHj8AgPsyZSCwVkWuh4ezdknSHeAua0BmjofeaPuJsFNkyRw9lTaLfyZGD3wNgEuXL7N83WbSpU3Dgq+XU7xoIVKnSgVAlfKl2bv/F8qWuHng28SUEN+LWylTpTTH/zjOX6f/Apz9/+EyRVmxcOU/LhefnmrxJE80dbfHnp/J4rGfe7Y1UlhIGAHZPcv4J6kuMXfjuRef4Zmm9QH4Yc+PZMuRNWqeczw4Ga38iWOhZM2exaNMFkLdMieOhbFy8RoAvt+9n4iICDJmvo8zp86SNXsAo6YMo2/nQRw9/Gc8tyrusgb4Rxuo80TYSQL8Yx4PMjNmSB8ALl26zIp1m0iX1rlv1b75s7Rv/iwAvQaOIE+uHAlU87vTsGUDGjR9AoD9e34ma44bn3GWHAFR3YEihXpk4ESVibGvACz9fAWjPhnGxBFTebBEYQaPexNwzguVa1UkPDyctUs2xEeT5DY0aFGfJ6LOCb8QEOMYePM5Ieymc8LJfzknXPLoXrR11Ta6D+lChozp+etMtJ/f/5f+S0HwxHAngzOOxsmQSOMx7XrkOtw78Mk95nnmlEd4vI4gevAk5idocS5kO3uMW5HPWhsZBLnoUfYHnLvbUdwuHbmB6PnNd8azrjHb4efWb6hH/QpYaycDR4Gj1trIjpMLcIIa4Fw4Z3frmB33otXtDrHHzdoIAEp4LP8pblaAtfaYtfZpN6Oirzvtr1vUvxQ3xuIYBKx2MyLqASndZS8By3G6pTyLM/4G1tphOEGTVMAWY0xkRkdkRkspa+0Ad1pTIAAo42YUnABSWmt/wblI3wcMNca8eYt6RuNmO+QFfsFj33KljCwG/OCx7YtZa4M812Ot/RXY47YLj+Vu12ac7JsQ6xxhtgCBOJk3W/5hfZH7ctQ+aq2djZMRdBlYaoyp6S473aMNhT22qWc7Jlhry1pry96rAAbA79/9Spa82fHPlQXfZH6Ur1eF3ct3RCuze/l2Ap+pDkDZxyrx4yan/3PylMlJnsoZe7VoleKEX4/g2K9HWT1zKT0qtOXVKh15u1Ffjv8ekmgBDIAvpn9J2+AOtA3uwMYlGwlq6AxI+mDpB7l4/mJUymOk06GnuXThMg+WdtKfgxo+ysZlmwHYtHwzwY1qAxDcqDabljnpw5uWbY51vT4+PqS/z+mF9cCD+XigSD62r3W274almygd6PROKlGpOEd/u7kPfXybP+1zmtZuRdParVjz7Xoea1QHgIdLF+XC+QucCo3+o+VU6CkuXrjEw6WLAvBYozqsXbKBgz/9RlCx+tQv/yz1yz9LaEgYTYNacyrsNE9WeC5q+sqv1/JO75FJOoAB8HCRAhz+M4SjISe4du0a367aQPXK0ceKOfPXuai7iJNmLeSpuk4mQfYs/uz4bj/Xw8O5dv06O7/7IUl2J0mI78WthB4LpWipB0mR0jl+lK5SisO/HvnHZeLb59MX0TqoPa2D2rN+6UaCGzqnkqKlH+TiuYucirE9ToWe5tKFSxR1t0dwwyA2LN1403q9yadTP+PZR1vw7KMtWLVkHfWerQtA8dIPcf78RU7GOB6cDD3FxYsXKV7aCdDVe7Yuq5euA2DVknWUr+L8JMvzQG6SJUvGmVNnSZc+LWNnvsf7b49jz/boA58mVQ8XKciRo8c4euy4czxYuZ4agRWilTlz9sbxYOKsBTz1mPN9Cg8P5+xfzgXazwd/55eDh6hcrlTCNuAOLZj2Bc1qt6FZ7TasXbKexxoGA+554Zbfhcs3zgsNg1m31AlG5PboJvlIcCCH3O95g4qNaVDB+bfq67W8+/ooBTAS2RfTv4wacHPDko0EN3SO6UX/5Zxw4xhYm42Rv4mWb6ZOI+cYWqdRUNT0TAE3nmNQpGRhjI+PAhhyT9z2wIPW2tPGmHk4gYwp7uRDOBer83Auhu9mpKZGxpjpQD6c7hg/A0uBjsaYVdbaa253h9hC9yuBYcaY5tbaGe64Au8B06y1l2JNe7w3lgKDjDGzrLUXjDE5gWvW2uPGmD+MMYWttT/jdLvY7y7zJdACp3tIC2ARgLU2OHKl7jgOGYwxhdxAQG3cYIRxBlY97WatvM6NzyAaY0xenEFAIzMGMnBj27WMUXwS8BVOd4rT7vL5rbX7gH3GebJKEZyAQGwyAKHuZ1QDyOOuI4db15nGGScl8n3PA+mAm8L1xpi0wEc4g7SeMcYcBooa50kjKXG25Qac/SPAGFPJWrvZzQYpZK2Nmbs9hOiZGOuA9u6+lgln7JJXcbJHYo7KtBEnI2aa+3ozMBw47jHGyTqcIM4gY0x14KSbsRSzXQ8Av1lr33f/Lo6TlbTIGDPKWhtqjMkEpLPWHo65XeJDRHgEs96cxCsz3sDH14f181Zx7MAfNOjemEP7fmXPih2sm7eSdiO7MGzNWC6evcD4zs4jU9P5Z+CV6W9greXM8dNM7PF+QlQ5Tras932CcAAAIABJREFU2kaFmhWYuWE6V69c5Z0eI6LmTVw6nrbBzlA3o/q8T++RPUmeMgXb1mxn6yqna8ycsXPpP/4NHmtcl9A/QxnQYdA/rtc3mS9jFjrb69KFSwzp8g4R4c4P3dkfzqXfB6/TsO0zXL54mRGvjkyw7RCbjSs3E1irIl9snsuVy1d4q/uN8YJnLZ9C09rOGLnDer/HgNF9SJEyBZtWbWHjqi23WqXX8vP1pU+XNnToNZDwiAieqluLAvnuZ+yUOTxUOD81Asuzfc/3jJk4C2OgTPGi9O3aDoDa1Sqxdfc+nm7VDWMMgeVK3RQASWri63uRMSAjHy/+kNRpU2MjLA3bPE3LGm34cfdPrF28nglLPiL8ejgHfjjI17MWJ3zDb2HLyq1UqlmBORs/4erlKwztMTxq3uRlH9M6qD0AI18fw+ujepEiZQq2rt7GFnd7VK0TSNfBnbkvUwbemfE2v/7wKz2bOuN3f7plFmnSpsYveTKq1Ankledf4/CBBDnc35H1KzZRtVZlvtkynyuXr/JGtxvdQeatmM6zjzpPmRj82nAGj+lHipQp2LBqCxtWOoGtz+d8xcBRfVm4ZibX/r5Ovy7OPtG4VUPuz5eLdt1fpF13Z8zxDo27RQ38mRT5+fnSp1t72vcc4BwPHnvUOR5MnsVDhQtQo0oFtu/Zx+iPZ2CMoUyJh+jX3fnOXL8eTvOXnScupE2TimH9euDn5z3dSTau3ELlWhVZuGk2Vy5fZVD3YVHzZi6fRLPabQB4p/dI3hzd2zkvrN7KplXO/bdOfdqTJ39uIiIsx/88wbDX3ov1ff4LXu0/jO2793L27DlqNWjGS61f4Jl6wf++YBK0ZdVWKtQsz6wNM9xzwo1j4KSl42kTdU4YQ++Rr7rnhG1R54TZY+fSf3w/HmtchxMe54Rqjz9C/RfqER4ezt9X/mbgSzeOK2+M7UPJSiXIkCkD87fPYep701k8d0kCtlq8mbmNft8XrLVp3b+z4oxZ8K61doD7ehHOHfOVONkTad2Lup7W2siBOte4r3d4zjPGTAPO4GRTZAV6WGu/Ns7jOwfjZA4YnHEmGuBkGESt1113bpyL3yJuPRa7Za66F/Rfu1kIkeVjmzbNnbbAOI/kLGutPel23ShrrX3ZLec5rytOxgLABaCZtfagcQbLnISTlfIb8KJ7UZ4ZJ9hzP864DY0iAwcxtvdTOGNvRLjbppW19je3a81QnLv963DGrYhs4484Y1+kxAkUjLPuYKduIGK6uw1XAS9Ya/N6vN9PQDdr7RL39Qc43X3CcQIwLYHsMbeZW9YfJwiSDCfQEQjUxenyMdxtwzWgo/vZdwY64WQ41HC353mcz9gH+BwYZK294q7/XZzg2AGcrkRfWmunudv4fZwgih8w2lo70fNzdJdfCJS21uZ1M4XedetngcHW2k/dIMgSwB8n+DXKGFMO2AbUtu5Ta9y6LrXWRg4ymwmYihN8uwS0s9buNc7jhy9Ya0e45V4Hmrnb4TjQxA0IPocTjPJx53Wy1t7yyvDFvM/83+ecHbquyP358KT1+NrEsGln0n9UZXwLLt8tsauQqMKt+tSfDfeeR3bGl53fTUvsKiS6wFLtErsKiW7j3qmJXYVEV7uk9gOANUdXxNvd6/hQNntVr/ptvyNkfZLavv8axJD/LjdjYg1QxM3wkCRKQQwFMUBBDFAQAxTEUBBDQQxQEAMUxAAFMUBBjEjeFsQonb2KV/223xWyIUlt3zsZE0P+Q4wxzYGtOE960S9CERERERERSfJue0wM+W+x1s4g+mNBRURERERERJI0BTFEREREREREEoiGdIgbdScREREREREREa+gIIaIiIiIiIiIeAV1JxERERERERFJIBGoO0lcKBNDRERERERERLyCghgiIiIiIiIi4hUUxBARERERERERr6AxMUREREREREQSiNWYGHGiTAwRERERERER8QoKYoiIiIiIiIiIV1B3EhEREREREZEEEmHVnSQulIkhIiIiIiIiIl5BQQwRERERERER8QoKYoiIiIiIiIiIV9CYGCIiIiIiIiIJRI9YjRtlYoiIiIiIiIiIV1AQQ0RERERERES8grqTiIiIiIiIiCQQPWI1bpSJISIiIiIiIiJeQUEMEREREREREfEK6k4iIiIiIiIikkD0dJK4USaGiIiIiIiIiHgFBTFERERERERExCsoiCEiIiIiIiIiXkFjYoiIiIiIiIgkED1iNW6UiSEiIiIiIiIiXkFBDBERERERERHxCupOIiIiIiIiIpJA9IjVuFEmhoiIiIiIiIh4BQUxRERERERERMQrKIghIiIiIiIiIl5BY2KIiIiIiIiIJBA9YjVujNUGFEnynrq/3v/9F/VcxNXErkKiWxv6Q2JXIdFVy/JQYlch0RljErsKiSqzT6rErkKiu2SvJ3YVEt35iCuJXYVEV9QvU2JXIdHtv346sauQ6JbvmZDYVUgSkvk/4FUnx/z+pb3qt/3Bk7uS1PZVdxIRERERERER8QrqTiIiIiIiIiKSQPSI1bhRJoaIiIiIiIiIeAUFMURERERERETEK6g7iYiIiIiIiEgCsTYisavg1ZSJISIiIiIiIiJeQUEMEREREREREfEKCmKIiIiIiIiIiFfQmBgiIiIiIiIiCSRCj1iNE2ViiIiIiIiIiIhXUBBDRERERERERLyCupOIiIiIiIiIJBBr1Z0kLpSJISIiIiIiIiJeQUEMEREREREREfEKCmKIiIiIiIiIiFfQmBgiIiIiIiIiCUSPWI0bZWKIiIiIiIiIiFdQEENEREREREREvIK6k4iIiIiIiIgkED1iNW6UiSEiIiIiIiIiXkFBDBERERERERHxCupOIiIiIiIiIpJAItSdJE6UiSEiIiIiIiIiXkFBDBERERERERHxCgpiiIiIiIiIiIhX0JgYIiIiIiIiIgnEojEx4kKZGCIiIiIiIiLiFRTEEBERERERERGvoO4kIiIiIiIiIgnE6hGrcaJMDBERERERERHxCgpiiIiIiIiIiIhXUBBDRERERERERLyCxsQQERERERERSSAResRqnCgTQ0RERERERES8gjIxRP4PlapWmtYD2uLj68OKuctZ+NGCaPP9kvvRdVQP8hfLz/kz5xnR6V3CjoZGzffPEcD7Kz/k01FzWDThc3I8kJOeH/aKmp/1/mzMGTmLryd/mWBtuh3lqpel01sd8fH1YfGcJcz98NNo85MlT8Zro1+lUPGCnDtznkEdh3Di6AkAnu/UmLrPBxMRHsHYNz9ix9qdBGQPoPeYV8kYkAkbEcE3sxezcPIXALTs2YLA4EpERFjOnjzLuz2Gc+rE6QRv850YNXIgdevU5NLly7Ru3Z3de76PNj9VqpR8OmcCD+TPQ3h4ON98s5w+fYcCULVKBd577y2KF3uQJs1eYuHCbxKjCbflXu8HyVIkY/Rn75EseTJ8fX1Zt3g909/7BIBeI3tSvGJxLp6/CMC73YdzcP9vCdvgWJSrXpaXBnTAx9eXb+d8y9yP5kWbH7kNChYryLkz5xj80tse2+A56jSuQ0R4OB/2H8eOtTsBeKpVAx5rUheDYfGcb1k4+XMA8hd9gG5Du5AsRXLCw8N5v+9Yft7zc8I2+F+UqFaKlv3b4OPrw6q5y1k0bmG0+X7J/eg0shsPuMfEMS+PiDom3l8kD22HdiRV2tTYCEuf+j25dvUar09/k4xZMuLj58tP2/Yz+Y0J2IiIxGjebSldrTRtB7TDx9eH5XOXsSCW80KPUT3IX6wA58+c591O7xB6NJSCJQrx8rCXATDGMHvUbLYs3QzAk62fJOj5IKyFQz8dYkzP0Vy7ei3B2/ZvOg/sRMWa5bly+SrDur/Lge9/valMoWIF6T2qFylSJmfLqm188OaHAKS7Lx39P+pHttxZOf7HCQZ0HMSFvy4QGFSZVq+2xEZEEH49nLEDxrFvu3NMbd+3LRVrVsDHx7Bj/a6odSU1RauVoNGbL2J8fdj06UqWjVsUbX6B8g/S8M0W5CyShymdR7P7260A5Cqah8aD25IybSpseARLPlzIzq83J0YTblt87AMlK5Vg8OSBHP8jBIB1325gxuiZAPQa0ZNKj1bg7MmzvPho24Rr6D3W7+2RrNu4jUwZ7+OLmeMTuzryf0SZGP8xxhhrjHnP43VPY8yAe7TuacaYhnFcRy5jzCJjzAFjzEFjzBhjTHKP+XOMMXuNMd3d9/vdGPOdMeYXY8wMY0zOuLfkrus+wBjT8y6XzWuMaXKv63Q3fHx8aDe4A4NaDKBLrU5Uqf8IuQrmjlbm0eeCuPjXBV56pD1fTVpE89dbRpvf6s027F6zM+r1sd/+pEfdrvSo25Wej3fn6uWrbF2StH6w+Pj40GXwy7z+Ql9a1WhLzSerk6fg/dHK1G1chwt/XaB5lRf5bOJC2vZpDUCegvdT48lqtK7Zjt7N+tJ1SGd8fHwIDw9n/MAJtKrRhpfrd+XJFvWj1jlv/Hza1u5A++CObFm5lRe6NUvwNt+JunVqUrBAPooUrULHjq/x4dihsZYbOWo8DxerRtlywVSuVI46wTUAOPLHn7Ru0505c79IyGrfsfjYD65dvcYrz/aiXVBH2gV3pFz1cjxYukjU+iYMmUj74I60D+6YJAIYPj4+dB7ciT7N+9G6ZltqPFmD+2/aBsGcP3uBFlVf5LNJN7bB/QXvp3r96rSp1Y7XX+hLlyEv4+PjQ97CeXisSV1efqIL7YI7ULFWBXLmzQFA275tmDFqJh3qvMT0ETNo564rqTA+PrQa1J6hLQbS49HOBNavSs6CuaKVqflcbS7+dYGu1TqyePKXNOndHAAfXx9eHt2dSX3G07N2F956rh/Xr4UDMLrTcHrV7U7P2l1InzkDlR6vnOBtu10+Pj50GNyRAS3606nWSzxSvxq5Y5wXgp4L4sJfF2n/SDsWTVpES/e8cOTnw3R/ohtd63ahf/M36TS0Ez6+PmTKmpl6L9aj++Pdebl2J3x9fXik3iOJ0Lp/VqFmeXLly0nTKi1477VRdB/aNdZy3Yd2ZUSvkTSt0oJc+XJSvkY5AJp0asyujbtpVrUluzbupkmnxgDs2rCL1rXb0Sa4A+/0HMGrw3sA8FCZojxc9iFa127Hi7XaUqREYUpWKpEwjb0Dxsfw3MDWjG35NoNqd6ds/UCyFYj+E+z0sZN80vMjdizaEG3635f/ZnqPsQwOeoWxLd6m4ZstSZU+dUJW/47E1z4AsG/bPtoEd6BNcIeoAAbAkvlL6dXs9fhtWAJo8Fhtxo8cnNjV8ErWWq/6l9QoiPHfcxV42hjjn9gV8WSM8TXGGGAh8IW1tiBQCEgLDHHLZAMqW2uLW2tHuYu+aq0tARQGdgOrPYMeXiQvkCSCGAVLFiTkUAgnjpzg+rXrbPhqHeWDKkQrUz6oAqsXrARg0+KNFA8s4TGvIieOHOfIL0diXX+xwBIcPxJC2J9h8deIu1CkZGH+PHSMkCPHuX7tOqsXraVyUPSLispBlVg2fzkAa79ZR+kqpdzplVm9aC3X/r7G8T+O8+ehYxQpWZjToaej7tZcvniZwweO4J/N+epdunApar0pU6VMkicAT/XqBfPJLOfO69Ztu8hwXwayZcsSrczly1dYs3YTANeuXWPX7n3kzJkdgMOHj7Jv349EJOE7zRA/+wHAlUtXAPDz88PPz5ek/HEXLlmYYx7bYM2XawgMqhStTOWgSixb4GyDdd+sp1RgSQACgyqx5ss17jY4wbFDxyhcsjD3F7ifH3f9yNUrV4kIj+C7rXsJrBPorMxa0qRLA0Ca9GmSXEZSgZIFOXEohNA/ThB+7TqbvtpAudrRj4lla5dn7WerAdiyeBMPBxYHoPgjpTjy0yEO/3gIgAtnz0dlW1y+cBkAXz9f/JL5JeljQMGShaKdF9Z9tY4KQRWjlakQVJGV7nlh4+INlHDPC5GfOUDyFMmjtdPHz5fkKZPj4+tDilQpOJ3EPnuAwKDKLHX39f27fiRt+rRkypIpWplMWTKRJm1q9u/6EYClC5ZTJTgwavkl85cBsGT+sqjpl91jAkQ/B1hrSZ4iOX7J/UiWPBl+fr6cDjsTv428C3lLFiDs8HFO/RFK+LVwdn61iRJB5aKVOX00jD9/OkJEjH079PcQwg4dB+Cv0DOcP/UXaTOlT7C636n42gf+yd6t+zh/9vy9bEaiKFuyGBnSp0vsasj/IQUx/nuuAxOA7jFnxMykMMZccP9f3Riz1hgzz814GGaMaWqM2WaM2WeMye+xmkeNMevdck+4y/saY4YbY7a7WRTtPda72hgzG9gH1ASuWGunAlhrw916tjLGpAaWAVmMMXuMMVU9624do4DjQF13/UHGmM3GmF3GmPnGmLTu9EPGmHfc+m8zxhRwpwcYYz5z67ndGBPoTh9gjJlijFljjPnNGNPFYxv1Ncb8bIxZgRNIiZye3xizxBiz090eRTy28fvGmE3uuiK39zCgqtu27saYh9y67XG3WcE7+IzjJFO2zJw8djLq9amQU2TOmjlamcweZSLCI7h0/iLpMqYnRaoUPN3xGT4dPeeW669avyrrF62Ln8rHgX92f8JCbgRWwo6H4Z89erv9s/kT6paJCI/g4rmLpM+YHv/smaMte/L4SfyzR48TZs2VlQIPF+DH3T9FTWvVqyVzts2i1lM1mTZiRnw0657JmSMbR/84FvX6z6Mh5MyR7ZblM2RIzxOP12bV6g23LJMUxdd+4OPjw8dLx/HZd/PYuX4XP8XYDyYuH0/H/h1IljxZfDbvtvhny0zoMY9tEHKSzNmi78+Zs/kTdsxjG5x3tkHmbP43LeufLTOHfj5E8QrFSH9fOlKkTEGFGuXIkiMAgI8GjKdd3zbM3jqT9v3aMmnYlARo5e3LlC0Tp0KiHxMzZst0c5lox8RLpMuYjhz5cmAt9JnRn2HfvEf99k9FW67PjP5M2DWdyxcvs2Vx0spO8+Qc8298rqdCTt7ivOC5T1wifUbnwrRQyUJ8uOJDPlg2lo/6fEREeASnT5zi8wmfM2XLVGbs+ISL5y6xe/3uhGvUbQrw2NcBwkLCCIjxfQjI5k+Yxz7iWSaTf0ZOhzrBmdOhp8mY+b6oclXqBDJjzRSGzRjCO6+MAJyL5D2b9rBw5zw+2zWPbWt3cOTX2G8KJKb7smbizLFTUa/PhJwiQ9ZM/7BE7PKUyI9fMj9OHj5xL6t3T8XnPlC0TFEmLfuYdz55m7yF8sRnM0T+ryiI8d/0IdDUGJPhDpYpAXQFigEvAIWsteWBSUBnj3J5gWrA48B4Y0xKoDXwl7W2HFAOaGuMyeeWLw/0tdYWBR4CdnqsC2vtOeAIUACoDxy01pa01q6/RT13AUXcTJN+wKPW2tLADqCHR7lzbv3HAqPdaWOAUW49n3HbFqkIEOzWt78xJpkxpgzQGCgFPO22LdIEoLO1tgzQE/jIY152oArwBE7wAqA3sN5t2yigAzDGWlsSKAscvUV77zknISa6m+4QxlIGa2ncoylfTl4Uddc5Jr9kfpSrXYFN32y8F1WNdzHbHVuzsRbDP2+zlKlTMmDCm3w0YFy0DIwp707j+fJNWfn5Khq8WP+e1Ts+3NZ+4fL19WXWJx8y9sMp/P570vvxfafuxX4QERFB++COPFeuCUVKFiZv4bwATBo2hZbVWvPS451Jf186Gr/07L2u/h2L7bOOmToSW1ux9hbbBo78+gdzP5rHO7OHMnTmEA7u/53wcKdbRb0XnmDcWx/TpEIzxr31MT2H94hlJYkn9rbGLBTbZw8+fj4UKfcgH3QdyZvPvE65OhWisjQA3m7+Fh3KvUiy5Ml4uHKxe1zzeyf2XeLfvxeRZX7Z8wudHu1Ej3rdadSpEclSJCNNhjRUqF2BNoGtaVGuOSlTp6D6U9XjofZxdJfnxNvJrNmwZCPNq7eiX+v+tH71RQBy5s3B/QXz0KhcYxqVfY7SgaUoXiEJ7hu3cZz4N+kD7qPlyM7MeHVcks5Eiq994Jd9B2hcoQltgtqzcOoXDJ78VpyqKf8tEdZ61b+kRkGM/yA3MDAD6PJvZT1st9aGWGuvAgdxsiLAyaDI61FunrU2wlp7APgN5+I/CGhujNkDbAUyA5GZBdustb+7fxtu/mn4T9NjE3kWqQgUBTa679sC8Axxz/H4f2Se9KPAWLf8l0B6Y0xkDtw31tqr1tqTQCiQFagKfG6tveRu0y8B3IyPysB8d10f4wQuIn3hbqP97npisxnoY4x5Dchjrb18U0ONaWeM2WGM2XHowuHb2DS351TISfxz3LjDkDl75qg7CLGV8fH1IXW6NJw/e55CpQrR4vWWfLxxEvVa1eeZlxtRt8XjUcuVrl6G374/yF8nz96z+t4rJ0NOEpA9IOp1QLYATh2P3u6wkJNkccv4+PqQJn0azp09T1iMZf2z+XPquHOHytfPlwET3mTl56vY8G3swZuVX6yiat2qsc5LTB07tGDH9mXs2L6MYyHHyZU7R9S8nLmycywk9jtn48e9y4Fff+f9DybFOj8pi6/9INLFcxfZs3kv5aqXBYj6bl37+xpL5i2N6n6SmMJCTkZlSQAEZPfn1Ino7Th5PIyAHB7bIJ2zDU7GsuxJd9klny6l42Mv06NhT87/dZ4/f/8TgKCGtVn/rZOxs/brdRQuWShe23enTh0/Rebs0Y+JZ2J0ezgdcorM0Y6Jqblw9jynQ06xf8sPnD9znr+v/M3u1bvI9/AD0Za9dvUaO5Zvo2xQ+fhvzF06GXIKf4/PNXN2/5vOC55lnH0i9U3p8Ed/PcqVS1fIUzgPJauU5MQfJzh3+hzh18PZtGQzD5Z5MP4bcxsatKjPpKXjmbR0PKdOnIra1wECsgdE7dORwkLCCPDYRzzLnD55JqrrQaYsmThz6ubz396t+8iRJzsZMqanSp0q7N+1n8uXrnD50hW2rt5G0dJJY7t4Onv8FBlz3MjGyZg9M3+F3n63l5RpU/HS1N58+d5cDu0+EB9VjJOE2AcuXbgU1a1o66pt+Pn5kSFj0u1WI+JNFMT47xqNkyGRxmPaddzP3B2fwnNsiasef0d4vI4g+lNsYgYbLE5gobObZVDSWpvPWhsZBLnoUfYHnKyDKMaY9EBunMDJ7SgF/Oi+53KP9yxqrfUcLc7G8rcPUMljmZzW2shfYJ7tD+dGm2MLrvgAZz3WU9Ja6/kLxHNdsd23xFo7Gyfz5DKw1BhTM5YyE6y1Za21ZfOmvXcpiAe+O0D2fDnIkjsrfsn8qFLvEbYv3xatzPblW6nRsBYAlR8LZN+mvQD0bdib9oFtaB/Yhv+xd99hdlX1Gse/b0IAaQEEQZFeRSQQehEEBRWlKagI4hXEggqKogIqghUvCIhIUaQpCFxBirRQo3RIofeOVxAFE0BKkvf+sfYkk2Em6NXslcx+P88zT+bsw8R3jidn7f3ba/3W+b88j9/+9CwuOnnaLhQbb7sJfzj36v9Y1v+ku8ffwxLLLsHiSy7OHMPmYLNtN+XaUdNP775u1HVsueMWAGz6vk0Ye804AK4ddR2bbbspw+YcxuJLLs4Syy7B3c3uCl85dB8evf9R/ufnv53u71pi2WkFgQ233IDHHnhsZv56/y/HHHsya6+zJWuvsyXnnXcJH9u5rH5ab92RTPj7BP7856de9TMHH/RVhg+fn32+fGDbcf8jZsb7YPjCw5l3gfJRO+fcc7LWxmvy2P3l/+/e66o3eveGPHTPwy38ljN2z/h7WGKZJVi8+Qx4xzbv4NpR10/331w76nq23KG8Bpu87+2Mu2b81OPv2OYdzWuwGEsss8TUnUYWfH2Z/PeGNy3Kxu/ZiCvOvQqAp5/8KyPWL7MT1txoDZ546E/MSh4Yfx+LL/tGFl3yDQwdNgcbbr0xN/f5TLz5shvZ9IOlie36W23IHdfeBsD4q8ey9FuWntr3YdX13srj9z3GXPPMzYJvWAgoF/xrbrYWf3rgiXZ/sX/BfePv5U3LvonFmvfEJltvwo2jbpjuv7lh1A28sxkXNtpqY25txoXFllyMIUPL6eSiSyzKEssvwVOPPcVfnvgLq4xcmbnmnguAERuNmPrvorbfnXze1GaLf7z4Gt7dvNdXHfkWnp/4/KsKOH976m+88Nw/phYb3r3DFlxzaekPdO2o63jPjlsC8J4dt5x6vKexLcCKq63AHHMO4+/PTOCpJ55ijfVHMHToEIbOMZQR66/OI/fNejPaHhn/AG9Y5o28/s2LMnTYUNbaekNuHXXzP/WzQ4cN5VPHfYUbzh7N2Auvf+0fqKCN98DCiy409edXWWNlNGQIf39mwkz/3SK6IFusDlK2/ybpTEoho2cB8sPAWsCZwLbA/2dx9o6STgaWBZYD7gEuAT4r6Qrbr0haCejvbO1y4IeSdrV9iqShwGHASbZf6HeKc6MpunyBMuPhYmA4cLSkFWzf3/TUeLPte5sf+TBlKceHKbMeoMwu+Tzw383fuYbtcTP4XUcDJ0n6IeXfytbAcbYnNLum7Gj7rCbb6rbHz+DvmghM7XwkaTngQds/ab5fHbhiBj//HzNl8hR+/s1jOfDUgxgydAiXn3EZj937KDvtszP333YfN426kcvOGMUXj9iHn40+jueefY7DPv+j1/x755x7LtZ4+xocu9+suVXclMlTOOqbP+WQX3+fIUOGcNEZl/DIvY/wX1/ZlXvG38t1o67nwt9czH5Hfo1T/ngiE5+dyHf3/D4Aj9z7CFedP5pfXvFzJk+ezFHf+ClTpkxhtXXeypY7bMGDdz3IcZccA8AJh/ySG6+4iU/utztLLrck9hSefPwpjtjvyJq//mu68KLLec97Nueeu67hhX/8g09+ctqU/5tvupS119mSJZZ4I/vvtzd33X0fN914CQA/+9mJ/PLE01l7rRH8z1knsNBCw3n/+7bgwG99mRGXLJyDAAAgAElEQVRrvKo2V93MeB+8frGF+erh+zJ06BCkIVx9wdVcf3m5ANz/qK8z/PXDEeKBOx/g8K/Xfx+U1+Bofvir7zNk6BAuPuNSHrn3ET7+5V2599byGlz0m4v5+hFf5eQ/lNfge5+b9hpcfcFoTrjieCZPmsxPmtcA4MDjv8UCC87PpEnltXnu788BcPjXjmDPb3+WoXMM5eWXXubwrx8xYLYapkyewi+/9XP2P+VAhgwdylVnXsbj9z3GjvvsxIO33s8tl93ElWdcxucP/yJHXn0Mzz07kSM/XzYBe37C81zwi/P4/vmHgs3YK8cw9opbGL7IcL76i/2ZY85hDBk6hDuuvY1Rv7q48m86sCmTp3DsN4/loFMPLltvnzGKR+99lJ332Zn7bruPG0fdyKgzLmWfI77McaOP57lnn+NHnz8EgFXXWZUd9tyBSa9MxlOmcOwBxzDhmQlMeGYC11x4DUdceASTJ0/hwTse4OLTZr3X4PorbmC9zdfl1388hZdefIlD9vnvqc/94pJj+eS7PwPA4fsfydd/vC9zzj0XN151IzdcUQpdp/30Nxx47DfY6iPv4cknnuLbn/kOAJts9Xa2/OAWTJ40iZdefJmDP1t2cLj696NZc6M1+OVlP8eGG6+6iesum/Uu9KdMnsIZ3/olnz/lAIYMHcJ1Z17J/973OO//0od45LYHuO2yW1h69eX51HFfYZ7h8/K2d67F+770Ib675ZdZ630bsuK6b2HeheZn/R3eAcCpXzmax+/8z80q/U+aWe+BTd+3Cdt8bGsmT57Myy++zMF7TtvF45s/3Z81NhjB8IWHc9ZNp3PiYSdz4W9mvX8fr2XfA3/ITWNv5dlnJ/DO7XZhz90/xge3fnftWNEBmqXXqMW/TNJztnsaXC4GPAT8yPa3m8fnUmYSXE6ZPTGfpHcAX7Hd06jzqubxzb2fk3QS8AxlNsViwD62L5A0BPgu5SJfwF+A7SizJqb+vc3fvSSlf8QqTY4Lm//mJUnLABfYXq35b0+i9N+YAMwDXA/sZ/vx5vnNgUOAuZq//hu2z5P0MHAisFXzv7FTU+hYhNIv5C2UosRo259R2YL2OduHNn/v7cD7bT8s6QBgV+ARSt+KO20f2vT8OIZSVBkG/Mb2wU3mC2z/T+//PyQNoxRfFgFOAuYGdgFeoTQr/ajtAdu2b7/U1p3/hzphykuv/R8Nclc/dUftCNVt+oa31o5Q3YwKvl3w+iGvqx2huhc8qXaE6iZO6b83U5esOse/3mhzsLlz0qy3403bRo07vnaEWcKwRZabrQbHheZbYbY6t3/muftnqdc3RYwYdJoixtpNf4tBIUWMFDEgRQxIEQNSxEgRI0UMSBEDUsSAFDEgRYweKWLMXLNaESM9MSIiIiIiIiJitpCeGDHo2F6mdoaIiIiIiIj+TPmnN2aM/mQmRkRERERERETMFlLEiIiIiIiIiIjZQooYERERERERETFbSE+MiIiIiIiIiJZkh9B/T2ZiRERERERERMRsIUWMiIiIiIiIiJgtZDlJREREREREREumZDnJvyUzMSIiIiIiIiJitpAiRkRERERERETMFrKcJCIiIiIiIqIlJstJ/h2ZiRERERERERERs4UUMSIiIiIiIiJitpAiRkRERERERETMFtITIyIiIiIiIqIl2WL135OZGBERERERERExW0gRIyIiIiIiIiJmC1lOEhEREREREdESZznJvyUzMSIiIiIiIiJitpAiRkRERERERETMFlLEiIiIiIiIiIjZQnpiRERERERERLTEpCfGvyMzMSIiIiIiIiJitpAiRkRERERERETMFrKcJCIiIiIiIqIl2WL135OZGBERERERERExW0gRIyIiIiIiIiJmC1lOEhEREREREdGSLCf592QmRkRERERERETMFlLEiIiIiIiIiIjZQooYERERERERETFbSE+MiIiIiIiIiJakI8a/JzMxIiIiIiIiImK2kCJGRERERERERMwWlO1dIuKfIelTto+vnaOmvAZ5DSCvAeQ16PrvD3kNIK8B5DWAvAaQ1yDal5kYEfHP+lTtALOAvAZ5DSCvAeQ16PrvD3kNIK8B5DWAvAaQ1yBaliJGRERERERERMwWUsSIiIiIiIiIiNlCihgR8c/KWse8BpDXAPIaQF6Drv/+kNcA8hpAXgPIawB5DaJlaewZEREREREREbOFzMSIiIiIiIiIiNlCihgRERERERERMVtIESMiIiIiIiIiZgspYkREvyTNK2lI8/1KkraRNKx2rpokDZG0QO0cNUiat3aGmlTsIulbzeOlJK1bO1fbJM0pabXmq1OfB83n4OWSbm8ery7pG7VztUnSRj2fBc2/hx9LWrp2rjblfTA9SQtJWr12jrZlTABJy0uaq/n+HZL2krRg7VzRDSliRMRARgNzS1oCuBz4BHBS1UQVSDpN0gLNifudwD2S9q2dqy2SNpR0J3BX83iEpJ9VjlXDz4ANgJ2axxOBo+vFaZ+kdwD3UX7vnwH3Stqkaqh2/RzYD3gFwPatwEeqJmrfMcALkkYAXwUeAU6pG6l1nX8fSLqqGRcXBsYDJ0r6ce1cLev8mAD8FpgsaQXgBGBZ4LS6kaIrUsSIiIHI9gvAB4CjbG8PrFo5Uw2r2p4AbAdcCCwFfKxupFYdDrwb+CuA7fFAly5ce6xn+3PAiwC2nwHmrBupdYcBW9re1PYmlPfF4ZUztWke2zf2OTapSpJ6Jrlsa7ctcKTtI4H5K2dqW94HMLwZFz8AnGh7LeBdlTO1LWMCTLE9CdgeOML2l4A3Vs4UHZEiRkQMRJI2AHYGft8cm6NinlqGNdPmtwPOtf0K0Km9qW0/1ufQ5CpB6npF0lCa/+8lLQpMqRupdcNs39PzwPa9QJeWlDwtaXmmvQd2AP63bqTWTZS0H7AL8Pvm30SX3gOQ9wHAHJLeCHwIuKB2mEoyJpTXYCfg40x7H3Tt8yAq6eIFSUT8c/amTJk9x/YdkpYDrqycqYbjgIcpU2ZHN+u/J1RN1K7HJG0IWNKcwF40S0s65ifAOcAbJH0P2AHo2jr4myWdAJzaPN4ZuKVinrZ9DjgeWEXSE8BDlIv5Lvkw8FFgd9t/lrQU8N+VM7Wtv/fBznUjte5g4BLgGts3NecH91XO1LaMCWWZ8WeA79l+SNKywK8qZ4qOUJkVGBExTXN34Ye2O9P74V8haY5mCuWgJ2kR4EjKVGEBlwJ72/5r1WAVSFoFeCfldbjcdqeKOU0Dt88BG1Neg9HAz2y/VDVYy5r+OENsT6ydJdonadnmgm3q+6DnWO1s0a6MCdq7WVI2w2MRM0OKGBHRL0lX2N68do7aJC0GfB94k+33SloV2MD2CZWjRYua6eOP236paXC5OnCK7WfrJou2NF33dwWWoddMVtt71crUNkkfAA4B3kC5cBNg253ZtUnSGNsj+xy7pekL0QmSVqI0eV3M9mrN7iTb2P5u5WityZgw4L+FsbbXrJUpuiNFjIjol6TDgBWBs4Dne47bPrtaqAokXQScCBxge4SkOYCxtt9WOVorJP2kn8N/B262fW7beWqRNA5Ym3IBezFwPrCy7a1q5mqDpDNtf0jSbfTTD8Z2J7ZXlHQtcD1wG73Wvts+uVqolkm6H9i6a3ecYepd97cCPwJ6z1JcANjX9lurBKtA0tWU1+C4ngtWSbfbXq1usvZ0fEzYibKsbGPgD72emh+YbLtrTV6jgvTEiIiBLEzZkaL3bAwDnSpiAIvYPrNpZoftSZK61NhybmAVSjEL4IPAHcDukjaz/cVqydo1pfn//gOUXRmOkjS2dqiW7N38+f6qKeqb2/Y+tUNU9mQXCxiNlSn/BhYEtu51fCKwR5VE9cxj+0ZJvY91YollL10eE66lNLNdhLJrVY+JwK1VEkXnpIgREQP5su2/1Q4xC3he0uuZ1oF8fcpMhK5YAdi8pweIpGMofTG2oNyR7oqeLuy7Mu0CphNd2G337Lywp+2v9X5O0iHA1179U4PSqZL2oHThn9oHpGOfkzdLOgP4HdO/BoO+uN3MPDtX0ga2r6udp7Ls0NLtMeER4BFgg9pZortSxIiIgdzQTJc8EbjI3V17tg9wHrC8pGuARSldyLtiCWBephVu5qX0B5ksqUsNHdOFvRSu+hYs3tvPscHqZcpOHAcwbVmNgeWqJWrfAsALwJa9jnVtht5YSZ+jLC2Zu+eg7d3qRWpddurJmJAeOVFVemJERL9U5om+C9gNWBc4AzjJ9r1Vg1XQ9MFYmTJA32P7lcqRWiNpd8q2cVdRfv9NKI1OTwe+3YUdbJrdek623bWTdAAkfRbYk3Kx/kCvp+anbLHYiddF0gPAerafrp0l6pF0FnA3pSfAwZTtVe+yvfcMf3AQ6upOPV0fE3p0uUdO1JciRkS8JkmbUe4wzAuMB77epem0kjbk1TsSnFItUMskvQn4GOXEfV5KR/bRdVO1S9IllJO1l2tnaZuk4cBCwA+Ar/d6amKXllJIOg/4iO0XamepRdLcwO50eBZCz+4Lkm61vbqkYcAlXdrNq9lu+YO8elw8uFamtnV5TOgh6RrbG9XOEd2U5SQR0a+mD8QulIvXJ4EvUJZVrEFp8rhsvXTtkXQqsDwwDuhp6GmgE0UMSZ+kNHZ8M+U1WB+4jukbvnbBw8A1zYVs7916flwtUUts/52ynGgnAElvoFzAzidpPtuP1szXosnAOElXMn0/iM5ssQqcSilmvptesxCqJmpfz0y8ZyWtBvyZcjHfJedSPhNuode/hY55mI6OCb10tkdO1JciRkQM5DrKCet2th/vdfxmScdWylTD2sCqHe4JsjewDnC97c2abQYPqpyphj81X0Moyyg6R9LWwI+BNwFPAUtTLmC7srXk75qvLlvB9o6StrV9sqTTgEtqh2rZ8ZIWoiyzOw+YD/hm3Uite7Pt99QOUVnnxwTSIycqShEjIgay8kAX7rYPaTtMRbcDi9O9zus9XrT9oiQkzWX7bkkr1w7VNtsHAUiavzz0c5Uj1fBdykycy5rp9JvRzM7oguaifU5gpeZQp/rjNDo/C8H2L5pvR9M0dZX0wXqJqrhW0ttsd2mHqulkTADbn6idIbprSO0AETFrkTRU0qeBg5teEL2f+0alWDUtAtwp6RJJ5/V81Q7VosclLUi5Az1K0rmUu0+dImk1SWMpRa07JN0iqSszEHq8YvuvwBBJQ2xfSVle1gmS3gHcBxwN/Ay4V9ImVUO1r2cWwjcpsxDupOxO0HWH1w7Qso2BWyTdI+lWSbdJurV2qDZlTABJK0m6XNLtzePVO3qeGBWksWdETEfSL4B5gBsp/TCutr1P89wY2yNr5mubpE37O2776raz1Na8FsOBi7vWzEzStcABzYV7zwXt921vOMMfHEQkXQZsR2nwuQhlSck6XXkNJN0CfNT2Pc3jlYDTba9VN1nUJukx20vWztEWSUv3d9z2I21nqSVjAki6GtgXOM72ms2x222vVjdZdEGWk0REX+vaXh1A0k+Bn0k6mzJtXFWTVdDFYsVAOv5azNtzsgpg+6pme8Eu2Rb4B/AlSkPH4ZTmjl0xrKeAAWD73mZnis5odqr5NvD25tBVwHea5q9d1ok7gpIWsD0B6NSWqgPImADz2L5Rmu7UcFKtMNEtKWJERF9z9nxjexLwKUnfAq6gNDDrBEl/tL2xpIlMf4IqyvrXBSpFizoelPRNSrNbKDv3PFQxT+ts93TgnwKcLGko8BHg1/VStepmSScw7T2wM2V3hi75JWX6/Ieaxx8DTgQ+UC1RSyTdRv/FCgGLtRynltOA91Pe92b6Gxum6RHSEZ0fE4CnJS1P8+9C0g50t39YtCzLSSJiOpJ+BfzK9sV9jn8SOMZ2p+48RgA0fQAOoqwFh9LU7yDbz9RL1Q5JCwCfA5ag9EEY1TzeFxhne9uK8VojaS7K770x5eJtNPAz253ZYlLSONtrvNaxwWigJRQ9urSUoj+SlrD9RO0cbenymNBD0nLA8cCGwDOUIs4uth+umSu6IUWMiIh/kaRHbS9VO0fMfJLWAMZ3eItdmmauz1C2XX4nsBBlxtbetsfVzNamZqr4i7YnN4+HAnPZfqFusvZIug7Y1/Yfm8cbAYfa3qBusvY074N/2J7S9EVZBbiogzvVTKcr42LGhFdr/k0MsZ1lRtGaFDEiYkDN7iTL0Gvpme1TqgWaRXStiVuXSboZWBYYA1wDXAtc36wL7wRJt9l+W/P9UOBpYKmunbBKuh54V89WipLmAy7tWCO/EcAplH4oUIpbH7fdmZ0pmgavb6cU864HbgZesL1z1WCVdWVczJgAkvaZ0fO2f9xWluiu9MSIiH5JOhVYHhgHTG4Om3IC23Wp/naE7bUlzQOsS5kyuxdwqqQ/A9fY3rNqwHZMvcNse7Kkh7pWwGjM3VPAALD9XPPe6Azb44ERzRIjbE+Q9EGgM0UMyg3AFyTtDhxl+0fNVptd14lxMWMCAPM3f64MrENZZgiwNWVZTcRMlyJGRAxkbWDVrk6ZnMGdBtGhBqcBzXKBqyTdBNwAbATsCrynarD2jJA0gWlN/F7X63GXmtw+L2mk7TEAktai7NbSOX3uOh8O/LZWlgokaQNKY9fdm2OdOJ+WdBQDNzddsOU41XR9TLB9EICkS4GRPUVtSd8GzqoYLTqkEx+6EfH/cjuwON3tND3/DJ47srUUUZWkj1Lutq0BvAT0nLRubPvPNbO1xfbQ2hlmEV8EzpL0p+bxG4EPV8wzq+ja1tt7A/sB59i+o2lueOVr/MxgcfP/87lBI2PCdJYCXu71+GXKEuSImS49MSKiX5KupAzSN1IGagBsb1MtVETLJD0H3A0cC4y2fW/lSNVIOtX2x17r2GAmaRhlCrWAu7vezBG609Cxh6TVbN9eO0ctTV+cH9ret3aWGjImTCPpAMp2y+dQZuhsD5xp+/tVg0UnpIgREf2StGl/x21f3XaWGiT9ZEbP296rrSxRT3PCPoJy521DygXs/1J26rjO9hUV47VK0hjbI3s9ngO41faqFWO1qqvNjiXdxsDLCFayPVfLkaqR9EfK7jwnAafZfrZuovZJusL25rVz1JAxYXrNsrqp28zaTn+YaEWKGBER/ZD08ebbjYBVgTOaxzsCt9j+UpVgUZWkxYAdgC8By3ZhqYWk/YD9gdcBLzBt+cDLwPG296uVrU0DNTvuQkFT0tIzet72I21lmRU0W6t+gjIe3AicZPvSuqnaI+kwYEVK/4Pne47bPrtaqEq6OCb01hR1FmP6wu6j9RJFV6SIERHTkfRH2xtLmsj0d9661sQPmLqsZsueaePNdPJLbW9WN1m0QdLqTLvjtiHlDux1lG31rrHdiXXgAJJ+0JWCRX8k3UWHmx3H9JqLt+2AnwA9jW7378KFvKQT+zls27u1HqZlGROmkfQF4EDgSUpht+c8cfWqwaITUsSIiJgBSfcAG9j+W/N4Icqe8CvXTRZtkDQGuIZygnpt1+449yZJlDXPG1MKnH+w/bu6qdoj6SxgL9uda3bcT1F7Ol0qbjcXsZ8A3geMAk6wPUbSmyjLCWY4ayVmbxkTppF0P7Ce7b/WzhLdk91JIqJfkhae0fM9F/Ud8ENgbDMjA2BT4Nv14kSbenpASNq778lqc6xLO9UcDawAnN48/oykLWx/rmKmNi0C3Cmpc82Obc8PIOlg4M/AqZS7rjsz452cBqOfAj+nzLqYusWu7T9J+ka9WO2Q9F7K7iyrUgpbdwKH2L6warCWZEyYzmPA32uHiG7KTIyI6Jekh4ElgWeYtgd8zzpH216uUrTWSVocWK95eEMHt1HrvL5NLZtjY22vWStT2yTdAazWs5xC0hDgNttvrZusHV1vdgwg6Qbb673WsRicJO0BfBr4KtO2VF2bUuz/he3ja2VrW8YEkHQCpbHp75m+sPvjaqGiMzITIyIGcjFwXs/dlebuy7tsf7lurHY1U+jfBSxn+2BJS0la1/aNtbPFzCdpJ+CjwLKSzuv11PxA16bQ3gMsBfTcfVwSuLVenHZ1qVgxA5Ml7Qz8hnIXfiemNTntBEkrAj+gzESYu+d4Rwr7XwI27jMT84rm/OCPwKAvYmRMmM6jzdeczVdEa1LEiIiBrGP7Mz0PbF8k6Ts1A1XyM2AKsDlwMDAR+C2wTs1Q0ZprKdvnLQIc1uv4RDpyAS/pfMoF63DgrmY5hSmzk66tma0NvfpBiDQ7/ihwZPNlSm+Aj1ZN1L4TKc0MDwc2o/TH0Ax/YvBQf0tJbf+11Ps7ofNjQg/bBwFImtf286/130f8J6WIEREDebpZ3/srysnqLnTvLgOUplUjJY0FsP2MpNxx6IhmzfMjwAbNVno9xau7bE+ql6xVh9YOUFNPP4gA2w8D29bOUdnrbF8uSc3nw7cl/YFS2BjsJkgaYXt874OSRlAu4ge9jAnTSNoAOAGYD1iqeR982vaedZNFF6SIERED2YlyUnZO83h0c6xrXmm20uvpA7AoZWZGdIikHSkX81dR7roeJWlf2/9TNVgLei+jkLQ0sKLtyyS9jg6dR0g6FPil7TtrZ6ml+fzbA1iGXv/fd2FrzV5ebPrB3Cfp88ATwBsqZ2rLl4Hzmi1Wb6GMi+sAH6fc6OiMLo8JvRwBvBs4D8D2eEmb1I0UXZHGnhERM9Cs//4wMBI4GdgB+Ibts6oGi1ZJGg9sYfup5vGiwGW2R9RN1p6mqd+ngIVtL9/0BjjW9jsrR2uFpE9Slg7MQVlScLrtTnXml3Qt8AfKBezUXhi2f1stVMskrQPcRWl2/R3KMqsf2b6+arCWNLMPPge8lXLxfgdwdNcaXmdMmNbUt3dDU0nju/QaRD2duYMSEf+cXuvf+9WF7QR7s/1rSbcA76ScsG1n+67KsaJ9Q3pOVht/BYbUClPJ54B1gRsAbN8nqSt3oLH9C+AXklamFDNulXQN8HPbV874pweNeWx/rXaImmzf1Hz7HOV90Cm2nwS+1fNY0kKUJr+dKmKQMQHgMUkbAm6W2e5FKfBFzHQpYkREX51e/95bM2X4VturAXfXzhNVXSzpEuD05vGHgQsr5qnhJdsv9zTwkzQHMyh4DkbN0rJVmq+ngfHAPpI+bfsjVcO14wJJW/XsWtU1kj4O7E3ZVhLKBdtPbJ9SL1X7JF0FbEO5jhgH/EXS1bb3qRqsXRkT4DOUJr9LUJZVXUIpdkfMdFlOEhEDaqZHYvsvtbPUIunXwH62H62dJeqS9EFgI8qMnNG2z3mNHxlUJP0IeBbYFfgCsCdwp+0DqgZriaQfUy7cLgdO6L3NsqR7bK884A8PEs1OLfMCLwGv0KEdWiTtStlidB9gDOV3Hwn8N3BklwoZPcsHmiVWS9o+UNKttlevna1NXR8TImpKESMiXkXSgZSLFFGmR04CjrJ9cNVgFUi6gtK47EZg6hZiXVtWE9HMTNod2JLy2XAJ8At35ERC0m7Ab2y/0M9zw7vWH6NrJF0PfKTZoaX38WUo74v1K8SqQtJtlM+Bk4EDbN/UxSJG10lajjITY33KrLzrgC/ZfrBqsOiELCeJiOlI+hKwMbCO7YeaY8sBx0j6ku3DqwZs30G1A0Q9kh5i4CUTtr18m3lqsj1F0u+A33Vpdpakkc2344BVepbT9LA9posFDEnLAx8BdmqW3A12C/QtYEDZdlbSoJ+J0sfBlCLmH5sCxnLAfZUztSJjwnROA44Gtm8ef4SyvGa9aomiMzITIyKmI2kspeP2032OLwpc2tOBOqILJL2+z6EhwIeArwBjbH+w/VTtUrlqPxD4PGUGhig7U3RidpakGTXttO3NWwtTmaQ30hQugNWBHwBn276tarAWSLrF9lr/6nMxuGRMmKZnd5I+x67v0qykqCdFjIiYjqTbB7qrNqPnBqtmDXjPB+WcwDDg+S6sAY9pmqUUHwP2pdyR/77tO+umakczO2sr4FN9Z2cBF3dwdlbnNNvr7gS8GTiz+TrX9rJVg7VI0gvA/f09BSxne96WI1XT3NTYA1iGXrO6be9WK1Pbujwm9JD0Q0qfpN9QzpM+DMxFmZ2B7b/VSxeDXZaTRERfL/8/nxuUbM/f+7Gk7SjbTEYHSBoG7EZp6PdHYFvbD9RN1bpd6TM7y/aDknYBLgU6U8RothNchukv3LrQ0PFoynr3j9q+GUBS1+6CvaV2gFnIucAfgMsos7I6I2PCdD7c/PnpPsd3oxQ1lms3TnRJZmJExHQkTaZXA8veTwFz2x7WcqRZTqZLdoekxymNbY8AXrVDje2zWw/VsszOKiSdCixPuevac+Fm23vVS9UOSYsAO1JmYyxGmYnxX7aXrBqsAkmLUbaUNPAn209WjtQ6SeNsr1E7Rw0ZEyJmDZmJERHTsT20doZZiaQP9Ho4BFibgZt6xeBzGeX/7xHNV28GunDCmtlZxdrAql3ZjaW3ZhbOMZQGz2+m9MV4StJdwDm2968asAWS1gCOBYYDTzSH3yzpWWBP22OqhWvfBZK2sn1h7SAVZExoSJqHsuXwUrY/JWlFYGXbF1SOFh2QmRgR0a+m8/zjtl+S9A5KE7dTbD9bN1m7JJ3Y6+Ek4GHg57afqpMool2ZnVVIOgvYy/b/1s4yq5C0EmV3kkG/i5OkccCnbd/Q5/j6wHG2+17QDlpNr6h5gZeAVyifBU6vqG6RdAZwC7Cr7dUkvQ64rquzdKJdKWJERL+aE7a1Keu/LwHOo1TYt6qZK6KGZgr594E32X6vpFWBDWyfUDlazGSSzqfcYZ0fWAO4kXLxBoDtbSpFa52kHSnNXCdK+gYwEvhuF2YhSLrP9ooDPHe/7RXazhT1ZEwASTfbXlvS2J6d6ySN71JBL+rJcpKIGMgU25MkbQ8cYfuoZvvVTpF0MrB3zwwUSQsBh3WpC3sAcBJwInBA8/he4AygMyesHXZo7QCzkG/aPuLvVhwAACAASURBVEvSxsC7Ka/NMcB6M/6xQeEiSb8HTgEea44tSWl8e3G1VJU0Y+GKwNw9x2yPrpeodSeRMeHlZvaFYeoM3pdm/CMR/xkpYkTEQF6RtBPwcWDr5lgnpo33sXrvJTS2n5G0Zs1AUcUits+UtB9AU+DrVFf+rrJ9NYCkQ2x/rfdzkg4Brq4SrI6e9/z7gGNsnyvp2xXztMb2XpLeC2xLaewp4HHg6K71hpD0SWBvypa744D1KbvXbF4zV8syJsCBlALekpJ+DWwE/FfVRNEZKWJExEA+AXwG+J7thyQtC/yqcqYahkhayPYzAJIWJp+dXfS8pNcz7Y7T+sDf60aKlm0BfK3Psff2c2wwe0LSccC7gEMkzUVpeNwJti8CLqqdYxawN7AOcL3tzSStAgz6vih9dH5MsD1K0hhKEUuUWatPv8aPRfxH5EQ8Ivpl+05gr16PHwJ+WC9RNYcB10r6H8rJyoeA79WNFBXsQ+kLs7yka4BFgR3qRoo2SPossCewnKRbez01P3BtnVTVfAh4D3Co7WclvRHYt3KmVkgaQpmZ+EHKMpJJwH3AsbavqhithhdtvygJSXPZvlvSyrVDtazTY4KkOShF3FWaQ3cBnWr8HnWlsWdE9EvSQ/Szlajt5SrEqapp2LU55U7D5U2BJzqmOWlbmfI+uMf2K5UjRQskDQcWAn4AfL3XUxNt/61Oqnqafhgr2j5R0qLAfE2Re1Brdqp6hLLF5g7ABOAPlJk459o+qmK8Vkk6hzJb84uUsfEZYFjXGn93dUyQ9CbgSuB/gbGU339NYHFgM9t/qhgvOiJFjIjoVzNNssfcwI7Awra/VSlSNV09aY9pJO3a33Hbp7SdJeqRNBRYjF4zWW0/Wi9RuyQdSNm1amXbKzUXM2fZ3qhytJlO0q22V+/1+Hrb6zdLasbZfkvFeNVI2hQYTtm15uXaedrS5TFB0kmU9/wRfY7vBaxl++NVgkWnZDlJRPTL9l/7HDpC0h+BThUxep+0UzqRD6P0Bhn0J+0xnXV6fT838E5gDGWngugASZ8Hvg08CUxpDhtYfaCfGYS2p9xxHQNg+0+S5q8bqTWvSFre9gOSRgIvA9h+SVLn7ghKGgG8vXn4hy4VMBpdHhPWt/1ffQ/a/omkeyrkiQ5KESMi+tWcpPUYQrmQ78rJam9dPmmPhu0v9H7cLDE4tVKcqOOLlBkIfQu8XfKybfdctEuat3agFu0LXCnpRUox+yMAzey8C2oGa5ukvYE9gLObQ7+SdHyXltR0fEz4xwyee6G1FNFpKWJExEAO6/X9JOBhSlO3runySXsM7AVgxdoholWP0bHdB/pxZrM7yYKS9gB2A35eOVMrbF8haWng9b13YLD9F+Cr9ZJVsTuwnu3nYepWw9cBnSli9KNLY8JwSR/o57iABdoOE92UIkZE9Mv2ZrUzzCI6e9Ie00g6n2mNbocAqwJn1ksUFTwIXCXp98BLPQdt/7hepHbZPlTSFpSmlisD37I9qnKs1jQF7c0kXWx7oqRvACOB79geWztfiwRM7vV4cnOsMzo+JlwNbD3Ac6PbDBLdlcaeEdGvZmrkgcAmzaGrgYNtd+5OZHPSviXlJO2SLp20R9E0r+sxCXjE9uO18kT7mv44r2L7oLazRD09DT6bhs8/AA4F9re9XuVorZG0D2W72XOaQ9sBJ9s+vF6qdnV5TJC0t+0jJW1s+4+180Q3pYgREf2S9FvgduDk5tDHgBG2+5tCOGg1y0detD1Z0sqUu48XdWUrtSgkLci0qcL3drGYF0XTE8e2n6udpW3NFPJDgDdQirqivBadmUIuaaztNSX9ALjN9mk9x2pna1PTN2tjyntgdMdmonR6TJA0zvYaksbYHvnaPxHxn5ciRkT0q2eQeq1jg52kWygd2BcCrgduBl6wvXPVYNEKSXMCxwPbAg9Rpg0vTbkD+ZkOduTvLEmrURr3LdwcehrY1fYd9VK1S9L9wNa276qdpRZJFwBPAO8C1qI0ObzR9oiqwSqT9KjtpWrnmNkyJoCk04ENgEWBB3o/RSlqdmnHpqhkSO0AETHL+kczXRYASRsx447Ug5VsvwB8ADjK9vaUta/RDd+g7ESwlO2RTRFvKUpPqW9WTRZtOx7Yx/bStpcGvkz3+uM82eUCRuNDwCXAe2w/Sylq7Vs30iyhKz0xOj8m2N4JWB+4n9Ibo+fr/QzcKyPiPyozMSKiX5LWoCwlGU45Ofkb8F+2x1cN1jJJY4E9gcOB3W3fIek222+rHC1aIOl2YN2mkNX7+HzA9bZXq5Ms2iZpfN+77f0dG8wkHQksDvyO6Zubnj3gDw1CTYF/RdsnNluszmf7odq5aurQTIyMCQ1JcwMrUBqcPmD7xcqRokOyO0lE9Mv2OGCEpAWaxxMqR6plb2A/4JymgLEccGXlTNGeKX1PVgFsP9ez7W50xoOSvklZUgKwC2U6eZcsQNlKcstexwx0pojRNHhdm9If6UTKXflfARvVzNWGpqFnv08B87WZpaLOjwmS5gC+D3wCeJQys//Nkk4EDkjPsGhDihgRMR1Ju9j+Vd+TFanMFO3SdoIAtkfTa8sw2w8Ce9VLFC2zpIXof6r0lLbDRFW7AQdRLthF+Vz4RNVELbPdqd93ANsDawJjAGz/qWn22gUz+j2PbC1FXRkT4L8p74XlbE8EaG54Hdp87V0xW3REihgR0de8zZ9dOSmbIUkrAV8BlqHXZ6btzWtlilYNB26hO+u9YwC2n6GjBUxJX7X9I0lHUWZeTMd2l16Xl2275657s4NVJ2Q7YSBjApTeFyu5V08C2xMkfRa4mxQxogUpYkTEdGwfJ2koMKFLe77PwFnAscAvgMmVs0TLbC9TO0PUJem8GT1ve5u2slTU08zz5n6e68QU+l7OlHQcsKCkPSgzdDrV4LUp7h8DLGZ7NUmrA9vY/m7laDNdxgSg7EDSXzFzcleW1ER9aewZEf2SdKXtzWrnqE3SLbbXqp0j6pJ0ue13vtaxGHwk/QV4DDgduIE+d2BtX10j16xC0qG2v1I7R5skbUHpCyLgEtujKkdqlaSrKTuyHGd7zebY7R1ratnZMUHS74CzbZ/S5/guwIc6UtiNyjITIyIGcq2knwJnAM/3HLQ9pl6kKs6XtCdlD/je3fj/Vi9StKXpvj4vsEifddALAG+qFizatDiwBbAT8FHg98Dptu+ommrW8SHKkrvOsD1K0g0059GSFu7YmDCP7Rt7emU1JtUK06aMCQB8Djhb0m6UpTUG1gFeR+kZEzHTpYgREQPZsPnz4F7HDHStF8THmz/37XXMwHIVskT7Pg18kXJy2nsd9ATg6Fqhoj22JwMXAxdLmotSzLhK0sG2j6qbbpbQqd4Akj5NGRf/QWnkKLo3JjwtaXmapUSSdgD+t26k1nR+TLD9BLCepM2Bt1Jeg4tsX143WXRJlpNERES8BklfyAVrdzXFi/dRChjLAOcBv2xO5gc9SQsP9BQw3vab28xTk6T7gA1sP107Sy3NVuPHU252PEPZanhn249UDdairo8JkoYAt3ZpCVHMWjITIyL6JWkxyj7gb7L9XkmrUk7cTqgcrRWSPtDnkIGngXE9W4pFp/xZ0vy2J0r6BjAS+G4Hl1d1jqSTgdWAi4CDbN9eOVINPVPG+5t18UrLWWp7AHihdojKbPtdzc4sQ5rPxWVrh2pZp8cE21MkjZe0lO1Ha+eJ7slMjIjol6SLgBOBA2yPkDQHMNb22ypHa4WkE/s5vDCwOrC77StajhQVSbrV9uqSNgZ+ABwK7G97vcrRYiaTNIVpfYF6nzSJcjG3QPupohZJa1LGxhuYvk9SZ7aZlTTG9sg+xzrVBDtjAki6gtIL40am752Wxp4x02UmRkQMZBHbZ0raD8D2JEmd2WLU9if6Oy5paeBMoDMnKgFM2173fcAxts+V9O2KeaIltofUzjCr6PKODL0cB1wB3EbpidEZklah9EAY3me24gLA3HVSVZMxAQ6qHSC6K0WMiBjI85Jez7TGXesDf68bqT7bj0gaVjtHtO4JSccB7wIOaXok5OI2OiE7Mkxnku19aoeoZGXg/cCCwNa9jk8E9qiSqJ7Ojwm2r25u7Kxo+zJJ8wBDa+eKbshykojol6SRwFGUteC3A4sCO9i+tWqwyiStDJxke4PaWaI9zcnZe4DbbN8n6Y3A22xfWjlaxEwnaW+m7cjwp15PTQB+bvunVYJVIOl7wCPA+XR0221JG9i+rnaOmjImgKQ9gE8BC9teXtKKwLEdm5kVlaSIERHTkbQO8JjtPzd9MD4NfBC4E/hWV07UJJ3P9OvfofTEeCOwS9dP4LpK0hvoNW06Dc2iS7q+IwOApIf6OWzbndlitZmZsztlaUnvz8PdqoWqpMtjgqRxwLrADbbXbI7d1pXeaVFXlpNERF890yOhbJ92APAFYA3Klmo7VMrVtqOBf/R6bOCvwH22X64TKWqRtA1wGOVO9FPAUsDdlJP4iEFN0uZNM+Mn+tm5CdtnV4hVhe2u7cLRn1Mpn3/vBg4GdgbuqpqoZRkTAHjJ9stSWV3W3PjK3fFoRYoYEdHX0F6zLT4MHG/7t8Bvm6p7V3zf9khJp9r+WO0wUd13gPWBy2yvKWkzYKfKmSLasimlmeXW/TxnYNAXMXoKOf0VcaBbhRxgBds7StrW9smSTgMuqR2qZRkT4GpJ+wOvk7QFsCdlmVXETJciRkT0NVTSHLYnAe+krHfs0aXPjDklfRzYsOt3HgOAV2z/VdIQSUNsXynpkNqhItpg+8Dmz353beqITeh4IaeXV5o/n5W0GvBnYJl6carImABfpywruo2y9PhC4BdVE0VndOmCJCL+OadTqutPU5ZT/AFA0gp0a3eSz1CmyPbtwg7dO2GNcrI+HzAa+LWkp4BJlTNFtELSDHfjsP3jtrJUdCt0vpDT4/hml5pvAOcB8wHfrBupdZ0fE2xPkXQycAPlvOgep9litCSNPSPiVZrtVN8IXGr7+ebYSsB8tsdUDdcySbvbPqF2jqhL0ryUot4QSnFrOPBr23+tGiyiBZIObL5dGViHcuEKpcA72vYnqwRrkaQxtkfWzjErkLSs7Yde69hgljEBJL0POBZ4gLLt8rLAp21fVDVYdEKKGBERA2i6jn8eWJVyl+FO4GjbT1UNFq2StB2wAmUrva6t+46YStKlwAdtT2wezw+cZfs9dZPNfCliTNPfayHpFttr1crUpowJhaS7gffbvr95vDzwe9ur1E0WXZDlJBER/ZC0EXAacBJwCuUuw0jgRkk7276mYrxoiaSfUbrNXwt8R9K6tr9TOVZELUsBvXdnepnu9EJYRdKt/RwXZYvV1dsO1DZJq1A+D4f36RW1AL22GR3MMiZM56meAkbjQcpOLREzXYoYERH9OwzYzvbYXsfOlXQOZRva9erEipZtAoywPVnSPJQeMV09YY04lVLIPYcyO217SpG3Cx6i/6aeXbIy8H5e3StqIrBHlUTt6/yY0KuAdYekC4EzKZ8HOwI3VQsWnZIiRkRE/xboU8AAwPa4Zgp1dMPLticD2H5BkmoHiqjF9vckXQS8vTn0if4+Jwepl2w/UjtETbbPpRTzN7B9Xe08lWRMmL6A9SRlC2aAvwALtR8nuihFjIiI/knSQraf6XNwYUojr+iG3lPIBSzfPO7MFPKIPuYBJtg+UdKiHWrouCKUpYZZTsj2ku6gNLa8GBgBfNH2r+rGakXnx4Ts0BOzghQxIiL6dzhwqaSvAD07sqwFHNI8F93wltoBImYVzS4la1OWFZwIDAN+BWxUM1dLHmj+PIrSH6nLtrT9VUnbA49TlhFcSXkvDHYZExqSlgW+QOmLM/Wa0vY2tTJFd6SIERHRD9vHS/oTZa3rW5vDdwDftX1+vWTRpp7p4z3b6dme0mw3vAqQbeSia7YH1qQp7Nr+U4eW190l6WFg0T4NPjtzB76XYc2fWwGn2/5bV1ZVZEyYzu+AE4DzgSmVs0THpIgRETEA2xcAF9TOEbOE0cDbJS0EXA7cDHwY2Llqqoh2vWzbkgxTL+Q6wfZOkhYHLgG6fqf5/GZ7zX8Ae0paFHixcqa2ZUyAF23/pHaI6CbZrp0hImKW1Zyc7cGrp0vuVitTtE/SGNsjJX0BeJ3tH0kaa3vN2tki2tIsr1sR2AL4AbAbcJrto6oGa5GkuYEVKLsxPGC7axfvADQX7xOaXTrmBea3/efaudqSMQEkfZTyeXAp8FLPcdtjBvyhiP+QzMSIiJixcylbqF0GTK6cJeqRpA0od9l2b45lDI1OsX2opC2ACZS+GN+yPapyrFZImgP4PvAJ4FFKg+c3SzoROMD2KzXztUHSV23/qHn4LttnAdh+XtIBwP710rUuYwK8DfgYsDnTlpO4eRwxU2UmRkTEDEgaZ3uN2jmiLkmbAF8BrrF9iKTlKN3496ocLaIVkoYCl9h+V+0sNUg6HJgf+JLtic2xBYBDKb0R9q6Zrw09sw/6ft/f48EuYwI0S4pWt/1y7SzRPV2rGEZE/KsukLSV7QtrB4mq/ta747rtB4HOnKxGNMsGXpA03Pbfa+ep4P3ASu5198/2BEmfBe4GBn0Rg9LEtL/v+3s82GVMgPHAgsBTtYNE96SIERExY3sD+0t6GeiZLmzbC1TMFO07VtKcwEmUHgDPVs4TUcOLwG2SRgHP9xzsyN1nu5/py01xpyvTmj3A9/09HuwyJsBiwN2SbmL6nhhdb3wbLUgRIyJiBmx3ZfvAmAHbGzfb6H0CuFnSjcBJti+tHC2iTb9vvrroTkm72j6l90FJu1BmYnTBCEkTKLMuXtd8T/N47nqx2pcxAYADaweI7kpPjIiI1yBpG2CT5uFVzdar0UFNX4DtgJ9QmhsK2N/22VWDRcxEzS5Ni9q+s8/x1YAnbf+lTrL2SFoCOJuyregtlJkH6wCvA7a3/UTFeFFJxoSIOlLEiIiYAUk/pJyo/ro5tBNwi+2v10sVbZO0OuWO2/uAUcAJtsdIehNwne2lqwaMmIkk/QY4xvbVfY6/G/i47Y/WSdY+SZsDb6VcrN5h+/LKkVojaeEZPW/7b21lqS1jAkiayLRlRHMCw4Dns9w22pAiRkTEDEi6FVjD9pTm8VBgrO3V6yaLNkkaDfwc+B/b/+jz3Mdsn1onWcTMJ+kO228d4Lnbba/WdqYaJA0Bbu3K79uXpIcoF639NfG07eVajlRNxoRXk7QdsK7tLm21G5WkJ0ZExGtbEOi5wzS8ZpCow/YmM3iucyer0TnD/p/PDSq2p0gaL2kp24/WztM228vWzjCryJjwarZ/JymzVKMVKWJERMzYD4Cxkq6k3H3aBNivbqRom6QVKe+FVenVwK5Ldx6j0+7rb6tpSe8FHqyUqZY3Anc0jRx779DSqR0ZJC0ErMj0n4ej6yVqV8YEkPSBXg+HAGvTvV1qopIUMSIiZsD26ZKuovTFEPA123+umyoqOJHSif1wYDPKWuj+plRHDEZfAi6Q9CFKU0soFywbAO+vlqqOg2oHqE3SJynbj78ZGAesD1wHbF4zV8syJsDWvb6fBDwMbFsnSnRNemJERPRD0iq275Y0sr/nbY9pO1PUI+kW22tJus3225pjf7D99trZItogaS7go0BPP4g7gNNsv1gvVR2SlgZWtH2ZpHmAobYn1s7VFkm3UQr719teQ9IqwEG2P1w5WmsyJkTUlZkYERH92wf4FHBYP8+Zbt1xCnixaep3n6TPA08Ab6icKaI1tl+i3H3uNEl7UMaGhYHlgSWAY4F31szVshdtvygJSXM1Bf+Va4dqWWfHBEnfmsHTtv2d1sJEZ2UmRkTEDEiau++dxv6OxeAmaR3gLkqT1+9QGrz+yPb1VYNFtKhZA38I5WJNzZe7tKWipHHAusANttdsjk29G98Fks6hLJ/4IqWg/wwwzPZWVYO1qMtjgqQv93N4XmB34PW252s5UnRQihgRETMgaYztka91LCJisJN0P7C17btqZ6lF0g2215M01vaakuYAxnR1221Jm1Iu4C+2/XLtPNEuSfNT+qPsDpwJHGb7qbqpoguG1A4QETErkrS4pLWA10laU9LI5usdwDyV40WLJH1c0hhJzzdfN0vatXauiAqe7HIBo3G1pP0pY8MWwFnA+ZUztU7SxpI+YftqSlPPJWpnakvGBJC08P+1d+9Bu9Z1vcffn4WiiKwQz4dR0MAjGESoaXlK995jeMBTE1qhKdM2N6mTqTnS1nLnRnLUmvEYW9Od4WFbpm7UVKwmESUOosutJJpZEkqJoCDy2X9c9yMPq2c9C5u8fg/rer9m1qz7uu5h5jPw8Hzv+3v9ft9fkt8GzmUaT3BE29+wgaG5OBNDkjb2n4BfYpq+/nvr7l8KvGBEIM1v9cH015hmpJzFtHz+COCkJLR988h80sw+meRPgHcDV6zdbPuucZFm9zymp87nAccD7wPeMDTRzJKcyHQ6zV2Z5qTcEHgLcP+RueZgTYAkJwHHAK8DDm37rcGRtEBuJ5GkTSR5bNt3js6hMZJ8HPi5thfudP9A4G1t7zsgljREko0Ge7btU2YPM1CSvYG7MQ15/tzStlGs5oIczrSNZm0uyLlL2FJjTYAkVzM1Ma9i+n/g+2+xsBk5GseVGJK0ibbvTPII4J7Ajdfdf/G4VJrR9p0/rAK0vTCJH9S0KG2PG51htFU9eA1wAdOXtoOSHN/2/WOTzerKtk1SgCT7jg40o8XXhLaOI9Bw/hBK0iaSvAZ4IvBMpg+sjwfuNDSU5vTtf+d70h4nySFJ/iLJp1fXhyV54ehcMzsZeHDbB7V9IPBg4BWDM83t1CSvBfZfHTn7IZazpcaaIG0BbieRpE2sLZFd9/dNgXe1ffjobPrhS3I58IWN3gLu3HZJTyC1cElOB34deO26bQSfbnuvscnmk+RjbX963XWA09ffW4LVUNOHM/0uPK3tBwdHmoU1Qdoa3E4iSZtbe7JyeZLbAV8HDhqYR/O6++gA0hZyk7afmL63f99Vo8LMKckxq5fnJ3kf03GSZVqdd+awYIOsmhYfBEiyV5Jj2751cKw5WBOkLcAmhiRt7s+T7A+cxDSJvCxn2ezitf3S2uskNwOuanvpwEjSSBcnuQurYX5JHgf849hIszl63euvAQ9cvf5n4Gbzx5nfaubDM5iOU/0zpibGM5hW55wN7PFNDGuCtDW4nUSSrqMkNwJu3PZfR2fRPFarb34XeBRwU+AfVm/9IfA7bb87Kps0tyR3ZjpW8SeBS4AvAseu/2KnPVeSP2X67/43wEOZmjd7Aye0PXtktrlYE6StwSaGJG0iyQXASW1fs+7en7f92YGxNJMkHwZe3Pajq+XkPwW8EHg+cKu2Tx8aUBpgdRrFtiU+gU5yENOg5wNZt6K57SNHZZpLkvPaHrp6vRdwMXDHJf0cWBOkrcEmhiRtIskO4BzgcuD4tlcm+du1oXbasyU5p+29111/qu2Pr17vaHu3cemkeSW5OXAi8ACmLSV/xfSF7utDg80oyTnAG4HzgKvX7rc9fViomSQ5q+0Ru7peAmuCtDU4E0OSNnd52ycmeS7wl0mewGo/uBbhn5M8Cfgw8FjgQvj+iQQeU66leRvwMab/FwCOBf4E+Jlhieb3nbavGh1ikHsn+SbTSRwA+6y7btvt46LNxpogbQGuxJCkTaxfdZHkocAfAAe0vdXYZJpDkjsCLwfuwTS47tfb/uPqifSD2r5zaEBpRuufOq+798m2R47KNLckPw8cDHwAuGLtftuzhoXSbKwJ0tZgE0OSNpHk6LbvWXd9J+AX2754YCxJml2SlwOfZDpeFOBxwD3bnjgu1byS/A/gycAFXLOdpG0fMi7VfJJsA85te6/RWSQtl00MSdpAkru13ZFkw/2+PnVbhiS3aHvxuusnAUcBnwZeX4uoFiTJpcC+XPPlfRtw2er1IrYTrOYkHdb2ytFZRknyVuD5bb88OsvcVif0vJDpVJKXAa8A7gd8lmlVxoXj0knL4UwMSdrYc4CnASdv8F6BRTx1Ex8AjgBI8kKmSfT/G/hZ4O7As8ZFk+bVdr/RGbaAc4D9gYtGBxnotsD5ST7BNU2sRZzQAvwv4I+BHwE+DpwCvBh4ONMxq342kGbgSgxJknZhp5koZwE/1fayJDcEzlo7blDa0yXZm2mQ5z2ZGrmfAd66tBUJST4KHAacybVnYizhCzwASR640f2FnNCyviZ8ue0dN3pP0g+XKzEkaQOr8993qe275sqiofZJcjjTsvm92l4G0Pa7Sb43Npo0jyT3AP4M+GvgU0ynUTwI+M0kj2p7/sB4c1vM/I9daXv6aj7UwW0/lOQmwF6jc83k6iSHMK3EuEmSI9t+MsmPspx/B9JwNjEkaWNHb/JeAZsYy/CPwO+tXn8jyW3XTaK/amAuaU6vBn6l7QfX30zyM8DvAw8ekmqAJaw22J0kTwOeDhwA3AW4PfAa4KEjc83kucB7mObCPBp4fpJ7A9uZtqBKmoHbSSRJ+gEl2Qu4UdvLR2eRftiS7Gh7t12899m2d5870yir4aZrH573Bm4IXLaEoaZrkpzNNOD4jHVbK85b6va6JLcALmnr6jxpJq7EkKQNJHlS27ckefZG77f9vY3ua8+X5Lfa/hZgA0NLsS3Jjdpesf5mkhuzsM+SOw83TfJopi/0S3JF2yuTAJDkBlzT2Fmil7Z9+ugQ0pJsGx1AkraofVd/77fBn5uOCqUtYTED/KSVNwPvTHLg2o3V61OBPxqSaIto+26WdyLF6UlewDQz6GHA25m2WCzVkaMDSEuzqO65JF1XbV+7evmhtn+9/r0k9x8QSVtHRgeQ5tT2t5P8KvCx1RBHmI7WfHnbVw+MNrudhj5vY/oCu7RVCM8DngqcBxwPvA94w9BEYy35uF1pCGdiSNImkpzV9ojd3dNyJNnW9urROaS5nPQcmQAAEVFJREFUJDmh7SuTPAA4B6DtpYNjDZHklHWXVwEXAq9vu6gvsqsjd+/G1MD53NKO2pU0lk0MSdpAkvsBPwn8GvCKdW9tBx7T9t5DgmlWq73eTwUeA9yO6QP7V4E/Bd7Y9rsD40mzSHJ22x+zgSuAJI9gOo3kAqaVaQcBx7d9/9BgM0jyI8DzmU4mueXq9kVMNeF32/7LqGzSkridRJI2tjfT7IsbMM3BWPNN4HFDEmmEPwL+Bfgt4Cure3cAfhF4C/DEMbGkWX02yYXALZOcu+5+gLY9bEys+SR50SZvt+1LZgsz3snAg9t+ASDJXYD3Ant8E4NpDsyHgQe1/SeAJLdhqglvBx42MJu0GK7EkKRNJLlT2y+NzqExknyu7V138d7/a3vI3JmkEVZf1E5jg8G2S/gdmeQ5G9zel2ml1s3bLmbgc5KPtf3pddcBTl9/b0+1m5qwy/ck/cdyJYYkbSDJe1gNa1sdI1fgYuAjbd8yMJrmdUmSxwPvXJuDkWQb8HjgkqHJpBm1/ack9wF+lOn34QVtvzM41mzanrz2Osl+wAnAccDbmFYm7PHWDTU9P8n7mFYllOn34ZnDgs3rS0meC7yp7dcAktwa+CXg70cGk5bElRiStIEkD9zg9gHAk4DPt33ezJE0wOoYyZcxHaF4CdPy+f2ZlhM/r+0Xh4WTZrKaDfNSpi/tX2Y6leMOwCnAby5lNkySA4BnA8cCbwJe2XYxzcydhprurG2fMluYQZLcjOl0lkcBt2KqCf8E/BnwsrbfGBhPWgybGJL0A0iyF/Cptj82OovmleTmTHXz4tFZpDkleQXTbKBnrZ1KkmQ78HLg221PGJlvDklOAo4BXgf8QdtvDY4kSYtlE0OSfkBrk/pH59A8khzF9JTxzCT3AP4z8NklTOKXAJJ8HjikO31oXDV1d7Q9eEyy+SS5GriC6VjV9f8e1oabbh8SbIAkBwHPBA5k3db0tv9mXsqeZrWl6rNtv5lkH6ZVGUcAnwFe2vZfhwaUFsKZGJK0gdWy4Z3dDPgF4PyZ42iQJCcC/wW4QZIPAvcBPgo8P8kRbX9nZD5pJt25gbG6+b0ki3ga1nbb6AxbyLuBNwLvAa4enGVufwisHbH+SuBypi2HD2XaXnXMLv45Sf+BbGJI0sY+xfS0LavrAl8HPgL8yqhQmt3jgB8DbsS07/kOqydwJwFnADYxtASfSfILbd+8/maSJwE7BmXSON9p+6rRIQbZ1vaq1esj2x6xev1XSc4eFUpaGpsYkrSBtgeNzqAt4aq23wMuT3JB228CtP32anm5tATPAN6V5Clc0+D9CWAf4DEjg2mIV65WqX2AaYsNAG3PGhdpNp9OclzbU4BzkhzZ9pNJDgEWMeBW2gpsYkjSJtYdKbfevwLntb1o7jya3ZVJbtL2cuDH124m+RGWt4xaC9X2H4D7JHkIcE+mFWrvb/sXY5NpkEOBJzOd2rT2e7Cr6z3dLzM1cV7IdOz63yT5e6bjVX95aDJpQRzsKUmbSPJe4H5M20gAHgR8HDgEeHHbPxoUTTNIcqO2V2xw/xbAbdueNyCWNLsk24Bz295rdBaNlWQHcFjbK0dnGSXJfsCdmR4If6Xt1wZHkhbFIUWStLmrgbu3fWzbxwL3YFo+ex/gN4Ym0w/d+gZGkgckOW7tEvCIRS1G26uZls/fcXQWDXcOsP/oECOtjhrej6mZ87Ukt1id2iJpBm4nkaTNHbjTE5aLmI4a/EYS978uxGr/95HAXZkm0N8QeAtw/5G5pJndFjg/ySeAy9ZuLuFoTV3LrYEdSc7k2jMxFvNzsEFN2BtrgjQbmxiStLm/TPLnwNtX148FPpZkX+BfxsXSzB4DHA6cBdD2q6vlxNKS/PfRAbQlnDg6wBZgTZAGsokhSZt7BlPj4v5MWwjeDLyz00ChB48Mplld2bZJCrBqYkmL0vb0JHcCDm77oSQ3AfYanUvzanv66AxbgDVBGsgmhiRtYtWseMfqj5br1CSvBfZP8jTgKcDrB2eSZrX62X86cABwF+D2wGuAh47MpXkluZTpNBKYtlHcELis7fZxqWZnTZAG8nQSSdrE6ojVlwG3YlqJEabexpI+rAlI8jDg4Uw/A6e1/eDgSNKskpwNHAWc0fbw1b3z2h46NplGSvJo4Ki2LxidZU7WBGkcmxiStIkkXwCObvvZ0Vk0XpLtrFvF2PYbA+NIs0pyRtv7JPnbtocnuQFwVtvDRmfTWEk+3va+o3PMzZogjeF2Ekna3NdsYCjJ8cCLgW8zHbsbpuXUdx6ZS5rZ6UleAOyzegr9X4H3DM6kma1WKK7ZxnRKx6KeiloTpLFciSFJm0jySuA2wLu59lFy7xoWSrNL8nngfm0vHp1FGiXJNuCprFtCD7yhfphclCSnrLu8CrgQeH3bi8Ykmp81QRrLlRiStLntwOVMH9rXFLCJsSwXMP0cSIvV9uokbwLOYPo9+DkbGMvT9rjRGbYAa4I0kCsxJEnajSSHA6cwfXlbvyLnvw0LJc0sySOYTiO5gGklxkHA8W3fPzSYZpHkRZu83bYvmS3MYNYEaSxXYkjSBpI8t+3/TPJqNtjr6weVxXkt8GHgPKb9z9ISnQw8uO0XAJLcBXgvYBNjGS7b4N6+TFuMbg4spomBNUEayiaGJG1sbZjnJ4em0FZxVdtnjw4hDXbRWgNj5e+AxcxBWLq2J6+9TrIfcAJwHPA2pgbXklgTpIFsYkjSBtquTdw/t+3fDg2jreAjSZ7OdBLD+qXDHqenPd660yjOT/I+4FSmFWqPB84cFkyzS3IA8GzgWOBNwBFtLxmbaghrgjSQMzEkaRNJPgLcFng78La25w+OpAGSfHGD223rcXra4+10GsXO2vYps4XRMElOAo4BXgf8QdtvDY40jDVBGssmhiTtRpLbAE8Ansh0WsmftP3tsakkSZpPkquZVh1cxbVnRYXpC/z2IcEkLY5NDEm6jpIcCjwXeGLbvUfn0Q9fkoe0/fC65fTX0tajdrUYSQ4CngkcyLotyW0fOSqTNCdrgrQ1OBNDkjaR5O5MKzAeB3ydaYDZc4aG0px+mmkC/dEbvFfAD6xakncDb2SaA+CJDFoia4K0BdjEkKTNnQL8MfDwtl8dHUazOxeg7XGjg0hbwHfavmp0CGkga4K0BbidRJKkXUhyVtsjRueQtoIkPw8cDHyAa5/IcNawUNKMrAnS1uBKDEnaQJLzuPbgsu+/xTTA7LCZI0nSaIcCTwYewjXbSbq6liRpFq7EkKQNJLnTZu+3/dJcWTROksuBL2z0FjaztDBJdgCHtb1ydBZpBGuCtDW4EkOSNrC+SZHk1sBPrC4/0faiMak0wBfZeICbtETnAPsD/g7UUlkTpC3AJoYkbSLJE4CTgI8yPWl5dZJfb/uOocE0lytcdSN9362BHUnO5NozMTxiVUthTZC2ALeTSNImkpwDPGxt9UWSWwIfanvvsck0hySXtt0vyf3b/vXoPNJISR640f22p8+dRRrBmiBtDa7EkKTNbdtp+8jXgW2jwmh2F6z+fjXgRHotms0KyZogbQU2MSRpc/83yWnAH6+unwi8b2AezeuzSS4Ebpnk3HX3HeKmxUlyKdec2rQ3cEPgsrbbx6WSZmVNkLYAt5NI0m4kOQZ4ANOHlI+1/T+DI2lGSW4DnAb8m33/7o3WkiV5NHBU2xeMziLNxZogjWcTQ5I2keRZwNvbfmV0Fo2T5MbAjzI9hb6g7XcGR5K2hCQfb3vf0TmkOVkTpLHcTiJJm9sOnJbkG8DbgHe0/drgTJpJkhsALwWOA77MNA/lDklOAX6z7XdH5pPmtFqVtmYbcCTXbC+R9njWBGlrcCWGJF0HSQ5jmofxWOArbX9mcCTNIMkrgP2AZ7W9dHVvO/By4NttTxiZT5rT6ovamquAC4HX7zT8WNpjWROkrcEmhiRdB6s9sI8Hfg7Yz+Fdy5Dk88Ah3alYJtkL2NH24DHJJElzsyZIW4PbSSRpE0l+hWkFxi2BdwBPa/uZsak0o+78YXV183tJfAqgRUjyok3ebtuXzBZGGsuaIG0B20YHkKQt7k7Ar7W9Z9sTbWAszmeS/MLON5M8CdgxII80wmUb/AF4KvAbo0JJA1gTpC3A7SSStBtJHgAc3PaUJLcEbtr2i6Nz6Ycvye2BdwHfBj7FNMTwJ4B9gMe0/YeB8aTZJdkPOIGpgXEqcLIzMbQU1gRpa7CJIUmbSHIi0wT+u7Y9JMntmI5cvf/gaJpRkocA9wQCnN/2LwZHkmaV5ADg2cCxwJuAV7a9ZGwqaQxrgjSWMzEkaXOPAQ4HzgJo+9XVk0gtRJJtwKva3mt0FmmEJCcBxwCvAw5t+63BkaRhrAnSeM7EkKTNXbka4lWAJPsOzqOZtb0aOCfJHUdnkQZ5DnA74IXAV5N8c/Xn0iTfHJxNmpU1QRrPlRiStLlTk7wW2D/J04CnAG8YnEnzuy1wfpJPcM1QQ9o+clwkaR5tfeglXZs1QRrImRiStBtJHgY8nGnv62ltPzg4kmaW5IEb3W97+txZJEljWROksWxiSNIPIMlewM+1fevoLJpXkjsxnVLzoSQ3AfZqe+noXJKk+VkTpHFcHihJG0iyPcnzk/x+kodn8qvA3wFPGJ1P81ptJXoH8NrVrdsD7x6XSJI0ijVBGsuVGJK0gSR/ClwC/A3wUOBmwN7ACW3PHplN80tyNnAUcEbbw1f3zmt76NhkkqS5WROksRzsKUkbu/Pah5EkbwAuBu7oUtHFuqLtlUkASHIDVifWSJIWx5ogDeR2Ekna2HfXXrT9HvBFGxiLdnqSFwD7rAa9vh14z+BMkqQxrAnSQG4nkaQNJPke1xybFmAf4PLV67bdPiqb5pdkG/BU1p1SA7yhFlFJWhxrgjSWTQxJkq6DJHsDd2NaMvy5tlcOjiRJGsSaII1jE0OSpN1I8gjgNcAFTE/dDgKOb/v+ocEkSbOzJkhj2cSQJGk3kuwAfrbtF1bXdwHe2/ZuY5NJkuZmTZDGcrCnJEm7d9Hah9WVvwMuGhVGkjSUNUEayCNWJUnahSTHrF6en+R9wKlM+58fD5w5LJgkaXbWBGlrsIkhSdKuHb3u9deAB65e/zNws/njSJIGsiZIW4AzMSRJkiRJ0vWCKzEkSdqNJAcBzwQOZF3tbPvIUZkkSWNYE6SxbGJIkrR77wbeCLwHuHpwFknSWNYEaSC3k0iStBtJzmh7n9E5JEnjWROksWxiSJK0G0l+HjgY+ABwxdr9tmcNCyVJGsKaII3ldhJJknbvUODJwEO4ZulwV9eSpGWxJkgDuRJDkqTdSLIDOKztlaOzSJLGsiZIY20bHUCSpOuBc4D9R4eQJG0J1gRpILeTSJK0e7cGdiQ5k2vvf/Y4PUlaHmuCNJBNDEmSdu/E0QEkSVuGNUEayJkYkiRJkiTpesGVGJIk7UaSS5kmzwPsDdwQuKzt9nGpJEkjWBOksWxiSJK0G233W3+d5NHAUYPiSJIGsiZIY7mdRJKkf4ckH29739E5JEnjWROk+bgSQ5Kk3UhyzLrLbcCRXLOUWJK0INYEaSybGJIk7d7R615fBVwIPGpMFEnSYNYEaSC3k0iSJEmSpOsFV2JIkrQLSV60ydtt+5LZwkiShrImSFuDKzEkSdqFJM/Z4Pa+wFOBm7e96cyRJEmDWBOkrcEmhiRJ10GS/YATmD6sngqc3PaisakkSSNYE6Rx3E4iSdImkhwAPBs4FngTcETbS8amkiSNYE2QxrOJIUnSLiQ5CTgGeB1waNtvDY4kSRrEmiBtDW4nkSRpF5JcDVzBdITe+oIZpiFu24cEkyTNzpogbQ02MSRJkiRJ0vXCttEBJEmSJEmSrgubGJIkSZIk6XrBJoYkSZIkSbpesIkhSZIkSZKuF2xiSJIkSZKk64X/D1ZM6xfMKAUnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (16,16))\n",
    "sns.heatmap(df.corr(), annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c13675e10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (30,20))\n",
    "df.groupby('age')['SeriousDlqin2yrs'].value_counts().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c12a067b8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (30,20))\n",
    "sns.scatterplot(data=df, x='age', y='NumberOfOpenCreditLinesAndLoans', hue='SeriousDlqin2yrs')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Age & Monthly Income Mean Bar Plot')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "type2AscMean = df.groupby('age')['MonthlyIncome'].mean().sort_values(ascending=False).index\n",
    "fig, ax = plt.subplots(figsize=(20,10))\n",
    "sns.barplot(data=df, x='age', y='MonthlyIncome', order=type2AscMean, estimator=np.mean).set_title('Age & Monthly Income Mean Bar Plot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c155a4828>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('NumberOfDependents')['DebtRatio'].mean().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c146a9080>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('NumberOfDependents')['RevolvingUtilizationOfUnsecuredLines'].mean().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c146ebd68>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (30,20))\n",
    "df.groupby('NumberOfOpenCreditLinesAndLoans')['DebtRatio'].mean().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23c14744828>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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Ytjyltpb3V7q/dKixcvv8JfWXSu/DkHn/pX19I9M+DBn3XzqsO03bh2nf539PYpuz7r+0z8duXtvIexr3mTLavkBzti9fHuTxd8BziZn3AocCo+O6tAQYX6DdcwgH0faLf3f2j9MnkngyQKfHcOpnKfBFd3+0/QUzeyIxs8/Mhrn7OgB3/46ZPQncA6Rc8td6q8hpba9tklKgu59vZtcBF8R2ngV4Slb0LjP7MmHjvYWZmcc1jLRbXX4fuM3MzgVmmNn3CIOigwiDhULc/RfAL8zsVMIZIh8nDLy68X9mdgjQD7iZHeXuN8XLY9cmlvaSme3v7vea2ZGEM21w93VmZgl5nwD+Gfi+mT0fp40m/EH+RELe48BB7r6i/YUC/WXEwBN3fx040czOIgwaUvrL/WY2yt1fdPfPttQ3HliTWCPuPs/MDgZOAe4G3pGaBfSb2TGE/tLn7q/F3+FmltIPbzSzKwhnPE03sy+xvr9ssKzeIo81rSHcJuOqeFnwXxPODLqjy7yvAj8mnA10FPD1eJuHfuALiTW+Zmbj3f0xM5sIvBpr/n3ifBzoLxeZ2SrC8ulH/aVrJfSXownbEvUXODGxxtz95ddm9lXgSnd/BiDebmIK4WyqFLnHZLnHY7DxMVnX450ajMegxDFZpvEY5B+T5R6Pqb9Us79A9fdh3ljfGtRfIH+fUX9pRn+B/H2mDv2l6vv8ufdfoIR9mMz7L6B9/hz7/Ln3X6D62xcY2s+Ui25fngS+STO2L2+owfblo+TZvpwD/AvweofXUvctR7n7jPj8fDObR1hGx5O2Hm3q7osAzGylu98L4O7zzWyzxBo3lOvI2VA9gGOB9w7y2lGJmecBB3eYfijwaELe2YQVon36jsCNGebBkYSzgp4ukHFW22PrOH0bEi7Xju+dDPwX8ACwiHC2yYlxZU7Juy7zurMn4XLo/wZ2Bv4NeJ5wdPqDBTLnxJx7B9ZNYGtgamLmvoQzbMYSLgX/CnB4YtbJwJ6DvJZ6SfnVwKEdpn8eeC0xcx/WX7K8K+EMhCOItzrIkHkAYaOeOh8vb3uMi9O3AX6amDkFmE04o2EN8BBh49SfmHdP6rx6k3VxYB7uVmRdjBkfIgzuHyGccbhvnL41cF7BWscCWwFXF8ioRX/pkDUt/pvcX9ry3g08W+D9V5TQX06oen/p8Dt+QsuZuwnvH+gvj8b+8oE4Pam/AGMIH64sA1YRBtRL47QtE2vMOiYj83gsvre0MRkVHY/F908m05iMzOOxmDmBDcdkqwhjskkJee3jsZ3i9KTxmPrLBtMr0V9iTqX3YUrqL532YYr0lz1y9pf43qx9Rv2l0v3lz3P1l5hX6X3+lv6yOmN/GQF8hvCh61jgU4QrD05O/LuTdR+Gcvb3+4BPD/RD4DjgwgJtHtGWdzzhwN9JBdbFywnfW9WYff6WdXFgPn6y4LqYfX+f9duXpYRtS6W2L/F9tflMmXK2L98k73hsPuu3L18s0KeHYvtSmf2X+N5fAnsN8toTiZkPtv/NImwbHyXhcyNarmxr73PA4lzLa+C+ubViZjsDf0S43PvFlumH+vqjjrkyD3P3lC/GLbVGwtHj8e6+ODUzd41DvFxSa9wF2DZzjbvEGmcVzYxnTh1GuHXAnYSDNncDBwO3u/t3Eurbh3Bi0lwz25Ww0V3m7rd1m1VGZoc27wvMpFiby5iP+wLrcs3Htnm4W8xbWuHlUngextz9gNcz1XhLh8kfIpx9iLt/NKXGtt8xzd0/XTQnV2aHNhvhg4fkNtdxPprZVe5+fK68mJlzuUCGeRjP7Brr7r8rWmOH7AMI/XqRu3d7NuhgmfvHzMU5MnPnlZEZ5+OBhPuXV7XNWZd1E2qM2/xl7r7awhfVn0G4zcYSwj31VydmLnX3F+LZi18H3kf88KvbzLYaC+cNUuNAu4vUOJA3kvC9HhMJt1AqUmP7sik6H1trLLSscy/nlsz2ZV20xtZ5+DUKLOeYORWY7u6pZ8fXKq+MzPa8uKzHu/viqtZYxcyq58XM/yTsY21GOJD2TmA64UoGc/fPdL7bq7AAAAmOSURBVJnXR7ha4TfufpeZHQd8kHBQ4GKPVyplyrvE3V/tJi9mDrR5JOHD3VGsv3oDd59SMK/QPIyZfYQr7J7KNB9HxLyB+fjJmPdQSl5LjTmXde51cQThoNmL7n5D0fpacnckfF/Z9oQrVx4Brk3ZXsW88W15jxbJKyOz5Ly1hAOS0wq2eWC5bJexxmPItJxbMnPOx/Y2/y9wTYa87Qnfq1a0vvcSbl24ssNr4zxeJdll5nGEW8bOapu+A/ANd+/qatB4Ndtd7v5y2/TxwMfc/bxua+z4e+p2wCsOOE4m/MGcAJzm7jfH1+a7+8SEzFMJl0FnycydF9+Xtd0ltLkOy2Uq4YyfZRlrzJppZotiTh/h3rLbtewwz3b3PbrMG4qDSYUyc7e5jMzcB39KOiBXh+WSez7OJ+wwXEq4lNqAa4m3AnH3u7vMG4qDSYUyzewBwgdcWdocM8uej1Dg4E8ZB5Nqslxyz8c57r5PfP55wjb7JuAQ4Mfufm5Cja2ZX4iZ01Mzc+cNUY0nUWA+dlgupxSpb5DMQst6iJZLpeajmS0hnC3/upldDLxE+ALyg+L0Y7rJGyTzZcIXzydl5s4bohrrMB8L1ThEy6WKNa6OdT0GXAPc4PFkjRRtedfGvA0+vOlV3hDVeH2ReTgENRZezkNQYxltvjHDurPQ3fcws+HAU8C27r7WzIxw5nu3+6obO5iUctAi68GpmJm7zVnzYmYdDsrlXtZDuS6mrjtTgb8g3B7wcMLt7VYRDhKc5O4ze5lXhxpj3pGEz16q2ubTCHd5yr1csrW76stZ2njGy/uG4kG4rHFUfP4nwP2EgwyQ/gWaWTObWGMT21xSjQ90eh5/Tvnix0WE740bCbwAbBGnb0b6F6Vmzczd5jrMxwYvl9w1DgNOJxw8mxCnJX9ZMeHWLFcTLqU/MP772/j8wCpk5m5zHeYj4ZYGTVwuuWts7dNzWX/biXeS/kXAWTObWGMT21yHGmn5YnXavmyc9G1g1kzVWM0am9jm+L4HCNvCQ4AfACuBGYRbZW3+dstTjc2psaQ2LybcSm4M4TZ3W8bp72jtn13kLYz/DgeeATaJPxtp+1hZ80pqc9a8Gs3H3DVWel2M713UkjMSmBmf70D654LZ8upQYxPbXIcaS2pzP3Au4aKMZ+NjaZw2ugqZZdTY6ZH6hWW9tInH28a5+68IHwAdZmbfhfVfeNrjzCbW2MQ2l5H5qoVbiwDsNTDRzPoJXyTardfdfa2HS0Ufc/cXYq2vJOaVkZm7zWVk5m5zU5dL1hrdfZ27X0D4fqczzexCwuA61V6E2yydCaz2cEbNK+5+tydcoVNGZgltrsN83DtzXvYay1guuWsEhpnZGDMbSzgDdGWs/SU6f6ltLzKbWGMT21yHGheb2Qnx+YNmtjeAme1EuN1IityZqrGaNTaxzRBuqb3O3e9w988RbiF/EeHW1Y+/DfNUY3NqLKPNPyB80LeAMM67wcwuIZywcV1C3jALt5LbnPChaX+c3gdsWoE8yN/m3HlQj/mYO7Pq6+KAgf2qvpiNu68okJk7rw41NrHNdagxd971hKvEJrv7WHcfS7iTzSrghopkllHjhjzTkbOhehBu5TOhbdpwYBqwtgqZTayxiW0uqca+QaZvBeyekDcbGBmfD2uZ3k/bGZ29yszd5jrMxwYvl+ztbss/gvDdE0VztiNsaC8EVhTNKyszZ5vrMB+bulxy1Qj8ivDBzPL47zZx+ijSz+jPmtnEGpvY5jrUSNguXUG4hdVswkGAxwm3RNkzsc1ZM1VjNWtsYptj5qBnIgObvd3yVGNzaiyjzfG92xJuHwcwGjgW2Ccx6/TYh38NTAV+ClxCuHrgrF7nldHmkvIqPx9LyqzsuhgzTwMWAhcTDs6dEKdvDdzT67w61NjENtehxpLa/HDKa0OZWUaNnR51/A6v7QhXCTzd4bVJ7n5frzObWGMT21xWZk5m1ufuv+8wfSvg3e6+qAqZVZe7zU1dLnWosZWZHQFMcve/r3Jm1eVuc1OXS1k1xis5x7n78qpmNrHGJra5jMyieWa2OfBnhJOZnvSEL3ouO1M1VrPGprXZzHZy90eK1FOnvDIyVWMz8spiZtsCuPtvzGw04TuSV7j7nCrk1UUd5mPVl01Jbd4N2AVY7O7LMtSYNa+MzKrnlZHZxBpLyLsDuAu4cmBcZ2bjgCnAh9394F5nllFjx99TtwNeIiIiIiIiIiIiIiIiAmY2BjgD+EvgXXHyM8AtwLnuvqrXmWXU2PH36ICXiIiIiIiIiIiIiIjI24uZneDul1c5M2eeDniJiIiIiIiIiIiIiIi8zZjZCnffocqZOfOG5wgRERERERERERERERGRoWVmCwd7CRhXhcwyauxEB7xERERERERERERERETqaRzwEaD9e7AM+GVFMsuocQM64CUiIiIiIiIiIiIiIlJPPwFGufuC9hfMbGZFMsuocQP6Di8RERERERERERERERGptWG9LkBERERERERERERERESkCB3wEhERERERERERERERkVrTAS8RERERERERERERERGpNR3wEhERERERERERERERkVrTAS8REREREZEeMrObzGyemS0xsxPjtM+Z2SNmNtPMLjGzC+P0rc3sh2Y2Nz4m9bZ6ERERERGRajB373UNIiIiIiIijWVmW7r7c2a2GTAX+AhwHzARWAP8DHjQ3U8xs2uAi9z9XjPbAbjd3XfpWfEiIiIiIiIVMbzXBYiIiIiIiDTcVDM7Oj7fHjgeuNvdnwMwsxuAneLrBwO7mtnAe7cws83dfc1QFiwiIiIiIlI1OuAlIiIiIiLSI2Y2mXAQaz93f9nMZgIPA4NdtTUs/t9XhqZCERERERGRetB3eImIiIiIiPROP7AqHuzaGfgAMBI40MzGmNlw4GMt//8O4JSBH8xswpBWKyIiIiIiUlE64CUiIiIiItI7M4DhZrYQ+DYwC3gKOAeYDdwFPASsjv9/KrC3mS00s4eAvx36kkVERERERKrH3L3XNYiIiIiIiEgLMxvl7i/GK7ymA5e5+/Re1yUiIiIiIlJVusJLRERERESker5lZguAxcBy4KYe1yMiIiIiIlJpusJLREREREREREREREREak1XeImIiIiIiIiIiIiIiEit6YCXiIiIiIiIiIiIiIiI1JoOeImIiIiIiIiIiIiIiEit6YCXiIiIiIiIiIiIiIiI1JoOeImIiIiIiIiIiIiIiEit6YCXiIiIiIiIiIiIiIiI1Nr/A+PEmOTCK0KjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (30,20))\n",
    "df.groupby('age')['DebtRatio'].mean().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 120268 entries, 0 to 149999\n",
      "Data columns (total 11 columns):\n",
      "SeriousDlqin2yrs                        120268 non-null int64\n",
      "RevolvingUtilizationOfUnsecuredLines    120268 non-null float64\n",
      "age                                     120268 non-null int64\n",
      "NumberOfTime30-59DaysPastDueNotWorse    120268 non-null int64\n",
      "DebtRatio                               120268 non-null float64\n",
      "MonthlyIncome                           120268 non-null float64\n",
      "NumberOfOpenCreditLinesAndLoans         120268 non-null int64\n",
      "NumberOfTimes90DaysLate                 120268 non-null int64\n",
      "NumberRealEstateLoansOrLines            120268 non-null int64\n",
      "NumberOfTime60-89DaysPastDueNotWorse    120268 non-null int64\n",
      "NumberOfDependents                      120268 non-null float64\n",
      "dtypes: float64(4), int64(7)\n",
      "memory usage: 16.0 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.drop(['SeriousDlqin2yrs', 'age'], axis=1)\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "data = df.drop(['SeriousDlqin2yrs'], axis=1)\n",
    "target = df['SeriousDlqin2yrs']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(data, target, test_size=0.30, random_state=101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberOfTimes90DaysLate</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <th>NumberOfDependents</th>\n",
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       "      <td>0.100578</td>\n",
       "      <td>36</td>\n",
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       "      <td>60</td>\n",
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       "      <td>0.230252</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>2.0</td>\n",
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      ],
      "text/plain": [
       "        RevolvingUtilizationOfUnsecuredLines  age  \\\n",
       "99501                               0.100578   36   \n",
       "93405                               0.634640   55   \n",
       "134116                              1.000000   81   \n",
       "40649                               0.046355   60   \n",
       "120283                              0.110481   62   \n",
       "\n",
       "        NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
       "99501                                      0   0.087064         4467.0   \n",
       "93405                                      0   0.249496        10416.0   \n",
       "134116                                     0   0.116057         6806.0   \n",
       "40649                                      1   0.230252        11000.0   \n",
       "120283                                     0   0.340416         6776.0   \n",
       "\n",
       "        NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "99501                                 8                        0   \n",
       "93405                                14                        0   \n",
       "134116                                2                        0   \n",
       "40649                                 4                        0   \n",
       "120283                               16                        0   \n",
       "\n",
       "        NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "99501                              0                                     0   \n",
       "93405                              4                                     0   \n",
       "134116                             2                                     0   \n",
       "40649                              1                                     0   \n",
       "120283                             2                                     0   \n",
       "\n",
       "        NumberOfDependents  \n",
       "99501                  2.0  \n",
       "93405                  0.0  \n",
       "134116                 0.0  \n",
       "40649                  2.0  \n",
       "120283                 0.0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "99501     0\n",
       "93405     0\n",
       "134116    0\n",
       "40649     0\n",
       "120283    0\n",
       "Name: SeriousDlqin2yrs, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    78359\n",
       "1     5828\n",
       "Name: SeriousDlqin2yrs, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(y_train).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report, roc_auc_score, confusion_matrix, matthews_corrcoef\n",
    "\n",
    "from xgboost import XGBClassifier\n",
    "from imblearn.over_sampling import RandomOverSampler\n",
    "xgb = XGBClassifier(random_state=101,n_estimators=100,learning_rate=0.1)\n",
    "ros = RandomOverSampler(random_state=101)\n",
    "\n",
    "X_ros, y_ros = ros.fit_sample(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    78359\n",
       "0    78359\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(y_ros).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC Score for this model :  [0.86239808 0.85940907 0.86134416 0.86294476 0.86273198]\n"
     ]
    }
   ],
   "source": [
    "rocAuc = cross_val_score(xgb,X_ros,y_ros, scoring = 'roc_auc', cv=5)\n",
    "print('AUC Score for this model : ' , rocAuc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
       "       max_depth=3, min_child_weight=1, missing=None, n_estimators=100,\n",
       "       n_jobs=1, nthread=None, objective='binary:logistic',\n",
       "       random_state=101, reg_alpha=0, reg_lambda=1, scale_pos_weight=1,\n",
       "       seed=None, silent=True, subsample=1)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "xgb.fit(X_ros, y_ros)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Luthfir\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    }
   ],
   "source": [
    "predict = xgb.predict(X_ros)\n",
    "predictProb = xgb.predict_proba(X_ros)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[62086 16273]\n",
      " [17876 60483]]\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.78      0.79      0.78     78359\n",
      "          1       0.79      0.77      0.78     78359\n",
      "\n",
      "avg / total       0.78      0.78      0.78    156718\n",
      "\n",
      "Roc Auc Score: 0.8628504353536319\n",
      "Matthew: 0.5643162076502787\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_ros,predict))\n",
    "print(classification_report(y_ros, predict))\n",
    "print(\"Roc Auc Score: {}\".format(roc_auc_score(y_ros, predictProb[:,1])))\n",
    "print(\"Matthew: {}\".format(matthews_corrcoef(y_ros, predict)))"
   ]
  }
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