{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3f41343f-7205-41d9-89dd-88039e301413",
   "metadata": {},
   "source": [
    "# Statistiques descriptives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "abfaf341-7b35-4407-9133-d21336c04027",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import s3fs\n",
    "import re\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "7fb72fa3-7940-496f-ac78-c2837f65eefa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create filesystem object\n",
    "S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
    "fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45d5261f-4d46-49cb-8582-dd2121122b05",
   "metadata": {},
   "source": [
    "# 1 - Comportement d'achat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "9376af51-4320-44b6-8f30-1e1234371556",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Chargement des données temporaires\n",
    "BUCKET = \"projet-bdc2324-team1\"\n",
    "FILE_KEY_S3 = \"0_Temp/Company 1 - Purchasing behaviour.csv\"\n",
    "FILE_PATH_S3 = BUCKET + \"/\" + FILE_KEY_S3\n",
    "\n",
    "with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
    "    tickets_kpi = pd.read_csv(file_in, sep=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "1855dcca-cfce-4c54-90ae-55d9a1ab5d45",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>event_type_id</th>\n",
       "      <th>nb_tickets</th>\n",
       "      <th>nb_purchases</th>\n",
       "      <th>total_amount</th>\n",
       "      <th>nb_suppliers</th>\n",
       "      <th>vente_internet_max</th>\n",
       "      <th>purchase_date_min</th>\n",
       "      <th>purchase_date_max</th>\n",
       "      <th>time_between_purchase</th>\n",
       "      <th>nb_tickets_internet</th>\n",
       "      <th>name_event_types</th>\n",
       "      <th>avg_amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>384226</td>\n",
       "      <td>194790</td>\n",
       "      <td>2686540.5</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>3262.190868</td>\n",
       "      <td>4.179306</td>\n",
       "      <td>3258.011562</td>\n",
       "      <td>51.0</td>\n",
       "      <td>offre muséale individuel</td>\n",
       "      <td>6.150659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>453242</td>\n",
       "      <td>228945</td>\n",
       "      <td>3248965.5</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3698.198229</td>\n",
       "      <td>5.221840</td>\n",
       "      <td>3692.976389</td>\n",
       "      <td>2988.0</td>\n",
       "      <td>spectacle vivant</td>\n",
       "      <td>7.762474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>201750</td>\n",
       "      <td>107110</td>\n",
       "      <td>1459190.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3803.369792</td>\n",
       "      <td>0.146331</td>\n",
       "      <td>3803.223461</td>\n",
       "      <td>9.0</td>\n",
       "      <td>offre muséale groupe</td>\n",
       "      <td>4.452618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>217356</td>\n",
       "      <td>111786</td>\n",
       "      <td>1435871.5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2502.715509</td>\n",
       "      <td>1408.715532</td>\n",
       "      <td>1093.999977</td>\n",
       "      <td>5.0</td>\n",
       "      <td>formule adhésion</td>\n",
       "      <td>6.439463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>143</td>\n",
       "      <td>143</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2041.274549</td>\n",
       "      <td>1340.308160</td>\n",
       "      <td>700.966389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>offre muséale individuel</td>\n",
       "      <td>6.150659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id  event_type_id  nb_tickets  nb_purchases  total_amount  \\\n",
       "0            1              2      384226        194790     2686540.5   \n",
       "1            1              4      453242        228945     3248965.5   \n",
       "2            1              5      201750        107110     1459190.0   \n",
       "3            1              6      217356        111786     1435871.5   \n",
       "4            2              2         143           143           0.0   \n",
       "\n",
       "   nb_suppliers  vente_internet_max  purchase_date_min  purchase_date_max  \\\n",
       "0             7                   1        3262.190868           4.179306   \n",
       "1             6                   1        3698.198229           5.221840   \n",
       "2             6                   1        3803.369792           0.146331   \n",
       "3             5                   1        2502.715509        1408.715532   \n",
       "4             1                   0        2041.274549        1340.308160   \n",
       "\n",
       "   time_between_purchase  nb_tickets_internet          name_event_types  \\\n",
       "0            3258.011562                 51.0  offre muséale individuel   \n",
       "1            3692.976389               2988.0          spectacle vivant   \n",
       "2            3803.223461                  9.0      offre muséale groupe   \n",
       "3            1093.999977                  5.0          formule adhésion   \n",
       "4             700.966389                  0.0  offre muséale individuel   \n",
       "\n",
       "   avg_amount  \n",
       "0    6.150659  \n",
       "1    7.762474  \n",
       "2    4.452618  \n",
       "3    6.439463  \n",
       "4    6.150659  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tickets_kpi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "0e5d3b2e-1a75-4d46-80e6-c306e9f8de84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customer_id', 'event_type_id', 'nb_tickets', 'nb_purchases',\n",
       "       'total_amount', 'nb_suppliers', 'vente_internet_max',\n",
       "       'purchase_date_min', 'purchase_date_max', 'time_between_purchase',\n",
       "       'nb_tickets_internet', 'name_event_types', 'avg_amount'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tickets_kpi.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "7667e8eb-9a1e-4216-96f4-bf987c6e30b5",
   "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>customer_id</th>\n",
       "      <th>event_type_id</th>\n",
       "      <th>nb_tickets</th>\n",
       "      <th>nb_purchases</th>\n",
       "      <th>total_amount</th>\n",
       "      <th>nb_suppliers</th>\n",
       "      <th>vente_internet_max</th>\n",
       "      <th>purchase_date_min</th>\n",
       "      <th>purchase_date_max</th>\n",
       "      <th>time_between_purchase</th>\n",
       "      <th>nb_tickets_internet</th>\n",
       "      <th>name_event_types</th>\n",
       "      <th>avg_amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>453242</td>\n",
       "      <td>228945</td>\n",
       "      <td>3248965.5</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3698.198229</td>\n",
       "      <td>5.221840</td>\n",
       "      <td>3692.976389</td>\n",
       "      <td>2988.0</td>\n",
       "      <td>spectacle vivant</td>\n",
       "      <td>7.762474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>384226</td>\n",
       "      <td>194790</td>\n",
       "      <td>2686540.5</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>3262.190868</td>\n",
       "      <td>4.179306</td>\n",
       "      <td>3258.011562</td>\n",
       "      <td>51.0</td>\n",
       "      <td>offre muséale individuel</td>\n",
       "      <td>6.150659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>217356</td>\n",
       "      <td>111786</td>\n",
       "      <td>1435871.5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2502.715509</td>\n",
       "      <td>1408.715532</td>\n",
       "      <td>1093.999977</td>\n",
       "      <td>5.0</td>\n",
       "      <td>formule adhésion</td>\n",
       "      <td>6.439463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>201750</td>\n",
       "      <td>107110</td>\n",
       "      <td>1459190.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3803.369792</td>\n",
       "      <td>0.146331</td>\n",
       "      <td>3803.223461</td>\n",
       "      <td>9.0</td>\n",
       "      <td>offre muséale groupe</td>\n",
       "      <td>4.452618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>6733</td>\n",
       "      <td>6</td>\n",
       "      <td>14208</td>\n",
       "      <td>114</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2492.187199</td>\n",
       "      <td>1442.405116</td>\n",
       "      <td>1049.782083</td>\n",
       "      <td>13497.0</td>\n",
       "      <td>formule adhésion</td>\n",
       "      <td>6.439463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>6733</td>\n",
       "      <td>2</td>\n",
       "      <td>11656</td>\n",
       "      <td>158</td>\n",
       "      <td>471.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2982.237384</td>\n",
       "      <td>489.495324</td>\n",
       "      <td>2492.742060</td>\n",
       "      <td>9815.0</td>\n",
       "      <td>offre muséale individuel</td>\n",
       "      <td>6.150659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>6733</td>\n",
       "      <td>4</td>\n",
       "      <td>7440</td>\n",
       "      <td>162</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1036.392674</td>\n",
       "      <td>426.201944</td>\n",
       "      <td>610.190729</td>\n",
       "      <td>7419.0</td>\n",
       "      <td>spectacle vivant</td>\n",
       "      <td>7.762474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>41</td>\n",
       "      <td>6</td>\n",
       "      <td>6583</td>\n",
       "      <td>634</td>\n",
       "      <td>12546.5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2501.337905</td>\n",
       "      <td>1409.370521</td>\n",
       "      <td>1091.967384</td>\n",
       "      <td>6391.0</td>\n",
       "      <td>formule adhésion</td>\n",
       "      <td>6.439463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>6514</td>\n",
       "      <td>812</td>\n",
       "      <td>22423.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3576.106609</td>\n",
       "      <td>247.232697</td>\n",
       "      <td>3328.873912</td>\n",
       "      <td>5321.0</td>\n",
       "      <td>offre muséale individuel</td>\n",
       "      <td>6.150659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36376</th>\n",
       "      <td>63488</td>\n",
       "      <td>4</td>\n",
       "      <td>5750</td>\n",
       "      <td>9</td>\n",
       "      <td>63250.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>887.298484</td>\n",
       "      <td>440.265162</td>\n",
       "      <td>447.033322</td>\n",
       "      <td>5750.0</td>\n",
       "      <td>spectacle vivant</td>\n",
       "      <td>7.762474</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       customer_id  event_type_id  nb_tickets  nb_purchases  total_amount  \\\n",
       "1                1              4      453242        228945     3248965.5   \n",
       "0                1              2      384226        194790     2686540.5   \n",
       "3                1              6      217356        111786     1435871.5   \n",
       "2                1              5      201750        107110     1459190.0   \n",
       "5032          6733              6       14208           114           0.0   \n",
       "5029          6733              2       11656           158         471.0   \n",
       "5030          6733              4        7440           162           0.0   \n",
       "60              41              6        6583           634       12546.5   \n",
       "57              41              2        6514           812       22423.0   \n",
       "36376        63488              4        5750             9       63250.0   \n",
       "\n",
       "       nb_suppliers  vente_internet_max  purchase_date_min  purchase_date_max  \\\n",
       "1                 6                   1        3698.198229           5.221840   \n",
       "0                 7                   1        3262.190868           4.179306   \n",
       "3                 5                   1        2502.715509        1408.715532   \n",
       "2                 6                   1        3803.369792           0.146331   \n",
       "5032              3                   1        2492.187199        1442.405116   \n",
       "5029              3                   1        2982.237384         489.495324   \n",
       "5030              2                   1        1036.392674         426.201944   \n",
       "60                4                   1        2501.337905        1409.370521   \n",
       "57                6                   1        3576.106609         247.232697   \n",
       "36376             1                   1         887.298484         440.265162   \n",
       "\n",
       "       time_between_purchase  nb_tickets_internet          name_event_types  \\\n",
       "1                3692.976389               2988.0          spectacle vivant   \n",
       "0                3258.011562                 51.0  offre muséale individuel   \n",
       "3                1093.999977                  5.0          formule adhésion   \n",
       "2                3803.223461                  9.0      offre muséale groupe   \n",
       "5032             1049.782083              13497.0          formule adhésion   \n",
       "5029             2492.742060               9815.0  offre muséale individuel   \n",
       "5030              610.190729               7419.0          spectacle vivant   \n",
       "60               1091.967384               6391.0          formule adhésion   \n",
       "57               3328.873912               5321.0  offre muséale individuel   \n",
       "36376             447.033322               5750.0          spectacle vivant   \n",
       "\n",
       "       avg_amount  \n",
       "1        7.762474  \n",
       "0        6.150659  \n",
       "3        6.439463  \n",
       "2        4.452618  \n",
       "5032     6.439463  \n",
       "5029     6.150659  \n",
       "5030     7.762474  \n",
       "60       6.439463  \n",
       "57       6.150659  \n",
       "36376    7.762474  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Présence d'outlier\n",
    "tickets_kpi.sort_values(by = ['nb_tickets'], axis = 0, ascending = False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "9b2e27f2-703d-465b-a0f9-76e996de617c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Part du CA par customer\n",
    "total_amount_share = tickets_kpi.groupby('customer_id')['total_amount'].sum().reset_index()\n",
    "total_amount_share['total_amount_entreprise'] = total_amount_share['total_amount'].sum()\n",
    "total_amount_share['share_total_amount'] = total_amount_share['total_amount']/total_amount_share['total_amount_entreprise']\n",
    "\n",
    "total_amount_share_index = total_amount_share.set_index('customer_id')\n",
    "df_circulaire = total_amount_share_index['total_amount'].sort_values(axis = 0, ascending = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "36141803-8865-4210-bd39-0a980301fd0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Costumer 1 vs others customers\n",
    "coupure = 1\n",
    "\n",
    "top = df_circulaire[:coupure]\n",
    "rest = df_circulaire[coupure:]\n",
    "\n",
    "# Calculez la somme du reste\n",
    "rest_sum = rest.sum()\n",
    "\n",
    "# Créez une nouvelle série avec les cinq plus grandes parts et 'Autre'\n",
    "new_series = pd.concat([top, pd.Series([rest_sum], index=['Autre'])])\n",
    "\n",
    "# Créez le graphique circulaire\n",
    "plt.figure(figsize=(3, 3))\n",
    "plt.pie(new_series, labels=new_series.index, autopct='%1.1f%%', startangle=140, pctdistance=0.5)\n",
    "plt.axis('equal')  # Assurez-vous que le graphique est un cercle\n",
    "plt.title('Répartition des montants totaux')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "94cf1a25-9ded-48f2-b1b2-75225bdaf49d",
   "metadata": {},
   "outputs": [],
   "source": [
    "tickets_kpi_filtered  = tickets_kpi[tickets_kpi['customer_id'] != 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8a90eaa-c383-4f73-9fd6-6fbbe8eeefb8",
   "metadata": {},
   "source": [
    "# 2 - Comportement d'achat bis (Alexis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "dc45c1cd-2a78-48a6-aa2b-6a501254b6f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(156289, 41)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>birthdate</th>\n",
       "      <th>street_id</th>\n",
       "      <th>is_partner</th>\n",
       "      <th>gender</th>\n",
       "      <th>is_email_true</th>\n",
       "      <th>opt_in</th>\n",
       "      <th>structure_id</th>\n",
       "      <th>profession</th>\n",
       "      <th>language</th>\n",
       "      <th>...</th>\n",
       "      <th>purchase_date_min</th>\n",
       "      <th>purchase_date_max</th>\n",
       "      <th>time_between_purchase</th>\n",
       "      <th>nb_tickets_internet</th>\n",
       "      <th>name_event_types</th>\n",
       "      <th>avg_amount</th>\n",
       "      <th>nb_categories</th>\n",
       "      <th>nb_campaigns</th>\n",
       "      <th>nb_campaigns_opened</th>\n",
       "      <th>time_to_open</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3262.190868</td>\n",
       "      <td>4.179306</td>\n",
       "      <td>3258.011562</td>\n",
       "      <td>51.0</td>\n",
       "      <td>offre muséale individuel</td>\n",
       "      <td>6.150659</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2502.715509</td>\n",
       "      <td>1408.715532</td>\n",
       "      <td>1093.999977</td>\n",
       "      <td>5.0</td>\n",
       "      <td>formule adhésion</td>\n",
       "      <td>6.439463</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3698.198229</td>\n",
       "      <td>5.221840</td>\n",
       "      <td>3692.976389</td>\n",
       "      <td>2988.0</td>\n",
       "      <td>spectacle vivant</td>\n",
       "      <td>7.762474</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3803.369792</td>\n",
       "      <td>0.146331</td>\n",
       "      <td>3803.223461</td>\n",
       "      <td>9.0</td>\n",
       "      <td>offre muséale groupe</td>\n",
       "      <td>4.452618</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1705.261192</td>\n",
       "      <td>1456.333715</td>\n",
       "      <td>248.927477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>formule adhésion</td>\n",
       "      <td>6.439463</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id birthdate  street_id  is_partner  gender  is_email_true  \\\n",
       "0            1       NaN          2       False       2           True   \n",
       "1            1       NaN          2       False       2           True   \n",
       "2            1       NaN          2       False       2           True   \n",
       "3            1       NaN          2       False       2           True   \n",
       "4            2       NaN          2       False       1           True   \n",
       "\n",
       "   opt_in  structure_id profession language  ...  purchase_date_min  \\\n",
       "0   False           NaN        NaN      NaN  ...        3262.190868   \n",
       "1   False           NaN        NaN      NaN  ...        2502.715509   \n",
       "2   False           NaN        NaN      NaN  ...        3698.198229   \n",
       "3   False           NaN        NaN      NaN  ...        3803.369792   \n",
       "4    True           NaN        NaN      NaN  ...        1705.261192   \n",
       "\n",
       "  purchase_date_max  time_between_purchase  nb_tickets_internet  \\\n",
       "0          4.179306            3258.011562                 51.0   \n",
       "1       1408.715532            1093.999977                  5.0   \n",
       "2          5.221840            3692.976389               2988.0   \n",
       "3          0.146331            3803.223461                  9.0   \n",
       "4       1456.333715             248.927477                  0.0   \n",
       "\n",
       "           name_event_types  avg_amount  nb_categories  nb_campaigns  \\\n",
       "0  offre muséale individuel    6.150659           14.0           NaN   \n",
       "1          formule adhésion    6.439463            9.0           NaN   \n",
       "2          spectacle vivant    7.762474            9.0           NaN   \n",
       "3      offre muséale groupe    4.452618            5.0           NaN   \n",
       "4          formule adhésion    6.439463            1.0           4.0   \n",
       "\n",
       "   nb_campaigns_opened  time_to_open  \n",
       "0                  NaN           NaN  \n",
       "1                  NaN           NaN  \n",
       "2                  NaN           NaN  \n",
       "3                  NaN           NaN  \n",
       "4                  NaN           NaN  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Chargement des données temporaires\n",
    "BUCKET = \"projet-bdc2324-team1\"\n",
    "FILE_KEY_S3 = \"0_Temp/Company 1 - customer_event.csv\"\n",
    "FILE_PATH_S3 = BUCKET + \"/\" + FILE_KEY_S3\n",
    "\n",
    "with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
    "    customer = pd.read_csv(file_in, sep=\",\")\n",
    "\n",
    "print(customer.shape)\n",
    "customer.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "fd0d3a3b-dd5f-444f-a130-ba84c9b05347",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove customer 1 as outlier\n",
    "\n",
    "customer = customer[customer['customer_id']!=1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "89fcb455-efb4-4ad4-ab88-efd6c8a76287",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customer_id', 'birthdate', 'street_id', 'is_partner', 'gender',\n",
       "       'is_email_true', 'opt_in', 'structure_id', 'profession', 'language',\n",
       "       'mcp_contact_id', 'last_buying_date', 'max_price', 'ticket_sum',\n",
       "       'average_price', 'fidelity', 'average_purchase_delay',\n",
       "       'average_price_basket', 'average_ticket_basket', 'total_price',\n",
       "       'purchase_count', 'first_buying_date', 'country', 'age', 'tenant_id',\n",
       "       'event_type_id', 'nb_tickets', 'nb_purchases', 'total_amount',\n",
       "       'nb_suppliers', 'vente_internet_max', 'purchase_date_min',\n",
       "       'purchase_date_max', 'time_between_purchase', 'nb_tickets_internet',\n",
       "       'name_event_types', 'avg_amount', 'nb_categories', 'nb_campaigns',\n",
       "       'nb_campaigns_opened', 'time_to_open'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "d7b2356a-d5fc-4547-b3ff-fded0e304fb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>average_price</th>\n",
       "      <th>average_purchase_delay</th>\n",
       "      <th>average_price_basket</th>\n",
       "      <th>average_ticket_basket</th>\n",
       "      <th>purchase_count</th>\n",
       "      <th>total_price</th>\n",
       "      <th>nb_campaigns</th>\n",
       "      <th>nb_campaigns_opened</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>307</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>18.333333</td>\n",
       "      <td>30.666667</td>\n",
       "      <td>36.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>110.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>10.250000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>20.500000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>41.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    customer_id  average_price  average_purchase_delay  average_price_basket  \\\n",
       "4             2       0.000000                0.000000              0.000000   \n",
       "6             3      18.333333               30.666667             36.666667   \n",
       "7             4      10.250000                5.000000             20.500000   \n",
       "9             5       9.500000                0.000000             19.000000   \n",
       "10            6      15.000000                1.000000             30.000000   \n",
       "\n",
       "    average_ticket_basket  purchase_count  total_price  nb_campaigns  \\\n",
       "4                     1.0             307          0.0           4.0   \n",
       "6                     2.0               3        110.0         222.0   \n",
       "7                     2.0               2         41.0           7.0   \n",
       "9                     2.0               1         19.0           4.0   \n",
       "10                    2.0               1         30.0          20.0   \n",
       "\n",
       "    nb_campaigns_opened  \n",
       "4                   0.0  \n",
       "6                 124.0  \n",
       "7                   7.0  \n",
       "9                   0.0  \n",
       "10                  0.0  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "achat = ['customer_id', 'average_price', 'average_purchase_delay', 'average_price_basket',\n",
    "          'average_ticket_basket', 'purchase_count', 'total_price', 'nb_campaigns',\n",
    "         'nb_campaigns_opened']\n",
    "\n",
    "customer_achat = customer[achat].drop_duplicates(subset = ['customer_id'])\n",
    "customer_achat['nb_campaigns'] = customer_achat['nb_campaigns'].fillna(0)\n",
    "customer_achat['nb_campaigns_opened'] = customer_achat['nb_campaigns_opened'].fillna(0)\n",
    "customer_achat = customer_achat.fillna(0)\n",
    "customer_achat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "5559748f-1745-4651-a9f6-94702c7ee66f",
   "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",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>average_price</th>\n",
       "      <th>average_purchase_delay</th>\n",
       "      <th>average_price_basket</th>\n",
       "      <th>average_ticket_basket</th>\n",
       "      <th>purchase_count</th>\n",
       "      <th>total_price</th>\n",
       "      <th>nb_campaigns</th>\n",
       "      <th>nb_campaigns_opened</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "      <td>151865.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.252070</td>\n",
       "      <td>-206.581486</td>\n",
       "      <td>11.451596</td>\n",
       "      <td>1.723372</td>\n",
       "      <td>0.655148</td>\n",
       "      <td>16.994064</td>\n",
       "      <td>40.923241</td>\n",
       "      <td>7.870681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.915955</td>\n",
       "      <td>2996.743657</td>\n",
       "      <td>48.271194</td>\n",
       "      <td>7.045950</td>\n",
       "      <td>5.694038</td>\n",
       "      <td>313.099102</td>\n",
       "      <td>70.445724</td>\n",
       "      <td>23.119061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-44863.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</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>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>320.000000</td>\n",
       "      <td>1914.000000</td>\n",
       "      <td>9900.000000</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>1508.000000</td>\n",
       "      <td>64350.000000</td>\n",
       "      <td>439.000000</td>\n",
       "      <td>434.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       average_price  average_purchase_delay  average_price_basket  \\\n",
       "count  151865.000000           151865.000000         151865.000000   \n",
       "mean        5.252070             -206.581486             11.451596   \n",
       "std         7.915955             2996.743657             48.271194   \n",
       "min         0.000000           -44863.000000              0.000000   \n",
       "25%         0.000000                0.000000              0.000000   \n",
       "50%         0.000000                0.000000              0.000000   \n",
       "75%        11.000000                0.000000             19.000000   \n",
       "max       320.000000             1914.000000           9900.000000   \n",
       "\n",
       "       average_ticket_basket  purchase_count    total_price   nb_campaigns  \\\n",
       "count          151865.000000   151865.000000  151865.000000  151865.000000   \n",
       "mean                1.723372        0.655148      16.994064      40.923241   \n",
       "std                 7.045950        5.694038     313.099102      70.445724   \n",
       "min                 0.000000        0.000000       0.000000       0.000000   \n",
       "25%                 0.000000        0.000000       0.000000       2.000000   \n",
       "50%                 0.000000        0.000000       0.000000       5.000000   \n",
       "75%                 2.000000        1.000000      20.000000      32.000000   \n",
       "max               900.000000     1508.000000   64350.000000     439.000000   \n",
       "\n",
       "       nb_campaigns_opened  \n",
       "count        151865.000000  \n",
       "mean              7.870681  \n",
       "std              23.119061  \n",
       "min               0.000000  \n",
       "25%               0.000000  \n",
       "50%               1.000000  \n",
       "75%               3.000000  \n",
       "max             434.000000  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_achat[['average_price', 'average_purchase_delay', 'average_price_basket',\n",
    "          'average_ticket_basket', 'purchase_count', 'total_price', 'nb_campaigns', 'nb_campaigns_opened']].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b49c9e93-f324-42ee-a262-34ffb44a2261",
   "metadata": {},
   "source": [
    "# 3 - Event"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "4971e35d-a762-4e18-9443-fd9571bd3f1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Nombre de consommateurs uniques par type d'évènement\n",
    "\n",
    "event_counts = customer.groupby('name_event_types')['customer_id'].nunique()\n",
    "\n",
    "event_counts.plot(kind='bar', figsize=(8, 5))\n",
    "plt.xlabel(\"Type d'évènement\")\n",
    "plt.ylabel('Nombre de consommateurs uniques')\n",
    "plt.title(\"Nombre de consommateurs uniques par type d'évènement\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "bc65a711-d172-4839-b487-3047280fc3a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SmiL0Kfv374eLiwtsbW2VHqNNmzYAgJCQEABf9t4AQJcuXWBoaCjdNjU1Rfv27XHixAmkp6cDANLS0hAQEIBq1arBwMAAenp6MDAwwL1797Ld37t27apSDR/Ts2dPWFpaKk0tWLRoEUqUKIHvvvsuS//PHXO+ZF9MSEjA+fPnP/p+fU5OP09HR0fUrVsXq1evlu5769YtnDt3Dn379lV6vOrVq2fZF9u3bw+ZTCY9XiYXFxeYmppKt62srGBpaSntt+ocd93d3ZVuZ/48aNeuXZb2N2/eSNM7VP0ccvI99zHFixdHhQoVMGfOHMyfPx+XL1/m8pFfAYM05Tvff/896tSpg7FjxyI1NTXL9qioKOjp6WU5A14mk8Ha2hpRUVFK7cWLF1e6bWBg8Mn2zBOFMunp6cHc3FypzdraWqrlfTY2NllqTUtLw6JFi6Cvr6/01bZtWwBQOSy8/9jZPSfw39nvGRkZiI6O/uRjxMfH49tvv8XZs2cxbdo0HD9+HOfPn8euXbsAAImJiWrVlPn+vO/DthcvXiAmJgYGBgZZ3pvIyEi135fsvHr1SunEzU8JDg7Gixcv8OOPP2ZZ4eTFixcQQsDKyipLzWFhYTmq2dPTE6tWrcLjx4/RtWtXWFpawsnJCcHBwZ+837lz5+Dm5gYA+PPPP3Hq1CmcP38eY8eOBfB/n1Xm/PKcvN4P92sAkMvlSp/7ixcvcO3atSyv19TUFEKIHL3mFy9eYN++fVkeo3r16gD+73tA3fcm08f2u5SUFCn4+Pv7Y/z48ejUqRP27duHs2fP4vz586hZs2a2+3t231/qkMvlGDBgADZt2oSYmBi8evUK27Ztw48//phltYucHHO+ZF+Mjo5GRkZGjr5Ps5PTzxMA+vbtizNnzkjnIqxevRpyuRw9e/ZUerybN2/C0NBQ6cvMzCzbfexz+606x111f06o+jnk5HvuY2QyGY4cOYJWrVph9uzZqFOnDkqUKAFfX1+8ffv2s/cn9XDVDsp3ZDIZZs2aBVdXV/zxxx9ZtpubmyMtLQ2vXr1SCtNCCERGRkonauSWtLQ0REVFKR0AIyMjpVo+rP19ZmZm0NXVhaen50dHCMuVK6dWXZnPHRERkWXb8+fPoaOjozQ6np2jR4/i+fPnOH78uDQKDUDt9aYza8p8f973YZuFhQXMzc0RGBiY7WO9P+L0pUqUKIHw8PAc9f3ll1/w4MED9O7dG2lpaejdu7e0zcLCAjKZDCdPnsx2qa+cLv/Vp08f9OnTBwkJCThx4gQmTpwId3d33L17V2kE/H1btmyBvr4+9u/frzSK+OG6zZnfE+Hh4ShdunSO6vkUCwsLGBkZYdWqVR/dnpPHqFGjBqZPn57tdltbW+n/6rw3mT623xkYGEjrwW/YsAG9e/dGQECAUr/Xr19nuzTkl6yd/qGBAwdi5syZWLVqFZKSkpCWlqa0bF6mnBxzvmRfNDMzg0wmy9H3aXZU+Tx79uwJf39/rFmzBtOnT8f69evRqVMnpWOThYUFTExMsGXLlmwfT6FQfLam9+XlcfdDuXVMyCk7OzvppOG7d+9i27ZtmDRpElJSUrB8+fJcfS76D4M05UstW7aEq6srpkyZkiUMtGjRArNnz8aGDRvw888/S+07d+5EQkICWrRokev1bNy4Eb6+vtLtTZs2AcBnL4ZibGwMFxcXXL58GTVq1JBGM3KDvb09SpYsKS0ZmPkDPyEhATt37pRW8gD+72D+4ahH5n0+PNivWLFC7ZpsbGywefNm+Pv7S4//+PFjnD59WukHrLu7O7Zs2YL09HQ4OTmp/Fzvv6bPLTHYpk0bTJgwAUePHkXz5s0/2VdHRwcrVqxAkSJF4O3tjYSEBAwcOFCqeebMmXj27Bl69Ojx2fo+N8pkYmKCNm3aICUlBZ06dcLNmzc/GhYzl13T1dWV2hITE7Osu+7m5gZdXV0sW7YMjRo1+uTz54S7uzsCAgJgbm7+2fDxsdfs7u6OgwcPokKFCp/95S6TKu9Npl27dmHOnDnSLxpv377Fvn378O2330rvm0wmy7K/HzhwAM+ePUPFihVzVJu6bGxs0L17dyxduhQpKSlo3749ypQpk23fzx1zVNkXP5S5StHH3q/PUeXzNDMzQ6dOnbBu3To0atQIkZGRStM6Mh9v+vTp0NfXV1pGUF15edz90Jd8Dh/zseP1hypXroxx48Zh586duHTpUq48N2XFIE351qxZs1C3bl28fPlS+pMhALi6uqJVq1YYNWoU4uLi0KRJE1y7dg0TJ05E7dq1s11u6UsYGBhg3rx5iI+PR/369XH69GlMmzYNbdq0wTfffPPZ+//222/45ptv8O2332LgwIEoW7Ys3r59i/v372Pfvn3SnG9V6ejoYPbs2ejVqxfc3d0xYMAAJCcnY86cOYiJicHMmTOlvo6OjlItXl5e0NfXh729PRo3bgwzMzP89NNPmDhxIvT19bFx40ZcvXpV7ZqmTp2KH3/8EZ07d4aPjw9iYmIwadKkLH8y/v7777Fx40a0bdsWw4YNQ4MGDaCvr4/w8HAcO3YMHTt2ROfOnT/6XJmvadasWWjTpg10dXU/+kPTz88PW7duRceOHTF69Gg0aNAAiYmJCAkJgbu7u9JFMzLNmzcPpqamGDRoEOLj4/HLL7+gSZMm6N+/P/r06YMLFy6gadOmMDExQUREBEJDQ+Ho6CiFbkdHR+zatQvLli1D3bp1oaOjg3r16sHHxwdGRkZo0qQJbGxsEBkZiRkzZkChUHzyrynt2rXD/Pnz4eHhgf79+yMqKgpz587NEgrLli2LX3/9FVOnTkViYiJ69uwJhUKBf//9F69fv8bkyZM//gFmw8/PDzt37kTTpk3x888/o0aNGsjIyMCTJ08QFBSE4cOHS78IOTo64vjx49i3bx9sbGxgamoKe3t7TJkyBcHBwWjcuDF8fX1hb2+PpKQkPHr0CAcPHsTy5ctRqlQptd+bTLq6unB1dYW/vz8yMjIwa9YsxMXFKb1md3d3rFmzBlWqVEGNGjVw8eJFzJkzJ8dTf77UsGHDpPfr/bnD78vJMUeVfTE7U6dORevWreHq6orhw4cjPT0ds2bNgomJCd68efPJ15DTzzNT3759sXXrVgwZMgSlSpXKcq5C5j7m7OwMPz8/1KxZE0IIPHnyBIcOHcIvv/yi8nrceXXc/dCXfg7ZqVChAoyMjLBx40ZUrVoVRYoUga2tLV6/fo0hQ4age/fuqFSpEgwMDHD06FFcu3YNo0ePzpXXQ9nQ4ImORDny/qodH/Lw8BAAlFbtEEKIxMREMWrUKGFnZyf09fWFjY2NGDhwoIiOjlbqZ2dnJ9q1a5flcQGIwYMHK7Vlt7ycl5eXMDExEdeuXRPNmjUTRkZGonjx4mLgwIEiPj7+s4/5/mP37dtXlCxZUujr64sSJUqIxo0bi2nTpn3yvflcfUL8t9qIk5OTMDQ0FCYmJqJFixbi1KlTWe4/ZswYYWtrK3R0dAQAabmk06dPi0aNGgljY2NRokQJ8eOPP4pLly5lOWs8p8vfCSHEX3/9JSpVqiQMDAxE5cqVxapVq4SXl1eWVSxSU1PF3LlzRc2aNYWhoaEoUqSIqFKlihgwYIC4d+/eJ58jOTlZ/Pjjj6JEiRJCJpMprUry4aodQvy3nN2wYcNEmTJlhL6+vrC0tBTt2rWTljz72PubueLJhAkTpLZVq1YJJycnYWJiIoyMjESFChVE7969lZbJe/PmjejWrZsoVqyYVJ8QQqxdu1a4uLgIKysrYWBgIGxtbUWPHj2kpcA+ZdWqVcLe3l7I5XJRvnx5MWPGDLFy5cpsV2RZt26dqF+/vvS+1q5dW+nz/HA1nEzZfU7x8fFi3Lhxwt7eXhgYGEjLiv38889Ky3tduXJFNGnSRBgbGwsAwtnZWdr26tUr4evrK8qVKyf09fVF8eLFRd26dcXYsWOl7yV135vMz27WrFli8uTJolSpUsLAwEDUrl1b/PPPP0p9o6OjRb9+/YSlpaUwNjYW33zzjTh58qRwdnZWqje7lTdy6nP3LVu2rKhatWq221Q55giRs33xY/bu3Stq1KghLbc3c+bMHH+f5+TzzJSeni5Kly4tAIixY8dm+3g53cc+dpzN7ns+J8fdj31WH/u5lPn+vHr1Sqk9J5+DKt9zmzdvFlWqVBH6+voCgJg4caJ48eKF8Pb2FlWqVBEmJiaiSJEiokaNGmLBggUiLS0t2/eVvpxMiGxW6iciIiogHj16hHLlymHOnDkYMWKEpsv5pGvXrqFmzZpYsmQJBg0alGW7t7c3duzYkeWiH0SkGZzaQUREpGEPHjzA48eP8euvv8LGxibL8p1EpJ24/B0REZGGTZ06Fa6uroiPj8f27duV1rAnIu3FqR1ERERERGrgiDQRERERkRoYpImIiIiI1MAgTURERESkBq7a8ZVlZGTg+fPnMDU1zdVLyxIRERFR7hBC4O3bt7C1tYWOzsfHnRmkv7Lnz59nuaQ1EREREWmfp0+ffvLKpgzSX5mpqSmA/z6YokWLargaIiIiIvpQXFwcSpcuLeW2j2GQ/soyp3MULVqUQZqIiIhIi31uGi5PNiQiIiIiUgODNBERERGRGhikiYiIiIjUwCBNRERERKQGBmkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1MEgTEREREamBQZqIiIiISA16mi6AiAqfsqMPaLqEfOnRzHaaLoGIiN7DEWkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1aDRIz5gxA/Xr14epqSksLS3RqVMn3LlzR6mPt7c3ZDKZ0lfDhg2V+iQnJ2Po0KGwsLCAiYkJOnTogPDwcKU+0dHR8PT0hEKhgEKhgKenJ2JiYpT6PHnyBO3bt4eJiQksLCzg6+uLlJQUpT7Xr1+Hs7MzjIyMULJkSUyZMgVCiNx7U4iIiIgoX9BokA4JCcHgwYMRFhaG4OBgpKWlwc3NDQkJCUr9WrdujYiICOnr4MGDStv9/Pywe/dubNmyBaGhoYiPj4e7uzvS09OlPh4eHrhy5QoCAwMRGBiIK1euwNPTU9qenp6Odu3aISEhAaGhodiyZQt27tyJ4cOHS33i4uLg6uoKW1tbnD9/HosWLcLcuXMxf/78PHqHiIiIiEhb6WnyyQMDA5Vur169GpaWlrh48SKaNm0qtcvlclhbW2f7GLGxsVi5ciXWr1+Pli1bAgA2bNiA0qVL4/Dhw2jVqhVu3bqFwMBAhIWFwcnJCQDw559/olGjRrhz5w7s7e0RFBSEf//9F0+fPoWtrS0AYN68efD29sb06dNRtGhRbNy4EUlJSVizZg3kcjkcHBxw9+5dzJ8/H/7+/pDJZHnxNhERERGRFtKqOdKxsbEAgOLFiyu1Hz9+HJaWlqhcuTJ8fHzw8uVLadvFixeRmpoKNzc3qc3W1hYODg44ffo0AODMmTNQKBRSiAaAhg0bQqFQKPVxcHCQQjQAtGrVCsnJybh48aLUx9nZGXK5XKnP8+fP8ejRo2xfU3JyMuLi4pS+iIiIiCj/05ogLYSAv78/vvnmGzg4OEjtbdq0wcaNG3H06FHMmzcP58+fR/PmzZGcnAwAiIyMhIGBAczMzJQez8rKCpGRkVIfS0vLLM9paWmp1MfKykppu5mZGQwMDD7ZJ/N2Zp8PzZgxQ5qXrVAoULp06Ry/J0RERESkvTQ6teN9Q4YMwbVr1xAaGqrU/t1330n/d3BwQL169WBnZ4cDBw6gS5cuH308IYTSVIvspl3kRp/MEw0/Nq1jzJgx8Pf3l27HxcUxTBMREREVAFoxIj106FDs3bsXx44dQ6lSpT7Z18bGBnZ2drh37x4AwNraGikpKYiOjlbq9/LlS2m02NraGi9evMjyWK9evVLq8+GocnR0NFJTUz/ZJ3OayYcj1ZnkcjmKFi2q9EVERERE+Z9Gg7QQAkOGDMGuXbtw9OhRlCtX7rP3iYqKwtOnT2FjYwMAqFu3LvT19REcHCz1iYiIwI0bN9C4cWMAQKNGjRAbG4tz585Jfc6ePYvY2FilPjdu3EBERITUJygoCHK5HHXr1pX6nDhxQmlJvKCgINja2qJs2bLqvxFERERElO9oNEgPHjwYGzZswKZNm2BqaorIyEhERkYiMTERABAfH48RI0bgzJkzePToEY4fP4727dvDwsICnTt3BgAoFAr069cPw4cPx5EjR3D58mX88MMPcHR0lFbxqFq1Klq3bg0fHx+EhYUhLCwMPj4+cHd3h729PQDAzc0N1apVg6enJy5fvowjR45gxIgR8PHxkUaRPTw8IJfL4e3tjRs3bmD37t0ICAjgih1EREREhZBGg/SyZcsQGxuLZs2awcbGRvraunUrAEBXVxfXr19Hx44dUblyZXh5eaFy5co4c+YMTE1NpcdZsGABOnXqhB49eqBJkyYwNjbGvn37oKurK/XZuHEjHB0d4ebmBjc3N9SoUQPr16+Xtuvq6uLAgQMwNDREkyZN0KNHD3Tq1Alz586V+igUCgQHByM8PBz16tXDoEGD4O/vrzQHmoiIiIgKB5ngZfm+qri4OCgUCsTGxnK+NBVaZUcf0HQJ+dKjme00XQIRUaGQ07ymFScbEhERERHlNwzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1MEgTEREREamBQZqIiIiISA0M0kREREREamCQJiIiIiJSA4M0EREREZEaGKSJiIiIiNTAIE1EREREpAYGaSIiIiIiNTBIExERERGpgUGaiIiIiEgNDNJERERERGpgkCYiIiIiUgODNBERERGRGhikiYiIiIjUwCBNRERERKQGBmkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1MEgTEREREamBQZqIiIiISA0M0kREREREamCQJiIiIiJSA4M0EREREZEaGKSJiIiIiNTAIE1EREREpAYGaSIiIiIiNTBIExERERGpgUGaiIiIiEgNDNJERERERGpgkCYiIiIiUoPKQfrp06cIDw+Xbp87dw5+fn74448/crUwIiIiIiJtpnKQ9vDwwLFjxwAAkZGRcHV1xblz5/Drr79iypQpuV4gEREREZE2UjlI37hxAw0aNAAAbNu2DQ4ODjh9+jQ2bdqENWvW5HZ9RERERERaSeUgnZqaCrlcDgA4fPgwOnToAACoUqUKIiIicrc6IiIiIiItpXKQrl69OpYvX46TJ08iODgYrVu3BgA8f/4c5ubmuV4gEREREZE2UjlIz5o1CytWrECzZs3Qs2dP1KxZEwCwd+9eacoHEREREVFBp6fqHZo1a4bXr18jLi4OZmZmUnv//v1hbGycq8UREREREWkrtdaRFkLg4sWLWLFiBd6+fQsAMDAwYJAmIiIiokLjsyPS7969UwrIjx8/RuvWrfHkyRMkJyfD1dUVpqammD17NpKSkrB8+fI8LZiIiIiISBt8dkR6wYIFWLFihXR72LBhqFevHqKjo2FkZCS1d+7cGUeOHMmbKomIiIiItMxnR6R/+OEH9OjRA8+ePcOUKVMQGhqKU6dOwcDAQKmfnZ0dnj17lmeFEhERERFpk8+OSNvZ2eHkyZOIiYkBAGRkZCA9PT1Lv/DwcJiamuZ6gURERERE2ihHJxsaGBjg999/BwC4urpi4cKF0jaZTIb4+HhMnDgRbdu2zZMiiYiIiIi0jcrL3y1YsAAuLi6oVq0akpKS4OHhgXv37sHCwgKbN2/OixqJiIiIiLSOykHa1tYWV65cwZYtW3Dx4kVkZGSgX79+6NWrl9LJh0REREREBZnKQfrEiRNo3Lgx+vTpgz59+kjtaWlpOHHiBJo2bZqrBRIRERERaSOVL8ji4uKCN2/eZGmPjY2Fi4uLSo81Y8YM1K9fH6amprC0tESnTp1w584dpT5CCEyaNAm2trYwMjJCs2bNcPPmTaU+ycnJGDp0KCwsLGBiYoIOHTogPDxcqU90dDQ8PT2hUCigUCjg6ekpnUCZ6cmTJ2jfvj1MTExgYWEBX19fpKSkKPW5fv06nJ2dYWRkhJIlS2LKlCkQQqj0uomIiIgo/1M5SAshIJPJsrRHRUXBxMREpccKCQnB4MGDERYWhuDgYKSlpcHNzQ0JCQlSn9mzZ2P+/PlYvHgxzp8/D2tra7i6ukpXVAQAPz8/7N69G1u2bEFoaCji4+Ph7u6utLqIh4cHrly5gsDAQAQGBuLKlSvw9PSUtqenp6Ndu3ZISEhAaGgotmzZgp07d2L48OFSn7i4OLi6usLW1hbnz5/HokWLMHfuXMyfP1+l101ERERE+Z9M5HA4tUuXLgCAPXv2oHXr1pDL5dK29PR0XLt2Dfb29ggMDFS7mFevXsHS0hIhISFo2rQphBCwtbWFn58fRo0aBeC/0WcrKyvMmjULAwYMQGxsLEqUKIH169fju+++AwA8f/4cpUuXxsGDB9GqVSvcunUL1apVQ1hYGJycnAAAYWFhaNSoEW7fvg17e3scOnQI7u7uePr0KWxtbQEAW7Zsgbe3N16+fImiRYti2bJlGDNmDF68eCG9/pkzZ2LRokUIDw/P9heMD8XFxUGhUCA2NhZFixZV+70iys/Kjj6g6RLypUcz22m6BCKiQiGneS3HI9KZUyKEEDA1NZVuKxQKWFtbo3///tiwYcMXFR0bGwsAKF68OADg4cOHiIyMhJubm9RHLpfD2dkZp0+fBgBcvHgRqampSn1sbW3h4OAg9Tlz5gwUCoUUogGgYcOGUCgUSn0cHBykEA0ArVq1QnJyMi5evCj1cXZ2VvololWrVnj+/DkePXqU7WtKTk5GXFyc0hcRERER5X85Ptlw9erVAICyZctixIgRKk/j+BwhBPz9/fHNN9/AwcEBABAZGQkAsLKyUuprZWWFx48fS30MDAxgZmaWpU/m/SMjI2FpaZnlOS0tLZX6fPg8ZmZmMDAwUOpTtmzZLM+Tua1cuXJZnmPGjBmYPHny598AIiIiIspXVJ4jPXHiRMjlchw+fBgrVqyQ5io/f/4c8fHxahcyZMgQXLt2Ldu1qD+cMvGxedqf6pNd/9zokzkz5mP1jBkzBrGxsdLX06dPP1k3EREREeUPKi9/9/jxY7Ru3RpPnjxBcnIyXF1dYWpqitmzZyMpKQnLly9XuYihQ4di7969OHHiBEqVKiW1W1tbA/hvtNfGxkZqf/nypTQSbG1tjZSUFERHRyuNSr98+RKNGzeW+rx48SLL87569Urpcc6ePau0PTo6GqmpqUp9Mken338eIOuoeSa5XK40FYSIiIiICgaVR6SHDRuGevXqITo6WukCLJ07d8aRI0dUeiwhBIYMGYJdu3bh6NGjWaZGlCtXDtbW1ggODpbaUlJSEBISIoXkunXrQl9fX6lPREQEbty4IfVp1KgRYmNjce7cOanP2bNnERsbq9Tnxo0biIiIkPoEBQVBLpejbt26Up8TJ04oLYkXFBQEW1vbLFM+iIiIiKhgUzlIh4aGYty4cTAwMFBqt7Ozw7Nnz1R6rMGDB2PDhg3YtGkTTE1NERkZicjISCQmJgL4b7qEn58fAgICsHv3bty4cQPe3t4wNjaGh4cHgP9OguzXrx+GDx+OI0eO4PLly/jhhx/g6OiIli1bAgCqVq2K1q1bw8fHB2FhYQgLC4OPjw/c3d1hb28PAHBzc0O1atXg6emJy5cv48iRIxgxYgR8fHykszU9PDwgl8vh7e2NGzduYPfu3QgICIC/v3+OVuwgIiIiooJD5akdGRkZSuszZwoPD4epqalKj7Vs2TIAQLNmzZTaV69eDW9vbwDAyJEjkZiYiEGDBiE6OhpOTk4ICgpSeq4FCxZAT08PPXr0QGJiIlq0aIE1a9ZAV1dX6rNx40b4+vpKq3t06NABixcvlrbr6uriwIEDGDRoEJo0aQIjIyN4eHhg7ty5Uh+FQoHg4GAMHjwY9erVg5mZGfz9/eHv76/S6yYiIiKi/C/H60hn+u6776BQKPDHH3/A1NQU165dQ4kSJdCxY0eUKVNGWt2Dssd1pIm4jrS6uI40EdHXkdO8pvKI9IIFC+Di4oJq1aohKSkJHh4euHfvHiwsLLJdcYOIiIiIqCBSOUjb2triypUr2Lx5My5duoSMjAz069cPvXr1Ujr5kIiIiIioIFM5SAOAkZER+vbti759++Z2PURERERE+YJaQfru3bs4fvw4Xr58iYyMDKVtEyZMyJXCiIiIiIi0mcpB+s8//8TAgQNhYWEBa2vrLFf9Y5AmIiIiosJA5SA9bdo0TJ8+HaNGjcqLeoiIiIiI8gWVL8gSHR2N7t2750UtRERERET5hspBunv37ggKCsqLWoiIiIiI8o0cTe34/fffpf9XrFgR48ePR1hYGBwdHaGvr6/U19fXN3crJCIiIiLSQjm6smG5cuVy9mAyGf73v/99cVEFGa9sSMQrG6qLVzYkIvo6cvXKhg8fPsy1woiIiIiICgKV50gTEREREZEaQbpbt26YOXNmlvY5c+ZwNQ8iIiIiKjRUDtIhISFo1y7rPL3WrVvjxIkTuVIUEREREZG2UzlIx8fHw8DAIEu7vr4+4uLicqUoIiIiIiJtp3KQdnBwwNatW7O0b9myBdWqVcuVooiIiIiItJ3KlwgfP348unbtigcPHqB58+YAgCNHjmDz5s3Yvn17rhdIRERERKSNVA7SHTp0wN9//42AgADs2LEDRkZGqFGjBg4fPgxnZ+e8qJGIiIiISOuoHKQBoF27dtmecEhEREREVFhwHWkiIiIiIjWoPCKdnp6OBQsWYNu2bXjy5AlSUlKUtr958ybXiiMiIiIi0lYqj0hPnjwZ8+fPR48ePRAbGwt/f3906dIFOjo6mDRpUh6USERERESkfVQO0hs3bsSff/6JESNGQE9PDz179sRff/2FCRMmICwsLC9qJCIiIiLSOioH6cjISDg6OgIAihQpgtjYWACAu7s7Dhw4kLvVERERERFpKZWDdKlSpRAREQEAqFixIoKCggAA58+fh1wuz93qiIiIiIi0lMpBunPnzjhy5AgAYNiwYRg/fjwqVaqE3r17o2/fvrleIBERERGRNlJ51Y6ZM2dK/+/WrRtKly6NU6dOoWLFiujQoUOuFkdEREREpK3UuiDL+5ycnODk5JQbtRARERER5Ru8IAsRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1qByknz59ivDwcOn2uXPn4Ofnhz/++CNXCyMiIiIi0mYqB2kPDw8cO3YMwH9XOXR1dcW5c+fw66+/YsqUKbleIBERERGRNlI5SN+4cQMNGjQAAGzbtg0ODg44ffo0Nm3ahDVr1uR2fUREREREWknlIJ2amipdCvzw4cPSRViqVKkiXTqciIiIiKigUzlIV69eHcuXL8fJkycRHByM1q1bAwCeP38Oc3PzXC+QiIiIiEgbqRykZ82ahRUrVqBZs2bo2bMnatasCQDYu3evNOWDiIiIiKigU/kS4c2aNcPr168RFxcHMzMzqb1///4wMTHJ1eKIiIiIiLSVyiPSzZs3x9u3b5VCNAAUL14c3333Xa4VRkRERESkzVQO0sePH0dKSkqW9qSkJJw8eTJXiiIiIiIi0nY5ntpx7do16f///vsvIiMjpdvp6ekIDAxEyZIlc7c6IiIiIiItleMgXatWLchkMshkMjRv3jzLdiMjIyxatChXiyMiIiIi0lY5DtIPHz6EEALly5fHuXPnUKJECWmbgYEBLC0toaurmydFEhERERFpmxwHaTs7OwBARkZGnhVDRERERJRfqHyyIQCsX78eTZo0ga2tLR4/fgwAWLBgAfbs2ZOrxRERERERaSuVg/SyZcvg7++Ptm3bIiYmBunp6QAAMzMzLFy4MLfrIyIiIiLSSioH6UWLFuHPP//E2LFjleZE16tXD9evX8/V4oiIiIiItJXKQfrhw4eoXbt2lna5XI6EhIRcKYqIiIiISNupHKTLlSuHK1euZGk/dOgQqlWrlhs1ERERERFpvRyv2pHpl19+weDBg5GUlAQhBM6dO4fNmzdjxowZ+Ouvv/KiRiIiIiIiraNykO7Tpw/S0tIwcuRIvHv3Dh4eHihZsiR+++03fP/993lRIxERERGR1lE5SMfExMDHxwc+Pj54/fo1MjIyYGlpCQC4f/8+KlasmOtFEhERERFpG5XnSLdt2xZJSUkAAAsLCylE37lzB82aNcvV4oiIiIiItJXKQdrMzAydOnVCWlqa1Hbr1i00a9YMXbt2zdXiiIiIiIi0lcpBeufOnUhISICHhweEELhx4waaNWuGnj174rfffsuLGomIiIiItI7KQdrQ0BD79+/HvXv30L17d7Ro0QK9e/fG/Pnz86I+IiIiIiKtlKOTDePi4pRuy2QybN26FS1btkTXrl0xfvx4qU/RokVzv0oiIiIiIi2ToyBdrFgxyGSyLO1CCCxfvhwrVqyAEAIymQzp6em5XiQRERERkbbJUZA+duxYXtdBRERERJSv5GiOtLOzc46/VHHixAm0b98etra2kMlk+Pvvv5W2e3t7QyaTKX01bNhQqU9ycjKGDh0KCwsLmJiYoEOHDggPD1fqEx0dDU9PTygUCigUCnh6eiImJkapz5MnT9C+fXuYmJjAwsICvr6+SElJUepz/fp1ODs7w8jICCVLlsSUKVMghFDpNRMRERFRwaDyyYarV6/G9u3bs7Rv374da9euVemxEhISULNmTSxevPijfVq3bo2IiAjp6+DBg0rb/fz8sHv3bmzZsgWhoaGIj4+Hu7u70hQTDw8PXLlyBYGBgQgMDMSVK1fg6ekpbU9PT0e7du2QkJCA0NBQbNmyBTt37sTw4cOlPnFxcXB1dYWtrS3Onz+PRYsWYe7cuTzJkoiIiKiQUvnKhjNnzsTy5cuztFtaWqJ///7w8vLK8WO1adMGbdq0+WQfuVwOa2vrbLfFxsZi5cqVWL9+PVq2bAkA2LBhA0qXLo3Dhw+jVatWuHXrFgIDAxEWFgYnJycAwJ9//olGjRrhzp07sLe3R1BQEP799188ffoUtra2AIB58+bB29sb06dPR9GiRbFx40YkJSVhzZo1kMvlcHBwwN27dzF//nz4+/tnO4eciIiIiAoulUekHz9+jHLlymVpt7Ozw5MnT3KlqPcdP34clpaWqFy5Mnx8fPDy5Utp28WLF5Gamgo3NzepzdbWFg4ODjh9+jQA4MyZM1AoFFKIBoCGDRtCoVAo9XFwcJBCNAC0atUKycnJuHjxotTH2dkZcrlcqc/z58/x6NGjj9afnJyMuLg4pS8iIiIiyv9UDtKWlpa4du1alvarV6/C3Nw8V4rK1KZNG2zcuBFHjx7FvHnzcP78eTRv3hzJyckAgMjISBgYGMDMzEzpflZWVoiMjJT6ZF7G/MPX8X4fKysrpe1mZmYwMDD4ZJ/M25l9sjNjxgxpbrZCoUDp0qVVeQuIiIiISEupPLXj+++/h6+vL0xNTdG0aVMAQEhICIYNG4bvv/8+V4v77rvvpP87ODigXr16sLOzw4EDB9ClS5eP3i9zKb5MH1u670v7ZJ5o+KlpHWPGjIG/v790Oy4ujmGaiIiIqABQOUhPmzYNjx8/RosWLaCn99/dMzIy0Lt3bwQEBOR6ge+zsbGBnZ0d7t27BwCwtrZGSkoKoqOjlUalX758icaNG0t9Xrx4keWxXr16JY0oW1tb4+zZs0rbo6OjkZqaqtTnw5HnzGkmH45Uv08ulytNByEiIiKigkHlqR0GBgbYunUrbt++jY0bN2LXrl148OABVq1aBQMDg7yoURIVFYWnT5/CxsYGAFC3bl3o6+sjODhY6hMREYEbN25IQbpRo0aIjY3FuXPnpD5nz55FbGysUp8bN24gIiJC6hMUFAS5XI66detKfU6cOKG0JF5QUBBsbW1RtmzZPHvNRERERKSdVB6RzlS5cmVUrlz5i548Pj4e9+/fl24/fPgQV65cQfHixVG8eHFMmjQJXbt2hY2NDR49eoRff/0VFhYW6Ny5MwBAoVCgX79+GD58OMzNzVG8eHGMGDECjo6O0ioeVatWRevWreHj44MVK1YAAPr37w93d3fY29sDANzc3FCtWjV4enpizpw5ePPmDUaMGAEfHx/pkuceHh6YPHkyvL298euvv+LevXsICAjAhAkTuGIHEZGWKjv6gKZLyJcezWyn6RKI8oUcBWl/f39MnToVJiYmSvN9s6PKusoXLlyAi4uL0vMAgJeXF5YtW4br169j3bp1iImJgY2NDVxcXLB161aYmppK91mwYAH09PTQo0cPJCYmokWLFlizZg10dXWlPhs3boSvr6+0ukeHDh2U1q7W1dXFgQMHMGjQIDRp0gRGRkbw8PDA3LlzpT4KhQLBwcEYPHgw6tWrBzMzM/j7+3/2/SAiIiKigkkmcnBpPhcXF+zevRvFihVTCr7Z4eXEPy0uLg4KhQKxsbHSaDdRYcNRQvVwlFB13NfUw32NCruc5rUcjUi/H44ZlImIiIiI1DjZsG/fvnj79m2W9oSEBPTt2zdXiiIiIiIi0nYqB+m1a9ciMTExS3tiYiLWrVuXK0UREREREWm7HK/aERcXByEEhBB4+/YtDA0NpW3p6ek4ePBgtlcQJCIiIiIqiHIcpIsVKwaZTAaZTJbtsncymQyTJ0/O1eKIiIiIiLRVjoP0sWPHIIRA8+bNsXPnThQvXlzaZmBgADs7O9ja2uZJkURERERE2ibHQdrZ2RnAfxdNKVOmDC9CQkRERESFmspXNrSzs8uLOoiIiIiI8hWVV+0gIiIiIiIGaSIiIiIitTBIExERERGpQa0gnZaWhsOHD2PFihXSVQ6fP3+O+Pj4XC2OiIiIiEhbqXyy4ePHj9G6dWs8efIEycnJcHV1hampKWbPno2kpCQsX748L+okIiIiItIqKo9IDxs2DPXq1UN0dDSMjIyk9s6dO+PIkSO5WhwRERERkbZSeUQ6NDQUp06dgoGBgVK7nZ0dnj17lmuFERERERFpM5VHpDMyMpCenp6lPTw8HKamprlSFBERERGRtlM5SLu6umLhwoXSbZlMhvj4eEycOBFt27bNzdqIiIiIiLSWylM7FixYABcXF1SrVg1JSUnw8PDAvXv3YGFhgc2bN+dFjUREREREWkflIG1ra4srV65g8+bNuHTpEjIyMtCvXz/06tVL6eRDIiIiIqKCTOUgDQBGRkbo27cv+vbtm9v1EBERERHlCzkK0nv37s3xA3bo0EHtYoiIiIiI8oscBelOnTop3ZbJZBBCZGkDkO2KHkREREREBU2OVu3IyMiQvoKCglCrVi0cOnQIMTExiI2NxaFDh1CnTh0EBgbmdb1ERERERFpB5TnSfn5+WL58Ob755huprVWrVjA2Nkb//v1x69atXC2QiIiIiEgbqbyO9IMHD6BQKLK0KxQKPHr0KDdqIiIiIiLSeioH6fr168PPzw8RERFSW2RkJIYPH44GDRrkanFERERERNpK5SC9atUqvHz5EnZ2dqhYsSIqVqyIMmXKICIiAitXrsyLGomIiIiItI7Kc6QrVqyIa9euITg4GLdv34YQAtWqVUPLli2llTuIiIiIiAo6tS7IIpPJ4ObmBjc3t9yuh4iIiIgoX1B5agcRERERETFIExERERGphUGaiIiIiEgNDNJERERERGrI0cmGcXFxOX7AokWLql0MEREREVF+kaMgXaxYsc8ubSeEgEwmQ3p6eq4URkRERESkzXIUpI8dO5bXdRARERER5Ss5CtLOzs55XQcRERERUb6i1gVZAODdu3d48uQJUlJSlNpr1KjxxUUREREREWk7lYP0q1ev0KdPHxw6dCjb7ZwjTURERESFgcrL3/n5+SE6OhphYWEwMjJCYGAg1q5di0qVKmHv3r15USMRERERkdZReUT66NGj2LNnD+rXrw8dHR3Y2dnB1dUVRYsWxYwZM9CuXbu8qJOIiIiISKuoPCKdkJAAS0tLAEDx4sXx6tUrAICjoyMuXbqUu9UREREREWkplYO0vb097ty5AwCoVasWVqxYgWfPnmH58uWwsbHJ9QKJiIiIiLSRylM7/Pz8EBERAQCYOHEiWrVqhY0bN8LAwABr1qzJ7fqIiIiIiLSSykG6V69e0v9r166NR48e4fbt2yhTpgwsLCxytTgiIiIiIm2l8tSOKVOm4N27d9JtY2Nj1KlTByYmJpgyZUquFkdEREREpK1UDtKTJ09GfHx8lvZ3795h8uTJuVIUEREREZG2UzlICyEgk8mytF+9ehXFixfPlaKIiIiIiLRdjudIm5mZQSaTQSaToXLlykphOj09HfHx8fjpp5/ypEgiIiIibVZ29AFNl5AvPZqZv68/kuMgvXDhQggh0LdvX0yePBkKhULaZmBggLJly6JRo0Z5UiQRERERkbbJcZD28vICAJQrVw6NGzeGvr5+nhVFRERERKTtVF7+ztnZGenp6di5cydu3boFmUyGatWqoUOHDtDV1c2LGomIiIiItI7KQfr+/fto27Ytnj17Bnt7ewghcPfuXZQuXRoHDhxAhQoV8qJOIiIiIiKtovKqHb6+vqhQoQKePn2KS5cu4fLly3jy5AnKlSsHX1/fvKiRiIiIiEjrqDwiHRISgrCwMKWl7szNzTFz5kw0adIkV4sjIiIiItJWKo9Iy+VyvH37Nkt7fHw8DAwMcqUoIiIiIiJtl+MgfeLECaSmpsLd3R39+/fH2bNnIYSAEAJhYWH46aef0KFDh7yslYiIiIhIa+Q4SLu4uCA6Ohq///47KlSogEaNGsHQ0BCGhoZo0qQJKlasiN9++y0vayUiIiIi0ho5niMthAAAFCtWDHv27MG9e/dw+/ZtCCFQrVo1VKxYMc+KJCIiIiLSNiqdbPj+ZcErVaqESpUq5XpBRERERET5gUonG44fPx7+/v6f/FLFiRMn0L59e9ja2kImk+Hvv/9W2i6EwKRJk2BrawsjIyM0a9YMN2/eVOqTnJyMoUOHwsLCAiYmJujQoQPCw8OV+kRHR8PT0xMKhQIKhQKenp6IiYlR6vPkyRO0b98eJiYmsLCwgK+vL1JSUpT6XL9+Hc7OzjAyMkLJkiUxZcoUaaSeiIiIiAoXlUakr1+//smVOd4fsc6JhIQE1KxZE3369EHXrl2zbJ89ezbmz5+PNWvWoHLlypg2bRpcXV1x584dmJqaAgD8/Pywb98+bNmyBebm5hg+fDjc3d1x8eJF6UqLHh4eCA8PR2BgIACgf//+8PT0xL59+wAA6enpaNeuHUqUKIHQ0FBERUXBy8sLQggsWrQIABAXFwdXV1e4uLjg/PnzuHv3Lry9vWFiYoLhw4er9LqJiIiIKP9TKUjv3r0blpaWufbkbdq0QZs2bbLdJoTAwoULMXbsWHTp0gUAsHbtWlhZWWHTpk0YMGAAYmNjsXLlSqxfvx4tW7YEAGzYsAGlS5fG4cOH0apVK9y6dQuBgYEICwuDk5MTAODPP/9Eo0aNcOfOHdjb2yMoKAj//vsvnj59CltbWwDAvHnz4O3tjenTp6No0aLYuHEjkpKSsGbNGsjlcjg4OODu3buYP38+/P39Vf4lgoiIiIjytxxP7fjaQfHhw4eIjIyEm5ub1CaXy+Hs7IzTp08DAC5evIjU1FSlPra2tnBwcJD6nDlzBgqFQgrRANCwYUMoFAqlPg4ODlKIBoBWrVohOTkZFy9elPo4OztDLpcr9Xn+/DkePXr00deRnJyMuLg4pS8iIiIiyv9yHKS/9lzgyMhIAICVlZVSu5WVlbQtMjISBgYGMDMz+2Sf7EbRLS0tlfp8+DxmZmYwMDD4ZJ/M25l9sjNjxgxpbrZCoUDp0qU//cKJiIiIKF/IcZBevXo1FApFXtaSrQ9HwoUQnx0d/7BPdv1zo0/mLxefqmfMmDGIjY2Vvp4+ffrJ2omIiIgof8hxkPby8lKa1pDXrK2tAWQd7X358qU0EmxtbY2UlBRER0d/ss+LFy+yPP6rV6+U+nz4PNHR0UhNTf1kn5cvXwLIOmr+PrlcjqJFiyp9EREREVH+p9Lyd19TuXLlYG1tjeDgYKktJSUFISEhaNy4MQCgbt260NfXV+oTERGBGzduSH0aNWqE2NhYnDt3Tupz9uxZxMbGKvW5ceMGIiIipD5BQUGQy+WoW7eu1OfEiRNKS+IFBQXB1tYWZcuWzf03gIiIiIi0mkaDdHx8PK5cuYIrV64A+O8EwytXruDJkyeQyWTw8/NDQEAAdu/ejRs3bsDb2xvGxsbw8PAAACgUCvTr1w/Dhw/HkSNHcPnyZfzwww9wdHSUVvGoWrUqWrduDR8fH4SFhSEsLAw+Pj5wd3eHvb09AMDNzQ3VqlWDp6cnLl++jCNHjmDEiBHw8fGRRpA9PDwgl8vh7e2NGzduYPfu3QgICOCKHURERESFlErL3+W2CxcuwMXFRbqdeUEXLy8vrFmzBiNHjkRiYiIGDRqE6OhoODk5ISgoSFpDGgAWLFgAPT099OjRA4mJiWjRogXWrFkjrSENABs3boSvr6+0ukeHDh2wePFiabuuri4OHDiAQYMGoUmTJjAyMoKHhwfmzp0r9VEoFAgODsbgwYNRr149mJmZqXURGiIiIiIqGGRCjeU4YmJisGPHDjx48AC//PILihcvjkuXLsHKygolS5bMizoLjLi4OCgUCsTGxnK+NBVaZUcf0HQJ+dKjme00XUK+w31NPdzXVMd9TT3auq/lNK+pPCJ97do1tGzZEgqFAo8ePYKPjw+KFy+O3bt34/Hjx1i3bt0XFU5ERERElB+oPEfa398f3t7euHfvHgwNDaX2Nm3a4MSJE7laHBERERGRtlI5SJ8/fx4DBgzI0l6yZMlPXpiEiIiIiKggUTlIGxoaZnuZ6zt37qBEiRK5UhQRERERkbZTOUh37NgRU6ZMQWpqKoD/rur35MkTjB49Gl27ds31AomIiIiItJHKQXru3Ll49eoVLC0tkZiYCGdnZ1SsWBGmpqaYPn16XtRIRERERKR1VF61o2jRoggNDcXRo0dx6dIlZGRkoE6dOtIFUIiIiIiICgOVgnRaWhoMDQ1x5coVNG/eHM2bN8+ruoiIiIiItJpKUzv09PRgZ2eH9PT0vKqHiIiIiChfUHmO9Lhx4zBmzBi8efMmL+ohIiIiIsoXVJ4j/fvvv+P+/fuwtbWFnZ0dTExMlLZfunQp14ojIiIiItJWKgfpTp065UEZRERERET5i8pBeuLEiXlRBxERERFRvqJykM504cIF3Lp1CzKZDFWrVkXdunVzsy4iIiIiIq2mcpAODw9Hz549cerUKRQrVgwAEBMTg8aNG2Pz5s0oXbp0btdIRERERKR1VF61o2/fvkhNTcWtW7fw5s0bvHnzBrdu3YIQAv369cuLGomIiIiItI7KI9InT57E6dOnYW9vL7XZ29tj0aJFaNKkSa4WR0RERESkrVQekS5TpgxSU1OztKelpaFkyZK5UhQRERERkbZTOUjPnj0bQ4cOxYULFyCEAPDfiYfDhg3D3Llzc71AIiIiIiJtlKOpHWZmZpDJZNLthIQEODk5QU/vv7unpaVBT08Pffv25TrTRERERFQo5ChIL1y4MI/LICIiIiLKX3IUpL28vPK6DiIiIiKifEXtC7K8fPkSL1++REZGhlJ7jRo1vrgoIiIiIiJtp3KQvnjxIry8vKS1o98nk8mQnp6ea8UREREREWkrlYN0nz59ULlyZaxcuRJWVlZKJyESERERERUWKgfphw8fYteuXahYsWJe1ENERERElC+ovI50ixYtcPXq1byohYiIiIgo31B5RPqvv/6Cl5cXbty4AQcHB+jr6ytt79ChQ64VR0RERESkrVQO0qdPn0ZoaCgOHTqUZRtPNiQiIiKiwkLlqR2+vr7w9PREREQEMjIylL4YoomIiIiosFA5SEdFReHnn3+GlZVVXtRDRERERJQvqByku3TpgmPHjuVFLURERERE+YbKc6QrV66MMWPGIDQ0FI6OjllONvT19c214oiIiIiItJVaq3YUKVIEISEhCAkJUdomk8kYpImIiIioUFDrgixERERERIWdynOk3yeEgBAit2ohIiIiIso31ArS69atg6OjI4yMjGBkZIQaNWpg/fr1uV0bEREREZHWUnlqx/z58zF+/HgMGTIETZo0gRACp06dwk8//YTXr1/j559/zos6iYiIiIi0ispBetGiRVi2bBl69+4ttXXs2BHVq1fHpEmTGKSJiIiIqFBQeWpHREQEGjdunKW9cePGiIiIyJWiiIiIiIi0ncpBumLFiti2bVuW9q1bt6JSpUq5UhQRERERkbZTeWrH5MmT8d133+HEiRNo0qQJZDIZQkNDceTIkWwDNhERERFRQaTyiHTXrl1x9uxZWFhY4O+//8auXbtgYWGBc+fOoXPnznlRIxERERGR1lF5RBoA6tatiw0bNuR2LURERERE+cYXXZCFiIiIiKiwyvGItI6ODmQy2Sf7yGQypKWlfXFRRERERETaLsdBevfu3R/ddvr0aSxatIiXCyciIiKiQiPHQbpjx45Z2m7fvo0xY8Zg37596NWrF6ZOnZqrxRERERERaSu15kg/f/4cPj4+qFGjBtLS0nDlyhWsXbsWZcqUye36iIiIiIi0kkpBOjY2FqNGjULFihVx8+ZNHDlyBPv27YODg0Ne1UdEREREpJVyPLVj9uzZmDVrFqytrbF58+Zsp3oQERERERUWOQ7So0ePhpGRESpWrIi1a9di7dq12fbbtWtXrhVHRERERKStchyke/fu/dnl74iIiIiICoscB+k1a9bkYRlERERERPkLr2xIRERERKQGBmkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERq0OogPWnSJMhkMqUva2trabsQApMmTYKtrS2MjIzQrFkz3Lx5U+kxkpOTMXToUFhYWMDExAQdOnRAeHi4Up/o6Gh4enpCoVBAoVDA09MTMTExSn2ePHmC9u3bw8TEBBYWFvD19UVKSkqevXYiIiIi0m45Xv5OU6pXr47Dhw9Lt3V1daX/z549G/Pnz8eaNWtQuXJlTJs2Da6urrhz5w5MTU0BAH5+fti3bx+2bNkCc3NzDB8+HO7u7rh48aL0WB4eHggPD0dgYCAAoH///vD09MS+ffsAAOnp6WjXrh1KlCiB0NBQREVFwcvLC0IILFq06Gu9FXmu7OgDmi4hX3o0s52mSyAiIiIN0PograenpzQKnUkIgYULF2Ls2LHo0qULAGDt2rWwsrLCpk2bMGDAAMTGxmLlypVYv349WrZsCQDYsGEDSpcujcOHD6NVq1a4desWAgMDERYWBicnJwDAn3/+iUaNGuHOnTuwt7dHUFAQ/v33Xzx9+hS2trYAgHnz5sHb2xvTp09H0aJFv9K7QURERETaQqundgDAvXv3YGtri3LlyuH777/H//73PwDAw4cPERkZCTc3N6mvXC6Hs7MzTp8+DQC4ePEiUlNTlfrY2trCwcFB6nPmzBkoFAopRANAw4YNoVAolPo4ODhIIRoAWrVqheTkZFy8ePGT9ScnJyMuLk7pi4iIiIjyP60O0k5OTli3bh3++ecf/Pnnn4iMjETjxo0RFRWFyMhIAICVlZXSfaysrKRtkZGRMDAwgJmZ2Sf7WFpaZnluS0tLpT4fPo+ZmRkMDAykPh8zY8YMae61QqFA6dKlVXgHiIiIiEhbaXWQbtOmDbp27QpHR0e0bNkSBw78N4d37dq1Uh+ZTKZ0HyFElrYPfdgnu/7q9MnOmDFjEBsbK309ffr0k/2JiIiIKH/Q6iD9IRMTEzg6OuLevXvSvOkPR4RfvnwpjR5bW1sjJSUF0dHRn+zz4sWLLM/16tUrpT4fPk90dDRSU1OzjFR/SC6Xo2jRokpfRERERJT/5asgnZycjFu3bsHGxgblypWDtbU1goODpe0pKSkICQlB48aNAQB169aFvr6+Up+IiAjcuHFD6tOoUSPExsbi3LlzUp+zZ88iNjZWqc+NGzcQEREh9QkKCoJcLkfdunXz9DUTERERkXbS6lU7RowYgfbt26NMmTJ4+fIlpk2bhri4OHh5eUEmk8HPzw8BAQGoVKkSKlWqhICAABgbG8PDwwMAoFAo0K9fPwwfPhzm5uYoXrw4RowYIU0VAYCqVauidevW8PHxwYoVKwD8t/ydu7s77O3tAQBubm6oVq0aPD09MWfOHLx58wYjRoyAj48PR5iJiIiICimtDtLh4eHo2bMnXr9+jRIlSqBhw4YICwuDnZ0dAGDkyJFITEzEoEGDEB0dDScnJwQFBUlrSAPAggULoKenhx49eiAxMREtWrTAmjVrlNaj3rhxI3x9faXVPTp06IDFixdL23V1dXHgwAEMGjQITZo0gZGRETw8PDB37tyv9E4QERERkbaRCSGEposoTOLi4qBQKBAbG6t1o9m8IIt6eEEW1XFfUw/3NdVxX1MP9zXVcV9Tj7buaznNa/lqjjQRERERkbZgkCYiIiIiUgODNBERERGRGhikiYiIiIjUwCBNRERERKQGBmkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1MEgTEREREamBQZqIiIiISA0M0kREREREamCQJiIiIiJSA4M0EREREZEaGKSJiIiIiNTAIE1EREREpAYGaSIiIiIiNTBIExERERGpgUGaiIiIiEgNDNJERERERGpgkCYiIiIiUgODNBERERGRGhikiYiIiIjUwCBNRERERKQGBmkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgTURERESkBgZpIiIiIiI1MEgTEREREamBQZqIiIiISA0M0kREREREamCQJiIiIiJSA4M0EREREZEaGKSJiIiIiNTAIE1EREREpAYGaSIiIiIiNTBIExERERGpgUGaiIiIiEgNDNJERERERGpgkCYiIiIiUgODNBERERGRGhikiYiIiIjUwCBNRERERKQGBmkiIiIiIjUwSBMRERERqYFBmoiIiIhIDQzSRERERERqYJAmIiIiIlIDgzQRERERkRoYpImIiIiI1MAgrYalS5eiXLlyMDQ0RN26dXHy5ElNl0REREREXxmDtIq2bt0KPz8/jB07FpcvX8a3336LNm3a4MmTJ5oujYiIiIi+IgZpFc2fPx/9+vXDjz/+iKpVq2LhwoUoXbo0li1bpunSiIiIiOgr0tN0AflJSkoKLl68iNGjRyu1u7m54fTp09neJzk5GcnJydLt2NhYAEBcXFzeFaqmjOR3mi4hX9LGz1LbcV9TD/c11XFfUw/3NdVxX1OPtu5rmXUJIT7Zj0FaBa9fv0Z6ejqsrKyU2q2srBAZGZntfWbMmIHJkydnaS9dunSe1Ehfn2KhpiugwoL7Gn0t3Nfoa9H2fe3t27dQKBQf3c4grQaZTKZ0WwiRpS3TmDFj4O/vL93OyMjAmzdvYG5u/tH7kLK4uDiULl0aT58+RdGiRTVdDhVg3Nfoa+G+Rl8L9zX1CCHw9u1b2NrafrIfg7QKLCwsoKurm2X0+eXLl1lGqTPJ5XLI5XKltmLFiuVViQVa0aJFeRCgr4L7Gn0t3Nfoa+G+prpPjURn4smGKjAwMEDdunURHBys1B4cHIzGjRtrqCoiIiIi0gSOSKvI398fnp6eqFevHho1aoQ//vgDT548wU8//aTp0oiIiIjoK2KQVtF3332HqKgoTJkyBREREXBwcMDBgwdhZ2en6dIKLLlcjokTJ2aZIkOU27iv0dfCfY2+Fu5reUsmPreuBxERERERZcE50kREREREamCQJiIiIiJSA4M0EREREZEaGKSJiIgoV8THx2u6BKKvikGaiIiIvtjMmTPRr18/PH/+XNOlkBYSQqAgrm/BIE1ERERfrE6dOti+fTsmTpzIME1Z/Pvvv5DJZACAZcuW4fDhwxquKHdwHWkiFQkhIJPJEBkZCRMTEwgheNlV0qjMffJzbUR5JSMjA25ubjh27BhatmyJjIwMTJ06Fba2tpoujbTArVu3UKdOHUydOhVv3rzBkiVLcPnyZU2XlSsYpIlUJJPJsHv3bowbNw5CCDg6OsLf3x9OTk6aLo0KoYyMDOjo/PfHxWfPniEtLQ2lS5eW2oi+Bh0dHaSnp8PZ2RnBwcFwdXUFAIZpAgBYWVlhwYIFGD58OORyOW7fvo2SJUsiLS0Nenr5O4rySEuUQ5lzu+7evYu+ffvCx8cHHh4eSEtLww8//IATJ05ouEIqbIQQUmCeMmUK3N3d4eLiAkdHR2zcuBHR0dEarpAKE11dXQBAs2bNcOjQIaxbtw7jx4/nNA9C8eLFYWZmhuTkZKSnp2Pjxo0AAD09PaSnp2u4ui/DKxsSqeDcuXM4e/YsXr58ialTpwIALl26hLlz5yIsLAxr1qxB06ZNNVwlFTbTpk3D4sWL8ccff8DV1RUtWrTAq1evsH//ftjb22u6PCrAMqcQ3b59G+Hh4QAAR0dHWFlZ4fDhw2jTpg169+7NkelC6P2/lgFAVFQUnj17hhMnTmDcuHEYPnw4xo8fr8EKc0f+Hk8n+oqioqIwbdo0HDlyBL169ZLa69SpgxEjRmDu3Lnw8fHB0qVL0aJFCw1WSoWFEAJxcXE4fPgwFi5ciA4dOuCff/7BzZs3MXv2bNjb22f5YUaUWzJD9M6dOzFy5EgYGRlBoVDg6dOnOHDgAFq2bClN89DV1cWECRNQqlQpTZdNX8H7x51r164hPT0dNWrUgLm5OUqWLInExERMnz4durq6+PXXXwEAEydORMuWLfHtt99qsnTVCSLKsT179ohWrVoJS0tLcfPmTaVtly5dEu7u7qJmzZri3bt3GqqQCpuIiAhRvnx5ER0dLYKDg0WRIkXEsmXLhBBCJCQkiMWLF4vIyEgNV0kF1enTp0XRokXFihUrhBBCHDlyRMhkMjF16lSRnp4uhBDi6NGjQiaTiSFDhoi0tDRNlktf2ahRo0SJEiWElZWVsLe3F+fPnxdCCBEdHS3mzJkjjI2Nxffffy9atmwpypcvny/3D07tIPoI8ZFVD44dO4aAgAC8ffsWf/31FxwcHKRt165dk37jJsptH9snv/32W5iamiI0NBQLFixAv379AABPnjxBr1698PPPP6NLly5fu1wqBFasWIGzZ89i1apVePLkCb755ht06NABixcvBgDExsZCoVDgxIkTKFGiBKpWrarhiikvvT8SHRgYiKFDh2LRokUwMTHB7NmzcfbsWWzZsgXNmzdHfHw89u/fj9WrV8PW1hZ//PEH9PX1891f0RikibKRGVgOHz6MzZs3IzY2Fvb29vDz80OJEiVw7NgxzJ49G9HR0Vi5ciWqV6+u6ZKpgHv/h0tMTAxkMhkUCgWA/9ZknTp1KurUqYP9+/cDAN69e4fu3bsjKSkJQUFB0olgROrKPC6+vy+OGjUKjx49wuzZs/HNN9+gbdu2WL58OWQyGfbt24eLFy9i5MiRMDY21nD19DWtWrUK8fHxSE5Oxi+//CK1d+nSBSdPnsS2bdvg4uICQHmAID+u4pF/Ij/RVySTybBnzx64u7sjJSUFRYsWxR9//IHOnTvjzJkzcHFxwc8//wxLS0t06dIFt27d0nTJVMBlBpcJEyagXbt2qFKlCoYNG4bDhw+jf//+8PDwwO3bt9G0aVP07t0brq6uCA8PR2BgIHR1dfP9mfGkeZlh58WLF1Kbg4MDnj59ikaNGqFVq1ZYsWIFgP9+8QsKCkJERIRGaiXNSU5OxsKFC+Hn54eHDx8qbdu1axeaNm0KDw8PHDp0COnp6dJ+JYTIdyEaYJAmAgAkJSUp3X716hUmTZqEadOmYf369Vi1ahX+/fdfvHv3DiNHjkRcXBzc3NzQr18/1KpVC0ZGRhqqnAq6jIwM6f+//fYbli9fjl69emHQoEH4999/MXLkSOzduxezZ8/G4sWLUapUKZiYmKBdu3a4ePEi9PX1kZaWxhFpyhX37t1DyZIlsXLlSgD/jTDq6OggJiYG3bt3R0pKCmJjYzFu3Dhs374dfn5+HI0uRIQQkMvlOHbsGNq0aYP9+/fj+vXr0jYA2LlzJ+zt7bFkyRKl41J+vYAUp3ZQoTdt2jTY2NigT58+0qhfVFQUGjdujFmzZqFTp05ISUmBgYEBXr58iSpVqmDEiBHSmcYJCQkwMTHR5EugQuD69etYtWoVGjVqhB49ekhty5cvx4ULF7BixQrUqlUry/3S09MZoinXREVFYfr06Vi8eDFWrFiBPn364O3bt3B2dkZqaiqioqJQtWpV3L17F3v37kXt2rU1XTLloQ/nM79/vImJiUHbtm0RFRWFv//+G1WrVlWaxpHf5kJ/TP4bQyfKZa9fv5ZGVTIPAgYGBoiPj8fVq1fRqVMnGBgYICUlBZaWlnB2dsaTJ0+k+zNEU17KyMhAaGgomjVrBn19faVg4ujoiAEDBiAoKAiXLl1CrVq1spyQyBBN6socZ3t/fzI3N8e4ceNgaGiIfv36QQiBvn37IjQ0FEeOHMGdO3dQuXJl1KpVC2XKlNFU6fQVvB+Ely1bhitXriA8PByDBw+Gq6srihUrhoMHD6Jt27bo3Lkz/v77b1SpUkW6v46OToEI0/m7eqIvkPlDYuHChahWrRpCQkKwYsUKvH79Gqampvjll1+wbNkyrF27FgBgYGAA4L/5X6amphqrmwq+96dz6OjooGnTppg7dy5SU1MRGhqKqKgoaXuNGjVQrlw5nDp1CkD+/fMoaY/ExEQA/+1LMpkMR44cwT///CNtL168OIYPH47Ro0fjxx9/xIYNG2BsbIz27dtjxIgR6NChA0N0IZAZgEePHo1p06ZBR0cHFSpUQMeOHbF06VK8fv1aCtMWFhZo2LAhHj9+nO1j5Gtfebk9Iq2TkZEhhBCiX79+wtLSUixfvlzEx8eLly9fCj8/P1GiRAkxatQosXLlSuHr6ytMTU3FrVu3NFw1FQabNm0SW7ZskW7PnDlTyGQyMXPmTPHixQshhBBxcXGiRo0aYty4cZoqkwqQRYsWifr164uXL18KIYRITEwU3t7eQkdHRwQFBSn1ffHihXB3dxcymUysW7dOE+WShq1fv17Y2dlJ60OfPn1ayGQyoa+vLyZNmiRev34thBDizZs3YsCAAflynejPYZCmQiszQEdFRUltgwYNEuXLlxfLli0TycnJ4vXr12LJkiWiQoUKok6dOqJp06biypUrmiqZCpHo6Gjh4OAgmjVrJv7++2+pfdq0aUImk4lvv/1WDB06VHTs2FHUqFFDJCcna7BaKiiuX78urK2tRevWrcWrV6+EEELcvXtX+Pj4iGLFiol//vlHqf/o0aOFlZWVMDMzEzExMdJxlQqmzIvsCPHfz9C//vpLLF++XAghxN69e0XRokXFli1bxO+//y709fXFnDlzslwQqqCFaQZpKpQyD/YHDx4UXbt2VRppGTBggChXrpxYtmyZePv2rRBCiHfv3ol3796J+Ph4jdRLBV92AeT+/fuiWbNmomXLlmLXrl1S+9y5c4VMJhMtW7YUa9euldpTUlK+Sq1UMGWGpDt37gg7Ozvh6uoqjUzfv39f9O3bV5iZmYng4GDpPr/88otYtWqViI6O1kTJpCHnz58XaWlp4t69e+LJkyfi6dOnolatWmL+/PlCiP9++TI1NRUymUysXLlSw9XmrQIwOYVIdTKZDDt37kTXrl1Rv359mJubS9uWL1+Oli1bYvbs2di4cSNev34NIyMjGBkZ8cRCyjOZc5ufP38utVWoUAErV65EcnIyli5dir179wIAhg8fjpkzZ+L48eOIjo5GamoqAEBfX//rF04FgnjvJFV9fX3Mnj0bhw8fxpAhQxAVFYUKFSrg119/RdeuXdG6dWv07t0bXbt2xapVq/Dtt9+iWLFimn0B9FUIIRAUFIRmzZohJiYGFStWROnSpfHixQukp6fD2dkZwH/nefj6+mLr1q3o3bu3hqvOY5pO8kR5LSYmJkvbrVu3hJ2dnfjjjz+U2t+ftjFw4EBhZmYmVq5cyT9X0lexbNky0aJFC3HmzBml9nv37onq1auLBg0aiD179kjt06dPFwYGBiIgIED66wnRl9i5c6cwNzcXvr6+onHjxsLU1FS4urpKc12joqLEkiVLRIsWLcR3330nrl69quGKSRMcHR3FTz/9JN0+fvy40NXVFatWrRLnzp0T7dq1Ex06dJC2p6amaqLMr4JBmgq0c+fOicDAwCztISEhomLFiiIpKUkkJyeLpUuXCmdnZ2Fqairatm0r9fv555/FvXv3vmbJVIiFhYWJcuXKiW7dumUJ0wcOHBAmJiaiQYMG4tixY1L72LFjRfHixZXm+hPlxIdzVZ8+fSpsbW3FvHnzhBD/nWh46tQpYWtrK9zc3KRpHpnbOJWo4PtwH8k8F2PhwoXC2dlZ/O9//5O2jRkzRshkMlG+fHlRr169QrN/cGoHFWjHjh3DX3/9laW9ZMmS0NHRgbu7O+rWrYvAwEA0aNAAgYGBOHTokHSf+fPno2LFil+7bCoE3l/iLpOTkxO2bNmCq1evYvbs2QgLC5O2paSkoF27dqhfvz6aNm0qtU+bNg13795F8eLFv0rdVDCMGjUK+/fvV2pLTk6Grq4uGjVqBAAwNDRE48aNsWXLFpw6dQr+/v7S1CNDQ0NOJSrAwsPDAfzfOvQ3btwA8H/LwHbu3Bk3b97Epk2bpPsEBATgwoUL2LFjB8LCwqSrqhZ0DNJUoFWtWhVWVlYA/pt7+uTJEzx69AgVKlTAb7/9hlKlSqFz586YO3cuZs2ahcaNG6NZs2YoUaKEhiunguz9ixAcOHAAf/75JzZs2ICnT5+iQYMG2LRpE27evIk5c+Zg8+bNiIiIwOrVq+Hk5ITFixdLFzLIDOMM0aSq6OholCtXDsD/ralvaWmJhIQEnDhxQqlvjRo1UKlSJWzcuBFDhw7N9pdAKjg6duyoFJB37dqFzp07o0OHDrh58yaioqJQpkwZTJo0CZs3b8bVq1elvnXq1EHt2rWhq6uL9PR06OkV/Ov+8RLhVKCdO3cOaWlpSExMxK+//opXr17B0tIS9erVw+LFi5X6pqenY8qUKVi5ciVCQ0NRtmxZzRRNhcaIESOwZcsWKBQKpKen4/nz59i2bRtat26NixcvYuTIkbh9+zZ0dHRgaWkpjfKID65eSJRTH+47QUFBiIuLQ5s2bWBiYoIJEyZg7969GDVqFHr27Cn1GzRoEDp27IiKFSuiQoUKmiidvpL9+/fDzc0NBgYGSEpKQnx8PM6cOYNZs2bhzZs3qFSpEkaOHAm5XI5hw4Zh8ODB8PDwULo8eKGi0YklRHko8wTB48ePC0NDQ7F48WJx9+5dsXTpUiGTycSOHTukvgcOHBBeXl7CyspKXLp0SVMlUyGyadMmYW5uLs6fPy/i4uLEkydPRP/+/YWxsbEIDQ0VQvw3ZzUsLEwcOHBAmqtYkE/aoa/j/ZOne/XqJWQymdi5c6cQ4r+l73r37i2qV68uJk2aJA4ePCiGDRsmrK2tRUREhKZKpq/gw5PqFyxYILy9vcWjR4+ktvXr1wsvLy8hl8vFzz//LEqUKCHKli0rEhMTv3a5WqPgj7lToZU56rJnzx4MHz4cgwcPxrNnzzBr1iwMHDgQXbt2lfomJibC3Nwcx48fR5UqVTRVMhVg70/nAICHDx/CyckJ9erVAwCYmppi8eLFePv2LX788UecPn0apUqVQqlSpaT7FJY/lVLekslkOHv2LBo0aIANGzZAV1cXXl5eyMjIQLdu3TBu3Dhs27YNixYtwqZNmyCTyXDw4EFYW1trunT6ikxNTXHw4EGYmZmhf//+qFKlCn744Qf88MMP6N69O/bu3QsdHR0YGBhIc6cLJU0neaK8lJGRIZydncWcOXPEq1evRMmSJUX//v2l37zXrl0rDh48KIQQIikpSZOlUgH2/kjPsmXLRHh4uJg1a5awsbGRRpoz/92zZ4+ws7NTOhueKDe9e/dOWFlZiQEDBkhtnp6eokiRImL79u1SW0JCgoiIiODFVgqZefPmiRMnTgghhFi9erUoWbKkGDZsmLhz545Sv/j4ePHw4UPp2PX+VQ8LE55sSAWaEAJNmjTBtWvXULduXbRt2xYrVqwAACQkJODUqVO4dOkS0tLSIJfLNVwtFUTivTmpixYtwoQJExAREQEXFxdYWVlh8uTJiI2NleYWWltbw9DQEElJSZosmwowIyMjjBgxAg8ePMD9+/cBAOvWrUPXrl3Rp08f7Ny5EwkJCTA2Noa1tTUvtlLI7Nq1C2PHjgUAeHt7IyAgADt27MDSpUul/QUAjI2NUbZsWenEwvf/4laYFM5XTQVOWlqadOb5y5cv8ebNG6SlpUFHRweNGzfGtm3bYGpqijFjxkj9AwICEBgYiO+++45/Lqc8kxmiz58/j+vXr+OPP/5AvXr1UKdOHbRq1QrHjh3DuHHj8ODBA/z777+YNGkSbG1tYW9vr+HKqSAQH1lPoGXLlrh8+TJOnz4tta1ZswY9evRA9+7dcfjw4a9VImmJzH1lzJgxSEpKwrFjxwAAvXv3xowZM7Bz504sXboUt2/fBgClk1YL5UmG/x/TA+Vrf/75J7p27Sot//X3339j5MiRMDIygqmpKXbu3Il27dph7dq1+PHHH/HTTz9BR0cHJiYmOH78OIKDg7lONOW5v//+G2PHjsXbt2/h7e0N4L8fPFOmTMHMmTNx8OBBVKpUCdWrV4eJiQlOnjwpLXFXWEd56Ms8fvwYdnZ2UtjJHEnMPN7VqlULAwcOxMyZM9G0aVNplaKVK1dCLpfzXJFCQHywgkvm/xs3bozU1FRs2bIFLi4uAABPT0/IZDJ4e3vDzs6O+8d7uPwd5VtRUVGoW7cuDA0Ncf78eURFRaF27doYM2YMjI2NsXXrVty/fx9BQUFwdHTEkSNHcPbsWVy9ehX16tVDx44dUblyZU2/DCqAPvwBFR0dDT8/P+zYsQP9+/fH7NmzpYtZZGRkICUlBWFhYTAzM4OjoyN0dHSQlpbGv5SQWv766y8EBATg5s2bkMvliIyMRO3atVGxYkW4uLhg1KhRMDY2xv379+Hh4YHRo0eje/fuSEpKgqGhoabLp69s27ZtePv2Lfr16ye1HTp0CL1798bWrVvRvHlzqT0wMBCurq6FegT6QwzSlK/9+++/8PLyQkpKCubOnYtTp05h0qRJAIDXr1/D09MTV65cQXBwMBwcHDRbLBUK74foHTt2oFSpUmjYsCHi4uLg6+uL69evo2/fvhgwYAD09PSyHXXmSDR9ibS0NDx+/BgVKlRATEwMihUrhlOnTuHatWuYOHEiKlasiG+//RYTJkzA0KFDcevWLZw5c0bTZdNXJoTAmzdv0LVrV0RERKBIkSKYMGEC6tSpg9KlS6NVq1Zo0qQJJkyYgJSUFKWVOQrtmtHZ4JGa8p0ZM2Zgzpw5AIBq1aph3bp10NfXR6tWrfDw4UOpn4WFBdavX49atWqhXbt2SldfIsoLGRkZUog+e/YsZs+ejWnTpuHGjRsoWrQoFi5ciKpVq2Ljxo1YsWKFNI//w/EMhmhSxz///IPnz59DT08PFSpUwIULF1C+fHmcPHkSTZo0wcCBA3H37l20aNECZ86cQeXKlaGrq4uzZ88qXcmOCgeZTAZzc3Ps3bsXwcHBqFChAgICAtCmTRsEBwfD0dERy5cvx7Nnz7Isb8cQ/R5NLBVC9CUmTZokZDKZWLJkidR248YN0bx5c1G2bFnx4sULIcT/LTn2+vVr0ahRI1G1alWRnJyskZqp4Ht/ibuAgADh5eUl7O3thYGBgejQoYN0oZ/o6Gjxww8/iCZNmohZs2ZJS0cRqSsjI0Pcu3dPyGQyMXDgQOkYmJKSIlq2bClsbW3FmTNnpP7p6ekiNTVVzJw5UzRt2lRYWVmJBw8eaKp80qAPL8ISGhoqxowZI8zNzUWrVq2ETCYTc+fO1VB1+QOndlC+Iv7/n83nzp2LUaNG4ffff8fgwYMBALdu3UKvXr2QkpKC0NBQFCtWTOr/5s0bxMfHo0yZMhp+BVTQzZ8/H5MmTcKuXbtgZ2eHAwcOYMuWLbC2tsakSZNQq1YtxMTEoFevXihVqhSWL1/Oy31Trti7dy+6d+8OHx8fjB07FjY2NkhLS0PXrl0RFhaGPXv2oGHDhkr3efr0KYyNjWFubq6hqkkbfDid7Ny5czh69CguXbqETZs28XyNT2CQpnxDCAEhBHR0dBAbG4vp06fjt99+w9KlS6WTJG7dugUPDw+kpqZmCdNEeUkIgbS0NHTu3BmVKlXCggULpG3r1q3D1KlTUa1aNUybNg2Ojo6Ij4+HkZERdHV1uY/SF8nIyEBGRgb09PSwb98+dOzYEaNGjcKQIUNQsmRJpKamolu3bh8N01Swfeqci08de96fB82Tnz+OE/Eo35DJZNDR0cHOnTvRuHFjhIeHw8jICAMGDMCSJUsAAFWrVsWmTZtgbGyM6tWrIzY2lgGFvgqZTAZ9fX2YmprixYsXyMjIkLb17t0bbdu2RVBQECZNmoTr16+jSJEi0NXVVZpXTaQOmUwGPT097N+/Hy9evICdnR1mz56NOXPmIDIyEvr6+tixYwcaNmyIbt264eTJk5oumb6S90P0nj17sHLlSixevBjh4eEA8Mljz/vzoBmiP45BmvKVa9euwcvLC35+fli6dCkuX76M0aNHw9fXVylMr1q1ChUrVkRUVJSGK6bCplq1aggJCcGFCxeU2itVqgRnZ2e8ffsWmzdvRnp6OgCeWEhfTiaT4Z9//kGXLl2QmJiIiRMnYsqUKfj9998xffp0KUzv3LkTlSpVwo8//sgrZxYSmceXkSNHYtCgQdi3bx9+//13dOnSBRs3btRwdQWEZqZmE6knODhYVK5cWURERCi1jxkzRujp6YnVq1dLbTyxkL6m90/aadGihShXrpw4duyYiIiIEO/evROdOnUSK1euFOPHjxeWlpYiKipKg9VSQePl5SW6du2q1LZjxw4hk8mEn5+fCA8PF0IIkZqaKp48eaKJEukrev94tH79elGyZEnphOfNmzcLmUwmDhw4oKnyChQOhVC+IpPJcO/ePcTGxgL4b94WAPzwww8wMDBA37598eeffwJAluV6iPKSTCaTRpmDgoJQpUoV9O7dG40aNUKdOnVw48YN9O3bFy4uLihWrJi07xJ9CfH/T3N6+/atdJGf9PR06STDX3/9FcuWLUNAQABevHgBPT09lC5dWpMlUx46cuQI3r59C5lMJu0b//vf/9C6dWvUrl0bW7ZswU8//YQlS5agbdu2SExMxLNnzzRcdf7GIE35SpMmTdCyZUv4+/vj0aNH0rwtc3Nz9OjRAwEBAfjmm280XCUVVO/Pe35fZoDOPHFQR0cHBw8exOLFi/Hrr7/C398ft2/fBgBs3boV5ubmMDIy+mp1U8GVOcfV2dkZ+/btw5UrV6Crqyu1W1lZoXz58tiyZUuW9cqpYPn999/RrVs37NixA/Hx8dI+cOfOHVhYWODy5cvw8fHBjBkzMHDgQAghsHr1auzevZu/2H8BrtpBWkn8/zOJb9++jbi4OCQmJsLZ2RnAf5czXb58OfT09DBnzhyYmJhg9erVOHjwIEJDQ2FiYqLh6qkgev+kndDQUERHR0NPTw9ubm7Q1dVVOsM9u6t+Xbt2DUuXLsX27dtx7Ngx1KhR46u/Bsr/Mo+NDx48QHR0NMqVKwczMzPExMSgb9++ePz4MVavXo1atWoB+G9ubM2aNdGxY0cUKVJEs8VTnuvTpw/CwsIwYsQI9OjRA6ampti7dy969uyJxMREbNy4ET179gQAvHv3Dl26dIGDgwPmzp2r4crzMY1NKiH6iMy5Xbt27RJ2dnaiatWqwtjYWPTq1Uua57djxw7Rpk0bIZPJRIUKFYSlpaU0/4soL40cOVJUqVJF2NvbiyZNmohq1aqJmJiYT97n3bt3Ys+ePcLFxUVcvXr1K1VKBdX27dtFmTJlhJmZmWjYsKFYvny5SE9PF5cuXRIdO3YUhoaGom3btqJZs2bC2NhYXLt2TdMlUx5LSUmR/u/p6SkqV64s/vrrLxEXFyfevn0rBg0aJKytrcWGDRtEbGysuH79umjdurWoXbu2SE1N1WDl+R+DNGmlf/75RxQrVkz88ccfIjU1VQQFBQmZTCY6d+4sHj16JPULDQ0VZ8+elQI2UW768KpfixcvFhYWFuLs2bNCCCEWLFggZDKZOHjw4Efv8763b9/mTaFUoL2/T927d0/UrFlTLFmyRISFhYlevXqJBg0aiJkzZ4r09HQRHx8vVqxYIX788Ufh5+cnbt68qcHK6WtIT0/P0vbDDz+IypUri5UrV4rU1FRx9+5d4efnJ+RyubCxsRGOjo7CxcVFCuC8wqr6OLWDtE5cXBxGjRoFGxsbTJgwAQ8fPoSrqyvq1q2Lw4cPw8nJCfPmzUPVqlU1XSoVYA8ePECFChWkdZ5lMhmGDBmCihUrws/PD3///Td69+6NefPmwcfHBwkJCTAyMuJydpRrXr9+DQsLC+n21atXsWPHDkRFReH333+Hnp4e3r17h9GjR+Ps2bPo1KkThg8fDgMDA17kp5B4f8rZ6tWrYWpqim7dugEAvLy8cObMGYwePRqenp7Q19fHrVu38PDhQ1hZWaF27drQ0dHhxVa+EI/4pHUMDQ3RsmVLeHh44M2bN+jWrRuaNWuGrVu3Yvny5QgMDMTPP/+Me/fuabpUKqDmzp2LSpUq4eLFi9IPKSEE7t27h/T0dBw6dAienp6YNWsWfHx8kJGRgVWrVuGvv/7ScOVUUCxevBj+/v5ISUlBWloakpOTMXHiRCxcuBBXr16Vgo+xsTECAgLg5OSEgwcPYuLEiUhNTWWILiTeXyd64sSJuHDhAiIiIgAAa9euRaNGjTBz5kysX78esbGxqFq1Ktq2bYu6detCR0dHuiImqY9BmrSOgYEB3N3dUbFiRQQFBcHAwAATJkyQtjdv3hz37t2DXC7XYJVUkLVs2RLdu3dH+/btcfHiRWlpu3r16mHr1q3o2bMnZs2ahYEDBwIAoqKiEBgYiLi4OA1XTgWFmZkZJkyYAAMDAyQnJ0Mul2PZsmXo1KkTnj17hmXLlkmryBQpUgQBAQHSL3/cDwuXP//8E6tXr8aePXsQEBAAGxsbaSWhtWvXonHjxpg7dy7Wrl2LxMREpfvyL2hfju8gaaXMkPzo0SPExcVJK3FcunQJ7u7uuH37NsqUKaPJEqkAq1WrFiZOnIhvvvkG7dq1w/nz56Gnpwdvb2+8ePECVlZWqF+/PhITE/HkyRN4eXkhKioKfn5+mi6dCohevXqhYsWKOHv2LLy8vHDz5k3Y2Nhgzpw5qFevHjZv3ozVq1dL/YsUKYJFixZh/fr1MDc312Dl9LVdvXoVvXr1Qu3ataVfrt7/i8SaNWtQvnx5nDlzBoaGhpoqs8DiHGnSajdv3kSDBg3g4OAAExMTXLp0CSdOnODSYZRn3p9bevPmTUyePBkhISHYu3cvnJyccPPmTXTo0AFFihTBixcvUL58eaSnpyM0NBT6+vrZLn1HpK7Vq1djyZIlqFSpEiZMmICqVasiIiICQ4cOxYsXL9C3b1/06dNH02WSBrVq1QrGxsbYvXs3gP87hiUlJeHq1atwcnIC8H/zqTl/PndxRJq0yvsXvMjIyED16tUREhKCqlWrwtHREadOnWKIpjyR3UhO9erVMW7cODRt2hQdOnRAWFiYtE/Onj0bEydOxJQpU3D69Gno6+sjLS2NIZpyVZ8+feDr64uIiAhMnDgRt27dgo2NDRYtWgRbW1ssWLAAGzZs0HSZ9BV8OO4phEBGRgbq16+PZ8+e4fLly0hPT5eOYZGRkRgzZgxOnToFANKcaIbo3MURafrqMn8bvnLlCm7cuAGZTIYKFSqgYcOGWfpm/gb9/soJRLnt/TPfL1y4AOC//bR+/foA/ruYytSpU3HixAlpZPrDUR2ORFNue3+/XLNmDdasWQNLS0tMnjwZVatWRXh4OMaOHYspU6bAzs5Ow9VSXnp/X4iMjISxsTEAoGjRonjw4AG++eYb1KtXD/7+/mjYsCFev36NwYMHIyYmBseOHeOxKQ8xSJNG7Ny5E4MGDYKDgwNSU1Px7Nkz+Pr6YtiwYZoujQqZ9wPx+PHjsX37diQlJUFPTw+9evXC5MmTAQDXr1/H1KlTcerUKezYsQONGjXSZNlUSGQXpm1sbDB27Fg4ODjwF7hC4P19YMaMGTh48CDevHmD6tWrY9SoUahbty5u376NHj16QAiBiIgI6RersLAwTjnLa1932WoqrN5f7P3q1avC0tJSLFmyRAghxKlTp4SBgYH45ZdfNFUekZg6daooUaKECAkJES9fvhR+fn5CJpOJESNGSH2uXbsmmjdvLtzd3TVYKRUG719k4/3/r127VtSsWVN4e3uL5OTkT14AiAqWsWPHihIlSohNmzaJLVu2iKZNm4oyZcqIM2fOCCGEeP78uQgJCRFLliwRe/fulX7u8sqFeYtBmvLUP//8I/0/85t5x44domXLlkIIIR49eiTKlCkjBg4cKPW7c+fO1y2SCo3U1FQRFhaWpf3GjRuidevWIjAwUAghxP79+0WxYsWEl5eX0NfXFyNHjpT63r9/P9sriRGpIzMIP3jwQJw/f16cP39e2r/eH4B4f5/btGmT0hVeqeALDAwUNWvWFKdPnxZCCHHgwAFhamoqatSoISwtLcW5c+eyvR+vWJj3eLIh5ZmzZ8+iT58+GDx4MABIi74nJibC2NgYd+7cwTfffIPWrVtj0aJFAICTJ09i9erVePnypcbqpoLrzJkzOHjwYJb2MmXKoE2bNmjcuDFOnDiBAQMGYMaMGVi1ahW+++47zJkzB/379wcAVKhQQZq3T/QlxP+fVrRr1y60b98e33//PYYMGYJGjRohNjZW6U/x7+9zPXv25JzoQsbKygqtWrVCo0aNcOjQIXh7e2PWrFlYs2YNDA0N0bVrV5w+fTrL/TidI+8xSFOeqVSpEoYNG4ZTp07B19dXarewsMCpU6fg5OQEd3d3rFixQvpm37p1K+7fv8+1LilP6OvrIyQkJEu7qakp+vfvD1NTU+zZswdubm7w8vKCjo4OypQpAzc3Nzx69EgpPPNCBqQq8cEpSTKZDCEhIejduzd8fX1x7do1jBkzBufPn1daiSPzftznCocLFy5IF9WZMWMGTpw4gVq1amHUqFHIyMjAkiVLMGDAAAwcOBA1a9ZE5cqVkZaWhunTp2u48sKJ14WkPCGEQPHixdG/f3/o6Ohg7dq1GDp0KBYtWoTWrVtLI34NGjTA48ePoauri99//x1btmxBSEgIihYtqumXQAVQUlKSFEb27NmDx48fQ19fH87OzqhWrRqSk5Nx5coVlChRAkZGRkhMTMStW7fQu3dveHh4AFA+8YdIFS9evIC1tbXSKkRhYWHo168fBgwYgKdPn8LX1xeDBg2S/pInuOZvoXLr1i0MGDBAWsVq2bJluH79OgCgePHiePHiBa5du4bvvvsOABATEwMzMzOsWbMGrq6uGqu7MOOqHZQn3g8bL1++xLp167B27Vo0bdoUS5YsAQD4+vpi06ZN0NXVRenSpREXF4etW7eidu3amiydCri0tDQsXLgQS5YsQdmyZVGsWDHs3bsXR48ehbOzM9atW4c+ffqgTZs2iIiIQFpaGi5evAg9PT2GGlLb7t270b17d5w5cwb169eXjpFeXl4oUqQIxo0bhwYNGqBt27ZYvnw5ZDIZtm/fjsjISAwdOlTT5dNX9PvvvyMgIABv375FYGAgvv32W6SlpUFPTw9paWn47rvv8ODBAwwZMgSbNm1CamoqQkJCpOk//EX/6+K7TXlCR0cHhw8fxtWrV2FpaQkvLy94eXkhJCRE+qHw+++/Y+/evVi5ciUWLlyIEydOMERTntu2bRvmzJmDrVu34tixY+jcuTOEEAgPDwcAdOrUCatXr0aRIkXg7OyMCxcuQE9PT+lCB0SqKl++PDp06IDOnTvj4sWLUuipV68e7t+/jwYNGqB169ZYsWIFACA1NRXHjh3Do0ePkJSUpOHqKa9lZGRIU3gqVKgAuVyO8uXLY9u2bYiKipKOQXp6ehg8eDDKly+PBQsWwNjYGEePHmWI1iCOSFOeSEpKwvfff4+9e/fiypUrqFGjBl69eoW1a9dmGZkm+pqmTZuGly9f4vfff8euXbvg5eWF+fPnw8fHB2/fvkVCQoL05/fMH0qZo0FEX+Lff//FpEmTcOLECezfvx/16tXDgwcP4Obmhrdv32L//v1o0KABEhISEBAQgNWrV+PYsWOwt7fXdOmUh94/1ty5cwcymQympqbYvn07Nm/ejJo1ayIgIADFixeX7pOSkoK3b9+iePHikMlkPEZpEH91oVyV+XuZoaEh5s2bh27duqFJkya4evUqSpQoIY1Mnz59Gn369NFwtVTQZbeyRkxMDNLT0/H333/Dy8sLc+bMgY+PD4D//vy+ZMkSxMfHSz/YhBD8AUW5olq1apg4cSKaNm2Kdu3a4ezZs6hQoQL27dsHuVyOwYMHo1q1aujRowdWrVqFAwcOMEQXcEII6Vgzbtw4fPfdd7h79y5sbGwwePBgdOnSBdeuXcP48eMRExMDABg0aBAuXrwIc3NzyGQyZGRk8BilQRyRplyROXc0OTkZcrlcuv3w4UMMHz4cwcHBOHXqlDQyvWzZMvzzzz/YtWsXrKysNF0+FUDvj/JcunQJVapUgbGxMVatWoXp06fj5cuXmDFjBoYMGQIAiI2NRc+ePVGjRg3MnDlTk6VTAXft2jVMmzYNISEh2LNnDxo2bIiHDx8iNDQU169fh4PD/2vvzsNrON8Gjn/nRMgeqvYlxFbEvm8t+gohPxQJpYRYEltrF0qDWtNSrb3WakNiC0mQUq0lttpDYk3ssRSlZE/O8/7hzbyCX0tED8n9uS7Xdc7MM3Puc3LM3OeZZ+7HicaNG+Po6GjqUMW/ZOLEicyfP5+VK1dSo0YNChYsCDw+js2aNYsNGzaglMLKyorIyEiuXbsmyfMbQhJpkWUOHz5M586d+e233yhZsmSGZHrgwIHs27ePAwcO8N5773Hnzh0MBkOGS1VCZJUnk+jx48ezfv16vv76a1q3bg1Ap06d2Lp1K0uXLqV27dokJiYycuRIbt++zcGDB+XGQpEl0r9DV69exWg0kpiYqPcwR0RE8OWXX7J7926Cg4OpV6+efOdyqNjYWFxdXRk+fDjdunXTl6cP11BKsWbNGvbt20diYiLz5s3Tx0xLnWjTk0RaZJmDBw/y2Wef8ddff7Ft2zaKFy+uJzRbt26lTZs2wOMTiJOTk4mjFTnBuHHjWLJkCStWrKBWrVoUKFBAX+fm5kZkZCTnz5+ndu3a5MmTh+3bt2Nubi4nKPHK0pPi4OBgJkyYwIMHD7CysqJTp074+voCcPLkSSZNmsT+/ftZt26dXvJM5CxnzpyhYcOG/PLLL9SsWTNDR0BiYiJGoxErK6sM28iY6DeHjJEWmfb0b7B69erx3XffUbhwYZo1a8aVK1f0g0GxYsXo2LEjvXv3lv/84l9x/vx5NmzYwLJly2jVqhXm5uacP3+e7777joiICNauXUtISAghISEsWbKEX3/9FXNzc1JTUyWJFq9M0zS2bNlC165d8fT0JCgoiB49ejBx4kR8fHwAqFKlCr6+vlSuXBkPDw+SkpKeOa6K7OV5f99ixYphY2PD1q1bgcdVr1JTUwEIDw8nMDCQlJSUDNvIefTNIT3SIlPSe1sOHTpETEwMNjY2eo/z4cOHGTVqFJcvX2bLli0UKlSI2bNnExkZyQ8//PDML2shssLTpZ+OHj2Ki4sLoaGhJCYmEhAQwJ49e7hx4wbFihVj+vTptGrV6m/3IcSLiIyMpHLlyhmW3bx5Ey8vL5o2bcrQoUO5ceMGDRs2pFSpUuzbt4/Bgwfz9ddfA4+redjb21OsWDFThC/+JU8eXx4+fEhqaiq2trZ6Sbtjx44xYMAAPvnkE+Bxr7Orqyv58+fH39/flKGLv6OEyKRNmzYpc3NzVa1aNaVpmvL09FQ3btxQSil1/Phx5eLiojRNU1WqVFG2trbq+PHjJo5Y5ATh4eH64/r166uiRYsqCwsLNXjwYBUSEqIePXqkypYtq2bPnm3CKEV2ER0drXx9fZ9Z/ujRIzVjxgx18eJFdfPmTVW5cmXl5eWl4uLi1NChQ5WmaWrQoEH/fsDCJIxGo/74yy+/VC4uLqpw4cJq4MCB6ueff1Z//PGH6tixo6pevbpyd3dXPj4+qmHDhsrJyUmlpKSYMHLxT6RHWrw0pRSpqal07doVZ2dn3N3diYiIwMXFhZYtW/Ldd9/pPSvr1q3DaDRSp04dSpcubeLIRXa3d+9eWrRowYgRI5g0aRIAAQEBlCxZkgYNGug3cn3wwQd06dKF/v37mzJckQ2cOXOGDh06cOjQIaytrTOsi4uLw9ramtmzZ7Nlyxb8/f0pUKAAs2bNYsWKFdy7d4/Dhw9TuHBhE0Uv/m3jx49nwYIFLFq0CHNzc/z8/IiNjSUiIoK7d++ydetWAgICyJs3L8WLF2f27Nn6jIYynOPNJH8V8cLU/w3nuHfvHgaDgQoVKvDBBx9gb29PkyZNCA8Pp3Hjxnz66afMmjULBwcHOnXqZOqwRQ5SqlQpfHx8WL58Obly5eKLL76gS5cuwOOk5s6dOwwYMIAHDx7otaOFeBW5c+cmd+7cWFtbExERQXR0NJqm4eTkRNmyZTEajZw8eZK0tDT9ZtfY2Fg8PT3p16+fDHXLQWJiYti2bRtr166lWbNm/Pbbbxw9epS5c+diY2ODjY0N3t7eeHt7Z9hOkug3m/xlxAvTNI3169czadIk/vrrL+7cuUOtWrUoX748ANWrVyc8PJxmzZrRr18/Fi9eTMmSJU0ctciu1HNKhRUrVox+/fphMBhYtGgRBoOBcePGAY+vjsyfPx9LS0sOHTok5aNElnB0dCQ4OJjw8HC6du1KwYIFsbW15cSJE6xdu5YPP/yQNm3a0LlzZzw8PEhJSSEsLIx9+/ZJEp0D3bt3j1q1auk3n86aNQtPT08SEhJYt24dDRs2pEyZMhm2kST6zSZ31YgXdurUKYYNG4arqytDhgzBysqKJUuW8Pvvv+ttqlevzvbt24mMjJQERbxW6Un0okWLMkw3X7hwYXr37o2Xlxfz5s1j5syZALRr146hQ4eyY8cOqc4hstStW7do27YtY8aM4fDhw0ydOpX79+/z66+/AtC8eXPmzJlDTEwMiYmJ7Ny5k/fee8/EUYvXKX3U7JOjZxMSEjAYDMydOxdPT09mzJih9z5HRUWxadMmbt++bZJ4RebJGGnxQk6fPs2qVatISUnRZ307evQoXbp0oUqVKowePZq6devq7dNnOBTidbp37x7Dhw9nz549fP755xmmnb9x4waffPIJ4eHhjBw5ksmTJ+vrpCdaZCV/f3+Cg4MJDAzk8uXLNGnShP/85z/6D7x79+7xzjvv6OXtLCwsTByxeJ2erM6RkJCApaWlvs7b25vvv/8eHx8fpk6dCkB8fDzu7u4YjUZCQ0OlctBbRq4XiP8q/dJ5bGws3t7eHD9+nBYtWujra9asyapVq+jatSszZ87k008/pVGjRsDjcYNCZLWny9O98847DB8+HHt7e2bMmIHRaKR3794AFClSBCcnJxITEzl//nyGoSCSRIusFBsby8OHDzl//jwffvghLi4uzJkzB4Cff/6ZHTt2MHbsWPLmzWvaQMVrp5TSj1EzZsxg27ZtWFtb4+joyOzZs5k+fTr379/n22+/xWg0kpyczIkTJ7h16xbHjh3DYDBIGc63jPylxH+laRoBAQEsX76czz//nDp16nDy5Ek2bdqkt6lduzYBAQHs2LGD77//nsTERH1bIbLSkyeXyMhITp06BYCTkxPe3t60aNGCr7/+mmXLlgGPby68e/cu/fv3JzAwEE3TZLIL8crSv0NXr17Vj3cVK1bk5s2bNGnSBGdnZxYtWqQfAzdv3szNmzdlnGsO8OSP9ZkzZzJ16lQaNGhA0aJFCQoKok6dOiQlJREQEMDw4cOJiIggJiaGOnXqcPz4cX3ImSTRb5l/v+KeeNOl17u8ceOGKly4sPruu++UUkodO3ZMNW3aVLm6uqrQ0NAM2xw7dkxduHDhX49V5DyjR49W7777ripevLiqVauWunTpklJKqbNnz6qhQ4cqOzs71aBBA1WjRg1VtWpVlZqaqpTKWMdViMxI/w5t2rRJVapUSQUEBKi0tDSllFJubm5K0zQVEBCg7t69q27duqV8fHxUgQIFVGRkpCnDFv+y8PBw5e3trUJCQvRl0dHRqmrVqqp+/fr6soSEhAzbpR+rxNtFxkiL59q+fTvnzp3j3LlzfPXVV/pQjcOHDzNy5EisrKwYNGgQLi4uJo5UZHfqiV6e3377jf79+/PNN98AMH36dC5dukRwcDDVqlXjzp07HDhwgE2bNlG0aFHGjx8v1TlEltq0aRPdunVj4sSJtG3blnLlyunr2rZty5kzZ/jjjz9wcnLi2rVrbNiwgRo1apgwYvFv2rx5M2PGjOHu3bsEBQVRt25d/Wpa+nwLU6dOxcPDI8NVNvWcKkTi7SDXmsQzUlNT2bhxIwsWLKBq1ar6pUyj0Ujt2rX56quvGDNmDFOnTsXMzAxnZ2cTRyyyq6fHCtrZ2dGnTx/9B1zjxo356KOP+M9//kNoaChVq1bF1dUVV1dXfRupwSqyyp07d5g0aRLjx49n+PDhpKSkEBcXR1hYGHXr1iU4OJhDhw4RERFB6dKlqVChgkz7nc09fYwqXbo0NWvWJDAwkI0bN1K3bl19fYkSJbC3t+fPP/8EyLCdJNFvLxmII56RPpGFj48Pp06dIiQkRF+nlKJ27dp8+eWX5M2bl4oVK5owUpGdqSdu2vnqq6/o2bMnnTt3JioqiuTkZABsbW3ZuHEjFSpUoH379hw5cuSZ/UgSLV5VemdCXFwccXFx1KhRg1u3bjF16lTatGnDxx9/zEcffcSGDRuoU6cOvXv3pnnz5pJEZ3NPJtFBQUFcunSJSpUqMWnSJLp168bmzZv59ttv9fa2traYmZmRmppqqpDFayBDO4R+SSkxMZHk5GTs7OyAx2V7hg0bxtKlSwkODqZVq1YYjUbg8S9pKXEnXpcnT1CzZs3C19eXzp07c/ToUWJiYli1ahUtWrTA3NwcgEePHtG4cWPKlCnD+vXrTRm6yIZiYmJwdHQEoEmTJly6dInExESaNGlCs2bN6NSpEy4uLrRs2ZIZM2aYOFrxb3hyKMbYsWNZuXIlI0aM0GerjI6OZurUqfz888+8//77lC1bllOnTnHy5ElOnz4tP/CzEflL5mDpv6E0TSM0NJR58+Zx5coVKlasiJubGx07dmTOnDkYjUbatm1LSEgILVu21JNpKXEnXpcnq3NERUUREhJC06ZNAXBxcaFPnz6sWLGC5s2bkytXLmxsbNi/f7/8sBNZLiYmhsaNG+Ph4cG0adPYs2cPc+bMwc7Ojg4dOmBpaUmuXLmoVKkSuXLlynBcFdlX+t/3yy+/ZPHixWzZsoWKFStiZWWFUooyZcowYcIENE1jzZo11KxZk169erFhwwZAatlnJzK0Iwd6+PAh8PhAoGkaW7ZsoWPHjlSpUgVvb2/u3bvHrFmzmD59OpqmMXv2bLy8vHBxceGXX37Rkxw5UYjXaf369TRv3lyfiTDd1q1bqVq1Kr169WLnzp2kpKQAYGlpicFgIC0tzVQhi2zI0tKS3r17ExgYyKRJkwAYPHgwHh4e2NraEh8fz7hx4wgLC6NHjx76cVVkf/fu3WP37t3Mnj2bOnXq8ODBA3bv3k3Pnj1ZunQpNjY2TJw4ETc3N3Lnzk18fLy+rXxHsg/pkc5h+vXrR1paGt9//z2aphEXF8fcuXMzzPzWp08ffH19CQ4OpkqVKrRr1w5fX18sLCxkzJ/413Ts2JHQ0FBWrVrF7t27qV69OtbW1gCEhYXRpk0bnJ2dOXjwIHXq1NG3k14e8Sqerp5QpEgRBg4ciIWFBQsXLkTTNMaPHw9AaGgo8+fP58yZM+zYsYMKFSqYKmxhApqmERUVxenTp9m9ezfz58/n4sWL+lXeBw8eMGzYMEaNGoWfnx/+/v76kEmpFZ2N/PsV94SprF69WhUoUEAdO3Ysw/JGjRqp0aNHK6X+v45lYmKiatCggerevbveTurwin9LSkqK/rhr167qvffeUytXrlRxcXEZ2g0bNkxqr4ost2fPHrV48eIMy2JjY9XkyZNVkSJF1IwZM5RSSt29e1fNmTNHaujnYEuWLFH58uVTdnZ2atSoUWr79u1KKaW6d++e4fwZHR2t3NzclLOzs/rzzz9NFK14HaRHOge5evUq+fPnp3r16gQHB3Pq1CnGjh2Lvb09Z86cAdAvjefJkwdnZ2d27NhBcnIyuXPnlktR4l/zZO1nf39/unTpwrRp04DHPdVWVlbA49nDQMYbiqwTHx9PQEAAQUFBmJmZ0atXL+Bxz7SnpydHjx7F19eXpKQkxo8fz6BBg0wcsTCl3r1706JFC5KSkvSa4kajkdjYWOrXr6+PmXd0dGTGjBlYWFjIVPHZjFxbyEGaNm2KUooPP/yQ9u3b63ehT5o0ibCwMHx8fNA0TU9ILly4QLFixeQSlDAJMzMzfbxzQEAA1apV46uvvmLlypUkJSU901aIrGBlZYWXlxfu7u7MmDGDpUuX6uuKFClCtWrVKFGiBBs2bOCPP/6QaecFJUuWpFy5cjx69Ijw8HDatWvH7du39ZsN05UuXZoiRYqYMFLxOkj5uxxm4MCBLFiwgAYNGrB37159eUBAAB4eHnz44YcUL16ctLQ01qxZw759+6hSpYoJIxbZ1dMTGTzpyR7mJx87OztTsGBBfvzxR7lCIrKE+r8x0bdu3cJoNOqJzunTp5k/fz6//PILI0eOxNPTE4AxY8bw7rvv0qdPH+zt7U0ZuniDKKXYtWsXM2fOJCUlhZCQEMzNzeVqWQ4giXQOkpCQgKurK46Ojuzbt48aNWrw008/6esjIiKYMWMGf/31F3Z2dowZMwYnJycTRiyyqyeT6J9++omzZ8+SkpJC48aNM8xKmO7Jk1H6tkqm1BVZJCgoiCFDhmBjY0O+fPlYs2YNRYsW5dy5c8yfPx9/f3/q1KmDjY0N27dv59ChQ5QtW9bUYYs3TFJSElFRUVSrVg2DwSCzquYQkkjnMPHx8VhZWbFs2TL8/PyoXbt2hmQ6/T9++rhoIV6nUaNGsXLlSjp27Mi1a9eIjIykc+fOTJky5Zm2Tybff9ebLcTLOHfuHM7OzgwcOJCCBQuyaNEirl+/TnBwMNWqVePGjRvs2rWLFStWUKhQIUaMGCFX6cQ/kmNUziGJdA716NEj1q5di5+fH7Vq1dKT6ZSUFMzNzaW3T7x2mzdvZtCgQQQGBlK3bl1Wr16Np6cnS5YsoVu3bqYOT2RjTx7fYmNjWbhwoV4j+tGjR7Rv355z584RGhpK1apVgcdXRdLS0qSDQQiRgfxcyqFsbGxwd3dn1KhRnDhxgnbt2gHoE19IEi2yWvqMmOliY2MpV64cdevWZd26dXh5efHNN9/QrVs34uLi2L9/v4kiFdlZehK9fft2Ro8eTY8ePYiKiiIuLg54fGzcuHEj5cuXp0OHDhw9ehR4fEOrJNFCiKdJIp2DWVtb4+7uzoABA7h58yaxsbGmDklkY+mXOVetWsW1a9dISEigWLFihIWF0atXL/z8/PD29gZg27ZtbN68mbt375oyZJENaZrGL7/8gouLC8eOHeP69euEhYXx66+/6rNkpifT+fLlo1evXs9UiRFCiHQytEMQHx9PSkqK3IEuXosnbxScNm0aEyZM4Pz588TGxtKwYUMAli9fjoeHB/D4ptiPPvoIBwcHfSY5IbLKrVu3mDZtGpUqVaJfv34YjUZcXV05fvw4K1asoHnz5voNYnFxcdy9e5eSJUuaOGohxJtKeqQFVlZWkkSLLDdo0CCOHTumJ9FnzpwhT548rFu3jpIlS1K/fn0WLlyIubk5V65cYe/evezdu5f27dtz8+ZN5s2bh6ZpUqdXZJnjx4/TokULtm/fTqFChYDHV0q2bNlC1apV6dmzJzt37tR7pq2trSWJFkL8LUmkhRBZrnXr1hw5ckS/UWvPnj1UqlSJiRMnZriT/ZNPPmH+/PnMnTsXNzc3PvvsM3LlysWhQ4f02Q2lR1pklerVq1OpUiVOnz7NoUOHSEhI0NeFhYVRs2ZN2rRpQ3h4uAmjFEK8TSSRFkJkqcuXL3Pjxg3Gjh2LmZkZO3fupFChQkyaNImEhAROnz4NPL7py8rKit69e3P06FF27NjB2rVrCQ0NxdzcnNTUVJnIQGSZJ2fJ7NatG2vXrmXdunXEx8frbUJDQ2nbti3FihUzVZhCiLeMjJEWQmSZs2fPUrhwYRo1akSrVq24desW+/fv59ChQxgMBvz8/Jg+fTr+/v506dIFpRRKqWfqrUoNVvE6PDlev0uXLkRERODj40OnTp2wsrIycXRCiLeRTLkjhMgSzZs3p2LFisybN4+5c+fSunVrDAYDAQEB5MuXD4DRo0eTlpZGt27d0DSNzp07P3dfkkSL18HMzExPpgMCAujSpQszZ84kMTGR7t27Y2lpaeoQhRBvGTlbCSFe2eTJkzl//jzz5s0DHg/vSExMRNM0du/ezcWLFwGws7Nj7NixjBo1iu7du7N8+XIZAy3+Fel1zNOTaXg8zKNYsWIsX76c5ORkU4YnhHhLSY+0EOKVKaWoVq0aSimmTZuGg4MDDx48YNeuXXTt2pXk5GSGDBlCqVKlsLOzY8yYMTx48IBly5bRq1cvU4cvson0yVZ+//13IiMj+fPPP6lXrx6NGjXCYDDo65/smd6yZQvXr1+XykVCiEyRMdJCiFcWHBxMz549cXJyIjw8nHPnzlG2bFkA1qxZQ58+ffD09GTo0KE4ODgAj+uXW1paSo+0yFLr16+nb9++NG/enMuXLwPQuHFjvvnmm2faPjlmWgghMkN6pIUQr6xt27aUK1eOAwcO0Lt3b4oUKaKvc3d3B6Bfv34YDAYGDhxImTJl9Ju70nsJhXhVkZGRDBkyhGnTpuHl5UVERAT169enZcuWGdo92TMthBCvQsZICyFeidFo5P79+7zzzjuMGDGCNWvWMGXKlAxTzru7u7N48WJmz55NaGhohu0liRaZ9fQF1atXr1K0aFG8vLy4ePEibdu2pXv37kyePBmAEydOAPKdE0JkHemRFkK8tCfL0xkMBvLmzUtISAi5cuWiePHi+Pj4oGkagwYN0nun3dzcyJ8/P++//74pQxfZ0MGDBylRogRxcXEULFiQK1eu8P7779O6dWvmz58PwL59+9iyZQsFChSgaNGiJo5YCJFdSCIthHgpTybRmzZt4ubNm2iaRtOmTSlfvjwDBgxA0zRGjx6NpmkMHDhQT6abN28OQGpqKrlyyeFHZE760AxN0wgLC6N169bs2rULR0dHfv75Z8qUKcOAAQP49ttv9W0CAgKIjo6WetFCiCwlZzIhxEtJT6JHjBjBDz/8wHvvvcfx48epXLkybm5uDB8+nP79+2MwGPDx8eHBgwdMmDCB/Pnz6/uQJFpkxty5c6lVqxYNGjQA4Pbt29y8eRM/Pz+aNGkCwMKFCxkwYAAFCxbk0qVLJCcns2TJEn766Sf27NlD3rx5TfgOhBDZjZzNhBAvbd26daxatYqwsDBq1qzJgwcPGDVqFMHBwdjY2ODl5YWXlxcJCQls3ryZd955x9Qhi7fcuHHjWLx4MQcOHAAgOjqacuXKUaRIESZOnKi3c3d3JykpiREjRrBw4ULs7e3RNI0dO3ZQuXJlU4UvhMimpPydEOKl+fn5sWHDBvbs2YOZmRkGg4Fbt24xYMAAHj58yLZt2/S26ZfhpTqHyAylFH/++Seurq64ubkxdOhQzp07B4C/vz/Tp09nzJgxTJgwIcN3LDo6mitXrmBra4uDgwMFChQw5dsQQmRT0iMthHhh6YlKrly5SExMJDk5GWtra1JTUylUqBBjxoyhbt26HD9+nGrVqunjWCWJFpl1/fp1ihYtipmZGTExMcyZM4fJkyeza9cuhg4dSlpaGl9++SUVKlTg448/RimFUooyZcpQpkwZU4cvhMjmJJEWQryw9GS4VatWjBo1iq+//hpfX199zHNaWhpOTk7Y2dllSJwliRaZMXLkSC5cuEBQUBDTp0+nVatWJCcn4+vry3vvvQfAqFGjSE1N5ZNPPsFgMNC5c2cTRy2EyEkkkRZCvLRKlSqxdOlS+vbty8OHD+nQoQP58uVj4sSJ5M2bl1KlSpk6RPGWCwwMZO7cuRw9ehQAW1tb4uLisLS05P79+1y8eJHSpUtjZ2fH2LFjAfDw8CAxMREPDw9Thi6EyEEkkRZCZIqHhwc2NjYMHjyY1atXY2VlRcGCBdm5cycGgyFDmTwhXtajR4+oW7cuFStWJCwsjJs3b7J//37u3LnDxx9/THJyMkOGDKFUqVJ6Mh0XF8ewYcPo0KEDtra2pn4LQogcQG42FEK8kps3b3Lr1i2Sk5OpVasWBoNB6kSLV7Z161Y++eQTnJ2dCQwMJCgoiHbt2gGPe6v79u2Lp6cnQ4cOxcHBAYCHDx+SkJBAwYIFTRm6ECIHkURaCJGlpCdaZBUPDw9Wr15Nq1atCAgIyDCZypo1a+jTpw99+/Zl4MCBODo6mjBSIUROJWc7IUSWkiRavCqj0UhCQgIxMTF06NCBXbt2MWXKFGJjY/U27u7uLFu2jG+++YYlS5aQmppqwoiFEDmV9EgLIYR4I8XHx2NlZcWCBQsYPXo0gwcPZtCgQfqU8wBBQUFUqlSJChUqmDBSIUROJYMYhRBCmFx6rfGIiAhiY2OJj4+ncePGWFlZ0b9/fwBGjx4NkCGZ/uijj0wWsxBCSCIthBDC5DRNY926dXh7e1OiRAkiIiKoV68e7u7uDBkyhP79+6NpGp9//jlxcXH4+PhQuHBhU4cthMjhZDCjEEIIkzt27Bj9+/dnxowZ/Prrr8TGxlK+fHmCgoKYO3cuAN7e3vj6+rJhwwbMzMxMHLEQQsgYaSGEEG+AVatWMWXKFPbv34+trS2apnHr1i2GDRvG1atX2bp1K9bW1gDcv3+fvHnzmjZgIYRAeqSFEEK8AQwGA0lJScTHx6NpGqmpqRQqVIgpU6YQHh7O/v379bb29vYmjFQIIf6fJNJCCCFMrk6dOly7dk0fxpE+oY+maTg5OWWYqVDTNJPEKIQQT5ObDYUQQphcmTJlWLp0KZ6enhiNRjw9PbGzs2Px4sXcv3+fEiVKmDpEIYR4hoyRFkII8UZQShEQEICXlxf58uXDwsKC+Ph4Nm3aRM2aNU0dnhBCPEMSaSGEEG+Uy5cvc+bMGdLS0qhatSrFixc3dUhCCPFckkgLIYQQQgiRCXKzoRBCCCGEEJkgibQQQgghhBCZIIm0EEIIIYQQmSCJtBBCCCGEEJkgibQQQgghhBCZIIm0EEIIIYQQmSCJtBBCCCGEEJkgibQQQgghhBCZIIm0EEII3caNG1m9evVLb/fjjz+yZcuW1xCREEK8uSSRFkKIbGznzp1omsb9+/f/se3Bgwf59NNPadCgwUu/Tv369fH29ubEiROZiFIIId5OkkgLIUQmaJr2t/969uxp6hCfa+fOnZQqVeqZ5ffu3aN3795s3Ljxuev/Sbly5VizZg09evTgr7/+evVA3yAv82NECJGz5DJ1AEII8Ta6ceOG/jgwMJAvvviCs2fP6sssLS1NEVamvfPOO5w6deqV9lG/fn3pkRZC5CjSIy2EEJlQuHBh/Z+9vT2aplG4cGEKFSpE48aNWbx4cYb2p06dwmAwEB0dDTzu0V6wYAEuLi5YWlpSunRp1q5dm2Gb69ev07lzZ/Lly0f+/Plp164dly5d+tu4tmzZQvny5bG0tKRZs2b/2B4gJCSEWrVqYWFhgaOjIxMnTiQ1NRWAjz/+mC5dumRon5KSwrvvvsvy5csBUErh5+eHo6MjlpaWVKlSJcM46/Qe3R07dlC7dm2srKxo2LBhhh8e/xRH+me2aNEiXF1dsbKyomLFiuzfv58LFy7QtGlTrK2tadCggf4Zv8x+lyxZwkcffYSVlRXlypUjODgYgEuXLtGsWTMA8uXLl+Fqw7p166hSpQqWlpbkz5+f//mf/yEuLu4fP28hRDaihBBCvJLly5cre3t7/fmUKVNUpUqVMrQZOnSoev/99/XngMqfP79avHixOnv2rBo3bpwyMzNTUVFRSiml4uLiVLly5ZSnp6eKiIhQUVFRqmvXrqpChQoqKSnpuXFcuXJF5cmTR3322WfqzJkz6qefflKFChVSgPrzzz+VUkr99ttvysHBQd8mLCxM2dnZqRUrVqjo6Gi1bds2VapUKTVhwgSllFIhISHK0tJSPXz4UN8mJCREWVhYqAcPHiillBo7dqyqXLmy2rZtm4qJiVE//PCDsrCwUD///LP+moCqV6+e2rlzp4qMjFRNmjRRDRs2fOE40j+zYsWKqcDAQHX27FnVvn17VapUKdW8eXMVFhamoqKiVP369VWrVq1eer/FixdXq1atUufPn1effvqpsrGxUXfv3lWpqalq/fr1ClBnz55VN27cUPfv31exsbEqV65catasWerixYsqIiJCzZs3L8PnJITI/iSRFkKIV/R0Ih0bG6vMzMzUwYMHlVJKJScnqwIFCqgVK1bobQDl7e2dYT/16tVT/fv3V0optXTpUlWhQgVlNBr19UlJScrS0lJPUJ82ZswYVbFixQzbjB49OkMi/bQmTZqoqVOnZlj2448/qiJFiuixv/vuu2rlypX6+o8//li5ubkppZR69OiRsrCw0N9rur59++pt0hPpX375RV+/efNmBaiEhIQXikOpx5/ZuHHj9Of79+9XgFq6dKm+bPXq1crCwuKF39/z9vvo0SOlaZraunVrhvif/AyPHDmiAHXp0iUlhMi5ZIy0EEJksSJFitCmTRuWLVtG3bp1CQ0NJTExETc3twztnq6O0aBBA44fPw7AkSNHuHDhAra2thnaJCYmPjN0Id3p06epX78+mqb919d42pEjRzh06BBTpkzRl6WlpZGYmEh8fDxWVla4ubnh7+9P9+7diYuLY9OmTaxatQqAqKgoEhMTqVev3jP7rlWrVobnVatW1R8XKVIEgNu3b1OyZMkXiuPpfRQqVAiAKlWqZFiWmJjIX3/9hZ2dXab2a21tja2tLbdv3/6vn1u1atX48MMPqVKlCi1btsTZ2ZlOnTqRL1++/7qNECL7kURaCCFegz59+tC9e3e++eYbli9fTufOnfWk7e+kJ8FGo5FatWrh7+//TJsCBQo8d1ul1EvHaTQamThxIh06dHhmnYWFBQDdunXjgw8+4Pbt22zfvh0LCwtcXFz07QFiYmIoXbr0376Wubm5/vjJ9/micfy3fWT1ftP3k76P5zEzM2P79u3s27ePbdu2MWfOHD7//HMOHjz4j5+DECL7kERaCCFeg9atW2Ntbc2CBQvYunUru3fvfqbNgQMH6NGjR4bnNWrUAKBmzZoEBgZSsGBB7OzsXug1K1WqxMaNG595jb9Ts2ZNzp49S9myZf9rm4YNG1KiRAkCAwPZunUrbm5u5M6dW3/NPHnysGPHDvr06fNCcWY2DlPtN/29pqWlZViuaRqNGjWiUaNGfPHFFzg4OBAUFMSwYcNeKWYhxNtDEmkhhHgNzMzM6NmzJ2PGjKFs2bLPHWKxdu1aateuTePGjfH39+f3339n6dKlwONe4K+++op27doxadIkihcvzpUrV9iwYQMjR46kePHiz+zP29ubmTNnMmzYMLy8vDhy5AgrVqz42zi/+OILXF1dKVGiBG5ubhgMBiIiIjh58iSTJ08GHieMXbt2ZeHChZw7d47ffvtN397W1pYRI0YwatQoNE3jgw8+4OHDh+zevRtra+sXTq5fJI7MyIr9Ojg4oGkaoaGhtG7dGktLSyIjI9mxYwfOzs4ULFiQgwcP8scff1CxYsVMxyqEeAuZepC2EEK87Z6+2TBddHS0ApSfn98z6wA1b9481aJFC5UnTx7l4OCgVq9enaHNjRs3VI8ePdS7776r8uTJoxwdHVXfvn31ahnPExISosqWLavy5MmjmjRpopYtW/a3Nxsq9biyRcOGDZWlpaWys7NTdevWVd9//32GNpGRkQpQDg4OGW5mVEopo9Govv32W1WhQgVlbm6uChQooFq2bKl27dqllHr+zXrHjh1TgLp48eILxwGooKAg/fnFixcVoI4dO6Yve95rvex+lVLK3t5eLV++XH8+adIkVbhwYaVpmvLw8FBRUVGqZcuWqkCBAipPnjyqfPnyas6cOf/1MxZCZE+aUpkYVCeEEOIf7d27l6ZNm3Lt2jX9xrh0mqYRFBRE+/btTROcEEKIVyZDO4QQIoslJSVx9epVxo8fj7u7+zNJtBBCiOxBZjYUQogstnr1aipUqMCDBw/w8/MzdThCCCFeExnaIYQQQgghRCZIj7QQQgghhBCZIIm0EEIIIYQQmSCJtBBCCCGEEJkgibQQQgghhBCZIIm0EEIIIYQQmSCJtBBCCCGEEJkgibQQQgghhBCZIIm0EEIIIYQQmfC/jQmb2o/EyqkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Nombre Total de tickets achetés par Type d'évènements\n",
    "\n",
    "total_tickets_by_event = customer.groupby('name_event_types')['nb_tickets'].sum()\n",
    "\n",
    "total_tickets_by_event.plot(kind='bar', figsize=(8, 5))\n",
    "plt.xlabel(\"Type d'évènements\")\n",
    "plt.ylabel('Nombre Total de tickets achetés')\n",
    "plt.title(\"Nombre Total de tickets achetés par Type d'évènements\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "c95cc35c-abfc-47c7-9b8a-ac69bfd60dd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Nombre de Canaux de Ventes Moyen utilisé par les Consommateurs par type d'évènement\n",
    "\n",
    "avg_supp_event = customer.groupby('name_event_types')['nb_suppliers'].mean()\n",
    "avg_supp_event.plot(kind='bar')\n",
    "plt.xlabel(\"Type d'évènement\")\n",
    "plt.ylabel('Nombre de Canaux de Ventes Moyen')\n",
    "plt.title(\"Nombre de Canaux de Ventes Moyen utilisé par les Consommateurs par type d'évènement\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "49d5fd2d-9bc1-43ac-9270-1efd73759854",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Nombre Total de tickets achetés sur Internet par Type d'évènements\n",
    "\n",
    "nb_tickets_internet = customer.groupby('name_event_types')['nb_tickets_internet'].sum()\n",
    "nb_tickets_internet.plot(kind='bar', figsize=(8, 5))\n",
    "plt.xlabel(\"Type d'évènements\")\n",
    "plt.ylabel('Nombre Total de tickets achetés sur Internet')\n",
    "plt.title(\"Nombre Total de tickets achetés sur Internet par Type d'évènements\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "dc071992-cf4d-4b9f-9c3b-3f0e98e20eff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9X716leaDUunzZDY2NlaYmpqKOnXqZPphkFEyq1AoxLVr11TKmzZtKkxNTVXOdXX3ydjYWLi6uqZZ5vNkVs75poz98/fvwIEDhYGBwRc/BOvXry8AiD179qiU9+3bV2hpaYknT56ku1xycrJITEwUkyZNEhYWFirbsbOzE9ra2uLevXuZblsIITZv3iwAiGXLln2xrhBCLFu2TAAQW7duVSmfMWOG9KVJCYCwsrISMTExUll4eLjQ0tISvr6+UlmePHnE0KFDM9zmmzdvpC8iqYWGhgp9fX3RvXt3qUx5jUv9PkpMTBQFChQQAKSEUYhPyY+2trYYPny4VKY8hwcPHqyyrfbt2wsAYu7cuSrllSpVElWqVMkw9sxep7Jly6ab6Pj6+gotLS1x8eJFlfLt27cLAFIDwNcks15eXhnGmpryOHTo0EGl/MyZMwKAmDJlSrrLpaSkiMTERPHkyZM057XcGNJr1FBydXUVlpaWIiEhQSqbMWOG0NLSUvkyre51RN1jnp43b94IAwODDI/Vl5JZdT+LFixYIACovK+joqKEvr6+GDFihFSm7me08rr3+ftq69atAoA4e/asEOJTgmlubi7atGmjUi85OVlUrFhRVK9eXSpTvsaff8GrVKmSlFAqKd+XHTt2lMrkvA7qXl9mzZqVppFFXexm8P/09PQwZcoUXLp0KcO+MEePHgUA6adapS5dusDY2DhNM36lSpVgY2MjTTs6OgL49HNl6r5HyvL0RlTo0aOHynT37t0BAMeOHVMpb9SoEfLlyydNf/jwAUeOHEGHDh1gZGSEpKQk6a9ly5b48OEDzp07l+5+psfNzQ179+5FZGQk/Pz80LBhw3Tv8L937x5evHiBnj17Qkvrf6dXnjx50KlTJ5w7d07qJtGtWzdYWlqq/KSycOFCFChQAD///DMA4MGDB7h79650HD7fj7CwsDQ/s7Rt21ZlukKFCgDSP76fx929e3eVn9Ht7OxQu3Ztlbr79+9H3rx50aZNG5V4KlWqhIIFC6r9s0jBggWhq6uLfPny4ddff0WVKlVw8OBBGBgYAAC2bdsGJycn5MmTBzo6OtDV1YWfn1+an2uBtK+/XMHBwYiJicHAgQO/6uaDsmXLpulv3r17d8TExODKlStSmZx9Uoec800pvfPjw4cPiIiI+OL2TExM0izfvXt3pKSk4OTJk1LZ0aNH0aRJE5iZmUFbWxu6urrw8vJCZGRkmu1UqFABJUuWVHuf1XX06FEYGxujc+fOKuXK69fn16uGDRvCxMREmraysoKlpaXK+6Z69erw9/fHlClTcO7cuTQ/2589exbx8fFprpG2trZo1KhRmm0qFAq0bNlSmtbR0YGDgwOsra1RuXJlqdzc3DxNLEqtW7dWmVZeT1u1apWm/PPl5bxO6dm/fz/KlSuHSpUqqVwLmjVr9s2jbnTq1ElW/c8/K2rXrg07OzuVz4qIiAj0798ftra20vvPzs4OANJ9D8qNIT1DhgxBREQEtm3bBgBISUnB0qVL0apVqzSfIepcR77lmJ89exYfPnzI8FhlRs5nUY8ePaCvr6/SrWTTpk1ISEhA7969AXzdZ/SXPtuCg4MRFRUFV1dXlfWlpKSgefPmuHjxYpouAOm9fxQKBVq0aCGVKd+Xqd8/cl8Hda4v34LJbCq//PILqlSpgnHjxqU7vE1kZCR0dHTS3DijUChQsGBBREZGqpSbm5urTOvp6WVa/vlNOzo6OrCwsFApK1iwoBRLap/flR4ZGYmkpCQsXLgQurq6Kn/KD4/P+0llpnPnzjAwMMC8efOwb98+uLu7p1tPGVd6d8kXKlQIKSkpePPmDQBAX18f/fr1w8aNG/H27Vu8evUKW7duRZ8+faCvrw8AePnyJQBg5MiRafZj4MCB6e7H58dMua74+PgM908Zt/L4pvZ52cuXL/H27Vvo6emliSk8PFzt43r48GFcvHgR165dw+vXr3H69GmUKVMGALBz50507doVNjY2WL9+Pc6ePYuLFy/Czc0t3Zu75I5K8DllX9+vvbkrs+OmPLZy90kdcs43pa85P5SsrKzSlH2+nxcuXICzszMA4K+//sKZM2dw8eJFjBs3Lt3tqPvaFSlSBADw6NEjtepHRkaiYMGCab6cWFpaQkdHJ8015PPjAnw6Nqnj3bJlC1xdXbFy5UrUqlUL5ubmcHFxQXh4uLTNjPapUKFCabZpZGQkfXlTUg419jk9Pb10zxM519nUy8t9ndLz8uVL3LhxI811wMTEBEIIWdfYz8l9T2f0HlQe85SUFDg7O2Pnzp0YPXo0jhw5ggsXLkgJU3r7+63XFQCoXLky6tatKzVa7N+/H48fP8agQYPU3gfgf+fWtxxzOdf5z8n5LDI3N0fbtm2xdu1aqT+9v78/qlevjrJly0qxyP2M/tK1Sxlj586d06xzxowZEEIgKipKZR3pvU8yel+mfv/IfR3Uub58C45mkIpCocCMGTPQtGlTrFixIs18CwsLJCUl4dWrVyoJrRAC4eHh+OmnnzQaT1JSEiIjI1VOAuWHxucnxucfWPny5YO2tjZ69uyJ33//Pd3129vbqx2LkZERfvnlF/j6+sLU1BQdO3ZMt54yrrCwsDTzXrx4AS0tLZUWxAEDBmD69OlYtWoVPnz4gKSkJPTv31+ar7zb39PTM8NtlipVSu39yIgybuXxTe3zMuWNZQcPHkx3Xam/fWamYsWK0v59bv369bC3t8eWLVtUXtvPb9xR+tahXJTn87Nnz75q+cyOm/LYyt0ndcg9376V8sMitc/3c/PmzdDV1cX+/ftVPhDSG2oMUP+1q1atGszNzbFnzx74+vp+cTkLCwucP38eQgiVuhEREUhKSsrw3MtM/vz5MX/+fMyfPx+hoaHYu3cvxo4di4iICBw8ePCLr8fXbDOryH2d0pM/f34YGhpi1apVGc4HIK3/83P98+Q+Nbnv6Yzegw4ODgCAW7du4fr16/D394erq6tUJ7PRLzQ1RJSHhwe6dOmCK1euYNGiRShZsiSaNm2abrwZlSnPLXWPeXq+dJ3PbDxxuZ9FvXv3xrZt2xAUFIQiRYrg4sWLWLp0qTRf05/RqWNcuHBhhqO+pPeF/Gt8y+uQFZjMfqZJkyZo2rQpJk2aBFtbW5V5jRs3xsyZM7F+/XoMGzZMKt+xYwfev3+Pxo0bazyeDRs2wMPDQ5reuHEjAGT4IAMlIyMjNGzYEFevXkWFChWk1opvMWDAALx8+RL169dP861NqVSpUrCxsZGGOlNeDN+/f48dO3ZId5wrWVtbo0uXLliyZAk+fvyINm3aSC1QyvWVKFEC169fx7Rp0755HzJSqlQpWFtbY9OmTRg+fLgU95MnTxAcHIxChQpJdVu3bo3NmzcjOTkZNWrUyJJ4lA9TSP1hEh4enu5oBhmR0+JYu3ZtmJmZYdmyZfjll19kf4jdvn0b169fV/mJcOPGjTAxMZHGhJWzT+p+Y5d7vn2r2NhY7N27V+Xnvo0bN0JLSwv16tUD8Gk/dXR0oK2tLdWJj4/HunXrvmnburq6GDNmDMaMGYPJkyenGZoL+JSo3r9/H05OTmjcuDG2bt2K3bt3o0OHDlId5Qgd33q9KlKkCAYNGoQjR47gzJkzAIBatWrB0NAQ69evl+5wBz59STp69GiaLg/ZSc7rlNH52Lp1a0ybNg0WFhaZJh5WVlYwMDDAjRs3VMrlvJ+/ZMOGDSrdAoKDg/HkyRP06dMHwP8SU+V1QWn58uXfvO0vXWs6dOiAIkWKYMSIEThx4gTmzZuX7jVGneuIusc8PTVr1oSBgUGGxyqzZFbuZ5GzszNsbGywevVqFClSBAYGBujWrZs0Pys+o52cnJA3b17cuXMn3ZZvTfqW1yEjcj6zPsdkNh0zZsxA1apVERERIf0kAHwaC7RZs2YYM2YMYmJi4OTkhBs3bmDixImoXLkyevbsqdE49PT0MGfOHLx79w4//fQTgoODMWXKFLRo0UJl+J2M/Pnnn6hTpw7q1q2LAQMGoGjRooiNjcWDBw+wb98+qQ+wuipVqvTFVgstLS3MnDkTPXr0QOvWrdGvXz8kJCRg1qxZePv2bboDTA8ZMkRKClevXp1m/vLly9GiRQs0a9YMvXr1go2NDaKiohASEoIrV65IfbG+hZaWFiZPnow+ffqgQ4cO6Nu3L96+fQtvb+80Pz/98ssv2LBhA1q2bIkhQ4agevXq0NXVxbNnz3Ds2DG0a9dOJXn4GsrhmgYOHIjOnTvj6dOnmDx5MqytrXH//n211mFiYgI7Ozvs2bMHjRs3hrm5OfLnz5/uBTtPnjyYM2cO+vTpgyZNmqBv376wsrLCgwcPcP36dSxatCjTbRUqVAht27aFt7c3rK2tsX79egQFBWHGjBlSMilnn8qXL4/jx49j3759sLa2homJSbot8F9zvn0LCwsLDBgwAKGhoShZsiQCAgLw119/YcCAAdKXsFatWmHu3Lno3r07fvvtN0RGRmL27NlpkoivMWrUKISEhGDixIm4cOECunfvDltbW0RHR+PkyZNYsWIFfHx84OTkBBcXFyxevBiurq54/Pgxypcvj9OnT2PatGlo2bJlhsPqZSQ6OhoNGzZE9+7dUbp0aZiYmODixYs4ePCg1FKVN29eTJgwAX/88QdcXFzQrVs3REZGwsfHBwYGBpg4ceI3HwNNkfM6lS9fHps3b8aWLVtQrFgxGBgYoHz58hg6dCh27NiBevXqYdiwYahQoQJSUlIQGhqKwMBAjBgxAjVq1IBCocCvv/6KVatWoXjx4qhYsSIuXLggNU5owqVLl9CnTx906dIFT58+xbhx42BjYyP9BF66dGkUL14cY8eOhRAC5ubm2LdvH4KCgr5528onZa5YsQImJiYwMDCAvb291BKqra2N33//HWPGjIGxsXGaPtVK6lxH1D3m6cmXLx9GjhyJKVOmqByr9K7z6ZHzWaStrQ0XFxfMnTtX+jXTzMxMZX2a/ozOkycPFi5cCFdXV0RFRaFz586wtLTEq1evcP36dbx69UqldfhbfMvrkJHy5csD+HRcXF1doauri1KlSqn3a6fsW8ZykdSjGXyue/fuAoDKaAZCfBruZsyYMcLOzk7o6uoKa2trMWDAAJXhT4RQHQkgNaQzjI/yTtfUw4+4uroKY2NjcePGDdGgQQNhaGgozM3NxYABA8S7d+++uM7U63ZzcxM2NjZCV1dXFChQQNSuXTvDO1zV2YfUMrqLdffu3aJGjRrCwMBAGBsbi8aNG4szZ85kuJ6iRYsKR0fHDOdfv35dGtZEV1dXFCxYUDRq1Ejlzu6MXs/0hnPKyMqVK0WJEiWEnp6eKFmypFi1apVwdXVVGc1AiE93d86ePVtUrFhRGBgYiDx58ojSpUuLfv36ifv372e6jYyG5vrc9OnTRdGiRYW+vr5wdHQUf/31V7qjCWT2+h8+fFhUrlxZ6OvrCwDSCAHpDc0lhBABAQGifv36wtjYWBgZGYkyZcqIGTNmpIk9NeV5sn37dlG2bFmhp6cnihYtmuZucjn7dO3aNeHk5CSMjIxU7jLO6LVU53zL6LhndCw+pxzd5Pjx46JatWpCX19fWFtbiz/++CPN3c2rVq0SpUqVEvr6+qJYsWLC19dX+Pn5pdmOOu+x9OzZs0e0atVKFChQQOjo6EjDzy1btkzlrvHIyEjRv39/YW1tLXR0dISdnZ3w9PRUGUZQiIzPITs7O+mc+fDhg+jfv7+oUKGCMDU1FYaGhqJUqVJi4sSJaUasWLlypahQoYLQ09MTZmZmol27dtLwakrKa9znPh9FJnUsqY9VRu/3jF7n9Lan7uv0+PFj4ezsLExMTKQhq5TevXsnxo8fL0qVKiXtb/ny5cWwYcNEeHi4VC86Olr06dNHWFlZCWNjY9GmTRvx+PHjDEcz+NL14fPjEBgYKHr27Cny5s0rjSjx+bXozp07omnTpsLExETky5dPdOnSRYSGhn5zDEIIMX/+fGFvby+0tbXTHblBua/9+/dPd3k51xF1j3l6UlJShK+vr7C1tRV6enqiQoUKYt++faJ+/fpfHM1ACPU+i5T++ecfAUAAEEFBQemuT53PaOV1b9u2bWmWTe9YnzhxQrRq1UqYm5sLXV1dYWNjI1q1aqWyvJz3iRDpvy/VfR3Uub4oeXp6ikKFCgktLS21P7eFEELx/xsiyjY3btxAxYoVsXjxYqkVgXKOokWLoly5cmkG2M9tGjRogNevX+PWrVvZHQqRxN/fH71798bFixdRrVq17A4nQwsXLoSHhwdu3bql8oun0o9yHaGswW4GlG0ePnyIJ0+e4I8//oC1tXWGPz0REVHOdPXqVTx69AiTJk1Cu3bt0k1kib4Vh+aibDN58mQ0bdoU7969w7Zt2/jcbyKiXKZDhw7o3r07KlWqhGXLlmV3OJRLsZsBEREREeVYbJklIiIiohyLySwRERER5VhMZomIiIgox/rhRjNISUnBixcvYGJiorFH9RERERGR5gghEBsbi0KFCkFLK/O21x8umX3x4kWax9QSERER0X/P06dPUbhw4Uzr/HDJrPKxaE+fPoWpqWk2R0NEREREn4uJiYGtra1aj7P94ZJZZdcCU1NTJrNERERE/2HqdAnlDWBERERElGMxmSUiIiKiHIvJLBERERHlWExmiYiIiCjHYjJLRERERDkWk1kiIiIiyrGYzBIRERFRjsVkloiIiIhyLCazRERERJRjMZklIiIiohyLySwRERER5VhMZomIiIgox5KVzCYmJqJhw4b4559/sioeIiIiIiK1yUpmdXV1cevWLSgUiqyKh4iIiIhIbbK7Gbi4uMDPzy8rYiEiIiIikkVH7gIfP37EypUrERQUhGrVqsHY2Fhl/ty5czUWHBFlnaJjD2R3CDnS4+mtsjsEIiJKRXYye+vWLVSpUgUA0vSdZfcDIiIiIvqeZCezx44dy4o4iIiIiIhk49BcRERERJRjyW6ZbdiwYabdCY4ePar2uk6ePIlZs2bh8uXLCAsLw65du9C+fftMl0lISMCkSZOwfv16hIeHo3Dhwhg3bhzc3NzU3i4RERER5Q6yk9lKlSqpTCcmJuLatWu4desWXF1dZa3r/fv3qFixInr37o1OnTqptUzXrl3x8uVL+Pn5wcHBAREREUhKSpK1XSIiIiLKHWQns/PmzUu33NvbG+/evZO1rhYtWqBFixZq1z948CBOnDiBf//9F+bm5gCAokWLytomEREREeUeGusz++uvv2LVqlWaWl269u7di2rVqmHmzJmwsbFByZIlMXLkSMTHx2e4TEJCAmJiYlT+iIiIiCh3kN0ym5GzZ8/CwMBAU6tL17///ovTp0/DwMAAu3btwuvXrzFw4EBERUVlmEj7+vrCx8cnS+MiIiIiouwhO5nt2LGjyrQQAmFhYbh06RImTJigscDSk5KSAoVCgQ0bNsDMzAzAp4c0dO7cGYsXL4ahoWGaZTw9PTF8+HBpOiYmBra2tlkaJxERERF9H7KTWWUSqaSlpYVSpUph0qRJcHZ21lhg6bG2toaNjY1KDI6OjhBC4NmzZyhRokSaZfT19aGvr5+lcRERERFR9pCdzK5evTor4lCLk5MTtm3bhnfv3iFPnjwAPj2FTEtLC4ULF862uIiIiIgoe3zVDWBv377FypUr4enpiaioKADAlStX8Pz5c1nreffuHa5du4Zr164BAB49eoRr164hNDQUwKcuAi4uLlL97t27w8LCAr1798adO3dw8uRJjBo1Cm5ubul2MSAiIiKi3E12y+yNGzfQuHFj5M2bF48fP0bfvn1hbm6OXbt24cmTJ1i7dq3a67p06RIaNmwoTSv7trq6usLf3x9hYWFSYgsAefLkQVBQEAYPHoxq1arBwsICXbt2xZQpU+TuBhERERHlArKT2eHDh6N3796YOXMmTExMpPIWLVqge/fustbVoEEDCCEynO/v75+mrHTp0ggKCpK1HSIiIiLKnWR3M7h48SL69euXptzGxgbh4eEaCYqIiIiISB2yk1kDA4N0Hzxw7949FChQQCNBERERERGpQ3Yy265dO0yaNAmJiYkAAIVCgdDQUIwdOxadOnXSeIBERERERBmRnczOnj0br169gqWlJeLj41G/fn04ODjAxMQEU6dOzYoYiYiIiIjSJfsGMFNTU5w+fRpHjx7FlStXkJKSgipVqqBJkyZZER8RERERUYZkJ7Nr167Fzz//jEaNGqFRo0ZS+cePH7F582aVcWGJiIiIiLKS7G4GvXv3RnR0dJry2NhY9O7dWyNBERERERGpQ3YyK4SAQqFIU/7s2TOYmZlpJCgiIiIiInWo3c2gcuXKUCgUUCgUaNy4MXR0/rdocnIyHj16hObNm2dJkERERERE6VE7mW3fvj0A4Nq1a2jWrBny5MkjzdPT00PRokU5NBcRERERfVdqJ7MTJ04EABQtWhQ///wzDAwMsiwoIiIiIiJ1yB7NwNXVNSviICIiIiKSTXYym5ycjHnz5mHr1q0IDQ3Fx48fVeZHRUVpLDgiIiIioszIHs3Ax8cHc+fORdeuXREdHY3hw4ejY8eO0NLSgre3dxaESERERESUPtnJ7IYNG/DXX39h5MiR0NHRQbdu3bBy5Up4eXnh3LlzWREjEREREVG6ZCez4eHhKF++PAAgT5480gMUWrdujQMHDmg2OiIiIiKiTMhOZgsXLoywsDAAgIODAwIDAwEAFy9ehL6+vmajIyIiIiLKhOxktkOHDjhy5AgAYMiQIZgwYQJKlCgBFxcXuLm5aTxAIiIiIqKMyB7NYPr06dL/O3fujMKFCyM4OBgODg5o27atRoMjIiIiIsqM7GT2czVr1kTNmjU1EQsRERERkSxflcw+f/4cZ86cQUREBFJSUlTmeXh4aCQwIiIiIqIvkZ3Mrl69Gv3794eenh4sLCygUCikeQqFgsksEREREX03spNZLy8veHl5wdPTE1pasu8fIyIiIiLSGNnZaFxcHH755RcmskRERESU7WRnpO7u7ti2bVtWxEJEREREJIvsbga+vr5o3bo1Dh48iPLly0NXV1dl/ty5czUWHBERERFRZmQns9OmTcOhQ4dQqlQpAEhzAxgRERER0fciO5mdO3cuVq1ahV69emVBOERERERE6pPdZ1ZfXx9OTk5ZEQsRERERkSyyk9khQ4Zg4cKFWRELEREREZEssrsZXLhwAUePHsX+/ftRtmzZNDeA7dy5U2PBERERERFlRnYymzdvXnTs2DErYiEiIiIikuWrHmdLRERERPRfwMd4EREREVGOJTuZjYyMxO+//44yZcogf/78MDc3V/mT4+TJk2jTpg0KFSoEhUKB3bt3q73smTNnoKOjg0qVKsnbASIiIiLKNWR3M/j111/x8OFDuLu7w8rK6pselPD+/XtUrFgRvXv3RqdOndReLjo6Gi4uLmjcuDFevnz51dsnIiIiopxNdjJ7+vRpnD59GhUrVvzmjbdo0QItWrSQvVy/fv3QvXt3aGtry2rNJSIiIqLcRXY3g9KlSyM+Pj4rYlHL6tWr8fDhQ0ycOFGt+gkJCYiJiVH5IyIiIqLcQXYyu2TJEowbNw4nTpxAZGTkd00U79+/j7Fjx2LDhg3Q0VGvUdnX1xdmZmbSn62tbZbGSERERETfz1eNMxsdHY1GjRqplAshoFAokJycrLHgUktOTkb37t3h4+ODkiVLqr2cp6cnhg8fLk3HxMQwoSUiIiLKJWQnsz169ICenh42btz4zTeAyREbG4tLly7h6tWrGDRoEAAgJSUFQgjo6OggMDAwTYINAPr6+tDX1/8uMWpC0bEHsjuEHOnx9FbZHQIRERFlA9nJ7K1bt3D16lWUKlUqK+LJkKmpKW7evKlStmTJEhw9ehTbt2+Hvb39d42HiIiIiLKf7GS2WrVqePr0qUaS2Xfv3uHBgwfS9KNHj3Dt2jWYm5ujSJEi8PT0xPPnz7F27VpoaWmhXLlyKstbWlrCwMAgTTkRERER/RhkJ7ODBw/GkCFDMGrUKJQvXx66uroq8ytUqKD2ui5duoSGDRtK08q+ra6urvD390dYWBhCQ0PlhkhEREREPwiFEELIWUBLK+0ACAqFIstvANOUmJgYmJmZITo6GqamptkdThrsM/t12GdWPp5rX4fnGhFR1pOTr8lumX306NFXB0ZEREREpEmyk1k7O7usiIOIiIiISDbZySwAPHz4EPPnz0dISAgUCgUcHR0xZMgQFC9eXNPxERERERFlSPYTwA4dOoQyZcrgwoULqFChAsqVK4fz58+jbNmyCAoKyooYiYiIiIjSJbtlduzYsRg2bBimT5+epnzMmDFo2rSpxoIjIiIiIsqM7GQ2JCQEW7duTVPu5uaG+fPnayImIiLKRThyxtfhyBlE6pHdzaBAgQK4du1amvJr167B0tJSEzEREREREalFdsts37598dtvv+Hff/9F7dq1oVAocPr0acyYMQMjRozIihiJiIiIiNIlO5mdMGECTExMMGfOHHh6egIAChUqBG9vb3h4eGg8QCIiIiKijMhOZhUKBYYNG4Zhw4YhNjYWAGBiYqLxwIiIiIiIvkR2n9n4+HjExcUB+JTERkVFYf78+QgMDNR4cEREREREmZGdzLZr1w5r164FALx9+xbVq1fHnDlz0K5dOyxdulTjARIRERERZUR2MnvlyhXUrVsXALB9+3YULFgQT548wdq1a7FgwQKNB0hERERElBHZyWxcXJzURzYwMBAdO3aElpYWatasiSdPnmg8QCIiIiKijMhOZh0cHLB79248ffoUhw4dgrOzMwAgIiICpqamGg+QiIiIiCgjspNZLy8vjBw5EkWLFkWNGjVQq1YtAJ9aaStXrqzxAImIiIiIMiJ7aK7OnTujTp06CAsLQ8WKFaXyxo0bo0OHDhoNjoiIiIgoM7KTWQAoWLAgChYsqFJWvXp1jQRERERERKQu2cns+/fvMX36dBw5cgQRERFISUlRmf/vv/9qLDgiIiIioszITmb79OmDEydOoGfPnrC2toZCociKuIiIiIiIvkh2Mvv333/jwIEDcHJyyop4iIiIiIjUJns0g3z58sHc3DwrYiEiIiIikkV2Mjt58mR4eXkhLi4uK+IhIiIiIlKb7G4Gc+bMwcOHD2FlZYWiRYtCV1dXZf6VK1c0FhwRERERUWZkJ7Pt27fPgjCIiIiIiOSTncxOnDgxK+IgIiIiIpLtqx6aAACXL19GSEgIFAoFypQpw0fZEhEREdF3JzuZjYiIwC+//ILjx48jb968EEIgOjoaDRs2xObNm1GgQIGsiJOIiIiIKA3ZoxkMHjwYMTExuH37NqKiovDmzRvcunULMTEx8PDwyIoYiYiIiIjSJbtl9uDBgzh8+DAcHR2lsjJlymDx4sVwdnbWaHBERERERJmR3TKbkpKSZjguANDV1UVKSopGgiIiIiIiUofsZLZRo0YYMmQIXrx4IZU9f/4cw4YNQ+PGjTUaHBERERFRZmQns4sWLUJsbCyKFi2K4sWLw8HBAfb29oiNjcXChQuzIkYiIiIionTJ7jNra2uLK1euICgoCHfv3oUQAmXKlEGTJk2yIj4iIiIiogzJbplVatq0KQYPHgwPD4+vTmRPnjyJNm3aoFChQlAoFNi9e3em9Xfu3ImmTZuiQIECMDU1Ra1atXDo0KGv2jYRERER5XxqJ7NHjx5FmTJlEBMTk2ZedHQ0ypYti1OnTsna+Pv371GxYkUsWrRIrfonT55E06ZNERAQgMuXL6Nhw4Zo06YNrl69Kmu7RERERJQ7qN3NYP78+ejbty9MTU3TzDMzM0O/fv0wd+5c1K1bV+2Nt2jRAi1atFC7/vz581Wmp02bhj179mDfvn18AhkRERHRD0jtltnr16+jefPmGc53dnbG5cuXNRKUulJSUhAbGwtzc/MM6yQkJCAmJkblj4iIiIhyB7WT2ZcvX6Y7vqySjo4OXr16pZGg1DVnzhy8f/8eXbt2zbCOr68vzMzMpD9bW9vvGCERERERZSW1k1kbGxvcvHkzw/k3btyAtbW1RoJSx6ZNm+Dt7Y0tW7bA0tIyw3qenp6Ijo6W/p4+ffrdYiQiIiKirKV2MtuyZUt4eXnhw4cPaebFx8dj4sSJaN26tUaDy8iWLVvg7u6OrVu3fnEkBX19fZiamqr8EREREVHuoPYNYOPHj8fOnTtRsmRJDBo0CKVKlYJCoUBISAgWL16M5ORkjBs3LitjBfCpRdbNzQ2bNm1Cq1atsnx7RERERPTfpXYya2VlheDgYAwYMACenp4QQgAAFAoFmjVrhiVLlsDKykrWxt+9e4cHDx5I048ePcK1a9dgbm6OIkWKwNPTE8+fP8fatWsBfEpkXVxc8Oeff6JmzZoIDw8HABgaGsLMzEzWtomIiIgo55P1BDA7OzsEBATgzZs3ePDgAYQQKFGiBPLly/dVG7906RIaNmwoTQ8fPhwA4OrqCn9/f4SFhSE0NFSav3z5ciQlJeH333/H77//LpUr6xMRERHRj0X242wBIF++fPjpp5++eeMNGjSQWnjT83mCevz48W/eJhERERHlHl/9OFsiIiIiouzGZJaIiIiIciwms0RERESUY8lKZhMTE9G7d2/8+++/WRUPEREREZHaZCWzurq62LVrV1bFQkREREQki+xuBh06dMDu3buzIBQiIiIiInlkD83l4OCAyZMnIzg4GFWrVoWxsbHKfA8PD40FR0RERESUGdnJ7MqVK5E3b15cvnwZly9fVpmnUCiYzBIRERHRdyM7mX306FFWxEFEREREJBuH5iIiIiKiHOurHmf77Nkz7N27F6Ghofj48aPKvLlz52okMCIiIiI5io49kN0h5EiPp7fK7hC+iexk9siRI2jbti3s7e1x7949lCtXDo8fP4YQAlWqVMmKGImIiIiI0iW7m4GnpydGjBiBW7duwcDAADt27MDTp09Rv359dOnSJStiJCIiIiJKl+xkNiQkBK6urgAAHR0dxMfHI0+ePJg0aRJmzJih8QCJiIiIiDIiO5k1NjZGQkICAKBQoUJ4+PChNO/169eai4yIiIiI6Atk95mtWbMmzpw5gzJlyqBVq1YYMWIEbt68iZ07d6JmzZpZESMRERERUbpkJ7Nz587Fu3fvAADe3t549+4dtmzZAgcHB8ybN0/jARIRERERZUR2MlusWDHp/0ZGRliyZIlGAyIiIiIiUtdXjTMLAJcuXUJISAgUCgUcHR1RtWpVTcZFRERERPRFspPZZ8+eoVu3bjhz5gzy5s0LAHj79i1q166NTZs2wdbWVtMxEhERERGlS/ZoBm5ubkhMTERISAiioqIQFRWFkJAQCCHg7u6eFTESEREREaVLdsvsqVOnEBwcjFKlSkllpUqVwsKFC+Hk5KTR4IiIiIiIMiO7ZbZIkSJITExMU56UlAQbGxuNBEVEREREpA7ZyezMmTMxePBgXLp0CUIIAJ9uBhsyZAhmz56t8QCJiIiIiDIiu5tBr169EBcXhxo1akBH59PiSUlJ0NHRgZubG9zc3KS6UVFRmouUiIiIiOgzspPZ+fPnZ0EYRERERETyyU5mXV1dsyIOIiIiIiLZZPeZJSIiIiL6r2AyS0REREQ5FpNZIiIiIsqxmMwSERERUY7FZJaIiIiIcizZoxm8f/8e06dPx5EjRxAREYGUlBSV+f/++6/GgiMiIiIiyozsZLZPnz44ceIEevbsCWtraygUiqyIi4iIiIjoi2Qns3///TcOHDgAJyenb974yZMnMWvWLFy+fBlhYWHYtWsX2rdvn+kyJ06cwPDhw3H79m0UKlQIo0ePRv/+/b85FiIiIiLKeWT3mc2XLx/Mzc01svH379+jYsWKWLRokVr1Hz16hJYtW6Ju3bq4evUq/vjjD3h4eGDHjh0aiYeIiIiIchbZLbOTJ0+Gl5cX1qxZAyMjo2/aeIsWLdCiRQu16y9btgxFihSRHqnr6OiIS5cuYfbs2ejUqdM3xUJEREREOY/sZHbOnDl4+PAhrKysULRoUejq6qrMv3LlisaC+9zZs2fh7OysUtasWTP4+fkhMTExTSwAkJCQgISEBGk6JiYmy+IjIiIiou9LdjL7pT6tWSk8PBxWVlYqZVZWVkhKSsLr169hbW2dZhlfX1/4+Ph8rxCJiIiI6DuSncxOnDgxK+JQ2+ejJwgh0i1X8vT0xPDhw6XpmJgY2NraZl2ARERERPTdyE5mlS5fvoyQkBAoFAqUKVMGlStX1mRc6SpYsCDCw8NVyiIiIqCjowMLC4t0l9HX14e+vn6Wx0ZERERE35/sZDYiIgK//PILjh8/jrx580IIgejoaDRs2BCbN29GgQIFsiJOAECtWrWwb98+lbLAwEBUq1Yt3f6yRERERJS7yR6aa/DgwYiJicHt27cRFRWFN2/e4NatW4iJiYGHh4esdb179w7Xrl3DtWvXAHwaeuvatWsIDQ0F8KmLgIuLi1S/f//+ePLkCYYPH46QkBCsWrUKfn5+GDlypNzdICIiIqJcQHbL7MGDB3H48GE4OjpKZWXKlMHixYvTjDTwJZcuXULDhg2laWXfVldXV/j7+yMsLExKbAHA3t4eAQEBGDZsGBYvXoxChQphwYIFHJaLiIiI6AclO5lNSUlJ9yd9XV1dpKSkyFpXgwYNpBu40uPv75+mrH79+lk6/BcRERER5Ryyuxk0atQIQ4YMwYsXL6Sy58+fY9iwYWjcuLFGgyMiIiIiyozsZHbRokWIjY1F0aJFUbx4cTg4OMDe3h6xsbFYuHBhVsRIRERERJQu2d0MbG1tceXKFQQFBeHu3bsQQqBMmTJo0qRJVsRHRERERJShrx5ntmnTpmjatKkmYyEiIiIikkWtZHbBggX47bffYGBggAULFmRaV+7wXEREREREX0utZHbevHno0aMHDAwMMG/evAzrKRQKJrNERERE9N2olcw+evQo3f8TEREREWUn2aMZTJo0CXFxcWnK4+PjMWnSJI0ERURERESkDtnJrI+PD969e5emPC4uDj4+PhoJioiIiIhIHbKTWSEEFApFmvLr16/D3NxcI0EREREREalD7aG58uXLB4VCAYVCgZIlS6oktMnJyXj37h369++fJUESEREREaVH7WR2/vz5EELAzc0NPj4+MDMzk+bp6emhaNGiqFWrVpYESURERESUHrWTWVdXVwCAvb09ateuDV1d3SwLioiIiIhIHbKfAFa/fn3p//Hx8UhMTFSZb2pq+u1RERERERGpQfYNYHFxcRg0aBAsLS2RJ08e5MuXT+WPiIiIiOh7kZ3Mjho1CkePHsWSJUugr6+PlStXwsfHB4UKFcLatWuzIkYiIiIionTJ7mawb98+rF27Fg0aNICbmxvq1q0LBwcH2NnZYcOGDejRo0dWxElERERElIbsltmoqCjY29sD+NQ/NioqCgBQp04dnDx5UrPRERERERFlQnYyW6xYMTx+/BgAUKZMGWzduhXApxbbvHnzajI2IiIiIqJMyU5me/fujevXrwMAPD09pb6zw4YNw6hRozQeIBERERFRRmT3mR02bJj0/4YNGyIkJASXL19G8eLFUbFiRY0GR0RERESUGdnJ7Ofs7OxgZ2eniViIiIiIiGSR3c0AAI4cOYLWrVujePHicHBwQOvWrXH48GFNx0ZERERElCnZyeyiRYvQvHlzmJiYYMiQIfDw8ICpqSlatmyJRYsWZUWMRERERETpkt3NwNfXF/PmzcOgQYOkMg8PDzg5OWHq1Kkq5UREREREWUl2y2xMTAyaN2+eptzZ2RkxMTEaCYqIiIiISB2yk9m2bdti165dacr37NmDNm3aaCQoIiIiIiJ1yO5m4OjoiKlTp+L48eOoVasWAODcuXM4c+YMRowYgQULFkh1PTw8NBcpEREREdFnZCezfn5+yJcvH+7cuYM7d+5I5Xnz5oWfn580rVAomMwSERERUZaSncw+evQoK+IgIiIiIpLtq8aZJSIiIiL6L1CrZXb48OGYPHkyjI2NMXz48Ezrzp07VyOBERERERF9iVrJ7NWrV5GYmCj9PyMKhUIzURERERERqUGtZPbYsWPp/p+IiIiIKDvJ7jMbHR2NqKioNOVRUVFf9dCEJUuWwN7eHgYGBqhatSpOnTqVaf0NGzagYsWKMDIygrW1NXr37o3IyEjZ2yUiIiKinE92MvvLL79g8+bNacq3bt2KX375Rda6tmzZgqFDh2LcuHG4evUq6tatixYtWiA0NDTd+qdPn4aLiwvc3d1x+/ZtbNu2DRcvXkSfPn3k7gYRERER5QKyk9nz58+jYcOGacobNGiA8+fPy1rX3Llz4e7ujj59+sDR0RHz58+Hra0tli5dmm79c+fOoWjRovDw8IC9vT3q1KmDfv364dKlS3J3g4iIiIhyAdnJbEJCApKSktKUJyYmIj4+Xu31fPz4EZcvX4azs7NKubOzM4KDg9Ndpnbt2nj27BkCAgIghMDLly+xfft2tGrVKtN4Y2JiVP6IiIiIKHeQncz+9NNPWLFiRZryZcuWoWrVqmqv5/Xr10hOToaVlZVKuZWVFcLDw9Ndpnbt2tiwYQN+/vln6OnpoWDBgsibNy8WLlyY4XZ8fX1hZmYm/dna2qodIxERERH9t8l+AtjUqVPRpEkTXL9+HY0bNwYAHDlyBBcvXkRgYKDsAD4fzksIkeEQX3fu3IGHhwe8vLzQrFkzhIWFYdSoUejfv7/Ko3RT8/T0VBkbNyYmhgktERERUS4hO5l1cnLC2bNnMWvWLGzduhWGhoaoUKEC/Pz8UKJECbXXkz9/fmhra6dphY2IiEjTWqvk6+sLJycnjBo1CgBQoUIFGBsbo27dupgyZQqsra3TLKOvrw99fX0Ze0hEREREOYXsZBYAKlWqhA0bNnzThvX09FC1alUEBQWhQ4cOUnlQUBDatWuX7jJxcXHQ0VENWVtbG8CnFl0iIiIi+rGolczGxMTA1NRU+n9mlPXUMXz4cPTs2RPVqlVDrVq1sGLFCoSGhqJ///4APnUReP78OdauXQsAaNOmDfr27YulS5dK3QyGDh2K6tWro1ChQmpvl4iIiIhyB7WS2Xz58iEsLAyWlpbImzdvun1alX1dk5OT1d74zz//jMjISEyaNAlhYWEoV64cAgICYGdnBwAICwtTGXO2V69eiI2NxaJFizBixAjkzZsXjRo1wowZM9TeJhERERHlHmols0ePHoW5uTkAzT/OduDAgRg4cGC68/z9/dOUDR48GIMHD9ZoDERERESUM6mVzNavX1/6v729PWxtbdMdheDp06eajY6IiIiIKBOyx5m1t7fHq1ev0pRHRUXB3t5eI0EREREREalDdjKb0Tiw7969g4GBgUaCIiIiIiJSh9pDcykfPKBQKDBhwgQYGRlJ85KTk3H+/HlUqlRJ4wESEREREWVE7WT26tWrAD61zN68eRN6enrSPD09PVSsWBEjR47UfIRERERERBlQO5lVjmLQq1cvLFy4ECYmJlkWFBERERGROmT1mU1KSsL69evx5MmTrIqHiIiIiEhtspJZHR0d2NnZyXowAhERERFRVpE9msH48ePh6emJqKiorIiHiIiIiEhtaveZVVqwYAEePHiAQoUKwc7ODsbGxirzr1y5orHgiIiIiIgyIzuZbd++fRaEQUREREQkn+xkduLEiVkRBxERERGRbLL7zBIRERER/VfIbplNTk7GvHnzsHXrVoSGhuLjx48q83ljGBERERF9L7JbZn18fDB37lx07doV0dHRGD58ODp27AgtLS14e3tnQYhEREREROmTncxu2LABf/31F0aOHAkdHR1069YNK1euhJeXF86dO5cVMRIRERERpUt2MhseHo7y5csDAPLkyYPo6GgAQOvWrXHgwAHNRkdERERElAnZyWzhwoURFhYGAHBwcEBgYCAA4OLFi9DX19dsdEREREREmZCdzHbo0AFHjhwBAAwZMgQTJkxAiRIl4OLiAjc3N40HSERERESUEdmjGUyfPl36f+fOnWFra4szZ87AwcEBbdu21WhwRERERESZkZXMbtu2Dbt370ZiYiKaNGmC3377DTVq1ECNGjWyKj4iIiIiogypncyuWLEC/fv3R4kSJWBgYIAdO3bg0aNH8PX1zcr4iIiIiIgypHaf2YULF2LcuHG4d+8erl+/Dj8/PyxatCgrYyMiIiIiypTayey///6L3r17S9M9e/ZEQkICwsPDsyQwIiIiIqIvUTuZjY+PR548eaRpbW1t6OvrIy4uLksCIyIiIiL6Elk3gK1cuVIloU1KSoK/vz/y588vlXl4eGguOiIiIiKiTKidzBYpUgR//fWXSlnBggWxbt06aVqhUDCZJSIiIqLvRu1k9vHjx1kYBhERERGRfLKfAEZERERE9F/BZJaIiIiIciwms0RERESUYzGZJSIiIqIci8ksEREREeVYX5XMPnz4EOPHj0e3bt0QEREBADh48CBu374te11LliyBvb09DAwMULVqVZw6dSrT+gkJCRg3bhzs7Oygr6+P4sWLY9WqVV+zG0RERESUw8lOZk+cOIHy5cvj/Pnz2LlzJ969ewcAuHHjBiZOnChrXVu2bMHQoUMxbtw4XL16FXXr1kWLFi0QGhqa4TJdu3bFkSNH4Ofnh3v37mHTpk0oXbq03N0gIiIiolxAdjI7duxYTJkyBUFBQdDT05PKGzZsiLNnz8pa19y5c+Hu7o4+ffrA0dER8+fPh62tLZYuXZpu/YMHD+LEiRMICAhAkyZNULRoUVSvXh21a9eWuxtERERElAvITmZv3ryJDh06pCkvUKAAIiMj1V7Px48fcfnyZTg7O6uUOzs7Izg4ON1l9u7di2rVqmHmzJmwsbFByZIlMXLkSMTHx2e4nYSEBMTExKj8EREREVHuoPYTwJTy5s2LsLAw2Nvbq5RfvXoVNjY2aq/n9evXSE5OhpWVlUq5lZUVwsPD013m33//xenTp2FgYIBdu3bh9evXGDhwIKKiojLsN+vr6wsfHx+14yIiIiKinEN2y2z37t0xZswYhIeHQ6FQICUlBWfOnMHIkSPh4uIiOwCFQqEyLYRIU6aUkpIChUKBDRs2oHr16mjZsiXmzp0Lf3//DFtnPT09ER0dLf09ffpUdoxERERE9N8kO5mdOnUqihQpAhsbG7x79w5lypRBvXr1ULt2bYwfP17t9eTPnx/a2tppWmEjIiLStNYqWVtbw8bGBmZmZlKZo6MjhBB49uxZusvo6+vD1NRU5Y+IiIiIcgfZyayuri42bNiAf/75B1u3bsX69etx9+5drFu3Dtra2mqvR09PD1WrVkVQUJBKeVBQUIY3dDk5OeHFixfSCAoA8M8//0BLSwuFCxeWuytERERElMPJ7jOrVLx4cRQvXvybNj58+HD07NkT1apVQ61atbBixQqEhoaif//+AD51EXj+/DnWrl0L4FMXh8mTJ6N3797w8fHB69evMWrUKLi5ucHQ0PCbYiEiIiKinEetZHb48OFqr3Du3Llq1/35558RGRmJSZMmISwsDOXKlUNAQADs7OwAAGFhYSpjzubJkwdBQUEYPHgwqlWrBgsLC3Tt2hVTpkxRe5tERERElHuolcxevXpVZfry5ctITk5GqVKlAHz6qV9bWxtVq1aVHcDAgQMxcODAdOf5+/unKStdunSarglERERE9GNSK5k9duyY9P+5c+fCxMQEa9asQb58+QAAb968Qe/evVG3bt2siZKIiIiIKB2ybwCbM2cOfH19pUQWAPLly4cpU6Zgzpw5Gg2OiIiIiCgzspPZmJgYvHz5Mk15REQEYmNjNRIUEREREZE6ZCezHTp0QO/evbF9+3Y8e/YMz549w/bt2+Hu7o6OHTtmRYxEREREROmSPTTXsmXLMHLkSPz6669ITEz8tBIdHbi7u2PWrFkaD5CIiIiIKCOyk1kjIyMsWbIEs2bNwsOHDyGEgIODA4yNjbMiPiIiIiKiDH31QxOMjY1RoUIFTcZCRERERCSL7D6zRERERET/FUxmiYiIiCjHYjJLRERERDkWk1kiIiIiyrG+6gawf/75B8ePH0dERARSUlJU5nl5eWkkMCIiIiKiL5GdzP71118YMGAA8ufPj4IFC0KhUEjzFAoFk1kiIiIi+m5kJ7NTpkzB1KlTMWbMmKyIh4iIiIhIbbL7zL558wZdunTJiliIiIiIiGSRncx26dIFgYGBWRELEREREZEssrsZODg4YMKECTh37hzKly8PXV1dlfkeHh4aC46IiIiIKDOyk9kVK1YgT548OHHiBE6cOKEyT6FQMJklIiIiou9GdjL76NGjrIiDiIiIiEi2r35owsePH3Hv3j0kJSVpMh4iIiIiIrXJTmbj4uLg7u4OIyMjlC1bFqGhoQA+9ZWdPn26xgMkIiIiIsqI7GTW09MT169fx/Hjx2FgYCCVN2nSBFu2bNFocEREREREmZHdZ3b37t3YsmULatasqfL0rzJlyuDhw4caDY6IiIiIKDOyW2ZfvXoFS0vLNOXv379XSW6JiIiIiLKa7GT2p59+woEDB6RpZQL7119/oVatWpqLjIiIiIjoC2R3M/D19UXz5s1x584dJCUl4c8//8Tt27dx9uzZNOPOEhERERFlJdkts7Vr18aZM2cQFxeH4sWLIzAwEFZWVjh79iyqVq2aFTESEREREaVLdsssAJQvXx5r1qzRdCxERERERLLIbplt0KAB1q5di/j4+KyIh4iIiIhIbbKT2apVq2L06NEoWLAg+vbti3PnzmVFXEREREREXyQ7mZ0zZw6eP3+OtWvX4tWrV6hXrx7KlCmD2bNn4+XLl1kRIxERERFRumQnswCgra2Ndu3aYffu3Xj+/Dm6d++OCRMmwNbWFu3bt8fRo0c1HScRERERURpflcwqXbhwAV5eXpg9ezYsLS3h6ekJS0tLtGnTBiNHjtRUjERERERE6ZI9mkFERATWrVuH1atX4/79+2jTpg02b96MZs2aSQ9Q6Nq1K9q3b4/Zs2drPGAiIiIiIiXZLbOFCxfGypUr4erqimfPnmH79u1o3ry5yqNsq1evjp9++kmt9S1ZsgT29vYwMDBA1apVcerUKbWWO3PmDHR0dFCpUiW5u0BEREREuYTsltkjR46gbt26mdYxNTXFsWPHvriuLVu2YOjQoViyZAmcnJywfPlytGjRAnfu3EGRIkUyXC46OhouLi5o3LgxbzojIiIi+oHJbplVJrKvXr3C6dOncebMGbx69eqrNj537ly4u7ujT58+cHR0xPz582Fra4ulS5dmuly/fv3QvXt31KpV66u2S0RERES5g+xkNi4uDm5ubihUqBDq1auHunXrolChQnB3d0dcXJza6/n48SMuX74MZ2dnlXJnZ2cEBwdnuNzq1avx8OFDTJw4Ua3tJCQkICYmRuWPiIiIiHIH2cnssGHDcOLECezduxdv377F27dvsWfPHpw4cQIjRoxQez2vX79GcnIyrKysVMqtrKwQHh6e7jL379/H2LFjsWHDBujoqNdDwtfXF2ZmZtKfra2t2jESERER0X+b7GR2x44d8PPzQ4sWLWBqagpTU1O0bNkSf/31F7Zv3y47gNQ3jgGAECJNGQAkJyeje/fu8PHxQcmSJdVev6enJ6Kjo6W/p0+fyo6RiIiIiP6bZN8AFhcXl6Y1FQAsLS1ldTPInz8/tLW107TCRkREpLv+2NhYXLp0CVevXsWgQYMAACkpKRBCQEdHB4GBgWjUqFGa5fT19aGvr692XERERESUc8huma1VqxYmTpyIDx8+SGXx8fHw8fGRdUOWnp4eqlatiqCgIJXyoKAg1K5dO019U1NT3Lx5E9euXZP++vfvj1KlSuHatWuoUaOG3F0hIiIiohxOdsvsn3/+iebNm6Nw4cKoWLEiFAoFrl27BgMDAxw6dEjWuoYPH46ePXuiWrVqqFWrFlasWIHQ0FD0798fwKcuAs+fP8fatWuhpaWFcuXKqSxvaWkJAwODNOVERERE9GOQncyWK1cO9+/fx/r163H37l0IIfDLL7+gR48eMDQ0lLWun3/+GZGRkZg0aRLCwsJQrlw5BAQEwM7ODgAQFhaG0NBQuSESERER0Q9CdjILAIaGhujbt69GAhg4cCAGDhyY7jx/f/9Ml/X29oa3t7dG4iAiIiKinEftZPbkyZNq1atXr95XB0NEREREJIfayWyDBg2kIbOEEOnWUSgUSE5O1kxkRERERERfoHYymy9fPpiYmKBXr17o2bMn8ufPn5VxERERERF9kdpDc4WFhWHGjBk4e/YsypcvD3d3dwQHB8PU1FTlCVtERERERN+L2smsnp4efv75Zxw6dAj37t1DhQoVMGjQINja2mLcuHFISkrKyjiJiIiIiNKQ/dAEALC1tYWXlxcOHz6MkiVLYvr06YiJidF0bEREREREmZKdzCYkJGDjxo1o0qQJypUrh/z58+PAgQMwNzfPiviIiIiIiDKk9g1gFy5cwOrVq7F582bY29ujV69e2Lp1K5NYIiIiIso2aiezNWvWRJEiReDh4YGqVasCAE6fPp2mXtu2bTUXHRERERFRJmQ9ASw0NBSTJ0/OcD7HmSUiIiKi70ntZDYlJSUr4yAiIiIiku2rRjMgIiIiIvovYDJLRERERDkWk1kiIiIiyrGYzBIRERFRjsVkloiIiIhyrK9KZt++fYuVK1fC09MTUVFRAIArV67g+fPnGg2OiIiIiCgzssaZBYAbN26gSZMmMDMzw+PHj9G3b1+Ym5tj165dePLkCdauXZsVcRIRERERpSG7ZXb48OHo1asX7t+/DwMDA6m8RYsWOHnypEaDIyIiIiLKjOxk9uLFi+jXr1+achsbG4SHh2skKCIiIiIidchOZg0MDBATE5Om/N69eyhQoIBGgiIiIiIiUofsZLZdu3aYNGkSEhMTAQAKhQKhoaEYO3YsOnXqpPEAiYiIiIgyIjuZnT17Nl69egVLS0vEx8ejfv36cHBwgImJCaZOnZoVMRIRERERpUv2aAampqY4ffo0jh49iitXriAlJQVVqlRBkyZNsiI+IiIiIqIMyUpmk5KSYGBggGvXrqFRo0Zo1KhRVsVFRERERPRFsroZ6OjowM7ODsnJyVkVDxERERGR2mT3mR0/frzKk7+IiIiIiLKL7D6zCxYswIMHD1CoUCHY2dnB2NhYZf6VK1c0FhwRERERUWZkJ7Pt27fPgjCIiIiIiOSTncxOnDgxK+IgIiIiIpJNdjKrdOnSJYSEhEChUMDR0RFVq1bVZFxERERERF8kO5l99uwZunXrhjNnziBv3rwAgLdv36J27drYtGkTbG1tNR0jEREREVG6ZI9m4ObmhsTERISEhCAqKgpRUVEICQmBEALu7u5ZESMRERERUbpkt8yeOnUKwcHBKFWqlFRWqlQpLFy4EE5OThoNjoiIiIgoM7JbZosUKYLExMQ05UlJSbCxsZEdwJIlS2Bvbw8DAwNUrVoVp06dyrDuzp070bRpUxQoUACmpqaoVasWDh06JHubRERERJQ7yE5mZ86cicGDB+PSpUsQQgD4dDPYkCFDMHv2bFnr2rJlC4YOHYpx48bh6tWrqFu3Llq0aIHQ0NB06588eRJNmzZFQEAALl++jIYNG6JNmza4evWq3N0gIiIiolxArW4G+fLlg0KhkKbfv3+PGjVqQEfn0+JJSUnQ0dGBm5ubrHFo586dC3d3d/Tp0wcAMH/+fBw6dAhLly6Fr69vmvrz589XmZ42bRr27NmDffv2oXLlympvl4iIiIhyB7WS2c+TSE34+PEjLl++jLFjx6qUOzs7Izg4WK11pKSkIDY2Fubm5hnWSUhIQEJCgjQdExPzdQETERER0X+OWsmsq6urxjf8+vVrJCcnw8rKSqXcysoK4eHhaq1jzpw5eP/+Pbp27ZphHV9fX/j4+HxTrERERET03/TVD02IiIhAREQEUlJSVMorVKggaz2puy8AgBAiTVl6Nm3aBG9vb+zZsweWlpYZ1vP09MTw4cOl6ZiYGI6FS0RERJRLyE5mL1++DFdXV2ls2dQUCgWSk5PVWk/+/Pmhra2dphU2IiIiTWvt57Zs2QJ3d3ds27YNTZo0ybSuvr4+9PX11YqJiIiIiHIW2aMZ9O7dGyVLlkRwcDD+/fdfPHr0SPr7999/1V6Pnp4eqlatiqCgIJXyoKAg1K5dO8PlNm3ahF69emHjxo1o1aqV3PCJiIiIKBeR3TL76NEj7Ny5Ew4ODt+88eHDh6Nnz56oVq0aatWqhRUrViA0NBT9+/cH8KmLwPPnz7F27VoAnxJZFxcX/Pnnn6hZs6bUqmtoaAgzM7NvjoeIiIiIchbZLbONGzfG9evXNbLxn3/+GfPnz8ekSZNQqVIlnDx5EgEBAbCzswMAhIWFqYw5u3z5ciQlJeH333+HtbW19DdkyBCNxENEREREOYvsltmVK1fC1dUVt27dQrly5aCrq6syv23btrLWN3DgQAwcODDdef7+/irTx48fl7VuIiIiIsrdZCezwcHBOH36NP7+++808+TcAEZERERE9K1kdzPw8PBAz549ERYWhpSUFJU/JrJERERE9D3JTmYjIyMxbNiwLw6fRURERESU1WQnsx07dsSxY8eyIhYiIiIiIllk95ktWbIkPD09cfr0aZQvXz7NDWAeHh4aC46IiIiIKDNfNZpBnjx5cOLECZw4cUJlnkKhYDJLRERERN/NVz00gYiIiIjov0B2n9nUhBAQQmgqFiIiIiIiWb4qmV27di3Kly8PQ0NDGBoaokKFCli3bp2mYyMiIiIiypTsbgZz587FhAkTMGjQIDg5OUEIgTNnzqB///54/fo1hg0blhVxEhERERGlITuZXbhwIZYuXQoXFxeprF27dihbtiy8vb2ZzBIRERHRdyO7m0FYWBhq166dprx27doICwvTSFBEREREROqQncw6ODhg69atacq3bNmCEiVKaCQoIiIiIiJ1yO5m4OPjg59//hknT56Ek5MTFAoFTp8+jSNHjqSb5BIRERERZRXZLbOdOnXC+fPnkT9/fuzevRs7d+5E/vz5ceHCBXTo0CErYiQiIiIiSpfsllkAqFq1KtavX6/pWIiIiIiIZPmmhyYQEREREWUntVtmtbS0oFAoMq2jUCiQlJT0zUEREREREalD7WR2165dGc4LDg7GwoUL+WhbIiIiIvqu1E5m27Vrl6bs7t278PT0xL59+9CjRw9MnjxZo8EREREREWXmq/rMvnjxAn379kWFChWQlJSEa9euYc2aNShSpIim4yMiIiIiypCsZDY6OhpjxoyBg4MDbt++jSNHjmDfvn0oV65cVsVHRERERJQhtbsZzJw5EzNmzEDBggWxadOmdLsdEBERERF9T2ons2PHjoWhoSEcHBywZs0arFmzJt16O3fu1FhwRERERESZUTuZdXFx+eLQXERERERE35Payay/v38WhkFEREREJB+fAEZEREREORaTWSIiIiLKsZjMEhEREVGOxWSWiIiIiHIsJrNERERElGMxmSUiIiKiHIvJLBERERHlWExmiYiIiCjHyvZkdsmSJbC3t4eBgQGqVq2KU6dOZVr/xIkTqFq1KgwMDFCsWDEsW7bsO0VKRERERP812ZrMbtmyBUOHDsW4ceNw9epV1K1bFy1atEBoaGi69R89eoSWLVuibt26uHr1Kv744w94eHhgx44d3zlyIiIiIvovyNZkdu7cuXB3d0efPn3g6OiI+fPnw9bWFkuXLk23/rJly1CkSBHMnz8fjo6O6NOnD9zc3DB79uzvHDkRERER/RfoZNeGP378iMuXL2Ps2LEq5c7OzggODk53mbNnz8LZ2VmlrFmzZvDz80NiYiJ0dXXTLJOQkICEhARpOjo6GgAQExPzrbuQJVIS4rI7hBzpv/p6/pfxXPs6PNfk47n2dXiuycdz7ev8F881ZUxCiC/WzbZk9vXr10hOToaVlZVKuZWVFcLDw9NdJjw8PN36SUlJeP36NaytrdMs4+vrCx8fnzTltra23xA9/deYzc/uCOhHwXONvheea/S9/JfPtdjYWJiZmWVaJ9uSWSWFQqEyLYRIU/al+umVK3l6emL48OHSdEpKCqKiomBhYZHpdkhVTEwMbG1t8fTpU5iammZ3OJSL8Vyj74XnGn0vPNfkE0IgNjYWhQoV+mLdbEtm8+fPD21t7TStsBEREWlaX5UKFiyYbn0dHR1YWFiku4y+vj709fVVyvLmzfv1gf/gTE1N+Uak74LnGn0vPNfoe+G5Js+XWmSVsu0GMD09PVStWhVBQUEq5UFBQahdu3a6y9SqVStN/cDAQFSrVi3d/rJERERElLtl62gGw4cPx8qVK7Fq1SqEhIRg2LBhCA0NRf/+/QF86iLg4uIi1e/fvz+ePHmC4cOHIyQkBKtWrYKfnx9GjhyZXbtARERERNkoW/vM/vzzz4iMjMSkSZMQFhaGcuXKISAgAHZ2dgCAsLAwlTFn7e3tERAQgGHDhmHx4sUoVKgQFixYgE6dOmXXLvww9PX1MXHixDRdNog0jecafS881+h74bmWtRRCnTEPiIiIiIj+g7L9cbZERERERF+LySwRERER5VhMZomIiIgox2IyS0RElEu8e/cuu0Mg+u6YzBIREeUC06dPh7u7O168eJHdodB/lBACufG+fyazREREuUCVKlWwbds2TJw4kQktpevOnTtQKBQAgKVLl+Lw4cPZHJFmZOs4s0RfSwgBhUKB8PBwGBsbQwjBRwRStlKek18qI8oKKSkpcHZ2xrFjx9CkSROkpKRg8uTJaj3Xnn4MISEhqFKlCiZPnoyoqCgsXrwYV69eze6wNILJLOVICoUCu3btwvjx4yGEQPny5TF8+HDUqFEju0OjH1BKSgq0tD790PX8+XMkJSXB1tZWKiPKalpaWkhOTkb9+vURFBSEpk2bAgATWpJYWVlh3rx5GDFiBPT19XH37l3Y2NggKSkJOjo5Ox3klZZyFGVfn3/++Qdubm7o27cvunfvjqSkJPz66684efJkNkdIPxohhJS0Tpo0Ca1bt0bDhg1Rvnx5bNiwAW/evMnmCOlHoa2tDQBo0KAB/v77b6xduxYTJkxglwMCAJibmyNfvnxISEhAcnIyNmzYAADQ0dFBcnJyNkf3bfgEMMpxLly4gPPnzyMiIgKTJ08GAFy5cgWzZ8/GuXPn4O/vj3r16mVzlPSjmTJlChYtWoQVK1agadOmaNy4MV69eoX9+/ejVKlS2R0e5VLKrix3797Fs2fPAADly5eHlZUVDh8+jBYtWsDFxYUttD+o1L8aAUBkZCSeP3+OkydPYvz48RgxYgQmTJiQjRFqRs5uV6YfTmRkJKZMmYIjR46gR48eUnmVKlUwcuRIzJ49G3379sWSJUvQuHHjbIyUfhRCCMTExODw4cOYP38+2rZti0OHDuH27duYOXMmSpUqleYDhUgTlInsjh07MHr0aBgaGsLMzAxPnz7FgQMH0KRJE6nLgba2Nry8vFC4cOHsDpu+k9TXnRs3biA5ORkVKlSAhYUFbGxsEB8fj6lTp0JbWxt//PEHAGDixIlo0qQJ6tatm52hyyeIcpg9e/aIZs2aCUtLS3H79m2VeVeuXBGtW7cWFStWFHFxcdkUIf1owsLCRLFixcSbN29EUFCQyJMnj1i6dKkQQoj379+LRYsWifDw8GyOknKj4OBgYWpqKpYvXy6EEOLIkSNCoVCIyZMni+TkZCGEEEePHhUKhUIMGjRIJCUlZWe4lA3GjBkjChQoIKysrESpUqXExYsXhRBCvHnzRsyaNUsYGRmJX375RTRp0kQUK1YsR54j7GZA/2kig7vBjx07hmnTpiE2NhYrV65EuXLlpHk3btyQvnkSaVpG52TdunVhYmKC06dPY968eXB3dwcAhIaGokePHhg2bBg6duz4vcOlXG758uU4f/48Vq1ahdDQUNSpUwdt27bFokWLAADR0dEwMzPDyZMnUaBAATg6OmZzxJTVUrfIHjx4EIMHD8bChQthbGyMmTNn4vz589i8eTMaNWqEd+/eYf/+/Vi9ejUKFSqEFStWQFdXN8f9msRklv6zlEnD4cOHsWnTJkRHR6NUqVIYOnQoChQogGPHjmHmzJl48+YN/Pz8ULZs2ewOmXK51Bf4t2/fQqFQwMzMDMCnMRsnT56MKlWqYP/+/QCAuLg4dOnSBR8+fEBgYKB0gw7R11BeE1Ofh2PGjMHjx48xc+ZM1KlTBy1btsSyZcugUCiwb98+XL58GaNHj4aRkVE2R0/f26pVq/Du3TskJCRg1KhRUnnHjh1x6tQpbN26FQ0bNgSg+iU9J45ukHPSbvrhKBQK7NmzB61bt8bHjx9hamqKFStWoEOHDjh79iwaNmyIYcOGwdLSEh07dkRISEh2h0y5nDKB8PLyQqtWrVC6dGkMGTIEhw8fxm+//Ybu3bvj7t27qFevHlxcXNC0aVM8e/YMBw8ehLa2do6/Y5iylzLZePnypVRWrlw5PH36FLVq1UKzZs2wfPlyAJ++eAUGBiIsLCxbYqXslZCQgPnz52Po0KF49OiRyrydO3eiXr166N69O/7++28kJydL55YQIsclsgCTWfoP+fDhg8r0q1ev4O3tjSlTpmDdunVYtWoV7ty5g7i4OIwePRoxMTFwdnaGu7s7KlWqBENDw2yKnHK7lJQU6f9//vknli1bhh49emDgwIG4c+cORo8ejb1792LmzJlYtGgRChcuDGNjY7Rq1QqXL1+Grq4ukpKS2DJL3+z+/fuwsbGBn58fgE+tbFpaWnj79i26dOmCjx8/Ijo6GuPHj8e2bdswdOhQtsr+YIQQ0NfXx7Fjx9CiRQvs378fN2/elOYBwI4dO1CqVCksXrxY5bqUUx/ywm4G9J8wZcoUWFtbo3fv3lLrV2RkJGrXro0ZM2agffv2+PjxI/T09BAREYHSpUtj5MiR0h2Y79+/h7GxcXbuAv0Abt68iVWrVqFWrVro2rWrVLZs2TJcunQJy5cvR6VKldIsl5yczESWNCIyMhJTp07FokWLsHz5cvTu3RuxsbGoX78+EhMTERkZCUdHR/zzzz/Yu3cvKleunN0hUxb7vH9r6uvN27dv0bJlS0RGRmL37t1wdHRU6VKQ0/rGZiTntSVTrvT69WuphUH5RtTT08O7d+9w/fp1tG/fHnp6evj48SMsLS1Rv359hIaGSsszkaWslJKSgtOnT6NBgwbQ1dVVSRDKly+Pfv36ITAwEFeuXEGlSpXS3CTGRJa+hrKtKfW5ZGFhgfHjx8PAwADu7u4QQsDNzQ2nT5/GkSNHcO/ePZQsWRKVKlVCkSJFsit0+k5SJ6NLly7FtWvX8OzZM/z+++9o2rQp8ubNi4CAALRs2RIdOnTA7t27Ubp0aWl5LS2tXJHQ5uzoKcdTXqznz5+PMmXK4MSJE1i+fDlev34NExMTjBo1CkuXLsWaNWsAAHp6egA+9QcyMTHJtrgp90vdtUBLSwv16tXD7NmzkZiYiNOnTyMyMlKaX6FCBdjb2+PMmTMAcu5PdfTfEB8fD+DTeaRQKHDkyBEcOnRImm9ubo4RI0Zg7Nix6NOnD9avXw8jIyO0adMGI0eORNu2bZnI/iCUSejYsWMxZcoUaGlpoXjx4mjXrh2WLFmC169fSwlt/vz5UbNmTTx58iTddeRo33koMKJ0paSkCCGEcHd3F5aWlmLZsmXi3bt3IiIiQgwdOlQUKFBAjBkzRvj5+QkPDw9hYmIiQkJCsjlq+hFs3LhRbN68WZqePn26UCgUYvr06eLly5dCCCFiYmJEhQoVxPjx47MrTMolFi5cKH766ScREREhhBAiPj5e9OrVS2hpaYnAwECVui9fvhStW7cWCoVCrF27NjvCpf+AdevWCTs7O2n82ODgYKFQKISurq7w9vYWr1+/FkIIERUVJfr165cjx5H9EiazlK2USWxkZKRUNnDgQFGsWDGxdOlSkZCQIF6/fi0WL14sihcvLqpUqSLq1asnrl27ll0h0w/kzZs3oly5cqJBgwZi9+7dUvmUKVOEQqEQdevWFYMHDxbt2rUTFSpUEAkJCdkYLeUGN2/eFAULFhTNmzcXr169EkII8c8//4i+ffuKvHnzikOHDqnUHzt2rLCyshL58uUTb9++la6plHspH4YhxKfP0JUrV4ply5YJIYTYu3evMDU1FZs3bxYLFiwQurq6YtasWWke2pLbEloms5RtlBfdgIAA0alTJ5VWh379+gl7e3uxdOlSERsbK4QQIi4uTsTFxYl3795lS7yU+6WXCDx48EA0aNBANGnSROzcuVMqnz17tlAoFKJJkyZizZo1UvnHjx+/S6yU+yiTlHv37gk7OzvRtGlTqYX2wYMHws3NTeTLl08EBQVJy4waNUqsWrVKvHnzJjtCpmx08eJFkZSUJO7fvy9CQ0PF06dPRaVKlcTcuXOFEJ++BJmYmAiFQiH8/PyyOdqslQs6SlBOpXymeKdOnfDTTz/BwsJCmrds2TI0adIEM2fOxIYNG/D69WsYGhrC0NCQN3tRllH2dX3x4oVUVrx4cfj5+SEhIQFLlizB3r17AQAjRozA9OnTcfz4cbx58waJiYkAAF1d3e8fOOV4ItVNg7q6upg5cyYOHz6MQYMGITIyEsWLF8cff/yBTp06oXnz5nBxcUGnTp2watUq1K1bF3nz5s3eHaDvRgiBwMBANGjQAG/fvoWDgwNsbW3x8uVLJCcno379+gA+9fv38PDAli1b4OLiks1RZ7Hszqbpx/D27ds0ZSEhIcLOzk6sWLFCpTx1F4IBAwaIfPnyCT8/P/58Rt/F0qVLRePGjcXZs2dVyu/fvy/Kli0rqlevLvbs2SOVT506Vejp6Ylp06ZJvyIQfa0dO3YICwsL4eHhIWrXri1MTExE06ZNpX6PkZGRYvHixaJx48bi559/FtevX8/miCm7lC9fXvTv31+aPn78uNDW1harVq0SFy5cEK1atRJt27aV5icmJmZHmN8Fk1nKchcuXBAHDx5MU37ixAnh4OAgPnz4IBISEsSSJUtE/fr1hYmJiWjZsqVUb9iwYeL+/fvfM2T6gZ07d07Y29uLzp07p0loDxw4IIyNjUX16tXFsWPHpPJx48YJc3Nzlb7fRF/yeb/Fp0+fikKFCok5c+YIIT7d/HXmzBlRqFAh4ezsLHU5UM5jl5Yfw+fnibJv/vz580X9+vXFv//+K83z9PQUCoVCFCtWTFSrVu2HOUfYzYCy3LFjx7By5co05TY2NtDS0kLr1q1RtWpVHDx4ENWrV8fBgwfx999/S8vMnTsXDg4O3zts+gGkHn5LqUaNGti8eTOuX7+OmTNn4ty5c9K8jx8/olWrVvjpp59Qr149qXzKlCn4559/YG5u/l3ippxvzJgx2L9/v0pZQkICtLW1UatWLQCAgYEBateujc2bN+PMmTMYPny41AXGwMCAXVpyuWfPngH43zjVt27dAvC/ISo7dOiA27dvY+PGjdIy06ZNw6VLl7B9+3acO3dOevpgbsdklrKco6MjrKysAHzqixgaGorHjx+jePHi+PPPP1G4cGF06NABs2fPxowZM1C7dm00aNAABQoUyObIKTdLPVD4gQMH8Ndff2H9+vV4+vQpqlevjo0bN+L27duYNWsWNm3ahLCwMKxevRo1atTAokWLpMHGlQkxE1mS482bN7C3twfwv/G2LS0t8f79e5w8eVKlboUKFVCiRAls2LABgwcPTvdLGOUu7dq1U0lSd+7ciQ4dOqBt27a4ffs2IiMjUaRIEXh7e2PTpk24fv26VLdKlSqoXLkytLW1kZycDB2d3P98LD7OlrLchQsXkJSUhPj4ePzxxx949eoVLC0tUa1aNSxatEilbnJyMiZNmgQ/Pz+cPn0aRYsWzZ6g6YcxcuRIbN68GWZmZkhOTsaLFy+wdetWNG/eHJcvX8bo0aNx9+5daGlpwdLSUmrtEJ895YtIHZ+fN4GBgYiJiUGLFi1gbGwMLy8v7N27F2PGjEG3bt2kegMHDkS7du3g4OCA4sWLZ0fo9B3t378fzs7O0NPTw4cPH/Du3TucPXsWM2bMQFRUFEqUKIHRo0dDX18fQ4YMwe+//47u3bv/uI/OztZODpTrKW/aOn78uDAwMBCLFi0S//zzj1iyZIlQKBRi+/btUt0DBw4IV1dXYWVlJa5cuZJdIdMPZOPGjcLCwkJcvHhRxMTEiNDQUPHbb78JIyMjcfr0aSHEp36M586dEwcOHJD6ruXmGyko66W+mbVHjx5CoVCIHTt2CCE+Dcvl4uIiypYtK7y9vUVAQIAYMmSIKFiwoAgLC8uukOk7+fxG53nz5olevXqJx48fS2Xr1q0Trq6uQl9fXwwbNkwUKFBAFC1aVMTHx3/vcP8zcn/bM2UrZQvEnj17MGLECPz+++94/vw5ZsyYgQEDBqBTp05S3fj4eFhYWOD48eMqz44m0pTPn0H+6NEj1KhRA9WqVQMAmJiYYNGiRYiNjUWfPn0QHByMwoULo3DhwtIyP8rPdpR1FAoFzp8/j+rVq2P9+vXQ1taGq6srUlJS0LlzZ4wfPx5bt27FwoULsXHjRigUCgQEBKBgwYLZHTp9ZyYmJggICEC+fPnw22+/oXTp0vj111/x66+/okuXLti7dy+0tLSgp6cn9aX9IWV3Nk25X0pKiqhfv76YNWuWePXqlbCxsRG//fab9A10zZo1IiAgQAghxIcPH7IzVMrFUrd4LF26VDx79kzMmDFDWFtbSy2uyn/37Nkj7OzsVO4SJtKUuLg4YWVlJfr16yeV9ezZU+TJk0ds27ZNKnv//r0ICwvjAxF+QHPmzBEnT54UQgixevVqYWNjI4YMGSLu3bunUu/du3fi0aNH0rUr9dPBfiS8AYyynBACTk5OuHHjBqpWrYqWLVti+fLlAID379/jzJkzuHLlCpKSkqCvr5/N0VJuJFL1U1y4cCG8vLwQFhaGhg0bwsrKCj4+PoiOjpb6mhUsWBAGBgb48OFDdoZNuZShoSFGjhyJhw8f4sGDBwCAtWvXolOnTujduzd27NiB9+/fw8jICAULFuQDEX5AO3fuxLhx4wAAvXr1wrRp07B9+3YsWbJEOmcAwMjICEWLFpVu9kr9y9OP5Mfca8oSSUlJ0l25ERERiIqKQlJSErS0tFC7dm1s3boVJiYm8PT0lOpPmzYNBw8exM8//8yfbinLKBPZixcv4ubNm1ixYgWqVauGKlWqoFmzZjh27BjGjx+Phw8f4s6dO/D29kahQoVQqlSpbI6ccjqRwT3WTZo0wdWrVxEcHCyV+fv7o2vXrujSpQsOHz78vUKk/xDl+eLp6YkPHz7g2LFjAAAXFxf4+vpix44dWLJkCe7evQsAKjcT/pA3filla7sw5QorVqxQGSx+165dokSJEqJChQrCyclJhIeHCyGE2Lx5s8iTJ49wdnYWzZs3F506dRIWFha82Yu+i127dokyZcoIW1tbcebMGak8ISFB+Pj4iBo1agiFQiHKlSsnatSoIQ02/qP+bEffJvUNO0J8eoLc5w9/GT9+vHB0dBSPHj1SKR8wYIC4e/duVodI/wEZPdkyKipKVKpUSfz2228q5evWrRPa2tpi/vz53yO8HINDc9E3iYyMRNWqVWFgYICLFy8iMjISlStXhqenJ4yMjLBlyxY8ePAAgYGBKF++PI4cOYLz58/j+vXrqFatGtq1a4eSJUtm925QLiQ+GwLpzZs3GDp0KLZv347ffvsNM2fOlAadT0lJwcePH3Hu3Dnky5cP5cuXh5aWFpKSkviLAcm2cuVKTJs2Dbdv34a+vj7Cw8NRuXJlODg4oGHDhhgzZgyMjIzw4MEDdO/eHWPHjkWXLl3w4cMHGBgYZHf4lA22bt2K2NhYuLu7S2V///03XFxcsGXLFjRq1EgqP3jwIJo2bfpjt8R+hsksfbM7d+7A1dUVHz9+xOzZs3HmzBl4e3sDAF6/fo2ePXvi2rVrCAoKQrly5bI3WPohpE5kt2/fjsKFC6NmzZqIiYmBh4cHbt68CTc3N/Tr1w86OjppRjkA0o58QKSupKQkPHnyBMWLF8fbt2+RN29enDlzBjdu3MDEiRPh4OCAunXrwsvLC4MHD0ZISAjOnj2b3WFTNhBCICoqCp06dUJYWBjy5MkDLy8vVKlSBba2tmjWrBmcnJzg5eWFjx8/qoxY8MOOKZsOXqnpq/j6+mLWrFkAgDJlymDt2rXQ1dVFs2bN8OjRI6le/vz5sW7dOlSqVAmtWrVSeUoJUVZISUmREtnz589j5syZmDJlCm7dugVTU1PMnz8fjo6O2LBhA5YvXy716/78ez0TWZLr0KFDePHiBXR0dFC8eHFcunQJxYoVw6lTp+Dk5IQBAwbgn3/+QePGjXH27FmULFkS2traOH/+vMrTnujHoVAoYGFhgb179yIoKAjFixfHtGnT0KJFCwQFBaF8+fJYtmwZnj9/nmboLSayqWRfDwfKyby9vYVCoRCLFy+Wym7duiUaNWokihYtKl6+fCmE+F9/oNevX4tatWoJR0dHkZCQkC0xU+6Xuv/ZtGnThKurqyhVqpTQ09MTbdu2lfpnv3nzRvz666/CyclJzJgxQxrWhuhrpKSkiPv37wuFQiEGDBggXf8+fvwomjRpIgoVKiTOnj0r1U9OThaJiYli+vTpol69esLKyko8fPgwu8KnbPZ5v9nTp08LT09PYWFhIZo1ayYUCoWYPXt2NkWXM7CbAckm/v8n3NmzZ2PMmDFYsGABfv/9dwBASEgIevTogY8fP+L06dPImzevVD8qKgrv3r1DkSJFsnkPKLebO3cuvL29sXPnTtjZ2eHAgQPYvHkzChYsCG9vb1SqVAlv375Fjx49ULhwYSxbtoyPpqVvtnfvXnTp0gV9+/bFuHHjYG1tjaSkJHTq1Annzp3Dnj17ULNmTZVlnj59CiMjI1hYWGRT1PRf8XnXpgsXLuDo0aO4cuUKNm7cyP77mWAyS7IIISCEgJaWFqKjozF16lT8+eefWLJkidRxPSQkBN27d0diYmKahJYoKwkhkJSUhA4dOqBEiRKYN2+eNG/t2rWYPHkyypQpgylTpqB8+fJ49+4dDA0Noa2tzXOUvlpKSgpSUlKgo6ODffv2oV27dhgzZgwGDRoEGxsbJCYmonPnzhkmtJT7ZdYHP7NrT+p+sbwhNWPsFEayKBQKaGlpYceOHahduzaePXsGQ0ND9OvXD4sXLwYAODo6YuPGjTAyMkLZsmURHR3NJIG+C4VCAV1dXZiYmODly5dISUmR5rm4uKBly5YIDAyEt7c3bt68iTx58kBbW1ulny2RXAqFAjo6Oti/fz9evnwJOzs7zJw5E7NmzUJ4eDh0dXWxfft21KxZE507d8apU6eyO2T6jlInsnv27IGfnx8WLVqEZ8+eAUCm157U/WKZyGaMySzJduPGDbi6umLo0KFYsmQJrl69irFjx8LDw0MloV21ahUcHBwQGRmZzRHTj6ZMmTI4ceIELl26pFJeokQJ1K9fH7Gxsdi0aROSk5MB8GYv+jYKhQKHDh1Cx44dER8fj4kTJ2LSpElYsGABpk6dKiW0O3bsQIkSJdCnTx8+Xe4Hory+jB49GgMHDsS+ffuwYMECdOzYERs2bMjm6HKJ7OmqSzlZUFCQKFmypAgLC1Mp9/T0FDo6OmL16tVSGW/2ou8p9Y0UjRs3Fvb29uLYsWMiLCxMxMXFifbt2ws/Pz8xYcIEYWlpqfKwD6Jv4erqKjp16qRStn37dqFQKMTQoUPFs2fPhBBCJCYmitDQ0OwIkb6z1NejdevWCRsbG+km1E2bNgmFQiEOHDiQXeHlKmyOINkUCgXu37+P6OhoAJ/68QDAr7/+Cj09Pbi5ueGvv/4CgDRDiRBlJYVCIbW2BgYGonTp0nBxcUGtWrVQpUoV3Lp1C25ubmjYsCHy5s0rnbtEX0v8/20nsbGx0kM4kpOTpRu//vjjDyxduhTTpk3Dy5cvoaOjA1tb2+wMmbLYkSNHEBsbC4VCIZ0f//77L5o3b47KlStj8+bN6N+/PxYvXoyWLVsiPj4ez58/z+aoczYmsySbk5MTmjRpguHDh+Px48dSPx4LCwt07doV06ZNQ506dbI5SsqtUveDTU2ZxCpv5tLS0kJAQAAWLVqEP/74A8OHD5eeZ75lyxZYWFjA0NDwu8VNuZOyv2P9+vWxb98+XLt2Ddra2lK5lZUVihUrhs2bN6cZy5hynwULFqBz587Yvn073r17J50H9+7dQ/78+XH16lX07dsXvr6+GDBgAIQQWL16NXbt2sUv19+AoxlQhsT/32F59+5dxMTEID4+HvXr1wfw6dF7y5Ytg46ODmbNmgVjY2OsXr0aAQEBOH36NIyNjbM5esqNUt9Icfr0abx58wY6OjpwdnaGtra2yp2/6T0d58aNG1iyZAm2bduGY8eOoUKFCt99HyhnU14XHz58iDdv3sDe3h758uXD27dv4ebmhidPnmD16tWoVKkSgE/9JCtWrIh27dohT5482Rs8fRe9e/fGuXPnMHLkSHTt2hUmJibYu3cvunXrhvj4eGzYsAHdunUDAMTFxaFjx44oV64cZs+enc2R52DZ1sGB/tOUfX127twp7OzshKOjozAyMhI9evSQ+n5t375dtGjRQigUClG8eHFhaWkp9QciykqjR48WpUuXFqVKlRJOTk6iTJky4u3bt5kuExcXJ/bs2SMaNmworl+//p0ipdxo27ZtokiRIiJfvnyiZs2aYtmyZSI5OVlcuXJFtGvXThgYGIiWLVuKBg0aCCMjI3Hjxo3sDpm+g48fP0r/79mzpyhZsqRYuXKliImJEbGxsWLgwIGiYMGCYv369SI6OlrcvHlTNG/eXFSuXFkkJiZmY+Q5H5NZytChQ4dE3rx5xYoVK0RiYqIIDAwUCoVCdOjQQTx+/Fiqd/r0aXH+/HkpySXSpM+fjrNo0SKRP39+cf78eSGEEPPmzRMKhUIEBARkuExqsbGxWRMo5Vqpz6f79++LihUrisWLF4tz586JHj16iOrVq4vp06eL5ORk8e7dO7F8+XLRp08fMXToUHH79u1sjJy+l+Tk5DRlv/76qyhZsqTw8/MTiYmJ4p9//hFDhw4V+vr6wtraWpQvX140bNhQSoL5JMKvx24GlK6YmBiMGTMG1tbW8PLywqNHj9C0aVNUrVoVhw8fRo0aNTBnzhw4Ojpmd6iUiz18+BDFixeXxoFVKBQYNGgQHBwcMHToUOzevRsuLi6YM2cO+vbti/fv38PQ0JBDbZFGvH79Gvnz55emr1+/ju3btyMyMhILFiyAjo4O4uLiMHbsWJw/fx7t27fHiBEjoKenx4dw/EBSd39avXo1TExM0LlzZwCAq6srzp49i7Fjx6Jnz57Q1dVFSEgIHj16BCsrK1SuXBlaWlp8IMK3yuZkmv6jEhISxPbt28X9+/dFZGSkqFKlinB3dxdCCLF161ahUChEs2bNxD///JPNkVJuNWvWLKFQKMSlS5eEEJ9ax1JSUoSzs7OYPXu2CAgIEHny5BFLliwRQnxqGVmwYIFYvnx5doZNucTChQtFz549RUJCgkhMTBQfPnwQ7dq1E3ny5BG1a9dWqRsbGysGDx4s6tSpI8aOHavyczP9OEaNGiVsbW3FmDFjxIsXL6RyFxcXUaJECeHn55dud6j0WnVJHjZfULr09PTQunVrODg4IDAwEHp6evDy8pLmN2rUCPfv34e+vn42Rkm5WZMmTdClSxe0adMGly9flobdqlatGrZs2YJu3bphxowZGDBgAAAgMjISBw8eRExMTDZHTrlBvnz54OXlBT09PSQkJEBfXx9Lly5F+/bt8fz5cyxdulQaWSNPnjyYNm0aSpQogcuXL/Mc/AH99ddfWL16Nfbs2YNp06bB2tpaGmFlzZo1qF27NmbPno01a9YgPj5eZVn+kvTteAQpQ8pE9fHjx4iJiZFGKLhy5Qpat26Nu3fvokiRItkZIuVilSpVwsSJE1GnTh20atUKFy9ehI6ODnr16oWXL1/CysoKP/30E+Lj4xEaGgpXV1dERkZi6NCh2R065QI9evSAg4MDzp8/D1dXV9y+fRvW1taYNWsWqlWrhk2bNmH16tVS/Tx58mDhwoVYt24dLCwssjFyyg7Xr19Hjx49ULlyZelLTupuJv7+/ihWrBjOnj0LAwOD7Aoz12KfWfqi27dvo3r16ihXrhyMjY1x5coVnDx5ksMaUZYRqfob3r59Gz4+Pjhx4gT27t2LGjVq4Pbt22jbti3y5MmDly9folixYkhOTsbp06ehq6ub7rBcRF9j9erVWLx4MUqUKAEvLy84OjoiLCwMgwcPxsuXL+Hm5obevXtnd5iUzZo1awYjIyPs2rULwP+uYR8+fMD169dRo0YNAP/rXyvYp1qj2DJLaaQelD4lJQVly5bFiRMn4OjoiPLly+PMmTNMZClLpNeiUbZsWYwfPx716tVD27Ztce7cOemcnDlzJiZOnIhJkyYhODgYurq6SEpKYiJLGtO7d294eHggLCwMEydOREhICKytrbFw4UIUKlQI8+bNw/r167M7TPpOPm//E0IgJSUFP/30E54/f46rV68iOTlZuoaFh4fD09MTZ86cAfCpS4HyhlbSHLbM/qCU3wqvXbuGW7duQaFQoHjx4qhZs2aauspvkqnvKCfStNR3BF+6dAnAp/P0p59+AvDpgQeTJ0/GyZMnpRbaz1s32CJLmpT6nPT394e/vz8sLS3h4+MDR0dHPHv2DOPGjcOkSZNgZ2eXzdFSVkt9PoSHh8PIyAgAYGpqiocPH6JOnTqoVq0ahg8fjpo1a+L169f4/fff8fbtWxw7dozXpizEZPYHtmPHDgwcOBDlypVDYmIinj9/Dg8PDwwZMiS7Q6MfTOqkdMKECdi2bRs+fPgAHR0d9OjRAz4+PgCAmzdvYvLkyThz5gy2b9+OWrVqZWfY9ANIL6G1trbGuHHjUK5cOX6B+kGkPg98fX0REBCAqKgolC1bFmPGjEHVqlVx9+5ddO3aFUIIhIWFSV9wzp07x+5PWe37D6BA2SX1gMzXr18XlpaWYvHixUIIIc6cOSP09PTEqFGjsis8IjF58mRRoEABceLECRERESGGDh0qFAqFGDlypFTnxo0bolGjRqJ169bZGCnldqmHS0r9/zVr1oiKFSuKXr16iYSEhEwf0EG5z7hx40SBAgXExo0bxebNm0W9evVEkSJFxNmzZ4UQQrx48UKcOHFCLF68WOzdu1f63OUTvrIWk9kfwKFDh6T/K99Q27dvF02aNBFCCPH48WNRpEgRMWDAAKnevXv3vm+Q9MNITEwU586dS1N+69Yt0bx5c3Hw4EEhhBD79+8XefPmFa6urkJXV1eMHj1aqvvgwQOOzUgaoUxGHz58KC5evCguXrwonVupGwBSn28bN25UeQoi/RgOHjwoKlasKIKDg4UQQhw4cECYmJiIChUqCEtLS3HhwoV0l+OTvbIebwDL5c6fP4/evXvj999/BwDpCSPx8fEwMjLCvXv3UKdOHTRv3hwLFy4EAJw6dQqrV69GREREtsVNudfZs2cREBCQprxIkSJo0aIFateujZMnT6Jfv37w9fXFqlWr8PPPP2PWrFn47bffAADFixeX+nETfS3x/91bdu7ciTZt2uCXX37BoEGDUKtWLURHR6v8JJz6fOvWrRv7yP6ArKys0KxZM9SqVQt///03evXqhRkzZsDf3x8GBgbo1KkTgoOD0yzHrgVZj8lsLleiRAkMGTIEZ86cgYeHh1SeP39+nDlzBjVq1EDr1q2xfPly6Q23ZcsWPHjwgGPhUZbQ1dXFiRMn0pSbmJjgt99+g4mJCfbs2QNnZ2e4urpCS0sLRYoUgbOzMx4/fqySwHKwcZJDfHaLiEKhwIkTJ+Di4gIPDw/cuHEDnp6euHjxosoIBcrleL79OC5duiQ9/MLX1xcnT55EpUqVMGbMGKSkpGDx4sXo168fBgwYgIoVK6JkyZJISkrC1KlTsznyHxMfBJyLCSFgbm6O3377DVpaWlizZg0GDx6MhQsXonnz5lLLV/Xq1fHkyRNoa2tjwYIF2Lx5M06cOAFTU9Ps3gXKhT58+CAlBXv27MGTJ0+gq6uL+vXro0yZMkhISMC1a9dQoEABGBoaIj4+HiEhIXBxcUH37t0BqN6MQaSuly9fomDBgiojs5w7dw7u7u7o168fnj59Cg8PDwwcOFD6NUtwPNAfTkhICPr16yeN7rN06VL8X3v3HRXV1T18/HsBpYNoULGLGhURY8NeYn6iqK8dbFEUNWBL7C0a7DWWqFhijYkKFlBAxd41xo6CFXuwRBNRQUDgvH/wcBdE02wjuD9rudbMbbNnGO/se+45+5w9exaA3Llzc+/ePSIiImjXrh0Ajx49ws7OjhUrVtCwYUODxf0hk2oG2VjGH/z79++zcuVKfvjhB+rWrYu/vz8AX375JatXr8bY2JjChQvz+PFjAgMDqVixoiFDF9lccnIys2fPxt/fn2LFipErVy5CQkLYvXs39erVY+XKlXTr1g13d3fu3LlDcnIyJ06cwMTERJIL8UqCg4Px8PDgyJEjVK1aVT8/enl5YWVlxahRo3B1daVJkyYsXLgQTdNYt24dd+/epV+/foYOX7xjc+bMYdKkSTx58oTw8HDq1KlDcnIyJiYmJCcn065dO6Kjo+nbty+rV6/m+fPn7Nu3T++OIhfb75Z82tmYkZERO3fu5MyZM+TNmxcvLy+8vLzYt2+ffnKeM2cOISEhLF26lNmzZ7N//35JZMVbt3btWqZPn05gYCB79uyhVatWKKW4ffs2AC1btmT58uVYWVlRr149jh8/jomJSaZi5EL8F46OjjRv3pxWrVpx4sQJPemoUqUKV65cwdXVlcaNG7No0SIAnj9/zp49e7h+/ToJCQkGjl68C6mpqXqXkhIlSmBqaoqjoyNr167l4cOH+jnIxMSEPn364OjoyKxZs7CwsGD37t2SyBqSoUaeibfv2bNnqkWLFkrTNHXmzBmllFL3799X06dPV87Ozqp3794GjlB8qMaPH6/69eunlFJqw4YNysrKSn3//fdKKaUeP36s7ty5o5TKPIJcStuI1xUZGak8PDxUvnz51LFjx5RSaZUxHB0dlb29vTp69KhSSqmnT5+qkSNHKgcHB3XhwgVDhizekYznmgsXLqiLFy+qmJgY9d1336nq1asrHx8f9fDhw0z7JCYmqgcPHugVMeQcZThy+ZANqf9dWZqZmTFjxgzatm1LrVq1OHPmDPb29noL7eHDh2VOcfHWvaziwKNHj0hJSWHjxo14eXkxffp0evbsCaTdDvb39+fp06d6C4dSSq/EIcSrcnJyws/Pj7p169K0aVOOHj1KiRIlCA0NxdTUlD59+uDk5ISnpyfLli1j8+bNlC5d2tBhi7dMKaWfa0aNGkW7du24dOkSDg4O9OnTh9atWxMREcHo0aN59OgRAL179+bEiRPkyZMHTdNITU2Vc5QBSZ/ZbET9ry9hYmIipqam+vNr164xaNAgduzYwaFDh3BxceG3335jwYIFbNu2jaCgIPLly2fo8EU2lPGW28mTJylTpgwWFhYsW7aMiRMncv/+fSZPnkzfvn0BiI2NpUOHDri4uDBlyhRDhi6ysYiICCZMmMC+ffvYtGkT1atX59q1axw8eJCzZ8/i7OxM7dq1cXR0NHSo4h0aO3Ys8+fPZ+XKlVSsWJG8efMCaeexmTNnEhQUhFIKCwsLIiMjuX37tiSw7wlJZrOZ48eP065dO/bs2UORIkUyJbR9+vTh8OHD/Pzzz5QpU4YHDx5gZGRE7ty5DR22yIYyJrKjR49mw4YNfPvttzRp0gSAtm3bsnXrVpYuXUqVKlVISEhgyJAh3L9/n6NHj8pgL/Ha0r8/t27dIjU1lYSEBL2lNSIigvHjx7N//35CQkKoVq2afN8+YDExMTRr1oxBgwbRqVMnfXn6oC+lFGvXruXw4cMkJCTg7++v96GVOrKGJ8lsNnP06FG++uorHj9+zPbt2ylUqJCeVGzdupWmTZsCaSdyZ2dnA0crPgSjRo1iyZIlrFixgsqVK2Nvb6+v8/DwIDIyksuXL1OlShVMTU3ZsWOHzGMuXlt6YhoSEsKYMWOIjY3FwsKCtm3b4ufnB8DZs2cZN24cR44cYf369XopJvHhuXDhAjVr1mTnzp1UqlQp08V4QkICqampWFhYZNonPdEVhid9ZrO4P1+LVKtWjTlz5pA/f34+/fRTbt68qf+HLFiwIG3atKF79+7yH1C8E5cvXyYoKIhly5bRuHFjcuTIweXLl5kzZw4RERGsW7eO0NBQQkNDWbJkCbt37yZHjhwkJydLIitei6ZpbNmyhY4dO+Lt7U1wcDBdunRh7NixDB8+HIDy5cvj5+dHuXLl8PLyIjEx8YVzqsh+XvY3LliwIFZWVmzduhVIqwaUnJwMwMGDBwkMDOT58+eZ9pHf0feHtMxmYektD8eOHePq1atYWVnpLa/Hjx9n6NCh3Lhxgy1btpAvXz5mz55NZGQkP/zwwwtXmEK8CX8uS3Py5Enc3d0JCwsjISGBgIAADhw4wJ07dyhYsCBTpkyhcePGf3sMIf5JZGQk5cqVy7Ts7t27+Pj4UL9+fQYMGMCdO3eoWbMmxYoV4/Dhw/Tr149vv/0WgKioKGxtbSlYsKAhwhfvUMbzy5MnT0hOTsba2lovt3Xq1Cl69+7N559/DqS1vjZr1ow8efKwatUqQ4Yu/s67K5wg3oZNmzapHDlyqAoVKihN05S3t7de1uj06dPK3d1daZqmypcvr6ytrdXp06cNHLH4EBw8eFB/XL16dVWgQAFlZmam+vXrp0JDQ9XTp09VyZIl1ezZsw0YpcgOoqOjlZ+f3wvLnz59qqZOnaquXbum7t69q8qVK6d8fHxUXFycGjBggNI0TfXt2/fdBywMJr2EllJp5QHd3d1V/vz5VZ8+fdS2bdvUb7/9ptq0aaM++eQT5enpqYYPH65q1qypnJ2dpezWe05aZrMopRTJycl07NgRNzc3PD09iYiIwN3dnUaNGjFnzhy9lWH9+vWkpqZStWpVihcvbuDIRXZ36NAhGjZsyODBgxk3bhwAAQEBFClShBo1augDbOrVq0f79u3p1auXIcMVWdyFCxdo3bo1x44dw9LSMtO6uLg4LC0tmT17Nlu2bGHVqlXY29szc+ZMVqxYwe+//87x48fJnz+/gaIXhjB69GgWLFjAokWLyJEjB9OmTSMmJoaIiAgePnzI1q1bCQgIIFeuXBQqVIjZs2frM39J14L3k/xVshj1v64Fv//+O0ZGRpQuXZp69epha2tLnTp1OHjwILVr1+bLL79k5syZFC1alLZt2xo6bPEBKVasGMOHD2f58uWYmJjwzTff0L59eyAtuXjw4AG9e/cmNjZWry0rxKvKmTMnOXPmxNLSkoiICKKjo9E0DWdnZ0qWLElqaipnz54lJSVFH3wYExODt7c3X3zxhXS5+sBcvXqV7du3s27dOj799FP27NnDyZMnmTdvHlZWVlhZWeHr64uvr2+m/SSRfc8ZtmFYvIr169crFxcXVaxYMWVlZaWCgoIyrT916pTKlSuXcnNzUzdu3DBQlOJDkPG2XUZ37txR48ePV4UKFVLjx4/Xl69YsUK5urqqevXqqaSkJKWUUsnJye8kVpF93bhxQx04cEAVLlxYVa5cWdWvX1/Z2dmpnTt3KqXSZpkzMTFRXbp0UR06dFB2dnbq/PnzBo5aGEJ0dLQqWbKkio2NVUFBQcrKykotWLBAKaVUfHy8Wrlypbpy5YqBoxT/lYyyyGLOnTvHwIEDadasGf3798fCwoIlS5bwyy+/6Nt88skn7Nixg8jISBkRLt6q9C4DixYtwt/fX1+eP39+unfvjo+PD/7+/syYMQOAFi1aMGDAAHbt2iVVC8Qbc+/ePZo3b86IESM4fvw4kyZN4tGjR+zevRuABg0aMHfuXK5evUpCQgJ79+6lTJkyBo5avG3qf70oVYbelM+ePcPIyIh58+bh7e3N1KlT9VbYqKgoNm3axP379w0Sr3gNhs6mxb8XFRWlRo0apYYNG6YvO3HihCpVqpRq3bq1Pq94uoSEhHcdovgAPXz4UHXt2lWVKFFCLVu2LNO6mJgY1aBBA5UzZ0719ddfZ1onLbLiTfnpp5+Up6enUkqp69evq8KFC6vevXvr6x8+fKiUSjsnPnv2zCAxincrJSVFfxwfH59pnY+Pj9I0TY0YMUJfFhcXp5o2barc3d0z7SuyBukA8p5T/+sjGxMTg6+vL6dPn6Zhw4b6+kqVKrF69Wo6duzIjBkz+PLLL6lVqxaQ1pdMiDftz6WzcufOzaBBg7C1tWXq1KmkpqbSvXt3ABwcHHB2diYhIYHLly9nmmFJWmTFmxITE8OTJ0+4fPkyn332Ge7u7sydOxeAbdu2sWvXLkaOHEmuXLkMG6h4J5RS+jlq6tSpbN++HUtLSxwdHZk9ezZTpkzh0aNHfPfdd6SmppKUlMSZM2e4d+8ep06dwsjISEoEZjHyl3rPaZpGQEAAy5cv5+uvv6Zq1aqcPXuWTZs26dtUqVKFgIAAdu3axffff09CQoK+rxBvUsYTfGRkJOfOnQPA2dkZX19fGjZsyLfffsuyZcuAtAFfDx8+pFevXgQGBqJpmhSlF68l/ftz69Yt/VxXtmxZ7t69S506dXBzc2PRokX6+W/z5s3cvXtXBu98IDJeMM+YMYNJkyZRo0YNChQoQHBwMFWrViUxMZGAgAAGDRpEREQEV69epWrVqpw+fVrv/iSJbBZjyGZh8dfSB9bcuXNH5c+fX82ZM0cplTa4q379+qpZs2YqLCws0z6nTp2SjuvinRg2bJj66KOPVKFChVTlypXV9evXlVJKXbx4UQ0YMEDZ2NioGjVqqIoVKyoXFxe9S8FfDRgT4t9I//5s2rRJOTk5qYCAAP2WsIeHh9I0TQUEBKiHDx+qe/fuqeHDhyt7e3sVGRlpyLCFARw8eFD5+vqq0NBQfVl0dLRycXFR1atX15f9uduJdH/KmqTO7Htsx44dXLp0iUuXLjF9+nS928Dx48cZMmQIFhYW9O3bF3d3dwNHKrI7laG1Y8+ePfTq1YtZs2YBMGXKFK5fv05ISAgVKlTgwYMH/Pzzz2zatIkCBQowevRoTExMSElJka4F4rVt2rSJTp06MXbsWJo3b06pUqX0dc2bN+fChQv89ttvODs7c/v2bYKCgqhYsaIBIxbv2ubNmxkxYgQPHz4kODgYV1dX/a5Sej32SZMm4eXlleluU8bznMha5L7Leyo5OZmNGzeyYMECXFxc9FtrqampVKlShenTpzNixAgmTZqEsbExbm5uBo5YZFd/7jtmY2NDjx499Iuo2rVr06pVK/7f//t/hIWF4eLiQrNmzWjWrJm+j9RoFG/CgwcPGDduHKNHj2bQoEE8f/6cuLg4wsPDcXV1JSQkhGPHjhEREUHx4sUpXbq0TFH7AfjzOap48eJUqlSJwMBANm7ciKurq76+cOHC2Nra8scffwBk2k8S2axLOoW8p9KLzQ8fPpxz584RGhqqr1NKUaVKFcaPH0+uXLkoW7asASMV2ZnKMJBi+vTpdO3alXbt2hEVFUVSUhIA1tbWbNy4kdKlS9OyZUtOnDjxwnEkkRWvI/1iPi4ujri4OCpWrMi9e/eYNGkSTZs2pUOHDrRq1YqgoCCqVq1K9+7dadCggSSyH4CMiWxwcDDXr1/HycmJcePG0alTJzZv3sx3332nb29tbY2xsTHJycmGClm8BdLN4D2RfnsjISGBpKQkbGxsgLSaeAMHDmTp0qWEhITQuHFjUlNTgbQrysTERExNTQ0ZusimMv5IzJw5Ez8/P9q1a8fJkye5evUqq1evpmHDhuTIkQOAp0+fUrt2bUqUKMGGDRsMGbrIZq5evYqjoyMAderU4fr16yQkJFCnTh0+/fRT2rZtq0/lPXXqVANHK96VjN0CRo4cycqVKxk8eLA+s1t0dDSTJk1i27Zt1K1bl5IlS3Lu3DnOnj3L+fPn5SI7G5G/pIGlX0tomkZYWBj+/v7cvHmTsmXL4uHhQZs2bZg7dy6pqak0b96c0NBQGjVqpCe0Un5LvC0ZqxZERUURGhpK/fr1AXB3d6dHjx6sWLGCBg0aYGJigpWVFUeOHJGLK/FGXb16ldq1a+Pl5cXkyZM5cOAAc+fOxcbGhtatW2Nubo6JiQlOTk6YmJhkOqeK7C39bzx+/HgWL17Mli1bKFu2LBYWFiilKFGiBGPGjEHTNNauXUulSpXo1q0bQUFBANKPPxuRbgYG8uTJEyDtP6OmaWzZsoU2bdpQvnx5fH19+f3335k5cyZTpkxB0zRmz56Nj48P7u7u7Ny5U0805IQt3qYNGzbQoEEDfcaudFu3bsXFxYVu3bqxd+9enj9/DoC5uTlGRkakpKQYKmSRzZibm9O9e3cCAwMZN24cAP369cPLywtra2vi4+MZNWoU4eHhdOnSRT+nig/D77//zv79+5k9ezZVq1YlNjaW/fv307VrV5YuXYqVlRVjx47Fw8ODnDlzEh8fr+8r35PsQ1pmDeCLL74gJSWF77//Hk3TiIuLY968eQwZMoQJEyYA0KNHD/z8/AgJCaF8+fK0aNECPz8/zMzMpB+YeGfatGlDWFgYq1evZv/+/XzyySdYWloCEB4eTtOmTXFzc+Po0aNUrVpV309aO8Sr+vOIcgcHB/r06YOZmRkLFy5E0zRGjx4NQFhYGPPnz+fChQvs2rWL0qVLGypsYSCaphEVFcX58+fZv38/8+fP59q1a/rdztjYWAYOHMjQoUOZNm0aq1at0rvvSS3ZbOTdVwP7sK1Zs0bZ29urU6dOZVpeq1YtfZra9Dp3CQkJqkaNGqpz5876dlKnU7wrz58/1x937NhRlSlTRq1cuVLFxcVl2m7gwIFSm1G8UQcOHFCLFy/OtCwmJkZNmDBBOTg4qKlTpyql0qapnTt3rtTX/sAtWbJE2dnZKRsbGzV06FC1Y8cOpZRSnTt3zvT7GR0drTw8PJSbm5v6448/DBSteBukZfYdu3XrFnny5OGTTz4hJCSEc+fOMXLkSGxtbblw4QKAfpvW1NQUNzc3du3aRVJSEjlz5pTbIuKdyVgbdtWqVbRv357JkycDaS22FhYWQNosOyD9z8SbER8fT0BAAMHBwRgbG9OtWzcgrYXW29ubkydP4ufnR2JiIqNHj6Zv374GjlgYWvfu3WnYsCGJiYl63eHU1FRiYmKoXr263o/a0dGRqVOnYmZmJlMbZzPSxv6O1a9fH6UUn332GS1bttRH6I4bN47w8HCGDx+Opml6UnDlyhUKFiwot0OEQRgbG+v9XwMCAqhQoQLTp09n5cqVJCYmvrCtEK/LwsICHx8fPD09mTp1KkuXLtXXOTg4UKFCBQoXLkxQUBC//fabTI8sAChSpAilSpXi6dOnHDx4kBYtWnD//n19AFi64sWL4+DgYMBIxdsgpbkMoE+fPixYsIAaNWpw6NAhfXlAQABeXl589tlnFCpUiJSUFNauXcvhw4cpX768ASMW2dWfi41nlLGlNeNjNzc38ubNy48//ih3CsRrU//rI3vv3j1SU1P1ROP8+fPMnz+fnTt3MmTIELy9vQEYMWIEH330ET169MDW1taQoYv3jFKKffv2MWPGDJ4/f05oaCg5cuSQu0YfAElm37Fnz57RrFkzHB0dOXz4MBUrVuSnn37S10dERDB16lQeP36MjY0NI0aMwNnZ2YARi+wqYyL7008/cfHiRZ4/f07t2rUzzd6VLuMPQvq+SqZ/FG9AcHAw/fv3x8rKCjs7O9auXUuBAgW4dOkS8+fPZ9WqVVStWhUrKyt27NjBsWPHKFmypKHDFu+hxMREoqKiqFChAkZGRjL74AdCklkDiI+Px8LCgmXLljFt2jSqVKmSKaFN/8+X3k9WiLdp6NChrFy5kjZt2nD79m0iIyNp164dEydOfGHbjAnw37XqCvFvXbp0CTc3N/r06UPevHlZtGgRv/76KyEhIVSoUIE7d+6wb98+VqxYQb58+Rg8eLDcqRL/ipyjPhySzBrQ06dPWbduHdOmTaNy5cp6Qvv8+XNy5MghrV7irdu8eTN9+/YlMDAQV1dX1qxZg7e3N0uWLKFTp06GDk9kUxnPbTExMSxcuFCvIfv06VNatmzJpUuXCAsLw8XFBUi7M5CSkiIX+EKIF8gliwFZWVnh6enJ0KFDOXPmDC1atADQi9NLIivetPSZ49LFxMRQqlQpXF1dWb9+PT4+PsyaNYtOnToRFxfHkSNHDBSpyK7SE9kdO3YwbNgwunTpQlRUFHFxcUDaeXHjxo18/PHHtG7dmpMnTwJpAwwlkRVCvIwkswZmaWmJp6cnvXv35u7du8TExBg6JJGNpd9yW716Nbdv3+bZs2cULFiQ8PBwunXrxrRp0/D19QVg+/btbN68mYcPHxoyZJHNaJrGzp07cXd359SpU/z666+Eh4eze/dufSa59ITWzs6Obt26vVA5QwghMpJuBu+J+Ph4nj9/LqNzxVuRcfDW5MmTGTNmDJcvXyYmJoaaNWsCsHz5cry8vIC0gYqtWrWiaNGi+qxLQrwJ9+7dY/LkyTg5OfHFF1+QmppKs2bNOH36NCtWrKBBgwb6gJ24uDgePnxIkSJFDBy1EOJ9Ji2z7wkLCwtJZMUb17dvX06dOqUnshcuXMDU1JT169dTpEgRqlevzsKFC8mRIwc3b97k0KFDHDp0iJYtW3L37l38/f3RNE1qeYo34vTp0zRs2JAdO3aQL18+IO1uwZYtW3BxcaFr167s3btXb6G1tLSURFYI8Y8kmRUim2rSpAknTpzQB9AcOHAAJycnxo4dm2mE7+eff878+fOZN28eHh4efPXVV5iYmHDs2DF9FjBpmRVvwieffIKTkxPnz5/n2LFjPHv2TF8XHh5OpUqVaNq0KQcPHjRglEKIrEaSWSGyoRs3bnDnzh1GjhyJsbExe/fuJV++fIwbN45nz55x/vx5IG0wjoWFBd27d+fkyZPs2rWLdevWERYWRo4cOUhOTpZi4+KNyDiTXKdOnVi3bh3r168nPj5e3yYsLIzmzZtTsGBBQ4UphMiCpM+sENnMxYsXyZ8/P7Vq1aJx48bcu3ePI0eOcOzYMYyMjJg2bRpTpkxh1apVtG/fHqUUSqkX6jFKjUbxpmXsu92+fXsiIiIYPnw4bdu2xcLCwsDRCSGyKpkWQ4hspEGDBpQtWxZ/f3/mzZtHkyZNMDIyIiAgADs7OwCGDRtGSkoKnTp1QtM02rVr99JjSSIr3jRjY2M9oQ0ICKB9+/bMmDGDhIQEOnfujLm5uaFDFEJkQfJrJUQ2MWHCBC5fvoy/vz+Q1tUgISEBTdPYv38/165dA8DGxoaRI0cydOhQOnfuzPLly6VPrHjr0mscpye0kNbloGDBgixfvpykpCRDhieEyMKkZVaIbEIpRYUKFVBKMXnyZIoWLUpsbCz79u2jY8eOJCUl0b9/f4oVK4aNjQ0jRowgNjaWZcuW0a1bN0OHL7KB9AkRfvnlFyIjI/njjz+oVq0atWrVwsjISF+fsYV2y5Yt/Prrr1LNRQjxyqTPrBDZREhICF27dsXZ2ZmDBw9y6dIlSpYsCcDatWvp0aMH3t7eDBgwgKJFiwJp9Y3Nzc2lZVa8MRs2bKBnz540aNCAGzduAFC7dm1mzZr1wrYZ+9AKIcSrkpZZIbKJ5s2bU6pUKX7++We6d++Og4ODvs7T0xOAL774AiMjI/r06UOJEiX0QTfpLWZCvI7IyEj69+/P5MmT8fHxISIigurVq9OoUaNM22VsoRVCiNclfWaFyAZSU1N59OgRuXPnZvDgwaxdu5aJEydmmh7Z09OTxYsXM3v2bMLCwjLtL4mseBV/vrF369YtChQogI+PD9euXaN58+Z07tyZCRMmAHDmzBlAvm9CiDdLWmaFyKIyls4yMjIiV65chIaGYmJiQqFChRg+fDiaptG3b1+9ldbDw4M8efJQt25dQ4YuspmjR49SuHBh4uLiyJs3Lzdv3qRu3bo0adKE+fPnA3D48GG2bNmCvb09BQoUMHDEQojsRJJZIbKgjInspk2buHv3LpqmUb9+fT7++GN69+6NpmkMGzYMTdPo06ePntA2aNAAgOTkZExM5BQg/rv0bgKaphEeHk6TJk3Yt28fjo6ObNu2jRIlStC7d2++++47fZ+AgACio6OlnqwQ4o2TXzIhsqD0RHbw4MH88MMPlClThtOnT1OuXDk8PDwYNGgQvXr1wsjIiOHDhxMbG8uYMWPIkyePfgxJZMV/NW/ePCpXrkyNGjUAuH//Pnfv3mXatGnUqVMHgIULF9K7d2/y5s3L9evXSUpKYsmSJfz0008cOHCAXLlyGfAdCCGyI/k1EyKLWr9+PatXr9bntI+NjWXo0KGEhIRgZWWFj48PPj4+PHv2jM2bN5M7d25DhyyysFGjRrF48WJ+/vlnAKKjoylVqhQODg6MHTtW387T05PExEQGDx7MwoULsbW1RdM0du3aRbly5QwVvhAiG5PSXEJkUdOmTSMoKIgDBw5gbGyMkZER9+7do3fv3jx58oTt27fr26bfFpaqBeK/Ukrxxx9/0KxZMzw8PBgwYACXLl0CYNWqVUyZMoURI0YwZsyYTN+v6Ohobt68ibW1NUWLFsXe3t6Qb0MIkY1Jy6wQWUx6wmBiYkJCQgJJSUlYWlqSnJxMvnz5GDFiBK6urpw+fZoKFSrofRslkRWv4tdff6VAgQIYGxtz9epV5s6dy4QJE9i3bx8DBgwgJSWF8ePHU7p0aTp06IBSCqUUJUqUoESJEoYOXwjxAZBkVogsJj0hbdy4MUOHDuXbb7/Fz89P7wObkpKCs7MzNjY2mZJXSWTFfzVkyBCuXLlCcHAwU6ZMoXHjxiQlJeHn50eZMmUAGDp0KMnJyXz++ecYGRnRrl07A0cthPjQSDIrRBbl5OTE0qVL6dmzJ0+ePKF169bY2dkxduxYcuXKRbFixQwdosjCAgMDmTdvHidPngTA2tqauLg4zM3NefToEdeuXaN48eLY2NgwcuRIALy8vEhISMDLy8uQoQshPjCSzAqRhXl5eWFlZUW/fv1Ys2YNFhYW5M2bl71792JkZJSphJcQ/8XTp09xdXWlbNmyhIeHc/fuXY4cOcKDBw/o0KEDSUlJ9O/fn2LFiukJbVxcHAMHDqR169ZYW1sb+i0IIT4QMgBMiGzg7t273Lt3j6SkJCpXroyRkZHUkRWvZevWrXz++ee4ubkRGBhIcHAwLVq0ANJabXv27Im3tzcDBgygaNGiADx58oRnz56RN29eQ4YuhPjASDIrRDYkLbLiTfDy8mLNmjU0btyYgICATBMerF27lh49etCzZ0/69OmDo6OjASMVQnzI5NdOiGxIElnxOlJTU3n27BlXr16ldevW7Nu3j4kTJxITE6Nv4+npybJly5g1axZLliwhOTnZgBELIT5k0jIrhBDipeLj47GwsGDBggUMGzaMfv360bdvX31qZIDg4GCcnJwoXbq0ASMVQnzIpEOdEEIIvQ5xREQEMTExxMfHU7t2bSwsLOjVqxcAw4YNA8iU0LZq1cpgMQshBEgyK4QQgrQ6xOvXr8fX15fChQsTERFBtWrV8PT0pH///vTq1QtN0/j666+Ji4tj+PDh5M+f39BhCyGE9JkVQggBp06dolevXkydOpXdu3cTExPDxx9/THBwMPPmzQPA19cXPz8/goKCMDY2NnDEQgiRRvrMCiGEYPXq1UycOJEjR45gbW2Npmncu3ePgQMHcuvWLbZu3YqlpSUAjx49IleuXIYNWAgh/kdaZoUQQmBkZERiYiLx8fFomkZycjL58uVj4sSJHDx4kCNHjujb2traGjBSIYTITJJZIYQQVK1aldu3b+tdCtIn3NA0DWdn50wzemmaZpAYhRDiZWQAmBBCCEqUKMHSpUvx9vYmNTUVb29vbGxsWLx4MY8ePaJw4cKGDlEIIV5K+swKIYQA0spzBQQE4OPjg52dHWZmZsTHx7Np0yYqVapk6PCEEOKlJJkVQgiRyY0bN7hw4QIpKSm4uLhQqFAhQ4ckhBB/SZJZIYQQQgiRZckAMCGEEEIIkWVJMiuEEEIIIbIsSWaFEEIIIUSWJcmsEEIIIYTIsiSZFUIIIYQQWZYks0IIIYQQIsuSZFYIIYQQQmRZkswKIYQQQogsS5JZIYR4z2zcuJE1a9b85/1+/PFHtmzZ8hYiEkKI95cks0II8Zbt3bsXTdN49OjRP2579OhRvvzyS2rUqPGfX6d69er4+vpy5syZV4hSCCGyJklmhRBZlqZpf/uva9euhg7xpfbu3UuxYsVeWP7777/TvXt3Nm7c+NL1/6RUqVKsXbuWLl268Pjx49cP9D3yXy4IhBAfFhNDByCEEK/qzp07+uPAwEC++eYbLl68qC8zNzc3RFivLHfu3Jw7d+61jlG9enVpmRVCfFCkZVYIkWXlz59f/2dra4umaeTPn598+fJRu3ZtFi9enGn7c+fOYWRkRHR0NJDWsrtgwQLc3d0xNzenePHirFu3LtM+v/76K+3atcPOzo48efLQokULrl+//rdxbdmyhY8//hhzc3M+/fTTf9weIDQ0lMqVK2NmZoajoyNjx44lOTkZgA4dOtC+fftM2z9//pyPPvqI5cuXA6CUYtq0aTg6OmJubk758uUz9btNb9nctWsXVapUwcLCgpo1a2ZK/v8pjvTPbNGiRTRr1gwLCwvKli3LkSNHuHLlCvXr18fS0pIaNWron/F/Oe6SJUto1aoVFhYWlCpVipCQEACuX7/Op59+CoCdnV2mVvf169dTvnx5zM3NyZMnD//3f/9HXFzcP37eQohsRAkhRDawfPlyZWtrqz+fOHGicnJyyrTNgAEDVN26dfXngMqTJ49avHixunjxoho1apQyNjZWUVFRSiml4uLiVKlSpZS3t7eKiIhQUVFRqmPHjqp06dIqMTHxpXHcvHlTmZqaqq+++kpduHBB/fTTTypfvnwKUH/88YdSSqk9e/aookWL6vuEh4crGxsbtWLFChUdHa22b9+uihUrpsaMGaOUUio0NFSZm5urJ0+e6PuEhoYqMzMzFRsbq5RSauTIkapcuXJq+/bt6urVq+qHH35QZmZmatu2bfprAqpatWpq7969KjIyUtWpU0fVrFnzX8eR/pkVLFhQBQYGqosXL6qWLVuqYsWKqQYNGqjw8HAVFRWlqlevrho3bvyfj1uoUCG1evVqdfnyZfXll18qKysr9fDhQ5WcnKw2bNigAHXx4kV1584d9ejRIxUTE6NMTEzUzJkz1bVr11RERITy9/fP9DkJIbI/SWaFENnCn5PZmJgYZWxsrI4ePaqUUiopKUnZ29urFStW6NsAytfXN9NxqlWrpnr16qWUUmrp0qWqdOnSKjU1VV+fmJiozM3N9STxz0aMGKHKli2baZ9hw4ZlSmb/rE6dOmrSpEmZlv3444/KwcFBj/2jjz5SK1eu1Nd36NBBeXh4KKWUevr0qTIzM9Pfa7qePXvq26Qnszt37tTXb968WQHq2bNn/yoOpdI+s1GjRunPjxw5ogC1dOlSfdmaNWuUmZnZv35/Lzvu06dPlaZpauvWrZniz/gZnjhxQgHq+vXrSgjx4ZI+s0KIbMnBwYGmTZuybNkyXF1dCQsLIyEhAQ8Pj0zb/blqQI0aNTh9+jQAJ06c4MqVK1hbW2faJiEh4YXb6OnOnz9P9erV0TTtL1/jz06cOMGxY8eYOHGiviwlJYWEhATi4+OxsLDAw8ODVatW0blzZ+Li4ti0aROrV68GICoqioSEBKpVq/bCsStXrpzpuYuLi/7YwcEBgPv371OkSJF/Fcefj5EvXz4Aypcvn2lZQkICjx8/xsbG5pWOa2lpibW1Nffv3//Lz61ChQp89tlnlC9fnkaNGuHm5kbbtm2xs7P7y32EENmPJLNCiGyrR48edO7cmVmzZrF8+XLatWunJ05/Jz0RTU1NpXLlyqxateqFbezt7V+6r1LqP8eZmprK2LFjad269QvrzMzMAOjUqRP16tXj/v377NixAzMzM9zd3fX9Aa5evUrx4sX/9rVy5MihP874Pv9tHH91jDd93PTjpB/jZYyNjdmxYweHDx9m+/btzJ07l6+//pqjR4/+4+cghMg+JJkVQmRbTZo0wdLSkgULFrB161b279//wjY///wzXbp0yfS8YsWKAFSqVInAwEDy5s2LjY3Nv3pNJycnNm7c+MJr/J1KlSpx8eJFSpYs+Zfb1KxZk8KFCxMYGMjWrVvx8PAgZ86c+muampqya9cuevTo8a/ifNU4DHXc9PeakpKSabmmadSqVYtatWrxzTffULRoUYKDgxk4cOBrxSyEyDokmRVCZFvGxsZ07dqVESNGULJkyZfe7l+3bh1VqlShdu3arFq1il9++YWlS5cCaa2h06dPp0WLFowbN45ChQpx8+ZNgoKCGDJkCIUKFXrheL6+vsyYMYOBAwfi4+PDiRMnWLFixd/G+c0339CsWTMKFy6Mh4cHRkZGREREcPbsWSZMmACkJW0dO3Zk4cKFXLp0iT179uj7W1tbM3jwYIYOHYqmadSrV48nT56wf/9+LC0t/3WC+2/ieBVv4rhFixZF0zTCwsJo0qQJ5ubmREZGsmvXLtzc3MibNy9Hjx7lt99+o2zZsq8cqxAiCzJ0p10hhHgT/jwALF10dLQC1LRp015YByh/f3/VsGFDZWpqqooWLarWrFmTaZs7d+6oLl26qI8++kiZmpoqR0dH1bNnT72KwMuEhoaqkiVLKlNTU1WnTh21bNmyvx0AplTaiP+aNWsqc3NzZWNjo1xdXdX333+faZvIyEgFqKJFi2YaYKaUUqmpqeq7775TpUuXVjly5FD29vaqUaNGat++fUqplw+gOnXqlALUtWvX/nUcgAoODtafX7t2TQHq1KlT+rKXvdZ/Pa5SStna2qrly5frz8eNG6fy58+vNE1TXl5eKioqSjVq1EjZ29srU1NT9fHHH6u5c+f+5WcshMieNKVeoYOXEEJkEYcOHaJ+/frcvn1bH6yUTtM0goODadmypWGCE0II8dqkm4EQIltKTEzk1q1bjB49Gk9PzxcSWSGEENmDzAAmhMiW1qxZQ+nSpYmNjWXatGmGDkcIIcRbIt0MhBBCCCFEliUts0IIIYQQIsuSZFYIIYQQQmRZkswKIYQQQogsS5JZIYQQQgiRZUkyK4QQQgghsixJZoUQQgghRJYlyawQQgghhMiyJJkVQgghhBBZ1v8HoCn4DEvaZxQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Nombre moyen de participation par consommateur par type d'événement\n",
    "\n",
    "participation = customer.groupby('name_event_types')['nb_purchases'].mean()\n",
    "participation.plot(kind='bar', figsize=(8, 5))\n",
    "plt.xlabel(\"Type d'évènements\")\n",
    "plt.ylabel('Nombre Moyen de Participation par Consommateur')\n",
    "plt.title(\"Nombre Moyen de Participation par Consommateur par type d'événement\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "fc1229bc-6e4d-45ab-8474-2618d749d873",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Nombre Moyen de Catégories de Produits Achetés par les Consommateurs par Type d'Evénement\n",
    "\n",
    "cat = customer.groupby('name_event_types')['nb_categories'].mean()\n",
    "cat.plot(kind='bar', figsize=(8, 5))\n",
    "plt.xlabel(\"Type d'évènements\")\n",
    "plt.ylabel('Nombre Moyen de Catégories par les Consommateurs')\n",
    "plt.title(\"Nombre Moyen de Catégories de Produits Achetés par les Consommateurs par Type d'Evénement\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f9561a9-6a94-434e-b8e7-9b708f5b5529",
   "metadata": {},
   "source": [
    "# 3 - Caractéristiques Démographiques (peu exploitable)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "e50e2583-4b8f-478e-87ac-591dde200af8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customer_id', 'birthdate', 'street_id', 'is_partner', 'gender',\n",
       "       'is_email_true', 'opt_in', 'structure_id', 'profession', 'language',\n",
       "       'mcp_contact_id', 'last_buying_date', 'max_price', 'ticket_sum',\n",
       "       'average_price', 'fidelity', 'average_purchase_delay',\n",
       "       'average_price_basket', 'average_ticket_basket', 'total_price',\n",
       "       'purchase_count', 'first_buying_date', 'country', 'age', 'tenant_id',\n",
       "       'event_type_id', 'nb_tickets', 'nb_purchases', 'total_amount',\n",
       "       'nb_suppliers', 'vente_internet_max', 'purchase_date_min',\n",
       "       'purchase_date_max', 'time_between_purchase', 'nb_tickets_internet',\n",
       "       'name_event_types', 'avg_amount', 'nb_categories', 'nb_campaigns',\n",
       "       'nb_campaigns_opened', 'time_to_open'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "c724a315-9fe8-4874-be8f-a8115b17b5e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def percent_of_na(df, column):\n",
    "    na_percentage = df[column].isna().mean() * 100\n",
    "    non_na_percentage = 100 - na_percentage\n",
    "    \n",
    "    labels = ['Valeurs Manquantes', 'Non-Valeurs Manquantes']\n",
    "    sizes = [na_percentage, non_na_percentage]\n",
    "    colors = ['#ff9999','#66b3ff']\n",
    "    explode = (0.1, 0)\n",
    "\n",
    "    plt.pie(sizes, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%', startangle=140)\n",
    "    plt.axis('equal') \n",
    "    plt.title('Pourcentage de Valeurs Manquantes : {}'.format(column))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "58af5dcb-673e-4f4d-ad5c-f66ce1e8a22c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percent_of_na(customer, 'profession')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "cc3437f7-8b36-4398-9da6-ff15e8e4c8d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percent_of_na(customer, 'language')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "c34164d2-5ab2-4923-a165-30dc5c070233",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percent_of_na(customer, 'birthdate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07a7c145-8efa-42d3-a934-8f5038277fd7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}