11. Practice - Consumers Complaints.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "564b7d36",
   "metadata": {},
   "source": [
    "## <font color=green> Análise de dados de reclamações dos consumidores no Brasil"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4951c83b",
   "metadata": {},
   "source": [
    "fonte: http://dados.mj.gov.br/dataset/reclamacoes-do-consumidor-gov-br"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9547d88a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ad2830ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "%config Completer.use_jedi = False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cda6858a",
   "metadata": {},
   "source": [
    "- Listando os datasets de cada mês"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ffac76cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2020-01.csv',\n",
       " '2020-02.csv',\n",
       " '2020-03.csv',\n",
       " '2020-04.csv',\n",
       " '2020-05.csv',\n",
       " '2020-06.csv',\n",
       " '2020-07.csv',\n",
       " '2020-08.csv',\n",
       " '2020-09.csv',\n",
       " '2020-10.csv',\n",
       " '2020-11.csv',\n",
       " '2020-12.csv']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lst_files = sorted(os.listdir('datasets/gov'))\n",
    "lst_files"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78030fea",
   "metadata": {},
   "source": [
    "- Vamos carrega o dataset de cada mês e concatená-los em um único dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "aafd41c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame()\n",
    "for curr_file in lst_files:\n",
    "    df_temp = pd.read_csv('datasets/gov/'+curr_file, sep=';', encoding='latin1')\n",
    "    dataset = pd.concat([dataset, df_temp], ignore_index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d0e51f3",
   "metadata": {},
   "source": [
    "- Visualizando um amostra do dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "42398d84",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Região</th>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>SE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UF</th>\n",
       "      <td>PR</td>\n",
       "      <td>PR</td>\n",
       "      <td>ES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cidade</th>\n",
       "      <td>Curitiba</td>\n",
       "      <td>São José dos Pinhais</td>\n",
       "      <td>Serra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sexo</th>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Faixa Etária</th>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Finalização</th>\n",
       "      <td>01/01/2020</td>\n",
       "      <td>01/01/2020</td>\n",
       "      <td>03/01/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tempo Resposta</th>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nome Fantasia</th>\n",
       "      <td>Itaucard</td>\n",
       "      <td>Tim</td>\n",
       "      <td>SKY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Segmento de Mercado</th>\n",
       "      <td>Bancos, Financeiras e Administradoras de Cartão</td>\n",
       "      <td>Operadoras de Telecomunicações (Telefonia, Int...</td>\n",
       "      <td>Operadoras de Telecomunicações (Telefonia, Int...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Área</th>\n",
       "      <td>Serviços Financeiros</td>\n",
       "      <td>Telecomunicações</td>\n",
       "      <td>Telecomunicações</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assunto</th>\n",
       "      <td>Banco de Dados e Cadastros de Consumidores (SP...</td>\n",
       "      <td>Internet Móvel</td>\n",
       "      <td>TV por Assinatura</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grupo Problema</th>\n",
       "      <td>Cobrança / Contestação</td>\n",
       "      <td>Contrato / Oferta</td>\n",
       "      <td>Atendimento / SAC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Problema</th>\n",
       "      <td>Cobrança de tarifas, taxas, valores não previs...</td>\n",
       "      <td>Alteração de plano/contrato sem solicitação ou...</td>\n",
       "      <td>Dificuldade de contato / acesso a outros canai...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Como Comprou Contratou</th>\n",
       "      <td>SMS / Mensagem de texto</td>\n",
       "      <td>Internet</td>\n",
       "      <td>Loja física</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Procurou Empresa</th>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Respondida</th>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Situação</th>\n",
       "      <td>Finalizada não avaliada</td>\n",
       "      <td>Finalizada não avaliada</td>\n",
       "      <td>Finalizada não avaliada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avaliação Reclamação</th>\n",
       "      <td>Não Avaliada</td>\n",
       "      <td>Não Avaliada</td>\n",
       "      <td>Não Avaliada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nota do Consumidor</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        0  \\\n",
       "Região                                                                 S    \n",
       "UF                                                                     PR   \n",
       "Cidade                                                           Curitiba   \n",
       "Sexo                                                                    F   \n",
       "Faixa Etária                                           entre 31 a 40 anos   \n",
       "Data Finalização                                               01/01/2020   \n",
       "Tempo Resposta                                                       10.0   \n",
       "Nome Fantasia                                                    Itaucard   \n",
       "Segmento de Mercado       Bancos, Financeiras e Administradoras de Cartão   \n",
       "Área                                                 Serviços Financeiros   \n",
       "Assunto                 Banco de Dados e Cadastros de Consumidores (SP...   \n",
       "Grupo Problema                                     Cobrança / Contestação   \n",
       "Problema                Cobrança de tarifas, taxas, valores não previs...   \n",
       "Como Comprou Contratou                            SMS / Mensagem de texto   \n",
       "Procurou Empresa                                                        N   \n",
       "Respondida                                                              S   \n",
       "Situação                                          Finalizada não avaliada   \n",
       "Avaliação Reclamação                                         Não Avaliada   \n",
       "Nota do Consumidor                                                    NaN   \n",
       "Total                                                                 1.0   \n",
       "\n",
       "                                                                        1  \\\n",
       "Região                                                                 S    \n",
       "UF                                                                     PR   \n",
       "Cidade                                               São José dos Pinhais   \n",
       "Sexo                                                                    F   \n",
       "Faixa Etária                                           entre 21 a 30 anos   \n",
       "Data Finalização                                               01/01/2020   \n",
       "Tempo Resposta                                                       10.0   \n",
       "Nome Fantasia                                                         Tim   \n",
       "Segmento de Mercado     Operadoras de Telecomunicações (Telefonia, Int...   \n",
       "Área                                                     Telecomunicações   \n",
       "Assunto                                                    Internet Móvel   \n",
       "Grupo Problema                                          Contrato / Oferta   \n",
       "Problema                Alteração de plano/contrato sem solicitação ou...   \n",
       "Como Comprou Contratou                                           Internet   \n",
       "Procurou Empresa                                                        N   \n",
       "Respondida                                                              S   \n",
       "Situação                                          Finalizada não avaliada   \n",
       "Avaliação Reclamação                                         Não Avaliada   \n",
       "Nota do Consumidor                                                    NaN   \n",
       "Total                                                                 1.0   \n",
       "\n",
       "                                                                        2  \n",
       "Região                                                                 SE  \n",
       "UF                                                                     ES  \n",
       "Cidade                                                              Serra  \n",
       "Sexo                                                                    M  \n",
       "Faixa Etária                                           entre 41 a 50 anos  \n",
       "Data Finalização                                               03/01/2020  \n",
       "Tempo Resposta                                                        9.0  \n",
       "Nome Fantasia                                                         SKY  \n",
       "Segmento de Mercado     Operadoras de Telecomunicações (Telefonia, Int...  \n",
       "Área                                                     Telecomunicações  \n",
       "Assunto                                                 TV por Assinatura  \n",
       "Grupo Problema                                          Atendimento / SAC  \n",
       "Problema                Dificuldade de contato / acesso a outros canai...  \n",
       "Como Comprou Contratou                                        Loja física  \n",
       "Procurou Empresa                                                        S  \n",
       "Respondida                                                              S  \n",
       "Situação                                          Finalizada não avaliada  \n",
       "Avaliação Reclamação                                         Não Avaliada  \n",
       "Nota do Consumidor                                                    NaN  \n",
       "Total                                                                 1.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(3).T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e49906db",
   "metadata": {},
   "source": [
    "### Qual a região com mais reclamações?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9dd61e1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='UF'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DJmjtTf77DLexOjMnM3Ny3sLFs1meJPVV8qz3Z4A3AofRilOTpDmhZKN8L3BTZq6LiMO2Z0MHLl/MlJf1SCqkWKPMzE20fhtHkuaUkTfK6fFq1dj5wPnTxiZGXYskzYRLGCWpho1SkmrYKCWpho1Skmrc69ODwAQhSf01mh5UPd69ShK6NCK+FxEzWrkjSaPSaHpQ5R+AL2fm2wAi4hEFapKkgY1DetAyYFP7QbUuXJLGxjikB70D+NeI+FpEnBIRD+y2AdODJDWl8fSgzPwisBfwHuBhwCURsVuXbZgeJKkRJS8PaqcHbRPam5k3ZuaHMvMvgIuBJxSsS5L6ajw9KCIOB76dmbdExM7A3sBP+23I9CBJJY1DetDBwJkR8Xtae7j/LzMvLlWXJNVpPD0oM08HTh91HZI0Uy5hlKQaNkpJqmGjlKQaNkpJqmF6kGaFCUy6JxvZHmVdalA1dkREXBQRP4iItRHxkYh48KhqkqSZGOUeZd/UoIg4AHg78IzM/H419gxaSx37XnAuSSWN+hhlv9SgVwCvazdJgMz8TGZ+fcQ1SdJQRt0o+6UG7Q98d9ANmR4kqSkjbZT9UoM6RcSS6hjlDyPipT22ZXqQpEaUuDyoV2rQ5cBBAJm5OTNXAKuBbZY8SlKTSlwe1DU1CHgD8MmI+HbHccqFg2zQ9CBJJZUIxeiaGlQ1zhcBZ1fxaptpne1+zahrkqRhjKxR1qUGVY8/D3jluKSx5hJGSapho5SkGjZKSapho5SkGqYHYfKNpP5Gukc5SIJQNf7piLhwlLVI0kyNeup9V4JQ9XirBCGAiLgvrRU6942IPUdcjyQNrcQxyn4JQgB/CnyWKkCjQD2SNJQSjbJfghDc3Tw/XN3vyvQgSU0ZeaPslyAUEbsD+wDfzMwfAr+vAn27bcf0IEmNKHV5UK8EoecA9wOuioiNtBqq029JY6XU5UG9EoRWAkdk5oUA1cmcLwOv7Lcx04MklVRkjzIzN2XmVglCETEBPBj4dsfrrgJ+HRGPLVGXJA1ipHuUAyQILe/y/EGjrEmShuUSRkmqYaOUpBo2SkmqYaOUpBqmBw3BlCHp3mnke5QRsXtEfCgiroyINRFxYUQcXT13SERcFBE/qG6rRl2PJA1rpHuUERHAp4D3Z+Zzq7GHAM+IiAcAHwKOyszvRsRS4IsRcXX1o2OSNBZGvUd5OHBHZr6rPZCZP8nMtwPHA2dl5ner8RuAlwMnjbgmSRrKqBvl/sB3+zy3ZtrYVDW+DdODJDWl6FnviHhHRFwaERcDAWSXl3UbMz1IUmNG3Sgvp5VeDkBmHg88Cditem5y2usPBr434pokaSijbpRfBRZExP/uGFtY/X0H8PyIWAEQEUuA1wNvGHFNkjSUUYdiZEQcBbwlIl4OXE/rd3RekZnXRsSfA++JiJ1pTcXfmpmfrduuMWuSShr5BeeZeS09wngz8+vAo0ddgyRtD5cwSlING6Uk1bBRSlING6Uk1bBRSlKNYjFrEbEFWNcxdE5mnhYRRwL/SKtpzwfelpnv7retEjFrRqpJaiuZR3lrZq7oHIiI+cBq4DGZuSkidqT1296SNDaaDu7duaphM0Bm3g5saLQiSZqm5DHKnSJibcftOZl5I/AZ4CcR8eGIeF5EdK3J9CBJTWl06g2Qmf8zIg4Engy8FHgK8Pwur1tNa5rOjsv27ZowJEmjMBZnvTNzXWa+hVaT/NOm65GkTo02yohYFBGHdQytAH7SSDGS1EPJqfdOEbG24/G5wGuBl0fEu4FbaSULPb9uQ6YHSSqpWKPMzHk9nnpaqRokaSbG4hilJI0zG6Uk1bBRSlING6Uk1bBRSlKNIme9O5KD5gO/B95P64fE7qyuo/w0cFX18hsy88n9tlciPWg2mEAk3TOUujzoruWLEXF/4EPAYuA11fPfyMwjC9UiSUMpPvXOzOuAVcAJERGlP1+ShtXIMcrMvLL67PtXQ4d2pAqd0u09pgdJakqTeZSde5O1U2/TgyQ1pZE9yojYC9gCXNfE50vSMIo3yojYDXgXcGZmumcoaeyVmnq3k4Palwd9AHjzTDdmepCkkoo0yj7JQWTm+cD5JeqQpJlwZY4k1bBRSlING6Uk1bBRSlING6Uk1Si2MiciHgC8FXg0cDuwEfg74FJgQ8dL35yZZ/fbVsn0IBOAJJWKWQvgk8D7M/OYamwFsDtwRTtZSJLGUamp9xOB32Xmu9oDmbkW+Fmhz5ekGSvVKA8A1vR4bu+O5KC1EXFotxeZHiSpKU2mB7UNNPU2PUhSU0rtUV4OHFzosyRpVpVqlF8FdoyIv24PRMSjgYcU+nxJmrEolXQWEQ+kdXnQwcBt3H150GVsfXnQezPzjH7bmpyczKmpqZHUKeneKyLWZObk9PFixygz8xrg2V2e2qlUDZI0E67MkaQaNkpJqmGjlKQaNkpJqmGjlKQapUIxtgDraP2W9xbghMz8VsfzLwb+Gdg9M2vXJ5ZMD2qSyUXSeCi1R3lrZq7IzEcCJ9Nqip1WAhcDRxeqR5IG1sTUexfgl+0HEbE3sAh4Ja2GKUljpfTvei8AlgGHdzy3Evgw8A3goRFx/8y8bvoGImIVsApg3i67jbxgSWorPfV+GHAEcHYV5gtwDHBOZt4JfAL4s24byMzVmTmZmZPzFi4uU7Uk0UDMWmZeGBFLgd2qn4fYF/hy1TfvA1wJvKN0XZLUS/FjlBHxMGAesJnWtPvUzJyobg8ElkeEqUKSxkbpY5TQukTo2MzcEhHHAE+d9tpP0pqOv77Xxg5cvpgpL52RVEiRRpmZ83qM79ll7P+MviJJGpwrcySpho1SkmrYKCWpho1SkmrYKCWpRtFGGRFHR0RW11ISERMRcWtErI2I70XEuyKitqZ1V9cGDEnSrCm9R7kS+Cat6yTbrsjMFcAjgP2AowrXJEl9FWuUEbEIeDzwArZulABk5u+BbwH7lKpJkgZRco/yKODczPwhcGNEHNT5ZEQsBJ5EK+B3GxGxKiKmImJqyy1OvSWVU7JRrgTOqe6fw93Zk3tXyxv/A/h8Zn6h25tND5LUlFI/BbGEVgblARGRtEIxEngndx+jlKSxVGqP8lnA2Zn5kCol6EHAVcAehT5fkmasVKNcSSsVqNPHgb+fycYOXO7UW1I5pdKDDusydgZwRonPl6Tt4cocSapho5SkGjZKSapho5SkGjZKSaox8rPeEXE0rd/rfnhm/iAiJmhdQ/lPmfmq6jVLgWuBd2fmCXXbXHf1TUyc9Pnaz97oD5BJmgUl9ii7JQZdCRzZ8fjPgMsL1CJJQxtpo+yTGHQr8P2ImKwePwf46ChrkaSZGvUe5VH0Tgw6BzgmIvYAtgDXjLgWSZqRUTfKXolBAOcCT6nGPlK3IWPWJDVlZCdzahKDyMw7ImIN8BJgf+Dp/baXmauB1QA7Lts3R1W3JE03yrPe7cSgF7YHIuICtk4MehNwQWZujogRliJJMzfKRrkSOG3a2FaJQZl5OTM4233g8sVMeemPpEIic+7NYicnJ3NqaqrpMiTdw0TEmsycnD7uyhxJqmGjlKQaNkpJqmGjlKQaNkpJqlHkN3NmW6/0INOCJI1C0T3KiDg6IjIiHlY9noiI9SVrkKRhld6j7IxcO7XwZ0uaBb/73e/YtGkTt912W9OlzNiCBQvYY489mD9//kCvL9YoOyLXngh8BhulNCdt2rSJnXfemYmJCebi0uPMZPPmzWzatIk999xzoPeUnHofRe/ItVqmB0nj4bbbbmPJkiVzskkCRARLliwZao+4ZKPsF7lWKzNXZ+ZkZk7OW7h41ouTNLi52iTbhq2/yNS7LnJNksZZqWOUg0SuDcz0IGl8DPJDf8MY5DK/jRs3cuSRR7J+/d0XzZx66qksWrSI9evXc8EFF7B4cWvmedxxx3HiiSduV02lGmW/yLWHRsSmjvEXZ+bHCtUl6R7o9NNP51nPetasba9Io8zMw7qMnQGcUeLzJWl7uIRR0j3Oy172MlasWMGKFStYt27ddm9vTi5hlHTv1uusdXt8tqfe7lFKmnOWLFnCL3/5y63GbrzxRpYuXTqSz7NRSppzFi1axLJlyzjvvPOAVpM899xzOeSQQ0byeXNy6t2ZHmRikNSspv4Nnn322Rx//PG85CUvAeA1r3kNe++990g+q+Ra76OBTwAPz8wfVGOPAd4I7E7rAvRvAidm5i2l6pI0N+2333587Wtf22b8rLPOmvXPKr2EsZ0cRETsDnwMeEVmPhR4OHAusHPBmiSpVpFG2ZEc9AKqRgkcD7w/My8EyJZ/y8xflKhJkgZVao/yKLZNDjoAWDPoBkwPksZHZjZdwnYZtv5SjXK7koPA9CBpXCxYsIDNmzfP2WbZzqNcsGDBwO8Z+cmcPslB7wcOBj496hokzZ499tiDTZs2cf311zddyoy1E84HVeKsd6/koK8AZ0fE5zPzO9X4nwNfycyf99ug6UFSc+bPnz9wMvg9RYmp90rgk9PGPk7rpM4xwBsjYkNEfB84FPh1gZokaWAj36PskxzUduioa5Ck7eESRkmqEXPxzFVE/AbY0HQdA1gK3NB0EQOaK7XOlTph7tQ6V+qE0df6kMzcbfrgnFzrDWzIzMmmi6gTEVNzoU6YO7XOlTph7tQ6V+qE5mp16i1JNWyUklRjrjbK1U0XMKC5UifMnVrnSp0wd2qdK3VCQ7XOyZM5klTSXN2jlKRibJSSVGNONcqIOKJa7vjjiDip4OdujIh1EbE2IqaqsV0j4ssR8aPq7/06Xn9yVeOGiPhvHeMHV9v5cUScEdVPxkXEjhHxkWr8OxExMURt742I6yJifcdYkdoi4tjqM34UEcfOoM5TI+Lq6ntdGxFPG4M6HxQRX4uI70fE5RHxojH+TnvVOlbfa0QsiIiLIuLSqs7/O67faU+ZOSdutFKHrgD2Au4DXArsV+izNwJLp429ATipun8S8Prq/n5VbTsCe1Y1z6ueuwj4IyCALwBPrcb/BnhXdf8Y4CND1PYE4CBgfcnagF2BK6u/96vu32/IOk8FXtrltU3WuQw4qLq/M/DDqp5x/E571TpW32u1zUXV/fnAd4DHjeN32vO7LtFoZuNWfTlf7Hh8MnByoc/eyLaNcgOwrON/sBu61QV8sap9GfCDjvGVwLs7X1Pd34HWyoMYor4Jtm5AI6+t8zXVc+8GVg5Z56l0/wfdaJ3Tavk08JRx/U571Dq23yuwEPgu8Ni58J22b3Np6r0c+FnH403VWAkJfCki1kTEqmps98y8FqD6e/+aOpdX96ePb/WezPw9cBOwZDvqLVHbbP33OCEiLqum5u2p11jUWU3fHkVrD2isv9NptcKYfa8RMS8i1gLXAV/OVrTiWH+nneZSo4wuY6WubXp8Zh4EPBU4PiKe0Oe1versV3+p/9tms7bZqPlfgL2BFcC1wJu24zNntc5o/c7Tx4G/y8x+0X/jWOvYfa+ZuSUzVwB7AI+JiAN6vbbJOnuZS41yE/Cgjsd7ANeU+ODMvKb6ex2tbM3HAL+IiGUA1d/raurcVN2fPr7VeyJiB2AxcON2lFyitu3+75GZv6j+Ad0JvIfW99p4nRExn1bj+WBmfqIaHsvvtFut4/q9VrX9CjgfOIIx/U57FT4nbrSOO1xJ6+Bu+2TO/gU+978AO3fc/1b1H/l0tj4Q/Ybq/v5sfSD6Su4+EH0xrYPY7QPRT6vGj2frA9EfHbLGCbY+9jfy2mgdHL+K1gHy+1X3dx2yzmUd918MnNN0ndV2zwbeOm187L7TPrWO1fcK7Abct7q/E/AN4Mhx/E57ftejbjSzeQOeRuvM3hXAKYU+c6/qP9qlwOXtz6V1/OM84EfV31073nNKVeMGqrNy1fgksL567kzuXhm1gNZvnP+Y1lm9vYao78O0ple/o/X/PV9QqjbguGr8x8BfzaDODwDrgMuAz7D1P/Cm6jyE1tTsMmBtdXvamH6nvWodq+8VeARwSVXPeuDVJf8NDfOd9rq5hFGSasylY5SS1AgbpSTVsFFKUg0bpSTVsFFKUg0bpSTVsFFKUo3/BBNF1BHYfMyTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.groupby('UF')[['UF']].count().plot.barh(rot=0, figsize=(5,7))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8be5ccaa",
   "metadata": {},
   "source": [
    "### Qual a quantidade de reclamações por sexo?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "40c4d488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "M    670388\n",
       "F    525948\n",
       "O       274\n",
       "Name: Sexo, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['Sexo'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d67fc19",
   "metadata": {},
   "source": [
    "- O valor 'O' está relacionado aos consumidores que não informaram o seu gênero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cb4b6cd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Sexo'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.groupby('Sexo')[['Sexo']].count().plot.bar(rot=0, figsize=(5,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd7d6064",
   "metadata": {},
   "source": [
    "### Faixa etária de consumidores por sexo\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ffe7dc84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sexo  Faixa Etária      \n",
       "F     entre 31 a 40 anos    154614\n",
       "      entre 21 a 30 anos    129902\n",
       "      entre 41 a 50 anos     86966\n",
       "      entre 51 a 60 anos     68044\n",
       "      entre 61 a 70 anos     53393\n",
       "      mais de 70 anos        23095\n",
       "      até 20 anos             9934\n",
       "M     entre 31 a 40 anos    232183\n",
       "      entre 21 a 30 anos    179533\n",
       "      entre 41 a 50 anos    114923\n",
       "      entre 51 a 60 anos     63495\n",
       "      entre 61 a 70 anos     46250\n",
       "      mais de 70 anos        21443\n",
       "      até 20 anos            12561\n",
       "O     entre 21 a 30 anos        90\n",
       "      entre 31 a 40 anos        72\n",
       "      entre 41 a 50 anos        37\n",
       "      entre 61 a 70 anos        28\n",
       "      entre 51 a 60 anos        23\n",
       "      mais de 70 anos           13\n",
       "      até 20 anos               11\n",
       "Name: Faixa Etária, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.groupby('Sexo')['Faixa Etária'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ecdf6210",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Sexo,Faixa Etária'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset[dataset['Sexo']!='O'].groupby('Sexo')['Faixa Etária'].value_counts().plot.barh()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47182f58",
   "metadata": {},
   "source": [
    "### Consumidores mais jovens contratam serviços pela internet?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b2ba84bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Faixa Etária,Como Comprou Contratou'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = dataset[dataset['Como Comprou Contratou']=='Internet']\n",
    "df2.groupby('Faixa Etária')['Como Comprou Contratou'].value_counts().plot.barh()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5d88fab",
   "metadata": {},
   "source": [
    "### Estes consumidores procuram a empresa antes de registrar uma reclamação?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "efdf16b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = dataset[dataset['Faixa Etária']=='entre 31 a 40 anos']\n",
    "df2['Procurou Empresa'].value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "929f1fde",
   "metadata": {},
   "source": [
    "### Qual o grupo de problema mais comum ?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3a6287c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset['Grupo Problema'].value_counts().plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "075eba81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cobrança indevida / abusiva para alterar ou cancelar o contrato                                           94831\n",
       "Dificuldade / atraso na devolução de valores pagos / reembolso / retenção de valores                      84757\n",
       "Cobrança por serviço/produto não contratado / não reconhecido / não solicitado                            78510\n",
       "Cobrança de tarifas, taxas, valores não previstos / não informados                                        45382\n",
       "Cobrança após cancelamento do serviço                                                                     24940\n",
       "Renegociação / parcelamento de dívida                                                                     23374\n",
       "Cobrança em duplicidade / Cobrança referente a pagamento já efetuado                                      21823\n",
       "Cobrança por serviço não fornecido/ em desacordo com a utilização / fora do prazo                         19334\n",
       "Dificuldade para obter boleto de quitação ou informações acerca de cálculos, pagamentos, saldo devedor    16542\n",
       "Cálculo de juros, saldo devedor (contestação, solicitação de histórico, dúvidas)                          14948\n",
       "Negativação indevida (SPC, Serasa, SCPC etc)                                                              14221\n",
       "Negativação indevida referente à pagamento já efetuado                                                     9151\n",
       "Não envio / atraso do boleto ou fatura / dificuldade com o pagamento                                       8947\n",
       "Cobrança submetendo a ofensa, constrangimento ou ameaça                                                    8383\n",
       "Cobrança de compra/saque não reconhecido                                                                   6279\n",
       "Negativação indevida - desconhece motivo e/ou fornecedor                                                   6039\n",
       "Cobrança por Irregularidade ou defeito na medição                                                          5321\n",
       "Cobrança por serviços não realizados / atrasados ou por consumo elevado                                    4174\n",
       "Negativação indevida referente a cobrança não reconhecida                                                  4046\n",
       "Cartão não solicitado - Envio ou cobrança                                                                  3878\n",
       "Negativação indevida (não cumprimento de acordo de parcelamento)                                           2304\n",
       "Cobrança adicional não informada previamente (frete, montagem, taxas)                                      2012\n",
       "Negativação indevida sem contratação do serviço  fraude bancária                                           1408\n",
       "Cobrança de valor para a devolução do produto                                                              1306\n",
       "Negativação indevida sem contratação do serviço  fraude bancária                                          1140\n",
       "Reajuste - Discordância / dúvida                                                                            740\n",
       "Negativação indevida referente a tarifa, taxas não previstas contrato / serviço                             574\n",
       "Imposição de multa indevida / abusiva (não prevista em contrato ou em valor diverso do contratado)          475\n",
       "Cobrança de valores não previstos / não informados (multa, encargos, honorários etc)                        289\n",
       "Dificuldade na inclusão em tarifa social  recusa / falta de informação                                     269\n",
       "Faturamento Mini/Microgeração - erro no cálculo/uso dos créditos (energia solar, eólica etc)                251\n",
       "Busca e apreensão indevida                                                                                  237\n",
       "Dificuldade / atraso no reembolso / reembolso de antecipação de obras                                       235\n",
       "Dificuldade na inclusão em tarifa social  recusa / falta de informação                                      188\n",
       "Cobrança de participação financeira em obra para ligação de energia ou alteração de carga                   137\n",
       "Cobrança indevida por excesso de bagagem                                                                    108\n",
       "Reajuste  dúvida ou discordância (exceto idoso)                                                              99\n",
       "Reajuste  dúvida ou discordância (exceto idoso)                                                             69\n",
       "C?obrança de participação financeira em obra? para ligação de energia ou alteração de carga                  43\n",
       "Reajuste - descumprimento do estatuto do idoso                                                               41\n",
       "Capitalização indevida de juros antes da entrega do imóvel                                                   23\n",
       "Cobrança irregular de taxa condominial                                                                       17\n",
       "Cobrança irregular de taxa de corretagem                                                                     14\n",
       "Imposição de caução                                                                                           7\n",
       "Name: Problema, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['Grupo Problema'] == 'Cobrança / Contestação']['Problema'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5e4b5ed",
   "metadata": {},
   "source": [
    "### Qual a quantidade de reclamações por segmento de mercado?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "adaf6484",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bancos, Financeiras e Administradoras de Cartão                            320887\n",
       "Operadoras de Telecomunicações (Telefonia, Internet, TV por assinatura)    318248\n",
       "Comércio Eletrônico                                                        119344\n",
       "Transporte Aéreo                                                            65503\n",
       "Bancos de Dados e Cadastros de Consumidores                                 53173\n",
       "Empresas de Intermediação de Serviços / Negócios                            48656\n",
       "Energia Elétrica                                                            41520\n",
       "Empresas de Pagamento Eletrônico                                            39365\n",
       "Fabricantes - Eletroeletrônicos,  Produtos de Telefonia e Informática       23645\n",
       "Viagens, Turismo e Hospedagem                                               17379\n",
       "Viagens, Turismo, Hospedagem e Entretenimento                               15748\n",
       "Corretoras e Sociedades de Seguros, Capitalização e Previdência             15641\n",
       "Varejo                                                                      14999\n",
       "Programas de Fidelidade                                                     13157\n",
       "Empresas de Serviços Postais e Logística                                     9613\n",
       "Operadoras de Planos de Saúde e Administradoras de Benefícios                7847\n",
       "Agências de Viagens                                                          7636\n",
       "Perfumaria, Cosméticos e Higiene Pessoal                                     6703\n",
       "Agua e Saneamento                                                            6487\n",
       "Vestuário, Calçados e Têxteis                                                6235\n",
       "Empresas de Recuperação de Crédito                                           5590\n",
       "Fabricantes - Linha Branca                                                   5547\n",
       "Estabelecimentos de Ensino                                                   5505\n",
       "Fabricantes - Eletroportáteis e Artigos de Uso Doméstico e Pessoal           4987\n",
       "Supermercados                                                                4008\n",
       "Artigos Esportivos                                                           2856\n",
       "Administradoras de Consórcios                                                2252\n",
       "Montadoras, Concessionárias e Prestadores de Serviços Automotivos            2175\n",
       "Distribuidoras de Combustíveis / Gás                                         1773\n",
       "Provedores de Conteúdo e Outros Serviços na Internet                         1675\n",
       "Farmácias                                                                    1458\n",
       "Construtoras, Incorporadoras e Imobiliárias                                  1097\n",
       "Agua e Esgoto / Gás                                                          1062\n",
       "Fabricantes - Produtos Alimentícios                                           956\n",
       "Material de Construção, Acabamento e Ferramentas                              920\n",
       "Editoras e Veículos de Imprensa                                               853\n",
       "Cartões de Descontos                                                          675\n",
       "Móveis e Artigos de Decoração                                                 440\n",
       "Editoras                                                                      309\n",
       "Distribuidoras de Combustíveis                                                250\n",
       "Fabricantes - Móveis, Colchões e Acessórios                                   181\n",
       "Fabricantes  Produtos Alimentícios                                           131\n",
       "Entidades Sem Fins Lucrativos                                                  59\n",
       "Fabricantes - Produtos Químicos e Farmacêuticos                                42\n",
       "Transporte Terrestre                                                           18\n",
       "Veículos de Imprensa                                                           11\n",
       "Entretenimento                                                                  7\n",
       "Hospedagem                                                                      2\n",
       "Hospitais, Clínicas, Laboratórios e Outros Serviços de Saúde                    1\n",
       "Bares, Restaurantes, Casas Noturnas e Similares                                 1\n",
       "Name: Segmento de Mercado, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['Segmento de Mercado'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "12a128ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/andre/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:238: RuntimeWarning: Glyph 150 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "/home/andre/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:201: RuntimeWarning: Glyph 150 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "y_pos = np.arange(len(dataset['Segmento de Mercado'].value_counts()))\n",
    "values = dataset['Segmento de Mercado'].value_counts()\n",
    "segmentos = dataset['Segmento de Mercado'].unique()\n",
    "\n",
    "ax.barh(y_pos, values, align='center')\n",
    "ax.set_yticks(y_pos)\n",
    "ax.set_yticklabels(segmentos)\n",
    "ax.invert_yaxis()\n",
    "ax.set_xlabel('Reclamacoes')\n",
    "ax.set_title('Reclamações por Segmento de Mercado')\n",
    "\n",
    "fig.set_figheight(15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4a972dc",
   "metadata": {},
   "source": [
    "### Top 20 das empresas com mais reclamações"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5f2c5e9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "y_pos = np.arange(len(dataset['Nome Fantasia'].value_counts()[:20]))\n",
    "values = dataset['Nome Fantasia'].value_counts()[:20]\n",
    "segmentos = dataset['Nome Fantasia'].unique()[:20]\n",
    "\n",
    "ax.barh(y_pos, values, align='center')\n",
    "ax.set_yticks(y_pos)\n",
    "ax.set_yticklabels(segmentos)\n",
    "ax.invert_yaxis()\n",
    "ax.set_xlabel('Reclamacoes')\n",
    "ax.set_title('Rank de Empresas')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feec968c",
   "metadata": {},
   "source": [
    "### O tempo de resposta tem alguma correlação com a nota do consumidor?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b5e961c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_94552_row0_col0,#T_94552_row1_col1{\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_94552_row0_col1,#T_94552_row1_col0{\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_94552_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Tempo Resposta</th>        <th class=\"col_heading level0 col1\" >Nota do Consumidor</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_94552_level0_row0\" class=\"row_heading level0 row0\" >Tempo Resposta</th>\n",
       "                        <td id=\"T_94552_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "                        <td id=\"T_94552_row0_col1\" class=\"data row0 col1\" >-0.148999</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94552_level0_row1\" class=\"row_heading level0 row1\" >Nota do Consumidor</th>\n",
       "                        <td id=\"T_94552_row1_col0\" class=\"data row1 col0\" >-0.148999</td>\n",
       "                        <td id=\"T_94552_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fafb8b7a910>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = dataset.drop('Total',axis=1)\n",
    "corr = df.corr()\n",
    "corr.style.background_gradient(cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9125819a",
   "metadata": {},
   "source": [
    "### Frequência das notas dos consumidores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ed674670",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AjmikLzMzK5Fii81bkobW7UgaBvylGe93G/BJYDDwCvCTui4LHBuNxJvbph5JkyVVS6resmVLI2mbmdl/RbHF5grgQUnPSHoGmA9M3d83i4g/R8TuiPgAuJ3cPRXIXX0clXdob2BzivcuEK/XRlI74CPkhu0a6qtQPrMiojIiKnv06LG/p2NmZkUq9kOdzwLHAZcBXwOOj4gV+/tm6R5MnbFA3Uy1hUBVmmHWh9xEgOUR8QqwQ9KJ6X7MeOCxvDZ1M83OA55K93V+BYyR1DUN041JMTMzK5F2+3HscKAitRkiiYi4u6GDJd0HfBboLqmW3Ayxz0oaTG5Yqwb4KkBErJX0ALAO2AVMiYjdqavLyM1sOwRYlB4As4F7JG0kd0VTlfraJuka4Nl03A8iotiJCmZmloGiio2ke8jda1kF1BWButlhBUXEuALh2Y0cfy1wbYF4NbDPQqAR8Q7w5Qb6mgPMaei9zMysdRV7ZVMJ9EvDVGZmZvul2AkCa4CPZZmImZmVr2KvbLoD6yQtB96tC0bEWZlkZWZmZaXYYjMjyyTMzKy8FVVsIuLfJX0C6BsRT6R10do21c7MzAyK/4qBSeTWH/uXFOoFLMgoJzMzKzPFThCYAowC3oQ9X6T20aySMjOz8lJssXk3It6r20nLw3gatJmZFaXYYvPvkr4DHCLp88CDwP/OLi0zMysnxRabacAWYDW5JWZ+SQPf0GlmZra3Ymej1a3SfHu26ZiZWTkqdm20TRS4RxMRR7d4RmZmVnb2Z220Oh3JLYDZreXTMTOzclTs99lszXv8KSJ+Cnwu29TMzKxcFDuMNjRvtw25K53OmWRkZmZlp9hhtJ/kbe8i98Vn57d4NmZmVpaKnY12WtaJmJlZ+Sp2GO1bjb0eETe1TDpmZlaO9mc22nBgYdr/O+Bp4OUskjIzs/KyP1+eNjQidgBImgE8GBETs0rMzMzKR7HL1XwceC9v/z2gosWzMTOzslTslc09wHJJj5JbSWAscHdmWZmZWVkpdjbatZIWASen0N9HxH9kl5aZmZWTYofRAA4F3oyIW4BaSX0aO1jSHEmvSlqTF+smabGkDem5a95rV0vaKOkFSafnxYdJWp1emylJKd5B0vwUXyapIq/NhPQeGyRN2I9zNDOzDBT7tdDTgX8Erk6h9sAvmmg2Fzhjr9g04MmI6As8mfaR1A+oAvqnNj+X1Da1uQ2YDPRNj7o+LwW2R8QxwM3Aj1Nf3YDpwEhgBDA9v6iZmVnrK/bKZixwFvAWQERsponlaiLiaWDbXuGzgbvS9l3AOXnx+yPi3YjYBGwERkjqCXSJiKUREeTuE51ToK+HgNHpqud0YHFEbIuI7cBi9i16ZmbWiootNu+lX/YBIKlTM9/vyIh4BSA9fzTFe1H/Mzu1KdYrbe8dr9cmInYBbwBHNNKXmZmVSLHF5gFJ/wIcLmkS8AQt+0VqKhCLRuLNbVP/TaXJkqolVW/ZsqWoRM3MbP81WWzS0NR8ckNVDwOfAr4XEf/cjPf7cxoaIz2/muK1wFF5x/UGNqd47wLxem0ktQM+Qm7YrqG+9hERsyKiMiIqe/To0YzTMTOzYjRZbNLw2YKIWBwRV0XE/4yIxc18v4VA3eywCcBjefGqNMOsD7mJAMvTUNsOSSemojd+rzZ1fZ0HPJVy/RUwRlLXNDFgTIqZmVmJFPuhzt9LGh4RzxbbsaT7gM8C3SXVkpshdh25IblLgZfIfeMnEbFW0gPAOnJfYTAlInanri4jN7PtEGBRegDMBu6RtJHcFU1V6mubpGuAulx/EBF7T1QwM7NWVGyxOQ34B0k15GakidxFz6CGGkTEuAZeGt3A8dcC1xaIVwMDCsTfIRWrAq/NAeY0lJuZmbWuRouNpI9HxEvA37ZSPmZmVoaaurJZQG615z9Kejgizm2FnMzMrMw0NUEgfxrx0VkmYmZm5aupYhMNbJuZmRWtqWG0EyS9Se4K55C0DX+dINAl0+zMzKwsNFpsIqJtY6+bmZkVY3++YsDMzKxZXGzMzCxzLjZmZpY5FxszM8uci42ZmWXOxcbMzDLnYmNmZpkrdtVnM7OiVUx7PLO+a647M7O+LTu+sjEzs8y52JiZWeZcbMzMLHMuNmZmljlPEDA7CGR1w9032621+MrGzMwy52JjZmaZc7ExM7PMudiYmVnmXGzMzCxzJSk2kmokrZa0SlJ1inWTtFjShvTcNe/4qyVtlPSCpNPz4sNSPxslzZSkFO8gaX6KL5NU0eonaWZme5Tyyua0iBgcEZVpfxrwZET0BZ5M+0jqB1QB/YEzgJ9Lapva3AZMBvqmxxkpfimwPSKOAW4GftwK52NmZg04kIbRzgbuStt3Aefkxe+PiHcjYhOwERghqSfQJSKWRkQAd+/Vpq6vh4DRdVc9ZmbW+kpVbAL4N0krJE1OsSMj4hWA9PzRFO8FvJzXtjbFeqXtveP12kTELuAN4Ii9k5A0WVK1pOotW7a0yImZmdm+SrWCwKiI2Czpo8BiSc83cmyhK5JoJN5Ym/qBiFnALIDKysp9Xjczs5ZRkiubiNicnl8FHgVGAH9OQ2Ok51fT4bXAUXnNewObU7x3gXi9NpLaAR8BtmVxLmZm1rRWLzaSOknqXLcNjAHWAAuBCemwCcBjaXshUJVmmPUhNxFgeRpq2yHpxHQ/Zvxeber6Og94Kt3XMTOzEijFMNqRwKPpfn074N6I+FdJzwIPSLoUeAn4MkBErJX0ALAO2AVMiYjdqa/LgLnAIcCi9ACYDdwjaSO5K5qq1jgxMzMrrNWLTUT8ATihQHwrMLqBNtcC1xaIVwMDCsTfIRUrMzMrvQNp6rOZmZUpFxszM8uci42ZmWXOxcbMzDLnYmNmZpkr1QoCZk2qmPZ4Jv3WXHdmJv2aWcN8ZWNmZplzsTEzs8y52JiZWeZcbMzMLHMuNmZmljkXGzMzy5yLjZmZZc7FxszMMudiY2ZmmXOxMTOzzLnYmJlZ5lxszMwscy42ZmaWORcbMzPLnIuNmZllzsXGzMwy52JjZmaZK+tiI+kMSS9I2ihpWqnzMTP7sCrbYiOpLfAz4G+BfsA4Sf1Km5WZ2YdT2RYbYASwMSL+EBHvAfcDZ5c4JzOzDyVFRKlzyISk84AzImJi2r8YGBkRU/OOmQxMTrsDgDWtnmjr6Q68VuokMuTzO7iV8/mV87kBfCoiOjd1ULvWyKREVCBWr7JGxCxgFoCk6oiobI3ESsHnd3Dz+R28yvncIHd+xRxXzsNotcBRefu9gc0lysXM7EOtnIvNs0BfSX0k/TegClhY4pzMzD6UynYYLSJ2SZoK/ApoC8yJiLWNNJnVOpmVjM/v4ObzO3iV87lBkedXthMEzMzswFHOw2hmZnaAcLExM7PMudhQ3svaSJoj6VVJZfkZIklHSfq1pPWS1kq6vNQ5tRRJHSUtl/RcOrfvlzqnLEhqK+k/JP2fUufS0iTVSFotaVWxU4QPJpIOl/SQpOfTv8FPN3jsh/2eTVrW5v8Cnyc3XfpZYFxErCtpYi1E0inATuDuiBhQ6nxamqSeQM+IWCmpM7ACOKcc/vwkCegUETsltQeWAJdHxO9LnFqLkvQtoBLoEhFfLHU+LUlSDVAZEWX5oU5JdwHPRMQdadbvoRHxeqFjfWVT5svaRMTTwLZS55GViHglIlam7R3AeqBXabNqGZGzM+22T4+y+t+hpN7AmcAdpc7F9o+kLsApwGyAiHivoUIDLjaQ+8X0ct5+LWXyy+rDRlIFMARYVuJUWkwaYloFvAosjoiyObfkp8C3gQ9KnEdWAvg3SSvS8ljl5GhgC3BnGga9Q1Knhg52sSliWRs78Ek6DHgYuCIi3ix1Pi0lInZHxGByK2CMkFQ2Q6GSvgi8GhErSp1LhkZFxFByq89PScPa5aIdMBS4LSKGAG8BDd7zdrHxsjYHvXQ/42FgXkQ8Uup8spCGJ34DnFHaTFrUKOCsdF/jfuBzkn5R2pRaVkRsTs+vAo+SG7YvF7VAbd7V9kPkik9BLjZe1uaglm6izwbWR8RNpc6nJUnqIenwtH0I8DfA8yVNqgVFxNUR0TsiKsj9u3sqIi4qcVotRlKnNGmFNLw0hjJaWT4i/h/wsqRPpdBooMGJOWW7XE2xmrGszUFF0n3AZ4HukmqB6RExu7RZtahRwMXA6nRvA+A7EfHL0qXUYnoCd6UZk22AByKi7KYHl7EjgUdz/x+iHXBvRPxraVNqcV8H5qX/qP8B+PuGDvzQT302M7PseRjNzMwy52JjZmaZc7ExM7PMudiYmVnmXGzMzCxzLjZmZpY5FxszM8vc/wcoU+7vpR+BOwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.plot.hist(y='Nota do Consumidor',xlim=[0,6],figsize=[6,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca091766",
   "metadata": {},
   "source": [
    "### Quantos dias a empresa leva para responder o cliente?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "62cfc7ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.plot.density(y='Tempo Resposta',xlim=[0,11],figsize=[11,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a4918ff",
   "metadata": {},
   "source": [
    "### Proporção de reclamações resolvidas, não avaliadas e não resolvidas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b047a47d",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = dataset.groupby('Segmento de Mercado')['Segmento de Mercado'].count()\n",
    "\n",
    "#Filtrando os segmentos de mercado com mais de 20 reclamações\n",
    "x = x[x > 20]\n",
    "\n",
    "df = dataset[dataset['Segmento de Mercado'].isin(x.keys())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "98404dd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Não Avaliada', 'Não Resolvida', 'Resolvida', 'Não avaliada'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Avaliação Reclamação'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8aa38383",
   "metadata": {},
   "source": [
    "- Tratando uniformizando os valores correspondentes as avaliações de revlamações não avalidos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f4492f50",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-25-886e666d91b9>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Avaliação Reclamação'] = df['Avaliação Reclamação'].apply(lambda x: 'Não Avaliada' if x=='Não avaliada' else x)\n"
     ]
    }
   ],
   "source": [
    "df['Avaliação Reclamação'] = df['Avaliação Reclamação'].apply(lambda x: 'Não Avaliada' if x=='Não avaliada' else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "85256962",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_solved = df[df['Avaliação Reclamação']=='Resolvida']\n",
    "solved = df_solved.groupby('Segmento de Mercado')['Segmento de Mercado'].count()\n",
    "\n",
    "df_not_solved = df[df['Avaliação Reclamação']=='Não Resolvida']\n",
    "not_solved = df_not_solved.groupby('Segmento de Mercado')['Segmento de Mercado'].count()\n",
    "\n",
    "df_not_assessed = df[df['Avaliação Reclamação']=='Não Avaliada']\n",
    "not_assessed = df_not_assessed.groupby('Segmento de Mercado')['Segmento de Mercado'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cc5c5f96",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/andre/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:238: RuntimeWarning: Glyph 150 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "/home/andre/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:201: RuntimeWarning: Glyph 150 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "f, ax = plt.subplots(figsize=(8, 10))\n",
    "\n",
    "sns.barplot(x=not_assessed.values, y=not_assessed.keys(), label=\"Reclamacoes não avaliadas\", color=\"y\")\n",
    "\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=solved.values, y=solved.keys(), label=\"Reclamacoes resolvidas\", color=\"g\")\n",
    "\n",
    "sns.set_color_codes(\"muted\")\n",
    "sns.barplot(x=not_solved.values, y=not_solved.keys(),label=\"Reclamacoes nao resolvidas\", color=\"r\")\n",
    "\n",
    "ax.legend(ncol=1, loc=\"lower right\", frameon=True)\n",
    "ax.set(ylabel=\"\", xlabel=\"Reclamacoes e suas situacoes\")\n",
    "sns.despine(left=False, bottom=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "562f74c6",
   "metadata": {},
   "source": [
    "- Proporcionalmente podemos observar que as reclamações das operadoras de telecomunicações são as mais resolvidas\n",
    "- As instituições financeiras são as que mais recebem reclamações e são as que mais possuem reclamações não avaliadas\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d771d95f",
   "metadata": {},
   "source": [
    "### Dentro das instituições financeiras quais são os serviços que possuem o maior número de reclamações?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5a5fd410",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GNJakuGgsSXHRWLo7WVlZhf4D5l8+oVS3bl1SUlK4cuVKvrOUPvjgAypVqsTkyZNxcnKif//+ZGVl2c4XlkwCePvttxk5ciTt27cnJyeHhg0bkpWVhdVqxWAw3FI+v9cKY7VaiYqKKtIHvRu5u7vTsGFDEhMTqVGjBgaDgVWrVhW4Z9SNHygcHR2xWCwYDAbKlStnS1LZE3NR3Xw/DAYDZcqUYf369SQmJhIfH09kZCSxsbG37AXl4uKS51k98MADtGvXjvXr1wPX90ApXbo0JpOJwYMHs2TJEurVq8e5c+do3bp1vnHfSX9vbP/G/oSHh+Pn58fcuXMxGAx06NAhT7z53XNHR0e+/PJLdu/eTUJCAoGBgXz88ce25UU3x2swGAoca7luN4atVitBQUEMHjzYnu7e9r1TkJv7nd99yI2rsLFf0HX2xFnQfSvu93VB74nbPbsbZz3ld68Kut831uvo6EhOTo7t3I3XzJ07l/3795OQkMDLL79MeHg4vr6+hfbl0UcfxcPDg+3bt7Nz504CAgJs4/Bu3j8FKepzzlVc4+ZGBf1uyU383cxgMFClShU2bNhAQkIC27dvZ8aMGaxduzZP+zk5Obf93Xxz3wqSlZWVZzajiIiIiMhf3V/+W96qV6+On58fY8aMsf3xb7FY+Oyzz8jIyCAtLY1HHnkEJycnjhw5cttvIHN1dc3zISItLY3HH38cgFWrVtm+Aa5mzZqYTCYSEhIASEhIwGw25/sv4U899RSrV68Grs+MiI+Pt53z8/Nj4cKFtg89qampnDp16rb9Tk9P57///S/Vq1fHzc2Npk2bsnDhQtv53377zba/UUFq1KhBqVKlWLNmje215OTkAj9E5apZsyZOTk5s3LjR9lp+S95atmzJihUrALhw4QLbtm3D29ub1NRUrl27RuvWrW3L9vLrc61atW75Nq/AwEBiY2OJjY0lMDAQAJPJhNlspnLlysD1ZYt32183NzfS0tIKvQ9paWk89thjGAwGfvzxxzyzSQqSnp5OamoqLVq0ICQkhFq1anH06FHb+dxxcuLECQ4ePEjDhg1p3LgxBw8eJDk5Gbi+HKdu3bp5ZjYVFrufnx9xcXG22Q0Wi8WWRT537hwdO3YssH/2vHfsdadj39XVNU//Couzbdu2LFq0yPZBPXemyJ2+r/v27ZvvN+i1atWK7du322bGmUwm0tPT7X52hdm6dast/tjYWLy9vQGoWrUq+/fvB67v15OYmAhcX+J56tQpGjRowMCBA3n66ac5ePBgvvfwZj169GDlypWsW7eOHj16APa9f6ZPn273N1neyNXVlcaNG+f59sDcvhfXuLlZfr9b3NzcqFOnDrGxscD1/h46dIiGDRty9uxZHB0dad++PWFhYaSmpnL58uU8dd7ud/PNMfn5+fHZZ5/ZxuONM5uOHTuWb+JZREREROSv6i8/Qwlg8uTJzJs3j6CgIJydncnJycHX1xej0cigQYMYPnw4X331FVWrVqV58+aF1tW/f39efvllSpUqxeLFiwkLC+PNN9/E3d2dFi1aULZsWeD6zILZs2fn2bx31qxZ+e6zMnr0aIYPH87XX39NjRo18ix1GDVqFNOmTcPf3x+DwYCzszOjRo3K91/fc/dQguv/Wt25c2fbnh+RkZFMmjSJbt26Adc/qEycOLHQb4BzcnJi/vz5REREsGjRInJycqhQoQIzZ84s9B45OTkRFRXF+PHjiYqKwmAw0L9/fwICAvKUe/fddxkzZowtptDQUJ588kn++9//8t5772E2m7FYLLRu3dq2TOxGbdu2Zf78+eTk5NiWLDVr1sz2ATZ3fyE3NzdCQkIIDg6mcuXK+c5Osre/7du3Jy4uDn9/f9um3DcbNmwY48aN46OPPsLT07PQJVG50tPT+c9//sO1a9ewWq3UrVuX5557znbeaDTSu3dvLl26xPjx423f/jR16lRCQ0Mxm82UL1+eadOmFdhG9+7dCQsL4+uvv7Ztyj1kyBAGDRqExWIhOzubjh074uXlZVvylR973zv2smfs36hXr15MmTKFTz75hOHDhxcaZ1hYGBEREbRv3x6r1Ur79u0ZNWrUHb2vLRYLhw4dyndJavXq1Xn//fcZOnSobSba5MmT8fT0tOvZFaZly5aMGjWKU6dOUaNGDdty0p49exISEmLbKD53A/GcnBxGjhxJWloaBoOBypUrM2zYMABefvllRo0aRalSpZg+ffotbXXo0IH333+f+vXr8+ijjwL2vX8OHz5MvXr17qifuSIjIxk3bhxdu3bFwcGBrl27MnDgwGIbNzfL73dLbhxjxowhOjratnF6+fLl2bZtm+3e5eTkMHDgwHzHRmG/m29+DgMHDmT69OkEBATg7OxMtWrVmD17NgDff/99nt8VIiIiIiJ/dQarPeubRIrZmDFjeOaZZ3j22WdLOpR7ztPTk927d9s2hP8zfPrpp5QvX96WqPy7MplMvPPOO/l+C1dR/fe//2XZsmVMnDixGCP7+8nJyaFXr16sWLHClgiWu3Pp0iX69u3LqlWrCt0c/ka569m1h5IUB+0vIcVFY0mKi8aSFBeNpbtzu7859WlAStSQIUO4du1aSYfxt9WvX7+/fTJpz549BAUF8ccff9xVPfXq1VMyqQgcHBxYuXKlkknF6NSpU4SHhxc5mSQiIiIi8ldwXyx5k7+v8uXL25aK/N0dPny4pEP4W2rcuDFr164t6TBE7ljuMkYRERERkfuJ/olZRERERERERETsooSSiIiIiIiIiIjYRQklERERERERERGxixJKIiIiIiIiIiJiFyWURERERERERETELkooiYiIiIiIiIiIXZRQEhERERERERERuyihJCIiIiIiIiIidlFCSURERERERERE7KKEkoiIiIiIiIiI2EUJJRERERERERERsYtTSQcgIiL3v40bN7JgwQKsVitZWVnUq1eP6dOnl3RYeaxfv57PP/+cFStW5Hl99uzZ/Pbbb7Rv355du3YxYsSIEopQREREROT+oYSSiIjclfPnzzNu3DhiY2OpXLkyVquVQ4cO/WntWywWHB0db1vu2WefZfz48SQnJ+Ph4QGA1WplzZo1TJ06lWbNmtGuXbt7Ha6IiIiIyN+CEkoiInJXLl68iJOTE2XLlgXAYDBQp04d2/mff/6ZyMhIMjIyAAgJCaFNmzYALFmyhM8//5wyZcrg6+vL0qVLSUxMJDExkSlTphATEwOQ5zgxMZGIiAiaNWvG/v37GTRoEBUqVGDixIlkZmZSunRpRo8eTYMGDfLEaTQa6dKlCzExMbzzzjsAJCQk4OzsTLNmzYiJiWHr1q3Mnj2bCxcu8Pbbb5ORkUFWVha+vr4MHz4cgLS0NEaNGsXRo0dxd3fH3d2dChUqMGLECEwmEzNmzOCnn34iOzubWrVqER4ejqurKyNHjsRoNHLixAlOnTrFs88+S9u2bZkzZw5nz56lb9++9O3b914+KhERERGRYqOEkoiI3JXatWvToEED2rRpg7e3N02aNMHf359y5cpx9epVxo4dy8KFC3n44Yc5f/48wcHBrFu3jjNnzrBgwQLi4uIoX748EydOLHKbR44cITw8nPfeew+TycRzzz1HREQEPj4+xMfHExISwrfffovRaMxzXXBwMAMHDuTtt9/G0dGRmJgYgoKCbqn/wQcfZP78+bi6upKdnc2rr77K9u3bad26NfPmzePBBx/k66+/5vLlywQGBtKhQwcAPv74Y8qUKcOqVasAmDZtGgsXLmTo0KEAHD16lM8++wyLxYKfnx9paWksWbKECxcu0LFjR4KDg3F1db3TRyEiIiIi8qdRQklERO6Kg4MDUVFRHDlyhJ9++olNmzaxaNEi1q5dy88//8zp06cZMGCArbzBYCAlJYU9e/bg6+tL+fLlAQgKCuKrr74qUpvVqlWjcePGABw/fhxnZ2d8fHwAaNmyJc7Ozhw/fhxPT88819WtW5eKFSvy/fff06xZMzZv3kxoaOgt9VssFqZOncqePXuwWq1cvHiRQ4cO0bp1axITE3n33XcBKFu2LO3bt7ddt2XLFtLT0/nmm28AMJlM1K5d23a+ffv2tiRXjRo18PX1xcHBAXd3dx588EHOnj1rW45XFAcOHChyWZHCJCUllXQI8jehsSTFRWNJiovG0r2jhJKIiBSLWrVqUatWLV588UU6d+7Mzp07MRqNeHp6snTp0lvK7969G4PBkG9djo6OWK1W23FWVlae86VLl7b9bLVa862noLoDAwOJiYnh/PnzNG/eHHd391vKfPrpp1y9epWVK1fi4uLCe++9Z4uhoPZyz40dO5aWLVvme97FxSVPH28+tlgs+V5XEC8vrzx1iNyJpKQkmjZtWtJhyN+AxpIUF40lKS4aS3cnKyur0H/AdPgTYxERkb+hc+fOsWfPHtvx2bNnSU1N5fHHH6dx48akpKSQkJBgO79v3z6sVive3t5s27aN1NRUAGJjY21lqlSpwqlTp7hy5QpWq5X169cX2H7NmjUxmUy2NhISEjCbzVSvXj3f8t27d+eHH35g8eLF+S53g+v7JFWqVAkXFxfOnTvH5s2bbee8vb1Zs2YNAFeuXMlzzs/Pj+joaK5duwZAeno6ycnJBcYuIiIiInK/0gwlERG5K2azmTlz5vDrr79SqlQpcnJyGDJkCHXr1gUgKiqKadOmERERQXZ2NlWqVGH+/PnUrl2b1157jd69e1OxYkV8fHwoU6YMAO7u7vTr14/AwEAef/xx6tevz9GjR/Nt32g0Mnv27Dybcs+aNeuW/ZNylS1bltatW5OQkEDbtm3zLdOnTx8GDx5MQEAAjzzySJ4ZR//+978JCwujS5cuPPbYYzRp0gQ3NzcABg4cyNy5cwkODsZgMGAwGHjrrbfsWsYmIiIiInI/MFhvXFMgIiLyJ0pPT7clY+bMmUNKSgqRkZElHFXhsrOzycnJwcXFhfT0dF544QXCwsJsezj9GXKnH2vJmxQHLQeQ4qKxJMVFY0mKi8bS3bnd35yaoSQiIiVm+vTp7N692zZzafz48SUd0m1dvXqVAQMGYLFYyMrKomvXrn9qMklERERE5K9ACSURESkxY8eOLekQ7FahQgViYmJKOgwRERERkRKlTblFRERERERERMQuSiiJiIiIiIiIiIhdlFASERERERERERG7KKEkIiIiIiIiIiJ2UUJJRERERERERETsooSSiIiIiIiIiIjYRQklERERERERERGxixJKIiIiIiIiIiJiFyWURERERERERETELkooiYiIiIiIiIiIXZRQEhERERERERERuyihJCIiIiIiIiIidlFCSUTkLm3cuJGAgAD8/f3p2LEjw4YNK+mQCvTDDz/wr3/9i/bt2xMYGMjzzz9PTEzMnxrDnDlzMJlMtuNZs2axYcMGu+o4ffo0devWxd/f3/bfK6+8Uug1iYmJ/PDDD3cS8m3rDQwMBGD//v0FPv/Tp0/j7e1d7O2LiIiIiJQEp5IOQETkfnb+/HnGjRtHbGwslStXxmq1cujQoT+tfYvFgqOjY5HK/vDDD4waNYrZs2fTqFEjAE6ePMmqVavuabs3mzt3Lv3798doNAIwePDgO6qnTJkyxMXFFbn8zp07yczMpFWrVnfUXlHUr1+f6dOn37P6RURERET+KpRQEhG5CxcvXsTJyYmyZcsCYDAYqFOnju38zz//TGRkJBkZGQCEhITQpk0bAJYsWcLnn39OmTJl8PX1ZenSpSQmJpKYmMiUKVNsM4duPE5MTCQiIoJmzZqxf/9+Bg0aRIUKFZg4cSKZmZmULl2a0aNH06BBg1tinTdvHm+++aYtmQRQtWpV3n77bQDMZjOvv/46ly5dIisriwYNGjBu3DiMRiMxMTGsX7+e8uXLk5yczMSJE4mPj2f9+vVYLBZcXFwIDw+39d3T05OhQ4fyf//3f1y+fJnhw4fToUMHxo0bB0Dv3r1xcHBg8eLFRERE4OXlxUsvvUR8fDwzZ84kKysLi8XCG2+8QZcuXex6JseOHSMsLIw//viDnJwcevToQatWrVi+fDk5OTns2LGDLl26MHDgQLZt28aHH36IyWTC2dmZsLAwGjVqZLvPDRs2ZM+ePRgMBmbMmIGHhwcAM2bMYMOGDbi7u1O/fn1b2zc/u6VLlxIdHU2lSpVo0aKFrVxh91pERERE5H6ghJKIyF2oXbs2DRo0oE2bNnh7e9OkSRP8/f0pV64cV69eZezYsSxcuJCHH36Y8+fPExwczLp16zhz5gwLFiwgLi6O8uXLM3HixCK3eeTIEcLDw3nvvfcwmUw899xzRERE4OPjQ3x8PCEhIXz77be3JCf+97//MWbMmALrdXR0JDIyknLlymG1WhkxYgSrV6/mhRdeAGD37t3ExcVRtWpVANzd3enfvz8AO3bsYOzYsXz55Ze2+tzc3Fi9ejVJSUkMGTKEDh06MHbsWJYtW8by5ctxdXW9JYa6deuybNkyHB0duXjxIoGBgbRq1YqHHnrolrJpaWn4+/vbjhs2bMj48eNZtmwZrVu35t///jcAV65c4aGHHqJ3795kZmYyYsQI4PrsrKioKBYtWoSbmxtHjx5lwIABbN26FYBffvmFSZMmMX78eD788EOioqKYPn06W7ZsYcuWLaxZs4ZSpUrZ2rnZoUOH+PDDD1mzZg0VK1YkPDy8yPe6qA4cOGBXeZGCJCUllXQI8jehsSTFRWNJiovG0r2jhJKIyF1wcHAgKiqKI0eO8NNPP7Fp0yYWLVrE2rVr+fnnnzl9+jQDBgywlTcYDKSkpLBnzx58fX0pX748AEFBQXz11VdFarNatWo0btwYgOPHj+Ps7IyPjw8ALVu2xNnZmePHj+Pp6VloPSEhIZw4cYLff/+dH3/8kZycHD755BO2b99OTk4OV65coVSpUrbyTZo0sSWT4HoyY8GCBVy5cgWDwcCJEyfy1N+5c2cAGjVqxPnz58nKysLFxaXQmFJTUxk1ahQpKSk4Ojpy5coVjh8/nmdWVa6Clrw1b96cKVOmkJ2djbe3N0899VS+bX3//fecPHmSF1980faa2Wzm4sWLANSoUYO6deva+vDdd98B12chde7c2ZYQCw4OJioq6pb6d+7cSZs2bahYsSIAvXr1YuPGjQC3vddF5eXlddt7KnI7SUlJNG3atKTDkL8BjSUpLhpLUlw0lu5OVlZWof+AqYSSiEgxqFWrFrVq1eLFF1+kc+fO7Ny5E6PRiKenJ0uXLr2l/O7duzEYDPnW5ejoiNVqtR1nZWXlOV+6dGnbz1arNd968nutTp067N+/37Ysbfbs2WRkZNCkSRMA1q5dS1JSEkuXLsXNzY358+fnSRLdOKPIZDIxePBglixZQr169Th37hytW7fO015uoiN3ryWz2Xzb5Ed4eDh+fn7MnTsXg8FAhw4dbun/7XTo0IFGjRrx448/8tFHH7F69WoiIyPzLfvMM88wderUW15PTk7OM8PLwcEBs9kMkOfZFKawcre71yIiIiIif3X6ljcRkbtw7tw59uzZYzs+e/YsqampPP744zRu3JiUlBQSEhJs5/ft24fVasXb25tt27aRmpoKQGxsrK1MlSpVOHXqFFeuXMFqtbJ+/foC269ZsyYmk8nWRkJCAmazmerVq99S9s0332TevHns27fP9toff/xh+zktLY1y5crh5uZGWloa69atK7Bdk8mE2WymcuXKACxbtqzAsjdzdXUlPT0933NpaWk89thjGAwGfvzxR1JSUopcb66UlBQqVapEYGAg//73v9m/fz+ArV+5nn76ab7//nuOHj1qe+3Ge1OQli1bsnHjRjIzM7FYLKxevTrfcrnP+PfffwfIs/m5PfdaREREROSvSDOURETugtlsZs6cOfz666+UKlWKnJwchgwZYlsqFRUVxbRp04iIiCA7O5sqVaowf/58ateuzWuvvUbv3r2pWLEiPj4+lClTBri+N1G/fv0IDAzk8ccfp379+nmSHjcyGo3Mnj07z6bcs2bNyndz59atWzN+/HgiIiK4cOECFStWxGg0Mn78eAACAgLYvHkzXbp0wd3dnaZNmxY4O8jNzY2QkBCCg4OpXLnyLbOTCtO/f39efvllSpUqxeLFi/OcGzZsGOPGjeOjjz7C09Oz0GV7N++hBBAXF8fGjRtZu3Ytzs7OGAwGRo0aBUD79u2Ji4vD39/ftin3tGnTGD16NNeuXSM7O5smTZrku6H5jdq2bcvevXsJCAjg4Ycfxtvbm3Pnzt1Srnbt2rzxxhu88MILVKxY0bYZO9h3r0VERERE/ooM1qLO3RcRkWKVnp6Om5sbAHPmzCElJaXApVkiN8pdz649lKQ4aH8JKS4aS1JcNJakuGgs3Z3b/c2pGUoiIiVk+vTp7N692zZzKXemkIiIiIiIyF+dEkoiIiVk7NixJR2CiIiIiIjIHdGm3CIiIiIiIiIiYhcllERERERERERExC5KKImIiIiIiIiIiF2UUBIREREREREREbsooSQiIiIiIiIiInZRQklEREREREREROyihJKIiIiIiIiIiNhFCSUREREREREREbGLEkoiIiIiIiIiImIXJZRERETuU9lmS0mHICIiIiL/UEooiYhIoc6cOcPChQsxmUwlHYrcxNnJsaRDEBEREZF/KCWURETskJ2dzaxZs+jQoQNdunShU6dOTJ48mezs7EKvmzVrFhs2bCi2OEaOHEnr1q3x9/e3/ff1118D0KdPH7777rvb1hETE8Px48cLLZOWlsa0adPw9PRk8uTJRYpt//79DBs2rEhli2LkyJF4enpy9OhR22unTp2idu3ahISE3Pb6mJgYW7nTp0+zYsWKPOcHDBjAyZMngaLfOxERERGRfzqnkg5AROR+EhYWRlZWFqtXr8bNzY3s7GxiYmIwmUw4OzsXeN3gwYOLPZaBAwfy0ksv3fH1sbGxlCtXjho1auR73mKxUKZMGWbMmAGAr69vkeqtX78+06dPv+O48lO3bl1iY2MZPnw4cD32unXr2l3Pr7/+yooVK+jVq5fttY8++qjY4hQRERER+afQDCURkSI6ceIEmzZtYsKECbi5uQHg7OxMr169cHV15fDhw/zrX/+iR48edO7cmejoaNu1I0eOZMmSJQCMGjWKSZMmAXDx4kX8/Pw4ePAgAMOGDSMwMJBu3brx73//mytXrtxVzOnp6YwePZrg4GC6devGhAkTsFgsrF69mgMHDjBhwgT8/f3ZsWMHMTExvPrqq7zzzjsEBgZy5MgRtm/fTkBAAN26daNv376kpKQAkJiYiL+/P2PGjKFbt250796d5ORk27nAwEBbDN999x2BgYF0796dgIAADh06BFBg3fnp1KkTmzZtwmKxYLVa2bBhA127drWdv3EWUn7HucaPH09ycjL+/v62835+fhw5csRWZseOHfTp04dnn32WDz74wPb6J598QlBQEAEBAfTq1cv2zAA8PT2ZP38+QUFBtGvXjm+++cZ2bs+ePbzwwgt0796d7t2788MPPwCwb98+evXqRbdu3ejVqxf79u0r7FGKiIiIiPylaIaSiEgR/e9//6NatWo89NBD+Z5/7LHHiI6Oxmg0kpGRwfPPP88zzzyDh4dHnnJjxozh+eefZ9OmTSxdupRXX32VOnXqADB69GjKly8PwIwZM/joo48IDQ3Nt72FCxeycuVK2/HkyZNt9eSaNGkSzZs3Z+LEieTk5BAaGsrq1avp2bMna9asoX///rRt2xa4noTZvXs3cXFxVK1ald9//51+/fqxZMkSnnjiCVauXEloaKitzV9++YVJkyYxfvx4PvzwQ6Kiom6ZmXT8+HHeffddli5dSvXq1TGZTJhMJn7//XeGDx9eYN03K126NI0aNeKHH37AxcWFWrVqUbZs2XzLFmbMmDFMmTKFmJiYAsskJyfz6aefkpWVRe/evWncuDFt27YlICCA/v37A9eTTmPHjuXLL7+0Xefm5sbq1atJSkpiyJAhdOjQgcuXL/PWW28xZ84cmjRpgsViIT09HZPJREhICBEREfj4+BAfH09ISAjffvstRqPR7n6JiIiIiPzZlFASESkm165dIzw8nMOHD2MwGDh//jyHDh26JaFUqlQpZs6cSXBwMK1ateLFF1+0nYuLi2Pt2rVkZ2eTmZlJ9erVC2yvKEvetmzZwr59+/j0009tMbq7uxdYvkmTJlStWhWAn3/+mdq1a/PEE08AEBQUxLhx40hPTwegRo0atmVnjRo1ynfvoR07dtC6dWtbP4xGI0ajkZ07dxZYd+7sr5v16NGDL7/8EqPRSI8ePbh06VKhfb9TAQEBODk54eTkROfOnUlISKBt27YcOHCABQsWcOXKFQwGAydOnMhzXefOnYHr9+L8+fNkZWWxd+9ePDw8aNKkCQCOjo489NBDHD58GGdnZ3x8fABo2bIlzs7OHD9+HE9PT7viTUpKuvtOyz+expEUF40lKS4aS1JcNJbuHSWURESKqG7duqSkpHDlypV8Zyl98MEHVKpUicmTJ+Pk5ET//v3JysrKt67k5GRcXV25cOECZrMZJycndu3axRdffMHy5cspX748a9euzTMD5k5YrVaioqKoUqVKkcq7urrmudZgMBRY9saZNA4ODpjN5nzbLyiuwurOz1NPPcX48eMxm81MnDiRr776ynbO0dGRnJwc23FB991euXGaTCYGDx7MkiVLqFevHufOnaN169Z5yrq4uNhiATCbzXb33957AtC0aVO7rxG5UVJSksaRFAuNJSkuGktSXDSW7k5WVhYHDhwo8Lz2UBIRKaLq1avj5+fHmDFjbLN0LBYLn332GRkZGaSlpfHII4/g5OTEkSNH2LVrV771nDp1ioiICJYsWUK1atWYOXMmAFevXsXNzY2yZctiMplYvXr1Xcfs5+fHwoULsVgsAKSmpnLq1CngevIoLS2twGsbN27MwYMHbXsj5W6EXdAMovy0atWK7du322bzmEwm0tPT76hug8FAWFgYYWFhODnl/feQqlWrcvjwYduSuhv3MLqRm5ub7dkVJC4uDrPZTGZmJl9//TXe3t6YTCbMZjOVK1cGYNmyZUXqf+PGjUlOTmbPnj3A9fFy5coVatasiclkIiEhAYCEhATMZnOhM9JERERERP5KNENJRMQOkydPZt68eQQFBeHs7ExOTg6+vr4YjUYGDRrE8OHD+eqrr6hatSrNmze/5XqTycTQoUMZNmwY1atXZ+zYsQQHB9O8eXNat27NV199RadOnXB3d8fLy4v9+/cXGMvNeyj17t2bF154IU+ZUaNGMW3aNPz9/TEYDDg7OzNq1CiqVKlCr169mDJlCp988ont29NuVL58eaZOnUpoaChms5ny5cszbdo0u+5X9erVef/99xk6dCgWiwVHR0cmT56Mp6fnHdV986ygXI0bN6Zly5Z07dqVxx9/HA8PDy5cuHBLOU9PT2rUqEHXrl2pWbMms2fPvqVMvXr16NevH+fOnaNjx462PaZCQkIIDg6mcuXKBcZxs7JlyzJnzhwmT55MZmYmDg4OjBgxAh8fH2bPns3EiRPJzMykdOnSzJo1S/sniYiIiMh9w2AtaD6+iIiI/CXlTj/28vKyLbUTuVNaDiDFRWNJiovGkhQXjaW7c7u/ObXkTURERERERERE7KKEkoiIyH0q22wp6RBERERE5B9KCSUREZH7lLOTY0mHICIiIiL/UEooiYiIiIiIiIiIXZRQEhERERERERERuyihJCIiIiIiIiIidlFCSURERERERERE7KKEkoiIiIiIiIiI2EUJJRERERERERERsYsSSiIiIiIiIiIiYhcllERERERERERExC5KKImIiIiIiIiIiF2UUBIREblPZZstJR2CiIiIiPxDKaEkIiJyE6vVSnR0NJcvXy7pUArl7ORY0iGIiIiIyD+UEkoiIn9TGzduJCAgAH9/fzp27MiwYcNKOqS74ufnx5EjR4pcfu/evbRu3RqLJe8sntWrV/Pyyy8Xem1UVBRZWVmULVv2TkK1O1YRERERkfuNU0kHICIixe/8+fOMGzeO2NhYKleujNVq5dChQ39a+xaLBUfHkp0906hRI8qUKcOPP/5I69atba/Hxsby/PPPF3hdZmYmlSpVomfPnn9GmCIiIiIi9yXNUBIR+Ru6ePEiTk5Othk2BoOBOnXq2M7//PPP9OnTh8DAQAIDA9m6davt3JIlS3juuecICgpi9uzZeHt7A5CYmEhgYKCt3I3HiYmJ+Pv78/7779OzZ0+2b9/Ovn376NWrF926daNXr17s27cPgN9//51XXnmFbt260a1bNyIiIvLtw65du+jWrRvBwcFMmDABq9VqO3fs2DFee+01goKC6N69O6tXr863jsDAQGJiYmzHJ0+e5PDhw3To0KHAOkqXLs17771HRkYGAMnJyfTv398Wb2xsLHDrLKSCZiWlpKTQt29funXrRo8ePdi+fTsAf/zxByEhIXTu3Jnu3bszePDgfPsgIiIiIvJXpBlKIiJ/Q7Vr16ZBgwa0adMGb29vmjRpgr+/P+XKlePq1auMHTuWhQsX8vDDD3P+/HmCg4NZt24dZ86cYcGCBcTFxVG+fHkmTpxY5DaPHDlCeHg47733HiaTieeee46IiAh8fHyIj48nJCSEb7/9lrVr1/Loo48SHR0NwJUrV26py2QyMXToUCIjI/H29mbDhg0sXrwYALPZTGhoKNOmTcPDw4P09HSCgoJo1KgRHh4eeeoJCAhg7ty5XLlyhYceeoiYmBg6deqEk5NTkeowm828+eabDBkyhE6dOgFw6dIlu55FaGgoPXv25Pnnn+eXX37hxRdfZOPGjSQlJXH16lU2bNhQ4H0QEREREfmrUkJJRORvyMHBgaioKI4cOcJPP/3Epk2bWLRoEWvXruXnn3/m9OnTDBgwwFbeYDCQkpLCnj178PX1pXz58gAEBQXx1VdfFanNatWq0bhxYwCOHz+Os7MzPj4+ALRs2RJnZ2eOHz9Ow4YN+fTTT5kyZQotWrSgVatWt9R17NgxHnjgAdvsqM6dOzNmzBgATpw4QXJyMm+//batfHZ2NseOHbsloVShQgVatmzJunXreOGFF4iLi2PWrFlFruP48eOYzWZbMgmgXLlyRbofAOnp6Rw8eJCgoCAAnnjiCerUqcPevXupXbs2x44dY9y4cbRo0YI2bdoUud4bJSUl3dF1IjfSOJLiorEkxUVjSYqLxtK9o4SSiMjfWK1atahVqxYvvvginTt3ZufOnRiNRjw9PVm6dOkt5Xfv3o3BYMi3LkdHxzzLzrKysvKcL126tO1nq9Wabz0Gg4HGjRuzZs0aduzYQVxcHAsXLuSLL74ocp+sVivlypUjLi6uSOWDgoKYN28e1atXx9XVlQYNGnD06NEi1XFjf2/m6OhITk6O7fjm+1EYg8FAlSpV2LBhAwkJCWzfvp0ZM2awdu1aXFxcilwPQNOmTe0qL3KzpKQkjSMpFhpLUlw0lqS4aCzdnaysLA4cOFDgee2hJCLyN3Tu3Dn27NljOz579iypqak8/vjjNG7cmJSUFBISEmzn9+3bh9Vqxdvbm23btpGamgpg2y8IoEqVKpw6dYorV65gtVpZv359ge3XrFkTk8lkayMhIQGz2Uz16tU5deoUbm5udOnShbCwMP773//mSczkXn/t2jV++uknAL7++mvS0tIAqFGjBqVKlWLNmjW28snJyaSnp+cbi6+vL+fPn+eDDz6wzRQqah01a9bEycmJjRs32l7LXfJWtWpV9u/fD0B8fDwXL168pW03Nzfq1Klju4/JyckcOnSIhg0bcvbsWRwdHWnfvj1hYWGkpqZy+fLlAu+piIiIiMhfiWYoiYj8DZnNZubMmcOvv/5KqVKlyMnJYciQIdStWxeAqKgopk2bRkREBNnZ2VSpUoX58+dTu3ZtXnvtNXr37k3FihXx8fGhTJkyALi7u9OvXz8CAwN5/PHHqV+/PkePHs23faPRyOzZs5k4cSKZmZmULl2aWbNmYTQa2blzJ59++qlths+4ceNwcHC45foPPviAcePG4eLiwlNPPcWjjz4KgJOTE/PnzyciIoJFixaRk5NDhQoVmDlzZr6xODk54e/vz2effcZHH31kVx1OTk5ERUUxfvx4oqKiMBgM9O/fn4CAAAYPHszIkSNZuXIlTZo0scV3s8jISMaMGUN0dDROTk5MnTqV8uXLs23bNqZPnw5ATk4OAwcOxN3d/fYPV0RERETkL8BgLWw+v4iI/OOkp6fj5uYGwJw5c0hJSSEyMrKEo5Ib5U4/9vLysnuJnMjNtBxAiovGkhQXjSUpLhpLd+d2f3NqhpKIiOQxffp0du/ebZu5NH78+JIOSQqQbbagfJKIiIiIlAQllEREJI+xY8eWdAhSRM5OjiUdgoiIiIj8Q2lTbhERERERERERsYsSSiIiIiIiIiIiYhcllERERERERERExC5KKImIiIiIiIiIiF2UUBIREREREREREbsooSQiIiIiIiIiInZRQklEREREREREROyihJKIiIiIiIiIiNhFCSUREREREREREbGLEkoiIiIiIiIiImIXJZRERETuU9lmS0mHICIiIiL/UEooiYjIfcNkMhEdHU1GRkZJh/KX4OzkWNIhiIiIiMg/lBJKIiLyp8vOzmbWrFl06NCBLl260KlTJyZPnkx2dnaB15hMJkaNGkW9evVwdXXNt8zp06fx9vYG4Ny5c/Tp08d2bs6cOZhMJrtjTUxMpGHDhvj7+9O1a1deeuklkpOT7a7ndjw9PZUoExEREZH7hhJKIiLypwsLC+OXX35h9erVrF+/nq+++ooaNWrkm/CxWK4v6zIajURGRtK8efMiteHu7s7ixYttx3Pnzi00YVUYDw8P4uLiWLduHQ0bNmTSpEl215HbDxERERGRvwOnkg5ARET+WU6cOMGmTZvYtm0bbm5uADg7O9OrVy8AYmJiWL9+PeXLlyc5OZmJEydiMpmIjIy0zeAJCQmhTZs2ACxdupTo6GgqVapEixYtbO2cPn2aoKAgEhMTGTduHAC9e/fGwcGBxYsXYzKZGDt2LCdPngTg1VdfJSAg4Lbxt2jRgq1bt9pi3bp1K7Nnz77lOL9+xMfHs379eiwWCy4uLoSHh1OnTp27vqciIiIiIn82JZRERORP9b///Y9q1arx0EMPFVhm9+7dxMXFUbVqVa5evcrLL7/MwoULefjhhzl//jzBwcGsW7eOM2fO8OGHH7JmzRoqVqxIeHh4vvWNHTuWZcuWsXz5cttyuSFDhvDkk08yb948zp8/T2BgIHXr1qVWrVoFxpWTk8PmzZvp3Llzkfp6Yz/g+qyp/v37A7Bjxw7Gjh3Ll19+WaS6CpKUlHRX14uAxpEUH40lKS4aS1JcNJbuHSWURETkL6dJkya2JMyePXs4ffo0AwYMsJ03GAykpKSwZ88e2rRpQ8WKFQHo1asXGzduLFIb8fHxjBw5EoCHH34YX19fEhMT800oJScn4+/vz7lz5yhbtizLly+3ux8ABw4cYMGCBVy5cgWDwcCJEyeKVE9hmjZtetd1yD9bUlKSxpEUC40lKS4aS1JcNJbuTlZWFgcOHCjwvBJKIiLyp6pbty4pKSlcuXKlwFlKN266bbVa8fT0ZOnSpbeU2717913FYjAYCj3O5eHhQUxMDCaTibfffpvw8HBmzpyJo6MjOTk5tnJZWVl5rruxHyaTicGDB7NkyRLq1avHuXPnaN269V3FLyIiIiJSUrQpt4iI/KmqV6+On58fY8aMIT09Hbi+YfVnn32W77ecNW7cmJSUFBISEmyv7du3D6vVire3N9u2beP3338HYNWqVQW26+rqamsPoGXLlqxYsQKACxcusG3bNts3xBXEaDQSHh7O9u3bOXjwIFWrVuXw4cOYTCZMJhPffPNNgdeaTCbMZjOVK1cGYNmyZYW2JSIiIiLyV6YZSiIi8qebPHky8+bNIygoCGdnZ3JycvD19cVoNN5S9qGHHiIqKopp06YRERFBdnY2VapUYf78+dSuXZs33niDF154gYoVK9o26s5P//79efnllylVqhSLFy/m3XffZcyYMXTr1g2A0NBQnnzyydvGXrFiRfr378/cuXOZN28eLVu2pGvXrjz++ON4eHhw4cKFfK9zc3MjJCSE4OBgKleurNlJIiIiInJfM1itVmtJByEiIiJFl7ue3cvLCxcXl5IOR+5z2l9CiovGkhQXjSUpLhpLd+d2f3NqyZuIiMh9KttsKekQREREROQfSgklERGR+5Szk2NJhyAiIiIi/1BKKImIiIiIiIiIiF2UUBIREREREREREbsooSQiIiIiIiIiInZRQklEREREREREROyihJKIiIiIiIiIiNhFCSUREREREREREbGLEkoiIiIiIiIiImIXJZRERERERERERMQuSiiJiIiIiIiIiIhdlFASERG5T2WbLSUdgoiIiIj8QymhJCIidjGZTHz22Wf88ccfJR3Kn+qv2G9nJ8eSDkFERERE/qGUUBIRuY9lZ2cza9YsOnToQJcuXejUqROTJ08mOzv7nrRnMpkYPXo09evX54EHHrD7+lmzZrFhw4a7iiExMZHAwEC7r+vTpw/ffffdHbV5t/2+0ejRo9m1a9dd1SEiIiIiUtKcSjoAERG5c2FhYWRlZbF69Wrc3NzIzs4mJiYGk8mEs7NzsbdnNBqZNm1aoWXMZjNOTvn/72Xw4MHFHtOfoSj9LqqJEycWSz0iIiIiIiVJCSURkfvUiRMn2LRpE9u2bcPNzQ0AZ2dnevXqBYDFYiEyMpLvv/8egGeeeYbQ0FAcHR0ZOXIkRqOREydOcPbsWRo1asSUKVMwGAysWLGC6OhojEYjOTk5zJw5Ew8PD/bt28fEiRPJzMykdOnSjB49mgYNGnD69GmCgoJ46aWX2LFjB927d8fPz48JEyZw4sQJALp27crrr7/OyJEj8fLy4qWXXiIjI4MJEyawf/9+ALp3787AgQPz7euMGTPYsGED7u7u1K9fP8+52NhYli1bhsViwc3NjfDwcGrWrFnovbux/6dOneLZZ5+lbdu2zJkzh7Nnz9K3b1/69u0LUGC/R40ahaenp63ckSNHGDRoEJs2bSIjI4NJkyZx+PBhsrKy8Pb2JiwsDEdHR/r06UP//v1p27ZtgfdaREREROSvTgklEZH71P/+9z+qVavGQw89lO/5FStWcPDgQWJiYgAYMGAAK1as4F//+hcAR48eJTo6GoPBQI8ePdixYwdPP/00U6dOZd26dVSuXBmTyYTFYsFkMhESEkJERAQ+Pj7Ex8cTEhLCt99+C8Dly5fx8PDgP//5D3B9eZmvry9z5swBIDU19Zb4oqKiyMnJYe3atWRkZNCrVy88PT3x9fXNU27Lli1s2bKFNWvWUKpUKf7973/bzu3atYuNGzeydOlSjEYj27ZtY9SoUSxfvvy29+/o0aN89tlnWCwW/Pz8SEtLY8mSJVy4cIGOHTsSHByMs7Nzgf0ODAxk4sSJtoRSTEwMPXr0wGAwMGnSJJo3b87EiRPJyckhNDSU1atX07Nnzzwx5HevRURERETuB0ooiYj8TcXHx9OjRw+MRiMAgYGBbNq0yZZQat++PS4uLgDUrVuXkydP8vTTT/PUU08RFhZGu3btaNOmDVWqVOHw4cM4Ozvj4+MDQMuWLXF2dub48eO4urri4uJCp06dAMjIyGDPnj18+umntljKly+fb3yjRo3CYDDg5uZGly5diI+PvyWhlJiYSOfOnXF1dQUgODiYqKgo4Hqy6dChQzz//PMAWK1Wrl69WqT70759e9u9qVGjBr6+vjg4OODu7s6DDz7I2bNnMZvNBfa7WbNmZGRkcOjQIZ544gnWrVvHihUrbHHt27fPdg+uXbuGu7v7LTHkd6/tlZSUZPc1IjfTOJLiorEkxUVjSYqLxtK9o4SSiMh9qm7duqSkpHDlypV8ZylZrVYMBkOe1248zk0mATg6Otpmx8ydO5f9+/eTkJDAyy+/THh4OO7u7rfUdWN9DzzwQL7nC3O7+G4sV1gdQUFBd7Q30839z+9+5BfjjXH6+/uzZs0aWrRogYeHB4899pgtrqioqNsmiPK71zcn1G6nadOmdpUXuVlSUpLGkRQLjSUpLhpLUlw0lu5OVlYWBw4cKPC8vuVNROQ+Vb16dfz8/BgzZgzp6enA9X2TPvvsMzIyMvDx8SE2Npbs7Gyys7NZs2YNLVu2LLROs9nMqVOnaNCgAQMHDuTpp5/m4MGD1KxZE5PJREJCAgAJCQmYzWaqV69+Sx2urq40btyY6Oho22v5LXnz8fFh1apVWK1W0tPT2bBhQ77xtWzZko0bN5KZmYnFYmH16tW2c35+fsTFxXH27Flb/wv7n569btfvHj16sG7dOlauXJnnm+f8/PxYuHChLUmXmprKqVOn8tRd0L0WEREREbkfaIaSiMh9bPLkycybN4+goCCcnZ3JycnB19cXo9FIr169OHnyJD169ACgVatWt+zhc7OcnBxGjhxJWloaBoOBypUrM2zYMIxGI7Nnz86zOfWsWbNsS8ZuFhkZybhx4+jatSsODg507dr1lg2333zzTd5//326desGXN+Uu3Xr1rfU1bZtW/bu3UtAQAAPP/ww3t7enDt3DoDmzZszZMgQBg0ahMViITs7m44dO+Ll5WX3vczP7fr96KOP8sQTT7Bz504++OAD23WjRo1i2rRp+Pv7YzAYcHZ2ZtSoUXlmLBV0r0VERERE7gcGa2FrCUREROQvJ3f6sZeXV56leiJ3QssBpLhoLElx0ViS4qKxdHdu9zenlryJiIiIiIiIiIhdlFASERG5T2WbLSUdgoiIiIj8QymhJCIicp9ydnIs6RBERERE5B9KCSUREREREREREbGLEkoiIiIiIiIiImIXJZRERERERERERMQuSiiJiIiIiIiIiIhdlFASERERERERERG7KKEkIiIiIiIiIiJ2UUJJRERERERERETsooSSiIiIiIiIiIjYRQklERERERERERGxixJKIiIi9zFTtqWkQxARERGRfyAllERE/sJMJhOfffYZf/zxR0mH8o9jtVpZunQpqampJR1KgV6b+H8YnR1LOgwRERER+QdSQklEpIiys7OZNWsWHTp0oEuXLnTq1InJkyeTnZ19T9ozmUyMHj2a+vXr88ADD9h9/axZs9iwYUOxxXPw4EEGDRpUbPUVxenTp1mxYsUdXXs3/bdarUyYMAF3d3fKly9/R3XYE8eQIUPYvXv3XbUjIiIiIvJncirpAERE7hdhYWFkZWWxevVq3NzcyM7OJiYmBpPJhLOzc7G3ZzQamTZtWqFlzGYzTk75/yofPHhwscYzffp0/v3vfxdrnbfz66+/smLFCnr16mX3tXfTf4PBwHvvvXfH19sbxxtvvMGECRNYsmRJsbQpIiIiInKvKaEkIlIEJ06cYNOmTWzbtg03NzcAnJ2dbYkOi8VCZGQk33//PQDPPPMMoaGhODo6MnLkSIxGIydOnODs2bM0atSIKVOmYDAYWLFiBdHR0RiNRnJycpg5cyYeHh7s27ePiRMnkpmZSenSpRk9ejQNGjTg9OnTBAUF8dJLL7Fjxw66d++On58fEyZM4MSJEwB07dqV119/nZEjR+Ll5cVLL71ERkYGEyZMYP/+/QB0796dgQMHAjB37lzWrVuHi4sLBoOBzz//nAcffDBP/8+cOcPx48dp3Lix7bVt27bx4Ycf2hJqYWFhNGrUiFGjRlGmTBnCwsK4ePEiPXv2ZN68edSpU4dVq1bx+eef2+7fggULqFixYoF1jR8/ntOnT+Pv70+1atWYPXt2gffmZjf2f86cORw7doz09HROnDhBvXr1GDhwIJMnT+bMmTM8++yzjBgxAoCUlBTGjBlDamoqTk5ODB06lNatWzNv3jyuXLnCqFGjALh06RIdO3bku+++w8nJiRkzZvDTTz+RnZ1NrVq1CA8Px9XVNU8cmzZtYtasWTg4OGCxWHjvvffw9vamdu3a/P7775w4cYLq1asXx5AVEREREbmnlFASESmC//3vf1SrVo2HHnoo3/MrVqzg4MGDxMTEADBgwABWrFjBv/71LwCOHj1KdHQ0BoOBHj16sGPHDp5++mmmTp3KunXrqFy5MiaTCYvFgslkIiQkhIiICHx8fIiPjyckJIRvv/0WgMuXL+Ph4cF//vMfAPr06YOvry9z5swByHfPn6ioKHJycli7di0ZGRn06tULT09PGjVqxKJFi4iPj6dUqVKkp6dTqlSpW67fuXNnnqTNyZMniYqKYtGiRbi5uXH06FEGDBjA1q1bGTNmDM8//zybNm1i6dKlvPrqq9SpU4fExEQWLFjAsmXLqFSpEhkZGTg5Od22rilTptjua2H3xmg0FvoM//vf/7J69WpKly5Njx49mD59Oh9//DFms5l27drRq1cvqlevTmhoKD179uT555/nl19+4cUXX2Tjxo306NGDnj17Mnz4cJycnFi3bh1+fn6ULl2aqKgoypQpw6pVqwCYNm0aCxcuZOjQoXlimD17NmPHjqVZs2ZYLJY8e2M1atSI+Ph4JZRERERE5L6ghJKISDGIj4+nR48etqRGYGAgmzZtsiWU2rdvj4uLCwB169bl5MmTPP300zz11FOEhYXRrl072rRpQ5UqVTh8+DDOzs74+PgA0LJlS5ydnTl+/Diurq64uLjQqVMnADIyMtizZw+ffvqpLZb89vyJj49n1KhRGAwG3Nzc6NKlC/Hx8bRq1YoaNWrwzjvv8Mwzz9CmTRvbDKwbnTt3jgoVKtiOv//+e06ePMmLL75oe81sNnPx4kUqVqzIzJkzCQ4OplWrVrYyW7duxd/fn0qVKgHg6up627pudvz48QLvjaenZ6HPqFWrVpQpUwYAT09PateujdFoxGg0UqNGDU6ePEnFihU5ePAgQUFBADzxxBPUqVOHvXv34ufnh4eHB9u2baNdu3bExsbaZitt2bKF9PR0vvnmG+B64qt27dq3xPDUU08xefJkOnbsSOvWralVq5btXKVKlTh79myhfShIUlLSHV0nkktjSIqLxpIUF40lKS4aS/eOEkoiIkVQt25dUlJSuHLlSr6zlKxWKwaDIc9rNx7nJpMAHB0dsViuf9X73Llz2b9/PwkJCbz88suEh4fj7u5+S1031vfAAw/ke74wBcXn6OjIl19+ye7du0lISCAwMJCPP/74lmSIi4sLJpMpz2vPPPMMU6dOzbe95ORkXF1duXDhQqH7PN2uruTk5Nv2I7cvt3PzMyjomeQnt/4ePXqwZs0aqlSpQlpaGs2aNbPFNXbsWFq2bFloDKNGjeLw4cMkJCQwePBg+vXrR8+ePQHIysqibNmyt+1Hfpo2bXpH14nA9T+0NYakOGgsSXHRWJLiorF0d7Kysjhw4ECB5/UtbyIiRVC9enX8/PwYM2YM6enpwPV9kz777DMyMjLw8fEhNjaW7OxssrOzWbNmzW2TC2azmVOnTtGgQQMGDhzI008/zcGDB6lZsyYmk4mEhAQAEhISMJvN+S6FcnV1pXHjxkRHR9tey2/Jm4+PD6tWrcJqtZKens6GDRto2bIl6enppKam0qJFC0JCQqhVqxZHjx695XpPT0+OHz9uO3766af5/vvv85Tdt28fAKdOnSIiIoIlS5ZQrVo1Zs6cCUDbtm2Ji4uzzTzKyMjAZDIVWpebm5vtfgN23Zs74ebmRp06dYiNjQWuJ7QOHTpEw4YNAejQoQM//fQTn3zyCT169LBd5+fnR3R0NNeuXQMgPT39lmQYwLFjx/D09KRv3750797dtqdVblv5zWoSEREREfkr0gwlEZEimjx5MvPmzSMoKAhnZ2dycnLw9fXFaDTSq1cvTp48aUsytGrVyjbzpCA5OTmMHDmStLQ0DAYDlStXZtiwYRiNRmbPnp1n4+lZs2YVuEdQZGQk48aNo2vXrjg4ONC1a1fbhtu53nzzTd5//326desGXN+Uu3Xr1pw9e5b//Oc/XLt2DavVSt26dXnuueduaaNp06acPn2atLQ0ypQpQ/Xq1Zk2bRqjR4/m2rVrZGdn06RJE2rXrs3QoUMZNmwY1atXZ+zYsQQHB9O8eXN8fX0ZOHAg/fr1w2AwYDQamT9/foF1NWjQAE9PT2rUqEHXrl2pWbMms2fPtuve3InIyEjGjBlDdHQ0Tk5OTJ061baM8IEHHqBdu3bExMSwefNm2zUDBw5k7ty5BAcHYzAYMBgMvPXWW3h4eOSpe/r06aSkpODo6MiDDz7IxIkTAcjMzOSXX37hqaeeKrZ+iIiIiIjcSwar1Wot6SBEROSvb8GCBbi4uPDKK6+UdCh/O8uXL+fs2bMMGTKkSOVzpx/PjPuNxeO73tvg5G9PywGkuGgsSXHRWJLiorF0d3L/5vTy8sqzXUQuLXkTEZEi6devX77/I5G75+joeMussqL4ePSzmLIL3vtJRERERORe0ZI3EREpEqPRyAsvvFDSYfwtPf/883d8rdHZsRgjEREREREpGs1QEhERERERERERuyihJCIiIiIiIiIidlFCSURERERERERE7KKEkoiIiIiIiIiI2EUJJRERERERERERsYsSSiIiIiIiIiIiYhcllERERERERERExC5KKImIiIiIiIiIiF2UUBIREREREREREbsooSQiIiIiIiIiInZRQklEROQ+Z8q2lHQIIiIiIvIPo4SSiIj8aUwmEwsXLuT06dMlHcrfwmsT/49uw+IwOjuWdCgiIiIi8g+jhJLIn8TPz48jR478qW1u2rSJffv22Y7379/PsGHD/rT2ExMT+eGHH4q93qioKJYuXZrvOYvFwjPPPMObb75Z5PpiYmIICQkB7u09Wr9+PT179uSNN95g5syZxV7/K6+8wtGjR2953dPTk27dutG9e3cCAgKIj48v1nb9/f25du1avuduHPdWq5WIiAg8PT2ZPn06ly9fvqt2BwwYwMmTJ+26JiYmhmbNmuHv70/nzp35z3/+U2AcX3zxBdHR0XcV441Onz6Nt7d3sdUnIiIiIlKSnEo6ABG5dzZt2oSXlxcNGjQAoH79+kyfPv1Pa3/nzp1kZmbSqlWrYq138+bNzJ07N99z27dv5+GHHyYpKYmLFy9SsWJFu+q+l/eoS5cudOnS5Z7UffXqVc6dO8eTTz6Z7/nly5fj6urKpk2bGDJkCPHx8Tg4/P9/UzCbzTg53dn/EuLi4opUzmAwEB4eDoCvr+8dtXWjjz766I6u8/HxYfbs2eTk5DBkyBA+/PBDwsLC8pQxm8288MILdx2jiIiIiMjflRJKIiWgT58+eHl5sXfvXs6fP0+nTp0IDQ1l165dTJgwgTVr1tjKBgYGMnLkSFq0aEFsbCzLli3DYrHg5uZGeHg4NWvWZPfu3bz//vvk5ORgNpsZNGgQDz30EFu2bGHHjh2sXLmSfv36UblyZaZMmUJMTAynT58mKCiInj178v3333Pt2jUiIyNZvnw5P//8M6VKlSIqKopKlSoB1z+8f/PNN1gsFtzd3Xn//fepVKkSc+bM4fjx46SlpXHq1CmqVq3KrFmzOHnyJMuXLycnJ4cdO3bQpUsXBg4cyJo1a1i0aBEAVatWZfz48VSoUCHfPnTt2vWWe3f27FmsViuVK1fO996uXr2a3r17s3fvXuLi4nj11VeB6zNT1q5di5ubGykpKZQtW5Zp06bh7u6e5/rExETbPQL47rvvmDNnDmazGQcHByZPnkzt2rUZNmwYx48fJzs7m6pVqxIREcFDDz0EwMqVK/n8888xGAw4Ozvz0UcfUb58eRYuXMhXX30FXE9cvfvuu7i6umIymZgxYwY//fQT2dnZ1KpVi/DwcFxdXVmxYgXR0dEYjUZycnKYOXMmHh4et/R769atRUrSPP3001y+fJnLly8zePBgGjduzM8//4yLiwsLFy7M9zm7ubnRpk0bNm7cSPny5QGYPHkybm5uvPXWW3h6erJ7925cXV3ZtWsX48aNw8XFhUaNGmG1Wm1tHzt2jIiICC5dukR2djZ9+/YlKCgIuD6LaujQofzf//0fly9fZvjw4XTo0AGAPXv2MHXqVDIyMgAYPnw4rVq1ws/Pj/nz51OrVi0++eQT1q9fj8ViwcXFhfDwcOrUqVPovXBwcMDb25tt27bZ3g8vvfQSO3bsoHv37ly8eJHMzExGjBjBc889x+zZs6lduzYAixcv5n//+x+TJk1iypQp7Ny5k+zsbMqVK0dERASPPfYYAEuXLiU6OppKlSrRokULW9tms5nXX3+dS5cukZWVRYMGDRg3bhxGo/G2z1BERERE5K9ACSWREvLbb7+xdOlSMjIyaN++PcHBwTRr1ozMzEwOHTpE7dq1OXLkCFevXqV58+bs2rWLjRs3snTpUoxGI9u2bWPUqFEsX76cjz76iL59+xIQEIDVaiUtLY0HH3wQPz8/vLy8eOmll4DryZIbXb58maZNmzJs2DA+/vhjXnnlFRYvXsyECRMIDw9nyZIlDB06lLi4OE6ePMmXX36Jg4MDy5YtY/LkybaZPAcOHGDVqlWUKVOGV199lbVr19KzZ0969+5t+0AOcOTIESIjI4mJieHhhx9m5syZvP/++8ycOTPfPuRn8+bN+Pn55XsuNTWVxMREJk+eTM2aNXnvvfdsCSWApKQk1qxZQ82aNZk7dy4TJ05k9uzZBT6j48eP8+6777J06VKqV6+OyWTCZDIBMHr0aFtyZcaMGXz00UeEhoaSkJDAwoULWbZsGZUqVSI9Pd32vL766ivbTKERI0YQFRXFO++8w8cff0yZMmVYtWoVANOmTWPhwoUMHTqUqVOnsm7dOipXrozJZMJiyX/z5U2bNtGnT58C+5Jr48aNPPLII7bYjxw5wqJFi3Bycir0Obdr145169bx8ssvYzabWbduHcuXL89Tt8lkYujQoURGRuLt7c2GDRtYvHgxcD2BEhoayrRp0/Dw8CA9PZ2goCAaNWpkS5C5ubmxevVqkpKSGDJkCB06dODy5cu89dZbzJkzhyZNmmCxWEhPT7+lXwEBAfTv3x+AHTt2MHbsWL788stC74XJZGLLli14eXkB198PHh4e/Oc//wFgzpw5trL+/v7ExsbaZjLd+POAAQNsY3zlypVERkYyY8YMDh06xIcffsiaNWuoWLGibXYWgKOjI5GRkZQrVw6r1cqIESNYvXr1Xc2KSkpKuuNrRTR+pLhoLElx0ViS4qKxdO8ooSRSQjp27IiDgwNlypTBw8ODkydPUr169TwfXGNiYujRowcGg4EtW7Zw6NAhnn/+eeD6fjRXr14FwNvbm4ULF3LmzBmefvppGjZsWKQYSpcuTZs2bQCoV68ejzzyiG1WR7169dixYwcAW7Zs4cCBA/To0QPANkMqV6tWrXjwwQcBaNCgQYH72iQmJuLr68vDDz8MQO/evfH397erD5s3b2b48OH5nouLi6Nt27a4ubnRtGlTLBYLe/fupVGjRgA0bdqUmjVrAvD888/TrVu3Qu/Pjh07aN26NdWrVwfAaDTaZpDExcWxdu1asrOzyczMtJXZtm0b/v7+tpldufcpPj6ezp0724579uxJREQEcP3+pqen88033wDXEx25M2GeeuopwsLCaNeuHW3atKFKlSq3xGkymThw4ABNmjQpsC+9e/fGwcGBihUrMm/ePNvr3bp1sy11K+w5BwYGMnHiRF5++WW2b9+Oh4cHjz/+eJ42jh07xgMPPGDbJ6hz586MGTMGgBMnTpCcnMzbb79tK5+dnc2xY8dsCaXOnTsD0KhRI86fP09WVhZ79+7Fw8PD1jdHR0fbTLAbHThwgAULFnDlyhUMBgMnTpwo8F7s2LHDNu6aNGnC66+/TmpqKi4uLnTq1Cnfa3r06EHPnj155513OHbsGGlpaTRr1gy4vsxy2bJlZGZmYjabbdfs3LmTNm3a2JZd9urVi40bNwKQk5PDJ598wvbt28nJyeHKlSuUKlWqwJiLomnTpnd1vfxzJSUlafxIsdBYkuKisSTFRWPp7mRlZXHgwIECzyuhJFJCXFxcbD87OjraZp7kfnB9++23WbduHStWrACuJ5CCgoIYPHjwLXW98sor+Pn5sWPHDt5//32efvpphg4detsYblxe4+DgkOf4xpisViuDBg0iODi4SH3JysrKt5zVasVgMOR7rih9SEtL49dff7UlW24WExNDamqqbQZTWloaq1evtiWUihrLjWXys2vXLr744guWL19O+fLlWbt27W1nwxTWntVqZezYsbRs2fKWc3PnzmX//v0kJCTw8ssvEx4efsvStvj4eFq0aIGjY8Hf9JU7M+pmpUuXzhNHQc+5WbNmZGRkcPjwYWJjY21Jp6KyWq2UK1eu0P2WcsdRbj/MZnOBz+BGJpOJwYMHs2TJEurVq8e5c+do3bp1geVz91C6UWpqKg888ECBz+jRRx/Fw8OD7du3s3PnTgICAjAYDPz6669MmjSJVatWUaVKFXbv3k1oaKitzwVZu3YtSUlJLF26FDc3N+bPn19oEkxERERE5K9G3/Im8heT+8F1woQJPPHEE7a9WPz8/IiLi+Ps2bPA9dkjudni48ePU7VqVXr37s3LL7/M/v37geuzYwpaOmYPPz8/li1bxpUrV4DrH+APHTp02+tubr9ly5Zs27aNCxcuAPDll1/i4+NTaB9utG3bNp555pl829q3bx9paWn88MMPbNmyhS1btrBu3Tq+/vpr/vjjDwB2795t+9AeExNz22/catWqFdu3b7ddYzKZSE9P5+rVq7i5uVG2bFlMJhOrV6+2XdO2bVvi4uK4ePEiAOnp6ZhMJnx8fNiwYQPp6elYrVZWrVpl67ufnx/R0dG2b0pLT08nOTkZs9nMqVOnaNCgAQMHDuTpp5/m4MGDt8S5efNm2rVrV2hfiuJ2z9nf359PP/2Un376yba/0Y1q1qzJtWvX+OmnnwD4+uuvbc+/Ro0alCpVKs/+YMnJyfkuX7tR48aNSU5OZs+ePcD1cZ8bXy6TyYTZbLbtq7Vs2TI7e140PXr0YOXKlaxbt86WUEtPT8fZ2ZlKlSqRk5OTZxlg7v5Mv//+O4BtSSNcT3aWK1fO9h5Zt27dPYlZRERERORe0Qwlkb+gwMBAhg8fztSpU22vNW/enCFDhjBo0CAsFgvZ2dl07NgRLy8vFi9eTGJiIs7OzhiNRt59910AunfvTlhYGF9//bVtU+47ERAQwOXLl217MVmtVl544YUCZwrlat++PXFxcfj7+9s25R42bJhtr5sqVaowfvx4gAL7cKNNmzbRq1evfNtavXo1Xbp0yTPDxN3dnTp16tiWkjVv3pw5c+Zw9OhR26bchalevTrvv/8+Q4cOxWKx4OjoyOTJk2ndujVfffUVnTp1wt3dHS8vL1sCrEWLFgwcOJB+/fqRmprKo48+yoIFC/D19eXw4cP07t0bAC8vLwYNGgTAwIEDmTt3LsHBwRgMBgwGA2+99RZVqlRh5MiRpKWlYTAYqFy5MsOGDcsTo9Vq5ccff2TkyJGF9qUobvece/ToQbt27QgMDOSBBx645Xqj0cgHH3xg25T7qaee4tFHHwXAycmJ+fPnExERwaJFi8jJyaFChQrMnDmz0JjKli3LnDlzmDx5MpmZmTg4ODBixAhbMg6uJy5DQkIIDg6mcuXKhc5OuhsdOnTg/fffp379+rZ+eXp60rFjR7p06cKjjz5q2+8MoHbt2rzxxhu88MILVKxY0ba8FK7f682bN9OlSxfc3d1p2rRpgTP7RERERET+igzWoqwnEBEpYSaTiY4dO/Ltt9/e0dfbx8TEsHXr1kI34S5uU6ZMoXfv3lSrVu2etbF3717mz5/P/Pnz71kb8teTu559ZtxvXM6wsHa6f0mHJPcx7S8hxUVjSYqLxpIUF42lu5P7N6eXl1eebU5yaYaSiNwXjEYjW7ZsKekwiqx///6kpKQUuO9UcWnUqJGSSf9gH49+FhcXF0zZFozOBe+hJSIiIiJS3JRQEpF/hMDAQAIDA/+09j755JM/rS0RJZNERERE5M+mTblFRERERERERMQuSiiJiIiIiIiIiIhdlFASERERERERERG7KKEkIiIiIiIiIiJ2UUJJRERERERERETsooSSiIiIiIiIiIjYRQklERERERERERGxixJKIiIiIiIiIiJiFyWURERERERERETELkooiYiI3OdM2ZaSDkFERERE/mGUUBIREblPvTbx/+g2LA6js2NJhyIiIiIi/zBKKInIfWfjxo0EBATg7+9Px44dGTZsWEmHlK85c+YwZcqUPK8tWbKEkSNH3tG1ub744guio6MBOHjwIBs2bLirOM+dO0efPn3uqo7CFNYXgF27dhESEpLvdS1btszznDMzM+84jgEDBnDy5Ml8z/Xp04fvvvvujusuzOjRo9m1a9dty/n5+XHkyJF7EoOIiIiISHFzKukARETscf78ecaNG0dsbCyVK1fGarVy6NChP619i8WCo2PJzgZ54YUXbD8fPHiQrVu30rlz5zuuz93dncWLFxdHaHdk8+bNtGvXLt9zAQEBjBgxApPJxCuvvMKSJUsYOHDgHbXz0Ucf3U2Yd2zixIkl0q6IiIiIyL2khJKI3FcuXryIk5MTZcuWBcBgMFCnTh3b+Z9//pnIyEgyMjIACAkJoU2bNsD12UGff/45ZcqUwdfXl6VLl5KYmEhiYiJTpkwhJiYGIM9xYmIiERERNGvWjP379zNo0CAqVKjAxIkTyczMpHTp0owePZoGDRrY3ZcLFy7w9ttvk5GRQVZWFr6+vgwfPtx2/syZMwwYMIAzZ85Qs2ZNIiIiKFOmDHPmzCEzM5OBAwcye/Zs0tPT8ff3p3nz5rz77rsMGzaM48ePk52dTdWqVYmIiOChhx4CYNWqVXz++ecAODs7s2DBAq5du0ZQUBCJiYkAbN++nQ8++ACLxUL58uUZP3481apVs92Lhg0bsmfPHgwGAzNmzMDDw+O2fSnM1q1bef311wstYzQaady4Mb/99hsAJpOJGTNm8NNPP5GdnU2tWrUIDw/H1dWVFStWEB0djdFoJCcnh5kzZ+Lh4YGfnx/z58+nVq1a/PLLL4SFhWE2m/Hw8CArK8vW1vnz55kwYQJnzpwhKyuLLl268MYbbwDXZxH5+/uzY8cOLly4QP/+/XnppZcASE5OZuLEiVy4cAGA/v3706NHD/r06UP//v1p27Yta9eu5fPPPyc7OxuAESNG0LJlyyLdJxERERGRvxIllETkvlK7dm0aNGhAmzZt8Pb2pkmTJvj7+1OuXDmuXr3K2LFjWbhwIQ8//DDnz58nODiYdevWcebMGRYsWEBcXBzly5e3a9bIkSNHCA8P57333sNkMvHcc88RERGBj48P8fHxhISE8O2332I0Gm+5ds2aNezYscN2fOnSJXx8fAB48MEHmT9/Pq6urmRnZ/Pqq6+yfft2WrduDUBSUhJr1qyhYsWKhIWFERUVxYgRI2x1lStXjpCQELZu3crs2bNtr48ePZry5csDMGPGDD766CNCQ0NJTExkwYIFLFu2jEqVKpGRkYGTkxPXrl2zXfv7778zfPhwlixZwhNPPMHKlSsJDQ1l5cqVAPzyyy9MmjSJ8ePH8+GHHxIVFcX06dNv25eCHD16lEqVKtkShAVJT0/np59+YujQoQB8/PHHlClThlWrVgEwbdo0Fi5cyNChQ5k6dSrr1q2jcuXKmEwmLJZbN6wePnw4ffr0oUePHuzduzfPrK8RI0bw5ptv0rx5c9vMqPr16/P0008DcO3aNVasWMHp06fp1q0bPXr0wMXFhTfffJMhQ4bQqVMn27O+WatWrejatSsGg4Fjx47xyiuvsH379kL7LiIiIiLyV6SEkojcVxwcHIiKiuLIkSP89NNPbNq0iUWLFrF27Vp+/vlnTp8+zYABA2zlDQYDKSkp7NmzB19fX1uiJSgoiK+++qpIbVarVo3GjRsDcPz4cZydnW1JoZYtW+Ls7Mzx48fx9PS85drcJVu5lixZwoEDB4Dry+emTp3Knj17sFqtXLx4kUOHDtmSMG3atKFixYoABAcHM2HChCLFGxcXx9q1a8nOziYzM5Pq1asD12cC+fv7U6lSJQBcXV1vufbnn3+mdu3aPPHEE8D1+zRu3DjS09MBqFGjBnXr1gWgUaNGtn2HbteXghS23A2uJ+R+/PFHUlJSaNu2LU899RQAW7ZsIT09nW+++Qa4PmOpdu3aADz11FOEhYXRrl072rRpQ5UqVfLUmZ6ezpEjR/D397f1o1atWgBkZmayc+dOUlNTbeUzMjJITk62JZRylxc+/vjjPPjgg5w9e5acnBzMZrMtmQTXE343O3XqFMOGDePcuXM4OTlx8eJFLly4YHsmdyMpKemu65B/Lo0fKS4aS1JcNJakuGgs3TtKKInIfalWrVrUqlWLF198kc6dO7Nz506MRiOenp4sXbr0lvK7d+/GYDDkW5ejoyNWq9V2fOPyJ4DSpUvbfrZarfnWU1Ddhfn000+5evUqK1euxMXFhffee++Wtm/X7s127drFF198wfLlyylfvjxr167lyy+/LHJMt2vnxllYDg4OmM1mu/tyo82bN/PBBx8UeD43IXfhwgX+9a9/8cUXX/Cvf/0Lq9XK2LFj810uNnfuXPbv309CQgIvv/wy4eHh+Pr65ilTUB9zcnIwGAysWrUKZ2fnfMu4uLjYfnZ0dMx3BlRB3n77bUaOHEn79u3JycmhYcOGRbpPRdG0adNiqUf+eZKSkjR+pFhoLElx0ViS4qKxdHeysrJs/xieH33Lm4jcV86dO8eePXtsx2fPniU1NZXHH3+cxo0bk5KSQkJCgu38vn37sFqteHt7s23bNtvMk9jYWFuZKlWqcOrUKa5cuYLVamX9+vUFtl+zZk1MJpOtjYSEBMxms20WkD3S0tKoVKkSLi4unDt3js2bN+c5v3Xr1jzxent731KHm5sbaWlptuOrV6/i5uZG2bJlMZlMrF692naubdu2xMXFcfHiReD6zBuTyZSnvsaNG3Pw4EGSk5Nt7datWxc3N7e76kt+zp07h8lkumUGUX4qVarE6NGjiYqKIisrCz8/P6Kjo23L9dLT00lOTsZsNnPq1CkaNGjAwIEDefrppzl48GCeutzc3HjyySdZu3YtcH2M5H67mpubG02bNmXhwoW28r/99pttX6SC1KxZEycnJzZu3Gh7Lb8lb2lpaTz++OPA9f2sbr7/IiIiIiL3C81QEpH7itlsZs6cOfz666+UKlWKnJwchgwZYluGFRUVxbRp04iIiCA7O5sqVaowf/58ateuzWuvvUbv3r2pWLEiPj4+lClTBrj+LWf9+vUjMDCQxx9/nPr163P06NF82zcajcyePTvPptyzZs3Kd/+k2+nTpw+DBw8mICCARx555JbZNi1btmTUqFGcOnWKGjVqMHLkyFvqaNmyJZ988gndu3enRYsWjBw5kq+++opOnTrh7u6Ol5cX+/fvB6BFixYMHDiQfv36YTAYMBqNzJ8/P0995cuXZ+rUqYSGhmI2mylfvjzTpk27677kZ/Pmzfj5+d22XK42bdpQs2ZNli9fzsCBA5k7dy7BwcEYDAYMBgNvvfUWVapUYeTIkaSlpWEwGKhcuTLDhg27pa6pU6cSFhZGdHQ09erVo2HDhrZzkZGRTJo0iW7dugHXlwZOnDix0GVpTk5OREVFMX78eKKiojAYDPTv35+AgIA85cLCwnjzzTdxd3enRYsWt907SkRERETkr8pgvXGdh4jI31h6erptps2cOXNISUkhMjKyhKP653r11VcZOnQoXl5eJR3KfSd3+vHMuN+4nGFh7XT/kg5J7mNaDiDFRWNJiovGkhQXjaW7k/s3p5eXV55tH3JphpKI/GNMnz6d3bt322YujR8/vqRD+kdbtGhRSYcgIiIiIiJ3SAklEfnHGDt2bEmHIFKsPh79LC4uLpiyLRidHUs6HBERERH5B9Gm3CIiIvc5JZNERERE5M+mhJKIiIiIiIiIiNhFCSUREREREREREbGLEkoiIiIiIiIiImIXJZRERERERERERMQuSiiJiIiIiIiIiIhdlFASERERERERERG7KKEkIiIiIiIiIiJ2UUJJRERERERERETsooSSiIiIiIiIiIjYRQklERGRvyFTtqWkQxARERGRvzGnkg5ARERE7sxrE/+Pyxn5J47WTvf/k6MRERERkX8SzVASkWLl5+dHx44d6d69O88++yyDBg1i9+7df1r7586do0+fPnZdc+jQIfr06YO/vz+dO3emd+/eXLx48R5FeG9s2rSJ8ePH/6ltHjx4kA0bNtzRtX369OG7776z+zpPT08yMjLyPefv78+1a9cAiI6O5vfff7+j2HLNmjXrjvtXFDf2pU+fPpw6deqetSUiIiIiUtw0Q0lEit3s2bOpVasWAN9++y0DBw5k0aJFNGzY8J637e7uzuLFi+26ZtiwYYSGhtK2bVsATpw4wQMPPHAvwruF2WzGyenufxXPmjWLjz76qBgiKrqDBw+ydetWOnfu/Ke2W5C4uDjbz59//jk+Pj5UqFDhjusbPHhwcYRVJH379mXu3LlMmTLlT2tTRERERORuKKEkIvfUc889x759+1i0aBGzZ8/GZDIxY8YMfvrpJ7Kzs6lVqxbh4eG4uroycuRIjEYjJ06c4NSpUzz77LO0bduWOXPmcPbsWfr27Uvfvn0BmDJlCjt37iQ7O5ty5coRERHBY489xunTpwkKCiIxMZE//viDESNG8Msvv+Dk5ESNGjWYNWvWLTGePXsWd3d323H16tVtP58/f54JEyZw5swZsrKy6NKlC2+88QYAu3btYty4cQB4e3uzefNmFixYQK1atfD09GT37t24uroC5Dn29PTknXfeYdu2bTRt2pSXXnqJsWPHcvLkSQBeffVVAgICyMnJYfz48SQkJGA0GildujTLly+/Jf5du3ZRtmxZHnnkEdtrsbGxLFu2DIvFgpubG+Hh4VSvXp3XXnuNNm3a8PLLL/PLL78wYMAAvvjiCx555BEWLFjAunXrMBgMlC5dmmXLluHg4JBvXeXKlWP27Nmkp6fj7+9P8+bNeffdd9m+fTsffPABFouF8uXLM378eKpVq5bv2Ni5cycLFy7k/PnzdOrUidDQUAA++eQT1q9fj8ViwcXFhfDwcOrUqWO77pNPPuHHH3/k0qVLvP3223To0CHPPf788885f/48ISEhuLi4MH36dC5cuMDMmTPJysrCYrHwxhtv0KVLF+D6rLYJEyZw4sQJALp27crrr7/OyJEj8fLy4qWXXiIjI4MJEyawf/9+ALp3787AgQOB67OLvLy82Lt3r919yeXr68t7771Heno6bm5u+d4vEREREZG/EiWUROSea9iwIVu2bAHg448/pkyZMqxatQqAadOmsXDhQoYOHQrA0aNH+eyzz7BYLPj5+ZGWlsaSJUu4cOECHTt2JDg4GFdXVwYMGMCIESMAWLlyJZGRkcyYMSNPuz/88ANXr161LVu6cuVKvvG98cYbvPjiizRu3JhGjRrRpUsXPDw8ABgxYgRvvvkmzZs3x2Qy8corr1C/fn2aN2/O22+/zQcffECzZs34v//7P7tmRuXk5NjKDxkyhCeffJJ58+Zx/vx5AgMDqVu3Lmazmfj4eDZu3IiDg0OB8ScmJuaZ/bVr1y42btzI0qVLMRqNbNu2jVGjRrF8+XKmTZvG888/T926dRk3bhxjx47lkUceITY2li1btvDFF1/g5ubGpUuXcHBwKLSukJAQtm7dyuzZswH4/fffGT58OEuWLOGJJ55g5cqVhIaGsnLlynzj/u2331i6dCkZGRm0b9+e4OBgqlevTkBAAP379wdgx44djB07li+//NJ2ncFgYPny5Rw7dowXXniBZs2a5ZmJNGjQIFauXJlnplylSpVYtmwZjo6OXLx4kcDAQFq1asVDDz1EaGgovr6+zJkzB4DU1NRbYo2KiiInJ4e1a9eSkZFBr1698PT0xNfX9676ksvZ2Zknn3yS3bt307p163zvl4iIiIjIX4kSSiJyz1mtVtvPW7ZsIT09nW+++QYAk8lE7dq1befbt2+P0WgEoEaNGvj6+uLg4IC7uzsPPvggZ8+excPDg+3bt7Ns2TIyMzMxm835tlu7dm2OHTvGuHHjaNGiBW3atMm33IABA+jevTsJCQnEx8cTFBTERx99RL169di5c2eeBENGRgbJyclUqFCBUqVK0axZMwCeffZZHnzwwSLfkx49eth+jo+PZ+TIkQA8/PDD+Pr6kpiYSEBAABaLhdGjR+Pt7W1bknezc+fOUbNmTdvxli1bOHToEM8//zxw/f5fvXoVgAoVKhAREUHfvn3p06eP7Z589913vPDCC7bZMeXKlbttXTf7+eefqV27Nk888QQAQUFBjBs3rsBZNx07dsTBwYEyZcrg4eHByZMnqV69OgcOHGDBggVcuXIFg8FgmzmUKzeWmjVrUrduXfbu3Uu7du0KuNPXpaamMmrUKFJSUnB0dOTKlSscP36cJ598kj179vDpp5/aypYvX/6W6+Pj4xk1ahQGgwE3Nze6dOlCfHy8LaF0p325UaVKlTh37lyh/bBXUlJSsdYnf18aK1JcNJakuGgsSXHRWLp3lFASkXtu//79PPnkk8D1hMTYsWNp2bJlvmVdXFxsPzs6Ot5ybLFY+PXXX5k0aRKrVq2iSpUq7N6927bE6EZVqlRhw4YNJCQksH37dmbMmMHatWvz1JnL3d0df39//P39cXFx4ZtvvqFOnToYDAZWrVqFs7NznvKHDh3CYDAU2GdHR0dbIi0rK+uW86VLl85zfHNdBoOBMmXKsH79ehITE4mPjycyMpLY2FgqVaqUp6yLi0ueNqxWK0FBQQXuAXTw4EHKlSvH2bNnC4y/qHXdXLawe3Kz/J6tyWRi8ODBLFmyhHr16nHu3LlCZ+wUtc3w8HD8/PyYO3cuBoOBDh065Ptc7GnnxuPi6EtWVla+Y/NuNG3atFjrk7+npKQkjRUpFhpLUlw0lqS4aCzdnaysLA4cOFDgeX3Lm4jcU5s2beKLL76gX79+wPVvgYuOjrZ9G1d6ejrJycl21Zmeno6zszOVKlUiJycn332F4PreSI6OjrRv356wsDBSU1O5fPlyvjHmznLKysri2LFjPP7447i5udG0aVMWLlxoK/vbb79x4cIFatasSWZmpu1fPDZt2pRn5k6VKlVs++2sXbu20P60bNmSFStWAHDhwgW2bduGt7c3qampXLt2jdatWxMaGkqZMmXy/SawWrVqcfz4cduxn58fcXFxtoSRxWKx/Y9g3759LFmyhLi4OFJTU/niiy8AaNu2LV988QXp6ekAXLp06bZ1ubm5kZaWZmu3cePGHDx40PY8Y2NjqVu3rl17AplMJsxmM5UrVwZg2bJlt5RZvXo1cH3z9IMHD+a72burq2ue2NLS0njssccwGAz8+OOPpKSk2Mo1btyY6OhoW9n8lrz5+PiwatUqrFYr6enpbNiwocCkqD19uVFycnKe2XoiIiIiIn9lmqEkIsUuJCQEo9HIH3/8gYeHBwsXLqRRo0YADBw4kLlz5xIcHIzBYMBgMPDWW2/Z9iwqCk9PTzp27EiXLl149NFHad68Obt27bql3OHDh5k+fTpwfc+igQMH5tl8O9fXX3/NtGnTcHFxwWw24+Pjw4svvghAZGQkkyZNolu3bsD1BMTEiROpVKkS06dPJzw8nFKlSvHUU09RsWJFypQpA8CoUaMYM2YMlSpVKnCpXa53332XMWPG2NoIDQ3lySef5L///S/vvfceZrMZi8VC69atbffxRm3btmX+/Pnk5OTg4OBA8+bNGTJkCIMGDcJisZCdnU3Hjh2pWrUqw4YNY/LkyVSoUIHIyEh69epFo0aNCAgI4Ny5c/Tq1QtHR0dcXV1ZunRpgXV5eXnRsmVLPvnkE7p3706LFi149913mTp1KqGhoZjNZsqXL8+0adOK/FzhepIqJCSE4OBgKleunO+MHqPRSO/evbl06RLjx4/P95vcXn75ZUaNGkWpUqWYPn06w4YNY9y4cXz00Ud4enri6elpKxsZGcm4cePo2rUrDg4OdO3a1bbhdq4333yT999/3/aMunfvftu9jorSl1y//vorgG3PJxERERGRvzqD9cbNTUREpMhu3BsoISGBkSNHsmXLFhwc/vzJn2PGjOGZZ57h2Wef/dPblrs3ffp0qlatatsf6nZypx/PjPuNyxmWfMusne5fnCHK35iWA0hx0ViS4qKxJMVFY+nu5P7N6eXlle/WDJqhJCJyh7799luio6OxWq0YjUamT59eIskkuP5NcT/++GOJtC137+GHHyYoKMju6z4e/WyB+y6Zsi0YnR3vNjQRERERkXwpoSQicocCAwMJDAws6TCA699MlrscS+4/ffr0KfY6lUwSERERkXtJm3KLiIiIiIiIiIhdlFASERERERERERG7KKEkIiIiIiIiIiJ2UUJJRERERERERETsooSSiIiIiIiIiIjYRQklERERERERERGxixJKIiIiIiIiIiJiFyWURERERERERETELkooiYiIiIiIiIiIXZRQEhERERERERERuyihJCIi8jdkyraUdAgiIiIi8jfmVNIBiIjcj6Kjo+nYsSOPPPJISYdy3zlz5gxr166lX79+GI3Gkg7nvvbaxP/jckb+iaO10/3/5GhERERE5J9EM5TkL8vPz48jR478qW1u2rSJffv22Y7379/PsGHD/rT2ExMT+eGHH4q93qioKJYuXZrvOYvFwjPPPMObb75Z5PpiYmIICQkB7u09Wr9+PT179uSNN95g5syZxV7/K6+8wtGjR295PT09nffff59nn32Wrl270rVrV+bPn287Hxsby8mTJ5k8efIdt+3p6UlGRka+5/z9/bl27ZrddWZlZdG+fXtycnLyvJ6YmEjDhg3x9/ena9eu9OvXj9OnT99R3PkpbAycPn0ab29v2/GVK1eIjIykTp06TJgwAavVesftnjt3jj59+th93ciRI2ndujX+/v506NCByMjIAsuOHj2aXbt23XGMN7vxvSMiIiIicj/TDCWRG2zatAkvLy8aNGgAQP369Zk+ffqf1v7OnTvJzMykVatWxVrv5s2bmTt3br7ntm/fzsMPP0xSUhIXL16kYsWKdtV9L+9Rly5d6NKlyz2p++rVq/w/9u48PKbrf+D4e7Iiia0IJYqoBLHUloo91BZkQdCiqkVpq3YSak9ssZNqaKmttoRIirakaCuJ2op+JYqIaEtoLFlkJpm5vz/y5P4SmURCNNp+Xs/T5zFz7z3nc8+cmZqPzzlz+/ZtXn311VzPK4rCqFGjcHBw4Ouvv8bCwoL09HR2796d65xPPvmEH3/8kcTERKpUqVKssYWGhj7VdSdOnMDZ2RkTk7z/VmBvb09ISAgACxYsYOHChXnmRGZmJmZmRf/fQlHmQLly5Vi2bBkA7du3L3JfOdna2rJly5anunbkyJEMHjyY5ORk3N3dee211+jcuXOuc/R6PX5+fs8UoxBCCCGEEP9WklAS/whDhgzBycmJc+fOkZiYSI8ePZg0aRKnTp1i/vz57Nu3Tz3Xy8uLadOm0apVK/bu3cv27dvR6/VYW1sze/Zs6tSpw5kzZ5g3bx4Gg4HMzExGjx5NuXLliIiI4MSJE+zevZt33nmHatWqsWjRIkJCQrh58yZ9+/bF29ubH374gfT0dAICAtixYwe//PILpUqVIjAwkMqVKwOwfv16vvnmG/R6Pba2tsybN4/KlSuzevVq4uLiSE5OJiEhgZo1a7Jy5Upu3LjBjh07MBgMnDhxAjc3N0aOHMm+ffv4/PPPAahZsyZz587lpZdeMnoPvXr1yjN2t27dQlEUqlWrZnRsg4ODGThwIOfOnSM0NJR3330XyKqkCAsLw9ramvj4eMqXL8+SJUuwtbXNdX10dLQ6RgDff/89q1evJjMzExMTExYuXIijoyMTJ04kLi6OjIwMatasib+/P+XKlQNg9+7dbN68GY1Gg7m5OevXr6dixYoEBQWxf/9+ICtpMWPGDKysrNDpdCxfvpyff/6ZjIwM6tWrx+zZs7GysmLnzp1s2rQJCwsLDAYDK1aswN7ePs99Hz16lA4dOuR5PjIykt9//51NmzZhbm4OQKlSpdRKmMjISHbu3MnmzZvR6/W8//77atJryJAhNGzYkPPnz/P7778zdOhQbG1t2bp1K4mJiUyePJkePXqofX3xxRf89NNP3Lt3jwkTJtCtWzcgq3rpzJkzWFlZcf78efz8/EhLS6NMmTJMnz5dTXg+7siRI3mSIsa4uLiwePFita/Jkydz7NgxmjdvznvvvceCBQuIjY1Fq9Xi7OyMj48PZ8+ezfe9pihKrjmwbds2Nm3aROXKlWnVqlWuvo8dO8ann36KTqfD3NwcHx8fmjZtSnR0NP7+/jRp0oSzZ8+i0WhYvny5+trt2bOHzZs3A2Bubs5nn31Geno6ffv2JTo6GqDAOZYfGxsbGjVqRFxcHCEhIXz99ddUrFiRq1ev4ufnh7+/P8OHD8fBwYH+/ftz9OhRdV589NFHuLq60rt3b0aNGsW9e/fQarU0btyYOXPmYGFhgU6nY/78+URHR2Nra0udOnXUvmNjY5kzZw6PHj1Cq9Xi7e3NsGHDnvj6CSGEEEII8SKQhJL4x/jzzz/Ztm0bqampdOnShX79+tGiRQvS0tKIiYnB0dGRy5cv8/DhQ1q2bMmpU6c4ePAg27Ztw8LCgmPHjuHr68uOHTtYv349b7/9Nh4eHiiKQnJyMmXLlsXV1RUnJycGDx4MoH5RzXb//n2aN2/OxIkT2bBhA8OGDWPLli3Mnz+f2bNns3XrVsaPH09oaCg3btxg165dmJiYsH37dhYuXKhWcVy8eJE9e/ZgY2PDu+++S1hYGN7e3gwcOJC0tDSmTp0KwOXLlwkICCAkJIQqVaqwYsUK5s2bx4oVK4zegzFHjhzB1dXV6LGkpCSio6NZuHAhderU4ZNPPlETSgCnT59m37591KlThzVr1uDn58eqVavyfY3i4uKYMWMG27Zto1atWuh0OnQ6HZC1dKhixYoALF++nPXr1zNp0iSioqIICgpi+/btVK5cmZSUFPX12r9/Pzt27MDKyoqpU6cSGBjI5MmT2bBhAzY2NuzZsweAJUuWEBQUxPjx41m8eDHh4eFUq1YNnU6HXm98f5nDhw8bXS7166+/0qBBAzVp8LgGDRqwfft2TE1NuXv3Ll5eXrRt21ZNXNy6dYutW7dy584dunbtyrBhw9ixYwfnz5/nww8/zJVQ0mg07Nixg2vXrjFo0CBatGjBSy+9pB7X6XSMHTsWf39/XFxciIyMZOzYsXz77bd59h4yGAxERkYyY8aMfF+f7PO++eYb6tevn+u57Eqf6dOn07JlS/z8/DAYDEyaNIng4GC8vb3zfa+dPHlSbSsmJoZPP/2Uffv2UalSJWbPnq0eu3HjBoGBgXz++edYW1vz22+/MWLECI4ePQrAlStXWLBgAXPnzuXTTz8lMDCQpUuXEh0dzWeffabOkdTUVMzMzPIsC8xvjhXk9u3bnDlzhgEDBnDr1i3OnDlDaGgoNWvWzHXeyy+/TN26dTl+/DidO3fm3r17nDx5kkWLFmFqakpAQAAVKlRAURSmTp1KcHAwgwYNYufOndy8eZPw8HAyMzN56623qFGjBgDVq1dXk5+pqan079+fdu3aGU2APq3Tp08XW1vi303miiguMpdEcZG5JIqLzKXnRxJK4h+je/fumJiYYGNjg729PTdu3KBWrVq4u7uzd+9efHx8CAkJwdPTE41GQ0REBDExMfTv3x/IWqb08OFDAJydnQkKCuKPP/6gTZs2NGnSpFAxlClTho4dOwLQsGFDqlatqn4xb9iwISdOnAAgIiKCixcv4unpCaBWSGVr27YtZcuWBaBx48bcuHHDaH/R0dF06NBBXVI1cOBA3N3di3QPR44cYcqUKUaPhYaG0qlTJ6ytrWnevDl6vZ5z587RtGlTAJo3b65WVPTv35/evXsXOD4nTpygffv21KpVCwALCws18REaGkpYWBgZGRmkpaWp5xw7dgx3d3e1sit7nCIjI+nZs6f62NvbG39/fyBrfFNSUvjmm2+ArMSLo6MjAK+//jo+Pj507tyZjh07YmdnlydOnU7HxYsXadasWZ5jT9rTJykpCV9fX+Lj4zE1NeXBgwfExcWpY5Y9T21tbSlfvjxdunQBsubH7du30Wq1WFpaqmMKUKdOHRo0aMC5c+dyVRjFxcVhbm6Oi4sLAK1bt8bc3Jy4uDgcHBxyxXXu3DkcHR0pVaqU0bivXr2Ku7s7iqLg4OCAj4+Peix7nkLW2J4/f56NGzcCkJ6erlal5fdey+nkyZN07NhRXTo5YMAADh48CMAPP/zAjRs3eOutt9TzMzMzuXv3LgC1a9emQYMGADRt2pTvv/8eyKomyzlHrKysjN5jfnPMmKCgIHbv3o2pqSnvvfceLi4uhISE0KxZszzJpJzjtHfvXjp37kx4eDidO3emTJky6PV6vvjiC44fP47BYODBgwfq6xAdHY2Hhwfm5uaYm5vTp08fzpw5o47t7NmziY2NRaPRkJiYSExMTLEmlJo3b15sbYl/r9OnT8tcEcVC5pIoLjKXRHGRufRstFotFy9ezPe4JJTEP0b2l3AAU1NTtfLE09MTb29vJkyYQHh4ODt37gSyEgN9+/bl448/ztPWsGHDcHV15cSJE8ybN482bdowfvz4J8aQsyrExMQk1+OcMSmKwujRo+nXr1+h7kWr1Ro9T1GUPF/Yi3IPycnJ/P7772qy5XEhISEkJSWpFUzJyckEBweryZHCxpLzHGNOnTrFV199xY4dO6hYsSJhYWHs2rXriW3l15+iKMyaNYvWrVvnObZmzRouXLhAVFQUQ4cOZfbs2XmWtkVGRtKqVStMTU3zXO/k5MT27dvz3U9o9uzZuLq6smbNGjQaDd26dcv1+j3+2mY/zu4rMzMz1zkF3W9+Y2DsucOHDxe43C3nHkqPK1OmTK4+AwMDjSbi8nuvPR5zQdq1a6cut8vp6tWred5fmZmZBbaVU1HnWPYeSo/LL1kF0K1bNxYsWMC9e/fYu3cvvr6+AISFhXH69Gm2bduGtbU169at4/r160DB47Fs2TIqV67MwoULMTMzY/jw4fl+FgghhBBCCPGikV95E/94L7/8Mvb29syfP5+6detSvXp1IOtX4kJDQ7l16xaQVSWUnV2Ni4ujZs2aDBw4kKFDh3LhwgUgqzomv6VjReHq6sr27dt58OABkFURExMT88TrHu+/devWHDt2jDt37gCwa9cutVolv3vI6dixY7Rr185oX+fPnyc5OZkff/yRiIgIIiIiCA8P59ChQzx69AiAM2fOqF+MQ0JCcv1alzFt27bl+PHj6jU6nY6UlBQePnyItbU15cuXR6fTERwcrF7TqVMnQkND1SqVlJQUdDodLi4uHDhwgJSUFBRFYc+ePeq9u7q6smnTJnXJU0pKClevXiUzM5OEhAQaN27MyJEjadOmDZcuXcoTZ0F7DbVu3ZqqVauycOFCdbmeVqslKCgIyEq6Va9eHY1Gw08//UR8fHyBY1KQ7HG4fv06ly5dylNlVqdOHXQ6HVFRUQBERUWRmZlptPLm6NGjavXcs3B1dSUoKEhNjiYlJZGQkADk/17LydnZmWPHjvHXX38BqMsSAdq0acMPP/yQ65f1cv6qYn4enyOpqanqa5OtoDlWXEqXLk3nzp1Zvnw5KSkptGjRAsiaExUqVFDfv+Hh4eo1rVu3JjQ0lMzMTNLT03MdS05OpmrVqpiZmXH58uVi/TU5IYQQQgghnjepUBL/Cl5eXkyZMiVX5UPLli0ZN24co0ePRq/Xk5GRQffu3XFycmLLli1ER0djbm6OhYWFuu9Mnz598PHx4dChQ+qm3E/Dw8OD+/fvqxUQiqIwaNCgfCuFsnXp0oXQ0FDc3d3VTbknTpzI8OHDAbCzs2Pu3LkA+d5DTocPH2bAgAFG+woODsbNzS1XtYutrS3169dXl5K1bNmS1atX89tvv6mbchekVq1azJs3j/Hjx6PX6zE1NWXhwoW0b9+e/fv306NHD2xtbXFyclITYK1atWLkyJG88847JCUl8fLLL/PZZ5/RoUMHYmNjGThwIJBVOTR69Gggq7pkzZo19OvXD41Gg0aj4cMPP8TOzo5p06aRnJyMRqOhWrVqeX7OXlEUfvrpJ6ZNm2b0HjQaDRs2bGDp0qX07NmT0qVLA6jL/SZOnMicOXNYv349Dg4OeZaeFYWFhQUDBw7k3r176mbrjx9ftWpVrk25V65cmWf/pKtXr1KhQgV1/6Bn4evry5IlS3B3d1c3Sff19VUrloy913JydHTk/fffZ9CgQVSqVClXkqtWrVosWbKE6dOnk56eTkZGBs2aNct3k/FsOeeIRqPBwsKCdevW5TqnoDlWnLy8vHjrrbdyVT56eHhw5MgR3NzcsLW1pXnz5mqlkbe3N7Gxsbi5uVG1alVatmzJ77//DsDo0aOZMmUK+/fvp2bNmrRs2bLY4xVCCCGEEOJ50ShPWp8ghPhH0ul0dO/enW+//fapfgo+JCSEo0ePFrgJd3FbtGgRAwcO5JVXXnlufZw7d45169blSUj8kwUFBalLpsR/Q/Z69hWhf3I/1fjG82FL3f/mqMQ/lewvIYqLzCVRXGQuieIic+nZZP+d08nJyei2HVKhJMS/lIWFBRERESUdRqENHz6c+Pj4fPedKi5Nmzb9VyWTIKtiS/w3bZj+htH/uQPoMvRYmOfdJ0wIIYQQQojiIAklIYRRXl5eeHl5/W39ffHFF39bX0L8F0gySQghhBBCPE+yKbcQQgghhBBCCCGEKBJJKAkhhBBCCCGEEEKIIpGEkhBCCCGEEEIIIYQoEkkoCSGEEEIIIYQQQogikYSSEEIIIYQQQgghhCgSSSgJIYQQQgghhBBCiCKRhJIQQgghhBBCCCGEKBJJKAkhhBBCCCGEEEKIIpGEkhBCCCGEEEIIIYQoEkkoCSGEEP9Sugx9SYcghBBCCCH+pcxKOgAhhBBCPJ33/L7jfmr+SaOwpe5/YzRCCCGEEOK/RCqUhHgKBw8exMPDA3d3d7p3787EiRNLOqRCmTZtGlu3bi30+VqtllatWnH16tVczyckJNC8eXPS0tJwd3cnPT3d6PWurq5cvny5yHFqtVq6dOmCwWAwenzbtm04ODhw6dKlQrX3PGLMafXq1eh0umdqI6eQkBBatGiBu7s7PXv25KOPPuL+/fvF1v7TOnLkCIsWLSrydaGhoUavmzZtGu3bt8fDw4OuXbsyaNAg9u3bVwyRCiGEEEIIIZ43SSgJUUSJiYnMmTOHTz/9lNDQUA4ePMh77733t/Wv1/99S1gsLS3p2bMne/fuzfX83r176d69O2XKlCE0NJRSpUoVa78nTpzA2dkZExPjH1HBwcG8/vrrBAcHF6q95xFjTmvWrCEjI6NY23RxcSE0NJTw8HA0Gg2ffvppsbb/NDp37szUqVOLfN2RI0fo3Lmz0WMjR45k3759fPvtt8ycOZNPP/2UjRs3Pmuof5vMzMySDkEIIYQQQogSIUvehCiiu3fvYmZmRvny5QHQaDTUr19fPf7LL78QEBBAamoqAGPHjqVjx44AbN26lc2bN2NjY0OHDh3Ytm0b0dHRREdHs2jRIkJCQgByPY6Ojsbf358WLVpw4cIFRo8ezUsvvYSfnx9paWmUKVOG6dOn07hx4zyx3r59mylTpnDv3j1q1KiRKxmVkpLCggULiI2NRavV4uzsjI+PD6amprna6Nu3L6NHj2b8+PGYmpqiKAr79u0jICAAAAcHB86cOYOVlRWnTp1izpw5WFpa0rRpUxRFUdtZtGgRJ0+eJCMjgwoVKuDv70/16tWNjnFBCYjY2Fju3bvH6tWr6du3L1OmTMHCwgKA77//ntWrV5OZmYmJiQkLFy7E0dGx0DFeu3YNf39/7t27R0ZGBm+//TZ9+/ZV73P8+PF899133L9/nylTptCtWzfmzJkDwMCBAzExMWHLli2YmJjkO7Zr1qwhPDwcS0tLNBoNmzdvpmzZskbvFcDExARnZ2eOHTsGZCXztm/fjl6vx9ramtmzZ1OnTh3OnDnDvHnzMBgMZGZmMnr0aHr16sXOnTvZtGkTFhYWGAwGVqxYgb29PefPnzc6hzIzMxk1ahT37t1Dq9XSuHFj5syZg4WFBSEhIRw9epRVq1Zx7do1fHx8ePToEQaDAU9PT95999088et0On799VeaNWuW7z1mq1+/PtOnT2fatGkMGzYMjUZT5PstaF4PGTKEhg0bcv78eX7//XeGDh2Kra0tW7duJTExkcmTJ9OjRw/19f7www/56aefuHfvHhMmTKBbt27qscmTJ3Ps2DGaN2/Oe++9l2+fV65cUcfJ0dGRGzduMHr0aDp16kR8fDwzZ84kKSkJMzMzxo8fT/v27Z84TkIIIYQQQrwQFCFEkej1emX06NFKq1atlI8++kjZuHGjkpSUpCiKojx48EBxd3dXbt++rSiKoty+fVtp166d8uDBA+XSpUtK27Ztlb/++ktRFEWZP3++0qpVK0VRFCUqKkrx9PRU+8j5OCoqSnF0dFTOnDmjKIqiaLVapUOHDspPP/2kKIqinDhxQunQoYOi1WrzxPrhhx8qq1evVhRFUW7cuKE0bdpU2bJli6IoiuLr66vs3btXvafx48crO3fuNHrPvXv3Vo4ePar2161bN/VYvXr1lJSUFEWr1Spt27ZVoqKiFEVRlK+//lqpV6+eEhsbqyiKot63oijKrl27lHHjxuU7vq6ursqjR4+MHp8/f76yYsUKRVEUZdiwYcrXX3+tKIqiXLt2TXFxcVHi4uLUcUpOTi50jBkZGYqnp6dy5coVRVEUJTk5Wenatav6uF69eurYnTp1Smnbtm2eMciW39jev39fadq0qXpvycnJSkZGRp57DA4OVj766CP1PoYPH64sW7ZM+fnnn5URI0aor/XRo0eVAQMGKIqiKO+//77ap8FgUB48eKAoiqI0a9ZM+eOPP9S20tLSCpxDBoNBnc8Gg0GZPHmysn379jxxzZs3T1mzZo0a8/37942+Xt9//70ybdo0o8emTp2qjmnOdurVq6fcvXv3qe63oHk9ePBg5eOPP1b0er1y69YtpXHjxsqyZcsURVGUX375RWnXrp0aR7169dT3ztWrV5VWrVopd+/eVY999tln6rkF9enp6ans27dPURRFOX/+vOLo6KhEREQoiqIo/fr1U3bt2qUoiqL89ttvSqtWrXK9TwqSnp6unDp1Shn8SZjSa8K+fP8TojBOnTpV0iGIfwmZS6K4yFwSxUXm0rPJ/jtnenq60eNSoSREEZmYmBAYGMjly5f5+eefOXz4MJ9//jlhYWH88ssv3Lx5kxEjRqjnazQa4uPjOXv2LB06dKBixYpAVuXP/v37C9XnK6+8wmuvvQZAXFwc5ubmuLi4ANC6dWvMzc2Ji4vDwcEh13XR0dHMmDEDADs7O1q3bq0ei4iI4Pz58+ryovT0dGxtbY327+XlRXBwMB06dCA4OFit2snp2rVrlC5dGmdnZwB69uzJzJkz1ePHjx9n+/btpKWlFbhM6Ny5czg6OhpdoqbT6QgPD2fnzp0AeHp6EhwcTM+ePTlx4gTt27enVq1aAFhYWKiVS4WJ8fr161y9epUJEyao52dkZHDt2jXs7e3V8wGaNm1KYmIiWq0WS0vLPHHmN7bW1tbUrl2byZMn065dOzp27Ii1tbXRcThx4gTu7lkbKjdr1oxRo0axZs0aYmJi6N+/PwCKovDw4UMAnJ2dCQoK4o8//qBNmzY0adIEgNdffx0fHx86d+5Mx44dsbOzIzY2Nt85VLduXb744guOHz+OwWDgwYMHRl+Lli1bsmjRIjIyMnB2dub11183eh8FVZsZo+SoGIuIiCjy/T5pXnfv3h0TExNsbW0pX748Xbp0AaBhw4bcvn0712ua3W+dOnVo0KAB586dU+/F09MzV5zG+kxJSeHy5cv07t0bgEaNGqnv0ZSUFC5duqS+l+rWrUv9+vU5d+4crq6uhR6vwjh9+nSxtif+nWSeiOIic0kUF5lLorjIXHp+JKEkxFOqV68e9erV46233qJnz56cPHkSCwsLHBwc2LZtW57zz5w5g0ajMdpW9lKybFqtNtfxMmXKqH9WFMVoO/m1nR9FUQgMDMTOzu6J57q7u7Nq1SoSEhKIiIgo8j46v//+OwsWLGDPnj3Y2dlx5swZJk2aZPTcw4cP55uAiIiIICUlhWHDhgFgMBi4e/cuf/75Z67xexqKolChQgVCQ0PzPSc70ZC9LDAzM9NoQqmgsd21axdnzpwhKioKLy8vNmzYgKOjY57zXFxcWLVqVZ52+/bty8cff5zn/GHDhuHq6sqJEyeYN28ebdq0Yfz48axZs4YLFy4QFRXF0KFDmT17Nra2tvnOobCwME6fPs22bduwtrZm3bp1XL9+Pc+53bp1o2nTpvz000+sX7+e4OBgdRlkznhPnDiBr69vnuvzc+HCBV566SUqVqz4VPf7pHmd8/UyNTUt0muac8wef08a6zM5ORmNRlOk92ZR38eF0bx582JvU/y7nD59WuaJKBYyl0RxkbkkiovMpWej1Wq5ePFivsdlU24hiuj27ducPXtWfXzr1i2SkpKoUaMGr732GvHx8URFRanHz58/j6Io6j44SUlJALk2urazsyMhIYEHDx6gKApff/11vv3XqVMHnU6n9hEVFUVmZqZamZNTzo2rExISiIyMVI+5uroSFBSk7quUlJREQkKC0T4rVKhA27ZtGTduHK1ataJy5cpG40pPT+fnn38G4NChQyQnJwNZ1Rjm5uZUrlwZg8HAjh078r2/o0ePqntOPS44OJiZM2cSERFBREQER48excvLi71799K2bVuOHz+uJj90Oh0pKSmFjrF27dqUKlUq16+MXb16NU8bxlhZWeU6L7+xTUlJISkpiVatWjF27Fjq1avHb7/99sT2c7YbGhrKrVu3gKwN2rM/4OPi4qhZsyYDBw5k6NChXLhwgczMTBISEmjcuDEjR46kTZs2XLp0qcA5lJycTIUKFbC2tiY5OZnw8HCjscTHx1O5cmW8vLz44IMPuHDhQp5zzp07R7169ShdunSh7i8mJgZ/f39GjBiBRqMp8v1mj1Fh5/WTZL93rl+/zqVLl9QqqMfl16eNjQ1169ZVx/DXX39Vf1HQ2tqa+vXrq58DV69eJSYmJt8+hBBCCCGEeNFIhZIQRZSZmcnq1av5/fffKVWqFAaDgXHjxtGgQQMAAgMDWbJkCf7+/mRkZGBnZ8e6detwdHTkvffeY+DAgVSqVAkXFxdsbGwAsLW15Z133sHLy4saNWrQqFGjfBMNFhYWrFq1KteGyitXrsyzvAtg+vTpTJkyhUOHDlG7dm3atGmjHvP19WXJkiW4u7uj0WgwNzfH19c338qOvn37MnLkSNauXZtvXMuWLVM3vH799dd5+eWXgaxNjLt3746bmxsvv/wyLVu25NSpU3nauHr1KhUqVFCXBeZ0+/Ztfv75Z5YuXZrr+d69e+Pj48Po0aOZN28e48ePR6/XY2pqysKFC3MtAywoRjMzM9atW4e/vz+ff/45BoOBl156iRUrVhi935yGDx/O0KFDKVWqFFu2bMl3bM3Nzfnoo49IT09HURQaNGhA165dn9h+tpYtWzJu3DhGjx6NXq8nIyOD7t274+TkxJYtW4iOjsbc3BwLCwtmzJiBwWBg2rRpaqVMtWrVmDhxYoFzyMPDgyNHjuDm5oatrS3NmzfPUzEHcPDgQcLCwjA3N0ej0RitQiqo2ixbUFAQu3fvJj09nYoVKzJq1Cg8PDye6n6h6PO6IBYWFgwcOJB79+4xd+5cXnrpJaPnFdTnokWL8PX1ZePGjTRs2BBHR0f1fR8QEMDMmTPZtGkTZmZmLF682OjcF0IIIYQQ4kWkUZ51nYgQotBSUlLUPXNWr15NfHx8nmVC/2VBQUGYmZkxfPjwkg5FFIOePXuyZcuWfBMxL7Kcvwz4LNLS0ihdujQajYYrV64wZMgQDh06RLly5Z6p3ezy4xWhf3I/VZ/veWFL3Z+pH/HfIMsBRHGRuSSKi8wlUVxkLj2b7L9zOjk5Gd0WQiqUhPgbLV26lDNnzqiVS3Pnzi3pkF4oI0eOLOkQRDE6cOBASYdQ4s6cOcPixYvVPb7mzZv3zMmknDZMf8Po/9yz6TL0WJibFlt/QgghhBBCZJOEkhB/o1mzZpV0CEKIQoiNjS2Wdtq2bUvbtm2Lpa2nIckkIYQQQgjxvMim3EIIIYQQQgghhBCiSCShJIQQQgghhBBCCCGKRBJKQgghhBBCCCGEEKJIJKEkhBBCCCGEEEIIIYpEEkpCCCGEEEIIIYQQokgkoSSEEEIIIYQQQgghikQSSkIIIYQQQgghhBCiSCShJIQQQgghhBBCCCGKRBJKQgghhBBCCCGEEKJIJKEkhBBCCCGEEEIIIYpEEkpCCCHEf5wuQ1/SIQghhBBCiH8Ys5IOQAghhBBP5z2/77if+uzJoLCl7sUQjRBCCCGE+C+RCiUhhMhHRkYGK1eupFu3bri5udGjRw8WLlxIRkZGkdtavXo1Op1Offzw4UPee+89Bg8ezLhx4/j999+fOd5p06axdevWIl1z8+ZNGjRogLu7O71792bAgAFcunTpmWP5J/j9998ZNWoUvXv3pnfv3nh5eXH58uWnbm/69OmcOnXqieeNGDGCGzduPHU/QgghhBBCvAikQkkIIfLh4+ODVqslODgYa2trMjIyCAkJQafTYW5uXqg2MjMzMTMzY82aNQwfPhwLCwsAypYty4YNG55n+IVmY2NDaGgoAF9++SW+vr7s3bs31znZ9/Gsiqud4jBnzhzatWvHkCFDALh9+/Yzxebn51eo89avX//UfQghhBBCCPGieDH+Vi+EEC+Y69evc/jwYY4dO4a1tTUA5ubmDBgwAIDY2FjmzJnDo0eP0Gq1eHt7M2zYMCCrUsjKyorr169z7949mjRpAsDAgQMxMTFhy5YtHDt2jM2bN6vVTlOnTqV169YAnD9/Hj8/P9LS0ihTpgzTp0+ncePGeWK8ffs2U6ZM4d69e9SoUQO9/v+XPqWkpLBgwQJiY2PRarU4Ozvj4+ODqalpgffdpk0bli9fDoCrqyt9+/YlKioKOzs7pk+fzvz587lw4QIAffr0YeTIkQBcuXIFHx8fHj16hKOjIzdu3GD06NF06tSJIUOG8Nprr/HLL79gaWlJYGAgo0aN4t69e2i1Who3bsycOXOwsLAgJCSE8PBwbGxsiI2NxdbWlk8++YTFixcTHx+Pk5MTAQEBaDQawsLCjI6hwWBg7ty5REVFYWFhQZkyZdixY0eee7116xZVq1ZVH9va2qp/vnv3LrNmzVIrid599108PDwAuHr1Kn5+fty5cweA4cOH4+npyZAhQxg+fDidOnXKN7bscV23bh316tVjzZo1hIeHY2lpiUajYfPmzZQtW7bA10gIIYQQQogXgSSUhBDCiP/973+88sorlCtXzujx6tWrs2nTJiwsLEhNTaV///60a9cOe3t7AM6ePcvWrVspU6YMANu3b2fHjh1YWVkB0LZtW3r16oVGo+HatWsMGzaM48ePo9PpGDt2LP7+/ri4uBAZGcnYsWP59ttv1eqmbPPnz6dly5Z8+OGHJCQk0KdPH9q1awfAggULaNmyJX5+fhgMBiZNmkRwcDDe3t4F3vehQ4eoX7+++vjOnTts2bIFgCVLlmAwGAgLCyM1NZUBAwbg4OBAhw4dmDJlCm+//Tbu7u5cuHAhTz+XL1/m888/x8zMDEVRCAgIoEKFCiiKwtSpUwkODmbQoEEAXLhwgbCwMKpWrcqoUaOYOHEiW7dupXTp0nh6ehIZGYmLi0u+YxgTE0NkZCQHDx7ExMSEBw8eGL3X9957jylTptCwYUOaNGlCt27d1MTd/PnzefXVV1m7di2JiYl4eXnRoEED6tSpw5gxYxg3bhw9evQA4N69e3nazi+2nB48eMDnn39OZGQkpUqVIiUlhVKlShX4+jxPp0+fLrG+RcmT118UF5lLorjIXBLFRebS8yMJJSGEeArp6enMnj2b2NhYNBoNiYmJxMTEqAml7t27q8kkYxISEpg4caK6zOru3bvcuXOHpKQkzM3NcXFxAaB169aYm5sTFxeHg4NDrjaio6OZMWMGAHZ2dmoFDEBERATnz59n48aNarw5K3BySk5Oxt3dHUVRsLOzY+HCheqx7KocgMjISHx9fdFoNFhbW+Pm5kZkZCTNmzfn8uXL9O7dG4BGjRrlibV3797qcjKDwcAXX3zB8ePHMRgMPHjwIFcipVmzZmrlUP369alevTo2NjYAODo6Eh8fj4uLS75jaGdnh16vZ/r06Tg7O9OpUyej952dgIuMjOTUqVO8/fbbzJs3j169ehEZGcm0adMAqFKlCh06dCA6OhqNRkNmZqaaTAKoUKFCnrbzi61y5crqOdbW1tSuXZvJkyfTrl07OnbsqFbDlYTmzZuXWN+iZJ0+fVpef1EsZC6J4iJzSRQXmUvPRqvVcvHixXyPS0JJCCGMaNCgAfHx8Tx48MBoldKyZcuoXLkyCxcuxMzMjOHDh6PVatXjBSWTACZMmMC0adPo0qULBoOBJk2aoNVqURQFjUaT53xjzxVEURQCAwOxs7N74rk591B6XM77MBabRqNRny8oxpzthIWFcfr0abZt24a1tTXr1q3j+vXr6nFLS0v1z6ampnkeZy/ty28MK1euzNdff010dDSRkZEEBASwd+/eXMmcbBUqVKBnz5707NmTqlWrEh4eTq9evdR7M3avhZFfbDmZmpqya9cuzpw5Q1RUFF5eXmzYsAFHR8dC9SGEEEIIIURJkl95E0III2rVqoWrqyszZ84kJSUFAL1ez5dffklqairJyclUrVoVMzMzLl++/MRf97KyslLbgayqoBo1agCwZ88e9Rfg6tSpg06nIyoqCoCoqCgyMzOpVatWnjZff/11goODgayKmMjISPWYq6srQUFBavIlKSmJhISEpxyNLC4uLuzZswdFUUhJSeHAgQO0bt0aGxsb6tatS3h4OAC//vprgb+WlpycTIUKFbC2tiY5OVm9rqjyG8OkpCTS09Np3749kyZNwsbGxui9Hz16VE3y6PV6YmNj1fZat27Nzp07gaxlf8eOHcPZ2Zk6depgZmbGwYMH1XaMLXnLL7acUlJSSEpKolWrVowdO5Z69erx22+/PdVYCCGEEEII8XeTCiUhhMjHwoULWbt2LX379sXc3ByDwUCHDh2wsLBg9OjRTJkyhf3791OzZk1atmxZYFvDhw9n6NChlCpVii1btuDj48OYMWOwtbWlVatWlC9fHgALCwtWrVqVa1PulStX5tk/CbJ+pn7KlCkcOnSI2rVr06ZNG/WYr68vS5Yswd3dHY1Gg7m5Ob6+voWqWMrPmDFjmDdvnrq0rU+fPrRv3x6ARYsW4evry8aNG2nYsCGOjo7qMrXHeXh4cOTIEdzc3LC1taV58+Z5qncKI78x/PPPP/nkk0/IzMxEr9fTvn17mjZtmuf66OhoFi1ahJmZGXq9HicnJz7++GMAZsyYwcyZM9V7nTRpEq+++ioAgYGBzJ07l8DAQDQaDcOHD8+1NLCg2HJKSUnho48+Ij09HUVRaNCgAV27di3yOAghhBBCCFESNEph6/eFEEKIfKSlpVG6dGk0Gg1XrlxhyJAhHDp0KN9NzcWzyV7PviL0T+6n6p98wROELXUvhqjEP5XsLyGKi8wlUVxkLoniInPp2WT/ndPJySnXNhTZpEJJCCHEMztz5gyLFy9W9xiaN2+eJJP+Bhumv2H0f+5FpcvQY2FuWgwRCSGEEEKI/wpJKAkhhHhmbdu2pW3btiUdhnhKkkwSQgghhBBFJZtyCyGEEEIIIYQQQogikYSSEEIIIYQQQgghhCgSSSgJIYQQQgghhBBCiCKRhJIQQgghhBBCCCGEKBJJKAkhhBBCCCGEEEKIIpGEkhBCCCGEEEIIIYQoEkkoCSGEEEIIIYQQQogikYSSEEIIIYQQQgghhCgSSSgJIYQQQgghhBBCiCKRhJIQQgghnpouQ1/SIQghhBBCiBJgVtIBCCGEEOLpvOf3HfdTSzahE7bUvUT7F0IIIYQQJUMqlIQQQgghhBBCCCFEkUhCSfxnHDx4EA8PD9zd3enevTsTJ04s9j7c3d1JT08v9nYBpk2bxtatW59L2/8UDx8+ZP369X9rn0OGDOH7778HYOXKlRw4cOCZ29RqtXTp0gWDwVDoa0aMGMGNGzeeue8nWb16NYsWLSq28/ITGhr6TNc/D0eOHClUTBcuXCjU58fNmzdxdnYujtCEEEIIIYR44ciSN/GfkJiYyJw5c9i7dy/VqlVDURRiYmKK3E5mZiZmZvm/bUJDQ58lTPEEDx8+ZMOGDYwYMaJE+v/444+LpZ0TJ07g7OyMiUnhc/p/dyLtecj5/jly5AhDhw4t4Yhy69y5M507d37ieY0aNWLp0qV/Q0RCCCGEEEK8uCShJP4T7t69i5mZGeXLlwdAo9FQv3599fgvv/xCQEAAqampAIwdO5aOHTty8+ZN+vbty+DBgzlx4gS9evVi1apVHDx4kIoVKwKwcOFCrK2t+fDDD3FwcODMmTNYWVnx22+/4efnx19//QXAe++9h7u7O+fPn8fPz4+0tDTKlCnD9OnTady4cZ6Yb9++zZQpU7h37x41atRAr///fVJSUlJYsGABsbGxaLVanJ2d8fHxwdTUNFcb0dHR+Pn50bBhQ2JiYjA1NWXhwoXUrVuXO3fuMGHCBFJTU9FqtXTo0IEpU6YAkJycjK+vL7/99hu2trbY2try0ksvMXXqVCIjI1mxYgVarRa9Xs/777+Pm5sbkFXN07BhQ86fP8/vv//O0KFDsbW1ZevWrSQmJjJ58mR69OhRqDEfOHAgx44d49GjR/j5+dGiRQvmzp1LcnIy7u7ulC5dmh07dhAfH8/MmTNJSkrCzMyM8ePH0759+zzjmZqayvz587lw4QIAffr0YeTIkWrcTk5OnDt3jsTERHr06MGkSZPytDFt2jScnJwYPHgwq1evJi4ujuTkZBISEqhZsyYrV66kdOnS6HQ6li9fzs8//0xGRgb16tVj9uzZWFlZAVnJFGOJi65du7Jq1SocHR0B2LJlC//73/9YsGABrq6urFu3jnr16vHFF1/w9ddfo9frsbS0ZPbs2bnmc7bsOH744QdMTEyws7Nj7dq1QFaC6ptvvkGv12Nra8u8efOoXLlyrutXr15NWloaU6dONfo4W2xsLHPmzOHRo0dotVq8vb0ZNmyYOmZWVlZcv36de/fuERISgk6n49dff6VZs2Z5Yi7KHJo4cSJxcXFkZGRQs2ZN/P39KVeuHADLly/nwIED2Nra0qhRI6KjowkJCSEkJISjR4+yatUqgFyPc/45Ojoaf39/mjRpwtmzZ9FoNCxfvhx7e3uio6NZtGgRISEhBc7XbMuXL89zLDMzk1GjRnHv3j20Wi2NGzdmzpw5WFhY5BkTIYQQQgghXkSSUBL/CY6OjjRu3JiOHTvi7OxMs2bNcHd3p0KFCjx8+JBZs2YRFBRElSpVSExMpF+/foSHhwNw//597O3t+eijjwD49ddfCQ8PZ+jQoWRmZhIeHs6OHTty9ZeRkcGYMWOYMGECPXr0QFEU7t+/j06nY+zYsfj7++Pi4kJkZCRjx47l22+/zfNFcv78+bRs2ZIPP/yQhIQE+vTpQ7t27QBYsGABLVu2xM/PD4PBwKRJkwgODsbb2zvPvcfGxjJjxgxatWrF3r17mTJlCiEhIZQtW5Z169ZhZWVFRkYG7777LsePH6d9+/asXbuWsmXLcujQIe7fv4+XlxfdunUDoEGDBmzfvh1TU1Pu3r2Ll5cXbdu2Vb/I37p1i61bt3Lnzh26du3KsGHD2LFjB+fPn+fDDz+kR48ehRrzpk2bMn78ePbv309AQAA7duxg5syZ9O3bN1cl2KRJk/D29qZ///5cuXKFt956K1fCL1tgYCAGg4GwsDBSU1MZMGAADg4OdOjQAYA///yTbdu2kZqaSpcuXejXrx+1atUqcF5dvHiRPXv2YGNjw7vvvktYWBje3t5s2LABGxsb9uzZA8CSJUsICgpi/PjxGAwGIiMjmTFjRp723N3d2bt3Lz4+PgC5/pyTh4cHw4cPB7KqnWbNmsWuXbvynBcUFERCQgIhISFYWFiQlJQEZFXS3bhxg127dmFiYsL27dtZuHDhU1fdVK9enU2bNmFhYUFqair9+/enXbt22NvbA3D27Fm2bt1KmTJl1JhbtWqVb4VWYeYQwPTp09XXefny5axfv55JkyYRERFBREQE+/bto1SpUnzwwQdPdV9XrlxhwYIFzJ07l08//ZTAwECjY5TffC3omKmpKQEBAVSoUAFFUZg6dSrBwcEMGjToqWItaadPny7pEMQzktdQFBeZS6K4yFwSxUXm0vMjCSXxn2BiYkJgYCCXL1/m559/5vDhw3z++eeEhYXxyy+/cPPmzVzLqDQaDfHx8VSoUAFLS0v1CyyAl5cXfn5+DB06lOPHj2Nvb0+NGjVy9RcXF4fBYFCv02g0VKhQgdjYWMzNzXFxcQGgdevWmJubExcXh4ODQ642oqOj1aSDnZ0drVu3Vo9FRERw/vx5Nm7cCEB6ejq2trZG7/2VV16hVatWQFbC4pNPPiElJQUTExMWL17M2bNnURSFu3fvEhMTQ/v27XP1Xb58ebp06aK2l5SUhK+vL/Hx8ZiamvLgwQPi4uJo2rQpAN27d8fExARbW9tc1zZs2JDbt2+j1Wo5e/ZsgWNepkwZOnXqBEDTpk3z3dcmJSWFS5cu0bdvXwDq1q1L/fr1OXfuHK6urrnOjYyMxNfXF41Gg7W1NW5ubkRGRqoJpey4bWxssLe358aNG09MKLVt25ayZcsC0LhxY3WPo4iICFJSUvjmm2+ArEqh7Kqjc+fO4ejoSKlSpfK05+npibe3N5MnT+batWskJyfnqnTJdvHiRT777DMePHiARqPh+vXrRuP7/vvvmTZtmpqszE6+REREcPHiRTw9PQHQ6/VYW1sXeK8FSU9PZ/bs2cTGxqLRaEhMTCQmJkZNKHXv3l1NJkH+FVrZCjOHLC0tCQ0NJSwsjIyMDNLS0tTXKzo6mp49e6oVYf369SMwMLDI91W7dm0aNGgAZM3D7L20HlfQfM3vmMFg4IsvvuD48eMYDAYePHhgdE78UzRv3rykQxDP4PTp0/IaimIhc0kUF5lLorjIXHo2Wq2Wixcv5ntcEkriP6VevXrUq1ePt956i549e3Ly5EksLCxwcHBg27Ztec6/efMmpUuXRqPRqM+1aNGC1NRUYmNj2bt3r/qlvDAURcnVVjZjzz2pncDAQOzs7Ip0XU4bN27k4cOH7N69G0tLSz755BO0Wm2BcQLMnj0bV1dX1qxZg0ajoVu3bup1AJaWluqfTU1N1cfZy/EyMzNRFKXAMc9ZrWViYkJmZmaR7s1Y7MbuKefjx+POucQwP49fk3P8Zs2alSsJmO3w4cP5JlNefvll7O3tOX78OCdPnsTDwyNPzDqdjo8//pitW7eqCRZjS/yy48jv+dGjR9OvX78C78/U1DTXxuE5X+ecli1bRuXKlVm4cCFmZmYMHz4817k5k0mKonDixAl8fX3z7bcwc+jChQt89dVX7Nixg4oVKxIWFqZWaeV330W5J6DQ87Cg8/I7FhYWxunTp9m2bRvW1tasW7cu38SgEEIIIYQQLyL5lTfxn3D79m3Onj2rPr516xZJSUnUqFGD1157jfj4eKKiotTj58+fL/BLqbu7Oxs3buTnn39Wl4LlVKdOHczMzDh48CCQ9QX33r171KlTB51Op/YVFRVFZmam0UqY119/neDgYAASEhKIjIxUj7m6uhIUFKQmPZKSkkhISDAaa3x8PKdOnQKyvsTWq1cPa2trkpOTqVy5MpaWlty+fZsjR46o1zg7O7Nv3z4AHjx4kOtYcnIy1atXR6PR8NNPPxEfH5/vOOXnacYcwNramvT0dPVLubW1NfXr12fv3r0AXL16lZiYGJo0aZLnWhcXF/bs2YOiKKSkpHDgwAGjCZ/i4OrqyqZNm9Rf/EtJSeHq1asAHD16lI4dO+Z7raenJ7t37yY8PNxoslKn05GZmUm1atUA2L59e4FxfPnll+h0OgB1yZurqyvbt2/nwYMHapvGNqmvWbMmv/76KwaDgZSUFI4ePWq0n+TkZKpWrYqZmRmXL19W55sx586do169epQuXTrfcwrj4cOHWFtbU758eXQ6nfpegazKv4MHD5KWloZer891rGbNmsTGxqLT6dDpdGoV2d8tOTmZChUqqO/F7OWeQgghhBBC/FNIhZL4T8jMzGT16tX8/vvvlCpVCoPBwLhx49TlLIGBgSxZsgR/f38yMjKws7Nj3bp1+bbn6elJ586d8fLyMvrF2MzMjMDAQObOnYu/vz/W1taMGTOG3r17s2rVqlybcq9cudLoRrzTp09nypQpHDp0iNq1a9OmTRv1mK+vL0uWLMHd3R2NRoO5uTm+vr5GK5bq169PeHg4/v7+6jI3yNr8+OOPP8bDw4OqVavmSq588MEH+Pj44ObmRvXq1WnWrJm6JGrixInMmTOH9evX4+DgkGepXmGUK1euyGMOWcvvevfuTe/evSlXrhw7duwgICCAmTNnsmnTJszMzFi8eHGe/ZMAxowZw7x58+jduzeQtSl3fpU9z2rkyJGsWbOGfv36odFo0Gg0fPjhhwBUqFDBaHzZunXrxrx582jUqBEvv/xynuPW1taMHTuWfv36Ua1atQLvYeTIkSxduhQPDw/Mzc155ZVXWLVqFR4eHty/f5/BgwcDWQnPQYMGqcvysnXt2pWDBw/i5ubGK6+8QsOGDY32M3r0aKZMmcL+/fupWbMmLVu2zDemgiq0iqJ9+/bs37+fHj16YGtri5OTk7rheqdOnTh37hweHh5UqVIFZ2dnbt++DWQlM1u3bk2vXr2oUaMG9vb23Llz55njKSoPDw+OHDmCm5sbtra2NG/evMBqKSGEEEIIIV40GuVJJQFCiGfy66+/8v3336sJhb9Tzl+jKoqMjAwMBgOWlpakpKQwaNAgfHx81L2fxNMJCgpSl4T9V/Xs2ZMtW7bw0ksv/W19Pu374EWWvZ59Reif3E998vLM5ylsqXuJ9i+enewvIYqLzCVRXGQuieIic+nZZP+d08nJKde2FNmkQkmI52jr1q1s3rxZ3TT6n+Lhw4eMGDECvV6PVqulV69ekkwqBiNHjizpEErcgQMHSjqEf5UN098w+j/3v5MuQ4+FuWmJxiCEEEIIIf5+klAS4jkaPHiwuqyoJDg7Oz9VVcZLL730r6rmEP9tT/s+EIUjySQhhBBCiP8m2ZRbCCGEEEIIIYQQQhSJJJSEEEIIIYQQQgghRJFIQkkIIYQQQgghhBBCFIkklIQQQgghhBBCCCFEkUhCSQghhBBCCCGEEEIUiSSUhBBCCCGEEEIIIUSRSEJJCCGEEEIIIYQQQhSJJJSEEEIIIYQQQgghRJFIQkkIIYQQQgghhBBCFIkklIQQQgjxQtJl6Es6BCGEEEIIkQ+zkg5ACCGE+CfQ6XR89dVXeHt7U7p06ZIOB4D3/L7jfuq/N+kSttS9pEMQQgghhBD5kAolIYQoZq6urnTv3h13d3fc3d3x9/fnyJEjLFq06G+PpaT6NWbTpk389ddfz9xOdHQ0Xl5eRb5uyJAhfP/990/Vp06nY/r06TRq1OiZk0nTp0/n1KlTz9SGEEIIIYQQJU0qlIQQ4jlYtWoV9erVy/Vc586d//Y4OnfuXCL9GrN582ZcXFx46aWXSjqUIrOwsGDJkiXF0pafn1+xtCOEEEIIIURJkoSSEEL8DUJCQjh69CirVq0iOjoaf39/mjRpwtmzZ9FoNCxfvhx7e3vu3LnDhAkTSE1NRavV0qFDB6ZMmQLA6tWriYuLIzk5mYSEBGrWrMnKlSspXbo0Op2O5cuX88MPP2BiYoKdnR1r167N1e+T2r527RopKSlcv36dhg0bMnLkSBYuXMgff/zBG2+8wdSpUwFITExk/vz5/PHHH2i1Wtzc3Hj//feBrOosd3d3Tpw4wZ07dxg+fDiDBw/m008/JTExkbFjx2JpacnSpUupVq0a8+fP58KFCwD06dOHkSNHGh2/5cuXc+DAAWxtbWnUqFGuY3v37mX79u3o9Xqsra2ZPXs2derUKfD1mDZtGhYWFly/fp2EhATeeOMNOnXqxOrVq7l16xZvv/02b7/9NgDnz5/Hz8+PtLQ0ypQpw/Tp02ncuDG+vr44ODio512+fJnRo0dz+PBhUlNTWbBgAbGxsWi1WpydnfHx8cHU1JQhQ4YwfPhwOnXqxM6dO9m0aRMWFhYYDAZWrFiBvb3900wxIYQQQggh/laSUBJCiOcgO3ECMGnSpDzHr1y5woIFC5g7dy6ffvopgYGBLF26lLJly7Ju3TqsrKzIyMjg3Xff5fjx47Rv3x6AixcvsmfPHmxsbHj33XcJCwvD29uboKAgEhISCAkJwcLCgqSkpDx9PqntX3/9leDgYMqUKYOnpydLly5lw4YNZGZm0rlzZwYMGECtWrWYOnUqY8aMoWXLluh0OoYNG0ajRo1o06YNAOnp6ezcuZObN2/Su3dvPD09GT16NLt3785VubVkyRIMBgNhYWGkpqYyYMAAHBwc6NChQ664IyIiiIiIYN++fZQqVYoPPvhAPXbq1CkOHjzItm3bsLCw4NixY/j6+rJjx44nvka//fYbX375JXq9HldXV5KTk9m6dSt37tyhe/fu9OvXD3Nzc8aOHYu/vz8uLi5ERkYyduxYvv32W7y8vPDz81MTSiEhIXh6eqLRaFiwYAEtW7bEz88Pg8HApEmTCA4OxtvbO1cMixcvJjw8nGrVqqHT6dDr/737IQkhhBBCiH8XSSgJIcRz8PiSt5CQkFzHa9euTYMGDQBo2rSpurePXq9n8eLFnD17FkVRuHv3LjExMWrSp23btpQtWxaAxo0bc+PGDQC+//57teoGoGLFinliKkzbNjY2ADg4OODo6IiFhQUWFhbUrl2bGzduUKVKFU6ePJkrYZWamsrVq1fVhFLPnj0BqFGjBmXLluXWrVtGq24iIyPx9fVFo9FgbW2Nm5sbkZGReRJK0dHR9OzZEysrKwD69etHYGAgkJVsiomJoX///gAoisLDhw/zfV1y6tKlizpetWvXpkOHDpiYmGBra6vGnZmZibm5OS4uLgC0bt0ac3Nz4uLiaNGiBampqcTExFC3bl3Cw8PZuXOnGtf58+fZuHEjkJVks7W1zRPD66+/jo+PD507d6Zjx47Y2dkVKvb/ktOnT5d0CP8JMs6iuMhcEsVF5pIoLjKXnh9JKAkhRAnITmQAmJiYkJmZCcDGjRt5+PAhu3fvxtLSkk8++QStVquem131BGBqaqoeUxTliX0Wte3HH+v1egwGAxqNhj179mBubm60H2PXGaMoChqNJtdzjz9+0r0pikLfvn35+OOP8z0nP4W5X2Mx5ozT3d2dffv20apVK+zt7alevboaV2Bg4BMTRGvWrOHChQtERUUxdOhQZs+enSeh9l/XvHnzkg7hX+/06dMyzqJYyFwSxUXmkiguMpeejVar5eLFi/kel195E0KIF0hycjKVK1fG0tKS27dvc+TIkUJd5+rqypdffolOpwMwuuTtadvOydramubNmxMUFKQ+9+eff3Lnzp0nXmtlZUVycrL62MXFhT179qAoCikpKRw4cIDWrVvnua5169YcPHiQtLQ09Ho9wcHB6jFXV1dCQ0O5desWkFWFVdD/9IqqTp066HQ6oqKiAIiKiiIzM5NatWoB4OnpSXh4OLt37871y3Ourq4EBQWpybSkpCQSEhJytZ2ZmUlCQgKNGzdm5MiRtGnThkuXLhVb7EIIIYQQQjxPUqEkhBAvkCFDhvDxxx/j4eFB1apVjSZYjBk5ciRLly7Fw8MDc3NzXnnlFVatWlUsbT8uICCABQsW0Lt3byArUeTn50flypULvG7o0KH4+vpSqlQpli5dypgxY5g3b57aTp8+fdTldzl16tSJc+fO4eHhQZUqVXB2dub27dsAtGzZknHjxjF69Gj0ej0ZGRl0794dJyenp7q3x1lYWLBq1apcm3KvXLlSrTB7+eWXqVu3LidPnmTZsmXqdb6+vixZsgR3d3c0Gg3m5ub4+vrmqlgyGAxMmzaN5ORkNBoN1apVY+LEicUStxBCCCGEEM+bRinMOgkhhBBCvDCyy49XhP7J/dR/70beYUvdSzqE/wRZDiCKi8wlUVxkLoniInPp2WT/ndPJySnX9hDZpEJJCCGE+IfaMP0No/9z/7fQZeixMDct6TCEEEIIIYQRsoeSEEIIIV5IkkwSQgghhHhxSUJJCCGEEEIIIYQQQhSJJJSEEEIIIYQQQgghRJFIQkkIIYQQQgghhBBCFIkklIQQQgghhBBCCCFEkUhCSQghhBBCCCGEEEIUiSSUhBBCCCGEEEIIIUSRSEJJCCGEEEIIIYQQQhSJJJSEEEIIIYQQQgghRJFIQkkIIYQQQgghhBBCFIkklIQQQgghhBBCCCFEkUhCSQghhBDiBaTL0Jd0CEIIIYQQ+TIr6QCEEEL880VGRqLRaHj99ddLOpT/lPf8vuN+qiQd/q3ClrqXdAhCCCGEEPmSCiUhxHPl6upK9+7dcXd3x93dHX9/f44cOcKiRYv+9lhKql9jNm3axF9//fXc2l+9enWR77VHjx788MMPuZ5LTU2lWbNm3Lx5M9/rrl69SmBgII0aNfrbYn2SYcOG8dtvv+V53sHBgdTU1GLt63EjRozgxo0bz7UPIYQQQgghSppUKAkhnrtVq1ZRr169XM917tz5b4+jc+fOJdKvMZs3b8bFxYWXXnqppENReXl5ERISQrt27dTnDh06ROPGjalRo0a+1126dIlly5ZhZWX1d4T5RA8fPuT27du8+uqrJdL/+vXrS6RfIYQQQggh/k6SUBJC/O1CQkI4evQoq1atIjo6Gn9/f5o0acLZs2fRaDQsX74ce3t77ty5w4QJE0hNTUWr1dKhQwemTJkCZFW1xMXFkZycTEJCAjVr1mTlypWULl0anU7H8uXL+eGHHzAxMcHOzo61a9fm6vdJbV+7do2UlBSuX79Ow4YNGTlyJAsXLuSPP/7gjTfeYOrUqQAkJiYyf/58/vjjD7RaLW5ubrz//vtAVnWWu7s7J06c4M6dOwwfPpzBgwfz6aefkpiYyNixY7G0tGTp0qVUq1aN+fPnc+HCBQD69OnDyJEjAVizZg3h4eFYWlqi0WjYvHkzZcuWzTWmycnJTJ8+nStXrlCtWjUqVqxIpUqVANTx+Pnnn8nIyKBevXrMnj07TwLI09OTwMBAHjx4QLly5dTXauDAgQW28eOPP3L//n0GDx6c79ivXr2atLQ0ddwef5xNr9cTEBCgVkq1a9eOSZMmYWpqys6dO9m0aRMWFhYYDAZWrFiBvb19nvl19OhROnToUKQ5uXfvXrZv345er8fa2prZs2dTp04dYmNjmTNnDo8ePUKr1eLt7c2wYcMA8o3H1dWVdevWUa9ePYYMGYKTkxPnzp0jMTGRHj16MGnSJACuXLmCj48Pjx49wtHRkRs3bjB69Gg6depUpNiFEEIIIYQoCZJQEkI8d9mJE0D9Mp3TlStXWLBgAXPnzuXTTz8lMDCQpUuXUrZsWdatW4eVlRUZGRm8++67HD9+nPbt2wNw8eJF9uzZg42NDe+++y5hYWF4e3sTFBREQkICISEhWFhYkJSUlKfPJ7X966+/EhwcTJkyZfD09GTp0qVs2LCBzMxMOnfuzIABA6hVqxZTp05lzJgxtGzZEp1Ox7Bhw2jUqBFt2rQBID09nZ07d3Lz5k169+6Np6cno0ePZvfu3bkqt5YsWYLBYCAsLIzU1FQGDBiAg4MDTZs25fPPPycyMpJSpUqRkpJCqVKl8tzP2rVrsbKy4sCBAyQlJeHl5UWPHj0A2LBhAzY2NuzZs0ftKygoiPHjx+dqo1KlSjg7OxMeHs5bb71FfHw8v/32G127di10G4UZ+4Ls3LmTS5cuERISAmQtH9u5cydvvvkmixcvJjw8nGrVqqHT6dDrje8ddPjwYYYMGVLoPk+dOsXBgwfZtm0bFhYWHDt2DF9fX3bs2EH16tXVpFFqair9+/enXbt22NvbFzqeP//8k23btpGamkqXLl3o168ftWrVYsqUKbz99tu4u7tz4cIFvL29izRW4r/h9OnT/6p+xL+fzCVRXGQuieIic+n5kYSSEOK5e3zJW3ayIFvt2rVp0KABAE2bNuX7778HsqpVFi9ezNmzZ1EUhbt37xITE6Mmfdq2batW6jRu3Fjdt+b7779n2rRpWFhYAFCxYsU8MRWmbRsbGyBr3x1HR0csLCywsLCgdu3a3LhxgypVqnDy5MlcSZPU1FSuXr2qJpR69uwJQI0aNShbtiy3bt0yWlUTGRmJr68vGo0Ga2tr3NzciIyMpG3bttSuXZvJkyfTrl07OnbsiLW1dZ7ro6OjmTFjhnq/b7zxhnosIiKClJQUvvnmGyCrYsnR0TFPGwD9+vXj008/5a233iIkJISePXtiaWlZ6DYKM/YFiYyMxNPTU73ey8uLw4cP8+abb/L666/j4+ND586d6dixI3Z2dnmu1+l0XLx4kWbNmhW6z4iICGJiYujfvz8AiqLw8OFDICshOHv2bGJjY9FoNCQmJhITE4O9vX2h4gHo3r07JiYm2NjYYG9vz40bN6hUqRKXL1+md+/eADRq1AgHB4cijZX4b2jevPlz7+P06dN/Sz/i30/mkiguMpdEcZG59Gy0Wi0XL17M97gklIQQJS47eQBgYmJCZmYmABs3buThw4fs3r0bS0tLPvnkE7RarXpudtUTgKmpqXpMUZQn9lnUth9/rNfrMRgMaDQa9uzZg7m5udF+jF1njKIoaDSaXM9pNBpMTU3ZtWsXZ86cISoqCi8vLzZs2JAnmVPQPSuKwqxZs2jdunW+52Tr2LEjs2bNIiYmhtDQUFavXl2kNvKLw9TUFIPBoD7OOdaPX29sHCBr6d+FCxeIiopi6NChzJ49O8/StsjISFq1aoWpqWnBN/pYn3379uXjjz/Oc2zZsmVUrlyZhQsXYmZmxvDhw9XYCxMPGJ8D2ff5+L0KIYQQQgjxTyG/8iaEeGElJydTuXJlLC0tuX37NkeOHCnUda6urnz55ZfodDoAo8uunrbtnKytrWnevDlBQUHqc3/++Sd37tx54rVWVlYkJyerj11cXNizZw+KopCSksKBAwdo3bo1KSkpJCUl0apVK8aOHUu9evWM/npZ69at1cqve/fucfjwYfWYq6srmzZtIj09HYCUlBSuXr1qNC4zMzP69OnD9OnTsbGxUX+5rbBt5Df2NWvW5Ndff8VgMJCSksLRo0eN9u/i4sLevXvJyMggIyODffv20bp1azIzM0lISKBx48aMHDmSNm3acOnSpTzXHzlypMgbr7u6uhIaGsqtW7eArOq17H+JSU5OpmrVqpiZmXH58mVOnToFUOh48mNjY0PdunUJDw8HspZYXr58uUhxCyGEEEIIUZKkQkkI8cIaMmQIH3/8MR4eHlStWrVQFTYAI0eOZOnSpXh4eGBubs4rr7zCqlWriqXtxwUEBLBgwQJ16ZKVlRV+fn5Urly5wOuGDh2Kr68vpUqVYunSpYwZM4Z58+ap7fTp04f27dtz69YtPvroI9LT01EUhQYNGtC1a9c87Y0ZMwZfX1969uxJ9erV1SV32eOxZs0a+vXrp1bFfPjhh0aX3kHWsrcvvvgCHx+fIreR39h37dqVgwcP4ubmxiuvvELDhg2N9j1gwABu3LiBp6cnkLX00NvbG71ez7Rp00hOTkaj0VCtWjUmTpyY61pFUfjpp5+YNm1agWPfvXt3tTKodOnSfPPNN4wbN47Ro0ej1+vJyMige/fuODk5MXr0aKZMmcL+/fupWbMmLVu2BMBgMDwxnidZtGgRvr6+bNy4kYYNG+Lo6KgusxRCCCGEEOJFp1EKszZECCGEeMGdO3eOdevWsW7dupIOpVDS0tIoXbo0Go2GK1euMGTIEA4dOqT+wl5Bstezrwj9k/upxpdRin++sKXuf0s/sr+EKC4yl0RxkbkkiovMpWeT/XdOJyenXNs4ZJMKJSGEEP8KTZs2/cckkwDOnDnD4sWL1X2n5s2bV6hkUk4bpr9h9H/u4t9Bl6HHwrzw+4EJIYQQQvydJKEkhBBClIC2bdvStm3bkg5DvMAkmSSEEEKIF5lsyi2EEEIIIYQQQgghikQSSkIIIYQQQgghhBCiSCShJIQQQgghhBBCCCGKRBJKQgghhBBCCCGEEKJIJKEkhBBCCCGEEEIIIYpEEkpCCCGEEEIIIYQQokgkoSSEEEIIIYQQQgghikQSSkIIIYQQQgghhBCiSCShJIQQQgghhBBCCCGKRBJKQgghhBAvMF2GvqRDEEIIIYTIw6ykAxBCCCHE03nP7zvup0qy4d8ubKl7SYcghBBCCJHHv7JCSafTsWnTJlJTU0s6FCFeSCkpKWzatAmDwVDSoQghhBBCCCGE+Ad6oRNKGRkZrFy5km7duuHm5kaPHj1YuHAhGRkZ+V6j0+nw9fWlYcOGWFlZGT3n5s2bODs7A3D79m2GDBmiHlu9ejU6ne6p4o2Li+ODDz6gc+fO9OrVC29vbw4fPvxUbRXkwoULTJw4sdjbzU9ISAhjx44t8nUGg4FBgwZx69at5xBVyTty5AiLFi0yeiw6OhovL6+/OaLCmzt3LrVr18bEJOsjIOd74nGPH3N3dyc9Pf1vifNZHD58mPPnzz/19a6urly+fLlI1zw+Vg4ODs+c2H6R5lJx3M+TPHz4kPXr1z/XPvLzPD5bCzOPkpKS8Pb2JjMzs1j7FkIIIYQQ4nl6oRNKPj4+XLlyheDgYL7++mv2799P7dq1jSZ89Pqskn8LCwsCAgJo2bJlofqwtbVly5Yt6uM1a9YUmLDKT2JiIoMHD+aNN97gyJEjhIeHs2bNGlJSUorc1pM0atSIpUuXFnu7xe3QoUO8+uqrVK1atdja/Du/cBkMBhRFyfd4586dmTp16t/WX3FJTEzkjTfeoEOHDk91fWhoKKVKlSrmqIrfkxJK2Z8Z/0Z/11x6Hh4+fMiGDRue6tpn+XzIzMwssc/WihUr0qRJE0JDQ//2voUQQgghhHhaL+weStevX+fw4cMcO3YMa2trAMzNzRkwYACQVTXz9ddfU7FiRa5evYqfnx86nY6AgAD1X9DHjh1Lx44dAdi2bRubNm2icuXKtGrVSu3n5s2b9O3bl+joaObMmQPAwIEDMTExYcuWLeh0OmbNmsWNGzcAePfdd/Hw8MgT77Zt23B2ds51rEqVKurj+Ph4Zs6cSVJSEmZmZowfP5727dsDWf/qP378eL777jvu37/PlClT6NatG48ePWLq1KlcuXIFMzMzateuzcqVK4mOjmbRokWEhIQAsHXrVjZv3oyNjQ0dOnRg27ZtREdHq/c2cOBAjh07xqNHj/Dz86NFixZkZmYyatQo7t27h1arpXHjxsyZMwcLCwt0Oh3z588nOjoaW1tb6tSpo96TXq8nICCAH374AYB27doxadIkTE1N84zJzp07+eCDD9THQ4YMwdHRkZiYGG7dukWPHj2YMGECAF988QVff/01er0eS0tLZs+eTf369dXxmTx5MseOHaN58+b06NGDOXPm8OjRI7RaLd7e3gwbNixP/3/99RcTJ07kr7/+AqB169b4+voCsH79er755hv0ej22trbMmzePypUrs3r1auLj40lLSyMhIYF3332X7777jrVr1wJZXzo7duzIjh07OHnyJEePHmXVqlUALF++nAMHDmBra0ujRo1yxRIUFMT+/fuBrITgjBkzsLKyytPf1q1bOXfuHJ9++ik6nQ5zc3N8fHxo2rQp165dw8fHh0ePHmEwGPD09OTdd9/Nc98ODg58+OGH/PTTT9y7d48JEybQrVu3XHP9jTfeyPU426JFi/j555/RarXMmjWLFi1aGG3/zJkzWFlZqe+9O3fuADB8+HA8PT3zne/5zenH5Xf94zEbuweAH374gYiICE6cOMHu3bt55513qFatGv7+/rRo0YILFy4wevRoUlJS2Lx5s5pEnjp1Kq1bt1bbCQsL48yZMyQmJvL2228zePBgdZxOnjxJRkYGFSpUwN/fn+rVq+e5D4AtW7bkeW8DTJw4kbi4ODIyMqhZsyb+/v6UK1fuhZpL3377LcuWLaN8+fLq51W248ePs2zZMvR6PRUrVmTu3Lm88soredpYs2YN4eHhWFpaotFo2Lx5M2XLluWXX34x+nk9d+5ckpOTcXd3p3Tp0uzYseOJn585Px/GjRuXq39XV1fc3NyMvo6urq707duXqKgo7OzscHd3Vz9bfX19cXBw4O233wbg8uXLjB49msOHDxMeHp7vvDl16hRz5szB0tKSpk2b5krsnT9/Hj8/P9LS0ihTpgzTp0+ncePGAPTq1YsFCxbQt29fo/NICCGEEEKIF80Lm1D63//+xyuvvKJ+wTLmzJkzhIaGUrNmTR4+fMjQoUMJCgqiSpUqJCYm0q9fP8LDw/njjz/49NNP2bdvH5UqVWL27NlG25s1axbbt29nx44d6nK5cePG8eqrr7J27VoSExPx8vKiQYMG1KtXL0+8bdq0yTfWSZMm4e3tTf/+/bly5QpvvfUWBw8epGLFigBYW1sTHBzM6dOnGTduHN26dePHH3/k4cOHHDhwAIAHDx7kaTcmJobPPvuM0NBQKlasiJ+fX67j9+/fp2nTpowfP579+/cTEBDAjh07MDU1JSAggAoVKqAoClOnTiU4OJhBgwaxc+dObt68SXh4OJmZmbz11lvUqFEDyEoSXbp0SU1mjRgxgp07d/Lmm2/m6jcjI4OzZ8+qX5ayXb16lY0bN6LVahk4cCCvvfYanTp1wsPDg+HDhwNw4sQJZs2axa5du9TrDAaDWkmWvf+PhYUFqamp9O/fn3bt2mFvb5+rr7CwMF5++WU2bdqUa/xCQ0O5ceMGu3btwsTEhO3bt7Nw4UK1MuHUqVOEhIRQsWJFHj16xIIFC0hKSqJixYocP36cOnXqUKNGDU6ePKn2FRERQUREBPv27aNUqVK5EmnHjh1j//796ryaOnUqgYGBTJ48OU9/N27cIDAwkM8//xxra2t+++03RowYwdGjR9m+fTvt27dX2zY2H7JpNBp27NjBtWvXGDRokNHE0OPu37+Pg4MDU6dO5eTJk0yYMKHAJZuZmZmMGTOGcePG0aNHDwDu3bsH5D/fT58+/cQ5XdD1hdWuXTtcXV1xcnJSkwfR0dFcvnyZ2bNn88knn6jx9urVC41Gw7Vr1xg2bBjHjx9X27l79y7btm3j7t27eHh40KJFCxwdHRkxYoRanbZ7924CAgJYvny50ViMvbcBpk+frr7/ly9fzvr165k0adILM5f++usvPvnkE7766ivq1KmTaxnaX3/9xZQpU9i6dSt169Zl9+7dTJo0id27d+dq48GDB3z++edERkZSqlQpUlJSKFWqFA8fPmTWrFlGP69nzpxJ3759c1XrPOnzM+fngzH5vY4Ad+7cUa/NmZj08vLCz89PTSiFhITg6emJRqOhbdu2RueNTqdj/PjxBAQE4OzszIEDB9S2dTodY8eOxd/fHxcXFyIjIxk7dizffvstFhYWNGzYkJiYGDXZJMTjTp8+/Y9uX/x3yFwSxUXmkiguMpeenxc2oVQYzZo1o2bNmgCcPXuWmzdvMmLECPW4RqMhPj6es2fP0rFjRypVqgTAgAEDCv3lNDIykmnTpgFZFUcdOnQgOjo6T0KpoOUlKSkpXLp0Sf2X57p161K/fn3OnTuHq6srAD179gSgadOmJCYmotVqcXR05Nq1a8yZM4dWrVqp1VY5nTx5kg4dOqhfrPr27atWLwCUKVOGTp06qW1n7/ljMBj44osvOH78OAaDgQcPHqjLmKKjo/Hw8MDc3Bxzc3P69OnDmTNn1PHw9PTEwsICyPrSdfjw4TwJpXv37mFubp5naZSHhwdmZmaYmZnRs2dPoqKi6NSpExcvXuSzzz7jwYMHaDQarl+/nus6T09P9c/p6enMnj2b2NhYNBoNiYmJxMTE5EkoNWnShI0bN7Jo0SJatWpF27Ztgazkz8WLF9U29Xq9WgUH0L59e3U8S5cuTefOnQkPD2fo0KHs3bvX6H420dHR9OzZU01E9uvXj8DAQHXMevbsqfbh7e2Nv7+/0f5++OEHbty4wVtvvaUez8zM5O7du7Rs2ZJFixaRkZGBs7Mzr7/+ep44svXv3x+AOnXq0KBBA86dO4eDg0O+5wPqaw3QqlUrSpUqxbVr13KNTU5xcXFkZmaqySSAChUqFDjfCzOnC7r+8fddUb3yyiu89tpr6uOEhAQmTpzI7du3MTMz4+7du9y5c4fKlSsDWa8jQKVKlejYsSMnT57E0dGR48ePs337dtLS0p64zMrYe9vS0pLQ0FDCwsLIyMggLS2NWrVqAS/OXDp37hwNGjRQKxQHDBhAQEAAAL/88guOjo7UrVsXyPrcmTNnDikpKbnmi7W1NbVr12by5Mm0a9eOjh07Ym1tXeDndYUKFXLFUZjPz5yfD8bk9zoCRitOAVq0aEFqaioxMTHUrVuX8PBwdu7cCeQ/b/766y9Kly6t7qPVs2dPZs6cCWS9X8zNzXFxcQGyKibNzc2Ji4vDwcEBMzMzrK2tuXPnjtFKLyGaN2/+3No+ffr0c21f/HfIXBLFReaSKC4yl56NVqvl4sWL+R5/YRNKDRo0ID4+ngcPHuRbpZRz021FUXBwcGDbtm15zstOhjwtjUZT4GOAhg0bcuHChadu19LSEkBdOpaZmYmdnR0HDhwgKiqK48ePs3z5csLCwnK1oSiK0XiyZSd+AExMTNQvv2FhYZw+fZpt27ZhbW3NunXr1CROQckxY/0Z679UqVJotdp828nZlk6n4+OPP2br1q00bNiQ27dv51lek/Nf7JctW0blypVZuHAhZmZmDB8+3Ghfr732Gvv27ePEiROEhoYSFBTEV199haIojB49Wv2S+bjHN3P38vLC39+f3r17c/LkSRYvXmz0Xp50n/l5vL927doZ7aNbt240bdqUn376ifXr1xMcHKx+wS9Idv9mZma54izs61PQ8aLQaDT5zuns+f+k64t6D497vPJjwoQJTJs2jS5dumAwGGjSpEm+bWaPx++//86CBQvYs2cPdnZ2nDlzhkmTJuXbp7H39oULF/jqq6/YsWMHFStWJCwsTK3Ie1Hm0rPEkc3U1JRdu3Zx5swZoqKi8PLyYsOGDQV+Xt+8efOJ7ULuz52iVPQ8HntB17q7u7Nv3z5atWqFvb29uqyxKPMmv36N3YdOp/tH7E8mhBBCCCEEvMCbcteqVQtXV1dmzpypbmyt1+v58ssvjf7K0GuvvUZ8fDxRUVHqc+fPn0dRFJydnTl27Ji6l86ePXvy7dfKyirXRtqtW7dW/1X6zp07HDt2zOivYb355ptERkbmSvjcvn2bXbt2YW1tTf369dm7dy+QtewrJiaGJk2aFDgGt27dwtTUlC5duuDj40NSUhL379/PdU72vSUlJQGofTxJcnIyFSpUwNramuTkZMLDw3Pdc2hoKJmZmaSnp+c65uLiwt69e8nIyCAjI4N9+/bl2nMmW9myZalUqVKeL4fZ7aalpXHo0CGcnZ3R6XRkZmZSrVo1ALZv3/7E2KtWrYqZmRmXL1/m1KlTRs9LSEjA2toaNzc3fHx8+PXXXzEYDLi6urJ9+3Z1mY9OpyMmJibf/lq0aEFKSgrLli2jS5culC5dOs85rVu35uDBg6SlpaHX6wkODs41ZgcOHCAlJQVFUdizZ49apfC4Nm3a8MMPP/Dbb7+pz2VvLB0fH0/lypXx8vLigw8+KDCBmd3/9evXuXTpEk2aNKFSpUpkZGQQHx8PkOt1haxlitnz99SpU2i1WmrXrp1vH3Xq1MHMzCxXtd+9e/cKnO+FmdMFXf+ke3i8neTk5HyPQ9Zcyl7OuWfPnjwb/mfHkJSUxPHjx2nVqhUpKSmYm5tTuXJlDAYDO3bsKLAPYx4+fIi1tTXly5dHp9Plmi8vylx67bXX+N///qcmmnMuZ3vttde4dOkSV69eVcepQYMGearZUlJSSEpKolWrVowdO5Z69erx22+/Ffh5bW1tTXp6upr8ftrPz5yMvY6F4enpSXh4OLt3785VmZjfvKlTpw7p6en8/PPPQNYPE2TPwTp16qDT6dR7joqKIjMzU61Mu3v3LqamplSpUqXQ9yWEEEIIIURJemErlAAWLlzI2rVr6du3L+bm5hgMBjp06JCr6iZbuXLlCAwMZMmSJfj7+5ORkYGdnR3r1q3D0dGR999/n0GDBqlLHvIzfPhwhg4dSqlSpdiyZQszZsxg5syZ9O7dG8jay+PVV1/Nc132r8UFBASwYsUKypQpQ5kyZdQlHQEBAcycOZNNmzZhZmbG4sWL1aUp+YmNjVX39TEYDIwcORJbW9tcy8EcHR157733GDhwIJUqVcLFxQUbG5snDS0eHh4cOXIENzc3bG1tad68ufov7N7e3sTGxuLm5kbVqlVp2bIlv//+O5C17OXGjRvqEpO2bdvi7e1ttI8uXbrw448/MnDgQPW5hg0b8s4773D79m26d++uLscbO3Ys/fr1o1q1anmqkx43evRopkyZwv79+6lZs2a+v+h38uRJNm7ciKmpKQaDgTlz5mBiYoKHhwf3799X99ZRFIVBgwapS2DyG6+VK1caragA6NSpE+fOncPDw4MqVarg7OzM7du3AejQoQOxsbHqODg5OTF69Gij7dSqVYslS5Ywffp00tPTycjIoFmzZjRu3JiDBw8SFhaGubk5Go1G3WDcGAsLCwYOHMi9e/eYO3cuL730EpC1b88777xD9erV8yRGy5cvT3x8PP379yc9PZ1ly5YZfa9lMzMzIzAwkLlz5xIYGIhGo2H48OF4eHjkO9+PHTtmdE4/rqD3S0H3kFOfPn3w8fHh0KFD6qbcj/Px8WHMmDHY2trSqlUrypcvn+t4tWrVePPNN7lz5w6jRo1Slw12794dNzc3Xn75ZVq2bJlvUjM/7du3Z//+/fTo0QNbW1ucnJzUpM6LMpdeeukl5s2bx/vvv0/58uXp3r27eqxixYosXryYSZMmkZmZScWKFVmyZEmeNlJSUvjoo49IT09HURQaNGhA165dsbS0zPfzunz58vTu3ZvevXtTrlw5duzY8VSfnznl9zo+ycsvv0zdunU5efIky5YtU5/Pb95YWFiwbNkydVPu119/nZdfflk9tmrVqlybcq9cuVJ9j/3444+88cYbhar8EkIIIYQQ4kWgUf6pvy0tVDn3Lcn+pafCLIV63rL3Gdm5cycajYYhQ4YwfPhwNYkkno+cv8ImxH+dq6sr69ate+b9t563wYMHM2fOnDx7weUnez37itA/uZ+qf87RiZIWttT9ubYv+0uI4iJzSRQXmUuiuMhcejbZf+d0cnIyuk3JC12hJApn6dKlnDlzRv1X/rlz55Z0SADY2dnxzjvvkJiYaLQKRQghRNZSvAEDBhQ6mZTThulvFGoPMvHPpsvQY2FuWtJhCCGEEELkIgmlf4FZs2aVdAj5yvkLYAX9rLcoPrGxsSUdghAvjIiIiJIO4YkqVqyoLqsWwhhJJgkhhBDiRfTCbsothBBCCCGEEEIIIV5MklASQgghhBBCCCGEEEUiCSUhhBBCCCGEEEIIUSSSUBJCCCGEEEIIIYQQRSIJJSGEEEIIIYQQQghRJJJQEkIIIYQQQgghhBBFIgklIYQQQgghhBBCCFEkklASQgghhBBCCCGEEEUiCSUhhBBCCCGEEEIIUSSSUBJCCCGE+JfRZehLOgQhhBBC/MuZlXQAQgghhHg67/l9x/1USRyIvMKWupd0CEIIIYT4l5MKJSGEEEIIIYQQQghRJFKhVEJcXV2xsLDA0tISrVZLixYtmDVrFubm5iUdmiokJISjR4+yatWqIl2XfW8WFhY8evSIunXrMmLECJo1a1bkGIYMGcLw4cPp1KlTka99FnFxcQQEBBATE0Pp0qUpU6YMI0eOpEuXLkVqx8HBgTNnzmBlZVXkGKKjo8nIyKBt27ZFvvZpPe14F9d4/V1WrlzJq6++Ss+ePfMcW716NWlpaUydOvVvj+vRo0e89dZbbN26lTJlyhAVFcXSpUvR6XTodDoqV67Mpk2bMDExYciQIfzxxx9YW1uj1WoZNGgQb7/9NgB37txhyZIlnD59mtKlS2NmZsabb76Jt7d3gf3//vvvzJ07lz/++AMAc3NzFi5cSL169Z77vT+tgsZIURQ2b97Mrl27UBQFg8FAixYtmDJlCg8fPqRr1668+uqrGAwGypQpw+zZs6lfvz4AP/zwA2vXriUpKQkzMzPs7OyYMGECDg4OhY7t8OHDVKlShcaNGxd4XlJSEu+//z7bt2/HzEz+tyyEEEIIIf4Z5G+uJWjVqlXUq1cPvV7PW2+9xXfffWf0C+4/Ufa9AXz77beMHDmSzz//nCZNmpRwZE+WmJjI4MGDmTx5MmvXrlWfO3HixN8ax8mTJ0lLS8s3oZSZmflCfPl8UcarKD7++ONiba+4XostW7bQrVs3ypQpQ2ZmJmPHjmXz5s04OjoC8L///Q+NRqOeP2PGDDp16sSff/5Jr169cHZ25pVXXmHw4MF4eXmxcOFCTExMePjwIQcOHHhi/3PmzKFdu3YMGTIEgNu3bxf5vv7OefmkMVqxYgU///wzX375JZUqVcJgMHD48GEePHiARqPBxsaG0NBQAL788kt8fX3Zu3cvP/74I9OnT2ft2rU0atRIbffOnTtFTig5OTk9MaFUsWJFmjRpQmhoKH379n2aoRBCCCGEEOJvV/LfRgVarRatVkvZsmUBiIyMZMWKFWi1WvR6Pe+//z5ubm5AVgWJk5MT586dIzExkR49ejBp0iQg68vf/PnzuX79OgC9evVi1KhR3L17l1mzZnHjxg0A3n33XTw8PPLEodPpmD9/PtHR0dja2lKnTp1cx9evX88333yDXq/H1taWefPmUbly5SfeX9euXTl//jyff/45q1atKvD+rly5go+PD5mZmdjb26PVatV24uPjmTlzploxMH78eNq3b8+jR4+YOnUqV65cwczMjNq1a7Ny5co8cSQmJjJ//nz++OMPtFotbm5uvP/++3nO27ZtG87OzrnGqEqVKurjL774gq+//hq9Xo+lpWWuqoZvv/2WZcuWUb58edq3b5+r3YkTJxIXF0dGRgY1a9bE39+fcuXKce3aNXx8fHj06BEGgwFPT0/atm3Ljh07MBgMnDhxAjc3N3r27Enfvn0ZPHgwJ06coE+fPri4uDzTmBQ03sU1Xvm9bpBVwTV+/Hi+++477t+/z5QpU+jWrVu+8T9eNZfzcUhICOHh4djY2BAbG4utrS2ffPIJixcvJj4+HicnJwICAtBoNEybNg0nJycGDx5McnIy06dP58qVK1SrVo2KFStSqVIlAFJTU5k/fz4XLlwAoE+fPowcORLIei++9tpr/PLLL1haWhIUFJTve+Tw4cOsXLkSExMT9Ho9n3zyCc7OznnGcteuXXz55Zdq32lpaWosAA0aNMhzDUC1atWoXbs2cXFxXLhwgfLlyzNq1Cj1eNmyZRk4cKDRa3O6desWVatWVR/b2tqqf05JSWHBggXExsai1WpxdnbGx8cHU1PTPGMRGBjIqFGjuHfvHlqtlsaNGzNnzhwsLCw4c+YM8+bNw2AwkJmZyejRo+nVqxdhYWFs3ryZjIwMAKZOnUrr1q0LjLegMUpNTWXjxo3s27dPPW5iYkLXrl0BuHnzZq622rRpw/LlywFYu3YtY8aMUZNJOdt9nE6nY/ny5fz8889kZGRQr149Zs+ezZkzZ4iIiODEiRPs3r2bd955Bw8PD/bs2cPmzZuBrAqwzz77jEqVKtGrVy8WLFggCSUhhBBCCPGPIQmlEjR27FgsLS25ceMGbdu2VStRGjRowPbt2zE1NeXu3bt4eXnRtm1bypUrB8Cff/7Jtm3bSE1NpUuXLvTr149atWoxadIkOnTowOrVq4GsZRQA8+fP59VXX2Xt2rUkJibi5eVFgwYN8ixj2blzJzdv3iQ8PJzMzEzeeustatSoAUBoaCg3btxg165dmJiYsH37dhYuXMjSpUsLda9NmjQhIiLiifc3ZcoUhgwZgqenJ+fOnWPQoEFqG5MmTcLb25v+/ftz5coV3nrrLQ4ePMjp06dzVWA8ePDAaAxTp05lzJgxtGzZEp1Ox7Bhw2jUqBFt2rTJdd7//ve/PM/l5OHhwfDhwwE4ceIEs2bNYteuXfz111988sknfPXVV9SpU4f169fnum769OlUrFgRgOXLl7N+/XomTZrE9u3bad++PR988IEaf7ly5Rg4cGCupVc3b97k/v372Nvb89FHHwHQv3//ZxqTgsa7uMYrv9cteyysra0JDg7m9OnTjBs3jm7duvHjjz8WKv7HXbhwgbCwMKpWrcqoUaOYOHEiW7dupXTp0nh6ehIZGYmLi0uua9auXYuVlRUHDhwgKSkJLy8vevToAUBgYCAGg4GwsDBSU1MZMGAADg4OdOjQAYDLly/z+eefY2ZmVuB7ZNWqVcyaNYsWLVqg1+t59OhRntj//PNPHj16RPXq1QEoV64c3t7edO3alVatWtGsWTN69+5NtWrV8lx75coVrl27hoODA5s3b35iRUx+3nvvPaZMmULDhg1p0qQJ3bp1U9tasGABLVu2xM/PD4PBwKRJkwgODlaX0eUcC0VRCAgIoEKFCiiKwtSpUwkODmbQoEGsX7+et99+Gw8PDxRFITk5GYC2bdvSq1cvNBoN165dY9iwYRw/frzAeAsao6tXr2JhYZEnMZ6fQ4cOqYnh//3vf8ycObNQ123YsAEbGxv27NkDwJIlSwgKCmL8+PG4urqqiUvIWsb62WefsX37dipXrkxqaqpazdWwYUNiYmJIS0ujTJkyhepbiCc5ffr0czlXiILIXBLFReaSKC4yl54fSSiVoOxlYVqtlo8++ohNmzYxbNgwkpKS8PX1JT4+HlNTUx48eEBcXBxNmzYFoHv37piYmGBjY4O9vT03btygcuXKnD17lo0bN6rtZ39hj4yMZNq0aUBW5UiHDh2Ijo7Ok1CKjo7Gw8MDc3NzzM3N6dOnD2fOnAEgIiKCixcv4unpCYBer8fa2rrQ96ooivrn/O6vbt26XL58GXf3rF+madq0qRpjSkoKly5dUv/1vm7dutSvX59z587h6OjItWvXmDNnDq1ataJjx455+k9LS+PkyZNqkg2yKhiuXr2aJxmSM1ZjLl68yGeffaYum8muCDt37hwNGjRQv8AOGDCAgIAA9brQ0FDCwsLIyMggLS2NWrVqAdCyZUsWLVpERkYGzs7OvP766/n2bWlpqSY7nnVMUlJS8h3v4hqvgmJ0dXUFUJd5Nm3alMTERLRabaHiN6ZZs2ZqhU39+vWpXr06NjY2ADg6OhIfH58noRQdHc2MGTOArPfMG2+8oR6LjIzE19cXjUaDtbU1bm5uREZGqgml3r17qwmBgt4jr7/+OgsXLqR79+60b9/e6J5Et27d4qWXXsr13MyZM3nnnXeIiori+PHjfPbZZwQHB6tzZ/78+axYsQJLS0vmzp1LnTp1njh/C9KnTx/atWtHZGQkp06d4u2332bevHn06tWLiIgIzp8/r37GpKen56pgyjkWBoOBL774guPHj2MwGHjw4AGlSpUCwNnZmaCgIP744w/atGmjLoNNSEhg4sSJ6jK7u3fvcufOnSdWQeY3RoUZh+TkZNzd3VEUBTs7OxYuXFjkMYuIiCAlJYVvvvkGyKpYyl5+97ijR4/i7u6u3lPOvdXMzMywtrbmzp07vPLKK0WOQwhjmjdvXqjzTp8+XehzhSiIzCVRXGQuieIic+nZaLVaLl68mO9xSSi9ACwtLenYsSNHjx5l2LBhzJ49G1dXV9asWYNGo6Fbt265liJZWlqqfzY1NUWvf/JPRufcd8XYYyg4MaAoCqNHj6Zfv36FuaU8Lly4wKuvvgpQ4P0Zi6sgGo0GOzs7Dhw4oH6hXL58OWFhYbnGyWAwoNFo2LNnzxM3Pm/YsKG6xOlxOp2Ojz/+mK1bt9KwYUNu376tLt8qaPxOnTrFV199xY4dO6hYsSJhYWHs2rULgG7dutG0aVN++ukn1q9fT3BwcK5EVE6lS5d+4hgVdkyyzzWmuMaroBizZcdkamoKZO2Lk1/8pqamGAwG9dqc74ucbWW3V5j3ypPmfUHvnZyVJAW9R3x9fYmNjSUqKoqPP/6Yd955J88G2aVKlcpzPwB2dnbY2dnRv39/3nvvPb7//nveeecd4P/3UMrJycmJ4ODgfO/pSSpUqEDPnj3p2bMnVatWJTw8nF69eqEoCoGBgdjZ2Rm9LudYhIWFcfr0abZt24a1tTXr1q1TE6/Dhg3D1dWVEydOMG/ePNq0acP48eOZMGEC06ZNo0uXLhgMBpo0aWJ0PIwxNkbe3t5otVri4uKoXbu20ety7qGUU4MGDTh//rxasVQQRVGYNWvWE5fnFYZOp1MTb0IIIYQQQrzoTEo6AJH15f3nn39Wqw6Sk5OpXr06Go2Gn376ifj4+Ce2YWVlxWuvvcamTZvU57KrS1q3bs3OnTuBrF9/OnbsmNH9W1q3bk1oaCiZmZmkp6cTHh6uHnN1dWX79u3q0iOdTkdMTEyh7u/w4cN89dVX6pfg/O7P2tqaV199lbCwMADOnz/P5cuX1WP169dn7969AFy9epWYmBiaNGnCrVu3MDU1pUuXLvj4+JCUlMT9+/dzxWBtbU3z5s0JCgpSn/vzzz+5c+dOnnjffPNNIiMj1Tgga3+qXbt2odPpyMzMVJcdbd++XT3ntdde43//+5/6xXn37t3qsYcPH2JtbU358uXR6XS5vvDHx8dTuXJlvLy8+OCDD9TkjLW1tbocyJjiGJOCxrs4xqugGAuSX/w1a9YkNjZW/UWv7KqQZ9G6dWtCQkIAuHfvHocPH1aPubi4sGfPHhRFISUlhQMHDuSbOCjoPZK9HO3tt9+mT58+RhNwtWvX5s6dO+h0OiCrIuzHH39UE14PHz7k5s2b6jLU/Li5uZGUlMSGDRtyXZu9N9N3333HlClTjF579OhRNYmj1+uJjY1V+3N1dSUoKEhNyiUlJZGQkGC0neTkZCpUqKDO4ZyfJXFxcdSsWZOBAwcydOhQdSySk5PVvvbs2aOOA8DSpUvZunVrnn4KGiMrKyuGDRvGzJkz+euvv4Cs5M/+/fvV/eTyM3r0aAIDA/n111/V586fP8+xY8fynOvq6sqmTZtIT08Hsqryrl69CuR9D3fq1InQ0FDu3r2rxp99n3fv3sXU1JQqVaoUGJsQQgghhBAvCqlQKkHZeyhlZGTw6quvqnvoTJw4kTlz5rB+/XocHBwK/atCAQEBzJkzh169emFiYkKvXr0YOXIkM2bMYObMmfTu3RvI2tMmu1ooJ29vb2JjY3Fzc6Nq1aq0bNmS33//HcjaN+j+/fvqXiCKojBo0KB8l3aMHTsWCwsLHj16hL29PUFBQeqSvYLub/Hixfj4+LBp0yZ1H5ec9zdz5kw2bdqEmZkZixcvpmLFihw7dkzdy8lgMDBy5MhcS3FyXr9gwQJ1HKysrPDz88uzpMbW1pYtW7YQEBDAihUrKFOmDGXKlGHEiBFYW1szduxY+vXrR7Vq1XJtvP3SSy8xb9483n//fcqXL0/37t3VY+3bt2f//v306NEDW1tbnJyc1C/SBw8eJCwsDHNzczQaDb6+vgB06dKF0NBQ3N3d1U25jd3Ts4zJk8b7WceroBgLEhsbazR+W1tbWrduTa9evahRowb29vZGk1xFMWbMGHx9fenZsyfVq1fPtaRvzJgxzJs3Tx2DPn365NlsPVtB75GlS5eqSzzLli2Ln59fnutLlSqFs7Mz0dHRtGvXDkVR2LZtG/PmzcPS0hK9Xk/v3r1zLckzpkyZMmzZsoUlS5bQuXNnrKysMDMz48033wSyEpj5LVeNjo5m0aJFmJmZodfrcXJyUn8Rz9fXlyVLluDu7o5Go8Hc3BxfX1+jFUseHh4cOXIENzc3bG1tad68uZqo2rJlC9HR0Zibm2NhYaEuN/Tx8WHMmDHY2trSqlUrypcvr7YXGxtLw4YN8/TzpDGaMGECmzZtUn+1TlEUWrRoQceOHXn48GG+Y9i+fXvmzp3L3LlzuX//PmZmZtSoUYOJEyfmOXfkyJGsWbOGfv36odFo0Gg0fPjhh9jb29OnTx98fHw4dOiQuin3yJEjeeedd9BoNFhYWLBu3ToqVarEjz/+yBtvvFHkKk0hhBBCCCFKikZ5lg03hBBCFJszZ86wYcMGAgMDn1sfH330EVOnTn1ipdOLwmAwMGDAAHbu3ImJyb+3qHbw4MHMmTMHe3v7Qp2fvZ7dyckpz1JWIQB0GXoszE0Lda7sLyGKi8wlUVxkLoniInPp2Tzp75xSoSSEEC+IZs2a0alTp+f6S1/ZvwL5T2FiYpJr+ei/UVJSEgMGDCh0MkmIwihsMkkIIYQQ4mlJQkkIIV4g/fv3L+kQxN+sYsWK6rJKIYQQQggh/in+vesHhBBCCCGEEEIIIcRzIQklIYQQQgghhBBCCFEkklASQgghhBBCCCGEEEUiCSUhhBBCCCGEEEIIUSSSUBJCCCGEEEIIIYQQRSIJJSGEEEIIIYQQQghRJJJQEkIIIYQQQgghhBBFIgklIYQQQgghhBBCCFEkklASQgghhBBCCCGEEEUiCSUhhBBCiH8pXYa+pEMQQgghxL+UWUkHIIQQQvwb6HQ6tmzZwpAhQ7CwsPhb+nzP7zvup0rCQOQvbKl7SYcghBBCiH8pqVASQoh/kAcPHtCoUSP8/PxyPR8SEkJcXFyx97d69WoWLVoEwFdffcWmTZuKvY/8PMs9OTg40Lt3b9zd3enevTvLly8v5ujyWrRoEVWqVCkwmXTkyBF1PIUQQgghhPgnkwolIYT4BwkLC6Np06Z8/fXXTJ48WU1e7N27lwoVKlC7du3n1vegQYOeW9vGPOs97dixAysrKx49eoSbmxuurq40adKkmKPM8vDhQ5o1a4abm1u+52RmZtK5c2c6d+78XGIQQgghhBDi7yQJJSGE+AcJDg5mypQpfPbZZ0RERNC9e3eCg4O5ePEi8+fPZ8WKFUydOhUXFxfWr1/PN998g16vx9bWlnnz5lG5cmVWr15NXFwcycnJJCQkULNmTVauXEnp0qVJTk5m+vTpXLlyhWrVqlGxYkUqVaoEZFUrpaWlMXXqVEJCQggPD8fGxobY2FhsbW355JNPWLx4MfHx8Tg5OREQEIBGoyElJYUFCxYQGxuLVqvF2dkZHx8fTE1NGTJkCE5OTpw7d47ExER69OjBpEmTjN6Ts7MzAQEB/PDDDwC0a9eOSZMmYWpqWuCYPXr0iMzMTGxsbICspNzmzZvJyMgAYOrUqbRu3RoAV1dX3N3dOXHiBHfu3GH48OEMHjwYgKtXr+Ln58edO3cAGD58OJ6ennzxxRd8/fXX6PV6Nm/ezOzZs6lfvz6QVSk1efJkjh07RvPmzalZsyZHjx5l1apVAAQFBbF//34AGjVqxIwZM7Cysiq2+SKEEEIIIcTzIgklIYT4h4iJieHBgwe8/vrr3Llzh+DgYLp3707fvn3Zt28fw4cPp1OnTgCEhoZy48YNdu3ahYmJCdu3b2fhwoUsXboUgIsXL7Jnzx5sbGx49913CQsLw9vbm7Vr12JlZcWBAwdISkrCy8uLHj16GI3nwoULhIWFUbVqVUaNGsXEiRPZunUrpUuXxtPTk8jISFxcXFiwYAEtW7bEz88Pg8GgJoy8vb0B+PPPP9m2bRupqal06dKFfv36Gb2n7du3c+nSJUJCQgAYMWIEO3fu5M033zQa38CBAwGIj49n0KBB1KlTB4C2bdvSq1cvNBoN165dY9iwYRw/fly9Lj09nZ07d3Lz5k169+6Np6cnlpaWjBkzhnHjxqnjce/ePQA8PDwYPnw4AD/99BOzZs1i165dansGg4EtW7YAqLEDHDt2jP3796uVVFOnTiUwMJDJkycXbkIIUUinT58ulnOEKAyZS6K4yFwSxUXm0vMjCSUhhPiH2LNnD+7u7mg0Grp27cr8+fO5ffs2tra2ec6NiIjg4sWLeHp6AqDX67G2tlaPt23blrJlywLQuHFjbty4AUB0dDQzZswAoGLFirzxxhv5xtOsWTOqVv2/9u48Lqrqf/z4a1hNRkVcsE+5myjilguBC4p+EldQXCut9KOpFa6poOKOqLgrmktZKuKGIKYtSKIlYi6llisiqCXubOrMwMzvD37cL8gwgGmovZ+PR49Hc+/cc8+599yL9z3vc24VAOrXr89rr72mZAHVq1ePxMREXF1diY6O5tSpU3z55ZdAdsAmd509PDwwMzOjTJky1K5dm6SkJGrUqJFvf7GxsfTs2VMZ5terVy+ioqIKDCjlBGpSU1N5//33iYqKomPHjly9epVx48aRnJyMhYUFt2/f5tatW1SqVAmALl26APD6669TtmxZbty4gV6vJzMzM09wrXz58gCcPXuW9evX8/DhQ1QqFWfPns1Tj5xzYKw9Xbp0Uc5L3759CQgIKPB4C/GkmjVrZnL98ePHC/2OEEUhfUk8LdKXxNMifenv0Wg0nDlzpsD1ElASQogXgFarJTIyEmtrayIiIgDQ6XTs2rWL4cOH5/u+wWBgxIgR9O7d22h51tbWyv+bm5uj0WiU7Yrq8TIe/5yVlaWUGRwcTNWqVYtUTs52jzMYDKhUqjzLHv9sTNmyZXF1deXnn3+mY8eOjB07lkmTJtGxY0f0ej2NGzdW2l+c+kD2efn0008JDQ2lbt26JCcn07Zt2zzfKV26dJHbI4QQQgghxItC3vImhBAvgKioKGrVqsXBgweJjo4mOjqaL774QhlCZWNjQ1pamvJ9d3d3QkJCSElJAbIDH+fOnSt0Py4uLkqZ9+7dIyoq6m/X3d3dnTVr1iiBmbt373L16tVCt3u8Ta6uruzatQudTodOpyM8PFyZ+8gUrVbLyZMnlayntLQ0Xn/9dSA760ur1RZaRq1atbCwsGDfvn3Ksnv37qHRaNDpdMo8UyEhIYWWlbs9e/fuJT09HYPBwI4dO3B1dS3y9kIIIYQQQpQkyVASQogXQFhYGN27d8+zrGnTpuj1en755Rf69evHvHnz+OKLL5gwYQJeXl7cv39fmVDaYDAwYMAA6tWrZ3I/I0eOxM/Pjy5duvDaa6/RqlWrv113Pz8/FixYoAzXs7S0xM/Pr8CMpRyPt6lfv34kJSUpQ8hat26tzMNkTP/+/TEzM0Oj0dCyZUvlLXW+vr6MHDkSe3t7WrZsia2tbaFtsLCwIDg4mJkzZxIcHIxKpWLw4MF4eXnxySef0Lt3b1599dV82UmmuLm5cf78eWWuJycnJ0aMGFHk7YUQQgghhChJKkNxxjcIIYQQosTljGdfEvEX9zMKHpInRORCz0K/I/NLiKdF+pJ4WqQviadF+tLfk/NvTicnpzzTQuSQDCUhhBDiBbVu8n+N/nEXIodWl4WVpXlJV0MIIYQQLyGZQ0kIIYQQ4iUlwSQhhBBCPCsSUBJCCCGEEEIIIYQQxSIBJSGEEEIIIYQQQghRLBJQEkIIIYQQQgghhBDFIgElIYQQQgghhBBCCFEsElASQgghhBBCCCGEEMUiASUhhBBCCCGEEEIIUSwSUBJCCCGEEEIIIYQQxSIBJSGEEEIIIYQQQghRLBJQEkIIIYQQQgghhBDFIgElIYQQQoh/sWbNmpV0FV5IWl1WSVdBCCGEKFEWJV0BIYQQQjyZ/835gfsZ8lArREmIXOhZ0lUQQgghSlSJZShptVo2bNhARkZGSVVB/MsZDAY2bdrE7du3S7oqQrwwDAYDmzdv5u7duyVdlafuzJkz/PDDDyVdDSGEEEIIIV4IfzugpNPpWLp0KZ06daJr16507tyZwMBAdDpdgdtotVr8/Pxo0KABNjY2Rr9z7do1nJ2dAUhOTmbgwIHKuuXLl6PVaotd17i4OBo3boynpyfdunXjww8/5Nq1a8Uu52mLi4ujV69ef6uMa9eu4ejoiKenJ927d8fDw4MpgR3xQwAAVTFJREFUU6Zw48aNp1TLwu3fv5958+YVaxt3d3c8PDzw9PRU/vsnzonBYGDWrFlUrFiRihUrmvzutWvX2Lp1a55lQ4cOJSkp6VlWsUCffPIJp06d+kf3GRYWRkJCwhNtGxISgoeHB15eXly/fj3PtfxPefweUpKioqKe2vlzcHAodlB+6dKl7N2794n2ZzAYmD17Nvb29tjZ2T1RGU+jHs/C7du3mT17No0bN36i7cPCwvDx8Xni/Y8ePZoTJ0488fZCCCGEEEL80/72kDdfX180Gg07d+5ErVaj0+kICwtDq9ViaWmZ57tZWVmYm5tjZWVFUFBQkfdhb2/Pxo0blc8rVqxg8ODBWFlZFbu+tWvXJiwsDIC5c+cSGBjIihUril3O86hMmTJEREQA2UG7VatW0b9/fyIjIylTpswz33+HDh3o0KFDsbdbtmwZdevWfQY1yi+nD6pUKvz9/Yu0zfXr19m6dSv9+vVTlq1du/ZZVdGk3377jYcPH9KoUaN/dL+7du2ifPny1KxZs9jbbty4kfnz5yt1zn0t/1Mev4eUpKioKJycnP7xc5hj1KhRT7ytSqVi6tSpJV6PZ+H3339nzpw5VK5cuUT2P3z4cGbPns2mTZtKZP9CCCGEEEIU198KKF25coWoqChiYmJQq9UAWFpaKg/eYWFhfPPNN9jZ2REfH8+cOXPQarUEBQUpv6r7+PjQrl07ADZv3syGDRuoVKkSLVu2VPZz7do1vL29iYuLY8aMGQD0798fMzMzNm7ciFarZdq0aUrGyJAhQ/Dy8iq0/q6ursyfPx+AmJgYVq1apQTCfH19adKkCZcvX8bX15eHDx+i1+vp2bMnQ4YMISoqiqVLl2JmZkZWVhZTp07F2dmZxMRE/P39uXv3LhYWFowZM4a2bdsCMG7cOBISEtDpdFSrVo2AgADKlStnso7p6enMnTuX8+fPo9FocHZ2xtfXF3Nzc5PbWVlZMWrUKA4fPszu3bt59913uXnzJrNnz+bPP/9Eo9HQtWtXhg8fDmRnCnXv3p0jR46QnJzMuHHjuHPnDnv27CElJYW5c+fSvHlzMjMz+eijj7h37x4ajYZGjRoxY8YMrKysCAsL48CBAyxbtqzA41YcDg4OjB49mqioKO7fv8/s2bM5fPgwhw4dIjMzk6VLl1K7dm3i4uKYM2cODRo04Ny5c5ibmxMYGEidOnWIi4sjICCA5s2bc/r0aUaMGEH16tUJCAjg3r176HQ63n//fby9vXn48CETJ07k0qVLWFhYULNmTZYuXcrMmTO5du0anp6eVK9enWXLluHu7s7q1aupW7cuAwcOpEGDBpw6dYrr168zaNAg7O3t2bRpEzdv3uSzzz6jc+fOABw8eJBFixaRlZWFnZ0dM2fOpHr16kU+Xlu3bqVbt26F9o8rV64wePBgQkJCeO2111i+fDmXL19m8eLFJCcnM3v2bK5cuQJAt27d+OijjwosKzw8nDNnzjB79myWLFnCxIkTcXZ2JigoiEOHDgHQpk0bxo8fn69fjh49mqtXrzJhwgQaNGjAmDFjlGs55xyPGTOGH374gfv37zNhwgQ6deoEFHy95JzTxo0bc/LkSVQqFYsXL6Z27doA7Nixg6+//hrIvh99/vnnPHr0KM9+TZU9Z84cGjVqxG+//YaFhQXz589nxYoVXLx4kVdffZXly5dTunRptFotixcv5pdffkGn01G3bl2mT5+OjY0NkyZNwsrKiitXrnDjxg2aNGnCvHnz+Omnn4iOjubw4cNs376dDz/8EC8vL9asWcPu3bsBaNiwIVOmTDGavfn999+zaNEibG1tlftKjt9++63Ae2tukyZNwsnJiffee0/pF+np6Vy5coUGDRowbNgwAgMD+fPPP/nvf//LxIkTAQq8t61cuZKUlBT8/PwAuHfvHh4eHvz4449YWFiYPEY59Sjofvq4Xbt2ERISQlZWFmq1munTp1OrVq083wkPD+eHH35g5cqVAGRmZtKuXTtCQ0N5/fXXWbt2Ld999x1ZWVnY29sza9YsKlWqxKlTpzhy5IjS3s8//5w9e/agUqkoXbo0ISEhhIeHK/c4IM8973EFndOC2lqvXj3u3LnDlStXqFGjRr7yhBBCCCGEeN78rYDSH3/8QfXq1U0GRU6cOEFERATVqlUjNTWVQYMGsWbNGipXrszNmzfp3bs3e/bs4c8//2TVqlWEh4dTsWJFpk+fbrS8adOmERISQmhoqPLANXr0aN544w1WrlzJzZs36dWrF46OjiazXvR6Pd999x3169cnKSmJ4OBg1q9fj1qt5uLFiwwdOpQDBw4QEhJC27Zt+fjjjwFISUkBsrNqpk2bRvPmzcnKyuLhw4cAjB8/nr59+9KnTx8uXbrEu+++y759+7Czs2Py5MnKMJHFixezdu1axo8fb/IYz507lxYtWjBnzhz0ej3jx49n586d9O3b1+R2ORo2bMjFixcBmDhxIiNHjqRFixZotVo++OADGjZsSKtWrYDsrKatW7dy6tQpBg0axGeffcaOHTvYu3cvCxcuZMuWLZibmxMUFET58uUxGAxMnDiRnTt3MmDAgDz7Lei4GePj44O1tTUA5ubmSgYZQNmyZdm5cyf79u1j5MiRLF68mHHjxrF27VpWrVqlZLqdP3+eKVOm0LJlS3bt2sWECROUci5cuMD06dOZOnUqmZmZ9O3blwULFlC7dm3S09Px9vZWgoepqanKMJycOvv7+zNv3rw89XrcjRs32LRpE7du3eLtt9/mgw8+IDQ0lFOnTvHJJ5/QuXNn7ty5w4QJE9i0aRN16tRh+/btjB8/nu3btxf5eB09ejRPoMlU/xgzZgxjxozBx8eHPXv2sHPnTiC7j7q5ubF8+XIAZS4cU2WFh4czePBg2rdvr5zfs2fPKsdk6NChbN26lXfeeSdPfZcsWYK7u7uShWZsOKNarWbnzp0cP36c0aNHKwElU9fLpUuXmDt3LjNnzmTVqlUEBwezcOFC4uLi+PzzzwkJCaFSpUpkZGRgYWHBo0eP8uzTVNnx8fHMmzeP2bNnM2PGDIYMGcK2bduoUqUKQ4cO5ZtvvqFPnz6sW7eOMmXKsGPHDgAWLFjAmjVrGDNmDAAXL15kw4YNqFQqevbsyeHDh2nTpg3u7u5KIAWyg9m7d+9W7mkTJ04kODiYzz77LE+d79y5w9SpU9myZQu1atXKkyWXmprKtGnTjN5by5Yta7Qv5fj999/ZuXMnpUuXpmfPnixcuJB169aRmZlJhw4d6NevHzVq1Cjw3tazZ0/69u3LhAkTsLCwYM+ePbi7u1O6dGmCg4NNHqMcBd1Pczt27Bj79u1j8+bNWFlZERMTg5+fH6GhoXm+16lTJ+bOncvdu3exs7Pj4MGD1KpVi9dff52IiAiSkpLYtm0bZmZmhISEEBgYyMKFC/OUsWvXLqKjo9myZQtqtZp79+5hZlb0EeKmzqmptjZp0oTY2FgJKAnxAjl+/HhJV+G5I8dEPC3Sl8TTIn3p2Xnmb3l78803qVatGgAnT57k2rVrDB06VFmvUqlITEzk5MmTtGvXTpnPpl+/fuzbt69I+4iNjWXSpEkAVK5cGTc3N+Li4owGlOLj4/H09MRgMODg4ICvry/ffvstSUlJvPvuu8r3MjMzuX37Ni1atGDevHnodDqcnZ156623AHjrrbcIDAzEw8ODtm3bUrduXdLT0zl79ize3t4A1KlTh/r16/Prr7/i7u5OREQEkZGR6HQ6Hjx4UKSHhujoaE6dOsWXX34JwKNHj7C3ty/SccntwYMHHD16NM9EuhkZGcTHxysBpS5dugDQoEEDHj58qGTVODk5Kdlfer2eL774goMHD6LX60lJSaFUqVL59lfQcTPG1JC3nDo0aNAAQMm4cHJyyjN5bvXq1ZWsNk9PT6ZOnUp6erqyrmnTpkB2Vl18fDxjx45VttXpdFy+fJl69epx+fJlZsyYQcuWLY1mdxTEw8MDMzMz7O3tsbW1pWPHjkq9k5OT0Wg0/Pbbb9SrV486deoA4O3tzYwZM0hPTy/y8bpx40aeOZ9M9Q8vLy+OHDnCxx9/zObNm1Gr1WRkZHDy5Enl+4ASWClOX4uNjaVnz57KsNNevXoRFRWVL6BUFDn9rkmTJty8eRONRoO1tbXJ66VmzZo4Ojoq2/34448AHDhwAE9PTypVqgRQ4BxthZVdv359ABwdHfnzzz+pUqUKkH0+ExMTleOVnp7Od999B2QHZOvVq6eU07FjRyVQ6ujoSFJSknKt5RYbG0uXLl2ULM++ffsSEBCQ73u//vorjo6OSkZOv379lICqqXtrw4YNjR6DHK1bt1aGxDo4OFCvXj2srKywsrKiZs2aJCUlUbFiRZP3ttq1axMTE0OHDh3YtWuXkq1U2DHKYex++rjo6GjOnTtHnz59gOz5nFJTU/N975VXXqFDhw7s2bOHQYMGsWvXLmWOuujoaM6cOUPPnj0BlEynx/34448MGDBAWVe+fHmTx/Bxps6pqbZWqlTpH533Tgjx9zVr1qykq/BcOX78uBwT8VRIXxJPi/Slv0ej0XDmzJkC1/+tgJKjoyOJiYmkpKQUmKWU+4EuJ4izefPmfN/7u5ORqlQqk59z5J5DKbc2bdoow99y69SpE02aNOHnn39m7dq17Ny5k6CgIPz8/Dh//jxHjhxh1KhRfPjhh8qDsbG6HTt2jC1bthAaGoqdnR2RkZFs27at0HYZDAaCg4OpWrVqod815vTp0/To0QO9Xo9KpWLHjh355rbKkTtLKPdnMzMzMjMzAYiMjOT48eNKgGL16tXK0KncCjpuxZW7DrnnzMpdp8KULl1a+X+DwUD58uWVuaYet3fvXo4cOcLBgwdZvHgxkZGRxaonZB+/x49lZmYmBoOhwH5Z1ONVqlQpNBpNnvYU1D+0Wi0XL16kTJky3Llzp9A2FKevGWtLQW0rjLFjdfr0aZPXy5P2BaDQazF32bnPZc7nnONvMBiYNm0aLi4uJtuVs11WlvFXu5vqF49/z9S6gu6thSmo7+Z8Lqje8H/nvGfPnoSHh1O1alXS0tJo3ry5Ui9TxyiHsfvp41mYBoMBb2/vIs291KtXLwICAujevTtHjx5V7u0Gg4ERI0bQu3fvQsswxtzcHL1er3zOfS0+XteCzqmptmo0GmxtbZ+obkIIIYQQQvzT/tZb3mrUqIG7uzv+/v5KNkhWVhZfffWV0TcPNW3alMTERI4cOaIsO3XqFAaDAWdnZ2JiYpQH35whEsbY2Ngo+wNwcXFR3sJ169YtYmJijM6/UZBWrVpx6NAhZWhYTr0ge96QSpUq0atXLz7++GNOnz4NwOXLl3FwcOD999+nR48enD59GrVaTf369dm1axeQnQ117tw5GjduTGpqKmq1GltbW7RarTL8qDDu7u6sWbNGeai7e/cuV69eLXQ7rVbLihUruHHjBj169ECtVtOsWTPWrFmjfOevv/7i1q1bRTtI/19aWhrly5dHrVaTlpbGnj17jH6voOP2rCQmJnLs2DEgO+hVt25do5kHNWvWpFSpUoSHhyvL4uPjSU9P58aNG5ibm9OxY0d8fX25e/cu9+/fR61W5+lvT6pp06acPXuW+Ph4IHtYjaOjI2q1usjHq27dunnetmaqf8yfP58GDRrw5ZdfMm3aNG7cuIGNjQ1NmzZlw4YNShk5WWumyrKxsSEtLU3ZxtXVlV27dqHT6dDpdISHhxcaNCiOJ71e2rdvT0REBLdv3ways/AefyPkk5b9OHd3dzZs2KAMp0tPT1fOrSk5104OV1dX9u7dS3p6OgaDgR07duDq6ppvu6ZNm/LHH38oAdzt27fnWVfQvfVpMHVvg+yA6C+//MIXX3yhZP9A0Y+Rsfvp43KyPHMyeLKysgr8taR58+akp6ezaNEiOnbsyCuvvKKUERISogwp1Wq1nDt3Lt/27du3Z8uWLcp1f+/ePQCqVavG+fPn0Wq1aLVaJfPqcabOqam2xsfHG83gEkIIIYQQ4nn0t4e8BQYGsnLlSry9vbG0tESv1+Pm5mb0DWzlypUjODiYBQsWEBAQgE6no2rVqqxevZp69eoxfPhwBgwYQMWKFU0ONxo8eDCDBg2iVKlSbNy4kSlTpuDv70/37t2B7Dli3njjjSK3oUaNGixYsIDJkyfz6NEjdDodb775Jo0aNWLfvn1ERkZiaWmJSqVShnIsXLiQxMREzM3NKVu2LHPmzAEgKCgIf39/NmzYoEzoa2dnR9u2bdm9ezedO3fG3t4eJyenIgVZ/Pz8WLBgAZ6enqhUKiwtLfHz8zOaRZKWloanpydZWVnodDqaN29OaGioMpwlKCiIuXPnKsfJxsaGOXPmKMODisLLy4v9+/fTtWtX7O3tadasmdFf6Qs6bsbknkMJYPbs2YUO03lc/fr12bNnDwEBAZiZmRnNNgOwsLBg9erVBAQEsH79evR6PRUqVGDJkiWcP39emUtFr9czbNgw7O3tqVChAjVr1qRbt27UqlXL6AS8RWFnZ8f8+fMZP348mZmZ2NnZsWDBAqDox+vtt9/mp59+UgKmBfWP8+fPc/ToUbZv3461tTUff/wxY8eO5euvvyYoKIgZM2bQrVs3zMzM6NatG8OGDTPZ1/r168e8efP44osvmDBhAv369SMpKUkJHrRu3brI83oVxZNeLy1btmTYsGF8+OGHqFQqrKysWL169VMp+3HDhg1jxYoV9O7dG5VKhUql4pNPPlEmBy9Ijx49lKG2OZNynz9/nv79+wPZwzlHjBiRb7sKFSowa9Yshg8fjq2tLR4eHso6U/fWJ80ce1xB9zb4v2FmYWFh7N+/X9mmqMeooPtpbi1atGD06NGMGDFCucd5eHjg5ORktL5eXl4sXbo0T9aWl5cX9+/fV+avMhgMDBgwIF8Qx8vLi+TkZPr164e5uTk2NjZs3ryZpk2b4uLiQrdu3Xj99depXbu20aC8m5tbgee0oLY+ePCAS5cumRweLIQQQgghxPNEZXhaP2ELUULi4uIKnTT7ZZGens6AAQPYvn270bmrhBAvptDQUG7cuMHo0aOL9P2c8exLIv7ifkbBwxKFEM9O5ELPkq7Cc0fmKhFPi/Ql8bRIX/p7cv7N6eTklCcJJMczn5RbCPH0qNVqJk2axLVr15TJvYUQLz5zc3OGDRtW7O3WTf6v0T/uQohnT6vLwsrSvKSrIYQQQpSYvzWHkhDPA2dn539FdlKOVq1aSTBJiJdMnz598rxAQIh/krxO+clIMEkIIcS/nQSUhBBCCCGEEEIIIUSxSEBJCCGEEEIIIYQQQhSLBJSEEEIIIYQQQgghRLFIQEkIIYQQQgghhBBCFIsElIQQQgghhBBCCCFEsUhASQghhBBCCCGEEEIUiwSUhBBCCCGEEEIIIUSxSEBJCCGEEEIIIYQQQhSLBJSEEEIIIYQQQgghRLFIQEkIIYQQ4l+sWbNmJV0F8YxpdVklXQUhhBAvIYuSroAQ4uVlMBj46quv6NmzJ+XKlSvp6gjx0vnfnB+4nyEPikII0yIXepZ0FYQQQryEJENJPNd0Oh1Lly6lU6dOdO3alc6dOxMYGIhOp3viMqOiojh16tRTrGXJiIuL46effnri7W/cuEHv3r3zLU9JSWHs2LF069aN7t274+npSWxsbKHlDRw4kB9//DHPsvXr16PRaEwGk06fPs24ceOK3wDg2LFj+Pj45Fu+fPlyXFxc8PT0xMPDAz8/P7Ra7RPt43mW+xw+j9dKSkoKDRs2ZM6cOU9cxrOSmprK2rVrn3h7BwcHMjIyir3d0qVL2bt37xPvVwghhBBCiOeFZCiJ55qvry8ajYadO3eiVqvR6XSEhYWh1WqxtLR8ojKjoqJwcnKiUaNGT7m2hcvMzMTCwqLAz8Vx9OhRHjx4QOvWrZ9o+6ioKNzd3fMtX7JkCfb29ixcuBCVSsW9e/d4+PBhscvXarWUK1eOPn36FPidzMxMGjZsyMKFC4tdPsD+/fvp0KGD0XVeXl5MnDgRrVbLwIEDCQ0NZdCgQU+0n+dV7nP4PF4rkZGRNGnShG+++YbPPvsMKyurJyrnWUhNTWXdunUMHTr0H9tnVlYWo0aN+sf2J4QQQgghxLMkASXx3Lpy5QpRUVHExMSgVqsBsLS0pF+/fkD2w1lQUBCHDh0CoE2bNowfPx5zc3MmTZqElZUVV65c4caNGzRp0oR58+bx008/ER0dzeHDh9m+fTsffvghrVq1YuzYsWRkZKDRaHBzc2PChAlG63Ty5Enmz5+vZCZMmDCB1q1bc+rUKebMmcODBw8oXbo0kydPplGjRly7dg1vb2/ee+89Dh8+TI8ePdi7dy9Nmzblt99+w9ramjVr1rB27Vq+++47srKysLe3Z9asWVSqVInly5eTkJBAWloaV69epVq1aixdupSkpCRCQ0PR6/UcPnyYrl27MmzYMGJiYli1apUSRPD19aVJkyZG27J//34mTZqUb/mNGzdwdnZGpVIBUL58ecqXLw9AbGwsS5YsQaPRkJWVxfDhw+natWu+MiIjI/n666/R6XRs3ryZiRMn4uLiAoC7uzve3t4cOXKEqlWr4unpybx58wgLCwMgPDyc9evXA1CtWjVmzpxJhQoVjLbhwIEDfPTRR0bX5bCysqJZs2YkJCSY7DMDBw5k8ODBtG/fHiDP54EDB1KvXj3OnTvHjRs36Ny5M2PHjgXgiy++4JtvviErKwtra2umT59O/fr1gewsljFjxvDDDz9w//59JkyYQKdOnYDs7KqgoCAyMjJQqVT4+vri4uLCuHHjSEhIQKfTUa1aNQICAgrM8Mo5h8/jtQKwc+dOJkyYwOeff050dDQeHh5AdgbZpUuXePDgAX/++Se1atUiICCAMmXKkJGRwezZszl9+jQAPXr0YNiwYQCsWLGCPXv2YG1tjUql4uuvv6Zs2bL89ttvyrEE8PHxoV27dsr1179/f2JiYnj48CFz5syhefPmzJw5k7S0NDw9PXnllVcIDQ01eS6///57Fi1ahK2tLW3bts3TzoMHD7Jo0SKysrKws7Nj5syZVK9enbi4OAICAmjevDmnT59mxIgRfPfddzg5OfHee+8V+XoSQgghhBDieSQBJfHc+uOPP6hevXqBD9Nbt27l7NmzSiBi6NChbN26lXfeeQeAixcvsmHDBlQqFT179uTw4cO0adMGd3d35YEOQKPRsHr1amxsbNDpdAwZMoSDBw/me2i8f/8+n3zyCcuXL+fNN98kKyuL9PR0tFotPj4+BAQE4OrqSmxsLD4+Pnz//ffKdrVr1+bTTz8FYO/evVy4cIH169djYWFBREQESUlJbNu2DTMzM0JCQggMDFSyds6cOcOOHTsoU6YMQ4YMITIykr59+9K/f38ePHjAxIkTAUhKSiI4OJj169ejVqu5ePEiQ4cO5cCBA/mOXWpqKn/++ScODg751g0aNAgfHx/27NlD06ZNcXd3V4JBjo6OhISEYG5uzu3bt+nVqxetW7fOd45at25Nt27dUKlUxMfH88EHHyjBDIBbt26xceNGIHvoXo4LFy4QFBREWFgYlStXZsmSJcyaNYslS5bkq+fFixepVKkStra2RnrH/0lLS+Pnn3/mvffeK7TPmBIfH8+XX36JRqOhf//+NG3alPbt2+Pl5cXgwYMBOHz4MNOmTWPbtm3Kdmq1mp07d3L8+HFGjx5Np06duHfvHj4+PqxYsSJPXwKYPHkydnZ2ACxevJi1a9cyfvz4fPXJfQ737t37XF0rAOfOnSMlJYW33nqLW7dusXPnTiWgBHD8+HHCw8OpWLEivr6+BAcHM3HiRIKDg9Hr9URGRpKRkUG/fv1wcHCgSZMmrF+/ntjYWEqVKkV6ejqlSpUiNTWVadOmsWbNGipXrszNmzfp3bs3e/bsAbKvvyZNmjBmzBh2795NUFAQoaGh+Pv74+3tTUREhFKngs7lnTt3mDp1Klu2bKFWrVp5hsrduXOHCRMmsGnTJurUqcP27dsZP34827dvB7L79PTp05k6dSoA3333nbJtUa8nIYQQQgghnkcSUBIvrNjYWHr27KkMo+nVqxdRUVHKQ3LHjh2xtrYGsh/ckpKSaNWqVb5ysrKymD9/PidPnsRgMHD79m3OnTuX7yH5119/pXbt2rz55psAmJubU65cOc6fP4+lpSWurq4AuLi4YGlpSUJCAjY2NlhbW9O5c+c8ZXXv3l0Z6hYdHc2ZM2fo2bOnUp+cLBPIDs6ULVsWgEaNGpGUlGT0eBw6dIikpCTeffddZVlmZia3b9+mYsWKeb4bExODm5ub0XJcXFz48ccfiYuLU4IgQ4YMYdiwYdy9exc/Pz8SExMxNzcnJSWFhISEfFlQ169fx9fXl/v372Npacndu3e5desWlSpVArIf3I2Ji4vDzc2NypUrA9C/f388PY1PJGpquBtkZzodPnwYMzMz2rVrh7e3N6NGjTLZZ0zx8vLCwsICCwsLunTpwpEjR2jfvj1nzpzh888/JyUlBZVKxZUrV/Js16VLFwCaNGnCzZs30Wg0/Prrr9SpUydfXwKIiIggMjISnU7HgwcPqFGjhtH6mDqHj/unrxWAHTt24OnpiUql4u2332b27NkkJydjb28PQLt27ZR+2bt3b2bPnq3U1c/PD5VKhVqtpmvXrsTGxtK6dWtq1qzJZ599Rps2bWjXrh1qtZqTJ09y7dq1PEPXVCoViYmJlC9fntKlSytZZznZVwUp6Fz++uuvODo6UqtWLQD69etHUFAQAL/99hv16tWjTp06AHh7ezNjxgwlQFi9enWaNm1qdH9FvZ6EEOJpOH78+Eu1H/Hyk74knhbpS8+OBJTEc8vR0ZHExERSUlKM/mJvMBiUYVk5cn/OeUCG7Af2rCzjb0L68ssvSU1NZfv27VhbWzN16lQ0Go3R/RljrB656/LKK6/kW1+6dOk8248YMcLoBNnG2mGsbjnatGnD/PnzC1yfo7AgilqtpkOHDnTo0AEnJydWrVrFsGHDmD59Ou7u7qxYsQKVSkWnTp2M1mfMmDFMmTIFNzc39Ho9jRs3zvO93O3PraBjacz+/ftZtGhRgetz5lAqrPycz+bm5uj1emW5qeOcU45Wq2XUqFFs2rSJBg0akJycnC+4knP+zM3NgewgX0GOHTvGli1bCA0Nxc7OjsjIyDzZTrnlPofP27Wi1WqJjIzE2tpayQDS6XTs2rWL4cOHm6xfQXU1Nzdn27ZtnDhxgiNHjtCrVy/WrVuHwWDAwcGBzZs35yv32rVreeZtMjMzK/D4mzqXBV37BdU3t4L6OlDk60kIIZ6GZs2aPfN9HD9+/B/Zj3j5SV8ST4v0pb9Ho9Fw5syZAtfLW97Ec6tGjRq4u7vj7++v/NqflZXFV199RUZGBq6uruzatQudTodOpyM8PFwZmmWKWq0mLS1N+ZyWlkalSpWwtrYmOTmZ/fv3G92uadOmxMfHc/LkSaUuKSkp1KpVC61Wy5EjRwA4cuQImZmZBWaWPM7d3Z2QkBBSUlKA7Afbc+fOFbsdrVq14tChQ1y8eFFZZuwNXVqtltOnTxd4Y/3555+V420wGPjjjz94/fXXgexj9dprr6FSqfj5559JTEw0WkZKSoqSibJjx44iv2HNxcWFmJgYbt26BcC2bduUzK/ckpOT0Wq1VK1atUjl5jDVZ6pVq6bM23Pp0iXOnj2bZ9uIiAgyMzN58OAB3377Lc7Ozmi1WjIzM3n11VcBCAkJKVI9jPWl1NRUUlNTUavV2NraotVq2blzp9HtHz+Hz9u1EhUVRa1atTh48CDR0dFER0fzxRdfKEPuIHv+q7t37wKwa9cunJ2dgexztGPHDgwGA+np6ezduxcXFxfS09O5e/cuLVu2xMfHh7p163Lx4kWaNm1KYmKicv1Bdr83FQTKadujR4+UAJOpc9m0aVP++OMPJWMpZzhbzrqzZ88SHx+vtMXR0TFPlmFBino9CSGEEEII8TySDCXxXAsMDGTlypV4e3tjaWmJXq/Hzc0NKysr+vXrR1JSkjJUrHXr1vTt27fQMnv06IGvry/ffvstH374IQMHDmTUqFF4eXlRpUqVAh+0bW1tWb58OYGBgTx48AAzMzMmTpyIq6sry5YtyzMp99KlS4v8RisvLy/u37+vzFNjMBgYMGAA9erVM7ldx44diYiIwNPTU5mUe8GCBUyePJlHjx6h0+l48803872hKzY2lubNmxf4drnz588TGBioPJBXr14df39/AMaNG8eMGTNYu3YtDg4ORudgguw3jo0cORJ7e3tatmxZ6DxHOd544w3GjRunzGNTtWpVZs6cme97+/fvN/qGusKY6jNDhw5l1KhRHDx4EAcHBxwdHfNs26BBAz788EOSk5Px8PBQhlH5+PjQu3dvXn31VaNDv4zJ3ZeuXbtGhQoV8PX1pW3btuzevZvOnTtjb2+Pk5OTEuTKzdg5fJ6ulbCwMLp3755nWdOmTdHr9fzyyy9AdvDQz8+Pq1evUrNmTWWC+JEjRzJr1ixl+x49etC2bVtu3LjBp59+yqNHjzAYDDg6OvL2229jbW1NcHAwCxYsICAgAJ1OR9WqVVm9enWh56B79+50796dcuXKERoaWuC5rFChArNmzWL48OHY2trmmQvKzs6O+fPnM378eDIzM7Gzs2PBggWFHlso+vUkhBBCCCHE80hlKOxnXCHES8Xf359WrVopbxt7EQ0ZMoQxY8bg5OT0j+zv8TfAPU3ff/89GRkZSrCnKF70c7h8+fI8E8qL4stJP14S8Rf3M4wPURRCiByRC43PR/i0ydAS8bRIXxJPi/Slvyfn35xOTk55psnIIRlKQvzLGMv4edGsX7++pKvwVCxatIhvvvkGHx+fYm33MpxD8XSsm/xfo3/chRAiN60uCytL85KuhhBCiJeMBJSEEKIQGzdufCbljh07lrFjxz6Tsp9nn376aUlXQQiRi/x6+/KTYJIQQohnQSblFkIIIYQQQgghhBDFIgElIYQQQgghhBBCCFEsElASQgghhBBCCCGEEMUiASUhhBBCCCGEEEIIUSwSUBJCCCGEEEIIIYQQxSIBJSGEEEIIIYQQQghRLBJQEkIIIYQQQgghhBDFIgElIYQQQgghhBBCCFEsElASQgghhBBCCCGEEMUiASUhhBBCCCGEEEIIUSwSUBJCCCGE+Bdr1qxZSVdBvCSkL4mnRfrS06XVZZV0FcRLyuJZFazVagkJCaFPnz7Y2Ng8q90I8cykpKQQHh7OO++8g6WlZUlXR4gXmsFg4KuvvqJnz56UK1eupKvz0vjfnB+4nyH/SBRCCCFEwSIXepZ0FcRLqtAMJZ1Ox9KlS+nUqRNdu3alc+fOBAYGotPpCtxGq9Xi5+dHgwYNCgwmXbt2DWdnZwCSk5MZOHCgsm758uVotdritgWAhIQEPv74Yzp06EC3bt3o27cvUVFRT1SWKadPn2bcuHFPvdyChIWF4ePj80TbBgcHs3nz5nzLcx7wunbtSpcuXfDw8GDKlCmkpqYWex8bNmzgzp07yme9Xo+Pjw/9+/dn1KhRnDlz5onqntvy5cuZN29esbdLT09n1qxZ/Pe//6Vbt25069aN1atXm9wmJSWFKVOm4OrqWmAwKS4ujl69egF5+0Nqaipr164tdj1znDp1ig8//FDpwwMHDuSXX3554vIKsn///ic6nk/qSc8fwOTJkzlw4EC+5e7u7nh4eNCjRw86d+7M9u3blXVxcXE4ODjk2+fAgQNxcHAgIyMDKP518NVXX7F+/fonasfTMHDgQH788cd/bH9RUVF07twZLy8vLl++jKenJ48ePTK5zeTJkzl27FieZevXr0ej0ZgMJj3L+2ruvznFkft4L1++HAcHB3777Tdlfe5+rdVqmT59Ol27dqV79+5069aNyMjIQtfFxMTg7+//d5sohBBCCCHEP6rQDCVfX180Gg07d+5ErVaj0+kICwtDq9Xme9DOysrC3NwcKysrgoKCilwJe3t7Nm7cqHxesWIFgwcPxsrKqhhNgZs3b/Lee+/x2WefsXLlSmXZ4cOHi1VOUTRs2JCFCxc+9XKfhf3797NixYp8y5csWcIvv/zCV199RcWKFdHr9URFRZGSkkLZsmWLVLZer0elUvH111/j6upKhQoVADAzM2PZsmVPtR1PwmAw8NFHH+Hg4MA333yDlZUVjx49yhN4yJHTFpVKRbly5Vi+fHmR95O7P6SmprJu3TqGDh1a7PqeP3+ejz76iPnz59OmTRsAEhMTOXfuXLHLKkyHDh3o0KHDUy/3adPr9cTFxRX4wL1s2TLq1q3LhQsX6NWrF23btsXe3h6AmjVrsn//fsaPH4+5uTlXr17l4cOHebYvznXw8OFDNm7cyJ49e55a+zIzM7GweGbJon9baGgoPj4+dO7cGYCIiIhCt5kzZ06ez1qtlnLlytGnT58Ct8nMzHwh7quvvfYaQUFBef5m5fj666+5f/8+u3fvxtzcnIyMDG7dulXoOjc3N5YuXUpSUhLVqlX7R9sjhBBCCCHEkzL5FHPlyhWioqKIiYlBrVYDYGlpSb9+/YDsrJlvvvkGOzs74uPjmTNnDlqtlqCgIOXXfx8fH9q1awfA5s2b2bBhA5UqVaJly5bKfq5du4a3tzdxcXHMmDEDgP79+2NmZsbGjRvRarVMmzaNpKQkAIYMGYKXl1e++m7evBlnZ+c86ypXrqx8TkxMxN/fn7t372JhYcGYMWNo27YtAA4ODowZM4YffviB+/fvM2HCBDp16sTDhw+ZOHEily5dwsLCgpo1a7J06VLi4uKYN28eYWFhAGzatImvv/6aMmXK4ObmxubNm4mLi1Pa1r9/f2JiYnj48CFz5syhefPmZGZm8tFHH3Hv3j00Gg2NGjVixowZWFlZodVqmT17NnFxcdjb21OrVi2lTVlZWQQFBXHo0CEA2rRpozwwP+7GjRsYDAZeffXVPMszMjL48ssvCQ8Pp2LFikB2EOjtt98G4NatW4wdO5aMjAw0Gg1ubm5MmDAByP5FPjExkQcPHnD16lW6dOnCzZs38fHxwdramoULF3Lr1i2WLFmCRqMhKyuL4cOH07Vr10LPQ25paWlMnjyZS5cu8eqrr2JnZ6fUVavVsnjxYn755Rd0Oh1169Zl+vTp+TLiYmNjuX79Ohs2bFACoKVKlVIy4h5vy6ZNm/j1119ZtWqVEjT19fWlSZMmACxevJi9e/dib29Pw4YNlf3k7g8zZ84kLS0NT09PXnnlFUJDQ4vc5rVr19K7d28lmARQvXp1qlevDmRnL82ZM4cHDx5QunRpJk+eTKNGjUz2szt37jBu3Dglg8zFxQU/Pz/CwsI4cOCAEvjLaZutrS0tW7YkNjaWsLAw4uLiCAgIoHHjxpw8eRKVSsXixYupXbu2yX5i6vxlZGQwe/ZsTp8+DUCPHj0YNmxYvuMBcPLkSerXr4+1tbXR9Tnq1q1L2bJlSU5OVgJKpUuXpk6dOvz000+4ubmxa9cuvLy8lP0Wdh087rvvvqNFixaUKlUKyL4HRkZGolarSUxMxNbWlgULFmBvb8/58+eZMWMGDx8+RKPR0LdvXz744AMAJk2ahI2NDVeuXOHevXuEhYUxbtw4EhIS0Ol0VKtWjYCAgAKzeQ4fPswXX3zBjRs36Ny5M2PHjgWyA+izZ8/mzz//RKPR0LVrV4YPHw5kZ3N5enpy+PBhbt26xeDBg3nvvfcAuHz5MgEBAdy7dw+dTsf777+Pt7c3AQEBHD9+nISEBEJCQti4cSMODg6cOHECGxsb5b6fExgZPHgwPXv2ZODAgQwePJj27dsTGRnJ119/jU6nY/PmzUycOBEXFxelTt7e3hw5coSqVavi6emZ574aHh6uZINVq1aNmTNnUqFCBU6cOMGsWbPQ6/VkZmYyYsQIunXrlu84FfQ3x1TZhXn77beJjY3l0KFDea5TyL7fVqxYUbkX29jYKPckU+sAPDw82LlzJ2PGjCm0DkIIIYQQQjwPTAaU/vjjD6pXr25yiMKJEyeIiIigWrVqpKamMmjQINasWUPlypW5efMmvXv3Zs+ePfz555+sWrVKeXCbPn260fKmTZtGSEgIoaGhyj+2R48ezRtvvMHKlSu5efMmvXr1wtHRkbp16+arb6tWrQqs6/jx4+nbty99+vTh0qVLvPvuu+zbtw87OzsA1Go1O3fu5Pjx44wePZpOnTrx008/kZqayt69e4HsoVCPO3fuHJ9//jkRERHY2dnl+3X+/v37NGnShDFjxrB7926CgoIIDQ3F3NycoKAgypcvj8FgYOLEiezcuZMBAwawdetWrl27xp49e8jMzOTdd9/l9ddfB2Dr1q2cPXtWeegaOnQoW7du5Z133slXt/379+Pu7p5veXx8PFZWVnkCVbmVLVuW1atXY2Njg06nY8iQIRw8eFAJghw7doywsDDl2G3fvl3JFAGoVKkSISEhmJubc/v2bXr16kXr1q0pV65coechx8qVK7GxsWHv3r3cvXuXXr16KVkS69ato0yZMuzYsQOABQsWsGbNmnwPY7///juOjo4m50DK3ZakpCSCg4NZv349arWaixcvMnToUA4cOEB0dDTR0dGEh4dTqlQpPv74Y6Pl+fv74+3tnSeTo6ht/uOPP/Dw8DBarlarxcfHh4CAAFxdXYmNjcXHx4fvv/8eKLifRUZG8p///IcNGzYAxvtwdHQ0P/74IxEREZQqVSrf8MpLly4xd+5cZs6cyapVqwgODmbhwoUm+4mp8xccHIxerycyMpKMjAz69euHg4MDbm5u+eoWFRVVpEyq48ePU758eerVq5dnec+ePdm6dStt27Zl7969bNmyhVmzZgGFXwePO3r0KI0aNcq33/DwcGrVqsWKFSuYM2cOy5Yt47XXXmPDhg1YWVmRkZFBnz59aNOmDbVr1wayA2WbNm2idOnSQPYwsZz+sHjxYtauXcv48eON1iM+Pp4vv/wSjUZD//79adq0Ke3bt2fixImMHDmSFi1aoNVq+eCDD2jYsKFyX3z06JFyb+nevTs9e/bE2tqa8ePHs2DBAmrXrk16ejre3t40adIEPz8/zp49qwSHcsvMzGTkyJGMHj1aOa/37t3LV9fWrVvTrVs3VCoV8fHxfPDBB0owHLKD1znZPnFxccryCxcuEBQURFhYGJUrV2bJkiXMmjWLJUuWsHbtWt5//328vLwwGAykpaXl2++5c+cK/JtjquzCqFQqxowZw+LFi2ndunWedX369GHIkCHExcXRtGlT2rZtS8eOHQtdB9C0aVMWLFggASUhhBBCPBPHjx8v6SqUmH9z25+1vz3O4s0331RS9E+ePMm1a9fyDPVRqVQkJiZy8uRJ2rVrp2QB9OvXj3379hVpH7GxsUyaNAnIzjhyc3MjLi4uX0DJYDAUWEZ6ejpnz57F29sbgDp16lC/fn1+/fVXJeDSpUsXAJo0acLNmzfRaDTUq1ePy5cvM2PGDFq2bKlkW+V29OhR3NzclIdBb29vdu/erawvXbq08jDWpEkTZb4NvV7PF198wcGDB9Hr9aSkpCiZD3FxcXh5eWFpaYmlpSU9evTgxIkTyvHo2bOnMiSwV69eREVFFRhQyskYKeqxguwsqPnz53Py5EkMBgO3b9/m3LlzSkCpbdu2+YIhud29exc/Pz8SExMxNzcnJSWFhIQE6tSpU+h5yBEXF8eUKVMAsLOz47///a+yLjo6mvT0dL777jsgO9jyeCChKO18vC2HDh0iKSmJd999V1mfmZnJ7du3iYuLo0uXLkqgs3fv3gQHBxdaflH6XlHqm5CQgKWlJa6urkB2ppGlpSUJCQnY2NgU2M8aN27Ml19+ybx582jZsmW+h2DIPtadO3dWghteXl552lazZk0cHR2VsnPmlDHVT0ydv9jYWPz8/FCpVKjVarp27UpsbKzRgFJMTEyB2UuQnQVpMBi4evUqK1asyDdU9q233mLGjBlERUVRt25dypcvr6wrSv/ILTk5OV9gpVmzZkpAqk+fPnTv3h3IDt5Mnz6d8+fPo1KpuHnzJufOnVMCSh4eHsrxhuyhZJGRkeh0Oh48eECNGjUKrIeXlxcWFhZYWFjQpUsXjhw5grOzM0ePHuXu3bvK9zIyMoiPj1cCSjn3uNdff52yZcsqGYzx8fFKlhNkz513+fJlpa7GJCQkkJmZqQSTgDzHNsf169fx9fXl/v37WFpacvfuXW7dukWlSpWUthgTFxeHm5sblStXBrKzVj09syeUdHZ2Zs2aNfz555+0atWKxo0b59v+6NGjBf7NMVV2UbRr1441a9bk+xvm4ODA/v37+eWXXzh+/DizZs3i4MGDzJw50+Q6gIoVK3Ljxo0i10EIIYQQojj+rW/OO378+L+27U+DRqMxOR+yyYCSo6MjiYmJpKSkFJillDtl32Aw4ODgYHQC6JxgyJNSqVQmPwM0aNBAGcryJOXmDKnJGZKQmZlJ1apV2bt3L0eOHOHgwYMsXrxYmUg1h8FgMFqfHLkfcM3MzMjMzAQgMjKS48ePs3nzZtRqNatXr+bKlStKmQUxtj9j+09LS+P69etGAy116tRBo9GQkJBAzZo1863/8ssvSU1NZfv27VhbWzN16lQ0Go2yvrA3902fPh13d3dWrFiBSqWiU6dOebZ/nLH6F3YMpk2bpgydKYiTkxMhISEm56l5vC1t2rRh/vz5xarPkyioD586dSpP5kLu/RvbJmdZQf2sadOmhIeHc/jwYSIiIlizZg1btmwpUtk5CirbVD95Gn340qVLVKhQwWigIkdOZty+ffv47LPP+O6775QgQk65nTt3ZsqUKQQGBubZtrDr4HHW1tYm+3Hudi1atIhKlSoRGBiIhYUFgwcPzrNt7mDSsWPH2LJlC6GhodjZ2REZGcm2bdsKrU/ufebMAbZjx44CM/JyDxs0NzcnKysLlUpF+fLlizQ30uP7LYoxY8YwZcoU3Nzc0Ov1NG7cuMDj8Hj5BfXJDz74AHd3dw4fPsysWbNo1apVvsye4va/4ho7diyTJ0/Ol1FobW1N69atad26Ne3atePDDz9Ugkam1mk0GuUHBSGEEEIIIV4EJt/yVqNGDdzd3fH39yc9PR3Izkj46quvlDmScmvatCmJiYkcOXJEWXbq1CkMBgPOzs7ExMQo87jkDFUyxsbGRtkfZGdibN26FcgeHhETE2P0bT3vvPMOsbGxeQI+ycnJbNu2DbVaTf369dm1axeQPWTk3LlzRn/Zzu3GjRuYm5vTsWNHfH19uXv3Lvfv38/znZy25WQG5OyjMGlpaZQvXx61Wk1aWlqeiX5dXFyIiIggMzOTR48e5Vnn6urKrl270Ol06HQ6wsPDjQZWYmJi8s3xkcPGxoYPPvgAf39/5ZwYDAZ2795NUlISaWlpVKpUCWtra5KTk9m/f7/JttjY2OQZdpKWlsZrr72GSqXi559/JjExEaBY58HFxUUZ1nfv3r08b+tzd3dnw4YNytum0tPTiY+PN1pGlSpVCAwMVN4cqNFoWLNmjdF2tGrVikOHDnHx4kVl2alTp5Sy9u3bx4MHD8jKymLnzp1Gy1Cr1Tx69EgJuhSnzf/73//Ytm1bnonkL1++zDfffEOtWrXQarXK9XXkyBEyMzNNZrIAXL16VckC8vX15ffff0ev1+f5jrOzM99++y0PHz5Er9fnybAzxVQ/MXX+XF1d2bFjBwaDgfT0dPbu3Wu0D+/fv7/IE4d37tyZVq1aGT23/fv353//+1++66Gw6+BxdevWJSEhIc+yEydOKIHgsLAw5d6UlpZGlSpVsLCw4MKFC/neepZbamoqarUaW1tbtFptgX0rR8694cGDB3z77bc4OzujVqtp1qxZnvb/9ddfyvxGBalZsyalSpUiPDxcWRYfH5/nHmxMrVq1sLCwyJOlY2zIW0pKijKn1Y4dO4r8Bk8XFxdiYmKU+m/btk3JzktISKBatWr079+fQYMGGf0hwdTfHFNlF1Xz5s2pUaNGnr83x44d4/bt28rn33//XRmqbGodZF/nxoL/QgghhBBCPK8KHfIWGBjIypUr8fb2xtLSEr1ej5ubm9E3sJUrV47g4GAWLFhAQEAAOp2OqlWrsnr1aurVq8fw4cMZMGAAFStWNDp0LMfgwYMZNGgQpUqVYuPGjUyZMgV/f39lKMn48eN544038m2X87a4oKAglixZQunSpSldurQyBC8oKAh/f382bNiAhYUF8+fPNzlsC7LfupXz1iG9Xs+wYcOwt7dXHiAB6tWrx//+9z/69+9PxYoVcXV1pUyZMoUdWry8vNi/fz9du3bF3t6eZs2aKb/c9+3bl/Pnz9O1a1eqVKlCixYtuH79OpA9dCMpKYmePXsC2XOU9O3bN1/5UVFRygTqxowdO5YNGzYoE1QbDAaaN29Ou3btGDhwIKNGjcLLy4sqVaoUmgk0aNAg/Pz8KFWqFAsXLmTcuHHMmDGDtWvX4uDggIODg/Ldop6HkSNH4ufnR5cuXXjttdfyzI81bNgwVqxYQe/evZU3s33yySf5huioVCrWrVvHwoUL6dKlC6+88gqA0pceV6NGDRYsWMDkyZN59OgROp2ON998k0aNGtG+fXt+/fVXvLy8qFy5Ms7OziQnJ+crw9bWlu7du9O9e3fKlStHaGhokdtcr149Vq9ezeLFi/H39+eVV16hfPny+Pj4YGVlxbJly/JMyr106dJC34Z49OhRvvzyS8zNzdHr9cyYMQMzs7yx5A4dOnDy5Ek8PT2xt7encePGRudaepypfmLq/I0cOZJZs2Yp56FHjx5GJynfv39/sd76NW7cOHr16pXvDXv29vYFvnXP1HXwuLfffpsZM2bw6aefKstatGjB8uXLuXjxojIpN8CIESOYMGECu3fvplq1arRo0aLAerdt25bdu3fTuXNn7O3tcXJyMplt2aBBAz788EOSk5Px8PBQhuEFBQUxd+5c5bja2NgwZ84cZXiZMRYWFqxevZqAgADWr1+PXq+nQoUKhc4nZGFhQXBwMDNnziQ4OBiVSsXgwYPzDWHz9fVl5MiR2Nvb07JlS2xtbU2Wm+ONN95g3LhxDB48GICqVasq2TwbN24kLi4OS0tLrKyslKGVuZn6m2Oq7OIYM2aMch+G7BdMzJ49G51Oh5mZGRUqVFD6g6l1kD3ctqDJ4IUQQgghhHgeqQxPexzPv1R6erryJrycN4cFBQWVWH20Wi0eHh58//33z/UrycXzI6cP6/V6Jk+eTOXKlUt0guCbN28yZMiQfENMS9qQIUMYN24cjo6O+d6UJ8STuHfvHu+//z47duwoNECcI2c8+5KIv7ifkfWMayiEEEKIF1nkwqLPFfmykTmU/p6cf3M6OTkZfeu2RBqekoULF3LixAklK+tJfu1+mqysrIiOji7ROogXy8SJE7l+/TqPHj2iQYMGBWb0/FMqV6783AWTAKZOnaoM4RTiabh69SrTp08vcjApt3WT/2v0j7sQQgghRA6tLgsrS/OSroZ4CUmGkhBCCPGCKezXIiGKQ369FU+L9CXxtEhfEk+L9KW/p7B/c5qclFsIIYQQQgghhBBCiMdJQEkIIYQQQgghhBBCFIsElIQQQgghhBBCCCFEsUhASQghhBBCCCGEEEIUiwSUhBBCCCGEEEIIIUSxSEBJCCGEEEIIIYQQQhSLBJSEEEIIIYQQQgghRLFIQEkIIYQQQgghhBBCFIsElIQQQgghhBBCCCFEsUhASQghhBDiX6xZs2YlXQXxkpC+JJ4W6UviaXkZ+pJWl1XSVSiQRUlXQAghhBBP5n9zfuB+xvP7jwwhhBBCCPH3RC70LOkqFEgylIQQJl2/fp1t27aVdDWECSkpKXz11VfodLqSrooQQgghhBDiX0ICSuJfT6fTsXTpUjp16kTXrl3p3LkzgYGBT/Rwvnz5crRarfI5NTWV//3vf7z33nuMHj2a69ev/+36Tpo0iU2bNhV7u1u3bjFhwgQ6dOhAt27d8PLyKjRQdP36debOnYubm1uB3wkLC8PHxweA/fv3M2/ePACuXbvG1q1bi13PHBqNho4dO6LX6/OtS0hI4OOPP1ba0rdvX6Kiooq9j7Nnz7J37948y3788Uf69evHRx99xIIFC564/rk5ODiQkZFRrG2WL1+Oi4sLXl5edOrUCW9vb77++muysvJmo6SkpDBlyhRcXV2xtLQEIC4ujl69ehkt9/Tp04wbNw7I7p9r1659ghb9n86dO5Oamppv+ZP0N2OM9aPffvuNd955hyFDhjB58mQMBsMT1z+Hu7s7Fy5cKNY2uft+UQ0dOpSkpKRibSOEEEIIIcTzSIa8iX89X19fNBoNO3fuRK1Wo9PpCAsLQ6vVKg/ohcnMzMTCwoIVK1YwePBgrKysAChbtizr1q17ltUvkocPH/Lee+/Rq1cvAgMDMTMzIzU1NV8wBf6vLQCvvfYaK1asKPJ+OnToQIcOHYDsYNTWrVvp16/fE9X58OHDODs7Y2aWN+598+ZN3nvvPT777DNWrlypLDt8+HCxys/MzOTs2bMcOHCALl26KMvbt29P+/btn6jOT5uXlxcTJ04E4OrVq3z22WckJSUxZcoU5TvlypVj+fLlRS6zYcOGLFy4EMgOKK1bt46hQ4c+Uf0uXLiAvb09ZcuWzbO8OP3NlMzMTKP9qHHjxoSEhDxRnUva3w3gCSGEEEII8byQgJL4V7ty5QpRUVHExMSgVqsBsLS0VB5ez58/z4wZM3j48CEajYa+ffvywQcfANmZQjY2Nly5coV79+7RuHFjAPr374+ZmRkbN24kJiaGr7/+Wsl2mjhxIi4uLgCcOnWKOXPm8ODBA0qXLs3kyZNp1KhRvjomJyczYcIE7t27x+uvv54nQyU9PZ25c+dy/vx5NBoNzs7O+Pr6Ym5unqeMPXv2YGtry0cffaQsK1u2LP379zfalrCwMHbt2kVISAhZWVmo1WqmT59OrVq10Gq1zJ49m7i4OOzt7alVq5ZSZlhYGAcOHGDZsmXMnDmTa9eu4enpSfXq1Vm2bFmR2wzZ2U45wancNm/ejLOzM15eXsqyypUrK5+/+OILvvnmG7KysrC2tmb69OnUr18fyM4U+uyzz4iJiaFu3brs37+f9PR0PD09adGiBVOmTGHcuHEkJCSg0+moVq0aAQEBlCtXDoA1a9awe/duIDswM2XKFGxsbPLV8fvvv2fRokXY2trStm3bPOt+++03goKClIwlHx8f2rVrZ/QY5Fa1alXmzJlDjx49GDVqFGXKlCEmJoZVq1YpwU9fX1+aNGkCZAdjfH19OXfuHObm5gQGBlKnTh3i4uKYN28eYWFhzJw5k7S0NDw9PXnllVcIDQ0lMTERf39/7t69i4WFBWPGjMnXhsLOUWH9LTIyssDrwt3dHW9vb44cOULVqlX57bff8vWjefPmcfToUXQ6HeXLlycgIIDXXnsNgPDwcNavXw9AtWrVmDlzJhUqVMhXx2PHjjFjxgysra1p0qRJniyny5cvExAQwL1799DpdLz//vt4e3sXeo5y3L59m2nTpimZSEOGDFH6p7u7O6tXr6Zu3bom+6oQQgghhBDPOwkoiX+1P/74g+rVqysBg8e99tprbNiwASsrKzIyMujTpw9t2rShdu3aAJw8eZJNmzZRunRpAEJCQggNDVWCDK1bt6Zbt26oVCouX77MBx98wMGDB9Fqtfj4+BAQEICrqyuxsbH4+Pjw/fffK9lNOWbPnk2LFi345JNPuHr1Kj169KBNmzYAzJ07lxYtWjBnzhz0ej3jx49n586d9O3bN08Zv//+e4GBmxy523Ls2DH27dvH5s2bsbKyIiYmBj8/P0JDQ9m6dSvXrl1jz549ZGZm8u677/L666/nK8/f318JXADFarNeryc2NjZPJk7uc9aqVasC2+Hl5cXgwYOB7CynadOm5Rlqpdfr2bhxIwANGjRQAmA5Jk+ejJ2dHQCLFy9m7dq1jB8/npiYGHbv3q2c34kTJxIcHMxnn32WZ/937txh6tSpbNmyhVq1auXJSElNTWXatGmsWbOGypUrc/PmTXr37s2ePXvyZfkYU7t2bUqVKkVCQgK2trYEBwezfv161Go1Fy9eZOjQoRw4cADIDoZOmTKFli1bsmvXLiZMmKCcixz+/v54e3sTERGhLBs/fjx9+/alT58+XLp0iXfffZd9+/YpxyS3/fv3s3Tp0nzLC+tvBV0XOW7duqWco9wBsBxDhw5VMre2b99OUFAQixcv5sKFCwQFBREWFkblypVZsmQJs2bNYsmSJXn2r9VqGTNmDEFBQTg7O7N3715lf5mZmYwfP54FCxZQu3Zt0tPT8fb2pkmTJsp1X5jZs2fzxhtvsHLlSm7evEmvXr1wdHSkbt26eb5XWF8VQgghhBAC4Pjx4yVdBaMkoCSECY8ePWL69OmcP38elUrFzZs3OXfunPJg6eHhoQSTjLl69Srjxo0jOTkZCwsLbt++za1bt7h79y6Wlpa4uroC4OLigqWlJQkJCTg4OOQpIy4uTgmsVK1aVcnkAIiOjubUqVN8+eWXSn3t7e3z1aMoc8zkbkt0dDTnzp2jT58+yvY58+TExcXh5eWFpaUllpaW9OjRgxMnThRafkJCQpHb/Ouvv1KvXj1KlSpV7LacOXOGzz//nJSUFFQqFVeuXMmzvmfPnia3j4iIIDIyEp1Ox4MHD6hRowYAsbGxdOnSRclk69u3LwEBAfm2//XXX3F0dFQyt/r160dQUBCQHbS7du1aniFmKpWKxMREGjZsaLJejzt06BBJSUm8++67yrLMzExu374NQPXq1WnZsiUAnp6eTJ06lfT0dJNlpqenc/bsWSUbp06dOtSvX59ff/0Vd3f3PN9NTk4mKytLyQzKrbBzVNB1UalSJYA82WfGHDx4kJCQEB48eEBmZqayPC4uDjc3NypXrgxkZwt6euZ/K8bly5d55ZVXcHZ2BqBLly74+/sD2VmL8fHxjB07Vvm+Tqfj8uXLRQ4oxcbGMmnSJCA7e87NzY24uLh8AaXC+qoQQgghhBAAzZo1K5H9ajQazpw5U+B6CSiJfzVHR0cSExNJSUkxmqW0aNEiKlWqRGBgIBYWFgwePBiNRqOsNxVMAhg7diyTJk1SJpdu3LgxGo0Gg8GASqXK931jy0wxGAwEBwdTtWpVk99zcnJi586dJr+Tuy0GgwFvb29GjRpldJ9PojhtjoqKMjqUCrKzik6fPm10nVarZdSoUWzatIkGDRqQnJycb7iWqXN27NgxtmzZQmhoKHZ2dkRGRioZIwXV/3Gmjo/BYMDBwYHNmzcXWo4xly9f5tGjR9SqVYvTp0/Tpk0b5s+fn+978fHxT1R+QQo6R48HmXIU1t8Kui5ymDpHORPF79ixg6pVq3LixAnGjx8PFP0cmWIwGChfvnyerK0n8Xg9Hv9clL4qhBBCCCHE80ze8ib+1WrUqIG7uzv+/v5K9kZWVhZfffUVGRkZpKWlUaVKFSwsLLhw4QLHjh0zWZ6NjU2eLJC0tDRlONiOHTuUN8DlzEV05MgRAI4cOUJmZqaSDZPbW2+9pTycX716ldjYWGWdu7s7a9asUeZVunv3LlevXs1XRteuXbl79y7r1q1TAh6pqal89dVXRtvh7u5OREQEN27cUI5JTmTaxcWFiIgIMjMzefToEXv27DFahlqtznMsitPmAwcOFDiv0DvvvENsbCyRkZHKsuTkZLZt24ZWqyUzM5NXX30VoNCJm9VqNWlpacrn1NRU1Go1tra2aLXaPEERV1dX9u7dS3p6OgaDgR07dijZVrk1bdqUP/74Q8k22b59e551iYmJyjGA7Lm0ihKku3btGpMnT2bAgAGo1WpatWrFoUOHuHjxYp6yciQmJir9NTIykrp16yrZVbnb/+jRIyXLR61WU79+fXbt2gVkB6bOnTunzA+WW3R0dIFBv8L6W0HXhTGP96P09HQsLS2pVKkSer2e0NBQZZ2LiwsxMTHcunULgG3bthk9R7Vq1eLRo0f88ssvAHz77bdKP6hZsyalSpUiPDxc+X58fHyh2V25ubi4KG+mu3XrFjExMUo2VI7i9lUhhBBCCCGeN5KhJP71AgMDWblyJd7e3lhaWqLX63Fzc8PKyooRI0YwYcIEdu/eTbVq1WjRooXJsgYPHsygQYMoVaoUGzduxNfXl5EjR2Jvb0/Lli2xtbUFwMrKimXLluWZoHrp0qX55hKC7Dl9JkyYwLfffkvNmjXzzB/k5+fHggUL8PT0RKVSYWlpiZ+fX76MpdKlS7Nx40YWLFhAhw4dsLGxwcLCgnfeecdoO1q0aMHo0aMZMWIEWVlZ6HQ6PDw8cHJyom/fvpw/f56uXbtSpUoVWrRowfXr1/OV4eDgQM2aNenWrRu1atVi2bJlRWpzfHw85cuXNzpnD4C9vT0bN24kKCiIJUuWULp0aUqXLs3QoUNRq9X4+PjQu3dvXn311UIzPlxcXPjiiy/o0aMHLVu2ZNKkSezevZvOnTtjb2+Pk5OTkg3l5ubG+fPnlYmlnZycGDFiRL4yK1SowKxZsxg+fDi2trZ4eHgo68qVK0dwcDALFiwgICAAnU5H1apVWb16tdHMmvDwcGJjY3n48CFqtZru3bszcOBAIDsYumDBAiZPnsyjR4/Q6XS8+eabytxF9evXZ8+ePQQEBGBmZmY0k8nW1pbu3bvTvXt3ypUrR2hoKEFBQfj7+7NhwwYsLCyYP39+vnORnp7O1atXcXR0NHpcC+tvBV0XxhjrRx4eHnTt2pX//Oc/tGjRQgmcvfHGG4wbN06Zl6hq1arMnDkzX5lWVlYsWrRImZT7rbfe4j//+Q8AFhYWrF69moCAANavX49er6dChQr55mHKERMTk6ef9erViylTpuDv70/37t2B7Hmp3njjDeU7KpWq2H1VCCGEEEKI543K8KTjV4QQ4hlYs2aNMrxQPJ+++eYbTpw4wdSpU0u6Ki+UzMxMnJ2d+fbbb5X5op5Uznj2JRF/cT8jq/ANhBBCCCHECylyYf45Qf8pOf/mdHJywtraOt96CSgJIYQQz9jt27cZMGAArVu3Ztq0aX+7vML+uAshhBBCiJeDVpeFlaV5iey7sH9zyhxKQgghxDNWsWJFfvjhh6cSTBLiaXteX0UsXjzSl8TTIn1JPC0vQ18qqWBSUUhASQghhBBCCCGEEEIUiwSUhBBCCCGEEEIIIUSxyFvehBBCiBdMzvSHWq22hGsiXhYajaakqyBeEtKXxNMifUk8LdKXnlzOvzULmnpbJuUWQgghXjBpaWlcuHChpKshhBBCCCH+BerWrUuZMmXyLZeAkhBCCPGC0ev1ZGRkYGlpiUqlKunqCCGEEEKIl5DBYECn02FjY4OZWf4ZkySgJIQQQgghhBBCCCGKRSblFkIIIYQQQgghhBDFIgElIYQQQgghhBBCCFEsElASQgghhBBCCCGEEMUiASUhhBBCCCGEEEIIUSwSUBJCCCGEEEIIIYQQxSIBJSGEEEIIIYQQQghRLBJQEkIIIYQQQgghhBDFIgElIYQQ4gWSkJBAv3796NSpE/369ePKlSslXSVRgu7du8fQoUPp1KkT3bt355NPPuHu3buA6b7yLNaJl8eKFStwcHDgwoULgPQlUXwajYZp06bx9ttv0717d6ZOnQpIXxLF9+OPP+Ll5YWnpyfdu3fn+++/B6QvPTcMQgghhHhhDBw40BAeHm4wGAyG8PBww8CBA0u4RqIk3bt3z3DkyBHlc2BgoMHX19dgMJjuK89inXg5nDlzxjBkyBBDu3btDOfPnzcYDNKXRPHNmjXLMGfOHINerzcYDAbDrVu3DAaD9CVRPHq93tC8eXPlXnT27FlDkyZNDFlZWdKXnhMSUBJCCCFeELdv3zY0a9bMkJmZaTAYDIbMzExDs2bNDHfu3Cnhmonnxbfffmt4//33TfaVZ7FOvBw0Go2hb9++hqSkJEP79u0N58+fl74kii09Pd3QrFkzQ3p6ep7l0pdEcen1ekPLli0Nx44dMxgMBsPRo0cNb7/9tvSl54hFSWdICSGEEKJo/vrrL+zt7TE3NwfA3NycypUr89dff2FnZ1fCtRMlTa/Xs2XLFtzd3U32FYPB8NTXSf97OSxdupQePXpQtWpVZZn0JVFcV69exdbWlhUrVhAXF4eNjQ2jRo2iVKlS0pdEsahUKpYsWcLIkSMpXbo0GRkZfP7553Jfeo7IHEpCCCGEEC+BWbNmUbp0ad57772Srop4AZ08eZLTp0/zzjvvlHRVxAsuMzOTq1ev4ujoSFhYGOPHj+fTTz/lwYMHJV018YLJzMzk888/Jzg4mB9//JFVq1YxZswY6UvPEclQEkIIIV4Qr776KsnJyWRlZWFubk5WVhY3b97k1VdfLemqiRI2b948EhMTWb16NWZmZib7isFgeOrrxIvvl19+4fLly3To0AGAGzduMGTIEHx9faUviWL5z3/+g4WFBd26dQOgcePGlC9fnlKlSklfEsVy9uxZbt68SbNmzQBo1qwZr7zyCtbW1tKXnhOSoSSEEEK8ICpUqED9+vXZs2cPAHv27KF+/fqSiv0vt3jxYs6cOcPKlSuxsrICTPeVZ7FOvPiGDRvGTz/9RHR0NNHR0VSpUoX169fTpUsX6UuiWOzs7HB2dubnn38Gst+cdefOHWrUqCF9SRRLlSpVuHHjBpcvXwYgPj6e27dvU716delLzwmVwWAwlHQlhBBCCFE08fHxTJo0idTUVMqWLcu8efOoVatWSVdLlJCLFy/SrVs3atSoQalSpQB4/fXXWblypcm+8izWiZeLu7s7q1evpm7dutKXRLFdvXoVPz8/7t+/j4WFBaNHj8bNzU36kii23bt3s3btWlQqFQA+Pj507NhR+tJzQgJKQgghhBBCCCGEEKJYZMibEEIIIYQQQgghhCgWCSgJIYQQQgghhBBCiGKRgJIQQgghhBBCCCGEKBYJKAkhhBBCCCGEEEKIYpGAkhBCCCGEEEIIIYQoFgkoCSGEEEIIIYQQQohikYCSEEIIIYQQQgghhCgWCSgJIYQQQgghhBBCiGL5f9EjeMc9rHB/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = dataset[dataset['Segmento de Mercado']=='Bancos, Financeiras e Administradoras de Cartão']\n",
    "df = df[df['Área']=='Serviços Financeiros']\n",
    "\n",
    "df['Assunto'].value_counts().plot.barh(figsize=(12,10))"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}