{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Otimização de Custos de Plano de Saúde"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Entendimento do Negócio\n",
    "\n",
    "### 1.1 Contexto de negócio\n",
    "\n",
    "Uma empresa do ramo alimentício tem mais de 20 mil colaboradores em todo o Brasil. Com o passar dos anos a empresa percebeu um **aumento no custo do plano de saúde** com seus colaboradores. Como forma de entender esse comportamento, a gerência de Benefícios e Bem Estar da Diretoria de Pessoas conduziu uma pesquisa interna com um grupo de **1.338 colaboradores** sorteados aleatoriamente.\n",
    "\n",
    "A gerência acredita que fatores como fumo e obesidade podem estar relacionados com o maior uso do plano de saúde, o que acaba elevando os custos. Portanto, os colaboradores da pesquisa responderam características pessoais como o Índice de Massa Corpórea (IMC), Qte de Filhos e se fazem uso de cigarros.\n",
    "\n",
    "### 1.2 Objetivo\n",
    "\n",
    "O objetivo deste projeto é compreender o cenário e os desafios enfrentados pela empresa no que diz respeito ao aumento no custos do plano de saúde de seus colaboradores. Para tanto, serão identificados os principais fatores que contribuem para os altos custos, as oportunidades de melhoria e as possíveis ações preventivas que podem ser tomadas pela gerência.\n",
    "\n",
    "### 1.3 Premissas\n",
    "\n",
    "Para a execução da análise, levou-se em consideração as seguintes premissas:\n",
    "\n",
    "- Os dados fornecidos pela empresa são precisos e representam adequadamente a situação atual dos custos do plano de saúde.\n",
    "- A coleta e a limpeza dos dados foram realizadas de maneira adequada, estando isentas de possíveis problemas associados a riscos operacionais, imparcialidade ou tendências.\n",
    "- A empresa está aberta à implementação de mudanças com base nas descobertas deste projeto.\n",
    "- A análise considerará apenas os fatores internos da empresa, excluindo influências externas não controláveis.\n",
    "\n",
    "### 1.4 Riscos Envolvidos\n",
    "\n",
    "#### Análise SWOT\n",
    "\n",
    "<table>\n",
    "<thead>\n",
    "  <tr>\n",
    "    <th colspan=\"3\">Matriz SWOT</th>\n",
    "  </tr>\n",
    "</thead>\n",
    "<tbody>\n",
    "  <tr>\n",
    "    <th rowspan=\"2\">Fatores internos (estão em nosso controle)</th>\n",
    "    <th>Forças</th>\n",
    "    <th>Fraquezas</th>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td>\n",
    "      <ul>\n",
    "        <li><b>Dados abrangentes</b>: A empresa possui acesso a uma grande quantidade de dados sobre seus colaboradores, incluindo informações de saúde, histórico médico e uso do plano de saúde.</li>\n",
    "        <li><b>Expertise em análise de dados</b>: A empresa conta com profissionais qualificados e experientes em análise de dados, o que facilita a identificação de padrões e tendências nos dados de saúde.</li>\n",
    "        <li><b>Comprometimento da alta administração</b>: A alta administração está comprometida em reduzir os custos de saúde e reconhece o valor da análise de dados como uma ferramenta estratégica para alcançar esse objetivo.</li>\n",
    "      </ul>\n",
    "    </td>\n",
    "    <td>\n",
    "      <ul>\n",
    "        <li><b>Resistência à fornecer informações pessoais</b>: Alguns colaboradores podem se opor a fornecer informações pessoais ou participar de programas de saúde baseados em dados, dificultando a implementação das soluções propostas.</li>\n",
    "        <li><b>Resistência à mudança</b>: Caso a hipótese de o fumo e a obesidade estarem relacionados com o maior uso do plano de saúde for confirmada os colaboradores podem resistir à mudança de hábitos referentes a estes fatores, o que pode dificultar a implementação de novas estratégias ou iniciativas dentro da empresa.</li>\n",
    "      </ul>\n",
    "    </td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <th rowspan=\"2\">Fatores externos (não estão em nosso controle)</th>\n",
    "    <th>Oportunidades</th>\n",
    "    <th>Ameaças</th>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td>\n",
    "      <ul>\n",
    "        <li><b>Identificação de fatores de risco</b>: A análise de dados pode ajudar a identificar fatores de risco específicos, como tabagismo, obesidade ou outros fatores, que estão contribuindo para os altos custos de saúde.</li>\n",
    "        <li><b>Personalização de intervenções de saúde</b>: Com base nos dados coletados, a empresa pode desenvolver programas de saúde personalizados para atender às necessidades individuais dos colaboradores e reduzir os custos associados às condições de saúde específicas.</li>\n",
    "      </ul>\n",
    "    </td>\n",
    "    <td>\n",
    "      <ul>\n",
    "        <li><b>Questões de privacidade e segurança de dados</b>: O manuseio de dados de saúde sensíveis pode levantar preocupações com privacidade e segurança, especialmente em conformidade com regulamentações como a Lei Geral de Proteção de Dados (LGPD).</li>\n",
    "        <li><b>Resistência sindical ou legal</b>: Sindicatos ou órgãos reguladores podem levantar objeções à coleta e uso de dados de saúde dos colaboradores, o que pode criar obstáculos legais ou políticos para o projeto.</li>\n",
    "      </ul>\n",
    "    </td>\n",
    "  </tr>\n",
    "</tbody>\n",
    "</table>\n",
    "\n",
    "### 1.5 Custos x Benefícios\n",
    "\n",
    "- Os custos associados a este projeto incluem o tempo e os recursos dedicados à coleta, limpeza e análise dos dados, bem como a implementação de quaisquer mudanças recomendadas.\n",
    "- Os benefícios esperados incluem uma redução nos custos do plano de saúde, uma melhoria na saúde geral dos colaboradores e uma melhor compreensão dos fatores que influenciam os custos.\n",
    "\n",
    "### 1.6 Critérios de Sucesso\n",
    "\n",
    "- Identificação clara dos principais fatores que influenciam os custos do plano de saúde.\n",
    "- Desenvolvimento de ações preventivas viáveis e eficazes para reduzir os custos empregando a metodologia [5W2H](https://sebrae.com.br/Sebrae/Portal%20Sebrae/Anexos/5W2H.pdf).\n",
    "- Aceitação e implementação bem-sucedida das mudanças propostas pela empresa.\n",
    "- Melhoria mensurável nos custos do plano de saúde e na saúde geral dos colaboradores ao longo do tempo.\n",
    "\n",
    "\n",
    "### 1.7 Resultados\n",
    "\n",
    "Os principais resultados esperados incluem:\n",
    "\n",
    "- Identificação e quantificação dos principais fatores correlacionados com os custos do plano de saúde na empresa.\n",
    "- Formulação de recomendações de ações preventivas que a empresa pode adotar para reduzir esses custos.\n",
    "- Avaliação e projeção do impacto potencial de alterações nos fatores de risco sobre os custos com saúde.\n",
    "\n",
    "\n",
    "### 1.8 Recursos\n",
    "\n",
    "- [<download>base_plano_de_saude.xlsx](./data/base_plano_de_saude.xlsx)\n",
    "- [Jupyter Notebook](https://jupyter.org/)\n",
    "- [Python 3.11.8](https://www.python.org/)\n",
    "- Bibliotecas Python:\n",
    "  - [pandas==1.5.3](https://pandas.pydata.org/)\n",
    "  - [numpy==1.25.2](https://numpy.org/)\n",
    "  - [matplotlib==3.7.1](https://matplotlib.org/)\n",
    "  - [seaborn==0.13.1](https://seaborn.pydata.org/)\n",
    "  - [scipy==1.11.4](https://scipy.org/)\n",
    "  - [statsmodels==0.14.1](https://www.statsmodels.org/)\n",
    "\n",
    "\n",
    "### 1.9 Planejamento do projeto\n",
    "\n",
    "O projeto segue a metodologia [CRISP-DM](https://www.preditiva.ai/blog/entenda-o-crisp-dm-suas-etapas-e-como-de-fato-gerar-valor-com-essa-metodologia), uma consolidação das melhores práticas na área de dados, conhecida como *Cross Industry Standard Process for Data Mining*, visando aumentar suas chances de sucesso.\n",
    "\n",
    "**Proposta de solução:**\n",
    "A análise será dividida em três partes principais:\n",
    "- **Parte 1: Análise Exploratória de Dados (AED)**: Exploração dos dados disponíveis para verificar a qualidade dos dados, identificar padrões, tendências e insights iniciais.\n",
    "- **Parte 2: Análise de Correlação e Solução do Problema**: Análise da relação entre as variáveis verificando o comportamento conjunto e investigando potenciais relações causais para o custo do plano de saúde da empresa.\n",
    "- **Parte 3: Modelagem Inferencial**: Desenvolvimento e ajuste de um modelo de Regressão Linear Múltipla para entender como cada variável explica o custo de saúde.\n",
    "\n",
    "**Perguntas a serem respondidas:**\n",
    "  - Quais fatores estão mais relacionados com o Custo do Plano de Saúde na empresa?\n",
    "  - Que tipo de ações preventivas a empresa pode fazer de forma a diminuir esse custo?\n",
    "\n",
    "**Hipóteses a serem testadas:**\n",
    "  - H1: O fumo e a obesidade estão relacionados com o maior uso do plano de saúde, o que acaba elevando os custos.\n",
    "  - H2: Quanto maior a quantidade de filhos maior será o número de dependentes no plano de saúde, o que eleva os custos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2LSX5nb_vddP"
   },
   "source": [
    "## 2. Entendimento do Dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Descrição dos dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "n2qD1Sk4Ovnc"
   },
   "source": [
    "#### 2.1.1 Importações"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "Trqq-3leljmq",
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from IPython.display import display\n",
    "import locale\n",
    "\n",
    "# Pacotes de modelagem\n",
    "import statsmodels as sms\n",
    "import statsmodels.api as sm\n",
    "\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "# Definir a formatação local para o Brasil\n",
    "locale.setlocale(locale.LC_ALL, 'pt_BR.UTF-8')\n",
    "\n",
    "# Definir um alias para a função locale.currency()\n",
    "def moeda(valor):\n",
    "    return locale.currency(valor, grouping=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "ssG7ggAQS8zv",
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "# Configurando o pandas para exibir todo o conteúdo de uma célula, sem truncar o texto\n",
    "pd.set_option('display.max_colwidth', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Z43tMdIGO0Wm"
   },
   "source": [
    "#### 2.1.2 Lendo o arquivo de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "vfIVp-8gJsxq",
    "metadata": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "xlsx = './data/base_plano_de_saude.xlsx'\n",
    "\n",
    "nomes_abas = ['base', 'Metadados']\n",
    "\n",
    "dfs = pd.read_excel(xlsx, sheet_name=nomes_abas)\n",
    "\n",
    "base = dfs['base']\n",
    "Metadados = dfs['Metadados']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BdajFrVVjMVq"
   },
   "source": [
    "Informações básicas sobre o DataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "id": "z0-o4zVPjNPf",
    "metadata": {},
    "outputId": "3e4effd1-2cbf-439f-bd24-4df814a21f57"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Idade</th>\n",
       "      <th>Sexo</th>\n",
       "      <th>IMC</th>\n",
       "      <th>Qte_Filhos</th>\n",
       "      <th>Fumante</th>\n",
       "      <th>Região</th>\n",
       "      <th>Custo_Saude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>Feminino</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Centro</td>\n",
       "      <td>1688.492400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>Não</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>172.555230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Não</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>444.946200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>2198.447061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>386.685520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Idade       Sexo     IMC  Qte_Filhos Fumante   Região  Custo_Saude\n",
       "0     19   Feminino  27.900           0     Sim   Centro  1688.492400\n",
       "1     18  Masculino  33.770           1     Não  Sudeste   172.555230\n",
       "2     28  Masculino  33.000           3     Não  Sudeste   444.946200\n",
       "3     33  Masculino  22.705           0     Não    Norte  2198.447061\n",
       "4     32  Masculino  28.880           0     Não    Norte   386.685520"
      ]
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     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "base.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
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    "id": "uQ1LixsojDRh",
    "metadata": {},
    "outputId": "2e26fe9c-a2eb-466e-c0e7-e90b67801f19"
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .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>Variável</th>\n",
       "      <th>Descrição</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Idade</td>\n",
       "      <td>Idade do colaborador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sexo</td>\n",
       "      <td>Sexo do colaborador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>IMC</td>\n",
       "      <td>Índice de Massa Corporal do colaborador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Qte_Filhos</td>\n",
       "      <td>Qte de filhos que o colaborador tem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fumante</td>\n",
       "      <td>Flag se o colaborador é fumante ou não fumante</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Região</td>\n",
       "      <td>Região do Brasil onde o colaborador mora</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Custo_Saude</td>\n",
       "      <td>Custo de Plano de Saúde que esse colaborador trouxe para a empresa no último ano</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Variável  \\\n",
       "0        Idade   \n",
       "1         Sexo   \n",
       "2          IMC   \n",
       "3   Qte_Filhos   \n",
       "4      Fumante   \n",
       "5       Região   \n",
       "6  Custo_Saude   \n",
       "\n",
       "                                                                          Descrição  \n",
       "0                                                              Idade do colaborador  \n",
       "1                                                               Sexo do colaborador  \n",
       "2                                           Índice de Massa Corporal do colaborador  \n",
       "3                                               Qte de filhos que o colaborador tem  \n",
       "4                                    Flag se o colaborador é fumante ou não fumante  \n",
       "5                                          Região do Brasil onde o colaborador mora  \n",
       "6  Custo de Plano de Saúde que esse colaborador trouxe para a empresa no último ano  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Metadados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oHZcGFJIhyQt"
   },
   "source": [
    "### 2.2 Análise Exploratória de Dados (AED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KeQBwDsREsF2"
   },
   "source": [
    "Nesta primeira fase do projeto, aplicaremos técnicas de Estatística Descritiva para **resumir** e **organizar** os dados coletados por meio de tabelas, gráficos ou medidas numéricas, em busca de regularidades ou padrões nas observações que geram *insights*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-Vw-gJAkJ2Pn"
   },
   "source": [
    "#### 2.2.1 Pré-análise dos Dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DsbvH-MGLEVB"
   },
   "source": [
    "O objetivo desta etapa é identificar dados perdidos, valores que foram armazenados incorretamente na base de dados, valores discrepantes e inconsistências que possam afetar seriamente as conclusões obtidas a partir dos dados, colocando em risco a qualidade das decisões decorrentes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "stk2eyIqyQbU"
   },
   "source": [
    "**Dados perdidos (*missing data*)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "E-M5DVNYjmHt",
    "metadata": {},
    "outputId": "ed5d5c2d-5617-45b4-f129-1755f3b37eb3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1338 entries, 0 to 1337\n",
      "Data columns (total 7 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   Idade        1338 non-null   int64  \n",
      " 1   Sexo         1338 non-null   object \n",
      " 2   IMC          1338 non-null   float64\n",
      " 3   Qte_Filhos   1338 non-null   int64  \n",
      " 4   Fumante      1338 non-null   object \n",
      " 5   Região       1338 non-null   object \n",
      " 6   Custo_Saude  1338 non-null   float64\n",
      "dtypes: float64(2), int64(2), object(3)\n",
      "memory usage: 73.3+ KB\n"
     ]
    }
   ],
   "source": [
    "base.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6-xIj_aVkU4p"
   },
   "source": [
    "Aparentemente, nenhum valor *missing* na base e os tipos das variáveis condizentes com os metadados."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fOAiPr248yj4"
   },
   "source": [
    "**Verificando valores duplicados:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "_GgYMZtPodNj",
    "metadata": {},
    "outputId": "3a530bdb-fbb6-454d-ff7c-90809db56f37"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 112
    },
    "id": "HZBOGZBujw8H",
    "metadata": {},
    "outputId": "5fd5518a-48b0-488c-e557-38421d67b188"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Idade</th>\n",
       "      <th>Sexo</th>\n",
       "      <th>IMC</th>\n",
       "      <th>Qte_Filhos</th>\n",
       "      <th>Fumante</th>\n",
       "      <th>Região</th>\n",
       "      <th>Custo_Saude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>19</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>30.59</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>163.95631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>19</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>30.59</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>163.95631</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Idade       Sexo    IMC  Qte_Filhos Fumante Região  Custo_Saude\n",
       "195     19  Masculino  30.59           0     Não  Norte    163.95631\n",
       "581     19  Masculino  30.59           0     Não  Norte    163.95631"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base.loc[base.duplicated(keep=False) == True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 112
    },
    "id": "1_GRXZQxoz-z",
    "metadata": {},
    "outputId": "b05894f5-1026-4925-ffb2-c1d328a9b3b6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Idade</th>\n",
       "      <th>Sexo</th>\n",
       "      <th>IMC</th>\n",
       "      <th>Qte_Filhos</th>\n",
       "      <th>Fumante</th>\n",
       "      <th>Região</th>\n",
       "      <th>Custo_Saude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>19</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>30.59</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>163.95631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>19</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>30.59</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>163.95631</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Idade       Sexo    IMC  Qte_Filhos Fumante Região  Custo_Saude\n",
       "195     19  Masculino  30.59           0     Não  Norte    163.95631\n",
       "581     19  Masculino  30.59           0     Não  Norte    163.95631"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base.loc[base['Custo_Saude'] == 163.95631]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KFsz90JvoqL4"
   },
   "source": [
    "Embora as linhas acima pareçam estar duplicadas e o valor do custo de saúde não seja tão comum nesta amostra, não há informação suficiente para identificar se pertencem ao mesmo indivíduo ou é apenas uma coincidência, desta forma optou-se por mantê-los na base."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I-fcDsTjRU0A"
   },
   "source": [
    "#### 2.2.2 Distribuição de Frequências"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yj7Ytr4vRXTH"
   },
   "source": [
    "A construção da distribuição de frequências exige que os possíveis valores da variável sejam discriminados e seja contado o número de vezes em que cada valor ocorreu no conjunto de dados."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "z2BZqPv3R1zx"
   },
   "source": [
    "##### 2.2.2.1 Distribuição de Frequências para variáveis quantitativas (numéricas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "cellView": "form",
    "id": "guEbBWCiV3ZC",
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "# Separando as variáveis quantitativas (numéricas) das demais variáveis\n",
    "numerical_variables = base.select_dtypes(include=['int64', 'float64'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RXtuWVksVuuw"
   },
   "source": [
    "**Medidas de Posição e Dispersão**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 175
    },
    "id": "ccXLnBMCzXTW",
    "metadata": {},
    "outputId": "809d273e-70b9-456f-f374-604a2581e980"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Idade</th>\n",
       "      <td>1338.0</td>\n",
       "      <td>39.207025</td>\n",
       "      <td>14.049960</td>\n",
       "      <td>18.00000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>64.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IMC</th>\n",
       "      <td>1338.0</td>\n",
       "      <td>30.663397</td>\n",
       "      <td>6.098187</td>\n",
       "      <td>15.96000</td>\n",
       "      <td>26.296250</td>\n",
       "      <td>30.4000</td>\n",
       "      <td>34.693750</td>\n",
       "      <td>53.130000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qte_Filhos</th>\n",
       "      <td>1338.0</td>\n",
       "      <td>1.094918</td>\n",
       "      <td>1.205493</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Custo_Saude</th>\n",
       "      <td>1338.0</td>\n",
       "      <td>1327.042227</td>\n",
       "      <td>1211.001124</td>\n",
       "      <td>112.18739</td>\n",
       "      <td>474.028715</td>\n",
       "      <td>938.2033</td>\n",
       "      <td>1663.991252</td>\n",
       "      <td>6377.042801</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count         mean          std        min         25%  \\\n",
       "Idade        1338.0    39.207025    14.049960   18.00000   27.000000   \n",
       "IMC          1338.0    30.663397     6.098187   15.96000   26.296250   \n",
       "Qte_Filhos   1338.0     1.094918     1.205493    0.00000    0.000000   \n",
       "Custo_Saude  1338.0  1327.042227  1211.001124  112.18739  474.028715   \n",
       "\n",
       "                  50%          75%          max  \n",
       "Idade         39.0000    51.000000    64.000000  \n",
       "IMC           30.4000    34.693750    53.130000  \n",
       "Qte_Filhos     1.0000     2.000000     5.000000  \n",
       "Custo_Saude  938.2033  1663.991252  6377.042801  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerical_variables.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Boxplots e histogramas**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 471
    },
    "id": "QkryMKdKam73",
    "metadata": {},
    "outputId": "e019c2b4-c3ac-49e6-db6e-bdc95174f334",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplots e histogramas\n",
    "def plot_boxplot_and_histogram(dataframe):\n",
    "    # Configuração do tamanho do gráfico\n",
    "    plt.figure(figsize=(15, 5))\n",
    "\n",
    "    # Criar uma paleta de cores com uma cor diferente para cada variável\n",
    "    colors = sns.color_palette(\"tab10\", len(dataframe.columns))\n",
    "\n",
    "    # Iterar sobre cada feature e criar boxplot e histograma\n",
    "    for i, var in enumerate(dataframe.columns, 1):\n",
    "        # Subplot para boxplot\n",
    "        plt.subplot(2, dataframe.shape[1], i)\n",
    "        sns.boxplot(data=dataframe[var], showmeans=True,\n",
    "                    meanprops={\"marker\": \"+\",\n",
    "                               \"markeredgecolor\": \"black\",\n",
    "                               \"markersize\": \"10\"}, color=colors[i-1])\n",
    "\n",
    "        # Subplot para histograma\n",
    "        plt.subplot(2, dataframe.shape[1], i + dataframe.shape[1])\n",
    "        sns.histplot(data=dataframe, x=var, alpha=0.7, color=colors[i-1], edgecolor='black')\n",
    "\n",
    "    # Configuração do título\n",
    "    plt.suptitle('Boxplot e Histograma de variáveis numéricas')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.subplots_adjust(\n",
    "        top=0.9, right=0.9, # Ajustar a posição do título\n",
    "        wspace=0.4, hspace=0.3) # Ajustar os espaçamentos entre os plots\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "# plotando a função com 'numerical_variables'\n",
    "plot_boxplot_and_histogram(numerical_variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TuOGxJtC8mPs"
   },
   "source": [
    "***Insights***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2W0chHBwTQIb"
   },
   "source": [
    "As estatísticas descritivas fornecem uma compreensão inicial do conjunto de dados, servindo como base para análises mais aprofundadas sobre os padrões e tendências presentes. Observando o resumo estatístico das variáveis quantitativas acima, é possível notar que:\n",
    "\n",
    "- **Idade:**\n",
    "  - Não parece haver nada de incomum entre as idades de 18 anos a 64 anos, pois elas estão dentro de faixas razoáveis para uma população adulta, sendo que 50% dos colaboradores tem entre 27 e 51 anos, conforme indicado pelo intervalo interquartil.\n",
    "  - A idade média e mediana dos colaboradores são de aproximadamente 39 anos, com um desvio padrão de cerca de 14 anos, indicando uma dispersão considerável em torno da média.\n",
    "\n",
    "\n",
    "- **IMC (Índice de Massa Corporal):**\n",
    "  - O IMC mínimo de 15.96 (Muito abaixo do peso) e o máximo de 53.13 (Obesidade Mórbida) são bastante extremos e incomuns, mas não são impossíveis. De qualquer forma, valores extremos podem ser considerados discrepantes e devem ser investigados.\n",
    "\n",
    "  - A média e a mediana do IMC são de aproximadamente 30, indicando que, em contrapartida, 50% dos colaboradores estão na faixa de [obesidade](https://pt.wikipedia.org/wiki/%C3%8Dndice_de_massa_corporal).\n",
    "\n",
    "  - Para uma melhor interpretação do IMC, podemos investigar as distribuições por categorias.  \n",
    "\n",
    "\n",
    "- **Quantidade de Filhos:**\n",
    "  - A quantidade de filhos varia de 0 a 5, sendo 50% com até 1 filho e 75% com até 2 filhos.\n",
    "  \n",
    "  - A média de filhos é de aproximadamente 1 por colaborador, com um desvio padrão de cerca de 1,21, indicando uma variabilidade significativa na quantidade de filhos.\n",
    "\n",
    "\n",
    "- **Custo do Plano de Saúde:**\n",
    "  - O custo do plano de saúde varia de `R$ 112,19` a `R$ 6.377,04` sendo 75% até `R$ 1.663.99`, indicando uma concentração de altos custos nos últimos 25%. Isso sugere que pode haver alguns custos médicos excepcionalmente altos para certos indivíduos, podendo ser resultado de condições médicas graves, tratamentos caros ou até mesmo erros nos dados. Novamente, valores tão extremos podem ser considerados discrepantes e devem ser investigados.\n",
    "\n",
    "  - O custo médio do plano de saúde é de aproximadamente `R$ 1.327.04` com um desvio padrão de cerca de `R$ 1.211.00` indicando uma grande dispersão nos custos entre os colaboradores.\n",
    "\n",
    "  - Boa parte dos custos (50%) está entre `R$ 474,02` e `R$ 1.663,99`, conforme indicado pelo intervalo interquartil."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OQNvnYFURgsv"
   },
   "source": [
    "##### 2.2.2.2 Distribuição de Frequências para variáveis qualitativas (categóricas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eu9O7ekTuN8l"
   },
   "source": [
    "Para uma melhor interpretação do IMC, criaremos categorias condizentes com as [medidas internacionais](https://pt.wikipedia.org/wiki/%C3%8Dndice_de_massa_corporal) de Índice de massa corporal:\n",
    "\n",
    "| Resultado        | Situação                  |\n",
    "|------------------|---------------------------|\n",
    "| Abaixo de 17     | Muito abaixo do peso      |\n",
    "| Entre 17 e 18,49 | Abaixo do peso            |\n",
    "| Entre 18,50 e 24,99 | Peso normal            |\n",
    "| Entre 25 e 29,99 | Acima do peso             |\n",
    "| Entre 30 e 34,99 | Obesidade I               |\n",
    "| Entre 35 e 39,99 | Obesidade II (severa)     |\n",
    "| Acima de 40      | Obesidade III (mórbida)   |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "id": "bwQBdw91vJqP",
    "metadata": {},
    "outputId": "762992dd-a00a-42fb-b859-7d28412de9c7",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Idade</th>\n",
       "      <th>Sexo</th>\n",
       "      <th>IMC</th>\n",
       "      <th>Qte_Filhos</th>\n",
       "      <th>Fumante</th>\n",
       "      <th>Região</th>\n",
       "      <th>Custo_Saude</th>\n",
       "      <th>Categorias_IMC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>Feminino</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Centro</td>\n",
       "      <td>1688.492400</td>\n",
       "      <td>Acima do peso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>Não</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>172.555230</td>\n",
       "      <td>Obesidade I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Não</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>444.946200</td>\n",
       "      <td>Obesidade I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>2198.447061</td>\n",
       "      <td>Peso normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>Masculino</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>Não</td>\n",
       "      <td>Norte</td>\n",
       "      <td>386.685520</td>\n",
       "      <td>Acima do peso</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Idade       Sexo     IMC  Qte_Filhos Fumante   Região  Custo_Saude  \\\n",
       "0     19   Feminino  27.900           0     Sim   Centro  1688.492400   \n",
       "1     18  Masculino  33.770           1     Não  Sudeste   172.555230   \n",
       "2     28  Masculino  33.000           3     Não  Sudeste   444.946200   \n",
       "3     33  Masculino  22.705           0     Não    Norte  2198.447061   \n",
       "4     32  Masculino  28.880           0     Não    Norte   386.685520   \n",
       "\n",
       "  Categorias_IMC  \n",
       "0  Acima do peso  \n",
       "1    Obesidade I  \n",
       "2    Obesidade I  \n",
       "3    Peso normal  \n",
       "4  Acima do peso  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultado = [float('-inf'), 16.99, 18.49, 24.99, 29.99, 34.99, 39.99, float('inf')]\n",
    "situacao = [\"Muito abaixo do peso\", \"Abaixo do peso\", \"Peso normal\", \"Acima do peso\", \"Obesidade I\", \"Obesidade II\", \"Obesidade III\"]\n",
    "\n",
    "base['Categorias_IMC'] = pd.cut(\n",
    "    base['IMC'],\n",
    "    bins=resultado,\n",
    "    labels=situacao\n",
    "    )\n",
    "\n",
    "base.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "cellView": "form",
    "id": "6ggKlcZCthnF",
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "# Separando as variáveis qualitativas (categóricas) das demais variáveis\n",
    "categorical_variables = base.select_dtypes(include=['object', 'category'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "cellView": "form",
    "id": "_OHVYsu2DhEf",
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Definindo a função de tabelas de frequência\n",
    "\n",
    "def tabela_frequencia_qualitativa(df, variavel_qualitativa, metadados: dict = None, ordem = None, bins = None):\n",
    "    \"\"\"\n",
    "    Gera tabelas de frequência absoluta, relativa e acumulada para uma variável qualitativa em um DataFrame.\n",
    "\n",
    "    Parâmetros:\n",
    "    - df: DataFrame pandas contendo os dados.\n",
    "    - variavel_qualitativa: Nome da coluna que representa a variável qualitativa.\n",
    "    - metadados: Dicionário opcional de metadados para mapear os valores da variável qualitativa.\n",
    "    - ordem: Lista opcional que especifica a ordem desejada para o índice da tabela de frequência.\n",
    "            Se None (padrão), assume-se que a variável é nominal e não existe ordenação dentre as categorias.\n",
    "            Se uma lista é fornecida, a variável é tratada como ordinal e existe uma ordenação entre as categorias.\n",
    "    - bins: Tamanho de faixas de agrupamento para variaveis quantitativas.\n",
    "\n",
    "    Retorna:\n",
    "    - DataFrame contendo tabelas de frequência com as colunas 'Frequência Absoluta', 'Frequência Relativa' e 'Frequência Acumulada'.\n",
    "    \"\"\"\n",
    "\n",
    "    # Verifica se df é um DataFrame\n",
    "    if not isinstance(df, pd.DataFrame):\n",
    "        raise ValueError(f\"O argumento 'df' deve ser um DataFrame do pandas, mas foi fornecido um objeto do tipo {type(df)}.\")\n",
    "\n",
    "    # Verifica se a variável qualitativa está presente no DataFrame\n",
    "    if variavel_qualitativa not in df.columns:\n",
    "        raise ValueError(f\"A coluna '{variavel_qualitativa}' não está presente no DataFrame.\")\n",
    "\n",
    "    dataframe_variavel_qualitativa = df[variavel_qualitativa]\n",
    "\n",
    "    if metadados:\n",
    "      dataframe_variavel_qualitativa = dataframe_variavel_qualitativa.map(metadados)\n",
    "\n",
    "    if bins:\n",
    "      sort=False\n",
    "    else:\n",
    "      sort=True\n",
    "\n",
    "    # Calcula a frequência absoluta\n",
    "    frequencia_absoluta = dataframe_variavel_qualitativa.value_counts(bins = bins, sort=sort)\n",
    "\n",
    "    if isinstance(df[variavel_qualitativa].dtype, pd.CategoricalDtype):\n",
    "      ordem = (list(df[variavel_qualitativa].dtype.categories.values))\n",
    "\n",
    "\n",
    "    # Reindexa a frequencia_absoluta antes de calcular as outras frequências se uma ordem específica foi fornecida para o índice\n",
    "    if ordem:\n",
    "      # Verifica se os valores de ordem estão presente no index\n",
    "      if not all(valor in ordem for valor in dataframe_variavel_qualitativa.unique()):\n",
    "        raise ValueError(f\"Pelo menos um valor de '{ordem}' está diferente ou não está em '{list(dataframe_variavel_qualitativa.unique())}'.\")\n",
    "      frequencia_absoluta = frequencia_absoluta.reindex(ordem)\n",
    "\n",
    "    # Calcula as frequências relativa e acumulada\n",
    "    frequencia_relativa = frequencia_absoluta / len(dataframe_variavel_qualitativa)\n",
    "    frequencia_acumulada = frequencia_relativa.cumsum()\n",
    "\n",
    "    # Formata as colunas 'Frequência Relativa' e 'Frequência Acumulada'\n",
    "    formato_percentual = lambda x: f'{x:.2%}'\n",
    "\n",
    "    tabela_frequencia = pd.DataFrame({\n",
    "        'Frequência Absoluta': frequencia_absoluta,\n",
    "        'Frequência Relativa': frequencia_relativa.map(formato_percentual),\n",
    "        'Frequência Acumulada': frequencia_acumulada.map(formato_percentual)\n",
    "    }).rename_axis(variavel_qualitativa)\n",
    "\n",
    "\n",
    "    return tabela_frequencia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742
    },
    "id": "AQc5J7c-tpm8",
    "metadata": {},
    "outputId": "c2056a77-0ccf-4f34-d370-d8258580fdf6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tabela frequência de Sexo\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequência Absoluta</th>\n",
       "      <th>Frequência Relativa</th>\n",
       "      <th>Frequência Acumulada</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sexo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Masculino</th>\n",
       "      <td>676</td>\n",
       "      <td>50.52%</td>\n",
       "      <td>50.52%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feminino</th>\n",
       "      <td>662</td>\n",
       "      <td>49.48%</td>\n",
       "      <td>100.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Frequência Absoluta Frequência Relativa Frequência Acumulada\n",
       "Sexo                                                                   \n",
       "Masculino                  676              50.52%               50.52%\n",
       "Feminino                   662              49.48%              100.00%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tabela frequência de Fumante\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequência Absoluta</th>\n",
       "      <th>Frequência Relativa</th>\n",
       "      <th>Frequência Acumulada</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fumante</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Não</th>\n",
       "      <td>1064</td>\n",
       "      <td>79.52%</td>\n",
       "      <td>79.52%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sim</th>\n",
       "      <td>274</td>\n",
       "      <td>20.48%</td>\n",
       "      <td>100.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Frequência Absoluta Frequência Relativa Frequência Acumulada\n",
       "Fumante                                                              \n",
       "Não                     1064              79.52%               79.52%\n",
       "Sim                      274              20.48%              100.00%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tabela frequência de Região\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequência Absoluta</th>\n",
       "      <th>Frequência Relativa</th>\n",
       "      <th>Frequência Acumulada</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Região</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sudeste</th>\n",
       "      <td>364</td>\n",
       "      <td>27.20%</td>\n",
       "      <td>27.20%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Centro</th>\n",
       "      <td>325</td>\n",
       "      <td>24.29%</td>\n",
       "      <td>51.49%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norte</th>\n",
       "      <td>325</td>\n",
       "      <td>24.29%</td>\n",
       "      <td>75.78%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nordeste</th>\n",
       "      <td>324</td>\n",
       "      <td>24.22%</td>\n",
       "      <td>100.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Frequência Absoluta Frequência Relativa Frequência Acumulada\n",
       "Região                                                                \n",
       "Sudeste                   364              27.20%               27.20%\n",
       "Centro                    325              24.29%               51.49%\n",
       "Norte                     325              24.29%               75.78%\n",
       "Nordeste                  324              24.22%              100.00%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tabela frequência de Categorias_IMC\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequência Absoluta</th>\n",
       "      <th>Frequência Relativa</th>\n",
       "      <th>Frequência Acumulada</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Categorias_IMC</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Muito abaixo do peso</th>\n",
       "      <td>3</td>\n",
       "      <td>0.22%</td>\n",
       "      <td>0.22%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abaixo do peso</th>\n",
       "      <td>17</td>\n",
       "      <td>1.27%</td>\n",
       "      <td>1.49%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peso normal</th>\n",
       "      <td>225</td>\n",
       "      <td>16.82%</td>\n",
       "      <td>18.31%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acima do peso</th>\n",
       "      <td>386</td>\n",
       "      <td>28.85%</td>\n",
       "      <td>47.16%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obesidade I</th>\n",
       "      <td>391</td>\n",
       "      <td>29.22%</td>\n",
       "      <td>76.38%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obesidade II</th>\n",
       "      <td>224</td>\n",
       "      <td>16.74%</td>\n",
       "      <td>93.12%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obesidade III</th>\n",
       "      <td>92</td>\n",
       "      <td>6.88%</td>\n",
       "      <td>100.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Frequência Absoluta Frequência Relativa  \\\n",
       "Categorias_IMC                                                  \n",
       "Muito abaixo do peso                    3               0.22%   \n",
       "Abaixo do peso                         17               1.27%   \n",
       "Peso normal                           225              16.82%   \n",
       "Acima do peso                         386              28.85%   \n",
       "Obesidade I                           391              29.22%   \n",
       "Obesidade II                          224              16.74%   \n",
       "Obesidade III                          92               6.88%   \n",
       "\n",
       "                     Frequência Acumulada  \n",
       "Categorias_IMC                             \n",
       "Muito abaixo do peso                0.22%  \n",
       "Abaixo do peso                      1.49%  \n",
       "Peso normal                        18.31%  \n",
       "Acima do peso                      47.16%  \n",
       "Obesidade I                        76.38%  \n",
       "Obesidade II                       93.12%  \n",
       "Obesidade III                     100.00%  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Tabelas de frequência\n",
    "for var in categorical_variables.columns:\n",
    "  print(\"\\nTabela frequência de\", var)\n",
    "  display(tabela_frequencia_qualitativa(categorical_variables, var))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hq2KoFXx8glX"
   },
   "source": [
    "***Insights***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ja4dZ2IUzVj4"
   },
   "source": [
    "Podemos obter os seguintes *insights* nas tabelas de frequência das variáveis qualitativas:\n",
    "\n",
    "- **Sexo:**\n",
    "  A proporção de homens (50,52%) e mulheres (49,48%) na amostra são muito próximas, indicando uma distribuição equitativa entre os sexos.\n",
    "\n",
    "- **Fumante:**\n",
    "  A frequência de fumantes na empresa é de 20,48%, o que representa uma diferença significativa em relação à taxa nacional de fumantes com 18 anos ou mais, que é de 9,3% (dados do [Vigitel 2023](https://www.gov.br/saude/pt-br/centrais-de-conteudo/publicacoes/svsa/vigitel/vigitel-brasil-2006-2023-tabagismo-e-consumo-abusivo-de-alcool/view)). Essa diferença de 11,18 pontos percentuais destaca a importância de estratégias específicas para redução do tabagismo entre os colaboradores e pode ser adotada como meta inicial de redução da taxa na empresa.\n",
    "\n",
    "- **Região:**\n",
    "  A distribuição dos colaboradores por região apresenta frequências muito similares.\n",
    "\n",
    "- **Categorias de IMC (Índice de Massa Corporal):**\n",
    "  A maioria dos indivíduos na amostra se encontram na categoria Obesidade I (29,22%), no entanto, somadas as obesidades I, II e III nota-se que mais da metade dos colaboradores estão obesos. Isso destaca a necessidade de implementar programas de gerenciamento de peso e promoção de hábitos saudáveis, como alimentação equilibrada e prática regular de exercícios físicos, visando reduzir os custos associados a condições relacionadas à obesidade.\n",
    "\n",
    "  > Observando as distribuições das variáveis Sexo e Região, podemos confirmar a utilização da amostragem estratificada, na qual a divisão em grupos (estratos), buscam representar as subpopulações presentes na população. Esse método evita possíveis distorções na análise, proporcionando uma representação mais precisa e equilibrada dos dados coletados."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Preparação dos Dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Seleção das variáveis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nuT3Lj9sPpJ8"
   },
   "source": [
    "#### 3.1.1 Análise de Correlação e Associação"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LMqWSDTjVUN7"
   },
   "source": [
    "Nesta etapa, analisaremos o comportamento conjunto de duas variáveis investigando potenciais relações causais para o custo do plano de saúde da empresa. Isso nos possibilitará abordar as questões de negócios levantadas, tais como:\n",
    "- Quais fatores estão mais relacionados com o custo do plano de saúde?\n",
    "- Que tipo de ações preventivas a empresa pode fazer de forma a diminuir esse custo?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GQgLrE2R3oBy"
   },
   "source": [
    "##### 3.1.1.1 Análise de Correlação e medidas de associação entre variáveis numéricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 426
    },
    "id": "CIqC91Em-fmi",
    "metadata": {},
    "outputId": "ca7d3b5e-2fc6-458c-c94a-b160d2b66961",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráficos de dispersão com linha de regressão\n",
    "# Colunas que queremos plotar em relação a 'Custo_Saude'\n",
    "columns_to_plot = ['Idade', 'IMC', 'Qte_Filhos']\n",
    "\n",
    "# Criando a figura e os subplots\n",
    "fig, axes = plt.subplots(1, len(columns_to_plot), sharey=True, figsize=(15, 5))\n",
    "\n",
    "# Iterando sobre as colunas e criando os gráficos de dispersão com linha de regressão\n",
    "for i, col in enumerate(columns_to_plot):\n",
    "    sns.regplot(x=col, y='Custo_Saude', data=base, ax=axes[i], line_kws=dict(color=\"r\"))\n",
    "\n",
    "    # Calculando o coeficiente de correlação (r)\n",
    "    r = base[col].corr(base['Custo_Saude'])\n",
    "\n",
    "    axes[i].set_title(f'{col} vs. Custo de Saúde (r={r:.2f})')\n",
    "    axes[i].set_xlabel(col)\n",
    "    axes[i].set_ylabel('Custo de Saúde')\n",
    "\n",
    "# Exibindo o gráfico\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mpPSIOEasZyc"
   },
   "source": [
    "***Insights***\n",
    "\n",
    "Observando o gráfico de dispersão notamos a existência de uma relação fraca entre as variáveis explicativas quantitativas e a variável alvo \"Custo_Saude\":\n",
    "\n",
    "  - Embora haja uma relação ligeiramente positiva na dispersão entre idade e o custo de saúde, a presença de agrupamentos lineares sugere que a variabilidade pode estar associada a outros fatores, os quais podem ou não estar presentes em nosso conjunto de dados.\n",
    "\n",
    "  - O mesmo padrão é observado na variável IMC, que apresenta dois agrupamentos distintos.\n",
    "\n",
    "  - A dispersão entre a quantidade de filhos e o custo de saúde apresenta um comportamento incomum. Mesmo que a relação entre as duas variáveis seja ligeiramente positiva, a maior variância está em quantidades menores de filhos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Coeficiente de Correlação de Pearson entre variáveis numéricas**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 550
    },
    "id": "U2rHn9j7IRQN",
    "metadata": {},
    "outputId": "fbb55214-ae06-4d35-fa0b-094f1ce95897",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculando a matriz de correlação\n",
    "correlation_matrix = numerical_variables.corr()\n",
    "\n",
    "# Plotando a matriz de correlação usando seaborn\n",
    "sns.set_theme(style='white')\n",
    "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n",
    "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
    "plt.figure(figsize=(15, 5))\n",
    "sns.heatmap(correlation_matrix, mask=mask, vmin=-1, vmax=1, cmap=cmap, annot=True, fmt=\".2f\", annot_kws={\"size\": 10}, linewidths=.5)\n",
    "plt.title('Matriz de Correlação')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "i1dHddDO1H19"
   },
   "source": [
    "Pouca correlação entre as variáveis numéricas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KPbT5dco32Tv"
   },
   "source": [
    "##### 3.1.1.2 Análise de Correlação e medidas de associação entre variáveis categóricas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GknBinmeil6Y"
   },
   "source": [
    "Podemos analisar a distribuição da variável Custo_Saude, que é uma variável quantitativa, em relação a cada variável categórica construindo boxplots individuais para cada categoria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 885
    },
    "id": "pkE-HvGA_Eo0",
    "metadata": {},
    "outputId": "422821d8-383e-42f0-a759-e9049503a511",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplots de variáveis categóricas x Custo_Saude\n",
    "# Configurar o tamanho do gráfico\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "# Iterar sobre cada feature e criar boxplot\n",
    "for i, var in enumerate(categorical_variables.columns, 1):\n",
    "    plt.subplot(2, 2, i)\n",
    "    sns.boxplot(x=var, y='Custo_Saude', data=base, hue=var, showmeans=True,\n",
    "            meanprops={\"marker\": \"+\",\n",
    "                       \"markeredgecolor\": \"black\",\n",
    "                       \"markersize\": \"10\"})\n",
    "    plt.xticks(rotation=45, ha=\"right\")\n",
    "\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.subplots_adjust(wspace=0.3)\n",
    "\n",
    "# Configurar título\n",
    "plt.suptitle('Boxplots de variáveis categóricas em relação a Custo_Saude')\n",
    "plt.subplots_adjust(top=0.9, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "#plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6DLZMMynC5n1"
   },
   "source": [
    "***Insights***\n",
    "- As distribuições dos custos de saúde entre homens e mulheres são semelhantes até o segundo quartil. A partir desse ponto, as distribuições para o sexo masculino apresentam uma maior dispersão nos quartis subsequentes e muitas observações discrepantes (*outliers*) para os dois sexos.\n",
    "\n",
    "- As medidas de posição do custo de saúde pela variável fumante indicam uma disparidade significativa na distribuição entre fumantes e não fumantes. É altamente provável que essa variável tenha uma forte influência na explicação da variabilidade do \"Custo_Saude\" pelo modelo de regressão linear, resultando em um aumento do R². Isso implica que as estimativas geradas pelo modelo serão ainda mais precisas na prática.\n",
    "\n",
    "- As regiões apresentam um número significativo de observações discrepantes (*outliers*) nos custos de saúde, sendo a região Sudeste a que possui a maior dispersão para os custos.\n",
    "\n",
    "- As categorias de IMC apresentam médias e dispersões superiores para as três classes de obesidade em comparação com as demais classes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Para medir a associação entre variáveis qualitativas e a variável Custo_Saude utilizamos o Coeficiente de Determinação (R²)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "cellView": "form",
    "id": "sUq0R6vvJwr6",
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Função r2\n",
    "def r2(df, feature, target):\n",
    "    \"\"\"\n",
    "    Calcula o Coeficiente de Determinação (R²) para uma variável qualitativa e uma variável quantitativa em um DataFrame.\n",
    "\n",
    "    Parâmetros:\n",
    "    - df: DataFrame pandas contendo os dados.\n",
    "    - feature: Nome da coluna que representa a variável qualitativa.\n",
    "      - Para calculo de R² combinado, informar uma lista de variáveis.\n",
    "    - target: Nome da coluna que representa a variável quantitativa.\n",
    "\n",
    "    Retorna:\n",
    "    - Coeficiente de Determinação (R²) em (%) e nomes da feature e target em uma tupla.\n",
    "    \"\"\"\n",
    "    varp = lambda x: np.var(x, ddof=0)\n",
    "\n",
    "    # Criar tabela de contagem e variância\n",
    "    tabela = pd.pivot_table(df, values=target, index=feature, aggfunc=['count', varp], margins=True, margins_name='Total') #margins=True retorna os totais\n",
    "    tabela.columns = ['N', 'varp']\n",
    "\n",
    "    # Separando o total dos demais dados\n",
    "    total = tabela.loc[[tabela.last_valid_index()]]\n",
    "\n",
    "    # Filtrando os demais dados sem o total e removendo linhas NaN.\n",
    "    tabela = tabela.drop(tabela.last_valid_index()).dropna()\n",
    "\n",
    "    # Calcular variância ponderada total\n",
    "    var_ponderada = (tabela['N'] @ tabela['varp']) / total['N'].values[0]\n",
    "\n",
    "    # Calcular R²\n",
    "    r2_valor = 1 - (var_ponderada / total['varp'].values[0])\n",
    "    r2_valor = round(r2_valor * 100, 2)\n",
    "\n",
    "    return feature, target, r2_valor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qdGCfWKNKHbx",
    "metadata": {},
    "outputId": "d742a472-3677-4ff8-8569-2023a2e13cdb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Sexo', 'Custo_Saude', 0.33)\n",
      "('Fumante', 'Custo_Saude', 61.98)\n",
      "('Região', 'Custo_Saude', 0.66)\n",
      "('Categorias_IMC', 'Custo_Saude', 4.66)\n"
     ]
    }
   ],
   "source": [
    "# Iterando entre as variáveis categóricas para calcular o r2 \n",
    "for var in categorical_variables.columns:\n",
    "  print(r2(base, var, 'Custo_Saude'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tKCh0qs9ZEQV"
   },
   "source": [
    "A variável Fumante explica 61,98% dos custos de saúde na empresa, seguida por Categorias_IMC que explica apenas 4,66% desses custos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WIuKNKM_Od8X"
   },
   "source": [
    "#### 3.1.2 Análise Multivariada"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.1 Distribuição das variáveis categóricas no Custo_Saude x Idade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 774
    },
    "id": "6Tmu4hC2vnfi",
    "metadata": {},
    "outputId": "3dd836ef-a594-4d44-b144-d0ecbcf0e28a",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AQGXp0qXWZUlJSdb69+jRw7p8xowZSmBgoLJo0SKbfVy/fl0JDg5W6tata132zjvvKIGBgcqVK1esy9LT05UOHToo5cqVs7kGd0tNTVWqVq2qPPfcczbL4+PjleDgYJs6tWzZUqlRo4YSGRlps+4PP/ygBAYGKl9++aV1WeY5ffrpp1mOefdrO2LECCUwMFDZuXOnzXpHjhxRAgMDlZdeesm67OOPP1YCAwOVo0eP2qz77rvvKkFBQcrVq1cVRVGU1atXK4GBgcp7772nGI1G63pXrlxRatSoodSvX19JS0tTFOX2fTxu3DhFURTl9OnTSmBgoDJ06FCbY6xZs0YJDAxUJk6cmOWc7pTd/Xfw4EElKChI6devn6IoObv/FEVRGjdurFSrVs1m3dGjRyuBgYHKr7/+arN8w4YNSmBgoDJw4EDrsk8++UQJDAxUfvzxR+sys9msDBo0SAkMDFQaN25sXf7dd98pgYGByvDhw22u3/Hjx5VKlSopoaGh1nPL/Jts0KCBTX0VRVGGDRumBAYGKidPnlQURVEuXLiglC9fXmnVqpXNe8alS5eUKlWqKG3btlUURVEOHTqkBAYGKu+//77N/oxGo/Xv7cKFC4qiKMovv/yiBAYGKkuWLLFZd8yYMUpgYKCyefNm5V4y36saN25s87d98OBBJTAwUOncufNDXRd7UlJSlMDAQKVq1ar3rJM99t77Mt39Hjhx4kQlMDBQ2b17t816b7zxhhIYGKicOXPGuszefZX5nnz3+8+8efOUwMBApWfPnjmuf6bly5crFSpUsH4eVKhQQXnppZeUr7/+Wjlx4kSW9XNyL9z9GXenuz+T4uLilGrVqikNGjRQbty4YV3v6NGjSqVKlbJ8xr7++utKUFBQlvtp7ty5SmBgoPLZZ5/d99x/++03m7/Lfv36KYGBgcqff/55320zz+3O9+TMz7Q+ffpY388URVF+/fVX6/XNfE8MDw+3ft6bTCabfb/++utKYGCgsn379jy7NkII8ayToalCCPGUyBz2lN3QEIvFgqIo3Lhxw2YIV8WKFdmwYYPdIYD2VK1aFR8fnwdat2jRonTv3t36u4ODA4MHDwYyhug8CplDRd9//32bmfdq1arFe++9R4MGDQAoX74848aN49VXX7XZ3sXFhfLly2M2m4mLiwMyhoUBDB061Ca3kZeXl7V31r16ZaSnp7Nu3TrKlClDx44drcudnJwYMmRIlvXr1avHmDFjeP75522WFyxYkCJFitgMx8ocKnTn0DidTsfMmTPZu3fvPWcfNBgMtGjRgrNnz3L27Fnr8g0bNpCenk779u2tx3j//ff5/PPPs8yAmTkph72hkC1atMj22Jnat2/PhAkTqFOnjs3ySpUq4eDgYLPfzPqsXr3auiwlJYUtW7YQEhJC4cKFgdvD/z766CObfH9FihSha9eu3Lx5M9tem5nX8+LFizZ/O82aNWPDhg12X687ZXf/Va1alffee4/GjRsDObv/7DGZTCxfvpwyZcrY/E1BxozKVatWZf369SQmJmI2m1m5ciUBAQH06tXLup5arWbo0KFoNBqb7ZctW4ajo2OW61ehQgW6detGfHx8luFvDRo0wNHR8Z7XZu3atZhMJvr372/znlGsWDGGDRtGp06dMBqN+Pv7M3HiROtw5kxarZZq1aoBt++3zNfrxIkTmM1m67qDBw9mx44dNjNH30unTp1s/rarVq1q0/MXHu663Clz6Kizs/MD1elh2XtPgIzUArt376ZMmTLZbnvjxg327NlDaGgonTt3tinr1q0bFStWZM+ePYSFhT1U3Tp06MDSpUvp2LEjrq6uGI1GDh06xLRp0+jYsSP9+/e3eX/Lyb2QE1u3biUhIYGePXvi7+9vXV6xYsUs77sRERFs27aNhg0bZrmfevToQcGCBVm2bNl9j9m1a1dq1qzJ2rVrGTVqFJs3b+a5557jueeey3H94fZ7zbvvvmszzLl79+5Zeu3q9Xo+//xzPvrooyx/79WrVwduX8e8uDZCCPGsk6GpQgjxlEhKSgLIdkiIm5sbbdq0YdWqVTRu3JiQkBAaNGhA48aNczRjZWbw40FUrlw5y5eAChUqoFars+TPelinTp1Co9HYHY7br18/688lSpSgRIkSpKWlceTIES5evMiVK1c4ceIE+/btA7B+sT916hRqtdr6xe9OmcvuVf+rV6+SnJxMcHBwlrLg4OAsQ+fKly9P+fLlSUpK4siRI1y+fJlLly5x7NgxLl++bBNw6Ny5Mxs2bGDw4MFMmTKF+vXr06BBA2rVqpVtDqo7tW/fnqVLl7J69Wrrl91Vq1ah1+tp2bIlkBGwad68OZCRz+3s2bNcuXKFc+fOsXfvXgC7uYMe5N4IDQ0lNDSU2NhY/vnnH65cucLFixc5fPgwaWlpNucaGhpKQEAAa9euZejQoahUKjZv3kxycrI1SAcZQRmDwcC8efOyHO/ixYsA/PPPP3aDNEFBQYSEhHDo0CHq1q1rHbbduHHjBxqOd6/7784JD3Jy/9lz8eJFkpOTMZvNfPvtt1nKM6/d6dOn8fT0JC4ujlq1amX5+ytUqJDNl+3ExESuXr1K1apV7QZxq1Wrxk8//ZTlfn+Q1zpzG3uzEnft2tX6s7+/Px07dsRkMnHixAnrtfnnn3+sAdTM+61ly5ZMnTqVefPmsXr1aurVq0eDBg1o2LDhAz8ggIzX424uLi7WYOzDXpc7ZU7McHc+y0etY8eOzJ8/n0mTJvHrr7/SoEEDGjRoQN26de87RDAzn19oaKjd8qpVq3Ls2DFOnTqVo/f+OwUGBjJx4kRMJhPHjh1j9+7dbNu2jUOHDrFx40Zu3brFggULUKlUOboXciLzdbL3nhwSEsKCBQusv588eRJFUYiNjbX7t6bT6bhx4wY3b97Ez88v22OqVCrGjx9P+/btrcPGR40aleO633kOGo3GJiXAnedwZ+5PT09P2rVrh8Vi4cyZM5w/f56rV69y+vTpLNcxL66NEEI86yQQJ4QQT4nMnhz3Ch589tlnBAcHs3TpUvbt28e+ffuYNGkSwcHBjBs3zm4D/24Gg+GB63R3byrIaKgbDAa7kyM8jPj4eAwGw33zQlksFmbMmMHs2bOtPY+8vb0JCQkhICCA8+fPW5NnJyYmYjAY7Aa2XF1dcXR0JCUlJdtjZe7fXk8YjUaT5Yt9WloakydPZuHChdb9+vn5Ub16dTw9PW16MDZs2JCff/6ZWbNmsWvXLn755Rd++eUXPDw8GDBgAK+88so9r0PNmjXx9/e3BuJiYmLYvXs3TZo0wc3Nzbre6dOnGTdunDVIpNPpKFWqFMHBwVy6dMluovHMfEP3EhcXx6effsqff/6J0WhEpVIREBBArVq1skysoFKpaNu2LTNmzODw4cOEhISwatUqdDodrVq1sq6XkJBgnYjkXse1R6VSMWvWLH788UdWrlzJtm3b2LZtG+PGjaNOnTqMHTv2ngGIx3H/ZXccgAsXLjzwedr7+wPw9fW1JuHPDODbywWVuS5AamqqzfIHeR/IrPO9emlmWrBgAVOnTrXWy83NjcqVK1OqVCmOHDlivTZ+fn4sWbKE77//no0bN7Jy5UpWrlyJTqfjhRde4OOPP36ggLS9dVQqlfU4D3td7j6Gn58fN2/eJCIiwrqNPbdu3UKj0WSZVfVBlC1blkWLFjF9+nS2bt3KokWLWLRoEU5OTvTs2ZN3330323xkmYHH/3KeD0qr1RISEkJISAj9+/fn0KFD9O/fn8OHD7N3715q1aoFPPi9kBP36p149zXPXPfw4cMcPnw4233GxsbeN9hUpEgRypcvz4EDByhVqhTu7u45q/hd9TIYDHZn+ba333Xr1vHll19y6dIlIOMhXXBwMGXLlmXXrl3W65hX10YIIZ5lEogTQoinQGxsLOfOncPNze2evdt0Oh19+vShT58+XL9+nZ07d7J27Vp27NhBv3792Lhx4wMlOn9Q9nqCJCQkkJKSkuWLg71eDvcKdmVycnIiLS0Nk8mU5QtKSkqKdfjcTz/9xNdff02NGjV4/fXXKVeunLUHTd++fTl//rx1O2dnZ1JSUoiPj7cJTkFG0Cw1NRVPT89s65R5bgkJCVnKFEXJcl4TJ07kt99+o2XLlnTv3p2goCDrF6DWrVtnmQ2yRo0a1KhRg+TkZA4cOMCWLVtYtmwZ48aNo2jRonYToGdSq9U899xzzJo1i1OnTnHkyBFMJpN1kgbI+HLep08fEhISGDZsGHXq1KFkyZLo9XqOHDnCn3/+me3+7+eDDz5g69atdO3alQ4dOhAYGGgN1Ngbrty+fXtmzJjBmjVrKFOmDNu2baNevXo219/JyQlnZ2e2bNnyUHVydnZm0KBBDBo0iIsXL7Jz505WrlzJrl27GDx4MIsXL85228dx/2VXR8gY6vf555/fc93Tp08D2Q9Tzwwy3bnfmzdv2l0382/4YQJEmb2xkpKSsvy9pKamotfrUavVrFmzhlGjRhEUFMSoUaOoUKECBQsWBGDUqFEcOXLEZtsiRYowYcIEzGYzx48fZ/v27SxdupSFCxfi6up634lUHsSjui7169dnyZIl7Ny502aY+t2+++47FixYwJgxY+jSpYs1cGYv6GTvfbFs2bJ8/fXXpKenc+jQIbZt28bSpUuZPn06fn5+dOvW7bGepz39+/fn6NGjbNq0yW7gMyQkhF69elknmqlVq1aO7oXMa/Qgnx2Z7+P23pPvfiiUed/2798/yxDZnFq6dCkHDhzAw8OD3bt3s3TpUl544YWH2pebmxtXrlzBaDRm+Zy++xyOHDnCoEGD8Pf3Z/LkyVSsWJEiRYqgUqn44YcfbIbq59W1EUKIZ5nkiBNCiKfAokWLMJlMtG7dOstQtExXr15l8uTJbN68GcgYota5c2dmzZpFrVq1uHnzpjUP0MPM5mbP3TmLAA4dOgRkDFHNpNPp7H65vHr16n2PERgYiNlsztKbCjKGBtasWdM6i6pGo+H777+nQYMG1iCIoijWIT2ZX3rLli0LwMGDB7Ps8+DBgyiKcs+AZ9GiRXF1dbWe653OnTuXpXfJn3/+ibe3N1OmTKFmzZrWL72pqalcv37dpm5z587l66+/BjK+FDVo0ICRI0dahzzZq/PdMod1bty4kbVr1+Lm5mYzbHPPnj1ERUXRvXt3+vTpQ9myZa1fpDMDRg/bK2Xr1q0EBwczZswYm2F/YWFhpKWlZdlv6dKlKV++PJs3b2bTpk02uewyBQUFER4eniVgCRkz3X711VfZDiE8deoUn332mbV3R4kSJejRowe//fYbxYsX5+jRo6Snp2d7Tve6//r3709oaCgpKSk5uv/sKVGiBHq9nhMnTthdb86cOUybNo2YmBhKliyJk5MTR48ezbJefHy8dbguZPRWK1y4MJcuXbLJ1ZVp//79ADkavp4pMDAQwG49xo0bR+XKlbl69ao1sPvll1/SrFkza+AFyHJtNm7cyOjRo0lMTESj0VC5cmUGDBhgHZb8IPf/g3hU1yUz+DZz5kxMJpPddSIjI1m9ejUqlco6u29moOXuQIiiKFneF5cvX87YsWNRFAW9Xk/NmjX54IMPrEMH73VNMntB//3333bL9+/fj0qleqjXX6fTERkZybZt27JdJ/OzJrPnXU7uhcxr9CCfHZmfN/bO8+7PqaCgIACOHz9ut87ffPMNP/zwwz3fFyAjuPnpp5/i4+PDkiVL8PLy4tNPP8026Hk/FSpUwGKxZAlM26vrqlWrsFgsjBo1iueee46iRYtar/Xd1zEvro0QQjzrJBAnhBBPuN27dzN16lScnJxscqLdzcHBgZkzZzJlyhSbRnJ6ejqRkZHo9XprcCCzZ4/RaPxPdTtz5gxr1qyx/p6YmMjXX3+NSqWy6RVQsmRJwsLCbCYQuHbtGsuXL7/vMdq2bQvAV199ZRPgOnDgAAcPHiQkJASDwYDBYMBsNmf5Uj116lTrsN7ML8qZdZs8ebLN+tHR0dbeSB06dMi2TjqdjrZt23LlyhVmz55tXZ6enm53UgyDwUBaWppND0Kz2cz48eOt55T5WuzYsYPp06dnGRaUeQ6FChXKtl6ZypYtS2BgIKtXr2bfvn20bNnSpsdK5rDDu5OiX79+3TosMrugwr3odDrUajXx8fE292Bqaipjx44F7N9z7du358qVK8yaNQtnZ2eaNGliU96xY0cURWHs2LE2+42IiGDUqFH88MMP2SbMT09P56effmLatGk2Aa7ExETi4uLw8fG551DHzKDg3fffoUOH2LdvHyEhITg6Oubo/su8Vnf+bjAYaNOmDefOnbO5pwD27t3L559/zu+//467uzs6nY527dpx8eJF5s+fb13PYrHwxRdfZLnGHTt2JDU1lQkTJtgc88SJE/z666+4ubllueYPom3btqjVaqZPn05MTIx1+ZUrV1izZg1FihShSJEi1vstKirKZvvly5dbh0Zn1uvChQvMnz/f5rwgZ/f/g3oU1yU0NJQ2bdpw/vx53nnnnSy9jiIiInjnnXeIjY2lW7du1tQCmcn3t2/fbpM78LfffiM2NtZmH4cPH+bXX3+1ea8FrA9W7rwmd99XhQoVombNmhw/fpzffvvNZvvFixfz999/W4ez51TmpCKjR4+2G4y9dOkSP//8M76+vtStWxcgR/eCt7c37u7uHD161Oa96uTJk1l6xzZs2BAvLy9++eUXm0D0+fPnrZO9ZCpSpAjVq1dn27ZtrF27Nks9pk6dyvbt2+87BHrUqFHEx8fzv//9jyJFijBs2DDi4+MfOk9cx44dUalUTJo0yaa366pVq7IExrK7jrt377YGOzOvY15cGyGEeNbJ0FQhhHhCbNiwwfpl02KxkJiYyMmTJzlw4AAODg589dVXBAQEZLu9j48Pr776KrNnz6Zt27Y0bNgQtVrN9u3bOX/+PP3797f2TsrM7TJ//nzi4uLum3csO0WLFmXIkCFs2LABT09PNm/eTFhYGG+88QaVKlWyrtelSxfGjh3LK6+8Qtu2bUlPT2fNmjUEBgZy4MCBex6jQYMGdOzYkWXLltGhQwfq169PQkICq1evxtXVlREjRgAZAZPDhw/z8ssv07p1a3Q6HXv37uXEiRN4e3tz69Yt6xfc6tWr07t3b2bPnk379u2tM19u3ryZyMhIXn/9devMc9kZPHgwu3fvZuLEiezYsYNSpUqxe/duYmNjs+TXateuHT/99BOdOnWiWbNmmEwmduzYwcWLF/Hy8iI6OprY2Fh8fX1555132Lt3Lz179qRVq1b4+flx7tw5Nm/eTKlSpbL0FstO+/btmTRpkvX4d6pWrRoBAQH88ccfxMTEULZsWW7cuMHGjRsxGAyoVKoswYAH4ejoSPPmzfnrr7/o3LkzdevWJTk5mc2bNxMVFYW7uzsJCQlYLBbU6tvPCp977jm++OILTp06RceOHbPkonvhhRfYtGkTf/31F6dPn6Z+/fqYTCbWrFlDbGws77//fra5EytVqkTLli3566+/6NixI7Vq1cJkMrFhwwZiYmIYP378Pc+pXr16dOrUid9//916/yUlJbFq1SqcnZ0ZOXIkkLP7DzJ6CF26dIkhQ4ZQr149nn/+eYYNG8ahQ4f47LPP2LhxI5UqVeLmzZusW7cOrVbLhAkTrNft3XffZfv27YwePZqNGzdSunRp9u/fz4ULF3BwcLC5vq+//jo7duxg5cqVnD59mlq1anHr1i02bNiAoih89dVXD5Tn7W6lSpViwIABfPPNN3To0IHGjRujKAqrV68mLS2NiRMnWq/NqlWrGDBgAM899xwuLi4cO3aMffv2Zbk2Xbp0YdGiRUyaNIl9+/YRFBTErVu3WLt2LU5OTjYTZPxXj+q6TJgwgYSEBDZt2kTDhg1p3Lgx/v7+XLt2jW3btpGUlETz5s0ZOnSodZvy5ctToUIFDh06RLdu3ahevTqnT59mz549VK5c2aZXVN++fVmzZg1Dhgxh7dq1FCtWjGvXrrFu3Tp8fHzo0aOHdV1799Unn3xC9+7dGTNmDOvXrycoKIgzZ86wc+dOfH19rUHynKpRowbDhw/n888/56WXXiI0NJTy5cuj0+m4cOEC27ZtQ6/X8+OPP1oDNzm5FzQaDZ06deKnn36ic+fOtGzZkujoaNauXUulSpVsPjucnZ0ZO3YsgwYNsq4LGTP7enl5ZUmjkHlNBg0aRIMGDShTpgwXL15ky5YteHh43DeYtnz5cjZv3kz9+vWts6Q+//zz1uXLly/PMiPp/VSuXJk+ffowa9Ysnn/+eRo1akR4eDgbNmygaNGiXLlyxbpumzZtmD17NmPGjGH//v34+Phw+vRpduzYgaenp811zO1rI4QQQnrECSHEE2Pjxo189913fPfdd0ybNo3FixcTGxtLjx49WLlypd0ZIe/2wQcfMHr0aFxcXFi2bBmLFi3C2dmZiRMn2uR7qV69Ot27dycuLo558+bdN39Vdho1asS4ceM4fvw4CxYswNHRkXHjxvH+++/brNejRw8+/PBD3N3dWbBgAbt376Zfv358+OGHD3ScCRMmMGLECMLCwvjll19YtWoVjRo1Yv78+dbgZLdu3RgxYgQeHh4sXryYlStX4uzszOTJk/nkk08A2Lp1q3Wfw4cP54svviAgIICVK1eyZs0aSpQowbfffsuQIUPuWyd3d3fmz59P165dOX36NAsXLqRAgQLMmTMnS2+BwYMH884776BWq/ntt9/YsGEDAQEBzJo1izfffNOmbpUqVeLXX3+lbt267Nmzh9mzZ3P69Gl69uzJvHnz7jtLYqZ27dqhVqvx9/fPElR0cnJi9uzZtGjRwtr75+TJk7Rv354VK1ZQtmxZDhw4YJNr7EFNmDCBV199lYSEBH799Ve2b99OxYoVmT9/Ps8//zypqanWmVkz+fr6WhO53x00hIzhbd988w0fffQRjo6OLF68mDVr1lC6dGmmTp163+DM559/zvvvv4/ZbGbhwoUsXbqUIkWK8P333/Piiy/e95zGjx/PqFGjcHBwYOHChaxfv54GDRowf/58awAwp/ffBx98QJkyZVi7di1//PEHAF5eXixatIg+ffpw8+ZNfvnlFw4cOECTJk1YtGgRNWvWtG7v5eXF/PnzadeuHceOHeO3337DycmJn3/+GWdnZ2vuOsjoPTNnzhwGDhyI0Whk/vz57Nmzh8aNG7Nw4UKaNWt232uQnbfffpuvvvqKggUL8scff7By5UrrPZwZjG/UqBFfffUVRYsWZeXKlSxbtoy0tDRGjhzJjz/+aHNt3N3d+fXXX3n55Ze5dOkSc+fOZcuWLTRo0IBFixZZh5U/Co/qujg6OjJjxgymTJlC1apVOXToEHPnzmXnzp1UrlyZr776iu+++y7L+8KMGTPo2LEjly5d4tdffyUlJYW5c+dSuXJlm/UKFy7M/PnzadOmDcePH2f27Nns37+f9u3bs2jRIpuk+fbuq+LFi/P777/TpUsXzp07x6+//sqlS5d45ZVXWL58OUWLFn3oa9i7d29+//13OnXqREREBIsWLeLnn3/m/PnzdO3aldWrV1O1alXr+jm5FwDee+893n77bQB++eUXTpw4wYgRI+jdu3eWujRr1ow5c+ZQvnx5Vq9ezebNm+nSpQuDBw/Osm7JkiVZunQpXbp04fTp0/z888+cPn2aDh06sGTJknsO1Y2MjGTChAk4ODhkCUqNHj0ag8HAhAkT7A6lv5+hQ4cybtw4HB0dWbRoEWfOnGHcuHFZPv/LlSvHDz/8QIUKFdiwYQOLFi0iKiqKgQMH8scff6BWq22uY25dGyGEEBlUysMkeRFCCCHyoRkzZjB9+nRGjhzJ888//8hy3QnxpLly5Qr+/v5Zgjvp6elUrVqV2rVrM3PmzDyqnRBCCCHEs0uGpgohhHhqdO7cGXd3d4YPH45Go3ngYZpCPG369+/PzZs32bhxo83Mv3PnzsVoNNr0nhNCCCGEELlHAnFCCCGeChs3buTo0aOPbNZEIZ5kL7/8Mp988gnt2rWjadOmODo6cvLkSXbt2kVQUNBD530Uz6b4+Hjmzp37wOvXqFFDgr1CCCFENiQQJ4QQ4qmwZcsWli9fjru7O6+//rrdXGJCPCu6d++Oj48Pv/zyC6tXryY5OZmCBQvSr18/+vXrl2XCECHuJT4+3jpj8oMYMGCABOKEEEKIbEiOOCGEEEIIIYQQQgghcoHMmiqEEEIIIYQQQgghRC6QQJwQQgghhBBCCCGEELlAAnFCCCGEEEIIIYQQQuQCCcQJIYQQQgghhBBCCJELJBAnhBBCCCGEEEIIIUQukECcEEIIIYQQQgghhBC5QAJxQgghhBBCCCGEEELkAgnECSGEEEIIIYQQQgiRCyQQJ4QQQgghhBBCCCFELpBAnBBCCCGEEEIIIYQQuUACcUIIIYQQQgghhBBC5AIJxAkhhBBCCCGEEEIIkQskECeEEEIIIYQQQgghRC6QQJwQQgghhBBCCCGEELlAAnFCCCGEEEIIIYQQQuQCCcQJIYQQQgghhBBCCJELJBAnhBBCCCGEEEIIIUQukECcEEIIIYQQQgghhBC5QAJxQgghhBBCCCGEEELkAgnECSGEEEIIIYQQQgiRCyQQJ4QQQgghhBBCCCFELpBAnBBCCCGEEEIIIYQQuUACcUIIIYQQQgghhBBC5AIJxAkhhBBCCCGEEEIIkQskECeEEEIIIYQQQgghRC6QQJwQQgghhBBCCCGEELlAAnFCCCGEEEIIIYQQQuQCCcQJIYQQQgghhBBCCJELJBAnhBBCCCGEEEIIIUQukECcEEIIIYQQQgghhBC5QAJxQgghhBBCCCGEEELkAgnECSGEEEIIIYQQQgiRCyQQJ4QQQgghhBBCCCFELpBAnBBCCCGEEEIIIYQQuUACcUIIIYQQQgghhBBC5AIJxAkhhBBCCCGEEEIIkQskECeEEEIIIYQQQgghRC6QQJwQQgghhBBCCCGEELlAAnFCCCGEEEIIIYQQQuQCCcQJIYQQQgghhBBCCJELJBAnhBBCCCGEEEIIIUQukECcEEIIIYQQQgghhBC5QJvXFXgShYaGkp6ejo+PT15XRQghhBCPWGRkJHq9ngMHDuR1VcRTRtqQQgghxNPrQduQEoh7CGlpaZjN5ryuhhBCCCEeA5PJhKIoeV0N8RSSNqQQQgjx9HrQNqQE4h6Cr68vABs3bszjmgghhBDiUWvatGleV0E8paQNKYQQQjy9HrQNKTnihBBCCCGEEEIIIYTIBRKIE0IIIYQQQgghhBAiF0ggTgghhBBCCCGEEEKIXCCBOCGEEEIIIYQQQgghcoEE4oQQQgghhBBCCCGEyAUya+pjZjabMRqNeV0N8ZjodDo0Gk1eV0MI8ZjFJqSSkmZGq1Hh7mpAr5W/eyHE4yVtyIcn7TMhRH4Rl5hGSpoJtVqFu7Meg15CMEICcY+NoiiEh4cTGxub11URj5mHhwf+/v6oVKq8rooQ4hFLTjVy6nIMM5cfIywiEYNOQ/MaRenUpAwFPBzzunpCiKeQtCEfDWmfCSHyUmqaifPXYpmx7BgXr8ej1ahpElqYrs2D8PF0yuvqiTwmgbjHJLMB5evri5OTkzQCnkKKopCcnExERAQABQsWzOMaCSEetVOXYhg1c7f19zSjmT93XuTM1Rg+7l0TTzeHPKydEOJpJG3I/0baZ0KI/ODijXj+N20nipLxu8lsYd3eK5y8GM24N+vg7S4PdJ9lEoh7DMxms7UB5e3tndfVEY+Ro2PGG2hERAS+vr4yDEKIp0hMQioz/zhmt+zMlVhu3EqSQJwQ4pGSNuSjIe0zIUReSkhK56cVx61BuDuFRSRy6Xq8BOKecTJZw2OQmc/DyUm6nD4LMl9nyeMi8oolLQWLMT2vq/HUSU0zERaRmG35iQu3crE2QohngbQhHx1pnwlxfylpJtKMpryuxlMnNd3Eqcsx2Zb/ffpmLtZG5EfSI+4xkqEEzwZ5nUVeMcZFkXL+IIknd6E2OOFevQ16n6JonN3zumpPBY1GjU6rxmiy2C33kt5wQojHRNoW/51cQyGyFxWbwpFzkWzafxW9Tk3beiUpGeCOp6u0bR4FlUqFs4OWpFT7QU4vN+kN96yTQJwQQjyBjLER3PhlJKb4SOuy5DP7cK3SDK/G3dE4ueVh7Z4OHi4GmoYWYe2ey1nKtBoVFUrKsDEhhBBCPFmiYlMYMWOXTa//A/9EUKdSQd56oRIeEoz7zzxdDTxXrySLNpzJUqZSQa1gyV35rJOhqUII8YSxmIzE7fnDJgiXKeHwBoyxEXlQq6ePXqfhpeZBlAqwDWpq1Cr+92oN6REnhBCPkGIvmZIQ4pEymy2s33fZbuqNXUdvcOVmQh7U6umj0ahpU6c45Ut42SxXq+C9btXw9pA25LNOesQJG2fOnOH7779n3759xMXF4eHhQWhoKG+++SZly5bN6+oJIQBLcjwJx7ZmW554bAsOhUrnXoWeYgU8HBnZtzbXIxM5fuEWXm4OVCpdAC83B/Q6Sf4thMg7w4cPZ9myZdmWT5kyhVatWuVijR7e4sWLOX/+PMOHD8/rqgjxVItLSmf9vivZlq/ZdYnyJbzRaqS/zn/l7e7I8Ferc/NWMofPRuLmrKdKoA9erg446CUM86yTO0BYnT17lpdeeokqVarw8ccf4+3tTXh4OL/++itdunTh559/pkqVKnldTSEEgMWcbZFiksTUj5KXmwNebg4ElyqQ11URQggbPj4+fPfdd3bLihcvnruV+Q++//57atSokdfVEOKppyhgNmff+9RktoB0Tn1kPF0d8HR1oGxxr/uvLJ4pEogTVrNnz8bT05OZM2ei1d6+NZo1a0arVq2YNm0aP/zwQx7WUAgBoHZ0walsLZKOb7Nb7hLcIJdrJIQQIi/o9Xp5SCqEeGBuzjrqVynEH9su2C1vXrMYWq30hhPicZO/MmEVFRWFoihYLLYzBDo5OfHhhx/SunVr67INGzbwwgsvULFiRerWrcu4ceNITk4GIDExkcaNG9OqVSvS09OBjLwfPXv2pG7dukRHRwOQkJDAp59+SrNmzahYsSJt27ZlyZIluXS2Qjy51DoDXvW7oHZwzlLmWDIEnXdAHtRKCCFEftOkSZMswz2XLl1KUFAQYWFhAHz77be0atWK9evX07ZtWypWrEiHDh04dOgQhw8fpnPnzlSqVIm2bduye/dum31t2LCBbt26ERISQnBwMK1atWLevHnW8r179xIUFMTu3bvp06cPlStXpm7dunzxxReYzWZrHa9du8ayZcts6nX9+nXee+89atSoQeXKlXn11Vc5efLk47xcQjz1dFoN7eqVxMPVkKUsqJgnpQPc86BWQjx7JBAnrBo1asT169fp2rUr8+bN4/z589bEua1ataJjx44ArFy5krfffpuSJUsydepUBgwYwIoVK+jfvz+KouDi4sL48eO5dOkS06dPB+Dnn39m7969TJgwAS8vL1JTU+nWrRsrV66kb9++TJs2jWrVqvHRRx9ZtxFCZE/r6U9An89xq9EWrYcfet9i+LQdgE/bt9G6eOR19YQQQuQSk8mU5V9OJz4IDw9n4sSJvPnmm0yZMoX4+HgGDhzIe++9R+fOnZk6dSqKojB48GBSU1MB2LJlC2+//TYVKlRg2rRpfPvttxQpUoRPPvmEI0eO2Ox/yJAhVKtWjenTp9O2bVt+/PFHFi9eDMB3332Hj48PDRs2ZOHChfj6+hIdHU3Xrl05ceIEI0aM4Msvv8RisdC9e3fOnz//aC6cEM8oP29nJg1sQJemgRT0dqaovytvvVCJ/71aHS93x7yunhDPBBmaKqy6detGZGQks2bN4pNPPgHA09OTevXq0bNnTypVqoSiKEyaNIn69eszadIk67bFixenV69ebN26lUaNGlGnTh1eeuklfvjhBypXrszkyZPp3r07DRs2BDKexp45c4YFCxYQEhICQP369TGZTEybNo2uXbvi4eGR69dAiCeFSqVC5+mPV5MeeNR+HpVag8bJ7f4bCiGEeGpcu3aNChUqZFn+/vvv88YbbzzwflJSUhg1ahQNGmSkNjh37hxffvkl48eP58UXXwQgOTmZgQMHcvHiRcqVK8e5c+fo2LEjH330kXU/ISEh1KxZk71791K5cmXr8s6dO/P2228DULt2bTZs2MCWLVvo2rUr5cuXR6/X4+XlZR1mO3fuXGJjY5k/fz4BARm9vBs0aECbNm2YMmUK33zzTc4ulBDChp+XEy+3DKJt/RKoUNntISeEeHzyRY+45cuX06ZNGypWrMhzzz3HmjVrrGVhYWH069ePqlWrUq9ePb7++mtrV/ZM8+bNo2nTplSqVIlu3bpl6bb+IPsQGQYNGsT27dv58ssvefHFF3FxcWHlypXWyRouXLhAeHg4TZo0sXnyWr16dVxcXNi5c6d1X0OHDsXPz48333yTgIAAhg4dai3bt28fAQEB1iBcpvbt25OWlpblSaoQwj61RofWxVOCcHewGNMwxtwk9doZ0m5ewpQYk9dVEkI8Rs9yO9LHx4clS5Zk+Zc5iiEnqlatav25QIGMyWnuDKZlPiCNj48HoG/fvkycOJGkpCSOHz/O6tWrmTFjBoA1NUmmu9t7/v7+1pQm9uzevZty5crh5+dnbWuq1WoaNGjArl27cnxuQoistBo1nq4OEoS7Q1q6iZvRSZy+HM2Fa3HcikvJ6yqJp1Se94j7448/+Oijj/jwww+pX78+q1at4r333sPf35/g4GBee+01ihcvzoIFC7hy5QofffQRarWagQMHArBs2TI+//xzxo4dS/ny5fnhhx/o3bs3a9aswcvLC6PReN99CFvu7u60bduWtm3bAnDy5Ek++OADvvjiC+tT1zFjxjBmzJgs20ZERFh/dnZ2pkWLFvz000/Url0bBwcHa1lcXBw+Pj5Zts9s+GU28oQQIidMSXHE7V1J3N4V1plltZ7++L04FL1PUVQqVR7XUAjxKD3r7Ui9Xk/FihUfyb5cXFyyLHN0zH6YWnR0NKNGjWLDhg2oVCqKFStGaGgoQJahsXe2AQHUavU9h8/GxsZy+fJlu739IKMH373qJoQQORWflMZfey4zf91pjKaMnOk+Ho78r1d1SgZ4oFFLG1I8OnkaiFMUhSlTptCzZ0+6d+8OwFtvvcWBAwfYt28f165d4/r16yxatAh3d3cCAwO5desWn3/+OW+++SZ6vZ7p06fTo0cP2rdvD8CECRNo1qwZixcvpl+/fvz111/33YeAmzdv0qlTJwYNGkTnzp1tysqXL8/gwYN5++23rU+Ahw4daneaeXf32wk+z5w5wy+//EK5cuWYP38+7du3tz5ZdXd35/Lly1m2j4yMBDKGxAohRE4oioWkf3YRt3uZzXJTTDg3fh1JwGuT0LlnfQAghHgySTvywdzde+9ePdFyYsiQIVy4cIE5c+YQEhKCXq8nJSWFRYsW/ed9u7q6UqNGDZvRFHd6Eq67EOLJcuRsFD+v/sdmWWRsCh9O28m3Qxrj7511kjQhHlaeDk29ePEi165do127djbLZ82aRb9+/Thw4AAVKlSwCe7UqlWLxMRE/vnnH27dusWlS5eoXbu2tVyr1RIaGsr+/fsB7rsPkaFAgQJotVp+++030tLSspRfuHABg8FAmTJl8Pb2JiwsjIoVK1r/+fn58eWXX1qHc5hMJoYPH07RokVZsGABZcuWZdiwYdZ9V69enWvXrnHo0CGb46xYsQKdTkelSpUe/0kLIZ4q5oQYYnfYn3nZkpJI2o1zuVwjIcTjJO3I+3NxcSE8PNxm2cGDBx/Jvg8ePEiLFi2oWbOmNTC2bds2ACwWS472pVbbfiWpUaMGFy9epESJEjbtzT/++IMlS5ag0WgeyTkIIQRATHwqv6yx/56emm7m0OkIu2VCPKw8D8RBxpO51157jdq1a9O5c2c2bdoEZMzg5O/vb7ONr68vADdu3LA2LAoWLJhlncyy++1DZNBoNIwePZozZ87QqVMn5s+fz759+9i6dSsTJkxgypQpDBgwAE9PTwYPHsyCBQsYN24cO3fuZM2aNbz22mucPHnSOoRg+vTpnDx5knHjxuHg4MDYsWO5cuUKX331FQAvvPACpUuX5u2332bBggXs2LGDTz75hN9//51+/frh5ib5roQQOaOYTZiTYrMtT7+ZtReuEOLJJe3I+2vcuDH79+9nxowZ7NmzhwkTJrBnz55Hsu9KlSqxcuVK/vjjD/bu3cv333/P8OHDUalUpKTkLK+Sm5sbJ0+eZN++faSmptKrVy8sFgu9evVi9erV7N69mxEjRvDLL79QokSJR1J/IYTIZLIo3IhKyrb83NXY3KuMeCbk6dDUxMREAIYNG8aAAQMYMmQIf/31F/3792f27NmkpqZmCcgYDBnJJNPS0qwf8nd3TzcYDNaeV/fbh7itUaNGLFq0iFmzZjF9+nSio6PR6/WUL1+er776ihYtWgAZM185Ozvz448/snDhQpycnKhatSqTJk2iSJEinDp1iunTp/Pyyy9bE/9WqFCBnj17MnfuXJo3b061atX45Zdf+PLLL5kyZQqJiYmULFnSZnauZ1VquonEZCMArs46DLo8T+UoxBNBpdWicfHAnBhrt1zvVzxX6yOEeLykHXl//fr1Izo6mlmzZmE0GmnUqBHjx4/nrbfe+s/7njhxImPHjmXs2LEAFC9enDFjxrBixQoOHDiQo3316dOHCRMm8NprrzF79mxCQ0NZsGABX375JaNHjyYtLY3ixYtLO/E+0tJNJCQbAQUXJz0OemlDCvEgtBoVhQo4cz2bYFyZopI2STxaefrurNPpAHjttdesszuVK1eOkydPMnv2bBwcHLLMupTZ6HFycrImfrW3TmYC1/vtQ9iqUKECkydPvu96bdq0oU2bNnbLypYty/Hjx7MsHz58OMOHD7f+7uXlxfjx4x++sk+h61GJzF93mh2Hr6NSQYOQALo2D5KcBEI8AI2LFx71OnNr7cwsZWpHVwwFS+VBrYQQj8uz3o6cOHHifddxcnKyCZZlOn36tPXnd955h3feecem/IUXXuCFF16wWVazZk2b7QICApg+fXqWY2bm27O3TaZffvnF5vc7JwnLVLRoUaZMmZLdqYm73IxOYtGGs2z9OwyzxULt4IJ0b12OQgWcZaIiIe7D09WBV1qX47Nfsj5EcDRoqRIoOYbFo5WnQ1P9/PwACAwMtFleunRpwsLC8Pf3t5mFE27Pyunn52cdSmBvncx9328fQuQXN28l8cE329lyMAyT2YLRZGHj/qt88O12IqIfTWJlIZ5mKpUK57K18ajbCTS3nzPpvApSqMcnMlGDEE8ZaUcKkSEyJplh3+1g3d7LpBnNmMwK249c5/0p2wi/JW1IIR5EpTI+9GpbHr32dojE19ORCW/VxcdTOvCIRytPe8RVqFABZ2dnjhw5Yp3uHDJm2yxatCjVq1dn+fLlJCYmWqdU37NnD87OzpQtWxa9Xk+JEiXYu3evNdGuyWTiwIEDdOvWDeC++xAiPzCbLWzYf4X4pPQsZbEJaWw7HEbHRmVk2mwh7kPr7I5HnU64Vm6KOTkelU6PxskdrYtHXldNCPGISTtSiIzZg/eeCOdWXGqWsqQUI6t3XaRnm3LotDLBhRD34uasp129ktSrHEBcYhpajRoPVwNebg55XTXxFMrTHnEODg707duXqVOn8ueff3LlyhW+//57du7cSe/evWnWrBk+Pj68++67nDp1ig0bNjB58mT69OljzefRp08fZs+ezbJlyzh37hwffvghqamp1vwRD7IPIfJaYoqRPcfDsy3fdfQGyanGXKyREE8utd6AztMPh4AyGHyLSRBOiKeUtCOFgJQ0EzuPXM+2fO+JcGvuYSHEvel1Gvy8nAgs6knJAHcJwonHJs8zePbv3x9HR0e++uorbt68SalSpfj222+pWbMmAD/++CNjxoyhS5cuuLu7061bN/r372/dvkuXLiQkJPD1118TGxtLcHAws2fPxsvLC8hIqHu/fQiR17QaNU4O2f85Ojno0GqkN5wQQghxJ2lHimedRqPC2fFebUgtGmlDCiFEvqJSFEXJ60o8aZo2bQrAxo0b7ZanpqZy8eJFSpQoYU0ELJ5ej+r13nX0Op/O3W+3bFTfWoSWk1w0QgiRG+73OS/Ew5I2ZO55lq7lkbORfDx9l92y97tXpVHVIrlcIyGEeDY9aBsyT4emCiFuK1fCi7qVC2VZ3rhaYUoX9sj9CgkhhBBCiHyveEE3WtYqlmV5jfJ+VC4tExUJIUR+k+dDU4UQGTxdHXjzhUp0bFiKrYfCUKGiYdXC+Hk54e5iyOvqCSGEEEKIfMjdxUDPNuVpVas4W/4Ow2S20LBqYQp6O+Hh+nT3BhRCiCeRBOKEyEc8XAx4uBgIKuaV11URQgghhBBPCDdnPW7OekoX8cjrqgghhLgPGZoqhBBCCCGEEEIIIUQukECcuKdXXnmFoKAgu/8+++yzx3LM4cOH88orr+SojsOHD38sdRFCCCGEEA9nxYoVdOnShSpVqhASEkKnTp1YsGCBtbxJkyZ8++23eVhDIYQQIvfJ0NQnQEJyOnGJaSSlGHF21OHuYsDVSZ9rx2/dujUfffRRluWOjo6P5XgfffQRZrP5gdf/9ttv0Wg0j6UuQgghhBBPqrxsQy5ZsoTx48fz0UcfUa1aNRRFYefOnYwbN46oqCgGDBjAkiVLMBgkD64QQohniwTi8rnI2BS+XXSIQ6cjrctCgnx4p0sIPh6PJxB2NwcHB3x8cm/GJVdX1xyt7+Hh8Xgq8hRISzcRk5DGjVtJqFUq/L2d8XQ1oNdJ4FIIIYR4muV1G/K3336jU6dOvPjii9ZlJUuW5ObNm/z8888MGDAALy/JiZtfpRvNxCSkEX4rCYuiUMjbGQ9XAwa9fH0UQoj/Soam5mMJyelZGlAAh05H8u2iQyQkp+dRzW5TFIWZM2fStGlTKleuTIcOHVixYoW1fO/evZQvX57169fTsmVLKlWqRM+ePblx4wbjxo0jNDSU2rVr8/3331u3uXNoaub2W7dupW3btgQHB9OqVSs2bNhgXf/OoalLly6lefPm1v+Dg4N54YUXOHjwoHX91NRUvv76a5o2bUrFihXp0KEDf/311+O+VLkuMdnIun1XeOuzjYycsZuPp++i/2cb2Xn0OsmpxryunhBCCCEek/zQhlSr1Rw6dIi4uDib5W+88QYLFy4EbIemfvvtt/Tq1YvvvvuOOnXqEBISwsiRI7lx4wb9+vWjcuXKNG/enC1btjz2uj/rklON7Dhyjf6fbeTj6bsYOWM3b362iQ37r5KUkvffP4QQ4kkngbh8LC4xLUsDKtOh05HEJablco2y+uqrr5g/fz4jRoxg5cqV9OzZk9GjRzNv3jzrOmazme+//55JkyYxd+5cTp06RYcOHdDpdCxevJiuXbvy9ddfc/r0abvHMJvNfPHFF3z00Uf8+eefBAYGMmzYMJKSkuyuf+PGDRYsWMAXX3zBsmXLcHR0ZPjw4SiKAsB7773H8uXLGTFiBCtWrKBZs2YMGjTIJrj3NLgcHs8Py45hMivWZekmC5N/+5vwW8l5WDMhhBBCPE75oQ3Zt29fTp48SYMGDXjjjTf44YcfOHr0KK6urpQoUcLuNgcOHODixYvMmzePjz/+mIULF/Liiy/SunVrli5dSqlSpWzadOLxuB6VxFfzD5FusliXmcwWpi89yuXwhDysmRBCPB0kEJePJaXcu9fS/coflZUrVxISEmLzr2/fviQnJzNnzhw+/PBDGjVqRNGiRenUqRO9evVi1qxZNvsYNGgQFStWJCQkhFq1auHo6MjQoUMpUaIE/fr1A+Ds2bPZ1uHdd9+ldu3aFC9enP79+5OYmMiZM2fsrms0GhkzZgxVqlShTJky9O7dmytXrhAZGcn58+fZuHEjo0aNolGjRpQoUYJ33nmHpk2bMn369Ed30fJYcqqRhevtBzYB/th2nnTTg+fhE0IIIcSTIz+0IVu1asX8+fNp2rQpR44c4csvv6Rz5860atXKZqTCnSwWC2PGjKFEiRJ06tQJT09PatWqxfPPP0+pUqV4+eWXiYmJITLSfpBR/HfpRjN/bD2XbfmijWdISZORFUII8V/IIP98zNlR95/KH5UmTZowZMgQm2UODg6cO3eOtLQ03n//fdTq2zFdk8lEeno6qamp1mXFihWz/uzk5EThwoVRqVTWfQGkp2ff1b1kyZLWn11cXICMgFt2SpUqZf05M+ec0Wi09rqrVq2azfrVq1dn8uTJ2e7vSZNuNHMzOvteb9ciE0k3WtBrJVecEEII8bTJL23IKlWqUKVKFSwWC6dOnWLr1q38+uuvvP7666xfvz7L+t7e3tZ2HmS0GYsWLWr9/UHajOK/STeauR6VfRvy5q1k0tItOMocG0II8dAkEJePubsYCAnysTu0ICTIB3eX3PkEdHZ2tgmkZQoPDwfg66+/tgmUZdLrb8/KpdXa3mp3Bu4exJ37ynSvYQk5XV9RlCx1fJI5GLSULuzB9Sj7w3fLFvPEQS9BOCGEEOJplNdtyPDwcGbMmEG/fv3w9/dHrVZTvnx5ypcvT7NmzWjbti379+/Psp1OlzVAmNM2o/hvHAwaAot6cOZKjN3y0oU9cDRIG1IIIf4L+WTLx1yd9LzTJYSQINsZS0OCfBjYJSTXpp/PTsmSJdFqtVy/fp1ixYpZ/23dupVZs2bly4ZTUFAQQJYhEQcOHKB06dJ5UaXHwkGv5cWmZVCrspZpNWpa1y6BVpP/Xh8hhBBC/Hd53YbU6/UsXrzYZgKvTG5ubgAUKFDgsdZBPBytRsNzde23E9VqFZ2alJGZU4UQ4j+Sd9F8zsfDkQ96hBKXmEZSihFnRx3uLoY8D8JBxpDPrl27MmXKFFxcXKhatSp79+7liy++sOZ9y29KlSpF48aNGTNmDCqVimLFirFq1So2btzI119/ndfVe6QKFXBm9Ou1+WbRIaJiM4YJ+3s7Mfjlqvh5O+Zx7YQQQgjxOOVlG9LLy4u+ffsyZcoUkpKSaNWqFS4uLpw7d45p06ZRs2ZNQkNDH3s9xMPx83Ji3Jt1+Gr+39ZUJz4ejgx8qQoFCzjnce2EEOLJJ4G4J4Crkz5fBN7s+d///oenpydTpkwhIiKCggULMnDgQPr27ZvXVcvW5MmTmTx5Mh999BHx8fEEBgby7bff0rx587yu2iNl0GsJCfJl0sAGJCSno0KFq7MeLzeHvK6aEEIIIXJBXrYh3333XYoXL86iRYuYN28eqampFCpUiNatW+fbB7Yig06roUJJbz5/pz4JSekoKLg66fF2lwe5QgjxKKgUmf87x5o2bQrAxo0b7ZanpqZy8eJFSpQoYU0qK55e8noLIZ42psQYFGM6Ko0GjbMHKs2z9dzufp/zQjwsaUPmHrmWQgiR+2ITUklNN6NRq/BwNaB7xiYHfNA25LPVshZCCCFEtswpSaRePUn0xrkYo2+gMjjhHtoat2qt0Lp65XX1hBBCCCFEPpScauTMlVhm/nGMK+EJGPQaWtUqRsdGpaU3rR2SrV0IIYQQKIpCysXD3Fw8EWP0jYxlacnE7vydyFXfY06Oy+MaCiGEEEKI/Oj05RhGzNjFlfAEANLSzfyx7QKfzt1PTEJqHtcu/5FAnBBCCCEwJ0Rza8Mcu2Up5//GlBCTuxUSQgghhBD5Xkx8Kj8sP2a37PTlGG7eSs7lGuV/EogTQgghBJb0FMwJ0dmWp4VfyMXaCCGEEEKIJ0FquomwiMRsy49fuJWLtXkySI44IbKhKApYzBm/qNWoVBK3FkI8vVQaLajUoFjslmuc3HK5RkII8WQymy3EJqaBAq7OevS6ZytZuRDi2aLRqNFq1JjM9tuQnq6GXK5R/ieBOCHssJiMWJLjMKckAgpqB1c0zu6otbq8rpoQQjwWaic3HEtXI+Xs/ixlKp0BvU/RPKiVEEI8WSJjk1m35zLr9l7BaDJTt1IhXmhcBn9vJ1QqVV5XTwghHjl3Zz1NQguzbu+VLGUatYryJbzzoFb5m3TxEeIuismI8dZ1zEmxYDGBxYwlORbjrWtYTMa8rp4QQjwWGoMTBVr0QetZ0Ga5SqPDr8v/ZNZUIYS4j6jYFEbO2M2C9WeIjk8lIdnI2j2XeX/KVm5GS44kIcTTyaDX0rV5ECUK2Y6eUKtV/O/V6ni7O+RRzfIv6REnxB0URcGclgQWOwE3iwlLaiIqZw95oimEeCrpPHwp1GMM6VFhpF49ic7DD4eiFdC6eWcMXRVCCJGt4xei7OZJSkg2snL7BXq1LY9OK8NUhRBPHx9PJ0a/XptrEYkcPReFt7sDlcv44O3uIMPz7ZBWtRB3UixYUrJPNGlJSUTj6AryhVQI8ZTSunmjdfPGqWTlvK6KEEI8MdKMJjYfCMu2fNex63RqXAYvd/lCKoR4Onm5OeDl5kDF0gXyuir5Xr4Ymnrz5k2CgoKy/Fu6dCkA//zzDz169KBKlSo0adKEn3/+2WZ7i8XCN998Q/369alSpQqvv/46V69etVnnfvsQwupevd1UqnuXCyGEECLXSBtS5BdqlRoHffZBNoNOi1otbUghhBD5JBB36tQpDAYD27dvZ8eOHdZ/bdq0ISYmht69e1O0aFF+//133n77bSZNmsTvv/9u3X7atGn89ttvjB07lgULFmCxWOjbty/p6ekAD7QPYV+TJk0ICgpi9uzZdstHjhxJUFAQ3377bS7XzL47G9/ffvstTZo0ydH2KrUGjbN7tuUaZ3dUanmSKYQQecmcFIcpLgpTQnTGDNfimSVtyPyrSZMmNGnShMTErCMNhg8fziuvvAJAeno6r7zyCs2bN2fv3r3MnTuX8ePH53Z1/zOdVk3beiWzLX+ubgncXfS5WCMhhBB3i09KIzImmVtxKZgtedeGzBfj686cOUPx4sXx9fXNUjZ37lx0Oh2ffPIJWq2WUqVKcfnyZX744Qc6depEeno6P/30E0OGDKFRo0YAfPXVV9SvX59169bRtm1bFi1adM995HfmlETMSXFY0pJQOzijcXJH4+iSa8fX6XT89ddf9O7d22a5yWRi3bp1+TZfWp8+fejevXuOt1PrHFAbnLGkJdksV+mdUOsdH1X1hBBC5JA5NYm0a2eI3vQL6RGX0bh64VG7I87l66B19sjr6ok8IG3Ie8vrNuS1a9f4/PPP+eSTT7JdZ8eOHQCMHTuWMWPGcOPGDebOnZtbVXykivi70iS0CJsO2PaqDCrmSZ1KBfNtm1kIIZ52KWkmzofFMmvFCc6FxeLuouf5hqVpEloEL7fcn0wiXwTiTp8+TalSpeyWHThwgBo1aqDV3q5qrVq1mDFjBlFRUVy/fp2kpCRq165tLXdzc6N8+fLs37+ftm3b3ncfBQrk3zHMpvgoIv+cRsrFI9ZljiWr4PPcW2jdcqfetWvXZvv27YSHh+Pv729dvmfPHpycnHB0zJ/BKWdnZ5ydnXO8nUqjRevug2LywJwcDyiondxQa/WSrFwI8URTzGYsxlRUGi1qnSGvq5MjimIh5fzfRCz/2rrMnBDNrXWzSLt5Ee9mvdA45Pw9XzzZpA2ZvfzQhixSpAgLFy6kVatW1KlTx+46tWvXJjQ0FDc3N1atWkVqamq+bVvej4eLgT7tKtCyVjH+2nOJNKOZZtWLUaKQG97uT+Y5CSEEgNmikJJqQqdVYdA/ed+JT168xeiZe6y/xyWmM3fVSU5dimZglyq4ueRuuzhfDE09c+YM0dHRdO/enTp16vDyyy+zbds2gCzBH8D61PPGjRuEh4cDULBgwSzrZJbdbx/5lTklMUsDCiDlwmEiV32P+R6TCjxKlSpVolChQqxdu9Zm+erVq2ndurXN073FixfTrl07KlWqRJUqVejWrRvHjh2zlh89epRu3boREhJC9erVeeedd7h+/bq1PCoqiqFDh1KzZk2qVatGv379uHz5MmB/qOm9hp/eWRYWFkZQUBB//fUXnTt3Jjg4mCZNmrBw4UKbbZYvX0779u2pHFKVZq2fY+b831G5FkBjcJIgnMg1CcnpXAlPYNOBq+w+doOb0UmkG815XS2RRyxm038efqlYzBhjwonZvpDw+WOJWPEtqWGn7/k5olhM/+mYOZWWbiL8VhLnw2K5FplIYkq6TbkpIZpb6+2nSUg8sglzUmwu1FLkN9KGtC+/tCHbt29P7dq1+eijj+wOUQW4evUqH3zwAdWrV6dixYq0bduWn376yWadLVu20KVLF0JCQqhXrx6ffvopqampuXEKOebuYqB8CW8GvVSVoT2qE1rOT4JwItckpqQTFpHA5oNX2XnkOuG3kkhLz93Pc5F/mMwWLP9x+KWiKNy8lcSSjWcYPXM3n/96kOPno0hISs92G5PZkqupQ9KNZm5GJ3M+LJawiAQSkm3rFh2fyvSlR+1uu/dEOLfic//zJM8jCyaTiQsXLlC6dGmGDx+Oi4sLq1at4o033mD27Nmkpqai19vmUzAYMqKVaWlppKSkANhdJy4uDuC++8ivzElxWRpQmVIuHMacFJdrwwtat27N2rVr6dWrF5CRz2PDhg3MmTOHNWvWALB+/Xo++eQTxo0bR2hoKJGRkYwdO5aPP/6YP/74A7PZTL9+/ejSpQufffYZ8fHxjBw5kg8//JA5c+ZgMpno06cPWq2WadOm4eHhwcSJE+nbt2+WIODD+vTTTxkxYgSBgYHMnj2b0aNHU6dOHYoUKcKcOXP48ssvGT58OHXr1uXIkSN88sknxMTE8NFHHz2S4wtxPzEJqcz586TNsBatRs0HPapRrazvE/kE6kmnmE2YEqOxpCSh0urROLtlzJ78mBnjIkk5/zfJ5/5G41YAt5AW6Dx8UBuccryv9MirXP/5I5T0fxsa18+SfGo3Xk1ewa1qS9SG218SjbERJJ//m5QLh9F5+OFapSlad58sQ/MVReFWXCpp6WZ0WjUeroaHnp4+NiGVpZvPsXLHRUxmCwAhQT4MeLEKvl4Z56ukJmFOist2H8bIq+i9Ax7q+OLJJG3I7OWXNqRKpWL8+PG0a9eOzz77jLFjx9rWJSWFPn36ULduXRYsWIBGo2Hx4sV89tln1K5dm3LlyrF+/XoGDhzIO++8w2effcaFCxcYPXo0V69eZdq0aY/9HB6WTMwgcltcYhoLN5xh5fYL1mUatYoBXSpTp2IhnBx0eVi7Z5PZbCE6PpWEZCM6rRo3Zz3uudDzKjImmaPnoth17AaergZa1S6Ov5cTLk45z1N5LTKRD77ZTmKK0bps34lwXmxShk5NSuPieHufETHJHD0bxZ7jNyjg4UCLmsXx83LC2THrvXcrLoXUNDNarQp3FwMOD/kdJy4xjTW7LrJk0znS/u24UL6EF+++XJWC3hkjJZJTjYTfSs52H6cvx1CiUPZ54h+HPP9Gp9Vq2bt3LxqNBgeHjLG5wcHBnD17llmzZuHg4GBNmJsps+Hj5ORk3SY9Pd36c+Y6md3a77eP/OruHGVZy7O/mR611q1bM2vWLG7evImfnx87d+7Ey8uL8uXLW9fx8PBg/PjxtG/fHoCAgABefPFFa16QxMREYmJi8PX1JSAggCJFivD1119z69YtAHbv3s3p06dZu3YtJUqUAGDcuHHMmTPH2iD+r3r16kXTpk0BGDx4MPPmzePIkSMULlyYmTNn0qNHD2teueLFixMbG8sXX3zBwIEDcXV9/F+8xbNNURT2HAvPklvGZLbw2c/7mTq0CYV95T7MTebkeBKObiZm+yJrEMsQUBbf9gPQeRW8z9YPzxh9nes/f2wTeEo4uJYCrd/EJbg+av2D57IwJycQtXrG7SDcHaI3/YpzUE1rIC49KozrP3+MJSXBuk7cvlX4tB+Ic9ma1uGs8Ulp7DsZzs+r/iEmIQ29Vk2zGkXp3CyQAjns+WE0mVmx/QLLtp63WX7odCTjZu9lzOu18XRzAM29v0CoHiJAKZ5s0obMXn5qQwYEBDBs2DBGjhxJy5YtqVevnrUsJSWFnj170r17d2s6kYEDB/Ljjz9y+vRpypUrxw8//EDz5s3p378/ACVKlEBRFN5++23OnTtH6dKlc+1chMjPjp+/ZROEg4zhhFMWHKZ0gAfFcznQ8KxLSE5n55HrzPnzBEmpGb0SSwW48373ahTxe3zt+Zu3kvjftJ1ExqZYl/215zKvPlee1rWL2w2KZSc51ciPfxy3CcJlWrLpLE1Ci1gDcTeikhg+dQfRd/QuW7XzEv06VqRJaBFrIDgxOZ3DZyP5acUJImNT0GpUNKhamB4ty+LjmbPPVbNFYcvfYcz767TN8pMXoxk5YxcT366Ht7sjWo0atQqy6xzokoNr8qjki6Gpzs7ONg0ggDJlynDz5k38/f2JiIiwKcv83c/PzzqcwN46fn5+APfdR36lNtw7183D9Ip4WMHBwRQpUoS//voLyBiW+txzz9msU716dSpUqMDUqVN5//33efHFF5kwYQIWS0bvBnd3d/r27cvYsWOpXbs2gwYNYv/+/QQFBQEZw0vc3d2tQTjIeH2GDRuGl5fXIzmPO/PIZAbWjEYj0dHRREVFUa1aNZv1a9SogdFo5MIF2w81IR6H2IQ0ft981m6ZRYFth67lco2ebYqikHRmH9Ebf7YJYqVdO8WNeWMwxd96LMc1pyYR9dcsu72/otb+gDkxJof7SyTt+plsShVSr2WUmVMSiVozwyYIl7lO5J9TMSfGZqxnUdhz7AZTFhwmJiEjIJFusrB61yUmzztIXGLOeglFx6exYrv999iL1+OJistoSGqcXDEElLW7nkrv8FgDoyL/kjakffmpDQnw0ksvUbduXT7++GObIapeXl5069aNP//8k1GjRtG7d2/rxBmZ7cczZ85QtWpVm/3VqFHDWiaEyOgVtGhj9n8Pa3ZfytMZIp9FJ87fYuqSI9YgHMD5a3H8b9oOImIez8OQ1HQTv649ZROEyzR31UmbINmDSEhO5+/TEdmWHzyVUZaSZmTOnyfs7v+H5ces7UWAo+ei+OznA9Y6mswKm/ZfZfzsvTmuX3RcCos22L/vw28lcz0y46GUm7Oe6uXtf2ZrNSpKF/HI0XEfhTwPxJ09e5aqVauyd+9em+XHjx+ndOnSVK9enYMHD2I2386PtGfPHkqUKIG3tzdly5bFxcXFZvv4+HhOnjxJ9erVAe67j/xK4+yOY8kqdsscS1ZB45y7TzUyh6empaWxceNG2rRpY1O+cuVK2rdvz9WrV6latSrDhg1j+PDhNusMGTKETZs28e6776IoCmPHjrXOXHZnIuQHZTLlLOfB3cNLIOPLdnZj2DMbgQ9TNyFyymzJGOqXnetR9+7hIB4tc2I0MVsX2C0zxUeSHnXlsRzXkpJAygX7Q8pQLKSGncrZDu+Xo+Pf9zlzSgKpV05ms46JtBsZPdZi4lOYu/ofu6sdO3/rnvewPalpJtLSs8+BeOPf+17j6EqBtv3R3D07qlqLb6ehaF08c3Rc8eSTNmT28lsbEjJGOSQkJPDpp59al0VGRtK+fXsWL16Mn58f3bp1Y9myZTbb2WujSftMCFumf4dAZif8VjIms+Qbzi2xCanMWWW/TRWXmM6pS9GP5bjxSensOJL9g/t9J8NztkPl3s1I87/vxfFJ6ew5bj9vqqLA4TMZAbvo+FR+WnnC7nrnr8UTfitn33XSjBbi75Gr7tKNeACcHHS81j4YH0/bURtqtYoPeoTmyaypeR6IK1WqFCVLluSTTz7hwIEDnD9/nk8//ZTDhw/z1ltv0alTJxITE/noo484d+4cS5cuZc6cOfTr1w/ICKz06NGDSZMmsXHjRk6dOsXgwYPx9/enRYsWAPfdR36lcXTB57m3sjSkMme8ys3p5yEjEPf333/z+++/U6RIkSyzlP3www+8+OKLTJw4ke7du1O9enWuXs0YYqcoChcuXGDUqFF4e3vz8ssv88033/Djjz9y/vx5Tp06RenSpYmLi7NOzgAQHR1NzZo1OXz4MDqdjqQk2z/OO9f9LwoUKECBAgU4ePCgzfIDBw6g0+koWrToIzmOEPdi0GkoUyT7L0fVgnxzsTb5j2I2YYyLJC38AulRYZiTH82Q9WyPZ0y/Z++ztBuPp6esoliA7Fs9FqNtjzNzSiLpt66RfPEIaTfOY0qwbdxpHFzQ+xXPdn/6gMCM45qyDjuwOW56xpPL5FQT8UnpBPi4MLBDKT7rVY5R3YIICfRGpbrd6HlQBr0Gzb+5lEoFuNMgJIDKZXys+ZUKeGQ0mhRF4WS0juRmw9E1649DpWbo63ZH/cJ4tl13IjldnvQ/a6QNmb381oYEKFSoEMOHD2fJkiUcOHAAgD///JPY2Fjmz59P//79ad68uTUdSWYALigoiL///ttmX5nbZzdjrhDPGkeDlqCiHtmWVwn0waB7dgPXZrOFyJhkLlyL40p4PLEJjzc5v9Fk4Vpk9pPi/POYAnGKomAyZ98eSk2z7cSSlGrkemQih89EcuZKDFGxKTYPP5yddFQsnf1Dp5DAjO8mJpOS7bBPyGg7Zh7/ZnQyfl5O9GxTjmE9Q3nv5apUL+eHWgWnLuVs1Idep8ZBn5GfuKi/K/WrBFA1yBetJqMNWbDA7d7hsQnp9G5bgbc6VcpIp9K0DCP61CQ8OonUPJjQJM//GtVqNdOnT+fLL7/k3XffJT4+nvLlyzN79mwCAzO+HPz444+MHz+ejh074uPjw9ChQ+nYsaN1HwMHDsRkMvHxxx+TmppK9erVmTVrFjpdxlhfb2/v++4jv9K6FcD3+cGYk+KwpCWjNjihcXbPkwZUuXLlKFasGF9++aXdBmjBggX5+++/OXHiBK6urmzatIlff/0VyMi/4unpaZ2W/o033kCtVrNs2TLc3d0pWbIkTk5OBAcHM2zYMD788EMcHR35/PPP8fLyokKFCqSmphIbG8usWbNo2bIlO3bsYNu2bXh4eDyS83vttdf46quvKFKkCHXr1uXo0aN89913vPTSS5IfTuQKV2c9vdsGM/S77VnKPFwNVCiVf3tfPG7m5AQSjm0hZtsC6zBRvX8JfDsMRl/ANkG/KTEWU0w4KVdOonXxwKFoeTQuXqh1OUtQq9LqUBucss2lpPMu9FDncj9qgzM6n6IYI+33uHMscjs3pykxhlvr55B0cod1mdbNB/+XPkTvm/EAIQkDugZ9MC4di2K2Dbbpq7UnWeWEAVBptGg9C2KKsf9EU+9bLON/nYZOdQvRoqQZ894fMUZdxcnRhX6VW3OzRjXUTjlLQuzhaqBj49KUK+bFpRvxnL8WSzF/V55vWIpdx67j9+9kDbfiU/l6/iGi41MpVMCZggWqEH8+nbMrT6BSQaWggjnKeyKefNKGvLf81IbM1LlzZ9auXcuOHTsoWLAg/v7+pKSksHbtWqpVq8aFCxesPeYyc/P17duXQYMGMW3aNFq3bs2lS5cYO3YsjRs3lkCcEP9yctDRrWVZ9v8TkWWWTGdHHXUqPbvpGxKTjew6dp2fVhy3DhMt6ufKkB7VKF7QDZXq9sQqsQmpRMSkcPRcFK6OOiqVKYCnqwMOhpyFTTQaNV5uDtn2Uiz6mHLEOTnoCC7lzfHz9tOnVC9/exbwmIRUflt7ir/2Xrb2evNyc2BEn5qUDHDPeCCqwEvNgjh7ZS+pd41eaFS1MIZ/J+nSaFSUKeLB2auxdo9brnhGmimtRk3T0MJULevH75vPceFaHE4OWppWL8qwntVzPMOrp6uBl5oFEuDryo2oRE5ficG/gDNt65Vg38lwivm7Ws/1m0WHCItIxM/LicK+Lly9mcCSTWdRFKhW1g8358c/icad8jwQBxm9ke7spn63SpUqsXDhwmzLNRoNH3zwAR988MFD7yM/0zi65Gmj6U6tW7fm+++/zzIsFWDEiBGMHDmSHj16oNfrKVu2LJ9//jmDBw/m2LFjhIaGMnPmTL788ku6dOmC2WymSpUqzJ49GxeXjPObNm0an376Kb1790alUlGrVi1+/PFHdDodtWrV4p133uGnn37im2++oUGDBgwcOJCff/75kZxbnz590Ov1zJ07lwkTJuDv78/rr7/Oa6+99kj2L8SDKF7IjVF9azF96VFuRmcEgCqXLsBbL1bGN4cJTJ8myef/JnrDHJtl6eEXufHrSAJ6f4bWvQAApvhb3Px9km1ONLUGv04f4FiiknWygQehcfbEvUY7YrZn/exQGZwwFHw8CcK1zu74tO7H9V9GgGKxKXMObojGNWMIpsVkJG7vSpsgHGQMm73x22gK9f4cnXsBEpKNTFt/i7c6jUV1ch2WG6dRO3ugVGzD4SgnHC8m0NTbEzRavBq8RMSKb7Ic1yW4oTWI5+Gi57kSKSSsmmItt6QkkrZnMT6lLuHZ8o0cna+DXkvDKoX58PsdJCTfDhT+ueMCQ18JxdU5I4CalGwkOj6VkEBvXqhRAGetBRNaNhxzZNPhcC7fiCfAJ398VorcI23Ie8tPbchM48aNo127dgC0atWKEydOMHHiRBITEwkICKBLly6sW7eOY8eO8fLLL9OyZUsmT57M999/z7Rp0/Dy8qJt27YMHDgwj89EiPwlwNeVcf3qMHXJEWtvrHLFPXm7c5Vnug156nI03y46bLPsys0E/jd1B1Peb2x94Bcdn8rk3/7myNlI63pqFQzqGkLtioVwzEEwLjNA9P3So1nK9Fo1IY9plIurk57XOwQz5JvtGE22bbka5f2s52q2KGw6cJW1e2xHl0XHp/Lh9zv5dkjGdUlKMTJ31Uk+7FWDHUeucfJiNG7OehpXK0Jaupk9J27QybcMGrWKLs0CmTh3f5ZchNXL+Vl72Xm4GqhRoSCfzt1vLU9ONbFy+wXOh8Uy+GXbfKD3o9NqqFWxIB99v8sm6Ll650UGdqmCi1PGQ7WkFCNhEYmUL+FFi5rFMOg1qFUqDp6KYMvBq5y8GE0xf7ccHfu/UinZJccS2cqcdXPjxo12y1NTU7l48SIlSpTIkkBYPH3k9RaPQ3RcCkmpJjQaFW5O+oeabvxpYUqI5vrcDzHFRdot93txKM5BNbGYjERv+pX4/X9mXUmlpshb36LzvP0kMDXdRGxCGnGJ6eh1ajxcDBmzc9557MQYbm38maTj26zLNM4eGT3O/EugUj2eDA8WYzrG6OtEb51PWtgpNM4eeNTuiGOpKmj/zZFmjIsgbMa7KEb7kyP4vzwCp5JVuB6ZSL+JG9Fp1dSv6EtgQQdiky2sPxTBrbhU3utWlcbVimBOjidm11Ici1Yg/sBq0m6cR+PiiVuVZqDV4VSiCjovf0wJ0VybPQxzgv1hFQGvf4XB9/ZwflNCNMaYcNJunEfn7oO+YEm0rt6o1BlPUeOT0vjkx72cvpJ1OIJeq2ba0Mb4ebtwJTyef05fIZhzGA8uw5KSCBothnINiCvdihSNC9XKPprk+ff7nBfiYUkbMvfItRTPqpj4VBJTjKjVKlyddLne0yc/iUtM4+Ppu7JNm/FOlyq0qFkMs0Xh901n+GVN1jy8KhVMG9qEwr63e7GlpZuITcxoQ2o1GW1IL3fb95nYhDQWrD/N6l0XrT3OXJ10fNynJoFFPdFqHk8b0mQycz0qifnrTnP0XBQujjqeb1iKWsEFre3cqNgUBk3ekm1+taE9QqkfEsDN6CRen7ABtUpFzWB/ShRyJyXNxM4j17kZncxr7SrwfKPSJKUYWbLpDBVKFmD1zov8cykjYNesRlG83BwILOpJET9XYhJS+XDaTsIi7A/b/XJgfQKL3Z6kMSY+lZvRyZy6HI23uyOBRT3wdnNAq81oQyanGvn81wMc/CfrhBJqtYrvhzahkI8L1yIT2XTgKs4OWpZtOU9sYhoatYraFQvSJLQIKWkmGoQU/q+XHnjwNmS+6BEnhBDClpe7I14yyzwAitmYbRAOIO36OZyDamJOiiPh8PpsdmIh+eJR3P8NxMUmprF8yzn+2HbemksjwMeF//WqbvNETOviSYGWffGs9yKm2AjUDs5oXb3RuHrZDGV41NQ6PQa/4vh2GISSngJqLdq7kqsrJmO2QTgAY0xGQl4XJz2BRT04cyWWTYfC2XTo9joqFQQVy+hhp3Fyw7ViI8IXfYpL2do4l6+HJTme+CObcKvSFI1LxvEtqUnZBuEA0sMvWANxxrhIwheMwxgVdvuYekcKdhuJoWApVGoN8QmpdoNwkDEb69XwBPy8XXA2qKnEaVJ2/HZ7BbOJtOObcI2PpFDrAdnWSQghhHhWeLo5ZHmw+KwymixcuXn3bPC3nbxwixY1ixGbkMof2+zn/lUU2HH4Ol1bBAEQn5jGX3svM3/daWuvM19PR/7XqwYlC7lbc9x6uBro2boc7euX5MatJJwctBTwcMTLzdGaG/dx0Go1FPV3Y+BLISSlGtGoVFkfNJvvPclB5jVzddJTNciXg6ci2HX0BruO2qYvqVo2o2efs6OOptWLMnLGbmpU8KdWxYIkpRjZeiiM0HJ+1AzOaH+npJmyDcIBnLgYbQ3ERcWmMGH2Xs6G3c4JrdeqGdm3FhVKeKHVaohJSOPvU/ZndbVYFE5eiqaQjwsGvRp3Fz0zlx+3lpstCjuOXOfGrSSGdA/Ntk6PiwTihBB5JnOGp7jENNQqFe4uBrzdHR5rgONJEB2fypXwBHYfu4GLk476VQLw8XDA2fHhesWZUxIxJ8WRHnkZtcEJnVchtC5eqJ6Q2eZUai1qJzcsyfafZup8imT8YDHfMzCVOfGCxaKw7VAYv28+Z1N+LTKRD6ft5OvBDfG5YwiHxsEZjYMzem/bXHS5QWNwAoP94SRqrQG1gwuWVPsNGn2BjOvi5qxnwItVGPrd9iz5PV59rjweLreflOt9ilCoxyeYk2IxxUehdS+Ab5lQtK7eqPX/zjSl0QIqsptQQv3vMDhzWjK31v1kE4QDUNJTCF8wjoC+X6Jz98FkuvcsbimpGa+pgzmR+H3L7K5jvHIMbVoCUOCe+xJCCPF0MFvbkBnBBHdXA15uDo81wPEkiElI5XpkEjuOXMOg09AgpDA+Ho7WNA85lZRiJDYxjUvX4zHoNRTxc8HT1QH9v7nB8juNWoWfpxM3spmNs0Shfx8yKgoJydkHpqLiUqw/HzoTyc93zR4fEZPCh9N28u2QRvh53Z4gwMlRh5OjjkJ5kDrD0aDNdjitTqumgIcDUbH2c9iVKeIBZOSc69shmNOXt5OYYptnuFPj0jazjQb4uPDp23WJTUgjIiaFAu4ODO5aFW8PB1z+/Q6jVavRalTZTiiROZQ0Ld3E/HWnbIJwkPGA9pMf9zB1aBP8vZ0xmSz3nNU18d/XNC3dzOKNZ+2ucz4sjpj4VAr75u5r9GR8CxNCPHWSUozsOXGDGUuPkfLvDD6ergY+6BFK2eKe6LRPxgd8TqSkZQyFvBmdjF6nxsfDMaPReEfX9FtxKUyYs48zV2KtyxZtOEPPNuVoXbt4joeomhJjid7yG4lHbnePVukM+HX6AIdiFVBrH65hpljMWNJSUGk0twM0j4nG1RO3Wh2J3TQ3S5lK74CuUODtn32KYIy8anc/jsUqABmBzsUb7H8Yxyelc/5anE0gLr/SuHriUecFojdlzZOp9fRH53U7MXPRgm58835j1u+7zNGzUXh7OPB8w9IU8XXByeH2BAfmpDiit8wj6eROm335d/kfGoeMa6LS6HAsUYmUi0eyHFelM1iH/1qS40k+e8Bu3S2pSRijb6Bz98HZoLpnY7C4f0bDSGVKzegdmA1z7A0IKJFtuRBCiKdDapqJQ2ci+GbhYWtwwM1Zz7tdQ6hUugAG/dP3FTczncbN6GS0GhU+nk54uRnQam63l+3lOPt98zk6NirFi03K5HiIalxiGos3nmXF9vPWYIdOq+b9blWpVs4Ph4e8zoqikJhiRKNW4+TweF8rTzcHXmoeyNcLDmUp02nVVCuXkdLCQa+lXHEvTl603+M/9N/1YuJTmbc26/BVyGjnHz0bRfOaznbL8xMvNwe6tyrHFDvXxdPVQImA26NDAnxc+HpwQzb/HcaBkzdxdzXQsWEpivq72XwviU1MY9GGs6zfd3vyBx8PRz7uUxPnQjpUKhVarZraFQuy/fD1LMfVqFUEFs0YpRGXmM6mA2FZ1oGMYNzZq7H4ezuj16kp6ueaba/HoKIZvetMJoXYhOwf1l8Oj6di6dx9mPt4BiYLIcR9XA6P5+v5h6xBOICYhDRG/rCLiOjsv2w/qeIS01iy6SxvfraRETN2Mey7Hbzz5RaOnb+F8d8eQWazhfV7r9gE4TL9vPofImNzdl0URSHp9B6bIByAYkwjfNGnmOPtz6h0P8bYCGJ3/0H4gnHcXDKJ5POHMSXF3X/Dh5SSZibcoyL64GZk9MTKoHH2wND2f9wyZgSItM7ueDfvbXcfet/i6LwyZjk1mizEJmb/YXzp+uM7l0dJpdbgUqkRHvVeRHVHQNVQuCwFXx6B1vV2jg2NWkXBAs50b1mW0a/X5r1uVSlX3MumAWUxpRO7e7lNEA7AFBPOjd/GYIqPAkAxpuJesz1adx/bCqm1FGjzJsbomxnrmdKzTPpwJ/O/94yHk5p+rUvaXadNjYK4O2Y0VbR6A3e+/nfTuchYbiGEeBZcj0ri07n7bXroxCelM+6nvYTfsj/T+ZMsITmd1bsu8tZnG/l4+i6GT93JgC82c/CfCNLSM9rRiqKw59gNmyBcpmVbznM90n6PsHs5ei6KP7adt+lxZDRZ+OyXAw/dVo+MSWbF9guMmbmH8XP2svfEDWIS7D+IexTS0k24OOpoU7eEdcgoZORqe+/lqhiN5n9/19OnXQXsdags6O1M6cIeQMZonux61wHZzhqa36hUKmqU86N3uwo46G8Hc0sVdmdC/3r4eDjZrOvn7UznpoGMfr02H/SoRnCpArjd0cvSbLawbu8V1t0xAytAZGwKH32/0/odJi3dRNPQolkm11Kr4M0XKnElPGP0i9FswWTOvg2ZOTGDi6Oe7q3K2n3dagUXxN0lo44OBs09c/IV8Hi8nQrsefoeF+QjMg/Gs0Fe55xLSjHy21/2nyaZzArr913mlTbln6rhBUfPRbFowxmbZUkpRsb8uJupH2QkEo1NTGPVzovZ7mPTgau81v7Bgw3mpFhidy61X2gxk3R6Hx61Ozzw/iAj79j1uR9agygAKRcP41qlGV6Ne6BxevTTsScmG/nwp6M8X6cGjV5shiYlGpXOkZtpen768xr1q+jo2jzjyZ1DoUD8Xx6RMSTy1jVUGp01WJUZmNJpM5LqZheMK1bwyQnoaJ3d8ajbCdfKTbCkJqHSGtA4u6FxtP86aDRqXJzsN0TMibEkHLKfY8+cEI0xOhytWwFUGi2Rq77Hu1lPLGnJpIVfROvqicG/FHH7VuJesz0AaoMTakdXLCn2n1LqC2QkxdU5u1O+UByf9g7m1y3XOH8tHm93R16s40elwgZcnDOGPWic3XEsU40UO73sNM7u6D0fzUQNQuQH0rb47+QaPp1S000s3njG7nA0iwLLt53nrU6V0D9FIyvOXY1l9sqTNstS0kxMmLOPb4c0oai/K7GJaazYbj/HGcCqXRcpU9QDjfrB+uHEJaZlabdmUhRYv+8yfdpVyFE6mYjoZIZP3WHzYPno2ShqVyxI/06V8HB99HntEpKNfPHrQRpWDeDj3jVISDai16kxmxV+33yOwKIevNWpMgDFC7oxoX89pi89yqUb8Wg1KupVCeCVVuWsgRqtRo2/t1O2Ad/S/w7pfBK4uRhoV68E9SoVIiE5Hb1Og5uzHncX+z0nNWqVdejo3aITUlm25ZzdssQUI+fD4vD1dEKjVvPNosP0eq48JouFs1dicXfRU7aYF2t2X6Ju5YyH5g56Db6ejkTE2A/4Zg6ddXXWE+DjzIe9a7Bi+wXOXI7Bw9VA8xrFKFvM0zok28PFQKNqhdmw70qWfTkatJQslPttfwnEPQY6XcYNmpycjKNj7kdXRe5KTs54I8583cX9paabuHoz+0Sd56/FYTSZ0TwlQwtiE9KYv+603TKTOSNRaJdmgShKxuw/2Ym7Ry8uexSL+Z5J9Y3RWbuF34slPZXorQtsgnCZEg5vwK1ay8cSiIOMRt/vO8L4fQcY9BpMJot1evQ7m4BqgyNOJaug7/EJSnoqaDRonNxR624/tfNyc6BzszI2CVszuTnrKV34yQnEAai1etQe/z0IpZjSUUzpGMo3xBzUlGSzBoNWhe7mCUwHl2OMvYkjwaid3DAULEnEsslo3Aqg8ypI2rXTxGxdgErvSIF/A2xo9HjU7mh36KxD8YqoDbc/H118/Cmjj2BwfR1GdSHUZiOeBbTovf1R/5sjT2NwwqdlX8LjokiPuHT7/B1d8e86Ao2r93++BkLkNWlDPjrSPns6paabuRKeffL9S9fjSUszPzWBuITkdH5bZ//htUWBv/ZcpE+7YCwW5Z5tyISkdCxmhQedqNNoshB1j5EY16OSMJsVtNoHC8QZTWZWbD9vd3TH7mM36NCg1GMJxAGg4t/eWlcw6DWYzRZrjrKgYh7W1Qx6LRVKejP2zTqkpJrQqFW4uehthuB6ujnQo1U5Js07mOUwjgYtlcs8WblqdVoNvl5O+Hr9t5QsJpOFpBQjtYIL0rhaYSyKglaj5vKNeFbuuEBYRAKQ0UMttJwvk+f/jZebA4X9XDh71cTCDWfQqNX07RAMZAwVfql5EN8uOpzlWKULe9jkNw7wdUGr0dC0ehFa1SyO0WzB19ORIn6uuP478sOg19K9ZVnCbiZw6vLtCcKcHLSMeb023tIj7umg0Wjw8PAgIiJjBg8nJ6dnPvn800hRFJKTk4mIiMDd3R21vMYPzKDTEuDrbO1WfLcShdyeqhxxJrOFiOjsh0pcvB6Hoig4OWipEuTDvhM37a5Xr0rOJgtQa/To/YuTHm6/l51DseAc7c+ckkjSP7uzLU88uQuDv/0hhv+Fi5OO6uX9OHwminpVClEqwIOUNBPbD1/j0o14alTwz7KN1sUj2/2p1SoaVCnMrdhU/th23hrQK1jAmQ971Xgi8sM9DiqdAUPrd9lwxZk/5l6wzgQWXNKHt9uPRO+UcZ00Bie8m/fGGBWGMfo65n+HrKq0evxf+hCtS0Z+D0tKPJb0ZLyb9SJ27wrMCdGotHpcKjbEqWQV0m5etuaTU+v0GAoUxsetAJb0FFRaPRqHrDlWtO4++L/8Maa4SNIjrqB190HnHYDWzVs+Z8VTQdqQ/92d7TMPDw80mvzdnrBYFBSUB+6p9Kxz0GkofI+cUEULumLQ5+/XPCfSjeZ7DgO9cjMRo9mCi6OOauV82bDPfp7c+iEB6HIwwYKjQUvpIh4cPmN/1vrKpQug1T74PRufmM7mg/ZzfgGs33uZ8iUe/Yz0rk46GoYEsOlAGHUrFSSwqCfpJgu7jl7n7NVYGlUtkmUbDxeDTaDnbiFBPvRoVZaFG85Y20o+no58+GoNmyGdzxKdVsPrzwcTE5/G5Pl/k/bv5GCBRT15r1s1tP+OcjLotbzcIoizV2O5eD3e+l1Qq1HxcZ8aeLlnBGPjk9K5dD2et1+szOKNZ4iISUGnVVOvcgD1qxTi+IUo6wQYWo2GAF8XCng4kJxqQqtVWwNwdyrg4chHvWsSGZvMpevxeLo5UNTfFW/3xzuLbXYkEPeY+PtnfLnIbEg98RQFRbGAxYKCgkqtAZX6mW8cKhYzLioj6j2riVDANaQpet9i1i+iwj4XJx3dWpTlf+d2ZinTqFW0qFnsqRqWqtdpKOrvmm3eiOBSGUEEJwcdPVuX59DpSOsHe6ai/q6UCshZTy2NsxveTV/lxrzRdso8cChSNkf7y5goM/t8Dfcs+w+cHHS81j6Y8FvJrN93hSWbzuLqpKNJaBFKBrhTwD3nT7E8XA283CKI1nWKE5+Yjl6nxt3FkGV695yKjkslNd2EVpMxTfoTlTDayYPtEV4s2W47tOD4hWjGL01n3OvVybw6Og9fCvYYg/HWNVLDzqDz8MVQOBCtqzcqze1zjt2xBENAIJ4NXsro2aYoJJ3aw81lk/Hr+F6WKqj1Dqj1934NtC6eaF08cQgI/M+nLER+9LS1IRVFwaIoGQEnJeNzXqVWPfYHmB4eHtZrmR/FJaZx9WYCa3dfIt1koXmNopQKcMfrIT7TniUOBi2dm5Rh19GsvfpVKni+QaknZkbPB+Fg0FK8kFu2D6/LFfdCr9WgVqt4sUkgOw5fzzJDup+XE5VymIje2VHHK63LceRsZJZhwM6OOmoG5/BvS5URdM6O+R5l/4Xh355VDUIKs+nAVZZuOYejQUujqoXp2aYcBQvkfGIFN2cDzzcsRcOqhYlPSkenVePubLAGkR5WTEJqRk88jQp3ZwMO2cx4mh95uBhQAUs22U6GduZKDN8uOsSEt+palxXwcGL067W5EZXEyYu38HJzoEJJb7zcHaw9WVXAyh0XKBXgzotNyliHmO47Ec6EOft54/msnQkMeu19290ergY8XA2UKZL339X/86ubkJBAREQERYoUQaPR5PunTrlFpVJRsGBBfH19MRqz7yb8JLAY00kNO0X0pp8zkm8DqNS412iLc7nadnstPAvMyXHErp9N2rn9ZE43kHRqFw4lK+Pb7h0Jxt1HiUJuvNO5MjP/OG5tMLg56xnSoxq+T1mPJDdnPa8+V56Pp+/KUubkoKVa2dvDCgN8nJk8qAFzVp3k0OkIDHotLWsVo0ODkng/RONc718K3xeGcGvdLMyJGV2xDYXL4dP2LXR3Jdu3mIyYE2MwJ8ej0urQOLnZ3McaBxecy9Yi6Z+s5wHgXK5Ojuv3oFLTzIz7aS/p/wYoo+NTmf3nSWoF+zOgc5WH2qeDQYu/QYu/973fw0xJsZjioki7fhaNiwcG/1JoXbxQaW9/hCampHP8/C1+/OP4vzOaqWkSWpiXW5TNkwSwDyMm0ciy7ZfsloVFJBIRb8L79vwPaF290Lp64Vi8ot1t1I4u6HyKknbtDGnX7sozo1Kj9yv+aCounljShrTvaWpDppvMnL8ax8w/jpLy72e9SqWiRc2iNA0tav1y9ajpdLp8fT/FJqTy44rjbP37mnXZ7mM3KFvMk+GvVn+oz/tnSYCvC0NfCeW7xYdJTs1ohTs76nj3pZCHCqzkZ84OOrq3LMuh0xFZAmIGnYbG1QpbJyHw93Zm8rsN+Xn1P+w7GY5Oo6Zp9SJ0alzmoXpqFfVzZeRrtZj2+xEi/83VVaaIB4NeCsnSVjeZzUTHpRGXlIZGo8bdWW9zH7s662kQEsDqXZfsHqt5zaKPrYNHutHMhDn7rPcKwK9rT1GxlDcfvBL6UPs06LX4e9+/DRmXmEZUbAqnLsfg6qQjsKgnXm4ONsHi5FQTp69E88OyY4RFJKJRZ+Sm69m63H8eMppbYv+dYdeeqNhUrkclUbDA7QkavNwcrAE4e5yddFQo4cWJi9FM+/1olvLcnuH0cXjoQNzevXuZNGkSx48fR6VSsXjxYmbOnIm/vz/Dhw9/lHV8oj0NDcv0hEhil32B+q7eLombZuPiWxiHUlXypmJ5LPHiIdLO7c+yPPXCEVIvn8SlQl07W+VPRpOZmPg0ouNTUatVeLpm9Ay61+wy/5Wzo57GoUWoEuhLTEIqGrUad1cDXm4OT2RvuOi4FBJTTWjVKlyd9Vm6RJcu7M573aoyc/kxEpIzvlgV8XNlSHfbwKNWq6F4IXc+6BFKcpoRFSrcXfQPPVRX4+CEc9laOAQEYklLArUWjZNrlmT+5pQEEo5sImbrAmvAXevpj98LQ9D7FUOlUqPWO+DZ6GVSLh7Fkmqb48+5Qj10HnfNovmIJCanM2vFcWsQ7k57jofzYpPkbBPL/lemhFvcXPYVaVf/sS5TafX4dfkfjkXLW3t/HT9/i/Gz993e7t/Zoy5ci2Pka7VsetpZTOmYk+OxpKWg0mjROLpkO7lCbkpLN9s0Uu8WdjOBcsW9si2/m9bZA5+2/bnxy8jbD3H+5dW0JxrnJysXn3h0pA35YJ6GNmR0ZCKfzD5gzceUad668xTy9aBBSOE8qlneunQj3iYIl+nU5Rj2HL9BmzolnphRJyazhej4VGL+7bHl6eaAl5sB7WO8dx0NWmpXLEhQMU9iE9JQqTJ65DzutuvjEhOfSmKKEbVKhauTDre72jRF/Fz536s1mLbkiHWiqYIFnHm/W1WbdBoatYoifq4MfjnE+nnu5qx/6B6CDgYtoeX8+OKd+iSmGNGoVbg6ZU3mn5iSzs4j15m14gQpaRnH9fFwZGjPUEoX9kCrUaPXaujYqDS7j90gJsE253HVIF+K+D6edlBKmol5a0/Zbd8cO3+LK+EJeD6m3HTR8al8s/AQB0/d7t2s1agY9kp1Qsr6Yvj3dTl/LZaRM26nfjFbFLb+HcbZKzFM6F/XJqBpNJmJS0wnOdWIRqPC1clgM3tpXjGazFle1ztduBZn0/Hgflyd9LzZqRJDv91hvacydW5aBk/Xx9Puz00PFYjbvXs3r7/+OiEhIQwZMoRJkyYBULZsWb755hv8/Pzo3bv3I62oyBuKxUz8ofXZDjmL2b4IQ6FS+eJLZG4ypyYTv391tuVxB1bhWLIyGkeXbNfJL5JSjOw+fp3pS49Zx/M7O2gZ3K0aVcoUeKihdabEWIy3wkg8vh2VVodLxUboPP7P3nkGxlFdbfiZsr2r92LZstx77zamm2YwPQESQkJCSIH0BqmUhIQkpHwEEggt9F4N2Lj33otsS1ZvK23fmfl+rLTSol0jCct1n1/23Nk7s6vdmTPnnvO+GUhme8x+x0sg9GTiD4TZcbCRR17cTE27DtzQ4hS+cdVo8jM7fxcWk56Zo3MZXpJKqycYXS1MJExrMemwmI6PwLQgCMj2VCCxmL2vfCuNi2NF9cNN1Rz978/I+/Lv0TkzANC5ssm95X5aN32AZ+9aRIMZx6RLMeYNRjL3T2LF7Q2yeV99wvE126sZXHj8K1DVcIjmla/GJOEgYmpQ89xvyPvqn9A5M2l0+/nXa92NHwD2VbRQ1eCJJuLCnhbCzTW4172Nv2I3ksWBbcw5GAuGoXd1b/Nwe4IEgmFEUcBp698ktV4noZfFuAlPgMzU3v9ODZnF5H7597jXv4P/yE5kexrOKZeiS8tH1CcrPs5GkjHk2cUnmyu7JeE6eOa93YwcmI7zDHig6g2hkMKbyxI7pL+5vJxpI3P6T7j+OOIPhFm/u5aHn9sYTXSYDDK3XzmKiUMzMRt7H8c0twY4Wt/Gx+srEASYPS6f7DRLN80uWRLJcJlP6y6KYEhhz+Em/vL8ZirrIgucg/Kd3LFoNIVZ9milm8kgM2lYFoPynbg9QURRwG7Rk5JATsNs1PXps09EqsN0zCrNfUea+cvzm2O21TX7+MnfVvDnu+ZEqxSzUi088M2ZfLTuMMs2H8Wol7lk5gCGl6R9bmmQRLg9QVZvr044vmRDBaMGHf+FZEVReX/1oZgkHERM2n77xFr+9r255KRbaWkL8Oir8WPIo/Ueyo+6o599qydITaOHN1eUs31/A1azjnMmFjC6NJ2ctO7PnG3eIL5gGFEQcFoNSP2YpJYlCYtJh8cXv4o7L6P3z8T5mXb+9J3ZvLu6nE176nDZDFw+eyDF2Q4sppOffPy89CkR98c//pF58+bxpz/9iXA4zAMPPADAV7/6VbxeL88//3wyiDpD0JQwofrEwprhllq08OndNtEnVAUtnDjrr4WCEU2904DDNa386dlNMds8/jC/eXw1D981h8Ise/wXJiDc2kTt6w/jP9hZRuxe9za2MfNJmX1tvyVrThaHqt384tGVMe0COw428oO/LuOhb82KSTJKkki603zKCbmG25pp+vjpuGNawIv/0DZ0zrlAJKmnc2Ximnk1jokXgyT3e3t6h6ZQIv0QSep7ckpTwqgBL4Kki3HxBFA8zbRufD/B60L4j+xG58zEHwgntLEH2FXexNDiVDRVIVRfSfUz96IpketmuLmGQOUerCNm45p5TbSq0B8Ic+BoC4+9vp09h5uwW/RcNmsgc8fnJwy8Py8um4FzJxfyRpwHxBS7MW6Q91kIkow+NYeUeTeiBSImDJ+lAZfkzCYZQ549aJpGeZU74Xhto5ewcnrESscTRdMIhJSE44FgmH6SyzruVNV7uO+JtTExkC8Q5vdPrecP35rFoHxnr+ZravXz95e2sGJLVXTbWyvKmTE6h69cNuK0SE72hqN1bfz47ytitNP2Hmnm+39ZxsPfnR3T9iiKAmlO0yknd+H2BHjy7fiuroGQwrLNlVw1r1PTNTPFzFXzSrlgajFie4Vdf6KqKrIkdtNe7kDXC8OJT6MoKh5/CFkSuyU+m9sCvLp0f4Jz0lizo5rLZg0kEFQ4UNmS8Bib9tYxbkikkqy60cOP/7ais0KsIfJ9mTw8iy9fMpzM9u9LIKRwuNrNY69tY/vBRixGHQtmDOC8yYX91vaeYjdw2awBPPXO7m5jFpOOkjxnr+eURIHsNAs3nD+EK2YPQieLmE4j3bzPok/fvJ07d7Jw4UKAbmXT06ZNo7Kye6l1ktMTQdZhyB2ccFyfUYSgO7Nuij1BNFmwDJuRcNw6bPppUQ3n9Yd47v3uF0yIWKK/sewgYSVxsBh3zn3rY5JwHbRufJ9gXXwnp9OVNm+Q/7y5o5tmB0RW4Dbu6bvQtqJquD2BhCtLxxUlTKixKuGwv7K75oMgyUgWxwnRiDToRCbFcUbtYGxZRq/n1DSVUFM1TUufo+rpe6h54X68BzaheLsEQ0q4W0tlV8LtbqGyJB4zkEttF+8Nuxto/PA/0SRcV9q2fozi63xg3XkokszdfagJTYOWtsh37a/Pb6KlLfEiwOdBr5O4au4gpo7IjtmemWLml7dN+VzBvyhFNAeTSbgkyRjy7EEQBIYn0P8BKMy2n1Gi+j3FqJeZM667U2MH00blYrccv2qm/iIYUnh5yf64MRDAC4v34A8kljuIx67yppgkXAefbDrK7sPNfTjLUxd/MMyz7++Ja2DgC4RZurHimOYGx0JtjyHbvIljmONFMKRSURvfwRZgz+FmFDU2CSZJEYOs/k7CARj1EjNG5yQcn/KpmKen1DR6+d/iPfzsHyv55WOrWbO9muYurZmqqkWlaOJR295FI4oCFmPi5FJH7NXQ4uPJt3d2a9OEiExLfUuns2750RbuevgTth1oRNOgzRfimfd2c/+T62hqjW/68XmRJJHzJhcxb0I+XW/tKXYjv/7qVNI/RwwpSyJ2i/6MSsJBHyvibDYbdXXxrYyrqqqw2c6uNsUzGUEQsY2YScuqV+I8kAq4Zl2NZDy1qntOBIIgYimbjHvNm4Tdsb8FyZaKZeg0BOHU16gIBJVoKXw8Dle7CYTUHut8KJ4WWta+mXC8Ze3bGHIHI8qnfoDZE/xBhX0ViVexNuyuZf7EwmhrQU+pafTy8fojrNhahVEvcenMEoYUpcQt21f8HtSgDwEByeKIcazsMZKE7Mwk3FwTd9iQVdz7OXuBGvCheFsItzYi6gxIFieSrdPC3m4xcMWcgew61NTNNezSmQP6pI0Rqq+k8j8/Qgt0VrL5yrdgn3ARrhmLkExWBL0R2ZVFuCl+S4MxL7JI4bQZmDc+n3dWHeq2j04Wo22zWihA4Oi+bvt04D+0DWN2CU1uP/94aWvch5s1O2poaPH3myZeisPENxaN5sYLh1DX5MNm1uOyG5LC4UmOG8kY8uxiXFkmFuNOPHH0mb540dBTQtvoZDBiYBp5GVYqamNjMIdVz4VTi/pVX+14EQgqHKlJnICpqG0jEFJ67Pzo8YV4ZUnie+QrS/YxoiT1uLZcnkw6BPoTsXlfPQtmlPQ6+VDX5GXZ5qMs2VCBLIssmD6AESVpcR09vf5Qp5acVR91rOwNep1IdpqF/Qni4ZJcB5LYf89E/mCY5tYADS1+dLKIy24k1W6Mxt52i4HzpxSxeW99VEKmg3kTCvqUIKqq93DXw0txezqfjbftb2D2uDy+fMlwHFYDep1ESa6D/Qmq3UaXRhaRXTYDF88YwHPv7+m2jyjAhPZqOH9QYdOe+PdOgNXbaxg2IA23J8A/Xt4aN4m742Aj1fXeftPEc9mM3HrpCK6aV0pdkw+LUcbliPw9ThfNyxNJnxJx8+bN46GHHqK0tJShQ4cCkVWv6upq/v73vzN79uzjeY5JTjKyI53sG+6l9tU/EW6KrFJJFidpF9yGPu3sFNkF0DnSyb7xXtwb3qVt68eggXX4TOzjL+jmRnmqYtRLFGbZErbVleQ5o0KiPUFTFbSgL/F4wAuqApwZQZQkCaTYjQmTmblp1pgknKYohNsaUb2tIEndXEkBqhs83P3nT2JW1XYcbGTy8Gy+fuXIaFuGFg4TbKig8cMn8R3cgqA3Yh8zH8eEi9r14HqObHXhmL6Ihjf+3G1M0BkxFI3s1Xy9QfG00LTipYjmYns7t2RLIfPK72PIKkYQJfQ6iTSnmTuvHsO+ima2HajHZtYzZUQ2TquelF4GFIrfQ8P7j8ck4Tpwr30T++hzkExWZKuL1HlfpOaF+7rtp0svRJcSWWHV6ySunj+YA5Ut7DnS3LmPLPKzL02KVsTxGUGIIEV+F95A+JgJ8p3lDQzI7b8Wb5s5YjaS10/CyUnObpIx5NlFhsvMb78+nQf/u57D7Ukbu0XPly8dzsA+tCqdKaQ5Tdx72xTeX32Y91YfIqyoTB+Vy2WzSj7ThfFUwWCQKM6xs6+iOe54UY4do77nMaSiqnGrfTrwBcIoCfQGT0d0skiq3UR9c/wKpcwUc0y1vaJqNLb4ohpxDouhW3KttsnLD/+6jNqmzlh896H1jByYynevHx+VtlAUlaP1Hp54awdrd9Sgk0XmTSjgijkDe625Z7cYuPbcwfzqsTXdxmRJZPqoxNVonxe3J8Cbyw/yvw/2RLUoHVY9P/ziRAYXuJBlEUkSSXUY+drCURyudrNpT13E7GNkNk6Lodftzv5gmKfe3RWThOvg4/UVLJg+AIfVgMNq4EuXDudHjyzvtl9mijkax0mSyIVTith5sIEt+xqi+0iiwPe/MD4aQwoCiIKAkqAEVd/+XfH5w+ztEot+mvW7axhS3HPjrd7SoXGdm37qd4adbPqUiPvud7/L5s2bWbRoEWlpEevY73znO1RXV5Odnc13vvOd43qSSU4ugiRjzB1Ezhd+ieptRdNUJJMNyeY6Laq++hOdM4OUWdfimHARAJLZ3reKpJOEyajj6vmDWb29eyWUJApcMKWoV+5TosmGedB43OvejjtuGTb9jGpNc9mMXDVvEH98dmO3MUGAOeM7W08UvwfPrlU0fPDvaAJIdmWTefm30WcWIYgSwZDCCx/ujUnCdbBqWxWXzy6JBgzBxkoqH/8+KJGgVQt4aVn1Kt79m8i+9ifItp7fZAPBMIekQlKnXINR9WLILkENBfCVb0UZPI/aoInETTR9R9M02nauwL3mjZjtSmsjVU/9nLxbH4qaREQCEQ2TUSLNacRokCnMspFiN/V4tb0D1d+GL077dAfeAxvRZxQAYCwYRsbCu2l8/9+R6ldRwjp0Gq7Z1yHbOpOoaU4TP7lpAtWNHnYdaiTFZmRwoYtUlyXqeCuZHRgLh+M/FF+U11Q0IrKfKCAKJNQIOhMEapOcvSRjyLMLURQoznHw669Nxe0JElY0bGZdxCH9NHS3PJ6kO81cfU4p500uAjRslr5VJJ0s9LLEpbNKWLzuSLfqG0GAK+cM6pXhl8WoY+rIHA4eja8rOH1UDubjZGJ1KmAz61l0Tim/fGx13PGLpw2IxuBef4gNu2p55MXN0XbHDJeJu64fz6B8J7Isoigq7646FJOE62DLvgYOVLZEE3HVjV6+88cl+NtN2pSgwpvLD7J+Vw2/uX1ar7SMw4qKqmnccH4ZLW0BBhemEFZUNu+tY/yQTPzB3rUn94bNe+t5+t1YiZ2WtiA//ccK/nr33KhJRIrdBAjYzDJOW+R3Vphlw2U39doYrdUbYvnmxBIKn2yqpLQgEh+W5Dr4xa2T+cfLW6mq9yCKApOHZ3HLguExch8pDhPfuW4cdU0+th9owG7RM7Q4lXSXKdq+77IamDw8m+VbjsY97pSRkRZbURTQyYk18U5EO3CSntGnjIHD4eD555/nlVdeYdWqVTQ3N2Oz2bjxxhu54oorMJmSLSxnIrLVBZ+q3ulvFK+bcEsdbduXoakK1qFTkV1ZyBbnCT2PYyFIcq+SHqcaeRk2fvDFCfz1+U3Rm3uK3ch3rhtLZi/dTEVZh2PixbRtXYL6qWoj2ZGOqXhUn89T8XvRAh40QUAy2RF1p8aNZNyQDM6fUsg7KzvbEnWyyHeuG0u6q/NaGDi6j/o3H4l5bbipqt2V9A/oXJm4PUGWbkx8c1+89jBDi1NR/F4aP/pvNAnXlVDdIQI15THfyUa3j8PVrazcWoXdomf66FzSHJ3BR6s3xEvLK7jjvNEEVj5Hy9q3EA0mLKPPpU2ysnxDJV+48PhXYCltTTQvfxFBZ8A6dDr6rGK0oJ+2nSsIVh/Af2RnNBEHna5dQ4p6V/HXa7qsNkomC5ZBE9BnFKL6PYg6PaLZ3u0aFPY0o6x5EePWpUxwpqP6vYTWimhXfh/SI2lMyWwj9dxbqHryp6h+T8zrXTOvQWr/mzmseiYNz2bl1u46OZIoUNYPDrFJkpwokjHk2YnTZjzhQvut3iD1zT6WbKjEHwwxbWQueZnWfmvL6gsd1TqnK1mpFn7+pck89MwGmtv1S+0WPd+8egzZ6b2r7JMkkbnj8nlz2cHoXB24bAZmjs7rs3O4zx+irV1z12bW93oBr78YXOjiyrmDePGjvdHQQxIFbr9yFFldnMqP1LRy35PrYl5b2+Tjx39fzl/unkNOmpUWT5CP1iXWYn5nZTmjBqWjqirPL94TTcJ1pbrBy/YDDcwe23nsplY/lbVtLNt8FJNBZuaYXNKcpmhCp6UtwNvLy1l0TimvLt3P2ys3YtBLzJuQj8Nq4L3VhxiQ6+y1TMtn0dzq5+l3d6GTI1V3pQUuQmGVFVuPsqu8qX0Be2B0/xS7kRS7kdKCE/fMZjbqGF2awT23TsbjC6GTJewWfTepmZa2AG+vLOfNZQfISLHgD4QJK7v50U0TKc5xIIoCJqOOGy4oY/uBhm6/j0tmDIgmTx3WxHIpggDj21tdk5x8+nwV0uv1LFq0iEWLFh3P80mSJIriaaFx6XO0bng3us299k3MgyaQduFt3Vr6kvQNk0Fm8rAsSgtm424LIggCDoueFEff+vllZwa5t9xH49L/4d29GkQJ26i5OCZejM6R1uv5NFUh1FBJw+In8e3fiCDJWIbPwDX9qpgkzcnCaTXyhQuHcunMEvZVNGMyyBRl23HZjNFVLMXrpvHjp+K+Xgv68e5dh2PiRZ95rI6/hxb04jtwjIqunSuxDBwLQH2zj98/tY6iHAdlhSkEQgr/enUbY8symD+xMJKME+Arc9Joe/0BbCNmYx89F00J4921Gt3BfzB91td6+7H0CE0JIzsycM1YROumD2he9jyi0Yp1xCwcEy7qN3MP0WjFNGAUvgOb4o6bS8ZG/634Wmnbvoymj5+OJpeNhcNJv+hr6FwRAwlNVWjd/FGkvRYIVne2lVY99XNybr4/+t3XpxeQc/N9eHYsx3dgM5LViWPCRejS8qLGFyaDji8tGMb+iuaYlW1RgLtvGB9XKzBJktOJZAyZpL9p9QR5ack+XljcaTb05vJyRpSkctf140hJ6l4eFww6idGl6Tz07Vm4PUE0TcNuNUQqHvuQeMlIMXP/HTN44cM9LGlfmJw1Jo+r5g2KcaHvKZqmcbQu0oK5ans1AhEzjBvOH0x2H5zAjzcOq4Er5w5i/sQC9lU0I0siA3IduGyGaDWhxxfiqXfiu5KGwiqL1x7h+vPKIhuO8ZELQmS4zRdi/c7EZmJLN1YybWQuOlmkscXHw89tJM1lZmhxKmFF5cm3dzIg286lswZia9d4vGLOQH7/9HpmjM7ju9fnoagaa7dX8+irW7nlkuF9+mw+i7CiYdSL/PSWSXy47gjPfbAHk15m1rg8Lp1RwvpdfTdMOxY2k45po3JZsqEi7vjM0bnRf7d5g6zeUc1jr22PtrKWFbn41tVjyc3o/P6t2V4d1Yhr66Ip96O/Lefh786JFkbkZdh44JszWLH1KGu212A367h4RgmFWbao3qZeJ7HonFK2HWjopkH5jatGR6sik5x8epyIe+WVV3o18WWXXdbLU0mSJJZg3eGYJFwH3r1r8R2cim3EzJNwVmcmkiSS7jT3qhQ9EYIgokvJIf3Cr6LOvREA0Wzvs0FDqKmaysd/gBaKrP5oSoi2zR/iO7iFnC/86pTQ4/ssTS0tFCR0jKSSv2IX9gkXYrfomTU2N6a6rivzxkfaJRFERIMJ1RdfJFm02IFIu8Ca7dVcObeUN5cf5P3VhzEZZWaPzSMzxUKD24fFpMMmh3EfXovjvFtpWfVqe5WaEevwGaSOmoMixm8T+bwIsh7XjEXUvHBf1AxG8bTQ9PHTmIpH4Zp9bb8cVzJaSJ1/E5X//lE3nTj7hAujlWmapuHdu56Gdx+N2cd/aBtVT99Lzhd+iWxLRWlromXlK3GPpXhaCNYdiibiBEFAn5KNburl2CdciCDJiHL36s7MVAv3fWMGe480s2F3DZkpZqYMzyHNaeyVbmOSJKcCyRgyyYmmqsETk4TrYOv+Bj7ZfJRLZgxIiocfJ0RRIM1p+lzO2l3JTrPwlctGcO25ZQgQadnt432vutHLdx9eGuNAv3RjBZv31vKHO2f1Kbl3vOnQ1MpJoKnlD4Y5VH0sV9ImgmEFh0XPvPH5PBtH9B/g/MlFyLLYXl0ld6uq6sBm1iOJkRho8746Lpk1kHdXlvPIi5sx6CRmjM5lcFEKtU1ebBY9Rr3E1n31fP3K0byyZD+vLNmHThKZPjqXmy4ehs8fPu7VcBDpPrllwQh++djqqLZgMwGefW83ZUUublnQPwlAo0HmuvMGs3F3bTeduNljc2O+UzsONvLHZ2Lla3aVN/GDR5bxhztnku4y0+j28/R78ROtXn+Y7QcaYjqUslItXDZzIOdPLkKSBAy67umcdJeZX311KgePulm9vYpUu4npo3JIcRjPOOfR05ke/yV+8IMfxPw/WpnRpYWn6w0tGUQl+TyooQAta47hvrnmdUwlo5HN9hN4Vkl6g6g3fm49ODUUoHnFy9EkXFcUdz2+g1vQjZ73uY5xItA0BdmVSajuCLI9HUPOQDQlhK98G1rIjy41N5Kg0UksnDOI1duqafqUTtzUkdlRrQvJ7MA+7jyal70Q93jW4ZEktbstQFaqmV89viaqFREIKbyyZD/b9jdwy4JhkAmiEsRcOJSaF+5vN9MALeSndeP7BCr3kHLOTf3yuQiyjubVr8ZxZAbfwc24ZvRftYwuNZe8Lz2Ae+MH+A5sQjLZcEy5FEPmACRTJBhW2poSVjKGm2sI1lcg21LRwkFUf2JzhVDdERg4LmabIEpIhmM/AHQ82EwZkd3Ld5ckyalFMoZMciJRVY13VpYnHH/9kwPMHJ2brC4+hTHo5V7py8UjrCi8s6I8JgnXQUtbkKWbKrl89sA+t7ueKDRNIys1krBJsRspK3KhKBpb99fj9YfJSbcgCQKSJDJ/UiEfra/o5g46alA6xe3mAE6rgUtmDOAfL2+Ne7wLpxYjimL78Uz8+vE10URXoF1LbvPeOr52xUhUVcMfUBhWksavH1tNsD3WDIZVPlx3hJ0HG7n9ypGoqop4nJ1TDTqJt1YcjGvwsau86ZjGH5+XnDQrf/jWTD5cd4RV26oxG2UunzWQ0gJn1NW+udXPv9/cEff1za0Bdh9uIt1lJhxWExp2ABysbIHxsUrNoih8pntwh5xLshX11KXHV7jFixdH/71z507uvvtubr/9di644AIyMjJoamriww8/5M9//jO//e1v++Vkk5weNLcFaPUEUTUNm1nfpxJYTVVQA56E42rAC2p8EcpTEUXVaHL7aG6LJBycVgOuPpbtn02ofg++A92NEDrw7FqJddiMU0YvLhGCrMc+8WKwZeIxZtDg9iPLIo7pOgwVGzBkFaNpGoIgkJVq4cFvzmTppoqoHselM0soK3ThtEVu7oIkYR97Lt59GwlW7485VsqcG5BtkeorRYVXlx6IK9i6r6IZt6c92aeptKx6LZqE60qw9lA3PbNWb5Dm1gAHj7ZgMenIy7CRajciy70LstSAF/+xTBP2b8CYX9arOXuKIIjoXFmkzLoGdfIlCJIO0RC7mq+FAiitjQnnCBzdh7l4FEh6RJMtYYWiPr3guJ57kiSnG8kYMklPcXsCuD1BFFXDaoqYOvS2ck3VNFq93Rd4OvD6Q6gJnAdPRVRVo9Htx+0JoqoaDqs+aXbRA9q8Ydbu7G5G1sGqrVWcN7nwlBevl0SRi6cPYOGcgaTYTTS3BRBFuPbcweyrbCYn1YpK5Puc4TLz29unsXJbFR+vr0AnR147bEBq9HlMEASmjsxhxZajbN3fEHOshXMGktO+6KtpGu+tPhQ3oVVR20Z1g5ehAzQEAd5ecTCahOtKVYOHmkZvzG+4zdceQ1a2YDTIFGTZYuRcekqbL8TaHYn/vks3VjJ2cP9J2GSmWFg0r5SLphUjSSKWTyXGQmGVIzWJKxm3H2hg+qhcZEkk3WWiLo7JBkBJ3vHXaE5yatDjRFxubme/8x133MHtt9/OrbfeGt2WmZnJtddeSzAY5IEHHmDWrFnH90yTnPIoqsahKjd/fHZD1PEoM8XMHYtGU1bo6tXKlqg3YSmbgv9w/JUE86DxiKbTw97dHwizeV89Dz+3MVrCbLfoufPqMYwalPa5V/zOaEQJ0WBBaWuOP2yyIZwGgaioN6HmjebDDVU8tbizOi3FbuTuq0dSYhZjgpSMFDOXzx7EeZOLEEWh280dQLalknX1DwnWHcGzaxWiyYpt6HQke2pUa0zVNDbtrUt4Xhv31DFtVOTanui3BuAr34J1yBQgItr7r1e3RbVbAIx6iR/dNJFhJam9dHwTQJRBjb9qKcRp2TzeCJKMlKCyVpB0CAZzt/bVDnQpkUo12ebCOfUKGhf/p9s+ktWJLiOZiEtydpOMIZN8FpqmcaSmlT8+u5G9R5oBSHMa+eoVoxg5MK1X7VSyJDJjdC6rtlXHHR9blhn3vnoqEgwr7DzYyO+fWh+tlLeYdNy+cCTjh2R+ZlXM2YwsCVhMib83VosOXS8XEE8GFrOO4mw7a3fWcP9/1xNoN1mwW/R8/cpROG36mPbEdJeZBdMHMGdsfiSGjOMKmmI3cveN46msbeOTTZUY9TKzxuaR7uo0YVBUjU17EseQa3dWM3dCPqoGW/fVJ9xv/a5a5k8sQBAEmlsDPPPeLt5aUR4d18sid90wjrGDM3r3TCSALIsEQt0XkSESm/Y3kiRitxjijomigMtm6Nbh0kGHnE2Kw8gN55fx0DPdCw8sJh1DivvZoCzJSaNPV5/9+/czdOjQuGMDBgygoiK+eGGSM5vaRi/f/8snMbbjNY1efvaPFVTWJa5ui4cgCJhLJ0S1mroiGsw4xl+AKJ0ewUdVg4dfP746RkfA7Qny68dXU9XQu8/lTMMXCFNV72Hdzmo27amlptFLMNx5Q5UtDhyTFiR8vWPc+Qhi/yYyNSVMuK0JxdPy2TsnQJB07DrSyr/fja1Oa3T7+fnjG2kKd9dVkUQBm1l/zIcF2erCXDyS9Au+Qurs69BnFESTcB1zHCsQsbYHZ0K75lwipHaHUFXV+Hh9RUwSDsAfVLj3X6toOEZpfTwEnQHLkMkJx80DxyYcOxFEjBQujDsm6E0YsiNuXIIoYRsxC8fkSyOJxXZ0aflkX38POnvvTUqSJDlTScaQSeJR1+TjB39dFk3CAdQ3+/nVY6spP9p7ndKhxalkp3ZfsDXoJa6ZX3rKuGZ+FrWNXn7+z5UxD/MeX4gH/rueIzWJJRHOBvyBMNUNHtbvqmHDrhpqGj0xSRmrWc/lswYmfP2lM0sw9vNiuKKoNLX6aW71x7Ti9wadJFLd6OWx17dHk3AQeZa4/8l1hMLd5xUEAZtFHzcJ14HLZmR4SRpfWziKmxcMY0CuI6Y6UJbEY8aQFpMOQRASJvs6cFj10cXmDbtrYpJwEGlj/d1/1iasCEt4fENE8zgRM8fkJhw7EbhsRq6cNyjumE4WGVfWWa03riyTG84vi0kMZ6da+O3t08hwJY1lzlT6lIgrKiri9ddfjzv23HPPUVpa2qeTOXjwIGPGjOGll16Kbtu5cyc33HADo0ePZu7cuTzxxBMxr1FVlYcffpgZM2YwevRobr31Vo4ciRVF/6w5knx+VFVjyYaKuFbYqgbPvLcbn7+7RsOx0DnSyfnCr7CNPidSGSPKWIZOI+fm+5BPAbfMnhAIhnnpo33Eu/eqGrz88X6CCVZyTlU0TaPVE6TtGG0fPcHtCfDqkn189b7FPPjUBn7z77V8/f4PWbOtCn+ws0LKPGg8pgFjur3eOfUKdKk5seemKoRb6glUHyRYe4hwW1PC44cVhUb3sYOjUFMNjR8/zdH//JijT/2clg3vEj5Gq2Iimt1tPL24PO5YMKyycuvRXs/ZExxWHedNzE84Pmt0pKJLsjiwjTsv4X7WoVOBSDXcSx/ti7tPWNFYvytxi0A8tJAf24g5SHESVY6JCwg19W6+440gydjHnY+lbErMdtFkI/u6nyPbO1cpJYsD18yryf/qn8i5+T5yb32I7Bt+gT4tcZCYJMnZSDKGTBKP9btqaPXGjxOfeGv7MVtN45HmNPGrr03l4unFGPUSoigwaVgmf7hzZtwE3amIoqi8s7IcRY0fozz7/i68vYytTwVavcFe/z0/TZsvyHtrDvG1+xZz/5Pr+N0T6/jq7z7k43VH8HT5TIYWp8ZNyJw3uZABObEtf6qqUd/s42BlCwePttDQkjgxpCgqTW4/Ta1+1AR/n9pGL8++v5vv/3kZP3xkOa8tPUB9c++STQCNLT5e/LC78QhEqtbeX3OIUD88SzitBs6bXJhwfP7EQiRRwGk1sGDGgIT7nTe5CEEQaGr1878P4r8PVYOPNiQ2NYuHxx9mwtDMaCttV86ZWNCnz/p4IooCM0fnMn9ibFeE2Shzz61TSHN2Sjc5rAYunz2Qv31/Lr+/cyYPf3c2931jOsU5jqSpzBlMn5YBvv71r3PnnXdSXl7OnDlzcLlc1NfX895777Fv3z7+7//+r9dzhkIh7rrrLrzezhagpqYmbr75ZubOncs999zDpk2buOeee7BYLCxcuBCARx55hKeffprf/e53ZGVl8cADD/DlL3+Z119/Hb1e36M5TkfCXjeoKpLJhiCdfAe9QEhh64HEZcn7KprwBRRMvSyh1zkzST33S7hmXIUGSEbr5zYAOJH4gwrlVYlXcsur3PiD4T67QZ1o6pq8rN5exYfrKpAkgQunFDFqUAYpjt7/TfYcaqSuvoWHvjwUnacWQdLhkZ08u6ycvAwrRTlOIFL1lb7gDsLN1Xh2r0KQDViHTEGypUZF9SGiN+bdv5H6d/4vqtUlu7LIuOxbGLIGIIidn3F1g4e3VpSzfHMlep3ERdOKmTIim1RH56pTqKmGyn//ANXrRjCYwaPQ8PY/adv2CZmXfxfZ5urxew0rAkfrEq9c76vy9lnINhRWaPOGEEUhKhDbgeBzc/4wIxv2WDlUHXv8a+fkY2s7BKQgSDKOcRfgO7iVYFVsoi31/FuRbZGEk6JqCV22ACrjvEc1HIoYGYhSXHOVurf/Sdq5txBqrMJ3eDuS0Ypl8CT8lXsINVR22/9EI1tdpF14G65ZVxNqqEI0WdE5MpDsKQhC7N9L1BkQXVnoev7VSJLkrCMZQ5583J4AiqphM+uQT4EYUv2MFrh9FS0Eggq2XhpcZrjM3HzxMBbOGYSGhsWoO61aOQMhhf0ViavxD1e34g8qp817qm/2sX5XDe+tPgzA/IkFjB+S2Se31fKqVrbvb+CHX5yI2xNEEMBq1vHe6sMU5dgZXBjpqHHaDHzlshFcNquE5ZuPIoki00ZFHMi7thT6A2G27q/n4f9torm9+jDdaeI7141lcKELXRfZjdpGL++vOcRH6yuQRIFzJxcya0xezPuobfTy/b9+Qn2zH5NBRtM0Hn1tG4vXHeZnX5rcq/ccDGtx46sOKmrbCIYVdH14llAUFbc3iCh0jyFbPAEG5DoZlO+MqVQFOHdSAS1tATRNiyScxuSxdkc1W/bFas5df35Z1PFTUbRjJjcrattQVS3GYfVYMS7AP17eyhcuGEKD28/mPXUYDTJTRmRTWdvGjoMNzBxzchdDnTYjX7pkOFfMGUhFbRsWo47MVDOpcTQe9TqJzBQLmSmnx0JBks9PnxJx5557Ln/961955JFH+OMf/9j+IxQZM2YM//73vxk/fnyv5/zzn/+M1Rpr2/y///0PnU7HvffeiyzLlJSUcOjQIf75z3+ycOFCgsEgjz32GHfddRezZ88G4KGHHmLGjBm89957XHzxxZ85x+lGuLUR7/6NuNe9jRYOYhkyBduoeehOcoWYThbJTrWwZW/8ZFyqw4RO1zcdBlGnR9Qdn9YuNehH8TQTrClH0zQMmUVIFucx2/I+D0a9RH6mLWEyLj/DiuEEaBgcD+qavPz47yuoqu9sp91V3kRZoYsffHFCTBLrs2j1BmlraeHyjIMEX3yQkBZp19TrDNw69yvsOlRHfqY9epOSrQ5kqwNj3uCEcwZrD1P78h9itoWbqql68mfkfeUhdK4sIJKEu+vhpbS0da7G/uPlrXy8oYIffXEiKQ4jajhI86pXsQyagKVsMuG2JgRZhyjraVnzJsHa8l4l4nR6mbxMGwcq4wfUpXn2mCScpiqEWxtR/W0IooRosiNbnTGv0TSN6kYvby47yJrt1ZiMMpfMGMCYwRlRQV5NUwm++ht+cO7tHPHnsHxvGzajyJyhdkxH1qDtd0NZpNpQtqeSddUPCDVU4Nm7DslsxzJ4ErItBbHd3VOvkyjMsnGoOr747IiSzt+ppiqEm2tpWfM63n0bEY0WHJMvwVQ0MvpeJLMdU/5gal64H31GIfqsAWhBP7Wv/xkt6CfvKw/1+DPuTySTDclkQ5+WuLowSZIkPSMZQ548mtx+tuyr59Wl+/H6w0wclsUFU4vISjGf1KoLURTIy7TB1qq442lOE7LUt/PT66Q+JXriEQgpNLn9HKp2EwypDMh14LQajtmW93nQ6yQKs+1sO9AQdzw3w3baxJD1zT7ufXQVB7vEw3sON1GcbednX+5dYsrnD3HwaDMDch389j9rCCuRijSdLHLD+WXsPdJMUY49qpvmsBpwWA0Myk8ctx2t9/DLx1bHdLDUNfv46T9W8Oe75kT1vLom2Dr49xs7+HDdkfYqJxOKovLB2kMMLU5l9tg8WtqCSKKAySjz1oqDvU4QWUwyeRm2hFpjRdl2jIbO72DE3MOH2xNJYNkt8Y3zahq9vLf6EJ9sqkQvi1w0rZiJw7Ki8byiaPz1+U1ce14ZF04V2LS3DoNOZFxZJvsrW/hw3REmDstClgRS7Ebuun48R+s9rNpahckoRxKeDiMWU6Td1aiXGJjvZNv++N/nMaUZ0SScpmnUNHp5c/lBVm6twmSQWTBjAOOHZEbfi8OqZ+LQTO57ch35mTZKC1wEQwp/fWEzHl+IP9w5s8efcX9iMemixmZJknSlz43xc+fOZe7cuQQCAVpaWnA6nej1fRPWXrt2Lc899xyvvPJKNBgCWLduHRMnTkSWO09z8uTJ/OMf/6C+vp6jR4/i8XiYMqWzbchutzN06FDWrl3LxRdf/JlzpKWdPto94bYmal55iEAXUfXmZS/QuvEDcm76DTrnybMnlqXIBfzdVYfijl8zf/BJdyVSfB7ati+l4b3HoD3xgyDimnkN9nHnIpmO/wXSoJdZOGcgyzZXdmtPFQS4Ys6gGIHVUxVF1fh4/ZGYJFwHuw41sbu8gamjeh5UhANBSk3N+D98Pma7Fgrgf/cvDLv2t4RCYSSpZ98Zxe+hcckzcce0cJC27ctwTltISFF5Zcm+mCRcB7sPNbG/spkURxaqrxVdSjbhljqq//fb6PdF0BtJO/fLBKoOYCoehdDDCjan3cwN55Vy72Nru40Z9BKTh2fHvBfv7jU0fPDvSCUZEa2xjMu+hT6jMPqwVFXv4bt/Wkqbr7MF44/PbmRcWQZ3XjMGl82IqDOgS80l8MZ95DrSuTGrBDUcxP/6NkLhIK6F34s5F9nmQra5MBWNiP8+rAZuuWQ4P//nym5jqQ4jpV2C3FBjFZWPfx8t2B6stkDdq3/CPHgS6RfchmRxIOoMuGZdg+/QNoK1hwjWdl4/nNMWxtWITJIkyelPMoY88TS3+vnL85tY08Vl8OWP9/H+6kP8/s6Z5KRbj/Hq/mfOuDxeWLyHeF1+i84pxWk7ud0QvkCYVduqePi5jdHEjyDAZbNKWDhnUNxqnc+LLIlcOLWYt1eWx21/vGZ+6WljOrF+V01MEq6Dg1Vu1u6o5oKpxT2eyxsIk+Yw8ZuXY2OqUFjl8Td28LMvTcLrD/c4vvYHwjy/eE9cGZmwovHWinJuWTAUAYHF6w7HJOE6OFzdytZ99cwZn4/bE0Svk8hOtfDrx9dEW4sNOombFwzjaL0HfzDcY306u8XAtecNZusj3YsdZElk/qRIiyhEHIE37anjkRc3R2Pd7DQLd10/jpJcR3SBu6bRy90PL41J7j3y4hY+XF/BD74wnlSHCbNRpiTPwZ//t4kUu5HBhS68vhAPPbMBf1DhG1eNQu5S1eWyG3HZjQwbEN9cwGrW88ULh/K9v3zS7bO2W/QxDqfVDV6++6clMe3qf/7fJkYNSuO7143DZTeikyUumVnCmu01HKlpjXEovXBqEZmnSQt6krOXz20VYzAYyMjI6HMA5Xa7+d73vsdPfvITsrOzY8aqq6vJysqK2ZaREfmRVlVVUV0dcUP69OsyMjKiY581x+lEsKY8JgnXgeJppmXtm6jhk6sTkZli5tvXjom5KItCJFAoLXCevBNrJ9R0lIZ3H+1MwgFoKk1LniZYU95vx81JM3P39WMxGztvuGajzPeuH0t26ukhwOlu9bF4XWIB7XdWHcYf6Pn3z4gfbdNrCUY12PURktDdBj0RWshPsO5wwnF/xW40JUyrJ8iyzYn12N5fcxhFVUGQEHUG3GvfjPm+aEE/dW8+grFgCPRycb6sKJXbLhseI3yb7jLx69umkJHa+QAUOLoX94Z3ST3nJjIX3k3mld/HOmwatS89SLgl0rrjD4Z55v3dMUm4DtbvquVouzmKZLKRes4XAIFwSx2e3avw7d+AFg4iOzIw5JT07k0AgwtcfP/G8TGrqyMHpvKb26eR1i4oqwS8NCx+sjMJ1wXv7tWEWmqj/9c5M8n54m9Iu/CrmAaMxjJ8Jjlf/A2OSQuQjCf3wTBJkiT9SzKGPHEcrffEJOE6aPOFeOrd3fgD8d2rTxTpThM/umkihi7tdYIAC6YXM6b05OsC1zR6+cPTG6JJOACtXet3x8H4FT7Hg8xUMz++aSI2c2fCzaiX+MZVo8g/TSps3J4A769OHKO9v+YwLceQvYhHooV/gMVrDyP0IkjzBcMJOxYA9h5pwh9UafUGWbIhsWTG+2sO4/WHECWBDJeZ5z7YE6PvFwgp/OPlLZQVunobQjIgx86d14yJeZZIsRv5xa2TyU7t7Nk+XN3Ks+/v5sYLhvDDL07gRzdN5LzJhfzhqfXUtpshhMIKr3+yP26F3a7yxuhnYTbquP78IUiiQKPbz8qtVazdWYM/qOC0GRgzuPe/y8JsOz+9ZRLpXQwIyopc/Pbr08lob2ENBMP8b/HuuJqRm/fWc7hLwi3DZeY3X5vGt68dw9jBGUwflcPvvj6d684rw245uQUgSZJ8Fn0qxSkrK/vMEvadO3f2aK5f/OIXjBkzhgULujsj+v3+bsGZwRBZcQoEAvh8kQtKvH1aWlp6NMepQjCk0NTq53B1K4GgQnGOA6dNHy3n1VSV1o0fJHy9Z/synJMvRbSdPItjs1HHtFG5DC1O5UhNK2FFpTDbjtNqOOn6FWooSPOqRIkfaF7xMvrsEiRDLwVIeoDsbaR495M8eO1FtGJGAKx4ELY+gVz0JTB2BvmaphJurkPxukGItO7JjoyTLtSpKZ8doEf26fw7hz0tqH4PCAKSyRpTcShoKmF3Yj0YtbkKTe15Ik6Q9OicGQS88VuA9ekFCJKMQDgmUdxtP1lEQEBDw73+nfg7aSq+fRsxFcR3/UuEzWLgvClFTBiaSUtbICJwazeS6uj8zileN/4ju7CNmkPjx/9FaWsGwJAzkNRzbyFQuQedM4M2b4gVx0gofrT+SHRFUp9RSPb1P6f+3UcJ1VeAIGIZPImUeTf2yc3TYtIxbVQOQ4pSaPOH0Ekidosea5eKV83vwbdvfcI5PLtWY8zpdJLSOdLRjZmPdfhMBFFCkE79KtEkSZL0jWQMefwJhxUa3QGO1Lbi9YUoynHgtBliOhGWbkycQFix5Sg3XzzkpDqJGvQyY8sy+Ov35lJRG9E+K8qyx8TCJwtF1Xj7U06PXXnugz0MG5Aaozl2vGhu9fPm8gPcdsVI9LKEqmoIAixec4hhA1KxdUk2aJpGbZOXlrYgmhZp3Ut3maPVUieLrm7xiQh/ah+3J0CrNxSJmU067F0qDlVVO6bDZk2jL7Ko2kMMOonsNAtH43R9AORl2NDrRBRFPWaLtCxHHEQlVUj4fdG0yG9xeEnvntcsJj2zx+YxoiSV5tYAohCJIdMcxuj11OMLsXF3DZfOLOGpd3ZR125WUJRt55ZLhrN5Ty1ZqUW4PSE+2ZQ4hnxv9SHGlGYgyyK56VZ+e/t0/vbSZg4edSMIMGFIJl+6ZDgZrt4/M5kMMhOGZlGS66TNF0RqjyG7XqtavSGWb0680LF47WFGDUqP/j/NZWLu+AKmjcpBEkRk+XPXGSVJckLos1nDp4Moj8fDhg0bOHz4MHfddVeP5nnllVdYt25dQvcso9FIMBjbQtYR+JjNZozGSEVGMBiM/rtjH5PJ1KM5TgX8gTAbdtfy4FPrY25WC6YXs+icwTht7TefYz2cCiLxSnQUvxc0FdFoOSHJHIGIZbbRIBEOR5IaJzuJBJH2RKUlceIn7K6HcBCOcyJOU8K4N75HcP962L+ejm9pxxqPe2MBKbOuRZBklIAXf/k26t76G2p7QkmyOkm76HaMBcOQTqJJhdUkMndUGk9+EF8s9tyx6RjaS+zVcJBg7WH8h3cgO9IBjVBTDZbS8ehS8yLfB70JfUYRvgQOpIbcwUj6nge0ktmGa+bVVD/76+6Dgoht1FwEQcBh1TN/fA7PLj4Qd57zJuYhigKqqhI6xvcl2FCBpioxBhA9QSdLZKZayUyNX+mlKQr6tDxqX4nVRgsc3Uftqw+TeWVnK6kkiZAguNV1rUrVGzEVjSD7+nvQgj4QRSSzHVHf92pMQRBIdZpIJf4cmiCAKIEaP4EryPET86Lu+D/EJEmS5NQiGUMeX4JhhW37G/jNv9cQ6OJcP3d8PjddPBRXe0vnsRahIoma7rGa1x9CUTQsJl2MgHp/IQiRszDoJERBQBDaN55kwopCdUP8JA1AQ4u/R8mm3qKqGss2H2XD7jo27I7EJIJAtK3PYdvHbZePwKCXCQQVdpY38NAzG2l0R6rR7RY9X71iJGNL07GcRHkYs1HH9NE57D4c38l++qhczKZIDBlWVI5Ut7JxT11U5L+m0cOYwRkUZNqQJDHaMtm1Mqorg/KdMZVjPTm/ReeUsn5XbbcxQYBLZgxAL0voLCLnTCzgX69tjzvPeZOKMOplGv1+apu8cfcBqGrwEAypvTZKkSXxmGL+gVCYkjwXv3o8VuuuvMrNg0+t52dfmkQwrCDAMZOzsiRELwd6ncSQ4hR+edtUPL6I5pzNov/cLdEpDmNCozdB4JgJT32CRNvpIPWTJElX+vSNveOOOxKOfe9732Pbtm09ErF98cUXaWhoiNH0APj5z3/OW2+9RVZWFrW1sRfFjv9nZmYSDoej2woKCmL2GTw4Iur+WXOcCtQ1+7jvibXddDFeX3aQwYUpzBqbhyCK2MfOx7NjWdw5bKPmIpk7bbjDbU34j+zCve6tiKnDsJlYyyYh96ECpqf4AmHW7qjmT89uJNgekIiiwHXnDuaCqUXdVgrVcBDVG7mJikZLv7qhinojxoKhBI7Gt8025A1G0B//oFoJePEd2JRw3HdwM+rky5DMNkKNVdS8+EBMK6TS1kzN/35H7i33I2X1XD8j+nqvm7C7Hs/edQiChLl0PPKn3EZ7gt5kZdaYHBZvquu2YlhW4GBwgQuxPbkSbqlH9bbg3bsO/+HtIIiYB42LOJfqTejsaegkAcf4C/Dt3wjEfvEFnQFzyVh6G/MbcgbhmnsjTR8/E00AiQYz6Zd9uz0hCJrPzZxSA8u2WqmojU0qzhiRTrpSjaamI+gM6NMLCVTEr8owFgyNScIpfg+Kp4Vg7SFEvRFdai6S1Yko9y7w1VSFljVvxB1Tfa0Eaw9hKhiK3apnzrg83kqw4jpnfHdTgYhBgrNX59NXJJMN69CptG1bGnfcMnjSCTmPJEmSnHokY8jjS4cIvvKpIPLDdUcoyXOwYPoABEFg1thcXl26P+4cs8bmxbRxNbX62XukmVeX7McXCDN1ZDYzR+dFW8f6g2BIYfPeOu5/ch3+9oSiIMBlM0tYOLe7BlsorOBuC6IRkfvoz84LvSwxclAaG3Z3T9QAlBY4MfVDNaE/GGbdzth24q4Jli376iNaaHqZ6gYP9zy6KqZ11u0J8sB/1/HAHTOiLqK9odUTpKHFx+odNWiqyoShWaS7zL1u+TMZZMaUZlCcc4SDR2M7F4qy7Ywry8DUbjbQ0OyjqS3Apr21USfdsYMzKM5xYDbKZKZYEEWR+RMLWbqxstv3XpYEZo3NQ+xlArcwy8btC0fy6Kvbos8wRr3EnVePIbtda6zVGyQvw0ZJroP9n2plHV2ajihG2ipNeokBuc5oK+inKStKiWnB9vpDNLcFKD/qRieL5GfacNmNMfv0BAGBN5YfiKt15wuE2by3niFFKTises6ZWMAz7+2OO8/5U4q7Je47DC9OBHaLnrnj83l1afxF83MmFp6Q80iSpL857neNyy+/nG9961v8/Oc//8x9H3zwQfz+WA2hc889l29+85tccsklvPrqqzz77LMoioLUvmqwatUqiouLSU1NxWazYbVaWb16dTSIcrvd7NixgxtuuAGACRMmHHOOU4HFa4/EFaeFSLn7qEHpOG0GdGn5mMsm4921KmYf2ZWFbcx8hPb3F25rou71v+I7sDG6T+DoPtxr3iD7xnvROdLpD2oavTz41PqYG4Cqavz3nV0MKnAydnBn0BpqrqV5xUu0bV2CpqpYBk/ENesadCnZCMLxLykWJBn7mPlRt9kYRDnS1qs7/quFgiTHJEg/jWR2RKvhWla+Eqtf14Gm0rL2DdLOu7VXyUrF00z9B0/g2bYkuq1pydPYJ16Ma9pCJLO9N2+FVJueX1wzkLX73Hy0rQlJEjh/dAojCiyk2CKfnRr0o3jd1Lz4YOfnrKl496wlULmXzEU/RLaloIWDePauJf3ir9G45FmU9so4XWouKXNvoHXbUvQZBQi9cAOTTDYc487HOmQK4ZZ6BElCsqUiW12drY6aSvi9h/nxRV9md1MmH+9wY9AJXDDaRWbwCGxfBoOHI5mspM69nqNP/KTbcQS9CcvgidH/hz0tNC97Hve6tzv3kfVkXPYtTANGd6vyUsNBVF9bpGXX4oypDBEECNQcTPge/RW7cIy/AL0sccWcQazdURNtPejg3IkF0VXkk4WoM+CaeQ2+8q0obbEr4PaJFyPbT41rb5IkSU4tkjFk71m7vaZbMqKDFxbvZfrIXFIcRjJTzJw7sYD31sRqdaXYjSyaNwh9+0N/S1uAR1/ZxtJNna2se48089rSA9x/xwyy+kkAva7Jx68eXxNjSqBp8PKS/QzMd8a4TNY1eXllyX7eX3OYQEhh/JAMvnDhUHLTrces/OsrgiAwbWQOz3+wB48/ttJbFOC688r6JREoyyIuW+Lkh92iR5ZEgiGFt1YcjEnCdaBpkWeJb18zNqaN9bNwtwV49v09vL6sMxny1Lu7mTchn5suGtbZrdNDnDYDt142gt2Hmli5tQpN05gyIpshRSnRuUJhhea2APc/sTbmc16/q5Zdh5q459YppDqMBEMKSzdW8O3rxvLEmzuiCa+sVDNfvHAoH2+ooCDThqEXYb3FpGfehALGlmVS1+RFFAXSHCZcdgM6OfLbUFWNJ97aweWzB+L1h1m9vQpJFJkyIhtFUXlr+UFGDUrHbNRxzbmlrNle1e35Ti+LzJ9QEDVNcHsCvP7JAZ77oNMsQpZE7lg0isnDs7t9r0JhBbcn2N7lYYipbFM1jYOV8SVaIOJSG1ZVDDqZ+ZMKWLqxksq62EXpycOzKcg6udqDHSYMq7ZVU9MYW1k4d3w+2WlJE4YkZwbHPRF3+PDh6CrjZ5FoNTE1NZXMzEwWLlzIo48+yo9//GO+/OUvs2XLFv79739zzz33ABFdjxtuuIEHH3yQlJQUcnNzeeCBB8jKyuLcc88F+Mw5Tjaqqna7CHalocVHWIkkZ2SLg7TzbiUwah7utW+ihYJYR8zEPGAMsqOz0i1YeygmCddBuKWW1o3v45qx6LhrMEVuQPFXYQCeeW83g/Jd2Mx6Qi11HH3iJyitneK2np0r8B7YRN6XHkDnyoo/yedEdqST/YVfUv/GI1F3Rl1qLukX3Y7s6p+VbclgxjHlMnzlW+KOOyZfimgwEW6pJ1h/JOE8wbojKH5PTCJO8bVGNNgQEE2WbsL2vordMUm4Dtxr3sBSOhFT4bDotq6rcaIoUJRtx2UzRNtNIfL9y8iEc60SkwsiwacjNRXRbItW2KlBP63r3+2e7CSSGPQd2IQuLR9BZyTcXEvL0X2kzLoG0WABQSTcUkvD+/+OaIX1ITEq6o2RirQEDsKi0Yoxfwhtr/6S0vR8yvKGI6ghQkvXEfQ047ziLgQx8p71GYVkXHEXDe/+H4onsvKpS88n45I7oxV2AL4Dm2KScBBpha558UHyvvJH9Gm5kW2aSriphuZVr+LduxZBZ8Q+/gKsQ6Yid7iDihKyPY1wU3Xc89endVa6ZaaYue8b01m7o4ZPNldiMcosmFFCYbb9hK1aHgudK5Ocm36Ld+9aPLtWIxqtOCZejD4tt18cipMkSXL6k4whe8+xYsim1kBUK8tuMXDjRUOZMSaP1z7Zj8cXYvqoXCYNz4rReqqq98Qk4brO9fzivXzlsuExscHx4uMNR+I6gwI8+/4eRg5Kx2k1UN/s46f/WBnzvtdsr2Hznnr++O1Z5GX2z/0lw2Xmd9+YzsPPbWLvkWYgkvj5+pWjyesnx1l9e0IikZ7XlXMHYbPoaW71Ux7HkbSDIzWtePyhmERcmzdEmy+iJWc16bol6Q5WuWOScB0sXnuEKSOymTSs0+TEHwzT3Bpor3bTKMqOaBR2rRJ0WA0UCpBiN1CQZUPTNHLTrdgt+mjHjM8f5uMNFd2SnRDRP1u2qZKcdAtGvYQ/pPD8B3u4al4pdoseQRBocvt56t1djChJ65PeoV4nkZliTriYaTXrGFuWwR+e3kBOmoURA9NQVY1n3ttFfbOf2xeOjCbOctOs/PRLk/nL85toaIksGOSkWfjOdWNjKkv3HG7m2ff3xBwnrKg89MxGHv6ug+KczsX86gYPr39ygGWbj6KTRc6bXMiccfmkOSOt9DpZJM1pojmB8UVOmiXaDpvuNPOrr05l0946Plx7BL1eZMG0AQzIdUTb2U8mGS4zv719Ghv31LFkQwUmg8SCGSUUnSIxbpIkx4M+3Un/8pe/dNumqirV1dW89dZbzJkz53OfGESCqUcffZRf//rXXH755aSnp/O9732Pyy+/PLrPN7/5TcLhMD/5yU/w+/1MmDCBf/3rX+h0uh7PcTIRRZHRpWms2hZflHJQnjPGZVG2OpEHjsVUMBRNVZGMsTcLTQ3TuuH9hMdr3fIR9nEXINtcvTpPxesm1FxL29aPIwnA4TPQpeW3t7tBMKxSmUDkFCKtE6FQJBj07tsQk4SLnnvAS8vaN0mZ+4Vom+PxRJBkjNkDybru55GKJDREozX6HvoLQ1Yx9okX4/5Uy6F90iUYMosi/9EZ0LmyCdXFT8bpXJnRJJymKgTrjlD/zv8RqNgFgLFoBGnnfgldWi6CIKL42yIVdgloWf06hpyBEWdQT4C3lpfzzHu7oit3kijwtYUjmT46N0YHQjI7kMwOjOndWx8hkoDyH0kssu07tA37+AuQjBZcs67h6OM/oO6NR2L2EWQ91hGz+qUyUtQZcE27HM+ulZHPusvnrUvLx5hb2rmvwYylbBLG3FIUXyuCKCGabcgWZ3SfsKeZ5uUvxj+YptK6bQmps68DINRUzdHHvo8a6Fzda3z/cTw7lpO58HvINhey1YVz2kLq3/hrnJOXsAyZGrMp3WXmwmnFzB6XhyQJp5w+hs6Rjn3cBdhGzAFJ7pffdZIkSU4vkjHk8WXkwDTeXlked6w4xx6tdANwWg2MLk2nrMiFomqYDXI3vb6P1ideFFyysYJrzx3c60RcqzdIXZOPj9YdptUXZsboHIqz7aQ4IgkEVdU4XB1f7wsiFXAdYv67DzXGTT4GQgrPvL+HO64a1S+mE5FFSgc///JkWr0hVE3DatLFOIj3B3npVm44v4z/vrMrZvv8iQUMLY5UZRr1MrnpVnYcjK+7m51qwdj+PdA0jYraNv7x8lY27420fg4pcvHVK0ZRkGVDlkT8wTCvLtmX8Jxe+mgfw4rTsJp1tHmDfLShgkdf3RZNpIqiwBcvHML8SYUxIvx2iwG7xUBuevxkaVhV2bY/sQPt1v31XDFnIDaznoVzBnHnHz7mry9sjtlHEgV+eNNEdP0g2C9LEudPLuL91Yc5Wu+JkWrJTDEzfkjn4oDRIDOuLIPf3zkTtyeIKArYzXpcXb4vrd4gz74fvz0U4I1lB/jawlHIkkh1g4e7Hl5KS1vnQvcTb+1k6cYKfv7lKaQ5TdgtBq6ZX8qvHl/TbS5BgPOnFsVU0KU5TZwzoYBpI7Mj+t79kGD/PKS7zJw7qZAZo3IQT8EYN0mSz8txS8QBWK1WzjnnHH74wx/2+YR27469II0cOZLnnnsu4f6SJHH33Xdz9913J9zns+Y42YwfkonNvKubTbMgwI0XDolxI+zgWC2KCYrSerVHVxSvm8Ylz9K64d3ottbNizEWDCPjsm8j21wYdBLDilPZsrc+7hwluQ5MRgk16MOzc0XCY3n3rMM59QpEa+8ShT0lrCg0BnU0tJnQNI1UUY8rpMQEqscbyWzHNf0q7KPPwXtwM4IgYCoeiWR1RavYZLMNx6RL8O7pfvMEAcfEBUjGSCl2uLmWo//5EVqoc8XLX76Vo//5EblfehCdKxMtHG5PNsZH8bojLqc6A/srWnjq3dgAT1E1/vL8ZkpynQzMd/b4vYp6I6LJCgkcUSWzA6FdN02fmkf6FXfT+O4/oxVnsjOTtEvu7Lf2aYi0cufecj/Ny57Hs2cNgqzHPmY+9rHndmuZFAQR2Z6auJVSUQjHSSp3EK6vRNNUtHCI5mUvxCThOghU7iFYdyiaHLcMHEdw3AXtrq2R36qgM5JxxXdjKvG6crJdiY+FIAgIhr4bQyRJkuTMIhlDHl8GF7pIsRujAv1duWXBsLjVI8d64D5mhNi78BGANm+QV5bs538fdFb9LF57mJI8Bz+9ZRKpDhOiKDByUBortsZflB6Q68Cgl1BV9Zjur+t31dDmC/Wb+2tYUQmGFDy+IGFFxSCLBILhfqkQ7MBq1nPx9AFMG5XD5r11hMIao0vTSbUbo1VsRoPMhVOLWbz2cFypm4VzB+FsTwDVNnq5+8+f4PF1PnPsLG/ie3/+hD99dza56VbCYQ23J9R9onZavaFot05lXRv/fHlrzLiqajz+xg5KC1wML+m5NrVRL8ck7j6NzaLHaIjE69lpFn72pUn8+X+dFWfpThPfvHo0Wf0oz5GVauHBb87khQ/3smxzJZIoMG9CAQumDyD9Uy6igiCQ6jCR6ogfA4XCKg0tid1fqxu8hMIqmqbxxrIDMUm4DsqrWtlZ3sCM0ZHW7SHFKSw6p5QXFu+Jfhf0ssi3rh2bsNKvQ5/vVMV0Cse4SZJ8Hvp059i1a9dn75Skx2S4zPzu69P58/82setQRE8p3WXi9oWjKMiK1fHyB8I0tQbYdaiRQFBhSHEKKXZj9MYliDK2kbPx7l7V7TgAlqHTeq0NFqyviEnCRc/l8HY8u1fjGH8+oigwZ1w+L328L8a1CyItjNeeV4bJoEMNR4wZEiEazb12ouwpvkCY9TtrePh/m/AFImXvBp3EbVeMYOqIHCym/rvQa0qIcGtDVC8r7G5E/FQrqc6VRdoFX6Xhg3+jhSJBhaA3kXbuLciODADUcIiWtW/GJOE6UANeWrd8hGvGVYhGC6aS0YQa47czmEvHIxpMeHwh/rd4T9x9AF77ZD/fWDQavdzDv4kgYhs9j4Z3H407bB0+I/rveo/GP1ZoXDTze6QYwiCIHGqBpz9s4dbLQqQ6+iewFQQRfWoOaRfcRsqc60EQ27X6ev+9E3QGDJkD8B/ZEXfcWDwyUqHoa8OzO16SNULrliWYikchCAKSxYFr9rXYJ1xIqP5IxODClYVsTUGQk6uBSfpOo9tHZa2HXYcaSXeZGVLkItVuQu6HyoEkSRKRjCGPL+ntLVx/eX4TW9uriVLsRm69bDiD8mMXNYMhhUa3n72Hm2nzBSkrisSQXZN1M0bn8nYCI6CpI3OwmHp3H6pu8MQk4TrYX9HCu6sOcfU5pUiSyPghmVhMu2ISRB184cKh2Mx6NE07ps6Z2Sj3WqS/pwRDClv31/PAk+uirZOyJHLTxUOZOz7/mAmkz0sorNDkDtDQ7EdVNeqbvdjMsTFrusvId64bxyMvbsbr74xxv3DREPIyI/Gmomp8tKEi7mccCCm8tmQ/X7p0OCajzIShmQldTscOTsdikgkEw7z0ceLKuRcW76Ekz9GrRM/8SQVs3R9/Uf+cCQWgRf6+7rYgby4/yPXnl0U7N1q9kW15GbZou2Z/kJ1m4SuXDefacyOmLg6rPqoj1xtMeolB+S7qm+MnoEeUpGHQSTS3BVixJf4+EGkXnjgsC4NOxm4xsHDOQOZNyOdwdSs6WSQvw4bLZujXooMkZz7htmbCTdX4Du9AtrowFgxFsrl6bUyXpJN+eao7cOAAAwYM6I+pz0gEQaAgy85PvzSZVm9klc1q0nVbQfH6QyzfcpR/vbaNoUWpyLLIM+/tZszgdG66aChOmxFNVUCUMRYMxX84Njkg2dOwDByH4mvrcTumqoS76V91xb3uLSxlk5GtTjJcJn57+zQeemYjR9otxdOdJr5x1Why0yJBgCjrcEy4EO/u1XHnc0y4uNeJwp5SXe/h/v+ui9GxC4QUHn5uE/kZNsqKeu8o1RPC7gbq3nwkxj21ZeUrmErGkH7h16LVVrLNhWXIFIyFQ1HcDRExf1sqktke1WDTAl58B+PrzUFEr8wx8WIkkxXLmAto3fwRWjB2tU002zEOnoogiATDQRqau6+id1DTGFmN62kiTlNCiAYz5sET8X4q8WSfcBFhdwOoCmFF4p1V5azZUcuaHd1dyGaNzWfKiP6tourQk/s8SCYrKXNv4Oh/ftR9fpMVc8mYyH8EEGRdt79F13Pp2h4kGS1IRgv61JzPdX5JknRQ2+TlnkdXxbR/6WWRX9w6hSHFKX0SOPf4Q7S0BnB7ghgNMk6rodcC3kmSfJpkDNl7ctKt/Oimibg9QUKKisWoI9URe18JBMOs21XLw89tZEi7a+MLH+5lQK6T2xeOjLbMhcIKE4ZksvZTbp0Oq555E/Lx+sO9Sqx8sCZxq+vbK8s5b3IhqQ5TdFH6oWc2cKDdkdJlM3DbFSMpzonEhYIgcN7kIt5ddSjufBdPH9Bv16DaJi/3/mt1jI5dWFF59NVtFGTaGDM4o1+O2+j28+irW2N04l78eB9Di1K468ZxpDsjVU4Oq5EJQzP5Q/4sGlp8qKpGmtOEw6LH1qHBFgizfldN3OMAbN5Xj9cfwmkzMn1ULq99cgC3J7YKy2SQOW9yETpZotUTpLYxcUVXXbOfYEjF1MM/SVhRCYdV5o7P58N1sd+beRMK8AfDhBQVo6axYutR1u6oYe2O7u9n/JBMzptc1LOD9hGDXv7clZAmo45r5g9m9bbupg4mgxxxfxUFBIFjLpgZdBJiFzkXs1GH2agjJ61/tAuTnH2E3Q1Uv3A/waouiXdRJvPKuzEVj+xTMk4N+lA8LSieFgSdAcniQO6njrhTlT5dQZqbm/njH//ImjVrCAaDaO2ZDU3T8Hq9tLS0sHNnYp2oJN3RNBWz0oo+3IymKMiaEzUkxTh51jb5qGnw8s1FY1i3s4ZgSOGGC8rQNNi8t45ZY/PRVJXWzR9gGzUXy+BJtG1fhqaEMJeMwZg/hPr3/032Nd2TBgkJh+O203WgBn1RYX5JEhmU7+K+r09F9baCpiGYrNhtsaXQ+vQCbGPP61ZlZyoZi6lkdM/PrRcEQwqvLN2f0Ezi+cV7uOv6cX0qf9aUMIo3IpIrme3djDB8h3fEJOGi2/dvxH9kF9Zh06LbJJM1knRLzY1/MElGsjgINcRvzZAsDgRZRyAY5uX1zcy67Gew9jkCBzeDIGAYOB51zELe2dbGJdNVTAaZ0kIXVQ3x9f2Gl6RFdUV6gmi04K/YhSGrBNuIOfiP7ESQJIz5Q/Du3xj5TugMuFsDLNlQkXCed1eVM7Ys/bTQg9CnF5C56IfUv/3PqPahIaeU9Itvj7aSSmYHtlHzaFn5ctw5bKPnnrDzTXL24QuEefz17d00mIJhlXv+tYq/3j231067jW4//3lzBx+tPxK9rhZk2fjxTRPJ6Sfh8iRnBskY8vijaRqBkIIvECYYVjHoJAIhJaYFtb7Fz86DDXz72rGs31mDNxDmqnmlGPQSy7cc5cKpxYiiwPJNR5k4LIvxQzJZsrECrz/MqEHpjBmczt9e2sKvbpvSq3Nr83Vvp+vAFwgTatd+E4SIUdSvbpuC2xNEVTUsJh1OmxGxi65VVqqZReeUdquyG1qcwuwxuTH7Hi9UVeO91YcSmkk8/d4uBuY7+1QVpygqLW1BNDTsFkM3bbMDlc1xzRp2lDeyZnsNF00rjm7rSMDkJrgG62SBlGMI8TusERdWRVFZvb2K714/jjeXH2Tdjmo0YExpBpfMHMAnmyq4cm4pJqPE0OIU9lU0x52vrCglxrDhs7AYdVQ3ekl1GPnpLZPYfrABARhanMrO8kYaWvxYjDKt3mC3RF1X3l9zmGkjc7GaT/2Wxtx0C/feNpU//29T1CG0OMfOt67pNHVwWAxcOLWIf722Pe4cF04r7hdNvCRJANRwkOYVL8cm4SID1LxwP/lffRixl0aL4bZmmpe/gHv9u6C1m1K6ssm66vvoE+iQn4n06Sn3t7/9LW+++SYzZszgwIEDmEwmioqKWL9+PW63m3vvvfd4n+cZjaaE8VXspu7lP6B4moGIYL1z9vXYR85CMkXchY7WtdHUGuC3/1kbfe2SjZUMyndy3XllNLcGcNoMWAaOpe71v6BLy8M8aDyCJOM/vJPmFS9jGTo94lDZU0QR88CxcRNJAKbi0QhdBNhDrU14Gt20esOomobd7MOg2TDYO6vNJLOdlFnXYB99Dm3bP0ENh7ANm4ackh0jhA+geFsINVbTuuUjNCWMbcSsGJOI6H5+L4qnGf/h7WiqgqlwGJLFFa0kC4YUKmoTa6YdrfcQCKmYelkgFWqpw73+Hdq2RtxJrcNnYh93PjpnZGU07HG3a33Fx73+HYzFI5B7WAUoGS04plzerdqxA8fkSxB1BnytfpZsPMrry4JcNPEixl5yNRrw0d5W3n18N4XZNuZPLMRq0nHV3EEs21SJ8qkA06CXOGdCftRivSeIsh7HpAVUPno3oKHPKARNpXnVa0gWBzlfvDSiGQZIYuJ5ZUlEpH/aS443osGEZdB4DFkDUP1tIEpIJltMZacgydjHnY93z5puSVTb2PMSurwmSXI8aGkLJNReCgQVyqtaepWIC4YUXv54X7cHocPVrfzsnyu57xvTE2riJEmSjCGPL4qqse9IM797Yg317RXusiRw5bxBLJg2AHt722lFbSuiKPDrLkLuSzdWUpBp40uXDqe5NUCKw8iEYVn8+vE1ZKdamDwiG4NOZPfhJl77ZD8jB6Zj1Pc8uaFpGmPLMliSQNdtTGl6TDVuU6uf6noPbb4QihoxQ1A0jTSHKVrdZzPruWxWCdNH5bB0YyVef4hpo3LIy7B1M05wewLUNHr5YM1hfIEws8bmUZzj6LafLxCmqdXP9gMNBEMKwwakkWI3RN08Q4rCoarEZhLV9V6CISXheCLqmn28v/oQ7685RDisMX10DpfOLCErNRKn+wMh3lpenvD1b684yOThWT2+3hp0MpfOKkl4P1g4ZxBWs542b5DlW6p49v09zBmfz903jkdAYGd5Aw/8dz0um4ELp0aqDy+cVsw7K8sJtidUO5AlkctnlfSqHVKSROZPLODbDy3hlSX7GdDuGPrq0gOYDBIPfWsWkiQiIByzBVlqryI7HTDoZUYNSuf+O2bQ5g0iCAJ2iz6mXVwUBWaMymXJhgr2VbTEvH7m6FwKs5JO9En6D8XTQuvmxfEHVQXfoR3oepGI01SF1i0fduu4CzdVcfS/PyP3lgfQOXquLXk606dE3CeffMIdd9zBbbfdxmOPPcaaNWv44x//iMfj4YYbbmDfvsR6AUm6E2iuo+aZX6IpnZoNWjhI0wePo0vJxjpoHIqqIcsi763uXo6/90gzOw82MDAvcsMyFo1EsqUSqq+gpb6z6kiQdLimX9mrdjxB1mHIKUV2ZhJuji3/Fgxm7KPnRecLuJvZdaiZP76yJxoMWk06vnrRAMaVCVhdneWmktmOZLZjyE7cfhL2tNC4+Anatn4c3da25SOMxaPIWHBHVNxe8bXhXv8uTUuejnm9fcJFuKZdiWSxY9BLDMxzsCeB3kVRtj0qANtTQi11VD35U8ItncYELatepW3HcnK+8Ct0jnS0cBAtHN9GHEANB9DCiQVx42HMHoh9woW4174Vs9057Ur0aQUA6GSJVKeRo/UenltyhOeWxM6R7jSjb189y06z8KuvRlbjqho8aFrk87jzmjFkuHoveKtzZpJ78+9o+PAJfPs2gihhHTYd14yroyYMdquB+ZMKeOKt+FUPF0wtQneaaVnIthSwJW5v1jnSyL7u5/iP7KRt21IEgwnHuPPRpeb2Wzt2kiQQafdJVMkB0Nya+BoVj6bWQEINqZpGLzWN3mQiLklCkjHk8aW20cNP/r4cfxd93rCi8ex7e8hOtTB3fCQuMOllXv54f7fXH65pZdXWKoqyI/ehQXlOctOtVNa18XIX/S9RFLj54qG9qjISBIH8TDuFWTYOfaoi16CTWDCjBKM+cq9vbvVzoKKFv720JVoZZDbKXH1OKVNGZJPdpc3OZtZjM+spbk/UxMPtCfDc+3t47ZMD0W0fra9gcKGLH35xQvQa5fGHWLK+gr+/vCWma2Lu+Hxuvjgi+6KXJQYXutiwu7uUBkBhtq3XjpP1zT5+9o8VMYvEbyw7yCebKvn9N2eSmWohEFIJHCPBFwgp0YrCnpKfaePac0t55r3YisKLphUxuDASV+t0IulOI3sON/HW8oO8tfxgzL4D8xzodJEYMtNl5rdfn86fntsYrbrOy7DyzUVjyEztfQyZmWLmwW/O5Im3d7BqWzUAU0dkc8MFQ6IVYjaLngumFvHn/22KO8dF04r7Vfe5P0ixG4/pwJvqNPGTWyax53Az7685hEEncuHUAeRnWnEeo8oxSZLPjapEu9/iobTFd2tOuH9rEy0rX41/KK+bYN2hZCLuWLjdbsaMiWgflZSU8NhjjwFgsVi45ZZb+Mtf/vK5XK/ONjzt7aPxaF76LIacgUgmO8s2xxfeB/h4QwXnTy4EQOdIJ+fGX9L0yXO0bV8Oahhj4XBS59+MLiW7V+cmCAKS1Un6wu/Runkx3q0foylhjIMm4pxyGYJej6iPBDO1rWF+8eS2qJMSQJsvxIMv7Ob+22yU2W3d2jaPRbD2UEwSrgP/wc34DmzCNmoOAKGGym5JOAD32jcxDRiFZeA4dLLExdMH8O6qQ90qvwQBrppX2qsgStM0PLtWxSThOlDc9Xh2rMAxeQGi2YZ54HiC1QfjzALmgeMiLqO9QLLYcc1YhH3MufjKt4IoYioc3u7CGllFtZh0XDW3lK37Vsad47Iuq5R6ncTQIgd/um0ESltzRJvO6sRgtyL0QTdKECX06flkXPpt1IAHEJDMNkRd5+qe1G7u8eG6I90qFccPyWBAbuLg+nRGtqdiHTYd8+BJCKLYb8YkSZJ0xaSXE7oqAgzMc/ZqvkAwfMyHw6p6D0OLEzgNJznrScaQx5eNu+tiknBdefrd3YwcmE6a08S6XfGTSABLNlZw+eyBQOSB/97bpvC/D/bw4bojhMIqZUUubr10BPmZva+8cdr0fOvasXyysZL31xzCF1AYV5bB1fNL0csi1vZ2zubWAL97Ym3Me/H6wzz+xg4yUyyk2I290uSqqvfEJOE62H2oiY83VHD5rIGIokBNg5e/vdRde/fDdUcYPSidOePzEQSBOePyePHDvd0qvwCuP29IrxM/W/fXx+3UaGkL8uaKcr5wYRkWk45Jw7PYsi++ecGEIZm9boe1mfVcOnMgM8fksXlvHYqqMXpQOq4uxm8GncxlsweyPIFBwJXzSqMGCbIsMiDHwU9unkhzawCNiLZfusuE3BcTLEEgN8PKt64eQ+slIQQii/qflo4ZV5bBoDwHez9VITa0OIVhA87Mh/hUh4kpI0yMH5IZ0Y3rQ4yeJElvEXRGdKm5CWWRjAVDezWfpoQiHUQJCNVVwMBxvZrzdKVPiTiXy0Vra2TVo6ioiIaGBpqbm3E6nWRmZlJTk1gINEksqhImVNM9UOgg1FhFKBBAMCj4/Ikrp3yBMGidwYvOlUnaBbfhmnUtaBqi0Yxk7JtuT6tm4l/vl6MpQ5k7ZxqyKPDevlb2P3+Eu28YQzoQDgX5YG1FTBKuK89+VM5dmTZsjs7KHyXgRfW1tZ+fJdpGCqCGArSseSPhObWsfRPToHGIOiPNq19LuF/z8pcw5pUhGS1kppi55ytTeOiZDVGrc6fVwDevHk1Oei/adQHV14Zn+ycJx9u2f4Jt1Bwksx3r8Bm0bl6M0hq7YiDZIkkZSdd7YWHJZEMy2Y7ZR1+S5+Sa+aU898Ge6CqvKAp86ZJh5HZ5v4rfg3fPGurfeTTq1ioaraRfcgemohExCbRenaPRjGRMvBqa5jTxy9umsmlvHYvXHkYniVw8fQCD8p24zvDVPVE+fiu1mqai+r0IkhRNiic5eTS0+PAHFGRZwGE19LpKoj9IcRi55ZJhPPjf9d3GRpSk9tpdLiJSLXVzyO4gO61319MkZxfJGPL4sq+yOeFYxHAp8jv1HiOG9AcVuqpBZLjMfOWyEVw9vxRV1TAbdX12BRUReG9lOfUtfm66eBh6nciu8ib++sJmvn/jBCCyuLlyW1XChOKLH+1lUL6TjJTO66k/GMbdFkTVIudn7+KmqqhawqpdgLeWH2TOuHycVgPvrEy83wsf7mVMWQZOq4F0l5lff20aDz61PlqxZzPr+NrCkRRm9y5B6Q+G+egYGmfLN1dy2awSUuxGxpVl8kbaQarqY7V8HVY950/pW+WXxaTDYtKRl5H4vPMyrHz50uE89tq2qJGAIMA18wczIKczlvcHw2zcXcufnt0YdZM1GWS+cdUoxg/JxNwH7WWIGBkcS7c51WHix7dMYseBBt5ZdQgEuGhqMWWFLlIcZ3YMeTz14DRNw+sPIwgCZuPJj1fOdsJtTagBH4IoIVnsp0RcL1udpM6/hepnf9ltTJ85oNdFPsg6RJMN1Re/3V+fUdCX0zwt6dMvbsqUKfz973+nrKyMgoICHA4HL7/8MjfffDMfffQRLtfZ5XjxuRAkSB8Ae9bEHdan5aKJOiRJZObwtGiZ9qeZUJaO9VMxkqgzILa3An4eDle7WdouFPvJ1tgV1WUbK7hk9mCCYZV91fEF/wEO17YRCEPHLT/UeJSGxU/i3bsONBVjwTBSz70FfVpepGpOVRM6TELEJAJVRVNCKK3x200BVG9LtNpQr5MYOTCNh78zuz0TryEYrNgsht6L+4oigpw4QSXIemh3MJKtqWRd/WPc69/Bs3t15GY3eBL2cecjW/uvasRu0XPZ7IHMGZfP3iPNiKLAwDwnTpshRjw3VF9B3et/iXmt6m+j5vn7yLv19+jT+++CmOY0cc6EAqaOyEYUhVMiaXE6EWqpw7NzJZ5dKxH1ZhwTL0KfXYJsOTMrCk9l2rxBNu+t51+vb6OuyYcsCcwcm8cN55WR3ocW7+OJIAiMG5zBD784gcde305NoxeDXuL8yYVcPntgjBZNT0ixG7h42gBe/Ghvt7HsNAtZvTR+SHJ2kYwhjy/F2Ymv99lplqi22riyzIRuo5/WaoNIzNThyPl5qG708nb7cT/txPrm8oN84cIhSJJA+VF3wjmO1LSiqJ0LvdUNHp54cwcrtlahqBqDC13cdvkICrPt6GUp0rXwGYlHTdNQVJW65sSxZnNbAKV9gVmWRMqKUvjDt2bS5g2haRpmkw67Wd8rLV0AURCOqZ2m10l0hKVpDiM/uXki76w8xLLNET3fCUOzWDCjmDRn/7lUW016zp1UyMShWeyraEbTtGgM2TW5VlXv4bf/WRvT1usLhHngv+t56FuzGJjv7LdzTHWYmDEmj/FDIzq7vXHzTQL1zV5Wb6/h4w1H0Ld3DpUVuqIOyklOHGrAh//ITurf+xfhpmoQRCxlk0mZe2NUd/xkYswrJeuan9Dw/uOEGioRJB3WUXNwTVvYa6dT2erCOfVyGhc/0W1MsrqSZg2fxZ133smNN97I97//ff773/9y2223cd999/H3v/8dt9vN17/+9eN9nmcsoihgGTIF3+qX4vZfGyZfhc5iRxAiAUBBpo3DNbEZZJNB5srZxRitx1+sMxgI8tbKxKt276ypZNaYXBwOK0WZVrbsjV8+n51mwdjuhBBqrqXyPz9GC/gw5peBIBKo2s/Rf/+Q3C//Hn1qTkQAf+j0hKYElsGTIhV0goBpwGgClbvj7mcsHI5o6Awk/U31+PdtILRtMZqmoRsyC33ZREwpsRc5TQkTbmtuN8/QkCxOZKsr2lorGS3YJ1yI/0gC04QJF0Ur/ESDEV1aLs4Zi7CPvzCyzWRFjuOweryxGHVYjLqELoZKwEvTJ8/Hf7Gm0rL2bdLO+1K/n2dfV0zPZkLNNRx94icxlZa+g5uwDJ9J2jk3ISWTcSeULfvr+d0TnUY6YUXjw7VHKD/aws+/POWY2i8nAqtZz9SROZQVphAIKciSgNNmQCf3vnVIJ0tcOmsAXn+Id7s4CQ7Mc/K9G8eTktSHS3IMkjHk8WXUoDTMRhlvezVSVxbOGYjTFlmlLci0MqjAyd7DzTH76GWRa+YPxmXrn6TO4rWHE459tP4IF00rIjvNSlGOPaGJQFaqBWP7AmJdk5cfPrKM5tYAgwtdyLLI/ooWvvfnT3joW7MoynEgSyKzx+YlXrwemonVrEMnS4wfksm6nfGrMIcWp8ZUCVU3eNi0p44P1hwmpKhMHp7NrDG5MQlPiFTkNbr9tLT6UVQNp81Iir3zeqvXSVw8vZjV2+Of30XTiqMLJAa9TE6alSvnDuS8KYVomobVpMdu0ffKCKEvmAwyJoOcsMo5YtyzPyYJ15XnF+/h29eOjf7t+otkAq731DV5+dHfllPd4I1u27KvnglDMrlj0ehkMu4EE6jaR/Vzv+7coKl4dq4gUH2AnBvuRbafXLkP0WDGXDIGfWYxWtAPkoRkcSDKva+UFkQJ24hZKF43LavfADVy79Kl55N5xd3I9jOztTwefboy5ubm8tZbb1FeXg7AzTffTFpaGhs2bGDkyJFcfvnlx/Mcz3g0cyqZ1/yUutf+hOKOJLIEvRHX7OuRs4qjN1qnLsSPFxby3tZm3t9QSyCkMKksjUXTskg3KzFBwPFC1bS4ehgdhMIqqhZxOjpvchFvrIg8lKW7TIiCQF2TF1WDa88pxWrWR1Ypd6/GNmoupuJRqL5WNE3DOe0KgtUHaV79Omnzb0bU6TEPHEeLI72bDptosmEfe140OWQbMQv3mtdRA96Y/QRZj2PSJdGLhK+pjvqX7ydU3dkKHKw+QHDLe6Qt+kk0GacG/fgObqHu9T9H5xT0JtIv/GpE080Qecg05pdhGjAG34GNMcc1Fo/CWDAk9pwlHeJniPmfDLRQgFBjYu3BYN1h1FAQqZ8TcUl6R4eV+KfbnQE825biGH9BMhF3Aml0+3nste1xxw5Uuqlu8Jz0RFwHx6tlx2UzcvOCYVw+eyCt3iBGvYzDqu91dV2Ss49kDHl8cVr13PuVKTz41ProQ7VBJ3HVOYNiXE51ssgXLxzK+l21fLT+CD5/mJGD0rh4+gBsZl2/6U0dy020q9HAjNG5/O+DvYQVlTSnEVkSqW3yoaoa1543OCpZsW1/A5OGZTN1RDZubwBVAescHZV1Hp77YDd3LBqD2ahjcGEK+ZlWjtTEahGZDDJXzSvFoIvENROGZPKMVU9LW+xiuCQKXH/e4GiSp7rBwx+f3cj2Aw3RfQ5UtvDBmkP88qtTyWk3kwiGFLYfbODB/67H7YnMadBL3HrpcKaPysFiisSkRdkOZo7OZemmWN2lwYUupozIjonpZVkkxWE65RY5AkGFIzWJ3WQratsIhJR+T8Ql6R2KovLuqkMxSbgO1u6s4VC1O5mIO4EonhYaPvh33LFwUzXB2kMnPRHXgWx1Hpd5JIsT1/SI3rnia0XQ6ZFM9uM2/+lCn6+MRqORsrKy6P8XLFjAggULjstJnW2Y1DbqljyNa8ZVSCY7aJHAxL1pMSl5ZUDkxxeoPoj/pQeZP2As8y6dCZKMWLGF4EsP4x4+C/05X+yVI2pPMBoNzB2TxfpdtQgC5GfYkCSBIzVthBWVacPTsVsjx8xMs/K7r03FG1CorIuMF2TZkUQobhcD14J+RIMFfUYhofojeHauQlPDmAeNx5AzCNmZhRrwIOr0EZfJG39Jy+o38FfsBE1FnzUA15QrkLuU6crOdHK++Gvq3/0X/kPbADDklJJ2/q3Rcl5N0/Ac3BaThOsg1FBJ685V6CZdhCxLhJqqqXnhfqBziU8L+qh95SFyb7kfQ3ZJ5LhWF+kLvkGw7jCtG94DTcM2dj76jMJel+meLESdEV16fjdH3A4MWcWIur7pwiTpP1RvK23bEmsUtm5dgjG39ASe0dmNPxCOagbFY1d50xlpXhCtliCpCZekdyRjyONHMKzx+BvbuXzWQFIcRhRFQxQFPl5/hGHFqdFqpqp6Lz/95wpGDUrnunMHY9DL7DncxH1PrGX0oHTuuHo0VtPxv9/PGJ3Lko2RZFNehhW9TqKippVgWGXC0E6zgaxUM/fdMZ1WT5Cqeg+BkEJBpg1BgMEFkUVMRVUJhhSmjMimoq6NZZuOEggpjB2czoiSNLJcJrz+MGajjjSniXu+MpW3Vxxk4+46VE2jIMvO1eeUkpXaec3KSDFz39dn8H+vbmXD7lo0DQbkOvjaFSNjugn2V7bEJOE6qG3y8c7KQ1x3/mCMOpnaJi/3/N+qGGOwQFDhL89vJjfdyvCSSLWH02bg1stGcMHUIt5eWU4wpHLupAJKcp2njcaZwSBRnGNnX0Vz3PGibHvUFTfJqUNzW4DF6xJXqr69spzhJWlJM4gThBoOEKwpTzjuK9+CeeDYE3dCJwhRb0DUZ6JzZZ7sUzlp9CoRpygKH3zwAfn5+QwdGnHIOHz4ML///e/Zv38/gwcP5o477qCoqKg/zvWMxbd/E/4jO9GUEObSiQiSjL9iF74Dm2jUVDIu/y6CrKdt2xLQVAL718H+dTFzeHevQply2XFPxAEMLU7jqnkDGVqcxv6KZsKKyvXnOzlU5WbmqGz0hkgQFVZUyqtb+fvLW6OtSgCXzixhQIcrnyRjyCqi/t1/EajYFd0nULkHXWouGZd+C0HqLDEPGZwEx1zFLkc9iqoydEAaAaMRXZeVQkEQ0acXkLnw7oj2W4f5g7mLmKynjeC2DxO+x+COjwkOm45otdKy+nW6JuG60rTiJTIW3BH9nGWrE9nqxFQ4LHIup5kLpmgw4Zp+Fb696+IMStjHnd/vbalJ+oiWuFL1mGNJjjuyLKKXxYTVw2nO0+OhKkmS/iQZQ/YPuw83sv1AIx5fmGmjcjDoJPYeaWbNjmpqm3z84tbJOKwGlm85iqbBpj11bNoT22mwens1N3lD/ZKIK8q2c+XcgQwbkEZ5lRtfIMw18wdTXd/GuCGZUdfUsKJRXe/hoWc2EFY6Y7BzJuRHnZ1FQaC00MV/3tzB+i4usHsON7F43RF++MUJ6LsI2VtNOs6ZWEBuuhV/UGHYgFQcVj3Sp3SBczOs3H3DeFq9QVRVw2LSxVT3+gPHNldYtqmSC6YUkZEi8d7qQzFJuK489e4ufnzTJKzmSJzrtBlw2gwMLU5B1U4/F0y9LHHpzBIWrzsSE/dDxNhh4dxBvXK6TXLiUI8RJh5rLMnxRxAkRKMF1R9fa10+DnrvSU5Nenx19Hg83HTTTWzbto1vf/vbDB06FLfbzXXXXUdzczOzZs1iz549XH311bz00kvk5ub253mfMWiqiu/QVjIu+zahpiratn2CFgpgKhlN1tU/puGjp1ADHiRZD1LiAEmQZMIq6GLmVlA8LZHElMnW58omk9mA1aTn3n+titGBmDs+D6Oxc87qeg+PvNjdAv7VpfsZUZLKpOERV5VATXlMEq6DUEMlnt2rsU+6GIiIn7+/5jCPv7E95riXzBjAonNKu7VASSZrjPNqV0RBiHEE64YgIAgCWjBAsD5xsBWqr0QLBeBTCc/TLQHXFX1qLhlX3EX9W3+P2klLVifpl3wT2Xn2rlKcyogmK5YhU2nb+nHccdvwmSf0fE5FfP4QXn8YURT6vcXCaTVwzqQC3lpe3m1ML4sMLjw9KmSTJOkvkjFk/7Flbz3fumYMzW0BPl5fgdcfYsTAdH72pck8/sZ2/MEwDgzIUuIgSCeLaJ9KpKiqRnNrAFXTsJp0fW4vtFn0ZKda+eW/VtH1EJOGZTFzbKcod12TjwefWt9Nb+yDtUcYOiCV+RMLAahq8MQk4bq+/oM1h7n23MFAxCV2+eaj/OX5TTHHnTchn5suGorzU+7sHU6i8fhM5Rchsk8orHCgMrHpxNE6D4FQGCuxxxFFkdMrBddJVqqZn94yiT89u5HmtgAQMQu7Y9FoctKT1dKnIg6rnllj83j5431xx8+bXHjaJYWPN2ooEHkmEkQki7Nf5J86kCxO7OMvonnZ/7oPCiLmkjOvGi5JhB7fVf/1r39x+PBh/vKXvzBr1iwA/vOf/9DQ0MC9997LVVddhaIo3HTTTTzyyCP8+te//owZk3RgGzWPpqXPEqjcE93WuuE9PDtXknnFXaCqqIKIMGQO7IjfjiYPmUNAZ6VDPSLsbsC9aTGtm95HCwUxD56Ia+oVyK6sXl9Mquq9PP5Gd1OCD9dVMK4sk5lj8ggrKm8sO5hwjuc+2MOQ4hQsUgjPjuUJ9/PsWolt9Fww2Tha7+Gx17vrLr32yQFGlaYzcWhWj9+DwWLFOOKchOYPxuFzMNqdaEoIfUYhwar9cffTZxQg9EPV4clENJiwDJ6IIWcQqrcFBAHJ7ECyuRCEs/tGfKoi6gy4pl+Jd9/6bvbf5tIJyK5eWomfQYQVhaN1Hp5+dzdb99djM+u5bFYJk4Zl9VtCTq+TuGpuKQcqWth1qNPFWS+L/OzLk0lNaq0kOctJxpD9x5QR2bz40b6YKrfFaw+zYstRfnTTBLT2zNaEYVm8niBOmz46F72u837f0OLj4w0VvLnsIN5AmHFlmVx7binZqZZeO4TWN/v48/Obum1fvb2a0aXpXDStGEEQWLz2SELR/xcW72X8kEzsZj3LNyfWtV2xpYrLZg3EaYPaJi8P/6/7cRevPcLIgWnMHd9zR3iDXuaciQUJzRVmjckjzWlEEEQG5jnYvLcu7n75mdYzzh3eoJcZOziDh749i5a2ABqRRE+K3dSt8jDJqYEsSVw8rZilGytoaPHHjI0oSWVA7tmrMaypCqGmapqXv4h3/0ZEvQn7hAuxDpmK3E8634IkYR97Lv6ju/Ef2Nw5IMpkLrwL6RTTF09y/Ojx3eC9997jy1/+MvPmzYvZZrFYuOKKKwCQJIlrrrmGBx544Pif6ZmKIKCFAzFJuA5UXytt2z+JmDZIIoo5HfPwmXi3LY3ZT07LxzR8NrIUqcoKuxuoevZXhOo6+//bNn+Id/dqcm++D11Kzx/Sw4rKm8u766p18OJH+xg1KB29TqK2ObFGUlOrn3BYA51MwkgLIi11kkwwrPDqkvjJMIg4MQ0tSom2NPQEc+FQPNkDCVXFrgDJaflYB09EEISIwcPEi2nb8nGc9j4B55TLEXVnnhi5IEroHGngOHucak53dCnZ5N5yH62bPsSzezWi3ohj0gKMBUPPOrHTrhyqauWuhz8hrLRrbXqC/PWFzazdWcM3F43uNzOBNKeJH908kbomH3sON+GyGxmY5yDVbkKWkwntJGc3yRiy/xAFoVurKYAvEObNFeV89fIRAFiNOi6eVswby2OTcZkpZhZML450DhAxn/ndE+vYVd5pBrR0YwWrt1fx0LdmkZ9p69X5fXiMls6XP97HtJE5OKwGqhraEu7X6PajKFqkc+EYMaSqaUhiRBf43ZWHEu73/OK9jB2cibMXTrEDchyMHJjGln31MdszU8ycN6kwGoPPn1TIq0sPRO9BXbnuvLKEVXenM6IokOY0keY8tcwkkiQmI8XM/XfM4OP1R1i6sRK9TuKi6cWMHpRxyphLnQxCjUepfOz7ke4nQPW6aXz/cTy71pB5xbf7TQNctrnIvOROwq0N+Ct2I5lsGHIHIVldfXImTXJ60ONEXEVFBcOHD4/+v6mpiX379jFr1iwkqbMtLzMzk4aG7mKmSRKhHVN03bN7Fa4ZV6GpCmGdmd3OeZQtmIa852MIB1CKJ9NgyKe+RWSkzQ8Y8VfuiUnCdaD6PTSvfo3U+Tf3+EcdVtRuqyVdaW4NEFZUbGY9owels2Vvfdz9ygpTMBtlJL2MbdQ8fAc3x93POnwWssWJL6hS3+I75nFDcYKcY2F0pZN+xd34y7fh2fweqCqmEXMxl4zB6Orsv9e5sshc9MOIa6o30mIgmqykX3R7r5KY/U1jix+3N4hApA0g6XB08lD8XlRvC8H6CgSdAZ0rC9mW0u/6ejpnJq4Zi3BMuBBEEcnUuwekM41Wb5B/vrI17gPQmu3V1DZ5+9XV02Uz4rIZKS1ItqImSdKVZAzZf6xKUKUFkeverZdGPne9XsJpN/C9G8ezYutRfP4wowalk5liprK+jRR7JIlyuNodk4TrIBBU+O/bO/nWtWOiTqKfhaZp1DYlXqRtaQuiqBFziXFlmazYUhV3v8EFLox6GVEUOGdiIZ9sil8VN2tMLi57xLCitvnYMaTSyxgyI8XMnVePYcfBBt5eWU4orDJjdC6Th2eTldbF/MFlirrYNroj8bPZKHPb5SMpzLInmv6E0+T24/YE0QCbWUfqKebIejbhC4Rpbg1QUduKLInkpFtw2Yzodf0re5PhMrNwbinnTS5CFARslrM74aMGfDR+9HQ0CdeVwJHthBoq+9WMT7I4kCwODFkD+u0YSU4tevyUKEkS4XA4+v/169ejaRqTJ0+O2a+pqQmz2Xz8zvCMR0CQEwc0giiDIIIg8MnGIzy7+AB2i54JZbPQSwJbP26honYnpQUuSr4wGpsSTqgbBeDdvRrX9KsQe1jmatBJjB+SycY4q60Aw0vSsBh1iKLAjNG5vPDhXrz+cMw+kihwzfzBUX0RY8EQDDmlBI7GVgHKzkysI2cjiBIGvciYwRnsONg9GAQYNiAVcx/0SozONIyjZ2MdPAE0DdncXVNO1BkwDxhF3pceQPG6QdM6WzVPAS24YEhhV3kjf3puI7VNkUAzO9XCt68dy6ACR3RVNsmJIexpoWXVK7Ss6jT5EHRGMi7/Nqaikf3uOitIEpLl7G0j6IrXH0p4zQBYv7OGQfnJJFmSJCeaZAzZf+iOUXEri0K00m3j7lr++/YuLCYd48sySHUY+XDdEcqreyyK4AABAABJREFU3OSkWbjnKy7AwCftDqfxWLOjGo8v3ONEnCAITBqWlTBxNqQ4BVN7LDe6NB2HVU9LW/BTc8AXLhoaNTgozrEzpjS9W1yaYjdy6cwSdHIkBhpflsGaBEnKIUUuTMbex5AZKWYyUsyMH5qFqmrYzLpuci86WWJ4SSq/v3MmLZ4AqqrhsBpIsRtPCd2tcFhlX0Uzf3hmA1X1EXH4dJeJby4aw5DiFAz9nPxJEovbE+DtleU8/e7uqOGFXhb55tVjmDgsK/r76C8kUejXBcrTCSXgwbtvfcLxth3LMRUOTzieJElv6fEdYdCgQaxf3/nl/OCDDxAEgRkzZsTs9+6771JaWnr8zvAMRxAE7GPmJxy3jZ6HZHagKLC/KnLDdHuCLF5/lLfXVFJRGynlr6xrIyTICIKIoE+8qiXIhh6ozsae36Th2djjrJLIksjV5wyKJtgyXGbu/8YMyoo6H3TzM2385vZpZHdZLZRtKWReeTdpF38dQ3YJ+swiUuZ9kZwb7kHX7gwjiQKzx+ZhiRMoyZLIwjmfz4lJNlniJuGi71uUkO1pGLIGYMguQXaknRJJOIgIFf/0nyujSbiObT/623JqGhKvACfpH3zlW2hZ9RpdnXa1kJ+a5+8j7I6fwO4JaihAuLWBcFsTWtIFtUcIgnBMTRpjDx8ekyRJcnxJxpD9x8zRiY0tZo/Lj8Zvh6sjeqIeX4glGyt5b/VhyqsiVf9VDR7E9mun+Ritkwad1JsQEoChxalxnaNFAb544dBoq2aGy8x9X5/OyIGp0X2yUy3cc+uUmHZYl83It64dy103jGNwgYuibDs3XFDGA3fMIDO1M9YcV5aJw9o9dhVFgRsuGILZ2Pf7gdWkw27RJ9RcFoRIq2ZJrpNB+S4yXOZTIgkHUNPo5Ud/Wx5NwkHE6OLn/7cyZluSE8O+I8389+1dMa6zwbDK759eT01j4mrSz0INBwm3NhJubUJTleNxqmc8AgKClPi6IB7j+TpJkr7Q40zGokWL+NnPfoYgCKiqyuuvv86kSZMoKSkBIBAI8OSTT/LWW29xzz339NsJn4nIKTlYhs/E8yntN11KNrYx5yJIEjJQmu9g7Y6auHPkpVsx6GQEUcQx7jw82+O3u9rHnd/r6pnMFDP3f2M6//fqNjbsrkXTYFC+k68tHBmTYBNFgcJsOz+7ZXLEAr7daevTzlQQScbZR83FUhoREpZMtm4BTYbLzH13zODvL25m24FIlUtJroPbrxxFdtrZuWIeCIZ54cO93WzioV3Pb8VBblkwNFkVd4IItzXTvOyF+IOaStu2T0iZdU2v5tRUhVBzDc3LX8K7bz2izoh9/AVYh03vN6HYMwW7Wc+0UTksTVDRMX5Ixgk+oyRJkkAyhuxPMlxmLp4+gDeWxer5pjmNLDqnNNreNjDPyftrusuWAOSmW6OJojnj8nklgUbvuZOL4ia3jkW6y8xvbp/Ov1/fzqptVagaFGXb+eoVI8nPipVTyM2w8cMvTqTVGySsaliMurh6VSl2I7PG5DFucAaKqmE167stwmSkRBJ7/3hlKxt3RxbFCrJs3L5wFLkZZ6eMQ1hReWdVpK3206iqxvOL93DHotFnnKHEqUqrN8iz73fXCIeInPabyw9w2+Uje5XE1TSNcHMNLatew7N7FUg67KPPwTZqLrI99bMnOIsRzXZso+fhXvtm3HHrsBlxtydJ0ld6fKW94oorOHr0KI8++ih+v59Ro0Zx3333Rcdnz55Nc3MzF154IVdddVW/nOyZimxxkHrOTdhGzsG97m20kB/r8FmYioYj2yPi+ZqmMX2wg+cXiwTj3ECvm5WDCR+gR5eag230ObRu+iBmH332QKzDpvfJCTM3w8bdN4yj1RtC0yJ6F4lKmW0WfY91Bo6laSWKAoVZdn508yTavEE0LWIvfzaXUPsCCvuONCcc31XeiD+gYDUnE3EnBFUh3BJfFxEgVHcETVN79ZsLNVVT+dj30IIRbRkVN42L/4Nn10oyr/xev+pTnO4YDTI3XjCE7Qcaumlb3nTx0KSO4klCVTUa3X78wTA6WcJp1X+uiuYkpx/JGLL/sFn0XDO/lOmjcnjtkwO0+YLMGJXDuLJM0l2di5YleQ5MBhlfINxtjktmDKAjj5XuMnHl3EG88OHemH3yMqwsmDGgTwt92akWvnXNGNyeYSiahtmow5kglrOa9T024vqs/XIzbHz/xgm4PUFUVcNikuMuDp8tBIIKuw4llm/Yd6QZXyCcTMSdIEJhlbpjGN0drfMQCqu9SsSFm2upfPwHqL7W6Lampc/StnMF2df8JJmMOwairMM5aQHefRsIN8XqVTqmXIbsSE/wyiT9iaZpKK2NqCE/gqRDsjjOGOPEXl1pv/GNb3DbbbfR2tpKSkpsZcbXvvY1Bg4cyNSpU4/rCZ4tyBYHcvFIjPlDQFUQ9Z8KFFQF/b4P+cUNk/n9y/ujD5kmg8xN8wvJaNwIylwAJLODlNnXYRs1F/fG99ACfqyj5mDIGvC5KmosJj0W04kX8rSZ9dh64Y56JqPXiWSmmqMtyZ8mO83S7+KuSToRdHr0mUUEKnbFHTcWDe9VEk4N+mla+lw0CdeVQOUegrWHk4m4zyAr1cIDd8xg8756Vm6twmUzcMGUIjJTzVg+RytSkr7h9gRYsaWK/76zk5a2IDpZZN74fK4+dzBpSXHws4pkDNl/OKwGHFYDgwqcqKoWN5GyYXct371+LP/3yrZoy5tBJ3HprBKa2wKElUilvc2s54o5A5k6Mpt3VpTT6gsxe2wepQWuz+WKaTLqMJ2Ea7DFpDsjnUr7gk4WyU61sKu8Ke54Zoo5qRF3AjEZJAbmOalvjq9lOGxASq9iejUcomXN6zFJuA5CdYfxV+7Gak9eY4+F7Egn+4ZfEDiyi7Ydy5CMNmzjzkXnykIyJZY0StI/KL5WvPs30vjhkyitjSBKWIdOwzX7enSOtJN9ep+bXi956HS6bgEUwBe+8IVu21RV5aabbuLee++lqKioTyd4tiHKOqB7wCBIMsbUbJwr/sovFyzCqx+AomrYxADClteQdRKi4eLo/lHnldxS0DQE8dTQpkjy+TAbdVw1t5T1O2vjjl8+a2AyEXcCkUw2UubcQNWTP+k2JhotmAeO69V8qr8N7561Ccfbti3FPGBUr8/zbCPdZeacCQXMHpOHKApR7aMkJxZFUflkUyV/f2lrdFsorPLOqkNU1rXx/S9MOKsrnM9GkjFk/6KXE9//i3McPPbadq6cO4j/Z++8w+Mor759T9leteqSi+Tee+/YphlTTQ8QWkJCEhJCgC+BQBoJbwgEUt4kvAkQem+mmmZs3HvvVbJ62d5n5vtjpZXXWhmtsLCBva+L68LzzM7MrnZnznOec34/p81AXElU2nyytgK3P8L8aW1Ofa0LoP0udaJpGmI2hvxaoNdJnD+jL5+sq0w7funcAV9IOy9LZpgMOi4/YyCrt9VwrOKMQS9x2thex9W9PRY15COwa1WH477Nn2DuP75lrpmlI3T2PHRDp2EZNAkE4ZTRCP8mEtq/ifo3HmnboCr4ty4hWl9B0eV3feWLE7q19ljTNFavXk0gkBX/PBGYykfQvOR5lHf+RGu6LgYgyhTc8EdEQ/uVSkEQMjJnyHLq07vYxncvHM5jb25NrmDrZJGbF4ygJN/yOa/OcqIxFPamYMHtNL7/fyh+NwD6wnLyz/tR5mXsgoCg06PFo2mH0/3Gs3SMfBw3wSxfnLrmINv2NbJhdx0leVamjSoh32lKtp02ecM88176atEt+xLtw9lEXJaOyMaQJ5Z+PZyomsbfX96Usl0U4I8/mp6280AQhA4NCbJ8NSnOs/CTK0bz95c2JbXiZEng2vlDKSu2n+Sr++bRI9/KvTdO5m8vbaTenTBc61Vo4ydXjKYgJ8OYT/gcswGdMft7zgBByrZodyf17iC7DjazensNBTlmZo7pQZ7TlHQKjvuaaPzoybSvjdYeIN5cm03EZfny0DnyKbn6tzR9/BSBXatBUzEU9yX3rO8gu4pP9uVl+ZKwmvScMaEX4wcXUlXvRxAFSvIsOG3GbEvBSUA0mLEMnIixpD9K2I8gSkhmG5I5M1MUSLSV20bOwbPyjbTj1hGnfdHLzZLlhHCk3s//+/tnuH2R5LbnFu3k59dOYMygAvSyRDASxxeMdXiMiloffUoz/51kyZIlc/KcJn73vak8/e4Olm48gqJqLaYJw7MJmG8QZqOO6SNLGVaeS3VjAEXVKM234rQZstpwJwGDXmbMoAIeuGU6vmAMURCwW9Ib3X0eksWBfcyZNH2cPnlhH3tWNrmU5ZSgpjHAL/6xjPrmUHLbix/t5ieXj2bK8BKMBhk1GkbxNXZ4jEjVXow9B30Zl9ttZH+NXzF0OUXkz/8hrjk+UFVEoxnJnA2gvmkY9DJFuTJFudkKuFMBQRCQ7blfWARXkGTs4+YR3LOWWGOq86d9/DnoHF9P109NiRP3N6OG/QkhVrM9e1/rJtRYBDUSTHzOHeidaJpK3NeEFg0jyDokizNFGNcfjPK/L29MScIBqBr88am1/OPO2RS6LOhlEVGgXctNK05b16vhVCXWcn36r41ob5Ys3U2hy8wPLh7JVWcPRlU1TEa5Q9OELF9f9DqJwlwLhdkY8pQh12Ei9wvqpgqCiHXYdPzblxGtSXU+tgybiS6vxxc6/qmKpioovubkYrhotiNbsot83UE0puAPxdBJYofGjElzhWgIQZIT5gr6tu92KBLnv29vT0nCJV4Hjzy/gcFluRQbZARZRpB0aEr6BV3J0fU5l6bEW65P116X/0vklEjENTY2cv/997N06VIikQjjx4/nzjvvTNra79ixg/vuu4+tW7ficrm49tprU/REVFXlb3/7Gy+99BI+n4/x48dzzz330LNnz+Q+n3eMrxKiwZRtUcuS5WuKzpFH8ZX3EK7cjX/bEkSDBfuYM9C5SpDMHbsMf1VRQj7825fR9MkzaJGEgLi+uC8F5/8YfW7pSb66zFCCPpSAm1jjEUSTDTmnENnm6pJT9YlGVWLEm2pwr3iNcMVOJKsT55QFGEv7pyQ9laCPwK6VNC1+FjXoBVHGOmw6rpmXJ128vYEom/emX6WMxVUOVnspdFlwWA1MGlbM8i3V7fazmXWU5GU+CdSUODF3Ld417xI+sgvZUYBz8vnockuRjNlJ5TeRbAyZGUaDjNFwSoT/WbJkOcHINhdFl95JpHo/vk0fI+j02MechT63BOlrmJxSwgGCe9bS+MFjqKGEkZ2+oDf55/8YfX6vr1QrrhLyowQ8xBorEQ3mhEGEzXVKaNQpikpNU5DXFu9l4+567BY9C2b3Z2i5K6V6Uwn7Ce3bQONHTybMFQQRy6BJuOZcg65FrscbiKSNCyGxcLtlXwPFeRYkixPriNPwbVjUbj9BZ8BQ1Dfj96GpCnF3Hd71iwgd2opkdeGcfD76/J5Ipi9/jnVKPIl/8IMfoKoqjz76KBaLhUceeYRrr72WRYsWEQ6Hue6665g9eza//vWv2bhxI7/+9a+xWCwsWLAAgP/93//l2Wef5f7776eoqIgHHniAG2+8kYULF6LX62lubv7cY2TJkiXLqYJsz8M6JA/LwAlfe6HY0MEtNL73fynbotX7qH76Hkqv/R/kr4grUtzXTMN7/0dwd5tQsmiyUXT5XRiK+pz0v2G05gBVT/4S1DgAcXcttS/+HvvE88iZdjGS0YKmKgR2rqDh3X+1vVCN49/8CbHGKgovuQPZ4kTpqMSthWAocQ6zUceN5w+jujHAgSpvctxilPn1dyd3afU/Ur2PqqfvASXe8r72E9y1ktwzb8Q24rSTurKZ5eSQjSGzZMmSpQ3Zlotsy8XcbzQgfq0N+yLV+6h/8y8p26J1h6h+6h5Kb3gAnfOr0UkS97tp+vgp/FsWJ7cJBjNFl/w/jD0GnvSW4sO1Pm7/y1IiMQWA2qYg9/93DXPG9+T6c4dityQqq0MHtlL3+sNtL9RUAjuWE62voPjKe5BtLlQV1OPEkcFwogJOlPXkTLuYaP1hIpVtesOCzpgwarC1N376PKL1FVT99y60WLhly35Ce9eSM+Ny7OPPQTKaMz7mF+GkJ+I8Hg+lpaXcdNNNDBgwAICbb76Z888/nz179rBixQp0Oh2/+c1vkGWZvn37cujQIR599FEWLFhANBrlscce42c/+xmzZs0C4M9//jPTp09n0aJFzJ8/nxdffPG4x8iSJUuWU5GT/eDtbuL+Zpo+fjrtmOJ3E67eh/UrkIjTlDieNW+nJOEg4WBW/cyv6fGdh05qMBgPeGh455/JJNzReFe9iX30XCSjJfH3+PS5tMeIHNlF3NuIbHFiMeooyDFRd0xbQSv9ejqT/5+fY+ZX35lMXVOQ/VUe8p0mehfZyXOa2rnZuv0RmjxhKut85DpMFLrM5DnbknVxv5v6hX8DRcHQezjk9EQINRPZt47GDx7H3HdMNhH3DSMbQ2bJkiVLegTx6x1DKkEvTR8/lXZMDfsJHdiEbvTpX/JVZY6mqfi3LklJwgFokSA1z/2WHjc9jC6n6KRcGyTkSB59fUsyCXc0H62p4PwZfbFbDMR9TTR99N+0x4g1VBBrqkK2uTAbZXoX2ThU40u77/C+bXG/bM+l8OLbiXsaiFTvQ7bloC8oS3SbHDNH8vgjNHvDHK714bQZKc4zk2tvizWVoJeGd/6FFgtj6DkEcssQIl4ie9fSvOQFLEOmfvMScQ6HgwcffDD576amJp544gmKioro168ff/3rX5kwYQKy3HapkyZN4l//+hcNDQ1UVVURCASYPHlyctxutzNkyBDWrFnD/PnzWbt27XGPkZd36k/0smTJkuXrhhaPEXfXdjgeObIL66CJ3XZ+RVFp8obxh2LodRIOix5rGufAzyPub8a77t20Y1o0RKRm/0lNxKnhANG6Qx2ORyp3o88tRYuGE+2oHRCtPYixuC8uh5HvXTSCxxZu48xJvcl3mglH43y6oZIcm7Gd5pTLbsRlNzKorOPVywZ3iP95cg07DzUjigKqqpFjM/Cb706mrCTRTqOGfGCwIF/yBxbv8rO9IkixU8+Z512Acfciog2V6HIKM/x0snyVycaQWbJkyfLNRIvHiNYd7nA8dGgb9m5MxGmqguJvRgkHEEQZyWLvUnuj4m/GveK19OdQYoQObD6pibhAKMbWfR2bJqzbWUd5iQMtFiHuqetwv/CRPZh6D8NhNfD9BSN45PkNnDGpjOJcC9G4wmebqkDTUhZgAWSLE9nixFjSr8NjN3pCPPLCBjbsqk/GkHaLnl/dOIm+PZyIooASDqBGQ+gu+T3L94XYdChInk3mrHPmYzm8jEjlLvS5JZl/QF+Ak56IO5pf/vKXvPjii+j1ev7xj39gNpupqalJrnK2UlCQmNBUV1dTU1MDQHFxcbt9Wsc+7xjZICpLlixZvnxaRVyVgCftuL4bhYV9gSifbTrCf9/ZQSCUKIMf0S+XH14ymuJMtcuUOFo03OFwvLnmi1zqF+fzNFKkRNusIOtAlEBtv+oJpLQB9O+Zw7fPGcKT7+ygotaHzaxj/rQ+zJ3Qq0MB344IhWM88fZ2BpfnctnpAwmGYxj1MjWNAR58dj333jgpEZiJEqHJ3+Gux3cQjiaucTPw/poqfnLhLMYbvr4t3Fk+n2wMmSVLlizfIEQJnTOfWFN6vTFDQe9uO7USChDcu47GDx9PLmAaSgaQf94PM9Y31lTluIugscaqL3StXxghEUZqHXSTylJL67MkI+gMaLFI2v109rZnZa9CG99fMJLH39rGgSovZqPMWZPKmDe1HEeGBkLRmMIrH++hNN/KudP6EI4q6HUijZ4wj7ywgXtunERBjhkEgfhpt/DzJ3cm436Aj9ZX852zxzDd+uW3cHfrGQVBoKSkBL2+c0H5t7/9bV555RXmz5/PD37wA7Zt20Y4HG73eoMh8QeKRCKEQonWmHT7RCKJL8LnHSNLlixZsnz5SFYnjskXpR0TdAaMvYd227nX7arjf1/ZnPIw3ry3kbv/uYwGd/qWy44QdHqk42hVGIozF5Q9kUgmK4bSgekHBRFjSSLJIJkdWIZMTbubaLQkHdc0TWPLvnrue3w1FbWJ1gJfMMZzi3bxf69vwRuIZnR9Hn+UScOKqG4I8Ot/r+SBp9fx28dW8f6qQ1w7fwiNnkSSMyDa+Ovbh5NJuKP5+8J9BE0nb8U4y4knG0NmyZIlS5aOkK1OnNMuST8oylgGTeq2c0eqdlP/5iMpCbRI1W6qn/olMU99RscSJD264yTvDD0Hdfk6TwQ2s57xQzruNhg7KLEwJVmc2Ealr0AUZD2GHm0LWnsq3Nzz6IqkfnAwHOfVxXt5+Ln1uH2ZPVfdvgj9ejrxB2P89rFV/PGptfzusdW8/uk+rps/lOqGAABh0cqjHxxJiftb+c97BwhZe7bb3t10uSIuGo3yyiuvsHr1arxeLzk5OYwbN44LLrgAozGh0SKKIh9//HGnj9mvX6Lk8L777mPTpk08/fTTGI1GotHUoL418DGbzclzRaPR5P+37mMyJUobP+8YWbJk+WbR7AtT3RBgxZZqTAaZKSNKyHMYu9SWeLJx+8IEI3EkUcBu1mMy6rr9nHF/M7GmGkL7NyCZ7Zj6jUG2ujLW5xIEEeuwacQaK/Ft+BBILLeJJhtFl/486dJ5omnyhHjyne1px+qaQxyu8bYrjT8ektVFzswraHjr7+3G5Jyi4wZYXwaSyUbevJuofv4+dP0no+SWI4R9sP0D7GPORLK2tH5KeqRxF6NrqCJWszf5etFgxnTunQREK06g0RPm329sS3uulVtr+NaZQewZVMWpmsbaHXWs3Jq6qn24xsc/X93MnVePB8AfhYPV6VeNY3GVIw0hivK/fq5wX0eyMWSWLFm+qigBDzFPHYEdKxEkCcugyciOvJPiuvhFUYJe1HAABBHRbEMydP89LR7wEHfXEty7HtFgwtx/HJIlp0v6XKY+o3BMOh/PqoWgqUAiZilYcDtSN2kMxwOeDrXplICHSOWupENoZ5CtTlyzr6b2pfvbjUnWnOO2ZH4ZmI06rj93GAeqvEwc6GJIqQlfWOHd9Y1MHFaEy55YmBIkGduIWURr9hOuaIuxBZ2R/HN/iCAl5ifN3jCPvr417bm27m+kpjGA09b5qjhNg/1HvCxeX5myvbohwCMvbODu6xMSN4EYbN3flPYYqgY7KzyUFH65MWSXEnFer5drrrmGnTt3UlJSQn5+PgcOHOCtt97imWee4dlnn8Vm69zNqKmpiRUrVnDmmWcm9TdEUaRfv37U1dVRVFREXV1qv3HrvwsLC4nH48ltvXr1Stln4MBEBcDnHSNLlizfHJq8YR56dj2b9rStWD23aBdXnDGAc6f3xfYVScZFonH2VLj5x6ubOVzjQxQFJg8r5rr5QyjMzbC1MgPiviZqX3mAyJHdbRs/eIL8c3+AZdAkRH1mTpiyJRGAOCaeR9xdi2gwI9tykewuBKF7irYjMZX6DowGAHYfbmbMoM4/GwRBwNJ/PNoZN9C85PlEUAsYy0eQP+97XXJ2OuE4S1Av+h+eWLSLnSvd5NitXHzazxjRNzf5N2vyhrnjP1u5bs636TMpjtZ4GMHqwqfL5+G3KvjeRcU4bSYCwTBN3o5bcfdVuikrcSb/rcZjKP5m1EgAUWdENNuRjG3fUVXT+PSYAKqVmsYg4Wg8ud/xiCnHH89yapCNIbNkyfJVJe530/D+/xHcuTK5zb3sFezjziZn+qVIZvtJvLrOo8ajRGsP0fDeo0Rr9gMCpn5jyTv9WnSu4s99fVeJ+5qpe+uvhPdvSm5r+uhJXHOvwzbytJTYoDPIFgc50y7GPvoMYu4aBJ0B2Z6HbM3pPsOzeOy4uruhw9uxDp2W0SGNvQaTf+4PafzoybZW1x6DKTj35m5blM6EEpeRv39nEO5lLxNdvRXRZGfynPMw9SnEaErMm5SW+YF97Jk4Js4n2lCJZLIhWRy4V76BaDAh21z4QzGO1Ps7PNfW/Q0pmsJxRaHJE8EfimHQS9gt+pS5mqKqLFqV/u/R7Ivg9icWzlT1+O8xFv+cHbqBLn1DH3zwQWpqanj66acZN25ccvvatWu55ZZbeOSRR7j77rs7dayGhgZ++tOf8u9//5vp06cDEIvF2L59O7NnzyYvL4/nn38eRVGQWnRsVq5cSXl5Obm5udhsNqxWK6tWrUoGUV6vl+3bt3PVVVcBMH78+OMe4+uMEvSBpiKarAhiVj8nyzcbTdNYtrkqJQnXynOLdjN+SPFXJhF3qMbHXf9YRqsDuKom3tueimb+54fTM6ro6iyaEsez9t3UJFxihPqFf8dQOiBjbQwAyWhBMlq+NJFUWRawGGUC4fYuogAl+daMjymZbdjHnIl5wHjUSBBR1rdLOJ1M9lZ6+cU/liUt493+CA88s4F5U8q46uzB2Mx6IlGFRk+YP726B4NeIs9hwh/y4PEnfi8VtT4GlbnQicfXC7EZ2hKo8YAH75p38Kx6Ey0eBQRMfUeTd/Z3kyvGcUUlrnQcALW2ptrM+g7dWkUBehd9NSZA33SyMeRXByXkA1VFNFq+9i7eWbJ0htChrSlJuFa8a9/FMmgSpt7DTsJVZU68qYaqJ+8+yk1dI7R3LVXVeym57v6MKro6i6Zp+Ld/lpKEa6Xpw8cxlQ3rUswkGsyIBjM615ckTyGKSDYXii99dZU+rytxsBXrsBmYykaghP0Ikg7JbDtlqiyj9YepeeIXaEqirVMJeGh+5+9EB09Fd9aNSGY7WjxK3F1L00dPIsh6ZHseajSI4ncDEKnej7nPKAQBZEkg3sHiqeWozh6PP8KHaw7zwge7CUUS39VhfXP58WWjKWopOlA1LTmWjtbWVKtZR1mxvcPOiiHlX/7zvEvlBh999BE/+clPUgIogHHjxnHLLbewaNGiTh9rwIABzJgxg9/97nesWbOG3bt38//+3//D6/Vy7bXXsmDBAvx+P3fddRd79+7l1Vdf5YknnuCmm24CEroeV111FX/605/46KOP2LlzJ7feeitFRUWcccYZAJ97jK8jcV8Tvk2fUP38b6l65l7cy14ldhwnkyxZvgm4fRHeXLKvw/H3lh9IJipOZfzBKI+/tY10l1rXHGLXofTBwRdFCXjwrnuvg1GN4K5V3XLeE43LZuS8Gel124x6iYG9c7p0XEGS0DnyMRT0Rucq/sJJOFXVaHCHqKj1UdMYIHycQON4uH1h/v7yprTf7XeWH0zqceh1Ijo5ERZEogpH6v14/G0teQWuRNuIVS8wZmD6IN2gl+hVmEhkakoc77r3cS97uSUJB6AR2ree2pf+h3hLcGYyyOjljsORVvMMl93IDy8dhZjGe+LSuQNwWL8aSfRvOtkY8tQn7m/Gv+0zap6/j6qn76F5yQvEjuNwnSXLNwEl6MOz6s0Oxz2r30btQKj+VEKNhGha+sJRSbg2lICb0L713XJexe/Gu/rtDsd9mzovRXAykaw5OKek1zdGkjH3G9ul4wqihGzPxVDQG31uyQlJwjV62mLIYLi9NlpnUII+Gt77TzIJdzSBHcuIexOOqoKkQ2xpbdbiUWJNVckkHICuZbHdqJOYNjL9wrskCgwpT1TDqarGZ5uqeOKt7SmJtq37GrnnXyto9CQWZQ16CYupY1mesuLEIq3DauAHF49EltoHkedMLcuoHfZE0aXlrUAgQM+e6QXtevbsidvtzuh4Dz30EA8++CC33norPp+PcePG8cwzz1BSkvgj/fvf/+a+++7jwgsvJD8/nzvuuIMLL7ww+fpbbrmFeDzO3XffTTgcZvz48fznP/9Bp0v8UXJzcz/3GF8n4r5mal//M5HDbf3ZzfXP492wiJJr7kPnLDiJV5flVEQJ+oh76wnu3YAgipj7j0WyuZCMmVcGncoompZWpLMVdyCKqmmIfI7L5EkmHFXYcaDjZNua7bVMHdkNumSaihYJdjgc9zWf+HN2A5IkcvbkMipqfQm79BZsZh333DiJPEdqNWEgHMPji1DvDmE2yrjsRlx2I8LnuZF+AXyBKBv31OFpaqZXrgF/KM5hj8CcCb3Jz8lMRyUQiidNFdKx82ATPQtt5NiMnD6xF+8sO9hunxybIVkpaNbDjXN7UFHrT6lOkyWRn186EIchETDFfU14Vr2R9pzR2gPEPPXIVic5NiPzppbz+qftk+Q9C20p1Z1Dylz8+dZZPLdoJ3sq3OQ5TVx++kAG9MrB/CXoI2b54mRjyFObuN9Nw7v/Irh7TXKbu6ES74YPKL32D93atpblq4kS8hP3NRLcuw40DXO/scj23FOmmudEoalKUnoiHWrIj9aB6/iphBoJEj6cXicXILhnHdYRsxHlE/xM1VSUcMexiOJrRtPUbpMlOVEIgoBl8BQitQfxb/ywbbveROEld7ZrJVUjIZSAh7i3HkFvRLa6kGw53fo+A6EY2/Y3cqDaQ3GuhVAkTqMnxJzxvSh0ZbZIrEaCRI7s7HA8uH8DhqJyJGsO9gnzcS99sd0+osGMoagPAHajxhVTC9hb6aGyrq1FVRQFfnbxAFz6xMJtkzfE84t2pT1ndWOAilofuQ4TLpuRi2f3479v72i3X77TRGlB21y2Tw8HD/90Fi9+sJvtBxtxWo1cMqc/Q/vknpSOqC4l4vr06cMnn3zC1Knt3dU++eQTevfOzC7YZrPxq1/9il/96ldpx0eMGMELL7zQ4eslSeL222/n9ttv73CfzzvG14lI7YGUJFwriq8J77r3cM26MttikCVJPOCm8cMnCWz9NLmt6ZOncUy+EOek874yehedwWrUMXpgAUs2HEk7Pn1USZsN9ymMICRWdjrS6WqtXDrh59UZMZQOJHIk/YPR3L9rq4AnmkZPiANVXtZsr8HlMDJ1RAm5DhMmQ9t9zyYE+fbwMJdMHEpVYwSrSSZXHyZP14yIndaC8WZfmKfe2cGHaw4nWzFzHUbuuWEi5SWObknGaZrG4SMN9NU3oh5+gejKPTgsDnqNOJv6agOyVEKOvfPGGOLnfKX1+kS7nV4ncdmcgTR5wqzcWpMcz88xce+Nk8hvSYip0RDKm7/h1+ffTGXIxPbKIIUOHcN7GBHWPItqmQc5BcTCIbRox1pykYYjmEr7o9dJXDSrH+FInEWrDycr9waX5XDblWNxHfVeDXqZQpeZH10wEOIRNFFGMtm+kkYr31SyMeSpTby5OiUJ14oa8tG87BXyzvoOou7LrxzIcmqiBL00f/Yy3jVtlU7Ni5/FNvp0cmZegWz5+hjoiEYL5n5jU97r0ZgHTcxYJ/ekIMlIZkeK42fKsD0X4fMChy4gGEwYew8jtGdt2nHLoImnRBIu7m8mWn+YwK7VSCY71iFTWooTjkpgaRrGHgOxDpxIzFOHqDchyHoESUbTtORyvhLw0Lz8Vbxr3kmaSUgWB4UX34mhpF+3yUYdqvYAsGl3A88d2IXVrGPO+F4crvEhSyK5jgy+p4IAgpi8/mMRdYkYTZAk7GPOIO6uxb+lbU4pWZ0UXfoL5BbzDCESIPrar7jrzJuoUUrZfChArlVmVG8z4sbX0AxjIXcOwXA8qe+Wjv1HPIwaUIAkicwd3xtvIMrCpfuTLa99Sh3cefW4lMV1vSyR7zRx7fwhhKMKoii005z7MulSNuaGG27gtttuQ1EUzjnnHPLy8mhoaOCtt97ixRdf5N577z3R15mlk2hKHN/GDzoc929dgmPC/FNDPDzLKUH48I6UJFwrnhWvYe43FlOvr08izmiQufz0gazcUk30GFHOQpeZYX1OviBqZ8ixGblgZl8eW9jeuVIQYPqo7nHplMw2ck+/lqr/3tXugazL64k+v1cHr/zyqGsOcu+jK1JW2Z5+dyc/vnw000aUYDTILVp37xBc/hoIIj1MVrRYlFgsTI2sp8d3H0aXU4iiqCxadZgPVh9OOUejJ8wv/rGcv9w2i4IMq9M6g9sXITdaRfCN+2l1klX8zSjLn8XWZzdK7o2QQSLOatYzrG8uW/c1thsTRYEBPdtacV0OI7dcNppr5kWobw5hs+hw2Y2pQZsaT1zPm/dRbMull6sYtdFHdGVCLFcdOQsATdKBKKdtfwHA0qbHkWM3cv25Q7notP74Q1GMehmHVY/dkjrh93p9ROsriax6mVjtfmR7HtLo89DKhmJzZZ9rXwWyMeSpjW/rkg7HAtuX4Zp5RTYRlyVJpPZg2sSUb8MHmAeMR+5im96piCjrcIybh2/zJ+26AySrE8vAid1aKX+ikC0OnJPPp37h39KO20ef0S0JIslgxjXrSo7s29guLpCdhRh6Djrh58yUuLeRmpfubzGwSOD+7EVcc6/FNnI2ktGCpqn4ty2l6cMnAAHRbEOLx9CiIRAlet70CKKrGE3TCOxahXf1WynnUAIeqp/9NT2++2d0zhNv+OP2hwmE49z3xOrkwqbHH+XVT/ay82AT37toREaJOMlkwzJgAoFd7bURAUx9Rib/X7bmkHvGDTinXkzcU4dosCDbXEg2V9tvQ1VRgx6ib/+RfKuTs3J7oDYHiK45gAKoZYnvgSgKGPUS4Wj6KtOjuyWcNgPfOnMQZ08pxx+MYtBJOKwGHNbUZ1WzJ0RlfYDXFu9ld0UzOTYjZ07qzdhBBRTnffldYF1KxM2bN4+DBw/yz3/+k+effx5IrODr9XpuvvlmLrvsshN6kVkyQADheNJ/X4EHRJYvDyXkw7MyfesYgGf1WxhK+iLKX59qk+I8Cw/+ZCZPvLWN9bvq0Ekis8f15JI5A7rF4KA7EEWBmWN6sGVvA2t2tOn2iAL85Iox3fo+9AW9KbnmdzQu+g+R6n0Ish7ryNNwTr7opCf4I9E4L3ywOyUJ18pfXtjAkDIXJfnWhE7J2hatO01NWRXW4lHCR3ahyymkyRfmtcV7054rEIqxr9LdLYk4OerDv/S/tCbhjia2fy22KRcDnRdStpn13LxgJHf+bSm+YGpr9s0LRpBzjC6GzZxYHexZmL6tSDRYkO35xL31KL5GFF9qgq+1/UDVW7EOnZqyMtqKZHOhd6Ymvk1GHSajDkjfNhGNxYlW7MD7+h9p/WyiQS+8+zDq2HMRJl+E1fH1WTj4upKNIU9xjleRko0hsxyFGg3jWbWww3HPitcx9hiMZOyeKv2TgZxTQOm199O0+GmCu9eCIGIdOo2c6Zd2i8FBd2HqMxrLsOkEti49aqtA7hnXI3ejhJEut4TSa39Pw6LHiVTuAEnGOnR64vM7ye6gCV3b91KScK00ffgE5j4jkYwWFL8bz8rXW1+VWlmoKgT2rMU58VwUfzPNn72U/lyxCKEDm9GNPv2Ev49wROH5D3an1QXefqCJJm+Y8pLOV6qKBhOu2VcTPrIzRfMNwDX7aiRLqq7y5xmwCQYTuvxexOoPo/jd7Y5p7DUUAItJZt7kXrz66YF2x7CadPQrSY1RDXqZ4lwZctPHkHFFYX+1l9/8Z1VKgvJfr21h1pgeXD1vcLfE9Mejy/2JN998M1dddRUbN27E4/HgcDgYOXIkDsfXpwT5q4ggytjGnEFg92oM/caj9p+BIMoIlRuJbvsE24jZSObs3yhLAk1RUEIdW0irQQ+aEoevUSJOlkTKiu3cftU4AuEYopAoS9brvlquwi67kR9fPpoGd4it+xqxmGSG9skjx2bAaOjarT0YjuH2R6htDGI0yOQ5jbjsJqSj1PFVQaZBX0LVqO9in6CiIdCgGemLhXRpOF8wSigSRxQEHFY9Orn7PmdvIMon6yrSjmkarN9VR0m+FU2NJ1YuOyDWnEhuxuPqcTUFK2r9TB7etWtVoyHUSBBBlJGOad2R1AixpqoOXglK9W7o3T+j8/UosPLnW2excms1G3bVkZ9jYt6Ucgpd5oy/L7LNRe6ZN1D70v3txizDZiBZnQDo1TDioMkovmZCBze3vd6eT968mxDi0XavPx4xXzOBj/9DugRlZN1bCGPmAtlE3FeBbAx56mIbPhPfuvcx9BmNOvA0kPUIVduJb/0Ay9BpiOavl+5Xlq6jKTHUoKfDcSXkSyvw/lVGEET0eaUUnHsLajiAJiQqhr5qVaKy1Une6TfgnHQh4UNbEHQGjL2HIltyEA1dW8xVowkttJi7FkHWo7PnIVlzUuSQBEFEMJixjz0DYeL8RHJfUTuswFPCftRICEEQEM32bi0MUAIevOvf73Dcv30Zrpm9QFXbJY+OJtZUnfgfVe3QWRUgWne4w7HPIxyJJ+YwokCOLbVDQlFVdh/uWLN5y94Gxg7KrBJP5yqi5Nr7Ce1bT2D3GmRrDraxZ6HLKcw40S5bHOSdeSPVT9/LsfGcqe+YZELWogY4s59GTUM+y7fVJ/fJsRm4+/IBOGN1QOdjhgZ3mMcWbkuboFy8vpLzZ/b9aiTirrnmGu6991769u3LjBkzUsZ27tzJ7bffzsKFHa+QZOle9AVlmK78E++sq+fDV+qIxhQmDB7K5QtOx5JvQ5Dabnb+YJRGb0IPKBpTmDCkiKJcc7tSzixfT0SjGXP5CLzN1WnHzf3HI+o73wL3VcJi0h3XZeerQGvZdd8ezi98LLc/wksf7uatz/Yn3VhtZh13XTeRgb1ykFtcLSvr/Pz0kSXEjmntHdonlzuvHpfULovEFA5Wefj3m1vZebAZo17izEm9uWBmv26r2FNUrd11HY23RWtCkPXIjgLiHThJG3sMAEAnSzhthqSr6LH0Lc08aaDGo8Saqmle8gLhih1IZgfOyRdg6jsK2eIEQJbl4+pxyObMy+cFQaDQZeb8GX05e3IZkiggfQE9RFPvYRRf/RuaPnqKSPU+JJsL5+QLsAyanBToFuJh6l57COfUi7BPOAfF34xotKJGgjS893/kzLwcijqvB6aF/Sjeho5GidYdxlLQo8vvKcuXQzaGPLXR5RRi/taDfLCpkfderyUUiTO6fz++df5MbAWWlImwGgkS9zUR3L0GNRJIiPTnFCO3JOOzfL0RDWZM/cYSqU7vRm/uO+YLu4efqogGU5cTVqcKktmGZLZhKMxMlzMdStCLZ+27uD97ORm7CAYzhRf+FGPvYUnjh1hzDUceu6Odfqy+oIyiy+9KdlaoSoxYfSWNHz5B+NDWRPfFiNPImXIhcjdVHmpoqJGOF2mVQCLpLMg69IVlRGsPpt3PVNayQivJ6FzFbYm5YzCUDsj4GuNxlerGAM9/sJtNe+qwmfWcP6MvE4YWJfV0dZKEThY7jIe76jCvc+SjG3Mm1hGnIYjSF2pfNpT0o+TaP9D08ZOEK3YiWew4JpyLdfjMtsXpeJTwG7/n6omXcPnUUdS4o9hMMg7Vjbb4EaKj52Lu0flF6VAkzuGajs1CdhxopN8JmE9lQqcTcWvXrkVrUapevXo1a9asoampfZb3k08+oaIifUVCli8Hd1zPr5/fy5H6tkqnz7bUsW53E3++dSat6lG+YJQ3l+zj+Q92J/d78cPdjB9cyA8vHZUikJ3l64ko63FMnI9vy6dosdSHomi2Yxk8+ZQQTs3S/azaWs2bS1PL8X3BGPf8azl/v2M2RbkWAqEYj721Le3Dfdv+Ro7U+5OJuINVHu7469JkUi8cVXhjyX627mvgnhsnp9xfYnGFZm8EbzCKXhaxWw04u7AYYBQV+vZwsK8y/Qr9qL6J8nnZ5sI152rqXn2w3T5yThH6vISjo8tu5MozBvK/r2xmSHkOA0os+EIKK7bXYzLI9C7OvDIkWnuQqifvhhZnNTXopX7hX7EMm0He6dcnAmOLHXP/cQR3r25/AFHC1HNgxueFNvdXtz+CySDjtBoyMn1IuQyDCVOvoRRddhdqPIIgSkgWZ4o+jiDr0VSF5k+fB0FENJhRY2FQEtowmbYyi9Lxgz5Jn11AOlXJxpBfHTwxA/e/eoB9R9ruo6t31LNxTyMP/WQmvVvmSEo4gH/LYhoXPZbcz738NQw9h1J44U9OulRBlu5HECVsI2bhXfMOaji1u0LQm7CPOSNrDvcNIVyxo51bphYJUvPiH+jx3YfR55agRsM0L30xrYlTtO4gkZr9yftGvLGKI0/8v2S8oMWj+Na/T/jgZoq/9Wtke5vGrKYoxP1NqCEfgiQjmuxdWgwQEDH2Hkr44Ja046Y+o4GE2ULunG9T/eyv2+0j2VwYSxLJIdnqJGfWt6h79U8YSvqhL+qLFosQ3JswqzB2QROvss7HbY8sSepce/xR/v7yJlZvq+GWy0bjtBlwWPWcNrYHi1alr7gbP6Qo4/MChMIx3P4ozb4wRn0ihnQ5uhhD6gwYS/tTePGdifmnICJZnSlzTkHWIUgS0RXPAc9TbLSgxSLEWqpsdRm2UH+eGV9Xu4m+CJ0+40svvcQbb7yBIAgIgsCvf93+y9caZM2fP//EXWGWjNl+oDElCddKKBLnlY/3cNOFwzHoZaobAilJuFbW7Khl7Y5azpj4xVdIspz6yM5CSq79A40fPk74wGYQRMwDxpE7++qMb3JZvpo0ecK88MFurCYd50woYngvC+GYynsbm1m3q551O+s4Z2o5wXCMjbvrOzzOiq3VDOubhy8Q5d9vbiVN9Tf7jnipqPUlE3G+QJSV26oRIz5Kc3SEVYEla8PMGF9Orw40yjrCIoa5YW4P7v6vp925h5Q5yRV9QCIAMZUNJ//cH9H08ZMtq5wCpn5jyDvzhmQgKIoC00aWMqWPnvi+NUQOfIRkcXLdjWeCowiHM7MSdiXgoeHdR5NJuKMJbF1CzuQLEok4g5ncudcSqdl/TAWYQP55tyBbc9q9/vNo8oZ58p3tfLy2Iun+2qPAyl3XTaBHQddbzSSzDYn0r5csTqxDpuLfuiShxXfURE2yONDlZBYMymZ7h6vQgqxHn9c9JiVZvjjZGPKrw4FqT0oSrpVoXOXJd7dz25VjMRt1KN7GlCRcK5GKbfi2LMY56fxucwTMcuogOwoo+fbvafz4SUJ714OmYeo7mtw513Sr1liWUwcl6KF5yQsIehP6YXNQS4eDEkfcs4TI3jX4t36Ka+YVqOEAwb3rOzyOf8unmPuNQY2GaVz8bDIJdzSxpmrCVXuwtiTilLCf4L6NKN4GdDlFaJpKpHo/1qHT0Bf0yqyYQNBwTjyXmsM72plJ6At6p3QI6Yv7UXDR7TR+8J9k+6mxbDh5Z9+UdAcFMJUPp/Q7DxE8sIXQnjWIJit559+KPqcwY01BfzDKv9/c1s5sDhJz97qmIE6bAYNe5rLTB7J1XyNVDYGU/W5eMKJLhTZuX4QXP9zF28sPJls7C11m7rpuAmXF9i6blEgmK5jSd3lIFie20ae3mF1oKTGkoDehLyzP6FwOq54RffPYvK99Z4UoCgwu+/IXjzqdiLv77rtZsGABmqbx7W9/m3vuuYd+/fql7COKIna7nf79M9OuyXLiiMdVPt1wpMPx1dtr+NZZg5Blkbc+ay9+2Mpri/cyYUghTlv3VcX5AlF8wSiqBlaT3K3nytIxgihhKOhF4UU/Qw0nbtiSyfaVL7nP0nkUVaMk18jNcwvQ1r5E5N2tOAwmbhg2l0unTmbp7kQptyAI6GWJSCy9g5HFmGg9CEXj7DzYsT7F2h21jOyfCEAqqxoYampA3fQM0bpDGCQdpw2eTsRjo94gkZ9JsktRyNn7Ln+4bh7//eQIOw42YzHqmDe+iDkDZEyBSiDxfJJMNqzDZ2AsG4YWCSFIOkSzvZ3WhSFUR9Vzv0wR4w1s/4ycGZejjJ+XUduNGgkSre34vhs6tA19QWIBRJdTSOm37yN8ZDehvRuQHPlYh0xBtudlrEUTiyu8uWQ/H61JrTSqrPNz9z+X86dbZnRLu7CoN+I67VvEPPVEKnYkt0sWJ0VX/BI5Q2Fmvc1J7vwfUvPUL4/R+BPInf8D9PZsBc6pSjaG/OqwbFPH+pTrdtQRDMcxG3X4tizucD/vmrexDZ/VrVVxStiPEvSBqiIaLdl22JOEIAgJzbTzf4zaojksGq1fK4OGLMdHU+JoRhuc/0Oe+KyWtZ9UY9BLnD56NmdffB6xnYvQVAUEAVGnRznGcbYV0WhBEES0SChRGNABgR0rsA6aBEC0oRJRkvHuWJ5okRZlLAMnoATcxL1WdI7OxxmaEse3ZQmFF9+OZ/VbhA9uRdAbsQ2fganvGKL1FZhbHEIloxnLoIkYS/sn9H4lGdFsQzKmJpXiQT81z/8uRSsuuHMltvHn4Jp+SVLKozMEw3E27el4MXzV9hoG9E4s1BbkmPn996ey94iblVtqyHUYmTG6lDynCbMxM1keRdX4ZF0FC4/JG9Q2BbnrH8t4+KezukVbTZR1OCedT6zxCKF9G9q2m6wUXX53SlVkZ7BbDHz3ouH84n+X4Q2kahR/78LhJ8Wwr9OJOJvNxoQJEwB48sknGTp0KBbL17Pv/6uMKILF2PGf1WSQEQUBRdHwBtLrHgH4QzGUjqWWvhCqqnG41svfX9rEzkOJyXqvIhs/vHgUfXs60HejmHuWjml1uTkevkCURk+IjXvqkSWRUQPyybEZv/Jaa9909DqBW84sxP/SPckVSDXkI7rmNayVWzj/zB8DYLfqmTuhJ28vO5j2OFNHJhySROH4luPOFpdOty9CTqyO4Jt/oFWwVVNiRLZ+jFyzB869EzJJxMl6TI4clA9/z49GzINZ/dBiYcSd7xJ5aweuK+5J2T0YVnBHjNQ2qViMMrmiQK5BS67sKeEAjR/+N9URq4XmJc9jGTQxM/0bQQQE0pkNAAjHJNhkex5Wex7WwVM6f440NPsivL2svQsYQKMnTFWDv9sCENmeR+GC21H8TcQaq5GsTnTOwowDqFaMhb0pveFP+HeuJHJ4G7KrGNuoueidBV8rd+evG9kY8quD1dzx89xkkBO3MCDu73ixRQn5SZbedgPRxiM0vPso4UNbAdC5isk767sYegz8yonmf12QDGYkw/Gf10rYnzDvObAZ0DCVj0Sy5iSqYrJ8ZRFkA+rUG7n9/zYRaYn74iGV15cfYe1eK/deeVGLfIUD2+gzcS99Ie1xbKPmthxQQDRZOzQ6aE26KwEfWiRE7asPtmnqqnECLUm5ggt/mlEiTpANGArLqH/r79hGzsY++gw0JUZg50pqX32Q4itTY8hQJI47aqC2WcGol8kTRFx6LWlwpsYiNC99Ke378K15G8vw0zBnkIgTBJAlgbiS/t5qOMZ0LtdpItdpYuLQ4k6fIx3N3jAvf7wn7ZgvGGNfpbvbTA5km4uC825B8buJNlQime3IOUXIdleXpJN6F9l58MczWL2thg2768lzmjhrUm+K8ywY9adwa+rRTJgwgdWrV6PX6xk1ahRVVVX85je/4ciRI5x11ln84Ac/ONHXmaWTiKLIvCnlfLKuMu34/Gl9cNoMCILAlBElrNuZXqx89IB8rKbu+ULWNQe582+fEQy3lf0ervHxi398xsM/nUXvosxd7zz+CDWNQT5Zd5i4onHa2J6U5FvaOclk6Tpuf4Qn397OB6tTNQe+ddYgzplajs2cnQSfqijhIGrQQ6y5BkFvRLbnI9tykm1DVlkhuOoF9LmlaKMvIGrMRRYFpMoNxDe/hzVSD5SglyUWnNafDbvq25W7X3P2YPJatCIcVj1nTS7j9U/TCzhPHJpoSZRjfuIrniFdYireUIHgqYaSzgcQgihhLO1P3N9EYPmzye2i2U7Bgp+hHXWeZm+YJ9/ZwYdr2r7PTpuBe2+YRJ9SB6IooAQ8KatwxxLctxF9fq9OX59osmHqO5rQvnStGQKmXkM6faxMiESVDpOiAFX1AUb065r4cbM3TCSmIEkiOTZDWg0O2eJAtjgwZNhGkA5BENG7inBNuQB1wjwESc7qWH7FyMaQpzanje3Ja4vT37vPnlKW1O+0DppEYOuStPuZykYg6LsnuR9z11H15N0pCySxpmqqn/stpdfdj6G4b8bHVEI+4u56fFsWo0XDWIZOQ5/fs0syAFnSowS9uFe8hmflmynb7RPmkzN1AZI563h9qpJ0Q22uQZB0yM4C5KPcUGOikReX15LvNDFvajm5diOiKLDrUDOLVh1ibyMU9UzEaPZRcwjuXkO0NnVx0D7xPHTOhJOnZHHgGDePpk+eTns91hGnJa4rHsG98o20xlZxdy3RukMYS/q1G+sIQZSQnYVYBk/Bs+INWmNT0Wih4MKfosXbHICPa3DWOwdZEon6vQR3fNbh+QLbl2Eu7nxcZLfomTG6Bx+vTa+jOmlY17TfPo9YXG1XQXY0h6q9TB5e0qVjx/1utFgERAnJ6kCU2i8ESWY7ktmOvqDz8fbxKMq1cF6LcZkoicnE6cmgS5mW119/nZ///Odcf/31jBo1invuuYd169YxdepU/vnPf6LT6fjud797oq81Sycpybdy7vQ+LDxGeH1IuYvpI0uT1R6jB+ST5zTS4E4VzTToJC6dOwBDN2SGVVXj0/WVKUm4VuKKxosf7uFHl47MKCvt9kd4fOG2lBvT+ysPZU0nTjDb9je2S8IBPPPeTkb1z2fQSeitz/L5KAEPzctfxbv6bY4OKgovvhNjj4EIkpxwvrMUUNn/Mv7z/mFqm/YiCDBmQBnXn3cv4UOrsLSU4+fnmLnv+1OpbQpQ7w4hiwK9ix3k2AxYTIlkrE6WOH9GX7bsbWinNXTLpaPItScmaJIWI1qTvlILQK3cAoPHdPq9SmYbPkc/1lgsjLj4bMRAPYLeTH3MSJXbwIiyRKCvKCofrD6ckoSDRIXeXf9cxl9uO41Clxk0hY6q14BE8JABktFM3hnXUfXkvqT7Viu5Z96A1OKa2hU8/gjRmIIoCjhtxpTAwqiXMBlkQpH2911IaMVlij8YZev+Rh5buI3qhgBmo8y50/owb2r5l3bPzVbAfTXJxpCnNvk5Jr511iCeeW9nyvbyEjvzppQnk+2G4n7pHQFFGddp3+q21sTQgU1pq5TRVJo+eYaCi27LqFI5HvTiXvZKiw5RAt+mjzD0HEzhhT/Nmk6cICK1B9sl4QC8q9/C3HdMsuUvy6lFWjdUvZGCC3+KqfdwRJ2eQDiGKAhcfvpAnn1/Z3KhdljfXH565RjWbq9lyogSRFFEtudSdNnPibgb8Da7EUURZ2EBsiUHydziuC5KWIfPJLB3A5GKbSnX45pzTZtrqhonfHgHHRE6uAX7qDmdfq+S2UYwbzArquyMvHhWIobUGXGrFvY3S4zpl4uZhJ5pZwzONE0DteP2MuWoxF5nMOhlrjxjIFv2NlDvTnV3vfLMgeR20TgBQAn62kwTLE6Eo8yxdLKI02bA7Usf8/YpdWZ8PjUSJHxkN40fPE6soRJBZ8Q+5nQcE8/70u65Ot3J78DrUqbliSee4MILL+T222+nvr6e5cuXc9ttt3HDDTfw2GOP8cILL2SDqG4iHldo8kWoawoSiSmU5Flx2gyJdoEW7BY9l58+gNlje/LR2sOEIgqnje1Bz0JbygQpP8fM/TdP49lFu1iyoZK4ojFqQD43nDeMotzuaRmJxOJsPE5/+86DjQTD8YwScQeOeNKuDqzZUcvmvfXMGtOzS9eapQ1fIMorHZQlAyxcuo8+PbJtxacigT1rUyYYAGo4QM1zv6XHTQ8nBfMby+by+yfbAh5Ng3W7GjhcG+C+a6YftV0jpqis3lbL6u01WEw6LpzZF6s5tdUwz2ni59eOp7LOz7odtditBiYPKybHbsDU0j4vyzKC3pjWQQtAl6Z9UQl4UKPhxOqZxYEot62ehf1+Xlx8iA/WVDCsTy4De+fgD8VYseUAvmCU//3pdKwkWjVfW7w37TmD4Ti7DzdT6DIjyEYMPQYSqdyVdl9T+Yi024+HzlVCyXX/Q3DvOoJ71yHb8rCPOQPZWdAlXcZgOMa+Ix7+8+ZW9lV6sFv0XDCzL3PG90re73PsRi6c1Zdn32//PgpdZorzMrvfa5rGup11/OmZdUddR5wXPtzN/ioPP7lsNPYuuN5m+WaQjSFPHpqqEPc1E/fUo0VD6FzFiBZHSkuh1aRn/tRyJg4t4uO1FfgCUaaNKqW8xE6uo+0eJdtzKb7yXpqXv4p/82K0eBRjryHknn4dutyuVUd05vqDaSuKE4Sr9iSeJ5kk4pqq2z0jASIVO/DvWIFj/LwuC5FnSaBGQ3hWvtHhuGfF6xhK+39ua2uWL59wxc72bqjRMLUv3k+Pmx5Gn1uKoqjMGF3K7x5blWKUtXVfIxW1Pn7+7Qkpv6HGmJEPtyks3+zHoJc4b7rAiP46jk6/yDYXrvN+TLy5huDuNQgGM9ZBExGtrmSiXZD1SGYbSgdt8ul0aL2BCMFwHFEUcFj0KUUnHn+Et1dV8erifQzsncPQPrmEI3FWbDlAsy/CQz+egTMXmr0RXkhjdggJU5tWgzNFMmLoM4bIvrVp9zX0n5h2+/EozLVw/w+nsXlvA8s3VeG0Gjh7ahlFuZbkYngmqLEI0bpDNH7wBJEjuxANZuzj52Efc2YyIeayG7ni9IH849X2un1Oq4HyEkfG5w1X7KTmhfuS/9ZiYTyrFhI+sofCBbd/YzQ/u5SI279/P7/4xS8A+PTTT9E0jTlzEhnn4cOH8/DDD5+wC8zSRiSmsGl3PX96Zl2yskEUBS6d059zp/fBbmmb+NgtBuwWA/16Oo97zMJcCzcvGMFVZw1C08Bi0nWr3pdOkig4jhZRjt2ITu58m1E4GueNpelbKADe+HQ/YwYWpHw2WTInphy/LLnJF0FRVMgm4k4p4v7mxCpmGjQlRmDPWpwT5hNQDTzxcfp29np3iP1NUNxiolzVEOC2R5YQCLWt5N3/5FqmjyrhpgtH4GhJwDR6QvzxqXXUNQXpVWwjctjN84t2cstlo5kyvASjQSYqWzAMn0t4XftJEIKI3LtthVyNholU76Nx0X+I1h1CkPXYRs3BOfnCpN6YLyqwq8LNvTdOYtv+RrYfaMRm1vPdC4ZzpN7P+j2N9ChxEYur+EMdr0QeqUuYU4h6E65Z36Lm+d+hxVO//5bBUxDNXXMb1TnycYw9C9vIOQii+IWcBbcfaOLX/16Z/Lc3EOXJd3aw82ATt1w2Goc10S569uQy/MEYby87gNISKfft4eCOq8elTK47Q6MnzH/e3Jp2bM32Wpq84WwiLkuHZGPIk4OmxAlX7KD25T+iJsXSBezjzyZn6sVIlrbJlNWsx2rWc8N5x59gyY58ck+/DueUBaBpiAZjRuLjmSKIEjpnx+1XsjUHpM7fTzVVxbPu/Q7HvWveTpjkZFtUvxBaPNauCvxolKAHLY1DZpaTixL00vzZi+kHNRXf5k/IPe0qREnkzaX727nVA3j8UQ5UeRhcloMgCNQ0Brj9r0tTqqsefHY9owfkc+uVY5KSQk3eMA89v5P9RzyUl/QnFlfZ/fYmbjhvGLPHJbSpo7IV/aizCX32bPsTA7qBU5P/H40pHKjy8K/XtrCnwo0siZw2tgeXnzEwqW8WisRZt7OWX14/kT2Vbjbvqcds1PHtc4bg8UdYsbmK/r1yUFS1XUXa0RyqTlTsGg06lGmXE63Y2m7BWVc+JmPDqlYKcszMHd+LmaNLEQUBKY0kSGeJ1hyg6qlfJqsd1UgQ92cvEzq0lcKLEgkxURSYOrKEZl+YVz7ZS6zFtbVXoY07vz2e/JzMYsi4v5nGD9o7bgNEKncS99RlE3HHw2634/cnnHGWLl1KSUkJZWVlABw+fJicnOwDqzuobw5y3xOrk7bBkGj1fP6D3fQpdXS5P9ugl8n/kgQKZVnk3Ol9+bgDDbtL5wzISGtMUTVCadpcWwlF4imfV5auYTHKjOiXl7Y1FWDc4EIMui9f5PJY4gEPcU8dwT1rEXQGLP3HI9lcmQnqf43QVIW4p+MK1Fh9opI0qgrsq+w4SN60r4mpo3sRCsd46p0dKUm4VpZurOKCmf1wWA3EFYWFS/az+3BildK9py3gevj5DQzslUNpgQ1/RMPbaybmql3Eq4+quBREjKd/n3WHo8xqmXNFavZR/fS9JE0d4lG8a98lXLGTosvvQrbmoGoqN5w3jAefWZeSOF61rYZ5U8ooL04k7PQ6kVyHkUZP+kq81gUMNeJHjQYpuvIevOveI1KxC9FswzZyNsaegwgf3oHe1fXKj6Or+bpCkzfMv15L7yy2enstjZ5wMjHqtBm5+uzBzJ/eB38gikEv4bAakuOZEAzHaO6gRQFgf5WXsi6skGb5ZpCNIU8OcU8D1c//LmnIk0DDu+Yd9Pm9sY+e26XjirIeMQNB9C+KbeRsPKsWkk42wDnlIuQMWvw1TUWLBDoej4W71XTim4JoMGPqM6pD13BTn1GnRDWcEvQS9zYQ2L0WQRAwD5yAbMv9xppJaEqMuPv4MaSqxFEVNRnvpWPTngbOnlJGNKbw2id707Y4bthdz+EaHzk2I6qqsXhdBZv2NACweW9Dcr9HX9/CsL65lJscBCMK9Tkjyem1hdjhLUcdTcAw6zrWHIoypzSx5XCtjzv+9llyThhvkSjZur+RP3x/KrlOE6qqcf15w/jLCxtS4sO1O2qZObqUScMSmsWyLNKz0EZFrS/t+x1S3lLbFwkQdtdhv/w+whveRTm0CdFoRhh2JpayYcT2r4W8eR1+bp+H7gsWPyhBDw2L/p1WYy9SsZO4uzaZEHNYDVw8uz9zxvfCF4ii10k4rHqcXdBi16Lh9pIGRxGu2ImxdEDGx/0q0qWZ88SJE/nb3/7G3r17+eijj7juuusAeP/993nkkUeYNm3aCb3ILAk+XF3RYVLpuUW7GFKe26VJ1ZdNcZ6F7100gkdf35Lyfi6c1ZeBvVMDcDUeRfG7ibtr0VQVnasIyexA1Cd++GaDzLSRpWw/kN5ZZ/LwIqxdMBFodQddvb0WTdMYP6SIPKfxG1tZZ9DLXHRaPz5dX0k0nnrDtpl1TBtZgngSxS4hscLS8M6/CO5Zk9zW/Mkz5My8HPvYs7p1lf5URZR06At6Ea07lHbc2GMQAJIs47QacPvTJ1eKchMBsj8UY8XWjh+en206woBeObh9Ed5ZcTDtPpoGq7dVc2GBDUkUuO/F3XznjGsoHx+B6h1gtKEUDuap5XUMadHYVQIeGhc9RrqJV7T2ALHGI8jWHPSyxFtL96et3nxn+UFOn5BoU3fZjVx11iAeeWFju/1yHUbKiluSSIJI7ct/wjHhHBwT5qONPRtBlIj7Gql77c/Yx3c9gDoRBMMxahqDHY7vOtREn9K2hJjRIFNskOELSg/oZAlB6Hh+ardktduydEw2hjw5BPauPSYJ14b7s5cx9x/7laj8kh155J93C/Vv/Q3UNhMa28g5mPqMStlXi8eJB5qJu+vQ4lF0ruJEDNkiAyBKMtah0wjuSd86Zuo3FrELC3lKKIDibyK4Zy1qPIa5/xh0jnwk8zdzgUKQZOyj5+Jd9x5aNLWSSNAbsY85Iyn8f7KIB9w0fvjfFAOS5iXPf6PNJASdAX1Bb8KHt6UdN/YcgijJ6HVxXHYjwbA/7X5FuWYkUaTZG2LJxiMdnu+D1YcZ0S8Pty/STn/taD5aU8GN5zsQBPjLmwe4fMbFDBxzEULVNjS9GbV4CK+uacTpStwf/MEoTyzclnYOXd0QYE+lm1ynCb1O4tP1lWkXaT/dcISzJpcBkGMz8u15g/nd46vb7We36BlS3iKrIkDw7UfQDT8Dw+j5aCPPRhBFlKAP71sPYR0wvsP3+GWgRsJEa9InxwGCBzZh7DEw+W+DXqYoV/7i8lWiDJLc4fPo6Orsrztduuvddddd3H777fztb39j8uTJ3HTTTQD84Q9/oKSkhNtuu+2EXmSWROa+oi595h2grjmULBU91bGYdMwZ15MxAwvYU9FMXFEZ0CsnRewdQI2ECO5dR/1bf29rCxNlXLOvxjZiFpLJiiAITBpWxKuL97QznbBb9Jw5qSyti9/x8PgjPP9Bwgmnlaff28npE3rx7XOGfCWSnd1BUa6FB26Zwb9e28z2A00IAowdVMAN5w2j0HXyK86Ce9amJOFaaf70eUx9x3wjE3GSxYHrtKtSdBhaEU1WjL2HAomg4oKZfXji7fait6IoMH5Im3OpKEBHdxqpRQNEicc7NAYAaGoJcpw2PXPH9+SBV/ZgMenoUdCDcCTOoZptiAJcPT+hwabGIkRrD3Z4vNCBzZh6DyOmwrqdtR3ut2F3Pf16uhAEgZH98/nWmYN4dfHe5LUO6JXDjy4dRU6LtppksmHuPxbPyjfwrHwDQWdIuGZpKiBgKstcI+5EIkti4u/RQUKsK4sQncFu1TNuUCFrdrT/rI16iV6F37zfWpbOk40hTw6tFdDpiHsb0NSOnZVPJUS9CcugiRh7DCRSsx8tGsZQ0g/JmpNSuaTGIoQObqHu9T+3tYUJIs5pF+MYd3YysWLoOTit6YSgN+KcciGiLrOYTwn58Kx5J0VXy730BcyDJpF35ne+MS1XxyI7Cyi99vc0LHqc8MFEJbexbDi5p1/fJr5/EglX7EzrAuxd/RaWAeMx9R52Eq7q5CIZrbhmXUnVk3e1GxP0RiyDJgGJivuLZvXjLy9ubL+fALPHtWl1H2/RvtVkKhJT8Ac7lg9p8iaSuTk2I+dML+eRN7ZhMsj0KiolGlM4WL0dTYO/356IccNRha37Gzs83qqtNUwaVoyianx2nEThii1VDOubqP7t28PJjecN5blFuwi0dGaVFdv5yeWjcTkS9wzRbMc6fAa+DQuJbliYiCGVeHIBwXr+jzs815eCKCJIOjQl/WfdXfMmyWLHOnQG/s0fp7kmOVkk8E2gS4k4l8vFf/7zn3bbn332WUpKukeg9ZuOLIkMK89h9bYajHqJYX3zkCWR3YebafKG6VNix6j/6uhztVZmHE8kPOaupe71h0mpglHjNH34OIaisuRDMT/HzP0/mM6rn+zhk3WVqKrGtFElXDp3QML5MEMOVHlSknCtfLD6MJOHFzN+SPfYQ5/qyJJIn1IHd183kUA4cdO2mXVdEgc90cT97pZWlYR4qy6vB6gK0fqKhI7FuvcxzLvpC2lxfVUx9BhA/vwf0vjhE6gtq5X6wjIKzvtxMvgNReKUFTuYMKSQ1dvbkiuyJHLzghEEW/7eFinGtOEFLN6YPtk1ZXCimsIgQf+eTvZUuNPuN2ZgXsvxJeZP68P2A01sP9DErkOJ1gZRFLjz6nFtDlCimAhgOnAplVqqOARB7DApBSRXQxVF5cM1h9lb6eGWy0YhICDLAgeqvNz3+Cp+972pFLrMiAYTuXOuIXJkN4q/OeX8uWdcd9InVHaLnglDi1i5tabdmCwJ9P8cjdCuYjHquOmi4VT+0091Y1tbl04WueeGSVmn6izHJRtDnhwMPQbh2/ghgqzH2HsogqwnWr2fuLcefUEvRKn79IFPNKLOgJhTiC6nsMN94p56al/6n9S2K03FvfRFDIXlWAZOAEBnz6PoynvxrnkH38YP0eIxzAMnkDPjMnTOjo/fEbGmmnbi9gDBnSsJ9R+PbcSsjI/5dUAQRPT5vSi86DbUSAA0EE0WJOPJb/tUQv42MwlJRp/fEzSNaN1h0FQ8q97CUNI/46Ts1wF9QS8KLvoZDe89mnQr1uWWUnD+T5BbWtLDkTgOm4GZo0v5dENbIksSBa4/b2hSk1eSYMqIYt5bkb5LY+qIEgRBQC+LDO3jYv2u9G2xE1rmYaIoMHN0DzbvqWftjrq2GFKAWy4bRZ4zEYsIAljNOjz+9FrXrbGmJIJ6nFb0uNIijaJprN5Ww9qddfzgklEtOm0CR+r9/OG/a/jtTVMozrMgynqcUxcQOrA50dl1VAzpnHYJkv3kOjJLZgfW4TPxbfwwzaiA+ZgK4xOFqDOQM+MyItV7idUfJXkkShRefDuS7dSvzD5RnNA64GwA1b1MGpyHGC9jTKmItH85QjxCfNQEKmO9cDrtWAxdF2s8UWiaRqMnjCcQQVMTlRO5dmPGQpKqEsez5m3StaIBNH/2CvrCPkjGRKKt0GXmhvOGccmcRE+5zaxLccLpLKFIvEM3RYBXP9nLkPLcbjW0ONWxWfTYTrXWM01FCQfImXk5+oLeRI7sRpD1uGZfhX/7cuKBZjRVTUnE+YJRguEYgiBgN+sxGrq/LaLZF6aqPsCqrdVYTDomDy8m12Hq1u+TZLRiHT4DY9lw1LAPQZSRzPaU0u9AKMbvHl/FpXMHcOakMg5We7GYdOQ5jbz92QGK8iwM7O1Cr0W5ZHI+G/e522l8nDG2EHukFijBIkS4fm4P7nrC3S4x1rvISrG5LRjKdZj4f98eT21TkK37GnFa9Qzrk0eOw4ihxVpcMjuwjZqLd83b7d+gICaDBYM+oWV4tJ7I0YwZlJhUNfvCvPHpPgLhOKu3tU9i7TrUlEzi63KKKLn2D4QObCa4ezWSLRf76NORnYWIXdS0UcJB1KCHuK8J0WBCsji7ZNduNuq44bxh7D/ioa65rd1HFAXuvGZ8tybECl0W/vCDqRyu8bH9QCOFuRaG9cklz2FEzsBwJ0uWVrIxZPdiLOmHY8pFGEv7E9y3ATUSxDltAYKsR9AZEPSnRgI97mtCCXrRlHjiWWXLyThJqGkavs2L02ofATQvfRFjz0HJqjidI5+c067EMWE+AKLRkpRAyei8ShzP2nc6HPesehNz39HfqNarY5FM1lNOc01T46ihAPpJlxMuGc3qQ35EAUZOtyLvX4ZStytRyXRUIs4fjBEMRwEBm0WHydD98wK3L0JNY4AVW6rR60Smjigh12nKSFs7U0SDOVGBWtofJeRHECVEsy1Fi9EfivHn59Zz1qQy7rlhIodqfBh0EkW5ZhatOsS2fY0MLXehKDBleAnrdtZR35zaojxhaBGxuIqqaqiaynkz+rJpT0PSXKqVolwzeUeZ/rnsRn58+RgamkNs2luP1ahjeP88XDZjMq532oycO70PT7+7M+17nDE6ISRnNkpMGVbEkk3pJVhmjkp0hzR7w7z40W4aPWE27m6fLFy3s5b50/oAiXtLydW/IXR4O4HtyxLx7Jgz0OUUdTkJHQrHcPsjNHrCGPUSTruRXLsxY3dnUacnZ9olhCt2EGs8uhJQIP+8HyYXubsDnSOP4it+SayxitChrch2F6ayEUi23C+sn/xVokszz0GDBn3uH3vHjvYtTlm6jqaq2Dx7maxuxf/a2ySLSLd9Ss+SAbjmXosSNHVpMneiiMUVdh5s5k/PrKPJm2gDsBhlvrdgJBOGFGI2dv6HpcWjxI8j5Bh316LFI0DbRFivk1Juzl0hrqj4jlMO7Q1GiStfjRbgo1HCAUBIJi6/bogGM/nzf4Bv4wc0f/p8yphz+iVYh81I3tjjcYVDtT4efW0L2w80IYkC00aVctVZg7qse6BGwygBN3FPA4KsQ7LnIltzUhJ/TZ4wf3x6LduOKo9/+r2dXDt/CGdN6t2tlYWCKKFz5EEHgtqKqqGTJZ59fxeyJFKQYyISU5I6GRe1CO8LeiP6zU/x+yvmsXJ/mFV7vFhNMvPHuCiKHMRmaplIC+DY8Tq/u+Z8/vNRJfsqPRh0EnNGF3LeaCv6A8uhd1ny/Dk2Izk2I4N6p79/ibIO56TzCVfsIFpzVLWqIFJw/o+RWu570bjChbP6sftwM+FoapvVtJElBFvaB2JxLdlKkI6q+lSdE50jH92oOdiGzwRRyjjYOZq4303T4mfwb/qE1oUG2VFA4aX/D0NB75R9m7whjtQF2H6gkTyniaF9csl1GFMEeotyLfzPD6ezt9LNpj31FOSYmTi0KKl30p3kOkzkOkyMHljQrefJ8vUiG0OeHGJNNQiSnKgSayGw7TN0+T3JP+dm1JDvpFb8aKpCpHofda8+RNybmNwKOiOuOddgHTI1o+SNpirEGo7TiuupT8gMHIUo6RBbHLi7iqYqqMdzBw35vjItwEejhIOA9rU1vhINFvRzbuLldX7eeydVD+2S6cOYN3V8UldQUTUqa338+82tbNxdjygKTBxaxLXnDKEkv2uJlUg0jtsXod4dQhQF8pwmXLbURa1mb5i/vbQxpWvh+Q92s+C0flx0Wr9u1bAWBBHZntehy2dcUTHpZV7+eA+SKFDgMhNX1GSybe74nmgaWEwySzdWctOFw9l/xMP6XXUY9TLTR5USi6sIaIiigCCIvPXZfv7ft8fzyid72HmwGVkSmTqimNPG9WTJhspkiyiA02rAaTUkjbaORRIFTh/fm02769myL7VF9eYFI5NzR33Uz6VT8lm/uyFZxdfKhIG55GqNQAGKqnVo9gVwuCZVSkq252EbNgPr4CmJDg+h64uVbn+Ylz/aw8KjXGpddiN3Xz+BPqXOZHsvJLSz4821hA5tQ7LYMZUNR7LmpNznZUcexd/6FdG6QwT2rkO2urAMmohsy+3SYkQmyDYXss2Fqeyb1/bdSpcScT/4wQ/aBVGBQID169dz+PBhfvazn52Qi8uSiiBK+Ne2rwiJVu0mvG89+vFnn4SraqO2Kcg9jy5Plu4CBMJxHnxmHQ/8aDqDyjqfJBRlA4bSAYQr0gfjhqI+iPovlnRLh9kgM25wYYctdeMGFWIxnXx30M4S9zYSOrAJ36aPQRCwjzkTY68hJzVh2x2IeiOKv5ngrvbCqe6lL1FyXdvEo6ohwM8eWZpMqCqqxqfrK9m2v4E//nA6+TmZJSuVoBfP2vdwL3s5qfsgGq0UXHQbxl6DESUdiqrx8boKDlV7OX9GXwb1ziEWV1mxtZon39nBmIEFlJ/EFl+DXmTWmB68u+IgcUWlqiHVRW78kEQlmWSy4Zx0HlVP/JzJPQYxadBgxFiI+GfLwZKDfvgvgISGjxR24/j0T/xs3HzUM/ogqDHEPUuIvLIC15X3ZHyNmqbhmHAugiAQrtqDZLJhKO6LqiqgttiuqxrPvLeTX1w7gSUbj7BtfyN2s57Z43qiaho7DjQysn8+ep1IvtPUof18/17pVwG/qJi0psTxrn8f/6ZUXYy4p47qZ35F6fUPJBKmJFyyf/2flRyqbgvoZEnknhsmMqxvbkoyLs9pIs9pSjp6HY+4rynRHiHJSBYHonyKVbdm+dqTjSFPDqLRnLZlMlZfgX/LYpzTLvnyL+oo4p56qp++t00TmIRraeN7j6JzFmDuO7rTxxIlGWPPIR2aMOgLyxC6Ieko6gyYB04gdGBT2nFT+cgumT+cLOK+JsKHt+Nd/z5oWsIQo3wE8hdMWJ5qiLKOgxEn761t3xHz0tJKxg6bTF5L8qS2McDP/rIkudinqhortlSzbX8jD/1kZsaSOP5glI/XVfD4wu3JuNRkkPnplWMYPSA/2d2zdkctW/Y1Mm9qOcP65KKqGqu31/DGkv1MGlZ8Us3kjAaJWWN78NJHe1BUjepjYsipI0sRBAGTQcf5M/px68Of0qfUwaDeLmKKyvOLdiHLIr///lQgkbDTyRL/eGUzZ0zqzQUz+iXaQbfXct/jq7nzmsxNDlRNY+6EXsybUs7OQ02YDDIDe7sIReJJ2RINDeGjv/DHb/+ARZvdrN7txmzUMX9cLoMsHsS9n0G/weh0Er2KbO0Sbq0M7Zv+9/GFY0hNY9mmat5Ykiqf1OQNc9c/lvPXn81KanbHvY3UvvInIlW7j7oAkYKLbsPcd3RqMq4lIdaZe2zc35zQ3BSlRAz5DWzXPpF06Rvxox/9qMOxO+64g61bt7JgwYIuX1SWNAgQ2LG8w2H/1k+xjznjS7ygVBRFZdGqwylJuKN5dtFO7rx6XKerfgRJSjgsrX03JShLDCbEdrsjUy9JInPG9eStz/a3q4wzG2XOmlyGLJ0aOmOaEkcJekEQkMz2dvpncW8j1c/fR6y+TYshfHg7hp6DKbzwp1+rZFw84MGz6s0Ox30bPsBQVE44qvLs+7vSVjU2uMNs3tvAnPG9Mjp36PB23EtfSNmmhv3UPH8fPW76M3pXCW5fmJ0HG7ntW2N5c+k+Fi7dh0EvM2N0KXdfN4GlG45QXtJ9rSqNnhB7K90s3ViFw6Jnzvhe5Oe0tTOY9DKzxvRg24HGdoHFpXMGpCSf9fk9Kbn2DzR+8DjRNa8g6IzYRs/FOfG85HdKMlnJnXstR574OSx5POV4hpIB6HIza0FTY1Hcn72Eb+OHiCYrutweaLEwzUsS1Y89vvcX9IZSzEYdsizwm/+sZNKwYk6f0ItQJM7rn+6jujHAgz+eASQqua4+ezAPPbe+3bnyc0z0Luoed7S4vxnP6rfSv8egl1j9YXSOPMKROE++uyMlCQeJVeffPraK/71jdsbVm0rIT+jAJpo+eoq4tx5B1mMbNQfnlAuRbV+vSVWWU5tsDHlyCO5tf79rxbd1KY7JF36JV9OewM5V7eO9Fpo+fQ5Dcd+MnCstgyfR/NmLbUYNR+GadUW3tUea+43FbX0Zxd+csl2Q9V0yf+guFEXFE4iCBnarrl1sG/c1UfvKA0SOtE3kwxU70BeUUXTZL75WyTh/MMorizt26Xzjs4P0650wenrj033tKu4BvIEoyzZXccGMvsc1JDiW/VUe/u/1rSnbQpE4f3hiNX/92Wn0KrLj9kdYs72GO68ZxzvLD/LgM+sSFWIjS7j7+gl8vL6Cfj2dGZvTdZYmb5gDVR4+XVeJySgzd0IvCl3mZPLPbNAxdlAhG3fXtytkmDe1HIdVn/xMSvMt/OmWGTy2cBtvLNmHXhaZM74XF8/pn6xMMxl0XHX2YG59aDHPL9qVcrzexTb69cgsXo4rKu8uP8iLH+3GYpTpXWwnElN44cPdaBr85bZZWM16RIMZXU4BoZd+zln9xnP6tKEIcS9sf5VIQyWub/0KSFTgXTd/CL/+96p253JY9QzOoPAkE5q8YV74YFfasVAkzvYDTRS6LKjxGJ7VC1OTcACaSt2rD9Lze39BdH3+wu3RKOEg4YrtNH7wBPHmapBkrMNmkDP9suQCcpbMOeGlPRdeeCE/+clPuPfee0/0ob/WROMKzd4wFbV+wtE45cUOnDZ9W+JK01AjwQ5fr0ZD0PVuqS9MNK6y74i7w/GKWh+RqIolgyI22VFA8bd+Rd2bf0386AHJ5iL/nJvRZXgDyYQCl5kHfjSDJ97exuptNWjAuEEFXHfusC6ZP3QHMXcdvg2L8G1ZgiCIWEfOxjZydvJmqGkagd2rUpJwrUQqdhCu3Jkokf66oLYkJTsg7m9CU1WCkTib96YXfwVYvqWamWN6dDqYUQIempe8gM5VjH3sWYmyfUEgXLET36aPCGxbhn76JaDBvKl9+N1jq5LuxqFInPdXHmLb/ka+e8FwNE37Qi2PHdHgDvGrf69ISeq8uXQ/3zpzEPOnlWM16zFIKjZdlEvn9CcSU9m6rwGzUceYgQXUNvqwy21Bp6gzYCzpR8GFt6LFogiCgGhxIhlSf9y6/J6UXvc/NH38FKGDWxCNFuzjzk7oq2WoO6EEvfi3fAqAGvITqUzV+QjuWYc+txSbWc93LxjOHX9dymebqvhsU1Vyn3GDCyg4qtpx7OACvr9gBFXVTfQt1OMPqexrVLhs7sAv3OLeEZoSQzvOfTzaeARzvzF4AhGWbkjv3BWLq+ytdGeUiNM0jeC+9dS/8UjbtngU79p3idQeonDBz5C/wZpFWU4dsjFk19CUOHFfE7GmKtRwEH1BLySLM9VF9Dj3Hi0aTiianyQ0VU1J+BxLrOFIu1bSz0O251Fy9e+oe+ORZJuqZHGSe9Z30Of3/pxXdx2dI5+Sa35H0+LnCOxcAaqScAede12XzB+6g/rmIB+uOcyHqw+jahozx/Rg3uRyCo6KccOHt6f9m0TrDhLYswbH2LO+zEvuVmKKisef3gwKEtps8bhGNB5nQxpNsFZWb6vhrEm9Oy3F4w/GeG7RLgpyTMybWk5xrgVBENhb4ea9lQd5Z/lBvnP+MFRF45xpfbjv8dVJl3dFVfh4bQVb9zXwo0tHoShqtyTiGj0hfv/EGnYfbkssv7P8IOdO78Plpw/AbjEgigJ6ncg5U8sB2LSnAYNeYuygAuqag+iPquCXZYk+pQ5+fuUwhFgIEBDNNoym1LirJM/CQ7fO5Kl3trN2Rx1GvcRZU8qYP7UPuY7MYjS3P8I7yw8AiU6t7QeaUsYXr6ukvMSBZDCTe9pVHDmwmcieVbCnLdFm6DEoYQTXwqAyF7deOZod+5voUWAjElOoqPVx6dwBKbHmiSSuaDT7Ov6eHqzywlhQAx686z9Iv5OmEty/CUeG8+hI5U5qX/xD2wYljn/Tx0Sr91N0xd0Zx/VZEpzwRNzhw4eJxzvW3snSnnAkzobddfzp6XVE422VOudOL+eyuQNxWA0IooR12HSCu9u33gGY+49HPInOQ3pZpLzIxuY96UXSS/KsGDJ0dRUkGWOPgZRc81uUoA/QkEw2JGtOtyQskucVBEoLrNx6xZikfbbFrMOSgcZddxLz1FP11C9RvG2ftXvpC/i3LqHkql8h2/NQQz58G9K54CTwrnsfc5/RSc2LTFCCXtRwAAQB0WQ9JRyvRIMFQ88hhHatTDtu7DsOUdYhCgpWs75DHcAcmwExg++WpsTR5fXEOmgizUtfJNZQCQiYykdQcMFPCe5ejaapaGi8vWx/Mgl3NJV1fryBaJe+0/GAh7i3gXBLosvUe1hC/6GlWjSuKCxcur9dZRXAM+/vZNKwIqxmPWrIB+//mfKZN7FkVwC9TkJVNXxNTYyxeWDrSph9NZBYFYs1HKbxoyeJVO5KVMSNOA3HpHNTJhmirMdQVE7BRbehRUOJyk2Ls2vOtZraob06kPg+ttC72M6fb53F0+9uZ/PeRuwWPefP7MvUESU4bW2VCDajxNwBOpoblhFevwXJZGPmpPMxGzOb7GWCIOkRTbbE550GfYtGXCyutRMoPppjjTI+D8XfRNNHT6Ydi1RsJ+5tyCbispwSZGPIzFHjUcKHt1P78gNosbbqL+vwWbhmX510d7YMmoRvw6K0xzD1HYWoP3kLjYIooi8qJ9DBM1znKkbIUMBbECUMReUUf+tXqC3abJLJhmTL+UIaTZ1Bl1NE/jnfxzX7KtA0RKP5lIiVILE4d/c/l6dIULzy8V4Wr6vkjz+cToHLjBIJJtpRO8C34UMsg6cgZ1ChmHxtIIo/FENDw2bWd6vRQGexmHSM6JfXTpajlVED8jEaZFRNw2rWQWPa3bBb9EhS52O5aFwhx2bgvOl9eW7RTg5UJRaUh/XJ5adXjGHpxiNE4yqiCJ+srUgm4Y6mrjlEZZ2f4X0zr0ryBiI0uMNs2lOPQS8xsl8+OXZDMpGoqhqL11emJOFaWbh0PzNGl2K3GPD4I/zrtS1ceeYgtu1rQK8TQdOoqveT6zTxxqf7+OGloxBFgXg0SrShEvfHTxI5tAVB1mMaOhPnlIswutr0ZmVJpHeRnZ9eOTZprOaw6rvWlaRBONrxc8UXbKvE1bmKKb3hAZqXvkhw3wZEvQnH+LOxDpuZkmwyGXQM7OVi275GXl+yF7NBx3kz+nSr+ZquRcO5rrkjWRUnAJqmpDwLjkXxN3U4lo64303jB4+nHYvWHSTWVJ1NxHWRLiXi/va3v7XbpqoqNTU1vPPOO5x22mlf+MK+STR4Qtz/3zXt3AUXLj3AwF4uZo5JZOCNpQPR5ZYe42ySEFB3TrnopJa7i4LG6aPyWLjsYLLX/mgum16CUYgBmd+gZGvOSfmBm426jAwmPo+4rxElmBCBl8y2LrWGaqqCf+vSlCRc8vjN1QT3rsM+5kzQNLQO3MJaDoTWgSNthy9R4kTqDtLw7qNEq/cBYOw9jLwzb0SX1yMlkaTGYyj+5kRrhigiWXKQbTldS8J0Ak8ErJMXENqzFtTUh61kdULJUBRFJcdu5MKZffnfVzanPc7Zk8syaikQZD32kadR88Lvj3Jn0wgd2ES07hCFl/4cQRCJxtQOk9QAq7fXMG1kMVIGAUbc10z9W38ntH/DURckkj//ZiyDJiHqTbh9Ud5bebDDY3y64QhlJQ40QA15kGJBBvWy449JgEaJVUGr2Z1SiRBrqKDqyV8m368WC+Nd9y7hiu0UXnJnuxV/yWiBL6iJIxpMGEoGtC+zb8Hcb0zy//WyRFlxa/AWRxIFnDZDu0RntL6Cqv/+ItkKpfiaaHjzL1iGTiPvjBsyaoFqRQkHUAIe4p46RKMF2epCsrmS55ZtOTinLqDpwyfavVay56HPbXHuMkgUtLQOXzq1gDyLSFwT+XCLm0821jKgAw27jlAj4XZtUkcTrdmPsbhvRsfMkqWrZGPIE4via6LmhT+0e/b5tyzGUNwH+7h5CIKAPr8X+uJ+RKtTdbAESYfrtKtOupmTqXwk7s9eTrvo4phwTpcr9mSrE1qSkV8mot54QiVUmrxhvIEompZIYOU6MndJhISjY7qEU6MnzMfrKrhkdn/QtMR/HaGpxx9Pg6JqHK7x8s9XNycrkgaV5XDzgpH0KrQhHVXNFVcUmrwRmluM33JsRlwOQ7dJw0SiCmdOLuOT9ZVEjmk7tZp0TBxaRCyuYDPrWXBaP+5/Mr324Pkz+mLQdX5qbdRLnD25vJ2+9tb9jRys9vLr705Gr5No8obZuOc4lXjba5g5uhRbBjpxbl+YR1/fwtKNVSnbbzx/GHPG98Rq0icqyZYd6PAY7y0/SP+eiXjEF4yii3g4ozyCEkv8hkWjns3VEcJHLa5Em6qpffIXyd+5Fo8S3PQB0cNbyb/8HkyuVPOnEzEXMxllxgwsSDG6OJqpI9vkUgRJRp/XI2FgEw6AICJZHe2S99X1fn76yJKjkqNh/vbSJsYMrObWK8akLPx2FiUcRA16iHnqEHUmZHtrDJk4t8th5KqzB/PQs+1lBuwWfTI2FHRG9AW90TQV+5gzkVocbkP7N+DfuhRT2YiMrkuLhYk1VXU4Hj68HVOvIRkdM0uCE5aIA7BarcydO5ef//znX+iivml8uLqiXRKulRc+3M3I/vk4bQZkey7FV96Dd917eDd8iBaLYB4wgZwZl6LLObnl7lo8hmHfp9x9+VgefmMf3kBicmvQS9xwRhm5dWvRes+Br6lr5/FQY1HClTupX/g3FF9iGU2y51Fw7g8x9BiUkU2zGg7g37a0w3Hf5k+xDJmGaLZhG34aTR+nr4KxjT4dyZDZ3yLWXEPVf+8CJQ6SnFhhOrSVqifvovSGB5IJGCUcILB9GY0fPJ5McohGC/nn/xhT72HtEsZKONCyn9DlwFUAIu5mChfchnvZq0Sq9oAgYu43BvvYswnGY6iahgRMHFbM2h217R7I184fknHrcSSuJrTp0iQ9lYCbSO1BjCX9EIREMJFOVwQSgV4mSThNU/Fv/TQ1CQegqdQv/BuGkv7oW0roOzongD+U+PtIRiu6837JL5/aTl1zqk7KeZNKuXj6JABiviYaP3oy7fuN1h0i1lDZLa03kslG7pnXJ75/xzjOGXoNRU5z/zte8KaEfDQseiytHlFg22c4J12QcSIu7mum6ZOnW1poEzd0yeai6NKfoy8sRxCElsrmGahhP54VbyQDUX1xXwovuDWpueNymLjn6hHo6ncSX/EX4t56dJKOBYOnc/5N83Fk2PYgyDIIYtq/G7Qkq7Nk+ZLIxpAnlkCaBahW3MtfwzJocosYdw5Fl9yBd8NH+Na/hxoJYeozCtfMKzLW7TzRaKpKYPca8s+7hcZF/0EJuIFEktAx6Txi7nq0WBS6RzXglCYeV9lT6ebBZ9ZR25RoL86xGfjhJaMY0T8Po77zU7lAOMYn6yo7HF+y4QhnTSrDabNgGzmnQ8M064jTMn5G1jUFueOvSwlHFWRJAAR2Hmzmjr8u5ZHbZlGSl6gYDIZjrNley99f3pRMcpgMMj+6dBTjBhdiMqS+XyUSTBgQISDqDF3q9FBVlWZvmDuvHscrn+xl2/5GBAFG9c/n/Jl9CYRiKC3awkP75DJrbA8WH/M5LjitH70KbRmdNxpXeW/FwbT62v5QjE176ulTYkeWRMxGXYdOnRaTLmOX9LU769ol4QD+/cZWhvXJxdpDj6Zpx40hA+FYIjFs0fPrKwcSe+cBAscUiwweNIORsy9HFAUiwQDuJc+nTbbHm6sJH9ndLhF3IrAYdVwzbwgbdte360zpW2qnvLh9R8Dx5iPBcIz/vrMjbYXi+l11VDcEMk7Exf1u3Mtexrvu/WSsJlkcFF58B4aS/slChrGDCrhu/hCeXbQrmTTuVWTjzqvHJVtiZYuDvPk/JFZ3iOZlLxNvrgFRwjJwIkWX/QJdXmlG14YoIcj6DjU8v06a4182XUrEbdiwAdMxvdzbt29nyJBsNjRTVFXlSL2/w/EGdyhFWF6255Ez43Ls484GLZHg6OhGEQjF8AWiKJqG1aTDYe1Ga2tZh05UKNr0OPdffDEByYGiatilMGxaiIiCoD+n287fHXj8kWS5ss2sT/v5KeEAir+Z0KGtoGmYyhKtgUe3IMTdNdQ899uUSbDibaD6ud/S48YH0ef37PxFCcJx2zMEWYcgJKyxrUOn4t3wQVJfrxV9YTmmXkM7f05AjUVwL38Nfd/xaMPPoSksIYoCTikE61/Bv20ZzikXJKq/ag/S8O6/Ul8fDlD74v30+O6fkwkiTYnT3Oylps7Lql2N6GSByYPzyXNZcbgyq/gxEaZ++TOEBYGcmVciWZ0ICETqDlG38K+YB0xE7nkjkLD5/tFlo6lvDrJmey2mFqdcl8OYeftxPEL4OLo24f0bsI2cTV6OmbMm9+bZ99OLrGZqEKH43XhWL+xw3L/tM1wzL8dklBk7MJ81O+rS7jd1RGLyFRd0vLa6IW25+5srq5gzuR85ALFIO322ownsWYu539iM3ktn0Rf0pvS6/6Hx4ycJH9qGZLJhHz8P24jTkFtW+zqLGg4Sqdje4Xhw/wYMReWdPl7SDXXL4pTtiq+J6md+Ten1f0wulsgWB86pC7CNnI0a8iPIeiSLo92kxhXYR/37fz3qHDEiWz/G0FSB9ZL/B3T+fi6ZHVgGTyGw/bN2Y4LO2K16SVmyHEs2hjyxxBo7rlRQ/M1JV2kA2ZZLzrQF2EfPBU1DMJg6XJQLhmN4A1EUVcNslMmxnXiDrFYEUUQyW3EvfwXX7KsRDWY0NY4gyfg3f0rc14Bj/Nnddv7uQAn6UMI+UNWWCun2cY0aCRL3uwkd2gLxOMayYcg2F5KpLaFT2xzkrn8sS0kgNPsi/O7xVfz5JzPp28PZ6WsSBdDJHbfl6mQxWXhoKh+BvqCMaN3B1H1cxVgGT86oGi+uKLy74iBDynM5a3IZsXgigaDXSby34iDvLDvAt88Zgk6WqGoI8Kdn1qW8PhSJ88DTa1Per6apuJvc1DX4WLGjARGBSUPyKMhNxJCZXJ8gCLz6yV7c/jDXzBvCjecPQwAq6/387aVNDOqdw08uTzhKOm1GvnP+MC6c2Y8122uQJIEJQ4pw2U2JttUMCEfibD/YQZ8rsHFPPWdNKqPQZeacqWX889UtafebN7k86a7aGdy+MK9+0t4htpX3Vh7kexeNxGrSMX5IIR+tqUi736yxPZElEU1RkPcvJdjYXts2tnMJuePPAApRwgEih9J3pABEdq9EHToFUTzxreOl+Vb+/JOZPPnudtbvrMNs1HH2lDLOmlyGy5HZvS0QjrF6e02H40s3VTK4vPPJKU3TCOxYjnftuynblYCH6md/Q+mND6Jv0XSzWwycO70PU0eWJqoQZRGHRY/zmPuzGvJS/9ZRi16qQmDHcqL1FRRfeU+nrw0S2pq20XPxrnmn/aAoY8xWw3WZjBJxu3bt4he/+AVz587l+9//fnK71+vl4osvpn///jz88MOUl3d+AgPgdrt56KGHWLx4MX6/n4EDB3Lbbbcxbtw4AFasWMEDDzzAvn37KC4u5kc/+hHnnNOW1IlEItx///289957hMNhZs+ezV133YXL1fYj+LxjnCxEUWTUgDxWbq1OO96/pwPjMdpqgiR/rsvdkTo//3p9Mxt316NpUFZs5+YFI+nbw5HxqklnEEQJ24jZeFe9hbbw9yQUHwRiLZUh+dfen3EFVitxX1NCiF/TkMy2lDLd7kBRVA5We/nrixvZd8QDJD6/H106KrEy1SI6qgR9uFe+gWfFaymvd0w6D+fkC5HMdtR4FPeqhekrUVQFz+q3yD3zBkS5cxoZksmGY+zZqTfXo7CPn5dcDZTteRRf9SsCO1bg3/wJiCL20Wdg7je2nduVEvKh+JoI7t+EIEqY+oxsSSgmWgrVSJCYowcbYv14/PG9yYDQZJC55fwr6BfcjBaNoGoqzZ+9lP7iNRXv+kXkzvk2giTR5A7w91e3s2ZXWxDywuIKLprWg4tm9cOR03nNKgkF0Z6Hc+yZuFe8Tvjw9sTqz4AJFJz7I3zblqIpCkJLAOq0GnBaDcmS+q4iShKSxUk8mv6BLNjyEUUREZg9ridrd9Sy+7A7ZZ/LzxhInjPDCY6moQSOY07R0rpsMer49jlD2bSnIUV/EmBArxx6tbiDegNRPl6bPtACWLKxij49cgABQW9KaL6lQTJ3n85Yq+Zc4UU/a9GcE5Esjq61OwvCcSvEEDMLpuPeRjxr3k47pob9RGoPpFQti7Ie0VkIHVQPxn3H0XSr2kPcU5fUfeoMot6Ia/ZVROsPE6s/nNwuyHqKLr8ru5qZ5UshG0N2D6beQ/F1oOelL+jdbvFOEKXP/c1XNwZ47M2trN5Wg6pBjwIr37toBAN752RUgZUJlgETaf70BeoXti5ACLRWFxdfeW9KcioTmjxhvMEIiqJht+hx2Y0pbZAnGk1TidZX0vD2P5JyCrrcUvLOvglDSX9EXSLeU8J+vBs+pPnjp1Jebxs5B9dpVyJZnCiKygerDqXVl9U0eP6DXfz0ijGYOrmIaDLomD+tnI0dGA6cM7U8uegs23MpuuwXBPasxbfhA9BUrCNnYxk0CZ09VY/MH4zS5I2wYXcdmqYxemABLrsxqf8WDMfRyyJjBxXw4LPrkpU8Bp3E1WcPxheMEorEUVSNlz/a08HnCq8t3suPLhuFQSfjbvbx2Nu7WLypbaHxpaUVnDG2iKvOGkiOy9mpzwQSbbMWo8zFs4fzxpJ9bNxTjwCMG1LEjy4dxQerDxFTtOTyl91iwG4x0Kf0i8U8Bp1Ejs1Igzt9pVuuzYjRkIhxxg0uZFT/mnYtqvOnlVOcl9n8SlG145pTNLrDqKqKQS9zyZwBLN9c3a76q1eRjUEtrZBK0ENg00cdHs+/8UNMPQeBICIaLChpnIwBBJOjW5JwALIs0rvYzm0tsiWCkJgLdOVeICAgiwLRDtrZDHJmcWnc24B7+atpx7RYhPChrclEHIBOlih0mTvs4okH3DSmkUCBhLxMtKEyo7hPlHU4J11A5MjeVIkYUabwkjuRsjFkl+n007SyspJrrrkGo9HYLkjS6XTccccdPP7441x55ZW8/vrrFBZ2vj3ppz/9KfX19Tz00EPk5uby1FNPccMNN/Daa6+haRo33XQT1113HQ888ACLFy/mjjvuwOVyMXnyZAB+9atfsXbtWv7617+i1+u59957ueWWW3j66acB2Ldv3+ce42QyfnART5t24g+lluoKAlwzbwjWDIVM65qC3Pn3pXj8bSWkB6u9/Px/P+PPt86kvKR7Jss6ZwFFV95L/RuPEPfWAxqiyUbe2Tclq6AyQVViRCp3U/fmX5KaaKLZTv45N2MqG35CtTeOprYpyGNvbuG62cXk6HIRAHdcz1PvbOOmi0bSoyARDEbrDiaTcFJLYlTxNeJZ+SamPqMwl49EjYaTempyTjFS78SKmnJoPfHmGiLV+xJuZZ1MxAGY+ozE0HMwkWNaBkx9RmMsHZCyTWfPwzHhHGzDZ6JBWmHdeMBD8+Jn8W1MNXdwTr8Ux/h5SCYbgqSjwTWSR5/YgtNqYHC5C1XV2LqvgT++tIuHvz8FJBkt7CfWlD6pnPjMDqEpUTRVYt2O6pQkXCuvflbJxGHFGSXiBL2JnMkXUPPsb9pK3lWFwM4VhI/spvCSOzNqAe4sRkcutgnn0fz+o2nHbSPatI4KXRZuv2ocVQ0BVm6pwmzUMW1UKQ6LHpe9fSuFvyUwbRWo1R31YBf0Boy9hhA+tLXd6wDM/ccl/78038qfb53J0+/tZP3OOkxGmXOmlnP6hF647G2/ofhxzAEisUTQLFpzsI2cjbeDpJNlcNfup03eMJV1PtbvrMNpMzB+cBG5DiNGQ/tH1InQnIuIRgx9xxLZuybtuNw7Q/2MeOS4bqix+goYNKnTx1Oj4bQ6kK1Eqva2+61/HjpHPsVX3kOsqYZI1R5key6Gkv7INheC1D0T6yxZWsnGkN2HsXQgktWJ4ne3G3PN+TZShkYs9c0h7vrfZdS72xZcKuv8/PJfy/njj6YzqHf3TLpkRx4lV/+G2tf+3FLJryEazOSefh36LmhYKorKviMeHnh6LTWNifuz1aTjpguHM35IUbeJqsc99TS8+yj2sWciTj4frUVLzb3sVVxzrsFQ2GLK01STTMIlFpgl4t4GfJs+wtR3FNbBU4jEFHYdSuh75ueYGDOwAFEQ2LKvgco6P/uPeAhFlU4n4gAG9Mxh3OBC1u5IlecYVOZi7KDU351sz8Ux9szEs13TkMz2dpVm3kCEVz/ZyyspFVbbmD+tnMtPTxjO6WSJIeUu7v2/ldjMOkYPSLQfbj/QyL/f3Mq9N05CJ4tEospxu4Qq6vxEogp6EXYebExJwrWyaF0Nk4cXMdZp6/RCndkgc/GcAdzz6Ipkwkkj4YK682AT9944CVOGhnOdIcdu5MJZ/fjjU+k1586ZVp6M/QpdFn54yUhqm4Is31yNTicyfVQpTpuBPGf7hEwgHCMYSpgc2My6lIo5s0FmeN88lm1OX007YWhR8rxFuRYe+slMnlu0i1XbqjHoJM6c1Juzp5STm3SY19CUjs0QtFgUNA29PQfT6LPxL3k67X7WkbM7PMbxiPvdxJurCexZh2S0YB4wHtnmQkxTAHIiNOcscpxZo4tYtCb95zd1aGbGGVqLrnZHROsOZXa8WCQRd3ZA+NBWzOWZxbmyPZfCS+4k7q4lXLkLyerE2GNgwiAugzlsllQ6HX0/+uijOJ1OnnvuuZRVQgCTycS1117LOeecwyWXXMK//vUv7rmnc2WPhw4dYtmyZTz77LOMHZtoafrlL3/J0qVLWbhwIY2NjQwcOJBbb70VgL59+7J9+3b+/e9/M3nyZGpra3n99df55z//mVz9fOihhzjrrLPYsGEDo0eP5r///e9xj3Gyyc8x8T8/nMbDz29gT4U7sc1p4vsLRiQrVjJhzY7alCRcK4qq8ez7O7n1ijEn1ISgFUGSMfUaTMm1v2+pYFORTPaEQ1UXqlbi7jqqn/1NivaJGvRS+9L/UHr9HzEU9zmRl584p6Kwa38NP5gsEf34D8Rb3A1tRgvfn3UDO/fXUOAyI6tR3CvfxDp8JtYh05LJJ52rGP+O5XhWvJFY+ZT16PJ6wfjL2B+08uGWRIXd6aMnU27yoju0CuFYzbRWV1JIuJIeswosyDpcM68g1lRFcM9aEEQsA8Yj5xQhSO3/roIgHlfLI1K5s10SDsC99EXM5SOReg4ijIHXVtZyx8X9KTP5kQ+uBEkmPmEKW+pE3t/QwHfKShB0BvR5PQh1kEQwFPdDkPW43QHeWNFxO83bKyvp1ysXvaFz7XeCIOJd915a3QnF19hOjN4fjOH2h9l92I1BL9G31EGOzZBRaX/y3L1HYx4yjeDRbX+CSO687xMxOJOSNnUt7SV6ncSU4cWEowo///tnTBpWxI3nD0+uQsfiChW1fh5buDVpAX/GhF5cOKs/+TmJo0lGK67ZV1H1xC/aVXXJjgIMJf3a/i2L9Cqy85PLR3e4Cmg2ykwYUtRhZe70UQk9CUlvwDHhHMIV24nWpAr45p5xPZLZmfHn1+AO8bvHVrLvSFuF32MLt/GTy0czZXhJ2mTcF8Ufk1DGXIxUvSepRdSKYeIl7G3QGJ2Js7ukQ7I4UAKetMP6gsxajwVJBlHuUPdJsnWtkrPV+MbUa3CXXp8lS1fJxpDdRyKB9Vvq3/5HohqchO5j7unXpzwLOsuuQ00pSbhWNA0eX7iNu6+f2C1Ol4IoYSjuS8k1v03EkIqCaLYhW10IXRDpr2sO8Yt/LEsR3/eHYjz47Hr+8INpDOtz/M6SrqBpGuGKXTjGnUXjB4+3ad3pTeTMuIxw5Q50OQUg6fCueRvLwEnYRs0m5q5DU+Loc0sJ7l2He8XrmHoPQ2+w0LvIxswxPRAEWLGlmriicdbkMpw2A0vXV2I4psvFF4ziD0bRtIR22LGyKjqdyMWz+zN1RAmrttWgahrjBxdSmm9FJ6dv5zyeO+rBat8xSbgEb312gHGDCxk7qBBRSOhh//j8vgzMiSLvXwZAfOwUdnsMfLTmMMP65mLUS5SV2DlYnb7iv7zEjlEv4w8EeX15+zbIVt5cXsmQ8jzM1s4t2omiwOL1lWk1v7yBKJv21NPvqBbgQCiG2x9hT0UzkijSr4eTHJuhS/FKebGdsyeX8e6Kg23XI8B15w7Fbmn7ndW7Q/zq3yuJxVVmji4lGle599EVDCpzcculo8hpWVhVlITk0RNvbWPdzjokSeS0sT25dO6AZAWVyajjijMGsmpbdTt9uhybgTGD2nTaJFGgR4GVH10ykuvmD0EQwGE1IB8VQ4omG5ZBkxOVk2mwjjwNQRSRAduw6UQOrCd2jDyIddrlCLbMnV/jviZqX/tzitxI0ydPk3vG9ViHz0p29pxIdEqEC8c62bC3mfpjJF3OnVSCLXAYyEAvWZSQnYXE3enNJPSFmVWJC6KEoDcmCj3SINm7du+TrU7klgRclhNDp+8YK1as4Lvf/W67AOpo8vPzuf7663nmmWc6fQE5OTk8+uijDB8+PLlNEAQEQcDr9bJ27Vrmzp2b8ppJkyZx3333oWka69atS25rpby8nMLCQtasWcPo0aM/9xhdcR06kQiCQK8iO7/6ziS8gRiKqmI16ch1ZC44GosrrNuR/ocMsP1AE6FIvFsSca0kRIE7t2LaulJ47N9AUxS86xd1MBHVaP7sJQrOvwVRf2KVe0NhhSF5KoEX/pyS4FDDAcLv/ZUhl/yWUDiOVYxhKhuGGg5Q8+If2vYVRByTzkef3wtNiSOZ7YhTr+GR5zZT53Yzsl/ic/n3ogoKc4zcfvnVSfMCTYkTrTtEw3uPEqlKBDWG0oHknfUd9AW9ksnMSM0Bap79NbI9H2PZMNA0mj59DsXXRMm3f490zA1SjUVQQ4kVRtFsS1m5UEI+3MtTW2uPxr16IQXFfYjEVBZMyse54SliFVtJprs2f8TwQdPJ73MO0ZiC2WgmZ8ZlhPZvbH8wScY2ag6CKKEiEAi1T5q14gvGUbXO/y7VSJDQwS0gyRgGTkHtMRqUGOLez4gc2kxg92qsw2chyjrc/gjPvb+Td5YfTL5elgR+fNloJg4rbicEfDzc/ggeTxBHST9sw6YTrT2Q0NzKLSFYd4TGeg/OHAexuMKbS/YlNdhePKr1YvH6I8yb2icZLB+p83PbI0uS2pCRqMLCzw6wYXc9v/velOR9QZ/fi+KrfkPj+/+XWC0TJSyDJ+Oa9a12bSNw/FVAs1HHNfMGs2lPfbtAdMzAAorz2gIZnbOQwgW3E2s4QmDvOiRzIgCTzA5ka2aVF7G4wmuL96Yk4SAx4Xv4/7N31uFx3OfavgeWUStGyyCzTDIzxXY4ThymJmnatF/KzD2FnOJpe5rTlE5PAw2zw07smJmZSRbjMgx8f4y01lq7jpXEsdPovq5cV7wzmp1drXbeeX7v+zxPbmVQmY/iPGeGn37/SJLAb18+yRcu/y7W+p1Ip7aj2zxoA2ez8phKkdKzYlp0uPGMv5KWZd1XeWV3LqacHvhAYhj0OodPJ7hjabdtgmzGUtCbcNrLx4veGvL8YvIVkb/oW2hhP7qqIFodKYnNPeHMTqmu7DveSiyu4jqPuVudCwbniq5rae1KVm0/1S0Bs5NHX9tzXgRFXYkju7O7LSLr8Qgtb/+TvGu/jhaPIpoFTHl9EIC6Z36ZEkLkrpqPq3ImuqYiSxJXTu/HQ8/t5FhtO6MrcpBEeGnFYRxWE9+4fWyys0/TdE7UB/jz89vZfcRIJe1f4uFz146gf7EnaatyqiHIt/9nFT63lZEVuYiiwDPvHKChNcJ/fGYSYwalmuXHE2oygO3MzqpoXOGFd9OPkgI8v+wQg8t9qKrG3BEecvc9S2LlptM15K53GdivCt/IG4jFVTxOC9fNHMCKLdXdQuxEARbOGIDZJBEOi2etIYMRBaUHNWQokmDbgUZEUWDCsAJGVuSi6Tqb99azZX8DG/fUc9nkchw2M+3BGC+tOMyzSw8mg2NFUeAz11Qyc0wxDtu5f6aC4ThN7REKsu388J4JHDnVboxQFrg5VtNOTWPIMOAXBN7dfJLqBqOW71pDbtpbz9Faf1KIq2sO89U/rEh+9jVF4631x9l6oIFf/r+p5HYY+hflOvjl/dP48/M7OHiyDVGA8cMKueuKoUnT/65YLXJGoVGUzXgnXUNo39rk/UYnluKBWPLLk/+2ZeWQfdWXUVrrCO/fgGCx4xoyERxe7K6e1ZC6phLYsSyt52/zW//A1qfyvAhxiCKs+Cs/ufZOdtbrrD0QwGGVuGyUl6y2vVgjPbvHlp1evFOupenVh7o/ld3dY+FLcnhxj1lA+7oX05y7hL3vyB4dr5fzxznfbTQ0NFBeXv6e+w0cOJC6uswGhmfidruZMWNGymNvvvkmx48f57vf/S4vvPACBQUFKdvz8vKIRCK0trZSX19PVlYWljM6Z/Ly8pLnUVdXd9ZjnK0w/Cjp9Bx4L1r9UfzhOKpqJNX43FYk0bjgSKJIjjezOOV1vb95+A+b9mCMU41Bth5oRNc0hvXPoU+BOzkqpymx5EhnOuINxzuKmZ4JceFoghZ/lP3HW9E0ncHlPnxua7KQMUsawZ1vdusyMtDRdryKpeTziBY7ppxS6p/6+Rm7aLSvfYH8G76T9MTbfSLA1RPyGZAroXZUFrdM9HCoUWNvdZDcPOPzl2ito+aR76ek0sRO7afm0e9TfPevMGcXo0bDtK02fAQUf6Ph/daFtnUvGwKlyYKu6yitdbSufJrQvnUgCDiHT8c7eWEy2VJXVdSOrr90aKF2dNUQbnNDhwmf7D4Kmdi3kr5DpydXZc05peQt/CpNr/8VLWpckCWXj7yrv4zszQXA4bAxuiKHtzelT++aNDwfq7UHBbIgYi4YgDruJl7c1My6V1owmUTmjb6K6VXXYTqxHqHDd2L7gcYUEQ5AUXX+64kt/PHrs+jTgy5UQVORDy2nZfPLIMmYsgrQlURyVStrUTmaVoo/aHiwOawyl44rYFS5k7ii8daONjbsaWDJ+uMMKfcRiiZ45LU9KQEtnVQ3BDlU3ZYU4kSTBVvZEApu+RF6LAKi0fn4fke2i3Kd/P4rM3j+3UNs2luPw2riqun9GTc0v5tJt8mbj8mbj33AmPf1XJ20B2O8tT59y72uw8a9dRTn9byj473wuaxMGF7IV/62i4FlWQwsupxgSGP9v06i6zoPfqNnY5+yxYFj8ATD82fja8m/YUvRALLn3ZOMjj9XRJMF34wbiTccI153OsW219Otl48rvTXk+UeyOZFs771woYTaTwt2NheyMyul4yw/O7PK5nVaEC+87oga9pNorSd8ZCu6ksBaOgRLfnnyu1FRNPYdzzzqdaIu8L4ERS0eRQm2EDt1EF1JYCkZiOz0nX7fBYnQ/vUZu5n9m9/AWjIIwWTBWlRB7WPdOz/9m98k96ovJsfqTjUEmT3cw9B5eWiKAgLcNMHDyTadnQcbKc1zIggCdc0hvv3gSkLR0899uLqd7/xpNb//ygzKCtzEEgovLjdq6xZ/lGWbU8fXnl16gEFlWcmauK45xDPvHGT51mp0TWfqyCJumjc4uTiXSGi0BdInKYKxWKkoGjaLTInQQPBw9xHMxJHNFA+Zjs1idP0U5jj4/t0T+MNTW5PTPV6nhS/dNJqCjs+mw2GlalAOx+vS16/jh+TicJz7/YEkiZTmO7n3muGs21nLU0v2I4oCk0cUcfmUvqzefirZAXaouo1nzvCx0zSdPz+/g4FlXipKz712VTWdPUdbeOKt/UiiQGGOA03TqWkypmK+fmsVcUUjGlN4a/1xrGaJmWNKGN4/B0XV2LinnnW7anlt9VEq+2ejaTrPLD2QVoBubI2w/WATc8cbHfomWWJgWRY/vncioYiCKIDLYX7fjRqyN5/iu35F+8ZXCe1fj2iy4K6an0xt7ordmw3ebNx9exYcdyZqqD19gEAHgV3LyZ59+wd6jnRIHTYtzS/8iMr8vowsHoSgRIi9vZl4Ior9s3/o0fFEkwVrn2FkzbiJtrUvJX2YzXl9yJ5/b49rSEGSjemVUwdSRUpRJn/RN5CcF8c1q5ceCHE+n4+GhvTJe11pbW3F43n/HmRbtmzhO9/5DvPmzWPmzJlEo1HM5tQvtc5/x+NxIpFIt+0AFouFWMwwonyvY3xcUDWdozXt/OaxzUkPBbfDzH3XVlI1OB+71YQoClw6ObXFuSuLZlXgPY/pqedCWzDG9t0n6OvVmW7eYxQs6nB272ll6JAysj22jpHOkozR6aasAgS5Z6/DH4rx5rrjPPr63uQqFsCi2QO4evoAvC4LspZAbck8V682V2PSE+iqmNEcGYxCytZnGKGYRpEbbCYHT62pZdUuw2R1WmUu104uIhTTCIYT2M3Q3uUGvit6PEpg69v4Zt0KagI12JL5/AJN6EoCTBaU9gZO/fM7aF2EtsDWJYQPbabozgcweXIRrXZsfYYTaE1/42PrPxrRbEUOtqHszPx6lZ1vIvQfCpIV0WLD1H8ceZ8agBLyI4gCkt2D5MpC7PCiCscUrpzWj5U7arsVDNkeK4P7+Ign1HMOFpGdXvQZn+FbD20kED69SvqvpSdYs9fFD+5ciCBKtAVjPP1O+pRTXYe31h030rLOsYvArIZQ9i03/qEqJJpShUV9/wrEQSPQgQElbj47Ow82P0fs9W2IZgt3Dp3N9ZOn8/YuoyMsElXYdjCzN9jqbTVMGJY6Myk7PNBDD6B0SKJAUa6Tz1xTyS3zBxupuOf5u0LTIJqhYwGgLZDZTPiDIEkiCyaVc7I+wKrtNckADafNxI8+PYmc99GNLGcV4K5agL1iLFq0Iw3V7kF2ZSNZe94+IrtzKLjxeyht9cROHURy+bAU9Ud2Zfd6uvXysaO3hrzw6LpOvPEkDS/+LhnaIlrs+ObcYXQ1d4hJ00YV88Rb+1PqpE4WzhzQLZ3vo0aNBGg5sJ2QrYDtkUFEExojo07cB3aTVzEU2Z2NLIuUF7rZsDt9bZOfbcds6tmitBYLE9y9iqY3/payWOsaPY+s6TcYXXyaclZvpkRnqmRHJ08m/Jtexz5gDDFdwiHEKC5x88KGOt7d3oCq6kwamsP104rxqTrtoTguu5llW6pTRLjkcyoazy87xOeuG4Gi6jS1pw9bAsOkP66oODDR0BrmWw+uosV/erxt6eZqNu1r4L++PJ18nwO7VWbM4FwOVbelPd6ogbnYrTIkIig73sj8vmx/HWHgKDA5sZgN/7Jf3T+N9lAMEAwvXY812Y0XiSnMGlvKmxuqu3XGuR1mJg4vIhpTztkH0GU3c+uCIfzor2tTXu/ilUfYtKee7989HotZJhhO8PTb6WtIMDoVv3jjaMznaNafSGis3GZ8JlRNT3a8dbJ8azUThhegYwiUn79uJK+vPcYfntqKLIlMG1XED+6ZwLJNJ9F1Y/R6y77M37Ortp9i+ujilNr6XJtA3gtBEDBl5eObfTveSdecDtQ6nx3Duo4azewpqAQy3y99EARBwDFkMvH6Y4a1T71h1SKYbRTc9H3kNFMp74XJW4BzxCxs5ZWokQCCZDYCCt0557TAciayy0f+dV9HaW8kdnIfksODpWRgr6fbRcY5V/Pjxo3j+eeff8+UqBdffPF9R9C//fbbfP3rX2fMmDH85je/AYxi6MxCp/PfNpsNq9WathCKxWLYbLZzOsbFQkJRO1Z/9LRjZI2tYb7zP6tSblz9oTi/enQzv7x/KkP7GjPfeT47n79uBH9+fkdKa/fccaWMHpR7Xl+Doqq0tMdoao+gqjq5WbZu3lsRfxv92zcQf7trQsxTlA+eRrT4BvDYECQZ99hLCWx9m87UrK54p17f45vbk/VBHnmtu7D37NJDDO+XQ9WQfASzBVNOacZuPFNuKYLZihKPogQyR46rgWaUWAwkOw6nnW//dXOKqLBkcx2bDrTyi89UATpaOEA0TWt1J5ETu1EjAUSrA2vZ0NPF3BlY+wxHNNvQVQX/lrdSRLjT59ZCaP8GPOMuQ5BMuMbMI7hrRTcRULQ5sVeMRRBEdCWBlsFrAIxVYl1JgNlKIBznzXXHeez1vckOQItJ4ss3jWbskHysFhldifPEkgP87LOTeHLJAbbsb0ASRaaPMlYfX1p1lM8trATOrZiJKyovrz2VIsJ1crQ2wMHaCLm5oCoaLe2ZX0ddSxhV1ZEz+KSciUky3puMqHF0XUeWRb60oAj/k99Lvs9aVCG+ZTHWE9u45epvAUZAi8NmyihAeVznX0Q3myR85yFZOR1Wi0RFqTfpjXkmYwb3wGOjh/jcVj6/aCS3zB9MdUMAl91Mvs+Oz2NLdhj3BEEQMXlykZ1ZaPEIgiR/4NH5Xj+OXv5d6K0hzz+qqtEajIFuJJqfKUIo7Y3UPvqDZKc6GOJS02t/RnL6cFQYHns5XhvfuK2K3/5rS/IaDjBxeCEzRhcjnseWOFXVaPFHaWqPklBU8rLseJyWFMuIoD/ImkYPf3/jdM30GDB+cDafzQ2S6/QiiBKzq0p5bunBlNfQya3zB/dYfEi01NH0+l+6PR7Y+hbWPkNxDZuGIJswF5QTObYj7TFM2cUIJgtqIpFMN0+HEmwlEYuD3UaW18EP/rE1aW0B8O72ejYdaOHX941FFCAUibPjjDTNruw52kJ7ME62x8qIAbnsO5a+W3BYv2zsFhlN01mzoyZFlOrEH4rz1voT3DJvEJIkMnVkMa+uOtpNBLRZZOaMLcMkS0TCyllrSD0RJZFIYMJ4LSu31fCXF3YmpwNMssh9C0cwZWQRDpsJXVF48u0D/OTeiTy37BDrOgTXyZWFLJzRn2eXHeK+q4cC5ybEqarG6u3pX29tc4g9R1soK3CTUNW0+3TS2BohoWjnLMSJkpA2EbcTRdEAAaescduCIfzgL2sId7zPCUXjrfUn2H6wie99ahwmyZiKcthMtGaoIV0OM5J0fltaRdmE+BF17QtmG7bySiKHt6bd7hx8/jw8ZYcH35w78Ey8ikTTKUSLDTmroKPD+H34TQsCJneOUUPGwgiijGj5gDWkw4Ps8GB9H16hvXw0nPNy0O2338769ev5xS9+kVwl7Eo8HudXv/oVK1as4NZbb+3xiTz22GN84QtfYNasWfz5z39OjgkUFhZ2W0VtaGjAbrfjcrkoKCigra2tW5HU0NCQTN16r2NcDDS2hnnktb3c/+ul3PvA2/zuia2cqA+gdhlRW72jJmP3yCOv7SEQNt4Dh9XErKpS/vztuXz55tF87roRPPiNWdx95fC0K5m6qqAEWlD8zWiJ99+BEosrbNrTwP2/Wca3HlzFdx9azed+uZQ31x0n2HFusYSCFGggvrF7THNi30rE+gNJLwqTN5/ca7+O0OVmVpDN+BZ8BnNezzyXorEELy3vbibbyXPLDhEIxQyfg4lXQRq/EYCsSdcgmiwkMCMWZL45FgsHkRDMWIQEK7bVpBVWWgMxVm6vxSKqxljhWVqPJYfHiP2WzXjGX5k+lMFkxT1qLoIkoUaChA8YiZCWogq8k6/FM2kh5g6fhtDe1WixMFrYT/v6xeRf93WspZ03PwK2fqPIu/ortG941RgBttqx9R+d8fzsFWMROi4Yh6vbePjVPSnFbyyh8qvHNlHXYiSXucxQnmvhP/6+nvJCNz/+9ES+d9d4RFHgO39azcQKNyYxc3FyJoFQnDU7M48zvb3xJAlFw2qRGNQns/fM6IG5yPK5r5KLNif2s6RhukbMQhAELGqYxMbn0nY8Kk0nkVpPoOs6XqeFK6ZkNmWdM7b75z4WV2huj9IaiCY9Fz8uuB0W7r2mMu2oU/9iNyXnwR+uKy67mdJ8F5MqixjeP4fcLPv7EuG6Ikgyks31oftX9tLLx5neGvL80twe4ckl+/nib5bx6Z8v4dePbeJYTTsJ5XTNGD2+O0WE60rLskdROsJmrGYjvOfP357D124Zw33XjuC/vzaTL1w/MulD1RVV1Whuj9DUHklrdn+uxBWVXUea+cJv3+Wbf1zJ9x5aw32/eIcX3j2EP2h8ZnRdpzGo8vc3jnb7+Q37mtlwMIDa4VGVm2Xjh/eMTxEkZUngzssGM6jM26Nz0zWV9q2ZpwLa176IEmhBECVco+YaYTtpyJp+I5LVgSLKCIWDMx7PVDgARbRgFjW2HWhMEeE6CUYSvL7+JGY9jigKZJ1loc7rsiCKRjf43HFlWNMkgMqSyMKZA7CYZcJRhVXbjUCtfsUeFs2u4Po5FVSUegFYt7OWQCRBKJrgxeWH+MbtYxk1MJfO5qfK/jl88/axvPDuQQLhuOFZ2H9CxvOT+k9AtBjjrtUNQf7n2e0pFh0JReOPz2xLTgM5TBrDShx8/y9ryfZY+eHdE/jhPRNwO8x8789rGFXuoCehuIFwnFXbM4c/LNt8klA0gd0iM7g8s8g0YkAO1h4sZLodZqaOLMq4fe5443elqgpvrT+WFOG6Ut8S5tDJVjRVxeuycNW0zEF2l0/piySm1riakkAJtKIE29DT2vJcvEhWO75Zt6X9ezP5CrG8j7Tlnj2/A3N2MY5B47GVV2Ly5H7giQVBlIwa8gOKcL18PDjnT0tlZSXf+c53eOCBB3jppZeYNGkSJSUlqKpKTU0N69evp7W1lS996UtMmzatRyfx+OOP89Of/pTbb7+d733veyltrGPHjmXDhg0p+69bt44xY8YgiiJVVVVomsbmzZuT6VVHjx6lvr6ecePGndMxLjRNbRF++Ne1KS3J63bVsvVAA7//8gxK8l0oqsaeo5lbbI/VpvpdWC0yhRY5xWQ9HYq/Cf/mN/FvextdVXAMHE/W1EXIWflpzW/PRl1LmP98eENKF56iavztpV2UFbgYNTAPVBV111sZj6HueA1pwEjATHNI4+FNApct+BFuIQS6Rlhy8c+tLdxULlDQg+mIUFShxZ9ZZGwNRInEVFyODjP6Rd+kcfGDyaJVtNjJuexzmLKNC6ZsMuGtmk/9rqXdxBVBMuEduwDRbCYcibBuX2afkrX7WlgwWcHtdOGuWkD02M60+7nHzE+2Jpu8+RTe8VOaXvsz8fpjAFgK+5Nz2eeQvXkd5yAhu7PxzbqVeMMJQgc3IggCzmHTkCctJLh3rRGaoCSI1x2h8dhOXKPm4B53GWAkqTa8+F+Y88qNyHqbC8+Y+YT2rOpmxCp78rAPGIMoyQTDcZ5csj/ta9B1eG31ET6zcASy1crsETm8u6OR586Iva/s66VfvjUZYnEuCILQLTmsK1azjCiCw2bmtgVD2Lq/oZsRsMtuYtzQnnVgiSYLWZOvJbx/Q7cbHEvJYOP9AyQlmj7AooPwvtU4Bo0ziuTxZWzaW9/N3+auK4YmU1PBGGOobw7x3LJDbNxTh80ic+W0fkyuLMLnubCjQz2hX5GbX9w/jb+9uJODJ9uwmiXmT+zDNTMGJD0je+mll483vTXk+aPFH+Xn/1jPwerTqc2b9zWw/WAjv/3SDPoVG6O+0ep9GY+RaKxOSR23mGUKsmUKss9eQza1R3h7wwleW32UaFylanAet8wfTFGOo8d+xI2tEX78t7UpKY6qpvPEW/vpU+BiyshidE3j7S2ZO79eXl/HpFGlZDtAjLRRuOdxfn3jLPw4Sag6PquGeGAp1vjVQGYB5Ey0eAy1PXMHmxpsQ+uoBWVPLgU3fY/Gl36fTNIWzFayL7kbc14fAEyShHvYFKJbXkWPhVMPJoh4J1+LJpuJxlVW781cQ67f18J1s3S8XhMLJpWzekf65PPLppQnOwDzfHZ+df80Hnx2W9KWobzQzf3Xj6Qwx7iJkCRD2Pvm7WOpbwmzZkcNug4ThhewaHYFb6w9hiQKaJrOqYYQv/3XZuaO78Olk8oBOHiyjd89sQWf24qm6VjMZlzDphLf8SbqGeOCktOLa/g0rFYz0bjCs+9kDn94btkhvnrzaMwWO+MGeHlzcz2LVx1l8arTwmz/YheVfZyIlnOvH96rhrSYJERBwGKWWTS7glXbTnVLG7VZZGaPLevR516WRC6d3Jelm05262LrW+RmWEeybyimsWlv5pHTlTtqmTayEMkEE4YXsm5XHVv2p+6/aHYFxTmnFzd1XUdpa6B9wyuE9q1FkM24x8wz7hPeZ6rmhcCUXUTxpx6g+e1/Ej2xB0E24xwxi6zJCz9Wr6OXTyY9km1vvfVWBg8ezP/+7//yzjvvJFc1HQ4HU6dO5e6772bkyJ4lcRw9epQHHniASy65hM9+9rM0NZ2+0FmtVm6//XYWLlzIb37zGxYuXMjy5ct54403+Pvf/w5Afn4+l19+Od///vd54IEHsNls/OhHP2L8+PGMGjUK4D2PcaE5cKK1my8AGGmJTyw5wBeuH4nVItOnwJXR76LAZ8fUpZNHjYZRg62ED29BT8Sx9R+FyZODZD/tvaL4m6l9/CcpY47Bne8SPrCB4rt/jcmXak58NlRV47XVR7uJG508teQAA0q82CUNPdyefidACwcwScZBNuypZ/m2OpZvq0MSBQSB5IXP7XZwx2VDkM8x0t5pEajs62b/ifQFzdA+Hpxm49ii2Yq5oB/513+rQ3TSEW1OZE9BssvFYpbxB5rIW/gVWpc/aaRWAqbcMnwzbkL1N2Iv6EMiYUq78tiJzSwjyWYEScaSX4577KX4N72eso9nwlWYc0uTqamCLBNxlcIVPyAWTiAIYLaZiTjMWDr2kWwufHPupOGF/0r5/cZqDmEu7E/uFfcjmq0IsgnH0Km0rXyKttXPdTs/18jZyVUZ0ZlFwU3fx7/hVUPYE2UcQyYZIqHD6DKLKxoNLZn9R041hkgkVGxWMzkuEz++roSNx+Os2NNmFCSjfQzyxtKuup8Nr9PCgkl9ePjV9J6CXVcBS/Od/OSzk/mfZ7dT22GIO7Svj/93/ai0SVHvhZxVQPHdvzQMavetRzRbcY+9FMegCcgu430RRAHRYkVNpB9pEC2O5A1dtsfGdz81nlONQdbuqsVpMzFlRBHZHlvKyn5tU5Cv/n5FsgOhNRDjLy/sZM2OGr5x29gev4cXCotZZki5jx/fO5FoTEUUweO0YDrH0Y5eeunl40FvDXl+OFEXSBHhOlFUnf97ZTffun0cTrsJU15ZxmPIntxkjQGGB1erP8qW/Q0Ew3FGD8oj3+fA26XrqqXdEAAPdXnuVdtr2Li3nt99eQal+T3rFly+pbqbuNHJE2/tZ3j/HJx2E83BzHYQ/lAMvaM7Jlq9j8je1bB3NTZBxCaKKKpxvWwTFHIWfObcF/xMFqTSSsiwoGYqGkhctGLGSJCMZlcgX/Nj5GgANBXB5iHh8SUDGCRJRI/4yb/my7SufJpYjbEYafIVkTXjJhIttbgL+xKLi2dNcrdZZATZ8IcuzHFyw9yBPPPOgRR/v3kTyhhUlpX0BZNEgWKPwNdvGkF7WEHTwWuXyXZIyZraZpG5dcFgfv/EVg6fOv37PVTdRmm+i2/cVpVMnJ0zrpQ/PbeDF97tPnWyaHZFcj/B6cO96EeEN71C4sBqdMA8cDL2sVeC0xBMYnE1OTmRjrrmELGEisVsIdtj5jtX5LG9No93drYiAPNGZTEsV8fntvaomcDjtHD5lL7899Pb0m6/clq/5O+hMMfBA5+fyoNPb+NEvWH/UlHq5QvXjyLP1/MaMt9n59dfnM7ra4+yYuspZFFkweRypo8qToZzSZJ01s+BwyojdXRi+dxWvnLzGGqbQ6zZXoPFIjF1RBHZXltKSrDS1sCp//tWioVNy9JHCe5eTcGN3/nYhEKJshlLYX/yF30TLRYFQUByuHt90Hr5WNDj/smqqiqqqgwfiZaWFmRZxu0+95TBM3nzzTdJJBIsWbKEJUuWpGxbuHAhv/jFL/jTn/7Er3/9ax5++GFKSkr49a9/nVy5BPjpT3/KAw88wP333w/A9OnT+f73v5/cXlFR8Z7HuFBoms7yLemTIwE2760jGBmK1SIzY0wJzy87lNbv4vo5A/F0GKur0RCBrUsIbF+K0H8SuiQTWvJPZJuLnEvvTcbCR0/uSes1psXCtK9/Gd8lnzrnL7JYXKW6MbNhZl1LiHA0gSPLjm1AFdETu9PuZy2vRLY6CUcTrNp2+tzOfM3rdtaxcMYAstzndrMuJcLMrvTxytrqbuO9JlnkynG5mJQw4Ej6qCjtqauukstH0Z0/x+TJM97jNc+hBppxVy3AlGWIlom2epqX/BPJ4cFeOhibqHP11D4ZuxmvntoHm5gALMjePNzjLscxeFLHyrWAtWQQkisb2XM6Tr6xNcymvfX889U9yTZ1p83EvVcPZ+TAXLI9NnRdJ3J0R9rfb7z2MPGGY1jyyowxipGzCGx7G/UMzztTTim28srkv2W7C0EU8c68BfeEK433xO5BsjmTSZ02i0S/YjeNbenFuCF9fZg7/AJlTw65qsK0muVUjTAj6BoOvRZn6UxMPTQ6FUWBmVWlrNp2isOn/Cnb5owrTRlxtJhlRlbk8of7RnX4MIgIVhc29/sbMTIMagvwzb4D76SFaQ1qJXcurpFzaVv9bNpjuEbOTvl3lttKltvK8P7p34dITOFfb+xLOwa083AzJxsCHxshrhPDMPhCn0UvvfRyPumtIT981u1K3wUFsP1gI5FYAqfdhKXvGATp0ZTOt06ck69L1obhaIJV22t45p0DTBhWiMUk8ejr+xCAr9wyJtmpfLS2PUWE6yQWV/nXG/v40o2jsJ1jAqOm6Ryv9WfcXt8SJhJT8DgtTByen/E1D++fjd1mRtcUgrtXnd6ga9Bl1DF8cDPqjOA5C3HRhIpSPArR9kK3qQAEEXH0NQQVGSfGlMsP/rKm2wK722Hmt1+aTkG2A02JE1z/MrH6I7jHzMc7+VrQdZRAC63LnwTAUT4cTXZw2aQ+rM+wCH/llPLkImO+z254QQ/MZd/xVlRVY0i5j2yPlTzf6YtrxN/GjkPN/OGF/UlfXZtF5r4r+jN+qI7TayzYHznlTxHhOjlZH2DnoSbKC90IgsDYoQUULT+cTPrsJN9nZ+rIoqSnoMNmRhQL0KfdhrnqKkBHtnuw2CxJT2ybRWZgmZdjGT4LA0u9WDsEKZMnjzxVZWLDu1RWygi6jp0aXIWzMHl67oc9ZnAeQ/v6utXrE4YVMKBjJBfALEsMKffxo09PJBRNJL19c709F+E6yffZuW3BYK6a1h8BQxjs6sWYleXiysllPPRiei/pKyb1wdTFi9vrsuB1WRiSYYxWUxK0b1ic1kc6Xn+EaM1BnIMyjxJfjEg2F5Lt4rAK6KWXc+UDDTJ/GJHt9913H/fdd99Z95k+fTrTp0/PuN1ut/Ozn/2Mn/3sZ+/7GBcKQTBG4jJht5oQO27oj9a088UbR/PXF3YkTVElUeCq6f0JReIEwkZyktJaT8iaz6Hhn+X1rS3EFZVpg69jQj8zkeO7cA2bhqYkCOxakfF5Qwc24J266JwNN0VRoG+hmx0ZEh/L8t1IomiMRw6ZRPu6F9HCqRdaQTbjnXg1osmMpiSSF9t02Kxyin+EGmon0VpHYPtSdE3BNWIWpuwSZKfXOLbZhu34W/z8znH89c1q9ne04/cr9nDf/FLsx1YjFFyBrusE92/oJsKBEXIQ3LUK76SrjTlLTUVpb6Rl6aPd3w+bE3QdUZIZWGhj8vAC1uxKLaSmVBZQUWBF6FiBFAQRs68Q1e5BzioAjC4qyXL64q7rOnUtYf70XKoRcDCS4A9PbeVXX5hGtseGFvYnE7kkpxdL6VB0XSd2fBdaJEBg69vYK8YiWeyYPLkU3fEzAtvfIbhzBYgS7tFzcQyb2q2tW7I6kKwO8OaRDpvFxM3zBrNhT323xDWLSWL22NKkB5cgSphzismavBB3LISAgGh3ve9VrByPjR/cM5EDJ9pYuukEFpPEpZP7UpLnTIrUAFoiRvTUAZpe+zNKR1qspWQwuZffhym75H0nPJ3NoFaUJFyj5hA+vIV43ZGUbZ5JC5F7WDSGIomMhTnA8s3VjBhwfoNZeumll14+CL015IfD2WpIq1lOXtN21WsUX/FN4m/94bSYJIiYRy7goFbGoGAMr9NCU1sURdG4duYAlm89RSSmMLIih5EDclm3q5b5E8uRRIGVWzN7am3cU0coqpyzEAdGPbZmZ3qBrazAnayFRwzIJcdrpakttcNcEgVuWzAEu9WEpirJBcJ0iGYrqKcXsvyhGHXNYd7ecIJoTGHm2FLKC91J0dEiS6w5EmPiFd+DdY8S7wjXMuWUIk25k7f2RblsulHL7T7SnHbKxR+K88qqI9x5+VAkXUfXFNRAC63Ln+i2r+zNB3RMskSWx8bccaW8vTE1jXVURQ5D+uUgdBFsCnOceJ0WCrMd6KQP7ahvS/DA47tSJlgiMYXfPbef3+R5GOhxE44pvLXemPRwO8xU9s9BEGDXkWbaAjGWbDjBjDEleJwWcr02fva5Kby7+SRL1p9AR2f22FLmjisj94wpA5tFxmZxQlZ6/1ezSeLqGQN4Z+PJbgvwsmTc73QNQjD5CvFOvhZ3h6Ak2lw9sjXpSrbHxrfuGMfRU+28tf44oiiwYFI5fQpcKf7acUXl8Ml2/vjMNk52dMQNKPHyhRtG0afQ/b59ZmVJwneW5oIJwwtZtbOOnYdThcLLJ5VR3EM/XS0SILRvbcbtwR3LsA+oQuxNaO+ll/NK71/YBUYQBOZPKOPN9SfSbr98ch+8LguKqrFyWw2BUJz7rx+VHNO022RWbj3FW+uPM7IiF6dVojUY46G1CbYfPt0mfri6nVezbPz05gHYgm1IdieiOfPqjWCyZgwsSIdJNpKTXltzrFsCkCDAVdP6nRbWJJm8a75C+4bFRA5vA13DWjoUz+RrEDpEGEmEWVUlbNpbn/b5ZlWVYOkY+VRCbTS//U9Cu1Ymtwd3vIu13yjyrrwf2ZmFZLHhHDSOeHMr9145iIgioutglzXcsTpcg6qQHW7USJDQ7pVpnxMgtGcVrlFzkOxunJUz0JU4etV1RMyGYGVPtKJvehZn5UxEm9Poljr5LrcNlrhywkje3dWKCEwfnoW3bT9y9RbE/PkpzyFZ7RkTYduDMV5cnj7RVdPh1dVHKc51YhMEBMmEed4XqRPzWbbHjygIzJl1JTnRE3BkDQKniwWTN4+sqTfgrloAGG3dPfUI7KQ4z8kP75nIg89so7kjobQ418lXbxmTdvRTtNg+NFPSbI+NSZU2xg3NRxRI69+TaKqm7vGfGCvkHcSq91HzyPeNkewMIuMHxeTNI3/RN4k3niC0bx2i2YazcgayOwfZ4XnvA3RBEIy/uUxpW2cTsXvppZdeevn3YfKIIp5cciDttnkTyvC6jLpq7a4Gjta086nZ3yXXHIVEjLjNx+vbW1n85F7+8u2iDiEuwpb9DSmLPUdOtbNsUzVfv62KtkC0m1XCmVgtMj1Z0xJFgTGD8nhu2aG0nd4LZ/bHajFqviw5xk9uHcTjK2pZs7sRTdMZVObl7rkl5FmNcWdBAMfQqQQzLDg7h09HMBuCTXswxhNv7ePV1ceS25dtqWZwnyy+fec4sj02ZFli7NACqqvrGDz9dsx6FHQNRbRQG7UxYpCdHI+NWEJh6aaTaZ8TjNC1a2dW4PNYcY2YbSz6Vi0i5shH1XTsih+2PI+j3wgkmxtBEjlRFyA/28EP75nAxj11KIrOuKH5tASirNlZy6LZFSnPYbOaMgqg8WiUxWuOZ7SRefrdo3wt34lgsiKKAp++ajgel5lNe+rRdPjU5UOJxVXe2ZR6z5LrtXHtrArmjjPGn90Oc489Ajsp8Nn56Wcn84entlLfMaaa77Pz5ZtGk5+dpoY0Wd63+HYmPrcVn9vKyI7giTODDQBqm0J896FVKWPUh6rb+Pb/rOIPX535nt7c75fsLCdfv2U0pxpDLN9yCrNJZFZVKXlZVjw9HSfouEfIuFm2vO9F6V566eXc6b1buwjI0pq4bmoJz61KHVEdXOZhSrmIHg8jmKwUZdtpEVWKbRGktuMISgIcfSn1ipzMtqPrGrqmUR00s/1wKw6biVEVOciSwN5jrTS0Rliyo5WbL8lGFmXcVYb5fjrcYxcYSZ3niCSJeJxmvn5rFf9YvDt58fQ6Ldx26WC8bkuyaIsc2kzLO4/grJyJ+9qvARCrO0LTK/+DY9g0fLNvw2YxkdfR1t6Z3NRJZf8cBpZl4egoNOJ1x1JEuE6iR7YROboDV+UMAEKWPF4/HGZoP524Ejc6xMwyKw6JXDOtCBuAKCbFwHQIshlBlAxj14ETOWIexB9fOkRTh4lvtsfKF678PNl9fQiCgBoJENyxjETtYZxWJ4tKjZSs6Ot7iUdDBIsqcA6dkgxieC/iCY2as4wAVzcEiSdUHG4X5nlf5A8vH2HHkdPhCe9urWHysBw+Pf/T3cQvQZKSoykfBKtZpmpwHr/90nT8oTiSKOBymMlKk9h7vpAzFIBqNETL8idSRLhOtEiQ8KFNeMZedt7Oy+TJxeTJxTGg6gMdx+0wc8n4Ml5acSTt9llVPUsV7qWXjxMt7VFqm0McrWknL8tOeaGbHK8tZZSnl14+KURiCjfMHcjTb6eKcX0KXIwfWkAoouBxShRkO2hujxI3e9jSaiIet1OS58TlUSnMbk92sauaxvrdRgDQyIpcLCaRAyfbqG0K8faGE3zqCiNhffbYUl5emf4atGBieUon+rngcZr5+m1V/N/i3cmOMqfNxE3zBpHjsSXDBqKn9qO8/EduGzaLWz41Hg0RqfkI6juPEewzHOtl9yGaLEgOD65RcwhseyfleSxFA7D1H530a6tpCqWIcJ3sO97Kym2nuHp6fwRBIN+mYvNvJGCrpFW1oWo62TYd9/EV9Bm/AABREM/qC2wxyck1blPZMPzTv8rvXzxIfYsx+ut2Wvjc5XczYkAugiQRjSu8s/EEWw80YrPIDOuXjSgKPPjsdvyhOMW5TuZPKEvp2Dob0YTG8YbMHmzVjWGiCR2fy8RdVwzl8Tf3pyyIr9x2isr+OXx2YSVuR2qtLInCh2KJYTZJVA7I4Vf3T8UfTiAALof5Iw1vylRDxuIKzy49mNbLMBJTWLrpBDddMuh9i5Dvhc/rxOd1UlnRs2CxM5Hsblyj59H67r/SbndXzU/xjOyll38nlGAbSls9sdrDyO5szPl9kV2+D5x4+37oFeIuMLqmoWx+kTmePky+p4qV+/yE4zqTBzrJ1xuJLv4F+t2/QjRZuXRcAZyoIfrc71C6CAkTh85k6qJFWEQdTZB4e0cz913WlxF5KvLhlYhKjPilk6inD3976yRXzpSxALI7B2flDII7l6eck6WoAkfF2B6vhmR7bLT6Y9x4yUCcNjOappNQNawmkYIOA1MtHiW4exVaLIx/02v4N72WcozwgY14J12D6Mwix2Ojsn8OU0YWsWlvA5qmMXpQHomERo7HhiSJaPEo7RteyXhO7Rtewd5/DJLdRU1rjLxsB799fDOxDp84syxy8/zBVDeFyc12IVnseMZfntHDzjP+8qRo1hCWWLuvlR/dNYZ4R2eSxSTx2rrjZBfk0qdTx+yourRokPDBTT16T8/E7TBRku9KO/YA0KfAjcthrGTtrFXZcaR7OMWa3U1cMrEfucUf6FTOiiAIZHtsSaPZiwU9HiV2KnMiV+TIdlyj51307fgmWeLq6f3ZsLue2uZUX5Yrp/Yjz3dxve+99PJh0dAS5p2NJ6gaks/gPlkIgsCG3bUMKvfRv9jbK8b18onj3c3GIu4P7p7AtgONhKIJhvXLRhIFHnh4I3/82kwAxg/Lx+Mw88A/N6ZYe4wbms/XbhmTDPzasKeO6+dUMKDEy/rddURiCldN64fLYeafi3cnfzbXIXLdtFKeW5naAVZe4GLB+KKMYkYmfG4bbcE4V0/vj9dlQVV1VE0DXac416i7dE0jtGsleiJKbNvrsM0It+p0/g0f2owWMbzfZJcPU14f8q/7BuHDW9ETMWx9R4AgIjt9iLIZTdN4bc3RDGdkTBnMGF1ClttKItjKEfc4fvf46a49WRK4ZdYIZjY2YPFkY5IlLp/aN+OI7eVT+uLtECibozJvbG3im7ePRVV1NF3HapZYtvkkuQVQkQUg0Dm8EIkp3aZEetq0ZLNZ6FvoZP/x9MFlZflObHZD8Gpuj6adStl5uInqhiADy86vmb/PY8N3kdWQ4ZjCvmPpPZ8Bdhxq4pqZA3CcJyHuw0IQJVyVMwjuXkWi8XjKNsfw6Ziyz+MNQi+9XEAUfxPtW9/B0X80lpKBCIJE+Mh2zLklWIsqPnIx7uK+2/wEIIgipqxCwuuewSS/xGWlQxBkE7EVh4iH2owvQ0lC1cErhqh756/djpHY8y6uvsMRvYax5iUjfOQdf4PEumUkLXn3ryM/vz9fveY+6Gi1jp7ciymrkLxrv0b40BZ0JY6930h0Xadt/WKy597ZI78us0liULmPPJ+N1kAMTdPJclnJcndJQBTF5CpkOkTz6aSjHK+NCcMLaWtq5OapeQhAMKbhzs4jx2tcnHVNQ4tnTunU41F0TSUUjZNQNP76ws6U7XFF4+FX9/C9T42nPRDF47JiKR6EvWIc4YMbU/a19h2Btc/wjp9TaWz2M3FYAT/6x+bkCKbPbeUL1w2judlPYbYDs82Fa/RcYjXpxR/3mHnn3A0HYLWYuH52Bet31XbzYBMFuGp6P0yyiD8UY/HqzMXly6uOMnxALlbzx+crQAm2Gr42ooRkcyLZe27wLUgykisLyZMHVdcSNRk37pbWo6ibX8CUVfCxWQXMzbLzwOensPNwEyu2nsJpk7lsSj+Kcx3JzoFeevl3IhRJ0Nwexeu28J8Pb6CpLYrNIjNvQh8qB0i0+CPkfADD7F56+ThSlOvgf1/ezZINJxjWLxuLWeLxN/cZfytdTN9FQeBPz23vNpa4cU89w/pmM3e8MVZY2S+H3cda+M+HT9dAa3fWUpLn5P4bRiXH9aTmg8xxHmLiXWNYurudYFxj6kAnZdYg2ur/Q1vw2R7ZTsiyyIASLz63lbZgDEXRyHJb8LqsWDoSPxEERGvmMTzBbEsufsouH87Bk2lrbEAfeTUaOpFEhCyfN+l/q2nG90omojEVTdfRVIWWhIVfPL0brcsbqKg6j7x9nPL8oXhCAcwuL30K3MyqKmHZ5tQpl4FlWUweUWhMS2g61Q1B5o4r45ePbEpOkXicZj591XBa/VHC0QR2q4kFE8vZur+7bzHA3PFlPbrem2SJK6b0460N1Smvo5Mb5lRgs5qJxBK8sipzDfnKqqOMG1qQksJ5sdMaiBLs0mHX045NAJMk4XMbn8dbphdQ4AQQONai8sTKWvKy7ElB+2JHdmdTeNP3iJ46QHDHMgSTxQifyynpsV1KL718HNASMeKt9Zh9hTS89HuUtnoEkwXn8BnYSgejBFoxeT9af+2Pz134vzGuEbNoX/cyuhIncnR7yjbv5GuRHV40TaN9+9sZjxFY/yK55ZXIkp0KT4ym3cu67ZOoP0xW41Y8FWVoSoLg7lVEDm9BsNhxDpmMaHfTsuJpVH8TktNL1pTrzjmsoRNJFMjx2jPeDImyGc+4ywgf2JB2u3vc5cmRWF1TcUbriLz7P4Q6DO5NOSU4L7sPzdkfUTYjWmw4h00lVr0v7fEcQyYh2ZwkwkZ7fybeWHeM/iXG88pOLzmX3Uei6XL8W98GTcM1ei7mvLLTibMxBZ/Hxpf/sDqlmGnxR/npw1v43RenEIkpmE0S9n6jMef3JV6fWtSYC/pj6zsy4zllojTfxTdvG8uDz25PFpBuh5kv3Tiaog5vCk0j2fWXjlhcRVXT+4tdbCTDFV59CKXNWJ21FPYn54r/hzm3tEdedpLDg2veZ9nbKPKXxcdobm8AoG+Rmy9c/m2cebaPlS9GjtfGrKpSpo4oQhCFHncg9NLLR4E/FKPVH6OuJYTXaSHHm75bVlMTqIFWtHjEGC2ze1Ju5KMJhf0nWvjfl093LEdiCi+tOExNU5B7rhz2kbyeXnq5mBg/rID/e2UPiqqx/WCqYHPt7AFJW4i1u2ozeoO9tOIwU0YW4nFayM+28+t/be62T3VDkE176xna16gLQ3vWkNj5LhbTSywaOgXBayOyeTPx1joSkglt1u099n8VRYEcry252HomgiDgGnMJge3vpN3uqZqP5DAW6XRdpyYk8cdX69l3zKgRC7MdfH7RCIbYVCxmGVkWmTWmhI170vsRjx9WgNNmQlU03t7amFa8AnhqZS0D+uRhxki8vOeq4SyYVM7ra44RT6jMHV9G/2JPssMrnlDJzbLxtT+sSPF6bQ/G+a8ntvDA56YQT6jYrSYGl/sY3i+bXUdSk+2Lc51MH13S4y7gglwXP7xrHL97ahvtwThgpH7+v+sqKSkw6mBNg1iiu1dfJ7G42i1M4WIloagcqm7nv5/ampwmKS9088UbR9G3yNOjuslpN3HvlYOw+4+jLP8jSkcNWZFTwn8s/DRqVklKmMTFjuzOxumehL1jCupCjOb10st7oUYCRihjSy2SzYXsyUFyZXe7X9NVxWjaiIUNjcDuNgIGO48Ti6C2N9C4+MHTP5OIEdj6FvHGE+Re/vmP7DV10vsXdxEge3LJvfqLNC7+H9BOX/ico+Zi69ch1GhK2iTPTtRgG5KuoGsakR1LMu4X3fE2jJmNYHchWu2YBk1Fr7ycnQ0xEopOxbyZmE9sRD+0pkdhDT3BlFuGc+RsgtuXpjxuLR+Bvf/o5L+V9kZqHvkeevx0MlaiqZqax35Eyad/2yHCCDgqxtK+9iUUf+r7I9rduEbNMS4sgkJ9c2ZfjM7VyE5kpxfZ6cVaZtzYCWcYtsqCxuKVR9MWZZqm89KKI3zmGqN7TnZnU3DDd4gc3YF/6xIQwD16Hrbyym6ppOeCzSIzqbKQQX2yaA3EEAQ6Og+tybQml93E1JGZDZxnjinBYft4rGQmmk91D1eoPUztI9+n+NO/weTtmVdGPXn851OrUjoKj9b4+f6je/nDV2ZQ8GGd+EeIyfTxKfx6+WTR1B7h4Vd2U1bgpjDHwbFaP88tO8itC4bQp+B0V6saase/9S10RMy+AtRwgFj9UbKmXo/JkwNAJKrwVIbvtI176rl1/uCP5DX10svFRI7Hxnc/NY5fPrIpRdSZMrKQ6aOKk0JNbVPmGqgtGEteE1duy5yGumzTSRbNrsBmMSHZnJj6j0MffQ17m1QiMZUBs6Zjrd+Bsu1VOE9rWqasAtwTrsK//uWUx82FA3BWzkh2tTe0hvnWg6sIdul4q20O8cO/ruW3X5pORamxsDqkbzYlec5ulh92q8x1swZgMctEYwonm1JTWrtS3xImzunrsMdpweO0MLiPDx29m+m/JAq8s/FE2sAlXYdn3jnIF28cBRiTFl+/rYrdR5p5dfVRVFVn7vhSxg4pyChYng2LSWL04AJ+/5UZtAWi6Dp4XUZIQae3md0qM31UCfuOpR9hnTqqCNdZwjouJuqaw3z3T6nhCsdq/Xznf1bz31+bSVFuzxJHSyxhahb/KqUmTTRVo7z8AEWf/i3wwb2WP2pE+ePxu+zlk4cSaKVlxZOY3DmYcopJtJyibcNisqZchzm/PNmMoYb9BHcuJxEJYckrRY+FiZzYh2/GjckQPj0WpuXd7inVYIT2aR3pyx8lvULcRYAWCRI5upP8Rd9AaW9ET8Qx55YSObEHLewHZxaCKGMtHZLRY8xSNABBko3AhrONaiox0HUEUcY28Qa27mvlob/vSxGUFozrx42XT+xRWENPkB0esmfdhnv0PAI7lqIrCVyVM4x26I6OM11TCexYliLCJdFU2tY8T06HIa/syaXw9p/QvuEVgjvfRdc0nEOn4J28MCnSOKwm+pd42H8ifVHRr9jTzXgWugtwnSTiKkdqM4cmHKkNEo8ncDiMIkl2Z+MaOQv7oPEAKQr9+0GSRHKz7N2i4btunzu+D2+sO05bIJayLd9nZ+yQD2b0+lGhxSK0rHgqfbhCLExo71o8E68+5y62UCTBo2/s6zbWCxCOKqzbXcc1MwZ80NPupZdegGjc8DS6ZHwfEqpGJKaQ7bYyZ1wfTtYFcFhN5Hht6KpC5MQ+7APHE9zxLv5NbyC5c3BXzSdWdwRBNiE7PISjSspN9ZmcqA/Qv8T70b3AXnq5CAiE46zZUcM3bx9Lqz9KKKpQlu/iUHUbTe2RZPfpsH6+jJMBA0q8SbEoEj1LJ1RCTV4/zaMWsPtQG7/73wMpIsf0ykLuXPh9JLv3w3mBZyDZXGRNuRbnsKkEd7yLFgvjHDbNmFroMsWxYU992u8LXYdHX9/Ht24fi8NmfAf95DOTeG3NUd5af4J4QmXi8EJumjeIgmyjVrOYJQb18bJlf0PacyovdOFMM6ZpiKDd65NYQuVojT/jazxR708R6bI9NqaPLqFqcD66rqd9rp4gvsf0iiAITBxewAvLD9HYmnpPkeWyMHts2XkLJPgwicUVnn/3UNpwhVhC5Y11x7njsiHn3BWnxaO0r30hbU2qK3GC25dinnnzx8bipJdeLmY0NUH4yDZcldPRE3FjWsLuxVk5k4S/BdHqwuTNRdc1IjWHsPUdibpnNYFNbyA5vbir5hNvqkaQZGSXDz0RQw00Z3y+aM1BrKUf7YJurxB3ERA5sZvgjqUEdyxFcvkQJJPR/aZrJJpPkXfVFxEtNuwDqmhb95IhznVFEPFOuQ7JmYUgSjgrZ2YU7OyDJiB2eJI1q3b+Z3H3/d7YWMeIQUVMKzt/I3qSw4Pk8GAtrki7XUvEiB5PH5gAEK3eb7SedkSWm7x5+Gbfjnfi1QCINhei6XShYpIlLpvSl7fWH+92QRYFuLZj1fNcsVhNFGbbOXyqPe32omwbVkv3QumDCnA9Id9n59dfmMaLyw+zctspREFg9thSLp/aN6OAd7GhxSPEaw5l3B45thP32EsRzjG6PhpTOFyd/ncGhtHuFVP6IX9MPD566eViJhiO07fQzfItp3hz3bFkqM2ogbncMm8QoUiCHK8NJexHdnmo+ed30BOnFw5Cu1eQPf/TaLEQODxYzpJGCODp9Ubs5RPI0Ro/SzdVs3RTNVkuCxazRFNbBEXV2X6wke/fNQGXw8yQch85XitNbd0XOG+ZN4gst/H3M210MW9tSC/YjR9agMNm1ErtqoPfPreh27jrip0NDKvI59Ky83cdlWwuJJsLa2H/tNsVRWPbgcxTJAdPtBKJKTg6urpys+zcumAIV0zth64baa1Wy+maUBAEZowu4fllh4klutt+3DJ/cI+mDKwmicIcBzsONaXdnu9znPbF64LjI+xCy82y84vPT+WV1UdZuukEug7TRxdzzfT+5Ps+HjVkJKaeNVxhz5FmojHlnIVNLR7N6PkMHV018RiS9ePx/vTSy8WMGg5gzikhfGA97RtfS9aHlpLB+GbdihoLYSIXNdSGyeGh5tHvo0VPB9iF9q4ha/pNyJ48IxVVNoMogZbeuqmzGeijpFeIu8DomkZo//qOfwmIVieCJCMEWw3PuOO7DMHJYkNyZpG/6Fu0Ln+C6PFdAJiyi8maeQuyNz+5AmMtHogpt4xEY2ohJVodeCZchSibUVWN19amJuV05ZmlhxhRkfe+zEwj0QSBcAIdHYfVlPYCFwjHaWqLsHZnLYqqMXF4Ifk+e/L5BMmE7M4F9qZ9DrlDsEw5ZlQjEDWj6+ASdLxn1CsWk8RXb6ni/xbvprHNWOHzua3ccdkQrD0c7bNaLVw7sx+rdqRPxrpu1oBk8tSFpCDbwd1XDeP6OYbg6XGakaX0r1XXdbRoEBB6FCBxPhEkE5LLhxpqS7tdzsrvkaeFLIvkeG0Zu2pK8lxI0vkToHVNRQm0oEUCCJKMaHMjO73n7fl6+fgTisSJxFQkSUh6Pb1fGlvD1LWECIQSmGSRkjwnWW7reQttUTWd1TtqWLzqSMrj2w400haI8c3bxwKGR0fT63/FVDQIvfJyEmYXsq4gHVpB89LHKOlTCYDbbmJkRS7H6/xcOT6f8lwrLcEEizc20eKPUpB9cSXs9dLLR8HGPXXJ/3fazVhMEm2BGIqqsudoC9G4issBXpeF79w5nsff3MeW/Q3oOhRk27ll/mDKClzJUK2yAjeD+/jYdzxVwLCYJW5dMBibxSiuVmyvyeg599yyQ0wcXoTP0/PvLC0RQwv70XUN0WxHsru67ROMxGlpj7J2Zy2RmML4YQUU5TjwdnxHSpJAYXZmMcTnsXZbcItEFaJxFU3TEUUhRYgDwwLi67dV8Y+XdyfTyt0OM7ctGIzD3jOBzGSSuHxKX5asP572Pbx+TgVZ7gtfQ+b57Nxx2WCunt4PdCPkwHyWelmNGJMiF0sNaTaJ5Hpt3caOO8nNsmMynbtgLMjGvUmnX/GZyN58hPM45qnrGmqgFTXiRxBERLv7gogHvXx80GIRtFgYRBHJ4f1APtiKv4lEa4Px+RMlzNklSE7PWUMYPwi6phI5toO2NS+kPB6r3kfj4gfJv+HbAGiJBM1v/xNTTinu0Zckzyd8eAtta17APsgIs5QcHhyDJhA5tgPXiFmYckrRokGCu1aSaD6FuaDveXkdZ6NXiLvACKJoRKwPm4M+8kp2VEeJxFRGzHBib9iFtv2VZMqpZHNizi4ie949RpGiKYg2F7LLl/JF3KraiM34ItYTa1D3voueiGPqPw5t+KU0JByUAIqmdWs370prIJYSb3+u1DYFefjVvYYpsKYzsiKHe64aTmm+K9n67Q/FeeadA7y4/HDy55555yCTKgv53LUjyHJbEWUTnglXENy9Iu3zeKdcl7zQq6rGsTo///3UNo50dKiV5rv4wvWj6F/qwSxLKKrGq6uPsnV/AzdeMjCZ9BSOKixedYSdh9187toRPeqKK8518JUbR/CnF3YngxEsJon7rhlKce5H1/n2XphlKa0xelcUfxOhg5sI7lgGgoi7aoHhYdfDsI4PG8nuImvqIuqf/VXa7e4x83s0AuBxWrh53qCUNLhORAEuGV923sIa1GiI8IGNNC/5vw7B0xDS8675Cub8Pj0Knejl359YQqW6IcCjr+1l77EWPE4L182qYMKw/OTNZk+oaw5R0xjktTXHOHiyjSyXhUsm9GFgmZeyAnfa7ov3IhiOo0RC6ImosYBkc6cs3sQTGm9kWPA5VuunLRClNN+FHo8iDJ/P5lg5Tz57mED4FLIkMmvMBBYtnE286aQRLa9H+Or1Q4k3nkDZ8AyJ3UcpdOdQOeNKbOVjkeTMI3W99PLvSrbHysThhVw9vR/Ha9sJRRUGlg6mujHE028f6CwhcdrMFGbDPVcN49rAABKKhstuJtdrSxF9NE3n+jkV7D/eyrLNJwnHFEZV5DJ/Yh+ULqpRTVPozFNJ0uKPoaXzgHgPEm0NtK54kuDu1aApWIoHkz3/Lsy5ZYiyUbcFw3FeW3OUR18/HdL13LJDjKzI5au3jMHntiIIApdM6MPLK4+ktaK4ce5AvB3fVbquc6I+wB+f3sb+44Z9iRHqMJIh5VlYzDK6rrNi6ymWrD/ONTP6k+W2ous6cUXltdXH2Linnq/fVoXdeu4iTF6WjW/cPpb/fmobkZjx3SVLIrdfNph+RRdPaqUsnUsN2Uzk6Hb8W94CwDVqDvb+Y96XD/KHid1qYtGcCrZm6I5cOKM/FtO51/2S1YF36iLqHt+Vdrtn/BXnzW9Ni0UIH91O0+t/SU5Gyd588q75MpaCfr1BC72koKkJlOZaWjqad0SrE8+EK3EMmfS+xNtEexOJlhoCW5cQPbkX0ebCNWIW1tIhmHNKehzMA6BGw2jRAFosgiBJRnNCV1usRJz2Da+k/VmlrR6ltR5LbhkoMaylQ5FcWbQsfdRo3hAlHIMnUnDjd4ie2o8lrwxNiZE1+3acTdX4NyzGv+0dZIcH16i52PqPQRc++r+h3r/aiwBz1VWs2+vnr/+zJaVgmDg8n89c/X0khzf5mGR3g9VFeyCKruu4HBbkM26gNu2t56HndzC6opw5Y7+MSRLYdDjIsr/tYeyQfL5y82hsFhOjBuayeV96v4vBfXzYrT37eDS0hPnmg6tSPMm2H2ziG/+9kt9/dQYlecaq5sn6QIoI18nanbVMrixkZlUpAHJWIdkL7qX5zf/t4scg4J1yLZYu4wgNrRG+/eAqol1SQk/WB/juQ6v476/NojTfRSSmsPdoC8frAjz4TGoyLRgJUJGY2iMhzm63MXV0KUP7ZtPcHkHXjRRLn9eG2fTxMT5N+Juoe/wnJJpPGzQ3njqApXgg+dd944KLcdaSIXgmXkX7usVAxx+IKJN7xecxefJ6fLxh/bJZNLuC55cdTK5EW0wSX7t1DHlZ56+jJl57mMbFf0x5LNF8ippHf0DJvb/tcehEL//eHDrZxncfOp3KHI4qPPjMNnYeLuYz11Ti7sEYZjia4ERdgAf+uSGZdNfij3L4+R1cMr6MG+YOTHohQbrkKU+3UZtAe4BYYzXR9U+j1B1GcmYhjb4KccAoXD7j5iueUInEFNwOM7OqSinJc+IPxVm2+STVDUFqm8NUDgDNZGdDtC//eOV0B7SiaizZeJLalmy+fk0/nIAqWTDV7qbtuV8m90s0nYS3/4Rp7BVYJ1zV4/e5l14+7kwbVUy228r3Hlqd0l01ckAOP753YlJwAqOjyWk34bCZ0TQdl93Ure7Zf7yFXzyyieH9slk4cwBmk8iBE638/J8bqCjx8N27JuCymxk7OI/lW6rTntPAMu97jpKfieJvovaxH6YEk8VO7aPmn9+j+O5fYskvB4xghK4iXCfbDzayatsprpzWD0EQyM+y89VbqvjDk1tSLEkun1LOiAG5yX93hjqEzgh1+NFf1/BfX55B/xIvcUVl56EmappCPPT8jm7P7XVaiMSUHglxDpuZCcMK+P1XZ9DcHkVVNXKz7PhcFmw9OM6FRvE3U/fML4nXna7rYzUHMeX2ofCm711wMa5vkYfbLx3Mv97Yl/z7EEWBe68eTnFezxfNLQXlZM26jdZ3Hz99byLJ5F56H6as81fHxZuqaXju1ymPKW311D72I4rv/S/MvsLz9ty9fPxINJ7k1D+/A6oh8muxMM1v/S/hQ1vIvep+5C7awnuhxaMorbXUP/UAump8T6rBVlreeRj7oAn4Zt+OuYsQp6sqSrClo4Y0daSXpnbJJgItKC01tK19idip/Uh2N65Rc7EPmoApq8BoitBVtLAf0WLHWTkDc24ZWjREcPdK4g3Hjfpv4Dh0yYzszaPp1T91OWmV0J7VJJpPkXPZ5zoelFFaT1H/9H8m/3YTsTAtSx/F2XAc74ybe/5Gf0B6hbiLgMaYmb+82N0Pbd2uekYNzOPyotMdOk1tEZZtPsnra41I9EnDC1k4awCF2Q4EQSChqGzcU4+uw5YDTWw5kOo/sftIM+Gogs1iYlJlEU8tOdBtTE8UBW6ZPyg5fnAu6LrO+t113YIBwOjseH7ZIT67sBJREHh5ZXcRrpMXlh9mzOA83A4LktWOq3Im9n6jiNUdBU3FXNgfqctNoapqLNlwPEWE60RRdZ5bdpDPXTvCaE/PsmcMa8j12jD3oD29E7NJpiDXTUGu+713vgjRdY3Q7tUpIlwnsVMHiFbvwzlk8gU4s9NIDjfeKdfjGn0J8bqjCJIJc34fJIc36RHYEzxOC9fPqeCSCWWcrAtgNksU5TjxuS3J0ZxOAuE4rf4o+461YrVIDCzL6vDg6dlXpxr207LssbTb9HiE8KEteMZe2uPX0su/J22BKH96bnvaVOblW06xaPbAbkJcWyBKNK4iiSJZ7tQR9PZgjIdf3ZMU4bqyZMMJLp9yuh1fCbUT2L6UttXPdQT/CNgqqsiZ/2lMHuPmNZFQidccxP/8A3SK41o0RGLJn9DrL4FpN+HyerFZZKaNKmL66BJe7fAZyvbYuGxKXzRVp7BD/GvXbDz1dnpf012Hm2lVh5ENiLEQjW/9Le1+wU2v4hozL+N72ksv/66oisofnt7WrfNr+6EmNuyqTUknbmmPsGq7MS4ejipUDc7jhrkDKcx2JM33N+4xxu52HWlm15FUY+s9x1qJxVVcdmNRy+e20uJP9ZwTBLjrimHJyYNzJXpyb4oIl0RTaFn+BHlXfwnRbOPNdZltVV5eeYSpo4rxua1YOxLmB/eZw7FaP9GYwoBSL16XBWcXP7d1u+pSRLjk0+rw2Bt7+cZtY7GYZQpzHLA//fNme63d6odzwSQb9UdRzsUxyvl+iBzbmSLCdZJoPE7o4EY8VQsuwFmdxmU3c8XUfkwdVcyRU+2IgkC/Yg9el+V92TJINheesQtwDplkGMGLEqbsorQ1qRoNoQbbiJ7ajyDJWIsqkJxeRHPPFn3VaJjW5U+m3aYrcYI7l5M1/YbeyYpeAFAjAZre/EdShOtK5MhWlLbGbkKcGmpHi0dBlJAcnpTOTjXsp2X5E0kRrivh/evxTLgKOoRgNRwguHc1re8+nvRrs/YdkSJU66pKovEkdU/9POnXpkVDtCx9lGj1frIvuQuTNw/BZME2cBye0fPwb36D4O6VSA4vrhGzEa12JLvRPScArSvS/33E648ZQZWArkRpfvPvacNWgrtWGK/jI6ZXiLsIWLI+c1Hx0vIjTBhWSI7XRnN7hJ/+Yx1HTp0Oa3hj3XFWbq/hv748naIcJ6IonjXO3Ou0IHVE2edl2fjlF6bx0LPb2HXE8AIpzXfx+UUjKe5hnHcsobJ+d13G7dsONBKKKtgsEoFQ5tS7UCSRsnIpmq2I5gJMWQVp94/GVXYeTm92C7D3aAvhmEKWy8rCmf1Ztb274ASwaM7AHq1k/rughQMEdizLuD2wZQn2/mMQzRfWq0Sy2pGsdsy+og/leHarCbvVdNbity0Q5Z+v7uGdjSeTj4miwJduHMWkyiJslnP/+tSVBPHGkxm3R0/swV214LyNxfZycREIx2kLxKhtCuFymMn1Wsn22JK//1BU4URd5hj13UeaKC80bq5DkQT7jrXw95d3Ud0QxGaRuXxqX66c0hdfxzhRLKFxoj7z8Q6ebKN/iRddUwnuXE7rssewlA3FVjYMxd9EcOdy6tt/QcHN30d2ZhEPtBBa+ne6dqiiGQVfbMcSxHGXAV5cdpnJI4p44J8bkiJBIJzgry/sZN6EMiYMM77XQzGV0FmSGk/WBxlQmoUWC6EGMhlv60Trj2PLLc54nF56+Xdkzc7atOOXAC+vOsrccaXk+Jy0+qP86rHN7O4iri3bXM2anbX87sszKM03phbyzmLE73Va6LxM5WbZ+c/PT+HPL+xg24FGdN0Y6bzv2hHJ76dzRdc1QvvWZdwePb4LPRZBN1lpC3Zf8O0kGI6nLGBYTBIF2Y6Ujt+uJBT1rKEOB060JTvdLp1UzmtrjqZ9r2+6ZBBuxwdLMv04okZD+Le+lXF7YNs7OIdMSevz91FyLjVfTxDNNkSzLeO9CYAa8tO65jn8XUfrBJHsSz6Fc/hMJNu5d+PpiSjxxsz3irFT+9GVxDkHl/Xy8UaNhlBD7SRaahAtDmRPLrIrK2nVo8UixKrTe6wDhA9tToYlavEosdpDNL/1D+INxxFMFlyj5uKdeHWym1VXEsSqM6xCYHw/20oHo+s64cObaX7jb5iLBmLrOwIt7Cew/R1qH/8Pim7/KbI7G8XfTMuyR0+HJnSpIcMHNuCdvBCTNw/R6sIzZj51T//nacEuEqRl6SM4Bk0ka/ZtxvklYmepDSFWcxhb2TD0eCRt40nydZzYg+Uj9onrFeIuMIqi0dyeuahoD532ajt4si1FhOskFEnw/LJDfOaaSswmiQWTynl97bG0x7t29oCkv5AgCJTlu/juXRMIdBQvTpsZr6vnX+SyKOJxmulb5Obq6f2xW01omo6m67yx9hiBcBxJFLCajRXKTOJZ1aA8nD1IhTLJInleO/tI3+mW7bVi7lilLM518rnrRvDXF3YmO0NEUeD2S4fQt+jj2dH24ZDZx0VHP+v2f2c27WtIEeHA8M753RNb6V/iTekyeE9ECdmbR6Ip/RiPOb+8V4T7N8EfihFLaIgCeF3W5MJHJy3+KH95YQdHT/npU+giGElQ0xjiB/dMoF+RB1EUkEQBQSDjzXVXEXjHoUZ+98RWZowu5tJJ5QQjCVZsPcXBE21847YqPF1unDPRGVCiBloJH96C7dN/p7opwu4jLeT7bIy4+zbEQ8tR2huRnVkIiQhKoJX8m3+A6MxBC7chWuwIokjTKw+i1B+BgjKCkQT/fGUPAjBmUA798my0hBTW7G7krfUnuHq6YTEgSyKiQEbjd7ej45rwXn6Qcu9NSC+fPJrau6egdhIIJ5JebdUNwRQRrpNYXOWR1/bylZtHY7eamD6qmCeX7E/7/XPNjP4poTFFuU6+dfs4/KEYqmYEdL2fkAFBEJGcPkzZxXgmXIlk96BrKoIg4N/2jjGCJIiIosjUkUWs3Zk+KGvUwDwcPbBVkUSRwpyzhDq4rUl/43yfna/dUsUfntpKoiMBWhDgulkVDCm/sBYeFy+f3Boyemp/qggHoGs0v/UPLMWDkGwDzvlYgmxG9uajBtPf65hySns94v5NUKNBtHgUAcEIVzgjYE8JttGy7F9Ej+/EnN8XPR4l1nCcgkXfxFI0wPgcCEKKuHUmXf3cYjWHqHvq5ziGTsE1cg5aPEJwz2qiJ/dRcON3TvvJCWLaTjLjgMY5qsFW/NuWUnzv71D9TUSO78KUU0zxPb8hcnw38eZTyO5sdDVBvP44eYu+hclXiBZqQzDbEGQzTa//heiJvViLB6JG2o1pIk3F2me4MZoaCxM+sIHQ/nV4p1zXcWoigmRK27EHIHWG4r1Hx+iFELJ7/2ovMJIkMH6gl3W70hcVw8qzsIkKqqZ1EwW6snZnLTfPG0S2x0a+z859147gLy/sSCmkZlaVUDWou6eWy27u8QjBmciyyKJZFZxsCPC/L+9Ojio4rDK3XjqE8gJX0sR7wvACnl16sNs4g80ic/WM/mdNZDoTs0ni6hn9WbEtvcJ9w5yBybh3h83E7KpSxgzK40RdAFXTKS9043VZetTd9O+EaHfhGjGblqWPpN3uHj2vxy30/w60BqI8tzRzRP3b649zz9WV53w82ekla9oNNLzwX903inLa8d/2YIxwTEEUBDwOc7cEt14uLqIxhWO1fv6xeBf7jrfispu5Znp/5owvw9dxY5pQVN7ecJwrR3vJGhJGql2PZs9GmTOOV1cf4LpLhpPns+Oymxk9KI8t+xowySLZHivhqII/FEcUDA9PgOb2CGt21PDN28fy5rpjbNhTT5bLwhVT+6JpOk1tETwdXdBD+/rYc7T7iqEoCvQtNNr7NTWBcMlX+OHfN1DXHE7uI0siP7xrAjYthBVAECn6zO9pe/cxwnvXJPcz+YrIve6bJELtHe+Jisdh4gc3DEc+sgah/gC6M5tFt8/lzT0RDp9qp6zAjc0kMHZoARvSdFW7HWZyO7wbNZMdc0E/4nVHuu0nyGbMOb3dcL188hjWL5vXM4SiDCrLwhjcgZUZ6iQwklfDUaPzK8dr46u3VPG7J7akdJeNH5rPjDEliGcsLjhspmSd9UFwVc3HVl5J81v/QPEbXWqC2Yp38nW4x12evJka2jebfJ+d+pZwys+bZNGwVenBdIMoCsyfUM4rq9J3ut04d2Cydk2OupZncaIuQELRKC9043FZcHwCJyrACC9wj55HY4ZuGdeoSwxv608YaiRA2+rnMm73b3wV8+WfP+dgB8nmJGv6DdQ9/pPuGwUR95h53YLL1HDASMsUBCSb632Z6ffy0aEpcRJN1TS//TDR47sRrXbcVZfirpqf9OrWNZXQvrXY+lZiLakgemIfojcP9/jLCexcjuTKwuTNR7K7cQ6dTHDXCpBkZFc2eiKK2lGb2ftXAYYViX/7UvIXfYvA9ndoW/ciUkcIg2i1k2ipNYQ4UcQ+YAzhg+ktRGxlQ43zS8TJvew+6p/7FYmuU0CCSN7CrxjiIIAAJZ/9PW1rXyS4fRmdYr3sySV/0TdJdArOqoKuqRTc9D0ix3YRO3UQyeEm5/LPEas5ROTkHiyF/UA24xg6heDOd7udm2C2Ys7tY/y/yYKtfASRY919PhFErCWDevAb+3DovbO70Og6w8ucZHusNJ+xqimJArde0h+7qCAgYLNkFqjMJhGho9jqFJxGD8pl1+FmonGVEQNy8LktPTL47imyLPK7J1JNcUNRhb++sJNf3j81+Vhelp1f/L8pPPHWflZuO4Wq6YwbnM+dVwwlP8P4wNkozjVGIf764s5k0SgIxqhA/2Jvyr5Wi0yBRc44pvBJQxBEnMOmENj2NomWmpRtluKBWEsHX6Azu7Coqk6rP3OXQV1LBFXTkMRz9+OwlVfinbqIttXPJ1eVRKuT/Ou+juTJSe4XS6gcqW7nLy/s4PCpdiRRYMrIIu64bCj5ZxkZ6uU00ZhCayBGWzCGxSThdVrweT7YeHVre5RwXEEUIN/n6HYzevBkGw88vIFZVaXMHd+HcDTB8i2n2Hmkia/dYnSmtQViTOprQn/tV8QjfmRPLlpsJ+qGF7h23udob/eT57MjCHDj3ArGD83H57ZxqjGIx2nGbjERiSeSXXbxhMqkyiJ+9o/1qSEML+xk9thSygqMcSBZFLnpkkH86tFNRGIKng5j8UhM4Y5LhyB3dMSFRSd/X7wrRYQDIzjh5w9v4o9fnYYXkOweAqufShHhABItNdQ/9TPybjVuFmRZ5KuX5hF/4YfEEl3+nvauZMHMuwl6SwBwSAo3za2goSXMsdrTXd8uu4mv3TIGZ0caqtUsw/zP0fLUj5PeIwAIIq5Lv4AqXtgR+l56uRAUZjsozHZQ25yaYioIcMdlg5Peb2dbcOy6AGq1yEwaXsCgb81hz7FmQuEEw/vnkO2xpqQif9gIokTDS79HT5yeEtHjUVrf/RcFN34v2TWe47XxwOcm89TbB1i2uZqEojGyIod7rhz2vkYP83x2vnLzGP77qa0p9euV0/pROSAnZV+zSSLf5yDf11tDdmIrr0y7QGLKLcNRMfYCndWFRVcVI7kxA4q/2fDv6kHCqqWgH745d9Ly7r+S3l+C2Ube1V9C9pwOH9FVhXjDcZre+DuxmgMgiNgrxpI95w5MvYEO54SWiKGG2lCDbQiyCcnhQXL6PtDkihJsR4uFjO5fTw7iGR2M8cYT1D7+U5xDp+AcPh09HiW4dzWRo9vJv/5byM4s1FAbJl8RzW/+HcXfhOzNQ4tH8W94Bd+s20i01HUEvwm4qy7FUjggOY0j2pxIdg9KsBU6uuz0RBzXsCnUP/tLdCUOgBpoMUIYKsbiGtPh7yiIeMZfSazmEGrYj+TwoCVi6LEwnsnXnhbYTBba3n0sVYQD0DUaXvw9JZ/+rXE4m5vAptcIbl+a+h61N1L7+E8o+tQDHc8rkT3nThpe/F1KzRfatw7PpIWYfB2Lr4KAe9xlJFpqiJ06kNxPMNvIu+qLIHecn2zBN/cO6p74aVKU7CR73t09+nv8sOgV4i4wgiiSZU7wk5v786+Vjazb24im6Qwo8fLpS4rJjlUj2YYhigKXTurLss3pR9sunVSOp8tIqc0qY7N+dAawRmjCiZQipitPLtnPt+4Yh8NqQotHcTXu5EbPbm64Yyw6AmLtLpwnWsAzHWw9O2eHzcycsaVUDc7jcHU7qqYxoMQw5P0k+r51RQm1kWiuMVZFBBHXiJmYsvKTBpcAsjuHwlt/ROjARgI7liEIIu6qBdj6Vl7wxNQLhc0iM6iPjy3706cKVw3O65EIB0bisXfSNbhGzEJpb0SQzUiu7BRfB4CTdQG+/adVSVFZ1XRWbD3FvmMt/PL+aWf1gOwF2gIxnlt2kJdXHkm+h/k+O9+7azzlhe4eF1LBcJz6ljBPLtnPnqMteJwWLp9Sztgh+cmbsbZAlOVbq/nBXeMJRBJomk6Wy8JNlwwkFFVoaDU602Q9jmnHy9gmXInszibeeBLJ4UZyeGlb+xJ58wcC4A/FicRUVm2rSTFLd1hlvnH7WI7XBToWLQSeeGs/HqeFS8aXUVrgIhRO8O6WapZuOskVUw2vi2ybguKx8NCXxyPH/CitNcbIgyuHloSNzkmzUExj4970n/lYQuVEfZDCPA96LEBg2ztp91P9Tej+BvDlk2WK07byH+iJ7qJ2bMXDlN072viHruFR27j3qqEEIiqnGoP43FZyvFYKbVE6+7UFLYFqdZN92y8IHNiEWL8XzVWIfdh0sHuwCpnF8156+XelyBblh9f34am1zaza1YCi6vQpcPHpeaXkx49jtYwEYMaYEp5/91DaY1wyvgyP8/RkhBFO0BFQ8BER3r8hRYTrSsuKJ7EUDUCyu9EScRwtB7jOtp5rbhsPooxQtxfHsXqErLkg96wDy2YxvCyHlPs4WuMnnlDpX+Ihy2XBYfvk+b51RQ21k2itI7BzOegazuHTMfmKkZ1da8hsCq7/NuEj2whsXQLoRvph/zEXPDH1QiFa7FhLhxBMFz4C2PqOQDD3TNSWbC7cVfNxDJ6A0tZodDq5sw27iC6iTqKlllMPf/e0Ub+uET6wgdipAxTd9Ytk6FIv6VHDfvyb36B11XPJ0U7J5SP/um9gKezfrfPwvVDiUdTWetrWPEfk2E4kqwPX6Hk4Bk1IhheokQD+rUspuOE7aJEAaBo4vHgmXgOamuxM0zWd0P71uEbOxpRdTLzxOKLViezOoX3jq1jLhydfgxpqI3x0G5FDW5LnIpgs5F39ZWI1hzpSdnXa1ryIYLbiHncZlvy+xmjq7lWED27CM9EILxBtLnQ1QcFtP4FElHjzKSSby1hM1rSkj7je8bNp0VSi1fsw55aiR4Pdx7Y7d4sEiDecNDzBRYm2tS+mLrx20L72RZzDp3e+MrRYhKwZN6PHI8SbqpEcHmRPLqLZmmxUEtDQRTOFt/4H4cNbiFbvN8Ifhk9HdGZl9oM5j/QKcRcBoV0rULe8wR3D5nDrhHHoCEitx1CX/ZqAxYaj8PuIZitFuQ7mTSjjrfUnUn6+b5Gb2WPLunkRfZTEFY3Dp9oybj9ZHyAWU3FYTSTa6ml4/reADtteT+4TA8x5pdjKz33kr5PeTrfuKMFWml59iPChzcnHAlvexDF8Btlz70R2pIpx7qoFOIdNBQSkHoqh/244bCZuv2wI2w40dPOt8jotjEkz4n0uvJfBbzCc4J+v7kmbltnQGmHfsRamjuodv8uEpums3FbNi8tTE9zqW8J890+r+cNXZ57ViDwdJ+sDfPeh1clFBn8ozp+f38nkyibuuWoYeT4HsbjK3HGl7D/RxnNLD9IaiCGKAuOHFnDNjH7EYh0dXXoU87AptK1+jljN6dFnwWQl94r/h+avhcJSwBgjOzOxMBRV+OUjm/jZfcYos6JqlOQ7mTWmhPr6VqRIOybVsCFYMKmcw9VtVJRmEY8l8JlU2t74M9EuLfmi3U3+jd8nrPo6jqeftQ5p7wzaiUeTq6fpSDTXQnklciJIvP5o+p001fCSyynCpMew2W0UVu/BZ8+luMyGRART234c3mFIsSCQj8mTi636ANGG49iGzUAfPhvQMTUfQms9jvQJ7b7o5ZNN/MgWEsv/xU1DZ3LDnZNQEZHaT6Gv/j1RJY676D/BlkNulo3rZg3guWWpYlxhjoOrZ/R/X6mfHxa6pqV0MpxJoukUumJ8/yj+RuqffsDoLN+xJLlPHDD5CnEOmdTj53+vUIdPIkqonea3/4/QrpXJxwJbl2CvGEfOZZ897R2FIca5R83BMWgCoCPZLmw4w4VGNFnwTr6W4J413Xy6RIsd57Bp7yvhVDRZEL35HV1P3dHiUVpXPZs2LVMNtRE+tPmCp9he7ISPbqd1xVMpj6mBFmr/9WNK7v1dUjw7V9SWGmoe/l6yZtLCflreeZjw4S3kXvY5TFn5aIkY7pEziDecoHXVs6j+JkDA1n8U3kkLT4caaAq28kr8W94kuuyx5HMIkomcyz5LorkGa1EFIBA9sTtFhAMj1KD+hd9SdPtPOx7QECxWcq/8IvGGY6iRILqmYB80AXfVfKIn9xkhB9EggijR8s6jhA+sTx5PtDrIv/7baJIpebx0n73kexE2Jh50JW6MTWcg0XgCBk8AJU70+K4Me+lEj+/GklcGShzJ6iBWdxTRYsNc0A8B47ph7TMMJdSOObsIk8tHLHSU0PHdOAdNwjFkMiAQb60jfmQb9sETM57T+aJXiLvAaKpCorXGMFvc+ipsfRUAtXO72YauGB9qj9PCHZcNZc64Ml5fc4xoXGH22DIGlnnJ9lzYLhmzLNK30M2Og+lDGIpznFjMErqq4N/4OpnMW1tXPoO5oB+StbcY+qBEju1KEeE6Ce1ajqtyOnK/USmPq8FWtGgQENBVNWXF85NIaZ6Tn903hT89t53qhiAAowbmct/Cyh6LOedKNK6kNdPuZP3uul4h7iy0BKI8/XZ6b79gJMGBk60pvztFUWloixCOKphlEZfDnGJE3tAS5n9f3p2203fNzloWza4gz+dAkkSO1vr5+0unCwZN01m3q5aaxiDfusMQiARBJLR/PUqoDdtV30b1FCMoUaTtL9O4+I/GaiOGwLZia3o/p0hMobE1wsCyLMwmkSsmleLV2ihuXIxSe8DwUaq8jFZrX6Tsjr9h2Uxo5b9SRDgwCsL6J39CwZ2/NHaTpbQ2CZ306UhCFGQzgsmattMNSBaqwnutLnYY64o2N7HVzyL0m4TLZkOJRpHMZnT7QAKrnyZnxo3JHzEXlCNa7QS2vkSs7iiyy4d97AIsvdeNXj6hxJtPoStxYjvegh1GgmWKpbZuVJQuu5nrZlUweUQRr605SiCcYMboYob2zb7gndaCKGIu7Edof/rkVJOvEKFjbCjY0Z2VjrZVz2ArG4rk+GTXLx8G8drDKSJcJ+GDG4ken4Zz2JSUx5Vgm9HNgzEe2VWo+yQi+woouuOnNL32Z+INhoejpWQIuZd+Btl7frrStFjoLMIFhA9uwjVyNqL8ye70zIQSbKV1+ZNpt+mJGOEj2/BUzU8+pqkKqr8JLRZGkEyIVkfKJJESaKFl2eNpFy6jx3ai+BuNekkQUdoaaXrtz12fkcjhrSSaTpF/w7eNhwSJWPU+Eo3V5FxxP+bsIjRVIbhzOY2vPpQU2HQ1TuCMsc8kqkKs/hjW4oEgSHgmLYREjHjtYaLVexFtLlyVsxBECUtJhz2RbCK4cUmKCAegRUPUPfkziu/+tfGAKGLKLs6YTGopMpJaBVFGtLvRwt0DKAFMOSXJ9+BsdIYzSC4f7etewlI8ENnhQY2GEE1WLMUDaVvzAlnTbzh97NxSHCYzgR1LiZ46gGR34am6FMvAcSkNKh8VvULcBUaUZKylQwnv3wCA7MlDkGQSbQ2gKVgK+iaLDzDEOI/TwuA+PjRdT6Y5XWgkSWT+xHIWrzqatpvnpvmDcNhMaLFINy+yrijtDeiJOPTeUH0g1EgA/4bFgPEFZS0dCrpG5PgutLCf9vWvYC0ZjGi2oiVixGoO0vjKn1Da6gEjgSn3yvux5Jd/YpOYLGaZygE5PPD5KYQiCpIILrsFp/38jTsLAnic5oxCSO7HbCy1LRCjsS3MnqMtuO1mhvT14XNbexTI0hU1FqYtECMSU5AlEbdNxuZ2JVeWFUWjLRjD67Jw2eS+VJR6icYVlqw/wdYDDRyv9TN1pCFkNrVH2Ly3nn+9sQ9dh1hCYWjfbO69upLiPKMjNKao7D9hmMbmeK30KXATiiY4cLwVTYftBxupKMsiFld45p2DOKwyV08uZni5G38owTOrazlc3U59S5iyAjdoCqqrkMjlN/HXN/az79hmvC4LV0y9nIm33ojSehiKK9A0PZnKl47m9ghgWLBnJ+oJv/jz5IqpGmqD+j/hHTYb+2RDwJISQQI73017LC0SRG05BdkFCLrKDXMH8tBz3Y1sRw/KRUkYi0K62YZ79CW0d3zHdMWUXYzUMfoimK2YfEUZvvMFLIVGapxsd+EZexnNb/8fwer9mLx5qOEAgmwi/9qvpfjaiLIZc04JWTNuRouFjQ4Bc683XC+fXKylQwhvMwQ4yZ2DaLKgtDWgqwlMuWVowulruMthxuUw07/Ei34R1ZAAziFTaFv5TNrku6zpNyHZ3eiaSrwpc3BZor0R/SwdGb2cG1o8SvsGozFAtLux9RkOgkj0xG7UYCvtGxZj6zcCyeZCVxVitYdpfOV/kjfgclYhuVf8PyxF/T+xoo8ombAWD6Tglh8Zo3WCMW1yPrsFDYHDldGfTnZm9Xi08kKihv0o/maiJ3YjWhxYS4cgOr1I7/Oar8YiqKE29HgERMkQzrq+J5qK0lpniFFj5mEtGQxKnMDOdwkf3Jzig6gE24gc30nLO4+iqwl0JYGlsD858+/FnGsISboSJ3JkG2Akd5rzytETcaKn9oOmEjqwAVuf4eiJOK2rn0MwW3GNmou1bCh6LIx/yxJip/YTbziOJa8PupZARyD/hm/TuuIpmo/vQrQ5cY+eR/FdvyRSvb8jcEA/a8eZ0m5YkOiCAEqc+md+mfzeVYNttCx9BPuAKrJm3WrsF4/SvvmNtMfSEzFitQeNsCwdvFOuo/Hl/+62n6WowrjJwfBu84y7LK3oKbl8yfdPkC1YigYQq0lvqdA5QSdZbLhGzqZl+RNEDm81ugyjIXRNI/+6bxhjrh2Ikow5uxjv1EVo0RCCyfK+P08fBp/MO+yLDHu/UcSGTcM1fBqJ5ho0JY45rw+xUwewlg5Fdni7/YwoCohcuFHUdOT77Pzonon85l+bCISNP2iLWeLeq4fTt7OTwmTGWjKI6IndaY9hLuiLaOm9qfrAaBq6ppJz6WcRJInwoa0gimTP/RRa2E9w/3r0jhv3RGsdtf/6j5QV5kTTSWof/QEl9/7XJ97cNctlJesjmrLIclm5enp//rE4/d/HzKqStI9fjLS0R/mvJ7aw/eBpjxRJFPjWHWMZMygPi/n05afFH6XFH6WxNYxJlijOc5LltKQkxQbb/ew/3sLfXz9MdUMQWRKZPjKfWy4ZSF6OC0GUMMki8yf2YXZVMY+8vo8n3tqHy27m8snlXD9nAMHw6Ru03YeaCLa18bOb+0J7LYLVSZvu5v8W7+TTV4+gIMcBOmS5zNx15XDiCZX9x1vpW+ThxrmDeGfjCWS5QwBUdQaXuLhtXgVNrQF2H2sj22Xma4uG0B6MsftUO+OGFiBIMg1FU/nJn9cwbmghi+ZUEIoovLTiCDsPe/jspQNwAbIk4HNbuyVLd9K3yPg+tWhh/Cv/eXpsoQuJ3UuRqi4FckCJn3VcINHaIcCLOvXNYb5802ieXXqQ6oYgDpuJuePKGNwnC4tkLLJIgo5jxEy0RJTA9mXJ0RtL8SB8c+9M3vibfYVkL7iXuid/1u0cPROvRuiS4mbKyid7/r1o0RBqoAXR5kS0OTFnGOMWZROi3Nv10ksvtqJ+2IdMxlU5A6WtAS0WxpxXRrzhBCZfETZnd6sJw8rk4qohZU8OBbf8kIbnf5sUEgTJRNbMm7GWGml2giilLF6fiSWvHMH0yRR+Pkx0TUVTYmRfcjeizWmkJWoqvpm3oqtx/FveNnysgERbA7WP/ShFQFVaaztG+X6DOaf0Qr2MiwLZ4YGPqNNGcnjwTryGxsV/TLvdXbXgYyPEKcFWmt74G+H9XbqwBJHcKz6PY9DElBRYJdiGEmxFaW9AECRMOcXIDg+i5fQERCLQSrzuCK3v/svoUBQlHBXjyJpxE7KvAFEygSjjHDkb96i5tK54kvY1LyCarbhGz6Xw9p+SaD2d7B6vO0K89jC5l91Hor0B0WxDkM00L3uUnLl3YfIVoGsakt2Nb/atgEC0eh+ixYF38jUE965FSI50qkgOD3lXfwnF30T05F5Eq4vsS+5Ci0UIH96Ca/h0EGScQyZR88gPsPcfiXfyQrR4lMD2pUSO7jACB4w36iyLoGAt7kgHVRO0rXo27eJH+NBmPOOvSO6nn22UtPn088Rqj5J3zVdoW/M88YbjhrhYOQNbv1HJ7wxdU7EPHI8WCeLf/Gby+c35fY3XIBnf4aasfLIvubvb9wuAc+TslN+vyZuHb/bt6JMXogRaES12RLsTc1b6e1hRkhEvgs7pXiHuAqPrOtHaI9jKK6l7+hcpYohz+HToI6CG2z8Wpvlmk8TIihz++LVZROMKqq7jsJhwO81J7xFBlHCNnE37hle6t+oKIllTr0c0f7y6fi5GRKuD7Hn30PruE0RP7kk+HtqzGvuAKnyzbkW02NESsZQUz67oShz/tnfwzbz5Y3Ph/rgjigIzxpSw/WAjm/edNs0XBLh/0agLPj7USUNLmPqWMNsPNeJ2mBlVkYfXZU6mMquqxutrj6aIcGAET/zikU089M3ZFOUaN4ct7RFONQZZv7uOXUeacdrMzBhTTGmei/JCN1aLjK6pHKxu58cPb08eS1E1lm6p5dCpAP9xz1hysg1z7dlVxXznT2uS3n7+UJwnlhxgx+EmvnKTEQ5Q1xwi2xKnn38JiWdPj0K5bE7uvvRrtPpDFOQ4MJtEvn3neP7w5FZqmk6bxT637CD3XlPJqAqj88tiErl9wSB+9fg2hvfLpqq/l5awyk8f3cm9l/Vn6lDj+7tdtfHm+n18/+6JrNx2ipXbavA6Ldy2YAitgSjtCTP5gMeic/uCgfzh6e6daX0L3RR6jeLNpEYNL40MKLUHobSfMTJhcyXHhs7EnGN0CbotKiU+mWeXHmTBxHKyvVbiCY0VW6s5Wt3M124wjIBFs53oqYM4x8zHMXhSR2eaFWQTmmTC3GUwzpRbRvFdv6BtzQvEag8ju3x4JlyFOb8PJndqIqHJnQ3ubMgry/iaeumll1TidcdwDp5E/XO/ThHcbRVjsZYNRYsEEU3nL+30w0KQZKylgym+59do8ShoKoLFjmRzppy/Y9B4Wlc+nfbGMGvmLZ94f7IPA9FiwzfzVtrWPE/k8GmfqdC+tVjLhpI97y5EqxNNTeDf/HraG3k0hbb1i8mZ/+lPbFfchcDWbxSOoVMI7Vmd8rhv9u3IGRa2PmoS7Y0o/iYiR3cgmm3Y+o1CcriTjfBR9kgAAQAASURBVCe6rhPauzZVhAPQNRoXP4ilcADmXEPgVYJtJJqqCR/ZRuTYDkSTFeewKZhyyzDnliUtK5SWU9Q/0+U+W1MJ7V9HrO4IBbf8ELOvENnpxV21gJp/fje5wKjFwrSve5nIkR3kXfeNjvNvQotHUEPt1D318+TpCWYbuZfdR7ytDpOvAExm8hZ9k+Y3/pocTwZoX/8yWTNvwV4xznhAlMiZdw+Nrz2EObcMW9+RqPEIDS//Ee/Eq06HEgg67VvepOCGbxE+sIHgnjVINifeyQvR1USHvRAIJhtZs26l4blfd3vvZW/+6dFPTSV6cm/G31Pk+G5sfUeAKCO7c1H86cNHzAX9Op7XgqWoPy3vPo579CXIUxehqwqhvWtpXfkMedd82TgHh4dQ7SGcI+Zg6z/GGO01mTvGe50p96RydjFFd/+S9nUvET25D8nhwTP+CixFA7p5JZpcPnD5MOd+fGrIXiHuQqPrmDzZ1D72o26bgrtWYM7vi5Rd9rH5RfnDcY7V+nl1zVEURWPu+DKG9ctO8bCTPbkU3vYfNL783yRaagGjFTXnss9h6tI+2sv7R5BkEi21KSJcJ+FDm3GNvgRBEFBjkRTT+DOJntyLFo8hWc+PJ1ov3fG5rXz55jE0tkbYfrARh83EyAE5+NzWlA6xC0V9S5jfPb6Z3Udbko+JAnzxxtGMG5KP22mhNRBj8cojaX9e03Q27q3n6lwnCUWloTXCn5/fwSWjcvjM3GJiisYb22rYecjMTfMGUWRx0toW5H9fS/85PVEfpLo+QE62h9b2MH97aU+3gA2A3UdaaGmPkJ/tRBY1smrWEjuY6kekRYLEFv+SnJv/M/nY62uPpYhwYAQr/f3FnfzhazMBsMsqy/c08sM7RuIPJ6hp8JPnsvDTu0fjD4SSq54xVWdWVSkPPb+Dy6tymT2khFBMZfHmExRkO2kPGYsTJiXM2H4u7r9mMI++fYT2YBxRFJg8LI9PXTYYtxgGvIjvkdxrshg3P7rJhmf8FbQuf6LbPua8Pkgdgpio6Yzt70YWinn0ncM0tkWwmCTmjinguhkVOEQj0VCy2rEW9qd19bNGQZxTihYNENj8NlnTbjAK0M5zcHrB6SV73j1o8TCCaMJ0nvxxeunlk4jJm0PNIz/otqAWObgJS24ZchdPo4sdNRwg0XyK9o2voSeiOIdNw9Z3RIoQJ3tyKbrtJzS89AcSHWOqot1Nzvx7seT3uVCn/m+FIIhoEX+KCNdJ9MQelLYGhLKhaJEw0er9GY8Tqz6AHotArxD3kSE7veTM/zTeyQuJHNmBYDJj6zsC2ZmV0kF0oUi0NdD05t9SgwTeeYTsSz6FY8gUZFcWaqiN9vUvZzxGYOdysmffhq6pqIFmmt76O46KsUawgaoQOrCB8JFt+GbdjmR1kGhvonX5U2mbDpT2BmLVBzD7Ckn4W2hd9li3gA2AeMMxEs3VmH0FIAgkWmoI7lqRso8ej9Cw+I8U3vYfAAiaTmjfmhQRrpPWdx/H3s9YHBYkE6FDW8i94n60aIhEUzWy1Un+dV9Di0YQOms9VcU1bDpNb/wN55DJZE27AT0RI7h3DaLZhuQ2aitdiWHOKSXn8s/TuuJJ1EALRvjDaLLn3onWOaEgiMZ/GTw3O6cWBLMNz+RraH7jb932kb35mLKNxVxBN/zdsqZdT+vKZwy7I0nGOWQyuVd+AU01nlc0mbEWDaBt7YuYfEVYCvqhdYziZk2+Bjn7tBYg25zINie+OXeixUIIoozJ+/4C8y5GLvxd3SccHQhmaLEHI6HIMmjyR3dCH4BWf5QHn9nGhj31yce2Hmikb5GbH94zMdnNI0gy1uKBFN7+M7SIH103EpYkZxaCcHGNSnxc6YzfzoR/0+vYyisRZJOxytFWn3Y/U1ZBikdhLx8NXqcFr9NCRan3I31eLRFHDbWhhtoQJJMR/92lGzeWUHhr3bEUEQ5A0+EPT23lwa/Pwu20oGk6oajC4PIsFs2uwGGREESR3UdaeHH5IRpbDY+z9mCMXQdq+d6VuWjrniC+8QA2s5U7hs0hUD6DNn+MohwncRWO16Xv5gLYcaSNUUNLiCVUDlW3Zdxvy/5GhvTLxaaFCe54M+0+eiKK2HwUSstIKBqrtqU3ndV02HGwifJCD1EFJg3N58+L97Bm1+kVQ4/TzA/vGIVJNwQ2SRI5fLyBH1+di7r+CRIbD+G0u7hvxAKacqqwO4ybFUGSULe9zrDqA/znwiuJyw5MIojH1hN7+mG48bsAiJKItWw40RNpzJkFEUt+347nlbD1G90RlvNqh3eIgG3AaLyTr0WXjJtckzcXy9GdjM+JM+yu4UQTKiZZwiWEiR9agTRiVvLwJm8evuk3oUaCKP4mJIeX7Nl3ZEwUk51ewJvpV9NLL728TyLHd2e8kfJvexvnqDkf8Rm9P9RwOy1LHyG4493kY5GjO5CzCii89ceYOr0nBRFLQV8Kb/sxWjiArqmG95bL976SKHvpjhaL0L7p9Yzb/Ztew15RhSCbkT15xGsPp91P9uQi9IpwHzmS3Y1kdydrgI8KTUmgBltRw+0IooTk8CA5fcl7O01TCe1f3y3NE3Sal/yfYcfkyjIEtlA75oJ+eKdcZ3S1iRKxmkO0r3sx6XGmhvyEDm/FN+s22te9TNuaFxBkM85h03AMmYjS3og5uwhUhWj1voznHTm+A9eIGehKlMixzGEXoQMbcVSMNSaGtryVfidVIXZyH7aSweiaQmDbO5mPt38dlsJ+6Ik49v6jaVvxNMHdp8U90eok7+ovQmczhCgRObmX7Lmfon298XpFqwNn5QxsfYYj2jpsCGSZ8L61hPatwzfjJgSzDUGUiBzfTe3jP6Hw5h90HE/GPngC4b1r056frY8xBSEIAtaSQfhm3UbbuhfRIkbnnbW8kqxpNyB0LJTInmwSgWYEk5W8hV9FV+IIkowuCAT3rcXT5Vpk8uSSNWURWjSA4m9GsjnJnnUrclZe2u/xj3LE+6PkohPi/vKXv7Bq1SoeffTR5GN79+7l5z//Obt27cLn8/GpT32KO+64I7ld0zQefPBBnnnmGQKBAOPGjeOHP/whpaWl53yMC4UAqBlaPQGUUBvvlRpysXCkpj1FhOvkaI2fVdtPcdW0/ojiaaFN7uiU6OU8oGvoiVjGzVoiZhSvVgfeqddR93j6C49n/OWIvULcxx5d15OpuJ1jipIt1TdIDfvxb3krxS9CdueSv+gbmPPLEUSJVn+UV9ccy/AcsGF3rRFKAHxuYSU2q8SDz2ynLWB8FisHZPOzz06iJWAIU4qqM7lEJfrCT5M3kp0J0o6afaiz7geyQfj/7J1lYFznmbavQ8M8YskyM7Nj5thxmBtsoLBtt91ut/gVtsztbnfb3VJSSBpuGnASx0EzMzPJYmkYzznv9+NIY48lpd3utknauX7JM6/OnDMz1jxzv89z3wpOu0o627vPWahb5JckVEVGN3r/UupxWV8IZFN/SyNbEbX+jpmm6DUxtZtU1/m4VcFTa04XiXAA0USOLzywg3//mJUuJwNz67Jknv423X/XzVSM3KbHCQ84jHHZvUAIkc9Zvhm5NJw9gARcfOX5jkZs5f0QhkFg1vW0tJ4qFEbdBBfcgR5rg6oBKA4n+fYMzqFTsdcMsYoj1YZARnKFuNiv3V41kHzHecTmR9AySZBlxIiZeMfMQfUWp+Cp3hCqN2TFx5co8Q7g762GBNCjvafVg/X35d2yvZlvbywS4brRO5uI71hFcO6tReFRqjsAvXgol/jfI4RpBaf1gannwDSRNTuBy64hdaj3L/KBWdcXeXmVePeixzus0AlZRnH6UFzFI+BGOkFi/1o6Xvtt4fuH4glScf0ncNQMRVJUjFg7sa0r+3yM+N43sFcPAiSCC+5A9YVpf/kBjHg7APbaYVTe/Dn0iFVrCT2Ho3oQTY9/u9DFJvQc8d2vkjl3iPCy91kHliQUtw8jEen1cVVvt02GZIXY9VEfXlw3W11mvdPtuwsCkevd6xcoPI5kc5DY/WqRCAdgZhI0P/U9au/9TuE2R/Vgmp/8TqFmNjMJYltXkm04QqgrXIFclujm5zCSEVp7mXrKnj9qjfYaOv6JS8mePYSR6CxaE5h1A3q0FWqGoDi9ZNsacA6egFZeh9DzXZMekrUBctHv2cr7oasqkU3PFgRZ15DJ+MYvRL3EjkT1BsEbfFeNkv5f847aOnr44Yf5t3/7t6LbOjs7ueeee6ivr+epp57iwx/+MN/73vd46qmnCmt+8pOf8Lvf/Y6vfvWrPProo5imyf33308ul/uTj/F2IckyjkGT+rzfXjMMm/PtbyX+Y+TyBi9sONnn/S9tPE002bcwVOL/FtnhxT1qVp/3e8fOLfgm2KsGEpx/u9We3I2iUn7lR9DeIX4SJfrGyCRJRjvJxKNWcdzj/hTJw1toePDTnPvZxzn7Xx+h+cnvkGsvNnFNndhN55uPoNUOwzHrNpxTr0WYOucf+hJ6zCqCME2S6V68YLpoj1idbg6bQnnQwQ8e2VUQ4QD2HmvnKw9soa7cKsxdUhZj0+967ebINx/Hq1uFjksTLJtW2+tjyrLEhMFW156mKCyY1Ps6SYKJw6wiwJS0wjhmb6hVgwHL+61/Vd9+Q+OGWMdI5OD5Ted6XZPK6Bw/ZxU4btIY639Lb5sr+VO7CcjWCKww8pYI1we5rmQ6SdWI7VhFxdUfJTDnZpyDJuAZt4DKmz6N3tlY6CCRVRu2UDWJ/WuR7E5s5f1RfWVkzh5A0jOovnDh2IrTg6N2GOGl91G27H2ULf8A3gkLC8cqUeKdyt9jDQngHDi2z/ts1YPfEeNofwwhBLFdr/R5f2zXqxip2F/xjP6+ke0uPGPm9Hm/Z+SsQveNFqolvOz9IF/U2yErhBbf83cf1PBuwMgmycfayMc7MHvZwDdzGVLHd3H+15/j3M/+iXP//VGaHvs6udYzCHGhlsk0HKF91S+wlfcnMPsmK5BJVml6+Mvko13CmaFjpPqebjDiHZimgaSo2CsH0PLUdwsiHEC24QhNj30dW9UA63iSZKX79jJKmm9vuPC7mh3vxKV9PKqEa/g06ydVwztxSZ/n5xl5YUJNewvxyFE7zDqerOHoN6rPda4hk63ryKWJbXuh1zVCz5E62eWPLASRjU/3WjNnzx/F7BbPhdlnci5ArstbWNI0YrtepWz5+wnOvx3n4Il4Rs+l8oZPIvR8QTiTFAV7WS2J/euRVDu28nrUQAWZxhOYqXhxDWl3Yq8aRHjpPZQv+wBly96Pf8ryUg3ZB++Ijrjm5ma+9KUvsXnzZgYMGFB03+OPP46maXzlK19BVVUGDx7M6dOn+dnPfsYNN9xALpfjgQce4F/+5V+YP38+AD/84Q+ZM2cOL7/8MldeeeUfPcbbjWvQeKJuP0YyWnyHJFvGs12CyTsZIQS63nfniG6YiHdHY9/fBJKi4B23gPjOl3vsAKmBSpyDJxf+rTi9+KcsxzNqJrnWM1b6ZFkdijvwrjB4/nvF1HO0diTZebCR9YciuOwKV0yton9NgEDwQvt2rukEbSt/gnfcgkI3VPLQJhof/iI1d38TzV+OnugktnM1off+AGGapFvOIttdBMbMJ9N6juSJ3QQmLcGhwvD6IIfPdDJuaBlD6gJkcwab9jXSHs0weYT1QZvN5XhwZe9jAO3RDCcbolSV+VBFjnxj3x6F5tk9MHwCmp7k6jkDOXQmyunmBLXlHtJZnca2JJ++bRx+KQkEcZDhhmkBDpzqpKG1uEPsw1cNwWvGgADC7Sc49xbanv9xj8dU/eU4y7v8LhDcc9VovvyLTT3+fo0dHMbttLpFdUP02a0H0NhuiWqamSHf3vuoK4DZdAQGDEdSbcgOt7X73Av2CssHyRasxD/9Khof/lfsVYOwlffDTCdpefqHeMYtQLrI21H1hgjNvgEjESHf2Yji9BKYsryogCp6HkqjpCXeJfy915D2mmF9GmmHF92F4vK9DWf1P6dXw/9uTINSEfnXQ5IkXEOnEt30bGEMsBvFE8Qzdl4hxEtxuPCOm49r8ARyrecAga27hrQ53oazL/GnIAydfKSZ9Mk9pI5sRVI1PGPmYq8eXLQJn2s7R/Pvv4937Fwc/UYijDypI9s4/9svUXvvt9ECFRipONGtL1D93m8gIVlpmZodz6hZ5KOtJA+sxzb7RiTNhqN+FOnjO3D0G4m9dhjC0Ekd2YoebcE1ZDKSJCGMPB1vPNzreZupGOmTe7CFqsE0SJ/ue5Q0dXw33rHzIZfBO3Y+2bOHyJw/gi1ci6nnyLc1EL78/gudtgJcgyeRPrmbXPOpomMFZt2A2RWGIzk8hObfZoU/XILiDmCvG951OEFw3q00/u7LPZLjbVWDUDzd1i+ipwZwEXpHV1qrMMg2HOlzXebMftxDJ4OsoHhDfXbt2bo2mzV/OYHLruH8bz6PVlaHvWIAZpfPnWvwJBT3hc8O1RMgcNm1GMkI+c4mZIcb/4SFKL7eLQFUlx9cf3ujpP/XvCOEuP3796NpGs8++yw//vGPaWi48EVl27ZtTJs2DVW9cKozZszgpz/9KW1tbZw/f55kMslll11WuN/n8zFq1Ci2bt3KlVde+UePUVbWd2fEXwNboILqO79K26pfkDlppeRp4VrCy96HvbzubT23PxW7TWXxtH7sONzS6/1zJ9bic5d8Iv6aaIEKau7+BtEtK61OGFnGO24B3kmXo/mL3/Oy3Ylsd5Y64HrBzGUwMgkkSUJx+YtGY95OWjpSfP7n24gkstSVe2iLGHz+gV0sm1rN7ZePIBD0YaRixPevpermz2Hm05jZNLLLh2/ysi6/jaOWEJfP47v8g0TXP0nuwJuFx0jZHHiv/DiG3fo75JRyvH/FYOJ5lT3H29h7rA23U+P2ZSMQpqBf12euYZicbe5713PfiXYuG98PgYSk2fsco5a7PsRVmx1zzSN84bqFoOdInzmI7PLhqp9A4uAGbDUzrPVmjvwfvsLnl3+Ys9katp9IEHKrzBjmRTv4MvnDQaitR8tEySmalSy85rFC0pSjfgzhJe/FTEYgVEVeN1m9+QxfuHc6j60+wuEznXicGstnDmB4fZCtB5roX+XDpkqEfA46Yr2PIAzp8vqT5bc2xlW6RngUfxn+aVfRuebRnmt8ZaihC3HsWvkAau/5NpFNz5A+tQ/FHaD8mo9hqxqI7ZIdSMXpRXF6C2ljJUr8LfD3XkNq/jKq7/hX2lY/aHkvCRM1UEl46b3Yu75wvdORJAnvuAUk96/r9X73iMuQXaU01L8mmr+M6ju/Qmz7SyT2vIEQJp4xc/BPvbKHWbqs2ZEDlT1SDEtYVjBmOgESyE7fO8buJR9tpfnJ76B3NqOV1SFMnZanf4hr2BTCS+5BC1RiZJLEd79G1Xs+j8imEPmsJbBNWIRv2hWkT+5Gm7gEM5cmvPAOYttfIr7zFbq7/iXVRtmy92OvG44wDUAiMPN6fJOXkT1/hPSJ3UiancDMa5FUG1q4FkmSEfkcuaa+p6wyp/fhn3w5IFAc7j5FLMXTVZTanUQ3/oHArBtAkkif3otsd+McMJb08Z2FGlQYeZqe+i5li+8CZGtqwObEOXAcqWPbie96FWfdcEQ+g5GOU37lh2l/7beYXd269tphlF3+PvRYm+VNZ5pENvyeqls+R2T978mc2Y9kc+KdsBjXoPEk9r2BvfJukGS0UHUhwPBS7P2Gd/0kWbYivUy/gOUpB5a/d2DWDb2GK8guH/aaIReeo7J+Vg255TmrhnR5KVv+ARy1w3v8f1acHhSnB1vZu0ObeDfwjvhGuXDhQhYuXNjrfU1NTQwbNqzotooK6wOgsbGRpiZLJa6uru6xpvu+P3aMt7uIArCFa6m8/l8w03GEaSLbXV0dCe8eRg0MM7DGx8nzxeMDIZ+DZTMGoCrvqEnovwu0QCWhhXcSuOwaQEJx+d4xQtJfimQ6TzKTR0LC59aw2/686xWmQb6jic41j5I6ug1Js+ObuBjf5GU9fA7+UpjZNMhyj87EbCrFs2tPsHzmAKrDbo6fi+J0qAyo9rF682laOtMEgj5MI49v4hLSJ3cT2fB0YdxRC9cSXnovssfy/NIVJ6mDb5A/vAH7mAUYlaOQ9CzSkdeJ/eG7VN77/cJz4vR4+Mp/bSCauFAI7DrSyuKp/RhfZwm5sizhc9uIJXsvFqrLrV02Q3PjGTuf+I7eghMk3EOsRCkzl8Y9ZBKRVx4oSvmNyQply95HtuU09soBCCRELkPu+W9R4ytjQEU9ojND5qlD5IWJfcE91pFNHVmzk9jzBmWX3w+KgqSoZBuO0rn+SXwTrNEEVRJsOdDEodMdLJ3en2vnDyabM3hz5zmefO0o/3iDNRLmt+nctmQI//lUz53ZypCLmoBVeEt2J65h00gd3tRjHZKMs98IABTVhmfsPIx0nNj2VYWxC1vlQCqu+Zi1E9yF6nCiOgZYqaTpuFXM9tHlVqLE3yKlGtL64lVxzce6wgv0rhoy+Md/8R2EraI/9n6jyF6S9i47PQRmXodcMv3/q6P5ywnNew/+qSsAkJ3ed4yQ9JfCzKYxMwkEEorT82d39Qkh0Dub6Fz3JMlDm5AUBc+4+finXfVXG9Mzc2mQetaQRi5NfM9reEbNwlY5gOz5Y0iqDXvVIBL715FrO4cWqETkM3jHLyR77jCdax8vbFp2C/1aWb3VJabZyZ7cTXz367hHXoajbjiiK720deVPqL2nq3PMyKO4vLQ8828YsQvelpnT+3AOm0Zwzk1WoqesoHjD6J29C1Nad6qmzYV34hIi657sdZ1ntDVeLTJJHHXD6Fz3BJmLO+gkmdDCO8m2nukaJxVICFqf/wmKJ4CtahAi0lKow/wzru66Dh3VEyCy8VnCi9+LpGpIskqu5RQdbz6Kf+qyrgcQZBuO0Prsj/COX4RvyjKEnid5cANNj60kOPdm6zQUjeDcW2n5ww97XIPiCRQ81GSnF8/YuV1iZ09cQ61pJ0mScA2ejDE7QnTTMwXhTiuro+KafyquIVUNyvtZqaSpGJKi9WjWKPGX4x3/jTyTyWCzFX/42u3WH5RsNks6bX2x7G1NNBr9k47xTkFxuN8VY6h9EfY7+dJ9M1i35zwvbTxFXjeZN6mOy6f3pyL0zvco+VtFVjVk79/+F3PdMGloSbBy/QnKAy50U5BIZbl67hAq/4z3X76zmYYHP1UwWhV6jsiGp0ke2Ub1e77Q50jfn4Kp55FkuTDa0eOxo22kj+8gcWA9ss2Jb+oV2Cr6W6lBQCytM3JwBS9vPsOaZANj+3uIxgTPvHmMGxcN42RzkmGDQCCTbztH5xu/Kz5+ewMtT/+A6ju+AoCUz6Cf3oV8wzfY22wwqNJLOmfSSn9GTkmQOLYTd2UdWdnJI6sPk8ubXDFzAIPrAmTzBht2n+eVrWe5fEZ/KrE+2K+bN4hfv9BzPFVVZCYMsZ47JZ/CPWwq2XOHesS7hxbdST7SgqOiHklWSZ3YVSTCWU+kQduLP6Pmrq8BkFNc2EfNIbP3NYxYG+nYxSbmEs6B47t/JLLh92TPHyV9clePc/RPWQ6AV9VZMKGSl7c18sjLh4vWKLLEqLqukAgE4/0R7rtyBI+8coxUxhLOxgwO84/XDsdrRoFyNG+I0ILbyTWfLE4qlmTKr/wQkuOCEbAWqCAw92Z8k5ZiphNImh3Z6emzgFedHrgkgKNEib93/q5qSLsL5V3gB9cXqidI5XUfJ3V0G9GtLyDyGVzDZ+Cfshz1kg6sEn89JEUtSk//W0UIk3x7I9EtK636TpjoyQiB6Vf9WdMieqSZhgc/UxCvRB5iW1aSOryV6ju/+r8SO0xDR5JAknv/Gq/H2kmf2kt87xtIioZ/ynJsVYMKDR5mMoot3I/k4U0kDmzAUT8SDIPY9pfwTVqKHmnFzOcQkoKR6KR99QM9rq3l6R9Qc9fXkWQFkUuTOLKVqls+S7a1AVvlQEwzj1tW8U+7isTBDYSqBoJqI7b5OcxUDO/4RdjrukZTD28hfWQr/snLkGUFSbURuOwa2l74754XJ8m4u73acmnsNcOw1wztUR8GZt9kjVVXDwZVI9d4oliEAxAmHa/++kItrNjwjFtAbMvzGIlIj3RX94jLCucQ3bKSzOm9ZE7v7XGKvknWZq6k2vCMnU9s2wtENvz+0gvB0b/L31OWMU2D8LL30/nG7wrvGXvNUMqWvQ8zY31OqS4vgRnXkTl7iHxbsS9xeMm9SBdpCFqgHN/0q/GMmYOZsjZpZaenRzdrN6rDDe9iDeLdyjteiHM4HAXD3G66Cx+Xy4XDYe1U5HK5ws/da5xO5590jBL/d4QDTq6eM4h5E2sxBfjctlInXIm/Cs0dSbI5nWmjq9m0rxG7pjBrfC0NrXFkWaI88Kcnd5n5LJF1T/SadpRvO0vm/DE8f4YQl4hG0fN5ZMP6e2RoLlx2Bbv7wshNPtJC40NftNKKukgd3Ypn3ELCi+60YukVhdbONLfNrsDbeRjl9JsIm5Nrrl/IvvYUtbXWbpfI54hs/EPv15hJkjlzAHvlAGRJwMx7sbt9DHUZHD8bxePSGDG0H7JkYNqtD+eULtMZy/Dpu6bwypYzvLLlDKoiMWpgmBWzB7LlQBMjBoTRzBTTRlZw5GyUjXsv7Gg67Sr/ePN4NMnyApIxaX76B5Rd8UEkRSN9ai+K24ejfjSxXa+iJCJ4h01BmAaJvW/2eh0Ik8z5YzjqhqNJJvL068k3HMbouNiLTcK15ANkVTdeAFP0FPUuInPmIM7+Y9BUuH5KgKMNCU42Xhi1VWSJT900HI8RAarR/OX42huY2vYc0+67gTR2bAqo5/fA+gfQlt5X+F1buIaq93yBbOMx0if3oHpCuEfORHZ50S7pglYdHnCUxLUSJf5cSjXkuwvVG8I3aSnu4dOt6RCXB1n52+7AKvHOQI+0YKTjuEdOJ3loM0gynpEzrVRiSe5TwOgN08gT3fZSQVApepxoC+kTu9AmLv4fn2M+1o7Qc10dTtaYomx3FjZpAfRYG42/+0qRH236+A5cw6ZRtvwDlhinaJj5NJ5Rs9Hj7aSP70BSbYTm34aZTaOFqkACkc/0WUOKfJbk4S2oZXUgBMHLrkPxBlHcAbKNx5FtDlyDJyAkGUm1IwwTkc+QbT1L5U2fJr7nTRK7XwdZxl49BN+UZSQPbsTefwxCz2OvGYZn7HwSe98oPKak2ghffj905XRKkkTLM/9O2dJ7kefcRPrEbmSHNXKaOLiB5KEteEZcBoZBfPdrfT6v6RO7cPYfDYBv4hIyZw6QazpRtCY491akrloYIUh3WUn1dTz3sKlIsoxz8ASy549eUnNKhJfcg5mxUlM1bwgjUEnH+qeouP4T1ia9rJBrPkX7aw9TvuKDhd/UQlVU3vQZci2nSR3bjuLy4xk1C9npRbs0ldThAocL/vZ7Md61vOOFuKqqKlpain3Huv9dWVmJruuF2+rr64vWDB8+/E86Ron/WyRJIuAtGbSW+OuRyemYJjzw/AH2n7iQsPTs2hNcNXsgIa+jSIhLZfJEYmnOtSSwaTLVZR5CfieaanWomZkEqUt2wi4mse/Nwofsn0osEkNOd5Je8wjpEzuRNTuu8YvRJ16OEODweDH1PNEtz6NHW5HsLuwV/TF1yysjsec1fJOWoLh85AzB5H4q0kvfJneRYMeRzYwdvZBY/kqgDBA9ds0uJttseXDkZRuKx82vVx5g3e4Laap2m8K/3D6ZITXW31ZFEty4aBgNLQnmTKjl2LkIbqdG/yofe461MmmY1a2VMxV++NhuJg2vYMl99ZxvS+J2aLgcKn948zg3zamjsrIMSQLvpKVWt+Hm51FsDrJNOXLNp/FOWHjBGLerIOwLI2mlktplnVZTw3X1Z8i3noFzezCdfuxDppJTfTikLm82SQJZ6WGe243c5dWmeoK4D2zkUwtDtEm17DuTIORRGVPnRN63EtfwOwq/Y6seTGiaSsdrP0U6fxTD4cE1+XJ8S+5FvWTn2xaqxhaqxjNyZp9dkSVKlPjfU6oh350o7pLJd4m/HqaRtzYuNzxV1AUV3/4i7jFzCVx2LUKYBVN6M5fBSHSSa2tAkmW0UA2KN4SsWZ2zZjpB6siWPh8vsX8tntGzkG1/+gZxPt6OmY7Tue4Jyy5FUfGMmYd/6hXomKjuIMI0iO95nXx7A5LmwFY5AEyDbNMJUke2kJuy3BLihIEWqKT95QeKBLvU0W24hk21OlAlGUzzLWvIXPMJMHUkzY7qDRHZ8HviF6UfS4pG2YoPYq8b2VUvywRn30i26TiekZeRbTyGpNmxVw0kdWov7hEzun5T0L76QeyV/am65f+R72hEstlRnD5i215EGHnsFfUIJLwTFyMpKpH1v0dWbZhGnlzzKXyTlhaSliVJesvUZT3R2XXCEsI0KLviH8h3NJA5tQ/Z7sQ1ZAqSw43UFRgjSRKSqvXpbyxdVEOmklE8Y+fhn34V2YYjyA4P9prBxPeuJTRsSuF3tIp6QrNvpOO135I5exDJ7sI7fhHlKz7YQwTuriHdw6aBJCFJUp/XVuKdzTteiJs6dSqPPvoohmGgKNYXlk2bNjFw4EDC4TBerxePx8PmzZsLRVQsFuPAgQPccccdf9IxSpQo8e4ml9fZcqCpSITr5rl1J5kxtpq8bqCpCtF4mmfWHOep149jdoWw2W0K/3LbRCYOr+zylJORNDu2fqMRY1cQ123IMrjzHbDlMWSH2xJzuogmsrR0pjh+LoJNVRg+IETI58Bpt/7ECkNHzXTS/JvPIkzT8t7Q8yS2PEvmxE7CN34WPF7MVIzkgXXYFn+ITmc/1p1M4LbLTJzlRj30CvE9r+OoHYZDAePgy2SjPVPycvtfo3zMgq5/SaiBiuIxyIvoNlxVNDvrdpwrEuEAsjmDb/16Kz/6xHwANEmgyBIb9zWy7/iF51qWJT5w3VhcTut6dVPi2LkIx85FkGWJoNdONmeQSFudcHvqfEydALJiRbs3P/6N4scFci2nqbjxUxfOtaJ/j/HVbhy1XQlVep6QTdCZNGl1DsAxdhgCiGdShNUO7KYJlKG4fLiGTyd1cEOvx3MOHGc9e7KCZ+wc8mseI3BoMwuCVZjNKcSBDOU3f6bIK1B1elH7jynEviNJKL4yZKVvoa0kwpUo8ZelVEOWKFHij2HmsmTOH+0xigiQ3LcGz8iZqL5yFIcLPRkjvusVK0ypazNPUjTCyz+Ae8R0FLsLSZKRbQ6cA8fjm7QUIYSVBqrniW5daW32SRc+/41UHD3WZnm1KQr22mEonmDBrkgIE5FJcf63X0DkMmjBSoRhEN+xivSJXVTd+nlwB62Arj1vEFpwB1qomszZQ0iqSmD2jaSP7yS2YxWO+lEISSF9ck+vKe6pI1vxjJmHMHQkRUENVpJr7NnZB6CF60CxIWmC1LEdRSIcWOEHrc/+J7X3fReBQFI1Sxg8c5DO1x66sFCSCS24HUmzIUkChEm24TCZ03uJbn0BxRNA6HnMtDWZIDs9+CcvQ5Jl3EMn0/jQv/YIwco2naD61s9b5wE46kaQucR/shtn14ioMPJWGEIuiuzw4p2wCITAyKSQUjFEl1+g4va/hb8xeLpHZwHXkClENz9D55rH0EI1iHyG2I5VVN706aIaUrG7UOqGU37dJyCfsWpIb/gtPRn/J80AJd6ZvOOFuBtuuIFf/OIX/L//9/+4//772bNnD7/61a/48pe/DFi+HnfccQff+973CIVC1NbW8t3vfpeqqiqWLl36Jx2jRIkS7w6S6TySBC6HdsntOqs29S7SALyy5Qwj+lvG1fuPt/PEa8eL7s/mDL756238xyfmUV8dIC25sC35CFsbJH7z65Nk81axFfTa+ZfrP0RdQCnsQHXGMkQ6OvE57QytcqAqMnZynG5I0K8mjNuhkU4miK57Am3ajWSrx7PvfBKnTWVQuYK06xn0llMQrkQg0JZ+jN/tyDG4TmbQgCokCV7a30Z9aB5TvFYXhs1M0XlobZ/XK45ugCGjQFHxTVlOxyu/6rFGUm3YuwSsaMrg2TXHe6wBMEzBpn1N1Ff5MCWJ7YdaikQ4ANMU/PT3e/jWR2YDIEsSbodKMqNjmoL2aHE3W1mwa5zLyNPZR0R9vuM8ekcj9vJ+gETgsutoeebfeqzTyvsVdpVl1UZ04x8ITVyCM3mGVEceRRL4y8oxMikQXUWU00No3nvInjuMES++ltCiu5DdgcK/VXfACjyZfjV6ohPZ5kBxB/r0zPnfeAeWKFHi/5ZSDVmiRIlujEwSkFAcxSPlIpsivvPlPn8vtuPlwoZfrvlEj7pFGHnanv9PbOX9UGqGgKoRnHcbeqSJluf+o2BzIrt8hBe/F8Ubhi4RRU9EyHecR3H50MrqusQViWzTSeyVA1CcHoxknOjm5/CNX4Rz4FhyLWdAUbGFa4nveZ3M6f0ovnJrRHTuraRP7kYIE3vdcCRJsjq7nD6cFf1BCNBzJA/0vhEJkDywAefgyQgkfJOW0bbyxz0XyQquoZNAz2GmIkS3PNfH0YQlDi6+G2EaZJuOkzq2/ZIlJh2v/Zbq2//V+rckobj9lkWLMDHiHUXL1S6vXGGadL75aK9J9Easjez5o1ZKvCThn3EVmXOHeqxV/RWoPquek21OIhuexjt+ASIZI9faARJooWowdEQm2bXOQWDG1aRP7ukRKBGYeT2K+0JQjur2EZx9I76JS9DjHciaHcUdQPGGeu1k07zvrpCdEv873vFCXDgc5he/+AVf//rXue666ygvL+dTn/oU1113XWHNRz/6UXRd5/Of/zyZTIapU6fyy1/+Ek3T/uRjvBPI6wbRRA6B6BrjKvlilHh3oxsmEqC8hU+gYQriyRySBH6Pvdc1rZE02w408dr2s2iKwpWzBzKiq+sMrDbxdJdBvt2mMKDKh26anDwfwzQFiVQeU0AkmuTRV3v3BjMFvLr1DO+9yk/eFDSIcn7+4pbCMQ1D0BnP8q8PH+SHH5uD3zSRJQmRS9PYnuanz+8hrxvohqCmzM3HbhyFnkmBw4/IZxFDZvH8UQ1vTmdAVTlCCJ7e2czE/tcwInoSwzDICAdH0yFmjJF5dPVhGloTIASTR1YxffRAsj4rKUoSos+xSuti8l0vQA5JteGbstxKfeoqQGSXj7Jl7yfX1oCz3wgE0Bnv23S8ucMqPrK6xCtbzvT5/O0+2srIAWG8ms5Vswbw6KvHeqyTZYkpw7vEKmH22eUGkDl7EPfwaUiyROb8Ucqv/iiRDb8n33YOSdFwj7wMz+g5GFnr/FRfGM/oWTQ88El8ky7HVzcCM5el5fn/RPWVUb7iQ4Vj28I11NzxFdJn9ls+G+4AvgmLUHxhVJev6Dy6TdC1i5KmSpQo8c7n76mGFIaOkYwihLA2DErhLSXe5ZiGVee8VWe5ECZmKg6ShOz09ipu6LF20if3ENv1CpIk45u8FEf96KINNTNrGeJLimaNdAqTbPNpMHXMbAohTPRUjMiGp/s8l9i2F7Fd8QFEPodsd9K++kHrmKoNhMBMxWh97j+pvfc7oOdBUTFyaYxUjNZnfoSZSyOEieoLU3b5+9CzKRSnBzObxFYzmFzrOTJnD2KrGgwIkke2YqseYv1ePoOQFCRNwz1sGp3rnrDqKwHOgWPxT7sK2eVBSBIIE9GVxt7rc2rqCCMHpoGZSxGYeR2RTc8VEtxlh5vw0vvItZzGVjMMBOiXiGXFz38L6Nbx4rv69mpLHt6Cc8BYJMWGb+qKXjeRAdyjZlnPqzDJnDvS5/FSJ/fiHb8QSZJJndpLxXUfJ7L+KXLNp0BWcA+bhnfCIvLRNpyA6vbjHTeP8w9+Fs/YOTgHjEfoWdpe+jmyaqPiun8uHFsLVlH9ns+TaThC6tBmZKcH7/iFqIGKHonVss2JbHP+WaEfJf62eccJcd/61rd63DZu3Dgee+yxPn9HURQ++clP8slPfrLPNX/sGG83rZ0pnn7jGKu3nCGnm0wZUcFdK0ZRW+4phR2UeNfR3J7kTHOctbsaUFWZBZP7URVyUR4s3oVs6Uyx41AL2VQSQ0A45GfM4DBh/wXfjNbOFA+vOsTUkVVcN2+IJbpldR5bfZhblwwn6HOgKhKThpfTr8pHTZmbQ6c70FSFO5aNZNO+Rob2C6ApMrG8QWunVWwNrvMzcaCXnAEbD7TTGklztjVFPq8DgodXHWHB5H7MmVBDPJVDUxUk4Jm1x9mwr4n31ARIpLOcb09zvCHCN++fYPmOAblslodXH+e+q0bixxrBPC2qmTDSzpOvHeXRlw+jKjIzx1XjDgbJugPIskxKl3A6NLbuPc3Hr6rHlosiKRptOTvPrDnGzYutHVlDseMYOpX0wfW9Pv+2YVZbvKSqmOkYIp+l6ubPYKQTyJrdCqNY/3vKLrdCBFQZBtb4OHm+dw+N0YMutM93j5f2RiRuGZrLRpYFA/IcHBJm97ELHWeqIvEvN43EcX4nVC+yvC3sLkQ21evxlK5iRgtUYq8eTGTdk/gmLUXxWf53qSPbaF31c6rf88UL117Rn9q7v0HHm48S3/UqitOLd/LleEbP7pE4qoWq0EJVeMctKLX4lyjxN8Dfaw2px9qJbnuR+I5VmNk0jgFjCS+6C62sFlm1/fEDlCjxDiIfbSHf0Uhi3xoAPGPmWZ/X/mKvLD3WRurEHvREBxLWZpxzwLiiznQ91k7Hm4/iGjyBwPSrAMvGouPNRwjNew+qN4Sk2nEOmoh75Ezs1YPInDts+V3PuZnMqb3Ibj9oDsxkpBCkpZX3w9l/DAhB6vhO9EgzeqQZM50EWSWy/incI2bgGbcAM5tCkmQkRSW6/SXiu18ltOhujHQCkYqRPr6Lihs/2WVXIWHmM0Q2PUt43q2WV66qobgDuH1lRDY+Y4mBkoxr2FTcI6Yja3ar3ktEkW1O4jtfITjnZsvDTFZAmES2PE9w9g2IfAbJ5sI1bFqfo5XuUTNBc0A2hSQr5CMtVN74SUQ2DYoKpkF0y/OEFt4Bho6katirBvVMJe3CUTcK0RW6YiSjfb7uRqITs0sEVNx+XMOmkjqy9cICSSa85B4yZw/hqB4MWGOil042dNPd6ab5y3ANnED7ql/gm7QUddaNAKRP7KR15X9RfceF7mYtXEvNe79J59pHaV35Y2S7C++ERXjHLezh1aYFq9CCVXhGzS7VkCX+LN5xQtzfI22RNJ//7w2cb0sWbttyoJndR9v44cfn0a/S+xa/XeJvDSOTwOxqn5cd7oJHxF8a3bA6MiVJwu+2vWUX21vR3JHkh4/uLPJrW735DAsm1XHHFSOp6BLjWjtT6LF2ZjiOkzr2JpKi4qpdRmuLgUQFIb8TwzA5ejZCfaWXf39sJ+mstRsX8Np53zVjaGxPEvQ5ME3BzYuH8ctn9/PrlcUeEDcvHsaYQWFyuoEsS4wdUsa1U0L4IoeRT76OpGksW7GAk5k6WjIKiiKTzZnMHl/DiFonA4MGZtISxAy7l8CyEew50YFhmuTSGSRhMGdiPb948SjbD7di1xSWTK3jvqtG0NQWp6LMT0pyYHfm+covN2N0GdPphsmanQ0cPt3JP982yfIPQWCkY1wTOkbu6e+T7+p6C7h8vG/JP3IuYY03mIod78wbyZ7YiXmJiKXVj0Ht6tzShYK9ajC5ljM0PfYNJEVDmAaSolK27P2ILuEwqOW464pRfPkXm3q8niGfozDWq0gwtF+Ao2cjvb7244d2C3aC3Mrv88FZd5CYM4qD51P4nArDKjTEjieRagdZx/OG8E1cQnTTMz0PJsm4Bk8s/NPRfwy+TILONY9fiHavG0H1zZ/DdlGnmmJzolQPpvyqj1gCnyyj+MqR36JIKhVQJUqUeLeixztoevxblnF6F5lTe2h48DPU3vMt7FUD38azK/HXxsikrM9IIawa8q/UGSkMAyNliSyKy4ek/HlfMfORFtpW/YL0ReOLiT1v4Bo6lfDSewtiSD7Wjt7ZhKQoZE7tRZJkPBMWkuuwvG5VXxghBNnmkzhqhtD2wn8X6iXZ6SW86C6ybedQvSGEkcM3+XI61zxGZN0TRefjm7zMChHIpy3Bqd8IQgtuR493kDq6HUmWCcy4BklVybafR1JtmNkkjn4jsdUMQfWFMZJRyzfO6cV/2fVkzx5A5LMYuQz5ZNR67HVPkjq61fKmHTOX8LxbybWfR/GXIasaisNN06Nf70pMBYRJ6vBmsg1HqLj+E8iKDUOR0aNt2MrqaPn99xFGV0K9w014yT3osTa0ykEIKY9/ynJShzf1EMZs1YOxVw1G6qoVVX8FctNJmh//ZpcIZ4IsE1783q5EVBsCayS28bdfwHJku4Ds9OAaOglJCCRFwdFvBOkTu3p97Z2DJyJJCghB+6u/wT95Gd7xC8k2nUTW7NjK+xHf9Rqy25pakP0V+KYsp/P1h3o5moRn9JwL11U1iMCcm+h8/aHCNdurB1N1y2fRghdCd2TVhr2yP+VXfAgzk0RIoPrKkN/i/VyqIUv8uZSEuHcAh053FIlw3WTzBo+sOsQ/3jKxYPpe4m8XYRrk2hpoX/0AmVN7AQnnoPGEl9yDFq4ppDX9T8gnOomlDBLJLEgSXrcNn1O1UpMuorkjxcr1J1mz8xyyLLF0Wj2Lp/WnLNB7olO38Wxvt2/Z39xraMLrO84xf3IdFUEXumHi0GNkXvoeHRclMqVP7sY1eBLywvcBTmKpHKYQPPh8sbgWiWf54SM7+NoHZ5LXTTRVZtO+JrYe7BlK8PgrRxg3pIzqsIuMqvLRFfXoZ/fgHD4eo/9gJFlB1uw4ju5i4rgZCCHh0CQWjvFhHllL0++fuKgd38OAa/+Zykn9kQAhqXh9Hj7+7+vI6dbYZzqr8+y6U2w/3MaX752MaZrohskza04URLhLn/tzzXFGDgghSxL1ZgPZrb8vWmOmYmSf/w4D3mN1e+i5LOeiNvrf/g0S21/EOLUDyeZEGbMU77DJHG/NMT4MqiQQvjK0cB1Vt3yOXPt5ZLsTxeklffYQWr+R1nXJMv1cGT5x+yQefO4AHTFL8BszKMwHbxhHSG8GPATtee5eMYov/HQD4pJLqS5z07/K2/U8+XCNmEHi9Z9h1+xMDVZh5rPkO5sAcC+4FbBCInyTLyfbcLTYRFdWqbj2Y8gX+WxovjCeCUtwDpqImU0iqTZkhwetD0821e2HUvJeiRIl/sbJtZ0tEuEKmDrtr/6ayuv/pTSm+neAEIJ8x3naV/+K9PGdgMBRP4rw0vuwlff7s8KB9EQEM5PESMcsYc/lQ3a40S4ZvctH24jvsgKlEALv2Ll4Jy7t0UF08bkCvdaRmXOHikS4blJHt1qd7YEKhBCY2RTtr/6WXOMFC4z0qT3Y60ZQdsUHUQljpONIkkzbSz8rOpaZjludULd9ESObAsVG9vR+kgfW9Xjc2PaXcA6agL3fKCRyBGfeQOrkLuu2mqFWgqbNSfLETnzjF1rJm6oN14jpZE7to+XJ7xTEM8nuovzKD+EePburU83AHqqm4defK0wGCNMgvusV0id2U/WeL2BmM2AaxHa8fEGEuwgj0Un27CHslYNACCRFo3Pt48XXm0nS+vxPLA82XQc9Ty7SQtV7vkR852pSx3cgqRqe0bNxj7iMbPtZnL4yhK6jBSuR3b6u9FJLaFQ8QdKn9uIcNMF6X9hc6KKNyhs/RfvqBwpdg/aaoZQt/wB6OoktrKJLMsG5t5A+uaeHV5viDeHoNwIhTBRPEO+YuXS++QiSoqGFaxB6jnyH5cdWc9fXrd9RFDyjZpE5e7D4PSPJlF3xQZSL/H41bxBl9Bwc/UZiZpJIimq9ly+ZlCicj8uL4io1wpT4y1JSd95mTFOwdmfP1JpudhxuIZnOl4S4vwP0SCvnf/1ZMAzsNUMBSJ/ex/lffZba+75XtGOTyxtEEhlSaR0kcNs1/D47NvVCoZWOdnC8McmPnzlCU3sSIaC+ystHrh1OfyGwdxmCNnek+NR/rC2ILwAPrzrMGzsa+NoHZxaJcc0dKZrak6zrGjmdO6GW8qCTssCFLreXNp3q8xpf3HiakQND5PMGucPre41FzxzfgXfyObLBELmcwfPrTvb+fBmCLfubGFwXIJ3VeXFj34/7+vazDK8P4BQZhJFG1/Ocf+CThaJGcfspv+bjyEYSWS5DwYCOU3S++UjRccxMgpbHv0H1fd9HCA+qbPC7l48URLiLaWhNcOx8jPIyP4Yh2H+y99Z5gJ1HW1k0tR9OkSK7o3f/EWHk4cwO6D8AXUh84RdbmD6ykntW3IRzytVIssy5uMTn/3sn4waFGT+iDsw88Y52vKNmEdvxErnmU0iKgnvkLDyTLid5ZAuOGVejegIEkhFGtb7CNz9wHSldoCkyjlwEselB5HmWcCbLClW2KF+8bzoPPHeAs81xFFnisrHV3Ll8BEGzHfCiujwEZl1P5sx+9EhzkQ9cYPZNyM4LxY0WqKT86n/EiHeQPnsQxeXDUTcC2RNAvaQbVNFsKOGaPp/HEiVKlPh7I3l4S5/3ZU7tw8xlSkLc3wF6tJXzv/4cZjaDvWYISBLZ88esGvL+72O76LPTNPIY8QhmLgUCZIcLxeVD1i749OqxDnLtDXS88iC5tnOAhBaqIrzobqgwC5tg+VgbjQ99sSidPbLhaeL71lJz19eKhI58tBU92kpi/3pA4Bk1CzVQUVijxzstP9s+iO14GUf/MaCoZM4cKBLhusmeO0Su6YTVEafnie1c3fvBhEl83xpC5f0Q+SyxHX2HNcR3v4qt2npOjVwG2ebk/K8+cyGEwemh/MqPYOQzyBJIpo6eiND+8i+LHzKbouX3P6D23m8j9DySYiOy4ele7Tn0WCvpU3vwjFuAkegkc/Zgn+eXPrUXz4TFICC2/cU+rzd5aBOB6sGQtsIltIqBlC15L95JS6xry6Rpevxb2MI1OPuNQcIk3XQK79j5xHe9Sub8USRZxjVsOr4py0ke2kxgxlWoTg+m20dk31oqb/6ctXktK4h8jo6Nv6ds3u0AKDYXer6J6tu+RPsrD1pebZKMa+hkQgvuwMxnkWUFbAq+SUtJHd9JvvVMUQ3pm7wM5SJvPy1QQdnl78OYcxPp0/tR7C4c9aOQnX5Ud7GQJqta0QRFiRJvNyV1521GksDr7tu/w+XUkHvZMSrxt4UwdGI7VqFNuZ505Tg2n0wgAZNneNAadhDf/RrBOTcjKQrJdJ7TjTE64hl2H2lFkiQmDC8nFHPQv9pXEG1b4iYrN57l41fV4zIsI9s4Hh57/ST3rhhJrRcMw+SVLaeLRLhuGloT7DrSyuJp9YAlwv34iV3sP9FO/2ofpil4YcMpFk6u47bLR1AedGGagky2bwPYdFZHNwRqLk5kT9+GrYmdL1PWbySmEDS09B6bDnCqMU4+bwASsWTPncJuookcICGjk0900rH6gaL7jWSUpse+Rs1938fU86hGlo5LxhMKmDqJ/WsJzb2ZbM5kx5G2Ph933e4mpo+pRQK8Lo1srveAhZDPgaIo2GVBPtKzq68b0W4VI7IEfreNjfub2Li/qce6Mr9VTEuKhr7/NVolDf/cW3ELHSSJdDJJ9JGvUHbFBwu/o4ZrCUxaRGTjb9BO7ka2u7FPXIJ73q0FEVh1+wgkO1GOvczn77qSrCmjyjL2TBtsfQh15o2F49lC1VS95/Nkzx0hdWQrssuLd/xCFE8QzV9WdL5aoAItUIGj34g+r71EiRIlSvREuSRc5mIkm6PXrqMSf1sIYZI8sB7v2Pk4Bowlc9ZKhwxcdi25ltNEtzxPeMl7kVUbZi5NruUMRqKTVFdnknPAWBRvCFt5fcEOxUjHiW5+1vIaMw2r20q1EdvxMoE5N6F1jX6mjmwtEuG6MWJtJA+swz/jGiRJJh9tpeOVX1sBA5X9AYjvehXX0CmEF99tdbqZhuVr1gdmLm2di6ET3/1qn+viO1fjGDgeYerk2/tudsi3nkXoVs1qpnv3yAUwUjEkwDRyoOdoe744RdRMJ2h+8jvU3vddS5wTEFn/VO8HEybR7asILrwTkUmQPr6rz8dNHd6Ca8QMK4jC4emRHtqN7PYjqRrkpF5fi8L1dpzvGi1VUVw+sqd20/Dzj/dY56gfbQVMaHayZw+Q3P8moUXvxTN+IZIkYWTTND/xLULzb7MmZAA1VENg+gqiW56zRnY1O97xiyibf3shpEBxuFC9QaLbXqL86o+BMJFkBSObIrLxGYJzLtSQWrCKyhs/Ra7xOMlDG5FsLquG9IV7erUFytEC5Ti6mhhKlHi3UBLi3mYkSWLZjAGs2tR7cuCVswcR8PaeJFniL4+ZzwGiaJfwUpLpPPGUJQJ5nDY8rt7TbtNZnUT3OpetqMvRzKbIhgbz9CGVly8aw3zoNbhy+kCuHpLFzKVQnF7aoxmefP0oWw9c+LB9ceMp5kyo5bbLh1NX4SUdi3HmXDt3DI+Qe+4/yHV1fjlsDu5b8D5OnG2nIuggmZdZu+t8n9f26rYzzBxXjcuhsfNwC8MHhLhp0VDiqTySZF3H+t3nOdscpzzowm83mDaijOc3nu31eHPGlOFSDdJ/NPXTwDBMnIpBbbmbSKL3wmxglRO7JoFDZtyQMOt2N/a6bsboCuwa5DISkUta9gsYOsn9a62iUxhvKYgZbWcQho4kgcuhFrzrLsXrVFEUiZDT5IqZA/nNC73vaC6YVIdpmkgS2Mr6kWvuvQvQXmsJVX63nWvnDOTBFw71WCNJMHdirfWzohCYfiVNj36N1oNvFq1zDpqAbLvQ7aioGkp5PeEl92Kk4yDJ2C7qwuxGC9fgG7+Q6LanME7uRra7cE5ehmPmDWiB4hZ/W6gGW6jGMv6VlLdMPitRokSJEv9zPCNn9vm55pu0FKU0ov+2Yep5EOZb1pBGNoWZ7vZ0c6E4ex+HM/NZa9RSgOSwkrwL92UzSA43ItZmeXl1EQXcI2bgGjoFM5NC9tjQ4x1Et71Acv+FMcz4ztU4B08ivOguFIcbI50gc/4IriGTaHn2PxB5a7NWUm0E595KtvEEqjeMpKgk9hbXFheT2LcWz/hFqC4f2fPHUAMVVN32RUQ6AQgkp5f08R1kzx+1xBXNhmvIpD5rINfQKaDZEJmUJSj1gSXW5ZFkDS1U06cYp4VrkTQbEhKOAeMKo489HnfwREvUzgkiG/oW2GLbVxFccAdmKvqWgpje0WiliMoSkr13CxjAuk9RkQD/1BW0vfBfva7zTVxi+f9KMlp5vz4DEew1Q5FUDdUTxD/tqr6PN2kxiqZh6CrecfNpevybNPz0o8XHqh2G4g4WvNNkWcZWVkdw4d2W+IqMEii3OtwuQgtV45+ynPiOl0kd245ks+OdsJjgnJt6CGy2UDW2UDWu4dNKNWSJv0lKQtw7gMqwi1uXDOPR1cURzKMGhpg/sRZZLu1m/rXRE51kG48T27HK8ruYsARH7dDiqHNT0NCa4OfP7GXnYcsPYfzQct5/7RjqKryF100IQWNbkt++eJANexuRgJljq7njipHUlHWNi8gaZ0UV6/Yf5vZFA5g53Cqc1x6M8MyGBqYOH0GlopHJ5jl4qqMgwrmdGghBMqOzdlcDM8ZUURF0kcoLhvgzpH9vtcUrngAIgZGMkln1nwy99eukMgZCltFUGVmCySMqGTukDCEE2w62sPd4GzZVQZYlWjtTeJ0aNeVuDp7qZOvBJlRZZua4GmaOq6a1M00qk0fNp7hiYoiTzSmumTsIr1NFliWaOjKs3nyasVUyIp9HtrtwDZ9BbMtzvT7/nrFzkVQNRzbBLXOq+eLJnruAqiKxYEwY9DyameHmWdVs3t9M/pIx0ZDPwdhaG6YQXR4TfQuP+ZZTGHoOISlo4Tpy53uPRZcqhiApKk5N4YppNfx2dS/+PMDiKTWAhGzkmDOmnJ1HWth7rHhE9b0rRuKX08hyEOH0EZh7Ky1PfLPHsSSbE9egcQBoDgdzJ1Sz90Q72w61FtbIEnz05vEE3dafdtUdINdyhsobP0Xy0CZSx3Yg2514JyxGcfl6/YKmOD1vOcYkKxq2sjprjGD61SArPTrcevxOKbWvRIkSJf4iKN4w4SX30L76waLbbZUD8U9d8Web5pf489ETEXItp4htexFh6HjHLcDRb2RRmidYHUptr/zG8rcSpuVvdvn9lqfbRa9bvrOZzrWPk9i/zupgGzKJ8MI7C/7BkqqiugN07Pk1vqlX4h462ep+P7WP2PYXcQ6cYKVq6nlyzacLIpxsd4EkY2YSpI/vID10Coq/DDOXQfOX0/TI1wBh1QqShJGI0PHab6i88dOY+QyK5rM6sZBwDhxreYYhkT65m/SJ3VZXFaAnI5h6HtfgiWQbj5M8vBkA9/BpuAZNQE90oicioOdwDhhL5uwBfJOXFzy+jGSE6LaXcNaPglwGye7CPXJmn4KdZ/RsJIcbMxXHO3ExqaNbey6SZDxj5iJyWSRFxTN6Dom9bxZEx25kpwfngLEI00Tks+Tb36KGbDsL+Yzla1bWr+CVdim2iv6g2ZAkGd+ERT3+73bjHb8IWdEQeh577TBcQ6f2uBb/ZdchaQ5L7FU0grNvpvFUz/RSSbXhGT0LRbWaBRwDxuIeOZPkwQ0XryK0+C6ULn9exeklTxMV136c1LHtpI5sRdJseMctQA1U9lpDqg4XOFw9bi88giRjC9cQmH8rvinLQZZRfWVv2blbqiFL/K0iCXGp5XaJP8aiRYsAePXVvtui/6ckUjnaImnW7Goglckze3wtteUegj7H/9ljvJsxs2kEomgH8C+FHu+g5Zl/7xHDba8dTuUN/1IQ4xrbk/zTD94glSnuhnLaVf79n+dTXWa19ze1J/nnf3uTeCpftM7ntvGDf5pLZchNMp3ngWf3ctfsMKn1jxRMR53DpuGaeQsPrW/n3qvHkkzn+dZvtjKgwsG1s+pBkpAkCdM0ePz1U0Qzgk/cNgnFyBJ74UeoniCekTPJR5qRJBnFFyax53VM1UFgyf0kc7DrSAshr4POWJIyh44QEu1ZBY/H2qUbNTBEJqMTS+VZuf4ES6bUEbLrCKA5pbBm13lWzBxIWdCJS8rSuX8LZ9yj+c+n9tAWsQqafpVe/unmcZS1bCU4eQnJzg7keBOtz/1Hj1Z7W/VggnNvQa4egZTPEDm2i52JSh5YdYpM12hnwGPnn68bzAC5Ec/wGda46au/Ijn2Jh549RwHTnYiyxIzR5fznlnlOA6+SGDJfZiZOO3P/BvZht4FNv/M6wjMvoV8Jkm68RSdT3y1xxpJc1Dx3u9gD5QTiafRdZPvP7qbQ2eKdyBvmd+fBZNqqakJo8c7OP+rz6Jd80Xac3a2H27FaVeZPrIcrfUg6snNVFz3cSRJItfeSPrkbjreeLjgG6KFqim/+qMogUq0rsJH6DqRWJL2eJ49x9txOzTGDgric8p4/BeKIyMdJ3FgA5lzh7BXDEDoObJNxwnOvRVbRf/S2FKJEr3wl/icL1EC/jLvLSOTwoi3kziwASMdxT1sOrbyfkWbh3/PmLkMwjT+Kin0eiJC24s/I3Vkc9HtWnl/qm/9fwUxLh9poeHBT2OmikciJdVG7X3fw1Zmdbbno62c/9VnMRKdxetsDuru+x5aqBozn6P91V/jG7+QyMY/WEKXaeIcPJHg3JuJbX+Z8OK7EELQ+ux/IKs2/JddA7JiBU91dXPl285Scf0nkTQ77S//AkwT77j56NE2hDDRApUkDqzDSMUpW/FBJEkhc/YgkqphJCLINus7i5nPoHpCGJmE5ekmwExFiWx9Ae/YuV3d+AIzlyWxdw3+qcuRXX4Uh5PY7tewldfTtvK/Cl1larCK8iv+gWzLaXwTFqEnI+idTbS99Av0zuIuNq2sjvDi96KF6xCyTProNhAmnW/87qLUVA/hRXdhmiauodMQuRQdr/4G38QlRDY/awWmSTLOwRPwT1lBfM/rhBbeiRAm7S/9nPTxHb2+9t6JSwjOew9CN9Aj52l86F+5NEUURaX2nm8huwOIfNeo68u/7Appu+hY4xfhm7oCxV8O+QwND32BiuX/ALJM6pgVruAaOpl8RzOJ3a9SedOnkTU7uc5msmcP0f7KA1anJaD6Kyi/6sNooVrULn9oYRrosXaMVIzM6X1Imh1H/SgkuwvbRb5+RiZJ6ug2Use2Y68ahDB0so3HCcy8Hnv1oD8rBKREib91/tTP+dI22TsEj8uGx2VjQM3/3QiBkY6TT8QQwkB1etDehQWZHu8gH20tCBKSakMLVqP6/vxrMQ29S/wRKJ4Qslo8Spo6c7CHCAeQbThM8sQu/OMXYhgmqzef7iHCgTWC+tLGk9x5xUgkJF7ZcrogwoW6hNWOWIZYMserW85wy5Lh6IbJ3fMq6XjoM4VCASB9eBPZM/u587avo+smsgRXTqtiYI2fX68+wZYDLUiSxKwxFdy6aAiHT3ciSRKy0HENGIeRjtH0+DcvpBPJCqF577E8HYw8QqiMGhTGnumk9tSrpA9tQJJlascsQNTMJ+8IYJoCTYX2aJo751aQ2v0iZvQcIFNWNog75s7lVCxLbZkD1eEjWjmRr/xoHRcHhJ5tjvO5n27iR/8029rllSQ61z5B+RX/QPrUHstPQtVwj5yJFqohvvdNgrWjMCUZf0U1Y48/yw/uXEHcdCBL4NYjSHsewrX0HgzTsJJPcykcL3+dfxy/AnPBUBAmyumt5J5+HXX6VUiKiqm5Cc65maZHv9bjdZNUG94x8zAlGcnIoQSrcC/9B9JrfoOZsVKN1WAVnmUfIW+CQ1HxKDprDrTw8ZtG09waY+OhTlx2mdljK7DbNWKJNNXCtBJvJZnMQ/+EL1DJlcOmIXIZ4g+9QdbI45h+VUEQ0wLlMGQSNf1GWOmgioakaCiekJUEWjhflWDIj8+VYkDY+lOuOD09uh8UpxffhEW4hkzCTMWRVBXvxCU9knNLlChRosS7E8XhQnG4CM275f/smEY6gZGMdAlYnh7dXO8G9ESEfLQF0fUZjqJiC9egev/8a+kWMBACxRPoMXaaaz7ZQ4QDyLeeJr5/LYEZVwMSycObe4hwAELPEdn4e8qWvR9JtZE6vLkgwinuAMgyRrwTkcsQ2fwc4SX3IAwd38QlND3ylaKxxPTxHWTOHqDmrq8hDANJUXAOnoizbjiRDU+TPLIFhMA1ZBKBWTeQbTlj1SKmjq28PyBoeuLbF6xEJJnAZddY9xkmQpGxVQ7ATCdIn95Hct9ahDDxjJqNraI/aqgGhABFQ090Epi2gvieN9E7ziMQaMEa/FOXoyc7sHlCyDYnzvrRNDzw6UJaPYDe2UTjI1+l9r7vINscSCmZ6KZnCS95L9lzh63rQMI9Ygb2qkFEt71I2fIPgAB79SA63niEsiv+AUmWu57jPNFdr1C26G7Lp0zRQJZpee4/8I5fiG/S5QBkzhyg5env4x4zF0mzgYDArOt7F+Jkxfo9WUOQR3b6KL/yw7S/9pvC66z6ygkvux+QkVQbwtBJnTlAePHd6JFWa1RTUXANm47s9JKPNKN4Q0iygqLaaXz4SyjeMO6RMzGzKRof+ldELo17zDykrrFNzV8G0miqb/8yZjaFJCtImg3ZE0S9KEVUkhW0QAWKy9v1f1tCdrh7fCdSHG48o2bjqB9t+ejJCt4Ji1AvSc4tUaLE/5ySEPcOI5rIYgqB16Wh9jILb5qCjliGSDyLbpgEfQ4CXjt27cJaIQTZlrO0vfBfhdE6NVhF6PL346of8ZZeFX9NUhnLW00Ia8TS6ypuPdaTUfKdTcS2riR5ZGvX7t4EAjOuRkgSmveS+PRElFjK6tTyuVQ0t69Ht0++s4nYztUk9q0FBO4Rl+GbsryQomNkUiS2v9TnOSd2rMIzbCpJ08aOQy0AVIVdTB9lGZFuOdhMY1uSHYdbub5LDNpyoJn5k+qYO7GW5o4UkiRREXTy5s4GthxoZsWsgbgdCp2bXi0S4box03Fyh9cTnHU9wqEydEA5L2w4wz9dM5jclYNAgKrAb18/y3VzB+Jx2shJTtRABR2vP4R98BTM/lMRmCgnNtLx+sNUvecLKDY7GiaOXIyOJ/8Vxe3HM3oOCEH6yCbE4Y34b/g8mlZGLJ5nRJnAPLGNwMCRZBpkJFnBUTeEzJG1DBoxl0zOJJtP8dgrR4tEuG6yOYPXtzdw42IXmseP0n88TY99A+eg8XjGzQfTIHVki7XTdsPnsDudZDLWh35wwkI61zyIoys5Sek/huDcm9CTEWyBSgxM/FNX0PzktzHWP3zhPYTVweYcOA6EiTB09Fg7oYV30rnuiULileINEV5yL/loG/ZgDZKAzke+iPuaTxO47ZvkkjGraHH7yDYeRex4Ft91n0AWecbUaHzv8QPMGR1ixfRqdN1k5ebzCGFy6xQXslyP5Angn7aCjld+jRFp7jGS6x23sPCzpKjYAhUYmRRmLoWEhOL29zlepDhcwFt3ikqKaqWS9RHTXqJEiRIl3v0YqRjCNJAdnh5fqMGqD414B0YqitDzKJ4Aistf6GTqJtd2jrYXf0bmzH4AFF8ZZUvvxdF/bNdnztuPmctgpGKWB5vd1SO0Qk9FyXc2Et++isShjWDoOPqPITDzOoQQaL5iSwU9GcNMxy2vNqcLxR2wNtEuIt/ZTHzvGyT2vI4w8riGTsU//Wq0ULU1naDn3zp9c+creMfOR7Y5SHVNPii+MtzDpyHJCqnju8i3nSV9ah9mJolkM0ge2Ypr+HS84xdixNoRpo4WrCZ5eDPp4zsxZt2A4vFbP/fiDSZyGWI7VhNaeCeyzYFrwFgiW54nOO9WAnNv6Qph0IhuXYlv4hIUtx9Tz2OvHkTTI1/DOWg8rkETQJJJn9pDZOMzVF7/CcszTVbQ03Fanv4+kmrDPXKmNRJ7cg/Jw5uouvULyA43ZjaD6i8ndXgLzgGjyaoqILDXjSB1fAfuYdOssc9UguiW54tEuAsvuE5s6wsEF96F6g3hGjqF5se/iaN+lFW7Ikgd30Vk3ROUrfgQqidAPtaO0HX8064ksuZRso3HAbDXDSc45xaMbBLZE0QIE9+ExaQObyG68Q/Fj6uoeEbORBiWGJnvaCJ8+f10vvlIYZNWcfsJLbqbfGcTSrAChKD5qe8SXvY+qm/7EkYyApKM4vKTa2+g/ZUHqbzuE0hCYAtU0PbSz3H0G4Vn7DwQgvj+tRjJCL7xi5AUFcXuxD/jGlqf/RFGvL1HDemfuhxJtmpESVawBcows27MbBKQkF2+Xv8eAMg2Z5FfcG9ISpcFyR+xISlRosT/jJIQ9w6hPZpm64FmVq4/STZnMHN8NctnDKAyfKGNPq8bHDrVybd/u7UrBRJsqszdV45iweR+BSEr29FM00OfL3xAgLWb1PLY16i6+5u4aof8WedomoJoIovASoDU1J5CYSqdpzOeZc/xNvK6wfgh5YT8jh4iW0Nrgt+tOkheF8iShGGavGfpCOqrvKiKVfgYyQgtT38fIxFFC9cUPtwzZw9RfceXUT0BJElCGDqt7XHW7DjDK7vaMEyT+WPLWDytP+Uhd0F4zHc20fi7rxQZqMa2riR5aCPVd3wFW6gaXdcRpo5sd6GOXYKom4AA5PN70fe8jNDz5HIGiioI++3cc8UU+nkFuY5GQHD91BE0JGSeXnsKBRPT0FkyrZ5IIsfXHtyC2aVQybLEzYuGMrw+gGTm0dNpMid2AqB4gjjqRwOCzOl9GMko2ePbyE+6HEnRyKRSXDe7jhNtOXLCeq7sssnN8+rpjKcJB92IXIbkwU3Ybvo6q/bGWLu6HVmSWDj+SubfeCOJg2/iqxwMpkzm0DrKrv4o+UgLqX1rQJbxz74Z2eYg17Af2TsXuyYjx9pINx6n47XfFr2Wvqkr0JLtKL4QiXia4w19J08dOB0hm8nj87nxjplD7tA60id2kT6xq7DGNmgytnIrqTUn7CT3rsM/fAqhRXcjTN1qg5dkjHgHiVQOf9VwdKGSbzpB2RUfpPPNRwrFqBauJbTwDjJNJ3DXDEczOml9/SHsNUMov/IjAEiyjJFO0Ln2cbRgJc7+oxGSJV7FHvoUiieIvXYowtBJnN6PyGfxTlpq7VD6ynAf38U/L6niYLvEL1edxmGTWT4hSHn6JAGfJXxJkoxn9BzSJ3YXXStA+PL7UXw9i5vuDocSJUqUKFHirdATnaRP7iG6+TnMbArX0Cn4p16BGqgoiEnCNMg2Hqf5qe9esISQVYKzb8A3eVlByMp1NtH4UJd40IURa6P5ye9QffuXcQ4Y82edo+jyqUWYyE5Pr75PZi6DkegkfeYAIpfGUT8a1RfuIbJ1e6aZuTSSrCDyWQJzbsJW0b9wXDMZpfWZf0ePtqIGq5EUlczZQzQ/8W2qb/9XVHcASVERpkG+s4nkwQ0k9q1F6HlcQybjnbQEzV+JbHcUHrPpiW+Rbz1TOI/4ztUkD22i5u5vYAvXIAwDYeSRbA48Y+biHDAWkMg1nbBSPg0doWfB4ULxhKi88VOovjLynU0IQ8c9ajYil6Fj7WOAQBgGrmHTwNBpfvI7F4VcSfimXoH/smvB0DEzKVLHrC4t2eXD2X8MyDKZMwcw4h2kT+7GTF8Lskw+EcU/7aqurr6uaQlJxjf5coxUHCOXBtMkeXAjlTd/hsypfUS3rEQIE/fwaVTd8jnie9/EVjMEFBvpU3sIX34/ZipOfM/rgMA//UpUT5jUse14xs1HstnRO8+jR5vpfPN3Ra+lZ9wC9HgHWmV/RDZBrql3z12AbONxzEwC1enGOXgi9pqhZM4cIHPmQsiZo99IHPUjrU4wSSJ1bBuOfiMJzr8dIQxAQpIVzGyKXNu5gs9e5twRyq/8MB1vPFz4/6EGKq0a8twRvOX9MLNpIuufQvWGKFv+gcJYppnLEN26ElntGu+UZWSbg+bffRnZ5cNRNwKESfr0fkQubSWhKipaoILMucP4Ji/DTCeIrH8KSVFxD5+Omc8iO9woXWEOzoHjcY+cRfLg+qLnJDjvVrRgdY/nSrY7kd8iCKJEiRJvPyUh7h1ARyzDdx/azv4TF0zcn3rtGK9sOcP3PjqXqi4xrrUzzRd/thHduGBGn9NNfv6HfdSVe5k0wkqbSR7ZUiTCFRAmkTWPol37T2hvYcbeG22RNG/uPMeqjafRDZNZ42u4ctbAIqEwkcqxavNpfnVR6ifAkmn13HXFqEL6a0tHiu0Hm5k+upptB5vRDcHUUdUcO9eJQ1OoqfBg5LKkjmxFHjgNMXwh+xvSGEIwss6NenoL8Z2voM67FdXtp60zyZd/tZO8bjJxRAWyBBsOtfHq7la++YHpVJZbj5s6ug090oxsd+GoHwWSRObsIUvQ2fsmgdk3oqtO1HFLyXv78+AbjWxdbRnBThw6gLuv+hJa9AS65kTV0/zDVcMwTm7HOHkKT3+rME3vfZGKQD8+fPVUFCODqtnoV+nlZ3/YWPScmKbg0dVH+OoHLsOmyRg5CcUVwL9smTWKcGw7SBKhhXdhZlMkj+/EFBLpjI7f7+V0a5qHXzrC0bMRAEYOCPGey4dTX+YmlcriFDr6+Kv5/MPHaI9eMJ599I0zrNnn5ks3LkTSc6i6iW3wRNpf+ElRcZk5vQ97/SgCc29FNrJIpo7R2XiJqatFbOtKKvuPwcxlUGVBedBJayTd6/uoOmRHkSWMZJTE5mcIXvcpEqcPwZG1CEVFGb0YV0U/MjtW4lp4BzlTguHzaX7yi9jK+1mvm2mQPLrdKkiXfxpZUXD4/OgVg4lv/j2hRXcjqTYkWUaPtdH+ym8IXf8pbKpCXpaR7S7Sx3eSPr6zx/nZqwaBoqD6y/FNvpyOV3+DkegkdXhL0TrvOCvCXVFUXEMmkXrxp4yIdzCqbjSSkSP3xjY8l12DfNEoqeoJUn71R9GjLaSP70J2uHEOmoDqCZaKpRIlSpQo8WehJyO0vfDfpI5uK9wW27qS+J7Xqb3nW9jClteYHm2j8eF/ReQvSiE3dTrXPIYaqsY7eg4AmTMHi0S4i+l4/SEqb/rM/9jaQI93kDy8mdi2FzFzadzDrE4yNVBZmFwws2kSB9fT9sJPLwhEgGvEDMouv78wCpePtpE4tAnX0Cmkjm1H5LO4hk0l39aApNmxl9cjTJP02YPYa4ZStuz95FrPIPQ8tqqBZM8ftUY6l96L5g2hR1ppfebfMZIxnEMmIckKmXMHSR7aQPXtX8ZW3s96Xs4dJt96Bsnm6BJbVLINRzCSEWJbVxJceBeSLOMZOw//1CuJ7VxFy9M/BGHiqB9F+ZUfJtt6Dkm1Y+SzBGddT+bcYZLHduAaOA5J1UjsX4vi9FC+/IOYpolik3HUDOH8rz93yTMqiG1dScUNnwS70+ric/kILX4vistn1ZCGTnDurSBMEnvfQCAw0wm0QBl6pIXOtY+TPWclr9urBxOYcwtaWS1mJo2kKLhHXEbbqp+jdzZdeF9te5Hk4S2UX/URq0NM5LBXDaLjtd8Wee9mzhzAVjWI8NL7LB80WcFIx4jv6umXlNjzOs4BY1HzNUiyguorI9c1/XApqr8MSVEwMkmiG5+lfMWHyJw/QvKgVWN7Rs3GVj2YyOaVlC26EyEErsGTaH7yO6j+8i5h1OqcMzNxKq79eJd/cgBH/Ug6XvsNoXm3Itut7zZGMkrnmscpv/JDqC4feT2PbHeSObO/0C16Ma6hU6xUUrcf35TltD3/Y8xUjNSR4hrSN3lZQWBz1A2n47Xfkms+haP/aDBNOt58BM+4BVZKbPe1ewKULbufwMxrSR3biaTZcA2eiOIJ/lW8D0uUKPF/T0mIewdwqjFWJMJ1E03kePqNY9x39RhsmsIbO84ViXAX89BLBxnSz4/LJpE/09PfrJtc03Hy6XRBiCsaUzBNFLcf1RMsGoNrj6b5yi82cbLxQqfTH948zhvbz/G9j82lMmR17ZxvSxaJcJJkWUOs3nKGScMrmD2hFiEEzR0p9p9sZ8OeCwara3c1MGpgiKqwm3DAgapnyWh+NmlD+O3PD3BxpMiV04dw1aA0Ip9FGDp7jrZw7fzB5PMmG/Y2YpgmS6bVE/I5WL/rHFfPc0AuReLQJmzz7yfiG8rzB6KYJsxbdAPhzBmSe1+wPA+cQfTaSXz2P9aTSF8IV9hxpI2DpyP84KOzUWQZXdKw5zpQyiuInd1Fyx9+CFgfwr6hU8lnOtCd1ZimxLNrjvf5ejy37iSDbhyLgYp/4Z1EX/t1kT9d8uAGnIMm4Jt3B1lTxmOHM+05vvHgFnIXpYMePNXBN3+1lW99aCb9wjYyuos1h5uKRLhuzrcl2dMkmFfrRJXzJI8cKBLhusmeOYCRiCKHJVTyRHb3bTiZ2LeGYL9R6JLGTXPr+XIvKaeSBFfM6A+KiplLkjm2lcyRTdgvuwVt7l0gIHdsM20v/QhH7XCEoRMIenj9aBsjr/sS7Pg90c3PWWOWI+eSH3E5SeGk3m7tfiuVg5EHTqH1+Z8UxhpkuwvP8n8k77AKeNVfgXfSUjov6errxjtxSSFq3T3iMlIndpE5uadoTXDuragXtedrgQrCy99v7Tof34lsDxOe8SUkhwftEk8d1e1Hdftx1Azt87ksUaJEiRIl/lT0zuYiEa4bkU3R+cYjlF/1YWSbk9SJncUi3EV0vvkozv5jUT0BMqf29LoGrI6kbkuHwuPHOzCSUctLzuVD8QSLxuD0RCfNT3+f7NlDhdti21eR2L+O2nu+hRaqsdZFW2lb+V8XHVkCBKlDm0gOGIt/8jJrXawNvb2Bztd+U1iZPLgBW+VAQkvei5FNWZ1ueUskKvLJxfpsdw2ZhNCtyZJM4zE84xciyQrJgxsReh7PyFlooWpie14jMPMGJEUlcWAtgTk3Ya8YSOrEDoSeJ7T4bsurbdMz+Kdfheorx145kMaHv4SRiBQeM3PmAM3nj1Hz3m92BSRIGHoe1RtG5DK0PPMjMA2cgyfgmrqCfLwNrbwehHjLUdfo5ueoqBkCskJg5vVE1j1e9F5IHtqEvXY44aX3ABKSzYkZidL85HcQuQsbptnG47Q89V2q7/wqSrASSZLJtZ4uEuG6MeLtZE7vx9s1uZDvbOo1ACvXdIJc8ylcgSoQBondr/V5HfE9r1silGLHN21FYWz3UnxTVoBiQ+g5Mg2HSB7egH/61QRm3wwSpE/upv2VB9GCVZj5HLZABbFzh6m47uPEd64muvUFkMA9YgbesQusDeQugVcLVuIZPYe2l35ReG9INgfhJfegdK/xhfFNXkbbyp/0fn6TlxVC5ZwDxuIaPp3U4WK/QN/UFYX3PFg1ZGjhHRjJaCGEoeqWzyE7vD0S6RWXD8XlszaNS5Qo8a6nJMS9zZim4JUtve/8gCVQ3bxoGH6PneMNPb0fujnfliSXN3E5bODt2wdK9QQRXUKDMHQyDUdoefoHBSNY60PnXtwjZhR2WPafaC8S4bqJJLKsXHeCu1aMBCSeX3eCpVPreO+CStR8EmGa4PCycmcnT75+lHFDy9BUmc54pkiE6+bAyQ6OnInQv8qHS1Xp9A/jN4/v6rHu+c2NjB80irBsI5nO4vZ6+MObx4vEzH3H2xlY4+OuK0YRS2TxORTkSdfx0A6DNbsv7GKt3gpTR5Zz/8y7QJbRc1ne2Hm+SITrJp3VWbXlDLfMH4AEKCJH8x/+zfIU6SJ1ZAuZsweovOkzGKZBRofWSE8xrJu2SJp0XuC0q+RazvQaEpE+sQvn2EWo/hpS+RwvbDxdJMJdfH6vbj/HrfMHEs8L1u5r6/NxX9/dwpQx/XCTJbX39T7XJXevJjxgDAgTMxXvc52RiiEZecy8ycAaH7cvGsAjr58ujOLaVJmPXDscv0tBkS0PC0f9KJL715F65Wc9juccOK6r40xh/LAKvvPQdsbUL2HyiusxTMHr+yPkN7Vyz5UX3uu+UAhj3BKcw6aT7WxFUlVsvjCmw0cwYAnPkiThGTmT1JFtZM8dLHrM7t35brRABRUrPkQ+2krq6DZkmxPXsGkonkBRaAKALVAJgUqc/Ub2+RyVKFGiRIkS/9ckDqzv877k4c2ElrwX2eYk13Syz3V6ZzOiawNL9Vf0uU7xhqxdNbpGXZtO0PLU99FjrYAVehSafzuecfNQnF4Acs2nikS4bsxMks51T1G2/P3Imp347tdwDZ9BcM5NCD2HMHQUp5fk8R1ENz2Le/h0FJcPM5O0xjwvIdd8kvSxndjCdUiqrSCI9XhODm3EXjccSdEwc1kkRSF1dHuRAX/m7AG0UDXhpfdhphOo3hCe0XPJnNlP89rvFNYl9r6Jvd9IwkvuAUnGNPKkTuwuEuG6EXqO6ObnCM67FcluWYi0rvxxUXJ8+vhOMmcPUnXL50DPYQqBHm3t8/Uw4h2IfB7J5UKPt/UqyGYbDpNtPI5r+AxEPkti/9oiEa5wfkae2PaXCMy71XqeDvcMnCg8h0c24x03H1R7r11u3cT3vIZryGQEAuMtakgzFUOYJrKko/rKCS64nc43H7vgFaeohObdZoUKCBNJVnD2H01s24t0vvG7Hsdz9B9bGBt11g6l9fmfoIVrqLj6HwFIHd9JZOtzlF3+/sLvaIFK3CNm4hwwDj3aApKM6i/rIYg5B47DOXhSj8AG7/iFaF3dkwCav5zw0nsJzLiG5JGtSKqKe9h0FHegkFx68WNrgUoctcP6fI5KlCjxt0dJiHsH0O2J1huKIoMEqiozrD7Alv09d6cA+lV6sNsUVEXBM2ExqZ2r6BGZDTimXovDGwCs6PSWZ3+Eb/Ll2Lpa+Y1UlOjm51CDVbj6jyab13lt29k+z2/d7vNcO28wTofG9OEBJvgitP7uC4WEIMnmYOmiuxm7fBi6IVBVeGPHuT6P98b2s8ybWIuMxPNbWpAkGD+0nCkjKpFliT3HWtlyoJmnNjYyeHA1HptGNJGlM5bhC7eNYEBIBgGNcfjF6nOcbIgyrM6LpMqck6pYs7tnkbL1YCvzJtRSoTnIpXS2d4Uw9MaOw61cN6sfLq1rBDjds7Aw0wmShzfjmXoNNk1jaL8Ap3oRMgGG9gtg1yQUPUN8Z98hEamdL+GrG0VOVzh0qme3WTeHTnWSE4Owawqa2vf7yqYpOOwqRtoEs/cuSwBhmuiGgc3pxjlgbK/FL4Br8CQkpxevGeFAS5YlU+qYPa6ahuYoqiJTVe7FrslEEhkCbg0UDd/EpaQObynsPHajeENWkdxlPFsR9vLJ2ydz6HQnT2w+h01VuOKy/tRVeigPFY9YB4M+wEcyUIksg9Pe05xWC1RQce3HyHc0kjy4EdnmwD16NqonjNr1f6Mb1V9ujTPUj+rzOSpRokSJEiXeLiSldxN2sDa9uiOr7DVDie96pdd1Wrim8JnrHjWTyIbfF3WRdeOfcgVyl4igR9tofur7eMfOxV49GGGamJkEsR2rUAMVuIdPAyC+d02f55c8vMkSpnxh1PJ6XEOn0PTY1wvilKTaCM69mbIrPmTVKpLcq0VGN4n9ay0PV4eL5CFrXNHRbxSuYVO7POIOkjy8hfjO1Zb3mqKAKci3naVs+QfRwtUI00Rk00Q2PEX65B585fUgy6ieIPGdq3s8ZvbsQfIjZmCvHYbIZ0n30c0FkD61h8Cs65HsTjLnDhaJcN2IXIb4rtesIAXVjr1mSK9jkAC26kFIqgZGlvjO3l9bsLzsnIMmWmO3Zw/3uS7bcAQMHcnhfev3lWoDzQFGjqKRlUsxTYSpo3iCOAdPINfcuxjsHDQexenDzKbIR9twDZuOc+B48m3nQJLQwrVImh091o5W5kBS7LhHziKx980eIWey09M1Imq9n7VglTUW3HSc+O7XQJLwTViCraI/WrCy6He1QDlQbm3KSlJhfLRojb+csis+gB5pIXlgPcgKntGzUXxlaN5Q8VpfGZqvDEfd8L6foxIlSvzdUhLi3mZkWWLptHpe3967OLV4Sj/8HsvjbO6EOh5ffYTKsJtZ46rRNIXdR1rZc6yNO5eNLAQiCE8ZvuUfJrbqv4uSh5wTl+PsPxpFkRHCJHFsJ+XL3k/n2sfofPNRoCtdde6tpI7vwF7RHyHZ3lLQUVWZfF4n6HMwpU6l4YFvo/rK0EbMszrvzu6i/cWfUn/7vyI76hACsnnLbNZpV5g3sR+KAut3NxJJZMnkDOv8JEjndD5/z3T2nWjj2bXHMUzBtFFVfPG+6Tzx6hEQgrxh0tQa4zu31hJ76T9IdFiddkFfOV+75oM8ezhNTgcFnefW9d15+Oz600wYEsRm0/C6+i4+fC4bqqYhiwzpU3v7XJc5uQfv1KsQep75k+t4fXvPsWJNlZk7sRZT1xEYPQSpixF6DkmYaJpKwGvnXEui13Uhrx1NkVBUheUz+vPjp3ofMbli5gAURULY3ajDZ5Pf8Fiv69SR81EdblSbDf/0K62d1EvOU3b5cA2fiqqq6IpKpXmWP6yHIf3LGVDuQyCz82ScXCbF7KoUkjYRWdMQQlB5wyeJbn7Oei5lBffwaXjHL0J2egtR7ACVZV4qy7xMG1ONLEvYtbf+0+V29v0aglVIaf5yXAPHveW6EiVKlChR4p2Me+RlRDf9off7xsxBdlpBB86BY5G60kXdo2Yh2xxkzhwgfXwXofm3FXzfFJefims+RuvzPy76vHePmo175GUoXWEImTP7Kb/ig0TWP0Vk/VMAVjfT3JvINBzGUTfcSvzWeoYydCMpGsLQkSQZZ90wGn75SWSXD9/ky6HLg63jtYeouOGTSHY3CIHId00ZKDa8Y+eAaiN1eHNXd1gWWVGt0c9UjMobPkm26QSx7S8h9ByuwROpuuWzdLzxqCU0CpNM8wnKr/kYbS/+lHyrtfGseIKEl95LtvEkwtARep7YzrdIQ93+Eq6hU60E2kuCJS5GcXqRFBvChMzJvmvI9Ol9BMybQM/iGjKZ2PZVF6678OTJ+CYssbzaJLnPsWPAus80QbMXxix7PT93ABQVSZHxTVra65QGgG/SUmTNhtDseEbNJNvQu7jnHnkZstODYnPgHbuA+PZVPYQzye7CO34xit0BwkBk4iRO7kYL1xb8+XLNJ8l3NGGvGoisDbJ8dVWNiuv+mei2F0gf3wWAa+hkfJOWIdsdhaA2sMZOtWAlzkGTLIHNZuet+GNBWd0CW2mTtkSJEv8bSkLcO4BKZ4654ypZs6e56PbqsJul4/zIRh4UO+VBJ//1qQUYpkA3rbHWmWOrcdoUnI4LL6Xd6aIlPAb5+q/jSDYi9BxGsJ523YHHZo0KCD2Ps2oAzU98q+hDUe9souXZH1F182fI57IIu8byabUcb4hy5ayBVJd5EEIQS+ZYuf4k88dX4LQrCFMntud1bJd/jFPZIC/u7sQwBPNHTWDMZQaxbS8SvrwO1eNnzjgrEbY86GTj3kZ0w+RTd05BN012HWnGa5cwheDWJcP5t0d3FolOL248xeb9TXz27qnYVRkhBDdMDdL6q08ijAvjpHqslfYnvs517/0OGUmgm4J0rpc49C7SWR3dECCZLJpaz47DvY8CLJpaj2ma5CUV+S3MUWWHhzwKDk1h3/E2PnnHZB566RBnm60OuvpKL7cvG8H+4+0MqazDFHaUITOgD4NaZehloNoQecF184aw73hPT0GAK+cMwjBNHHqa8eU5Rg4IcvBUZ9GaKSMrGKB1oIkAyCa+sXPJH3ijKE0WQK0YhKv/KBShAzZkXznVd36Vjld/bSVUSTKuIZMILbi9YAategL4nDJLQ6dIOzxs2tuKpkhMHOhBPbEdf/k8ZM0SyewV9cS2r8JWNRDvpKUgBOmTuzHS8T53D3vrcCtRokSJEiX+XpEUBc+4hST2FHtwKd4Q3vELEUYONBuqv5za+75rDUuYOsI0cA+fjnRFsWihOD2ooWoqrv8ERiqGyKXRgtWYpo5scxTWqYFKK9k+ecE2RY+10vr8T6i4/l8w9RyyEHhHzyF9bBu+ycu7pi8MRC5NbMcq7LXDkLoeO3FwI6GFdyJpNpIHN2LmMriGTCYw83qiO17CXjUYxV6Oe+QsnEOsdPXkkS2IXJryKz+CpKrE960F1QaSjH/6VbS99LOikdz47tdIHtlC5U2fsTq+DBPvqDmc/83nirzvjEQnLb//AdV3fgVkGSGsMIm+MHNpS0Qy8nhGzya5f22v6zzjF1qjvZJ4yxpScbitbkbNTqbhCBXXfZzONx8tdJRpoWqCc28lfWY/3rJ+oKi4h0/rs3POOXSKFWJlmvinLid1eFOv6/wzrrI63IRA0uw4B03okfRurxuB6glb6bCKhnPwJLRdrxREzG60UA3uETMKwzlKsKKrhvwt6ZO7rfMaOJbQwruQA+WF61Z95WSbTqC4faSObAYk7HXDybefRw1UFGxzbMEq4ucOoQWq8F73cQAyp/eTj7Rgr+3dh1exO3q9vUSJEiXeDkpC3NuMME3Mk9u4bv5MJo2uYf2u82TzBpNGVDCyfwBaD5Hx2HGFykmlc2R1wW9eOMCWA82YpmBovwD3Xz2G8qDD8ocDWjrTbNpzjkVT+pH3BDBMsKkSHafbyZ3tZNKISnRk0mcO9NiZ6jopotteInTFP2BTJOrsCT568wR++ez+wohlRdDJ3StGMSwsYTfT6BkdvXYCP30zzq5jRwuH2n+inboKD1+47mqMXAYl52D80Ape23aWpo4Uw/uHEEJwpjnOmcYo184fgpRPIzQXp5vivXZ+dcQybD3YzNWzB2CTIb7n1SIR7uLriG96Gv+S9wGCmSOCHLpElOpmxvAgNlUgZJlc3mDp9Hpe3lwcYDBvUp3lHSxJSBL4Jiwm00dXnHfiYmQAI8v0kWV8++FdrJg5iPKgE0mSaO5I8quV+/nM7RORjBympOIbPYvc3tU9RhVUfzne4VMRArxuO057mmvnDuIPay5EvEsS3LpkOKoMfrcDkU1irPkFH519PWcvG80re9pRJImlE0JU6ecQ215CGvBpy7g3lcZ3w+dJHFiPOLbeKv5GLMAzdApcVHirdidqzRDKr/5oYedVsrnQfMWt+Lby/vjaGzBe+hqzg1XWeOvBNkJX/AOq/4Knm+Ly4Z+2AiMZJdt8CkmzEZh5PYonUPSloESJEiVKlCjRO6mT+/BNXIJz4DiSB9djZlI4B47FUT8aPdqG6g6iODwYqQSYJp1rHiN5aBOYOrbKAYQX3Y0SqETpCvHSY23Edr6Kf/JSK0zANJAUDaP1NOlTe/GMmgVAru1ckQh3MdHNz1F+7T8hSRKmnqfiuk/Q8eqv6XzzEcDqOAvOew+2ygEII49p6NjCtST2ryF1ZGvhONlzh1D95ZQt/wDCyCNMA1vVIJJHNpE+vhNH9RAQJnq0hcz5YwRmXgeGbt0W7+jVF89MJ0jsXUNgzs0IWSZ1dGuPAAoLQee6Jyi/8sOAwDWkpy9YN86BE0BWQVIwEp34p19FdPNzRWtcQ6eguPwI00CWZDzjFhTGZy/FO2mpVdjpeVyDxtP01HfxT1yKNucmEAI90Unn2scpW/4BEDqSZMM5cAJqsKpHwILi9uMdtxAwkd0BRKdEYO6tRNY8xsUWNr6pK5BtLmSXH0ydyKZn8IyahWfsfGscWJi4R1yGMA061jxK9S2fQ7Y5yMc7qLj2n0kd3ly4HtfwabhHXIYpQOsa71QUDaVyAGVXfqjgUSdpjh6BBGqwCltZP1qe+09sAcuvMLpzNWVL7i3y8VWcHnwTFmEko10pqxL+6VejuP1FgnGJEiVKvFMpCXFvM6YQZGqngGkyakCIAVU+DEPgdmq47YI9LRVM7TIcjad1Pv/fG+iIXSgYjp6N8P/+ez3f/ehcAl4DVZGJdkSYNWkA339iL4fPdCIBlWE3H7p+DH67IJbM4lDMQiu5rWow/qkrQFVI7FtH+ug2ck0nEHoeJMh7KvnGjzaQzl7oKGvpTPP9h7fzvY/OpkxREDYnZ7J+dh3r2dF1riXB+pM6V9W40VGIJtMMrQ/y8KpDnOgKoKguc3PHshGcb03gr/eRyRq80ce4LsC6XQ0sntoPVTPIn++Z1tRNvukERi6DsHmYNrKcZzedp+2S8AS/x8aiSVUYaNjMPFIuhddl4wv3TufAyXZMAaMHhThyJkI2EcMmvBhCAtPAPXo2yf3rio7nHjkTBBimQHO48Ud38N7lw/mPJ/cVQiC8Lo1/vHEMvuhRpIqJuDGJZ1QCN32JxM5V6Ec2WN6Aw+bgnbgYHRWPXUKx26gIOHE6NL76gcs43RRDkiT6V3rZd7ydMr8dWVURsgf3sGl0vvA9av3l3F8/FoRJbs1ucolOylZ8qNB675BN0pFzuCYsRYyag5Ws5UCc24m9fhSSVDyarPn7DgMBqyvOM3YhzoETMBKdSLKC7Paj+sqKktTASjWV7S60UPVbHrNEiRIlSpQo0RNn3TCMdBR77TBsZXUII291W2lOMg1HQLVChMxskqbHvl4k1OSaT9H4yFepvuPLmF0CRi7Sgn/KMtpX/5LMqX2Wab0vTGjJPajeMHoiYqWrnrUCj7SyfgSmXw02B8nDm0kd3EC26TiYlg2J5i/j/G8/j5m+sLFqJDppW/kTqm7/MqonZI2T2hxFIlw3erSV5NFtVnqprGDm0tjL6ulc+zida7psVXzlBOfeQq75FPa6EQjTILHvrb3p/NOvQqh2Mn2MVXY/PyKfQ3J4sNcOQwtVk+8oDhuT7C58k5YCEggDSbXGbatu+RyZs4cQRh5Hv5Hk2s6RazmFvXYEmAZmKoZ30lLil6SiOgdPQnF6rdfR7SN35gBlS++j9fkfX/BftrsoW3JPl2daHZKsIWSJyhs+aXX9HdxgdTwOm4pv0jKQrI1TWdFQvSEwdKpu+yL5tnOWuFnRn8zZQyi+MKrNDtjxjp5N24s/Q/GGcA4YC5JM55uPosdaCS64HdnpQZIVFM1G+txR3GPm4uryBURzkG06jrNqEJJS/FXz0jT5S1HdPtwjLsNeN7wrSE6yQrK8YeRLxpxlmxPZ5kQLVr3lMUuUKFHinUhJiHubURQFT8BLe9zgaw9s4UzX6KLfY+O+q8YwemgNKRTspsmuI60FEa4y5EJVZJrak+iG4JGXD/HB68YR8NoJhrz8/Jl9fGRFPQGlAkyDrOrliQ1nWTpzMMIUoMqooRrC8+4mbtjZdKKNrG4wetrdBBfcR+a1nyMrCiYKa/c0F4lw3ZgCHl19lI/dPB6bKXhpe3OPNd2s3tHEgqn90RCYpuC7D20jkzMK9ze2Jfn+73bw5ffNIJGxvND+WNiAwAqzUAMVffpTaP5yVEVFlwQqJl+9bRjPbWvjjT0tmKZg9pgKrp9Rjk0RCCEwJBhVpbByWxPPrDnBoFo/EvD8uhPUlbv5zLX90IWEZrcRzxrYwrV4bvwU6VP7AIGz/xhybWdJZ3N47XYcTgdGZX/6v/Ig373zBpKK5R3iMWKw/dc4F9+Hw+HAyKYQioYeb8M+egGu8UsA0PN5csk4sq8SSbIE2XKfxsLJtWzce569JzqRJQmEyeKpdZT7rSJFkhU84+YT27kaPdqKvvfCyIoWqsE1aHzh32qgAoeh0/HGLyCfQwgTxekhOOdmtEDf6WlvhWJ3oNhrIFzzxxeXKFGiRIkSJf4sZE8ISbPT8vvvFjrAZIeH4Lz34B5xWSGQKdd4vCDCqb5yJM1GPtIMhk7H6w9TfvVHsdkcaL4yWlf9nOCM65Dm3ILQ88h2J/G9b+AZMZPu9ActXEv1e7+J3BWCYCY68E9aQmjOzbS98ivo2sRLnzlQJMJdTOcbv6Pi+k8ghLCM7/sgeXAD/mlXYeh5yGdpeebfMTMXjmmNxP6Yyps+jcjnwOZ867CBrvskVUELVNHX0KnqK7PSNwVgmoSXfYDkoY0kD6y3POeGTMY7aSlCUQBh+Y+5fORazxLb8TL2ygEgq8R2vIziCVF+xftB6KB6kTQbss1J5U2fIXN6H8LQcfQfjR5tJd/RiL1+NIpqw15RT+uqX1J+xQeR7S6EEGAaRLauJLzgDlS3H1PPIQF6Oo5r+HQ8Y+YiIWEaefREpxXGgfU+UL0hPOMWkDq2jcypvQgsuxrPmDmo7gv+ca4hkwvCY2Lvm4XbFV8ZntFzCqmkqr8Ch2HQ+ebvCuO7kuYkNPcm1D+zhpRtdmyhaiht0pYoUeJvmJIQ9zZjmibpvMQ3f7WFWeNruWP5SIQQNHekeOTlw3z4pvEMrfORzevsONzCzLHVLJnen3MtcXJ5k4E1Pg6e6uCljafI5Q0UCRpbYnx8vpuOZ75Ee1fxIykat867nTORMir9GiZOtMnXsnZPEz9fuQOz0J1+gsUTq7hz+YeIGhrObI4DJ/tO6Tx2Lkoyk0eRLSGr7+sUCGEiSxKb9zcViXAXr3lhwynuv3o0NlWwYEodOw73nmA6f1IdLruCYqbwjp3Xpx+Hd9ISFPIIyU7EcGAzMlw/JMlVI6usJKZcjIyAtpydWpfA6bCjywb/vNDL4Wg5L+/uxBSCD14xgFFhHadI43TYIJ/GNWAMnc//O/rGP2Cvsfwo4rtfQy3vT/Cqj6PqKcCF8IRxz7md5NqH0Lp8MRg4EffcOxEea2dQsbuwnz9KwluLaub4/+zdd3wU1frH8c/Mlmx6JQm9dwIEaSKgAhYQu3IVsCBeERULFuyKXtRrxYsFUazYEBALIipW/AkCoqJUpZdQ0vu2+f2xZCUkoWjYBPi+7ytXMmf2zJmdwD55TnMXBno9HZEx+IwYwgszMOsEFoU1nS5SEhwM6l6f49PqYxgQH27gcLmCgREEkpD1Lv0P+T9/EegZNkyiO/cnOu1E7DF/TQUwTBvOOg2pM+hq/CWFgUAyPArTWXG3KBEREalFfB4y3vsvkS26EH/CBYFOxYIs8pbOxRYZi6t5OgBF634mvHk6McedjjdnB/7SYpzJjXHv3ED2dzPACsRl3pydJPQ6n52zn8JXmBO4hmkn7vhz8LmLsXsDHbNR7ftQvOEXMj99qdwOqxEtu5J06hUYhonP56tywX8ILMJved34/T4sf9Xr+AaSiRYGBsWbV5ZLwv3FIvfHj0kaNBoMg6gOfShcsaCS8wJtx+ECv5/I1j3IW/pppbvExnQ5DcswMG0mYGH53ISlNsPVsA2GYeJ3B5Z3sdylEG5h2J2YYZFEp/Ulsk3PwMg0r4e4XufhrNMQX3E+juSmGD4vzpSm5P/yJXmLPwmsaWbayP/tW+wxSaScdwt4AjMobNGJJPUbTvZ30yn64yew/LgadyD+xIuCGy+Ydif+4vzARleWha8oFywLW2RcYM3izO04W3YJnOsIwxGfTFSHk4hs2Q3LsjBcEdjDIsqNXrPHJFF36P3kL/86sNuo5Seqw4lEpw8oNzPCMAycifWoM/BqfCUFYIEZHoktbP8bHoiIHOuUiKthpmny+7rdjPlXOrO/+YMPv/sTy4LGqdFcOqgtS1ftIDUhgqQ4F93aplBc6uXBlxfh/ytzRt/0+vz77DQMw8Dt9tI6CXa+8lBwWgCA5fOQ++WrNLvwLkq9SdgtH7vzvbzw8doKbfpiWQadWibStX197DaTuokRLKui/Ulx4TjtJg7DT/+OiSxdVUXirGMSUTYvJT4fazZXvk4bwJ9bcvD5LfB5aVYvluPaJFeos2XDOLq2TcHvLsWIcOLetZnEAZeT9dWbf60VZ9qI63Ue3rwswurbcHiLsPx+drjD+XVjHO3rOjBMgxVbTdo2dxIT7sFl+TGxY8amYG7+mlZrFtC61XGBdTrWfIDZtCu29FMxDQsjMhbftl+JHjiGoq1rMVZ/DZZFWL9RRDRsjXv3FiJaBnbkjIpwUWxriHH6dUSUFGIYBkZYBGGR0bjC9tpkI6UpRd/PpGjjb4SnDQAsir78nIiWXXH2PKvce2CYNsIio0iteq1fABxxycT3GUJM14FAYF22vZN1e7O5IoOL4IqIiEjt596xgToDryLvp3nsmPUEWH4cCXWJ6x3YvdSZ0gQS6hLeqD2Wz8OOGY/BXkmviBbHkXz29ZQNdbNFx7PtldvL75Du95Lz/QzqnDkmeMhyF5E590X2XmcMoGjtEsIatCGyU39M08SRUPXIeHtMIoZhYhgQ2apHhaU+gm1s1Q1MW2CGx36WI3FnrAu0x/Jjj0shsm2vwPpme3HUaUhUWl/wucGMpnTnBpIGXkXm56/8tfOoYRLTdeCemNLCKi3FMkwMoDRjHc46DTFsdty7tmA4XJjOiMB9mCZmZCy+rWvIW/Y5Ec06Y9jsFK1djDc/k7ieZ4PlxxYRS/HWNSQOuJzS7X9QsOL/wOcl4cSLcDXuQOnuLUQ0DcxcsIWFYyQ1IOHUK4jve1GgUzssEntkDOZeyS5HYgPylswlf8UCYjoPANNGwTfvEJbajPgTLyr3HhiGiT0iCiKiqnwvAeyxScT1Opfozv0DbQmPKbej/d7MsPDAbqYiInJQlIirYW63h3pJ0Tw2bQnZ+X9tPb4xI5/H3lzK3SO6g2Hh8fpo0TCOm576pkId3y7bSlqLJBKinZimQdFvX5dLwu2t4PvpxJxzG3bDydxFVa/BNvO7zXRsnoQ93MGp6YnMXbiRyga8XXhCKi5KMI1wWiT4adkghrVb8sqdUycunJPbxWCzfIQ7DFLiw6mqfzQxNhyX6cfldJC7NZuLTmlN3/T6LPwtA5/folvbFBqlRJOZU0DdRtHgt3AmNyZv8RySzxuLv7gwMLUyMpaC374lslWPwOYKjjASfZv5aYtFnYQojMhA8JKSXMLajVkM6uDCcCRhhoUTlpWBv0M/rBZdKdn2J5blJ3zg9ZjhMTjc2dgSA6PYIpLrsvuLV7H1uBiz/7VgWfhKCyn55lUSBlyGuVfPYniYnfCweGA/28ZHxBDf50J86QMo3rAcMEg+72ZskfHYwv9+gsyw2bHvZ7t6EREROTLZImPZ9dEzeHP/6rT0ZG1n14f/I/ncm4Odb2F1m7PlpZsrjPwq+mMpYfVbEdasMwDFf/5cPgm3l5zvZ5LSoA1AIHlE5TMh8pZ+SmSbHvhdkYQ370zO/82qdMRZdJfTwDQwTTuGMwxXo/YVdv60RcYS1aFvYCdPuwN7XNXrgdmiA/GZabfjK8ojtseZRLTqTtHqRVheN+HNOuNMaYInL4uwlMaAn7C6Lcj+9h2Sz7oev7sEy+fBHp0Y2HjA2NM2lwt/Rj7uXZuxxyRij07A8vtxJjWgZMsaotr1AsvCtNmxvB4iWnXH1agd7u1/YnndJJ5yBWZELL6SAlx71jMLS6zH7s9eIa7nmSQMuAzDb+H3ucn+9l0SThpWbodP0xGGc6+NCiq99/AoYroNIrJdr0AM6fORfOa12KISghtx/B2GaVMMKSJyGCgRV8OcTgcbtueWS8KV8fstPvpuHWMuSMNm2pj/46ZKagj48Nt1dGqeSEKUHV9m1ed5sjMwfF68Ph+ZeRWvWSanoBQfYJgGkRk/cdO5LZn04Z94vIFAyjTg/N4NaOTdiOGPBctPjFnKzQNi+WVXIvN+zsLj9dO3fTx9WoQTlbcB6qRj8xRxRtdk5i+pPAl4Qe96RJrFGGYYdZMimPntBrq1q8s5JzbD7w9sbvHdz1s5t08jzLLt3+1O7HHJ7HjvvxhhEYFdukoKiWzfG1t0AqYrEpsjjOgIBydGr6G0fhcWr87CZ1l0b51IhHMD0fa6OPYEGvaYBPyL5xDeqgfeJumAgcuXTdHPHxHV46+RaY6EuiT2v5SchbODAWlkm17E9b8ksLbF32BzRWFzReFMavi3Xi8iIiLHDm9+Zrkk3N5yF86mzjljAShYvajSZBhA3tK5gY2mXJG4d26o8lqe7AzYs9aYN29Xlef5CnMwMLDZbJRsXkmdM0aze95Lf404wyC608kYdieW14vP58N0RRLd6WQiWnalYMUCLHcJ4c06E9E8HfeODdiTGmB53US26kbejx9XPpX0uNP3TK80sEclkLvkEyKadSKm++BAB7VhULhqETFdTtmz0UBgh3ZXw7bsmPkYhtOFYdrxlxQQ3vw4opKbYDhd2PZsclC6dQ0RzTpTtP5X8LoJb9oJTBuWuzS4pq49Mo68ZZ/jatSOsCZpGIDf6yF3yVzie50TbKsjPpWkUy4n98ePKfj9Oyyfl4iW3Ug46WLsfzuGDMxscCbW/1uvFxGR0FEiroZ53G5+/SOzyvLVm7IBC5/fx86cqpaThey8EsDAsNkx6jSHPyrfYt2R1ACf4SDcYSO9WUyVU0nbNY4l3B7Y4MAVGUPzlR/w9OVns63AwOP10yjBibnmK2xZBg7HnnUnnE5sv86lY9Z20rqcgGXasG36Dv6vBNegq8BTghmdSFzxaq49qwUvzPkTry/Qm2oYcGGfhjSy7cKwxWM6wojyZXBe70b8tDKDr3/LwgJ6torlnBPqE+3JxB7RPHBPUXHYouKpO+x+ijf+Dn4frsYdcO/cgC0yNhho2aMTiY2LYff7d9A7vi4YBp6V24g6eRj2vda7sEfGEtd9MJ6cndh+mY3l92O27018z7OxRcaWe5+cifVIHHA58cefF3gPImO0LoaIiIiERMmmlVWWlW7/s2xvhSqTdQC+gtxAIAY4U5tBFTuOOpLqUzaFNbxR+yqnkrrqtcIyTPx+P87E+uQu/iQw4qy0GL+nBEdcCkV/LqNk429EtDxuTyO8lGxZQ8mWVUS27o5hc1CyZTWZ65eTfO5Ne2LIBHyFOSSddmVgKmnZciRAdKf+gc5Zywrsrur3EXvc6RRv+JXCRR8FNkNo1I7ozv3wlZbg2LOZlC0qDjCoO2w8xZtXYHlKCW+chjtrW7klO8zIeMLqtiBjxqM4Yutg2Ozk/fwFcb3Ow9EkLdgOW0Q0MV1OwZu7m4Kfv8DylBLV7gTie52LPSqu/PuZUJf4/pcQ2+PMwNpqEdFaIkRE5BihRFwNczidJMeFVVkeFxWGiR+HzaBLsxh+/D2j0vNaN4olwubFboYR3aEPxYs/qHRqQWSvIURGubC8Xro2i2R6pJO8wvLn2UyDISfUxel3gyOKsNRmGAvfxzPrHlJcURg2G97CXExXFInDHwQs7BHRlKzPJLp9Hwy7g/xfvwrswtT1VGwRsRSsXkzc8edgcziJrduADmtn8vTI09mc5cPrt2iSFIb5xzfEJZ6IIzoBAHtUHPZfvuLEVml0b9sKy7KINEooXP0ljvQBf72HCXWJbHs8uYs/wbtnW3lvcR5x3c/EkfDXFAZ7dDyuFl2ol9oUX2EeYAUSdZFxFQIfW0QMtogYXPVa7Pf5QWCjBSXfREREJNTse2KmypgRMVh7po+6Gral4JcvKz0vrF6LYCIuonk62d9NxyotqnBe3AnnY+7pkHQk1scWnYAvf98NvYxAYgkD0zSxxybjLy1kx8zHMF2RGDYHvsJcDGcY9S75D5bPj81mw/K4CW/cgah2J5D/y3z87hKi0/pij00m/9eviet9AQDOOo3J/OpNks8bi68wF8vjxpFQl6J1P2OPiguOTHNExpL327e46rckvHEHLMv/14i4zv0x9uzq6oxPJTqtL7lLP8WzazMAvsJc4nqehT3+rxjSERmD0bgD9S55EH9RHpbfiy0yHiM8GkdkTLl3wBYejS08mrDUplU+m+C5Dhe2+Kqn24qIyNHpmEnE+f1+nnnmGd577z3y8/Pp1q0b9957Lw0b1uwUQL+7hP4dE/hwwYZKy889PpUYhxfD76Nz4whio5zkFpRPnJmmwdC+9Qg3SjBssZQ4Yoi74G7yP5kUnDpguiIJ73spRkIjDJ8HW0QMsZ4VTBjeipe/3M6ytYFReU3rxXDVqQ2JyV6B2egkbHYHpmmSeOb1FK1eSOGvX2H5PER26k9Ml9OxSgpwpDQCwFm3Obs+/B+e7B1EdTwZw2Yj+6u3sPw+6l58DzaHM9CWqAQSu53K7k+eo0FJIZgmYJJw2khsewWU9shYYjr3w5OzA+9PH4DPi79DX2LST6nQq+hMqEfCiUMDO0UBZngU9vDoCu+nPSwCwiJAw/ZFRETkINTWGBLA1aQDfGdWvgZbp/4YNgcAjrgUbDFJ+PJ2VzgvtudZsCcxhSOM1CF3sOvj5/BmBzo3DaeLuF7n46rXCjxuCIvAsnzUOeNacpfMofjPnwObRCTWJ773hbiztuFs0CrwWruDxFOvpHj9L+T//AV+dwmR7U8gtvuZeApziNqTrLIn1iNz7hRKt/1BVKd+2GOTyf5+Fv7ifOoOfwC7K9DhacQmEX/Cueye8zzeguzAVFTLIqH/peUSZ7aIaGLS+uLN3UXess/xu4uJat+HmPT+2KPKJy8d8anE970IX0FgMzHTFYk9onxyDcDuDIPEeoEvERGRf8CwrMqW4D/6PPPMM0ybNo1HHnmE1NRUHnvsMbZs2cJHH32E0+k8pLr69w/sHjR//vxqaVvmqmUs2eHkuY/+YK/NUOmbVodLekSRkJqCMz6Fwj9/Ypc/lqnzt/PznsRZw5RoRp3WiHrFa4lLOwFHZAzuzG3k2WJxegrwFAR67RzRcXgd0YTnbSWicWsA3Fnb2fXRJKz6afjqdcRvgT1nE8bKL0g+ZyzOpECyyluUT+mWleT//j1RrbqDzUbx+l9xJNYnsnUPHLFJwTZ7sjMo3rCc/J/nY/m8RLbtRWTb4ytdM82dtR2rtAjLCqz1Zoutg812zOSGRUSklqruz3k5stXmGLLwz2X4cneye97Ucht1hTftSEy3M3Ak1seZUJfijb9jeT3kLp5D8Z/LAAt7fCrxvS/EV5hDZPs+OGIS8eTswI+B4fXgK8zB8nqwRcdjOiNwZ+8gsmkHANxZGez+ZDLOOg0Jb9wey7Lw5WeS/+vXJJ91Pc7kQCett7QY97a15P30GZGte2DYHRRvWoktIproDifiiPtraRB3dgalm1eR99NnWJ4SIlp1J6pDX5yVJL7c2RmBGNLvwwyLxIypg93hqJb3VERE5O862M/5YyIR53a76dmzJ7fccgtDhw4FIC8vjz59+jBhwgQGDx58SPVVdxDl3r2VHd9/iNWmP6szSil2+2jXIIqwHctJbNyciKYdA+dlbWf3x8/ir9cBX72O+PwWzoLtsOKzQNCT1AAAv6eU4g2/UbB2CfHHn4Nh2ilY+X+An5hO/bDtNVLMk51B/q9fkf/r11heNxGtuhHX4ywcifUxDCN4ns9Tii8vE39RLpbPhy0qHjMyFnsVOzF5cndjWX4csUnB4f8iIiJHAiXipEytjyEzt5L17XSiO/TBk7Udf2khYSnN8GRuxZ5Yj6jWPQLnZWWw+9MpOJMaEN6oHZblx1eUR/4vX1LnjGsIS2kCgOXzUrJlNbm/fEVC7/Mx7GEU/bEEX34WMV0HYt9rrVxPdgYFK74nf9kX+N3FhDdPJ77XeZhxqeWSYj6vB1/uLvzFeXsSewmYrmjskRVHnQF48jKx/D5s0QnqoBURkSPKwX7OHxOfbqtWraKwsJDjjz8+eCwmJoZ27dqxePHiQw6iqpsREUOdrgPY/cnztPG6wWbHv6qYuJOGYo//a7tyZ0Jd6px5Hfm/fk3+/KcxPaU4W3Yl7qzrMffa1tx0hBHRrBPO5EZ483YH1mpr3R1bZCym01Xu2o74VOJ6DyGqw0mAhRkZFxz+vzebIwzbIQzH33uUnIiIiMiRqNbHkJEJxPc6l91znsNXXIDhCCP/5y+JO+E8nMlNguc5E1KpM3AUBSu+J/OL1/C7iwhv2pk6g6/F3GvDKsNmx9WwDfa4FHz5mfg9JUQ06YgtMgZzn/VwHfGpxPU6N7DjqmVhRsRU2kFrszsCMSQHGUPGJP6t90JERORIcUwk4jIyAhsc1K1bfnpkcnJysKwmOSKiweEk+fxbsdzFWD4vpisKwxWJY59dOh3xqcT0Op+oDn0BCzM8utJ1LAybHUdsHRx7BVdVMW02nIl/b6t0ERERkaNVrY8hXeH4nQ2pc85NWO4SLJ8nsClCWBSOqH1jyBRiep5NZNvjwfJjhEXi2GfNXQDDtOGITTqoTlXDMCtdfkRERESqdkwk4oqLiwEqrOMRFhZGbm5uTTSpAocjDA4ykLE7HFooVkREROQwOxJiSNO0HXQyzGazYVPiTEREpEYdE4t3uVyB6Zhud/ndRktLSwkPD6+JJomIiIhILacYUkRERKrbMZGIK5tOsHPnznLHd+7cSUpKSmUvEREREZFjnGJIERERqW7HRCKuTZs2REVFsWjRouCxvLw8VqxYQbdu3WqwZSIiIiJSWymGFBERkep2TKwR53Q6GT58OI8//jgJCQnUr1+fxx57jNTUVE499dSabp6IiIiI1EKKIUVERKS6HROJOIDrr78er9fL3XffTUlJCd26dWPq1Kk4HI6abpqIiIiI1FKKIUVERKQ6GZZlWTXdiCNNWloaPp+vwlb2IiIicuTbvn07NpuN5cuX13RT5CijGFJEROTodbAx5DGxRlx1CwsLw24/ZgYTioiIHFPsdjthYWE13Qw5CimGFBEROXodbAypEXEiIiIiIiIiIiIhoBFxIiIiIiIiIiIiIaBEnIiIiIiIiIiISAgoESciIiIiIiIiIhICSsSJiIiIiIiIiIiEgBJxIiIiIiIiIiIiIaBEnIiIiIiIiIiISAgoESciIiIiIiIiIhICSsSJiIiIiIiIiIiEgBJxIiIiIiIiIiIiIaBEnIiIiIiIiIiISAgoESciIiIiIiIiIhICSsSJiIiIiIiIiIiEgBJxR4mcnBzuvfde+vbtS5cuXbj44otZsmRJsPyHH37gvPPOo1OnTpx++unMmTOnBlt79MvMzOTWW2+lZ8+epKenc9VVV/Hnn38Gy1euXMnw4cPp3Lkz/fr14/XXX6/B1h5b1q9fT3p6OrNmzQoe0/MIrR07dtC6desKX2XPRM8j9GbPns2gQYNIS0vjjDPOYO7cucGyLVu2MGrUKLp06ULv3r2ZOHEiPp+vBlsrItVJMWTtohiy9lIMWfMUQ9Y+iiH/HntNN0Cqx9ixY9m1axdPPvkkiYmJvPHGG4wcOZL3338fy7IYNWoUI0aM4LHHHuPrr7/mtttuIyEhgeOPP76mm35Uuvbaa/H7/UyZMoXIyEiefvppLr/8cj777DNKSkoYMWIE/fr1Y/z48fz888+MHz+eyMhIzj///Jpu+lHN4/Fwyy23UFRUFDyWnZ2t5xFiq1atIiwsjC+++ALDMILHo6Oj9TxqwAcffMBdd93FnXfeSZ8+fZgzZw5jx44lNTWVDh06MHLkSJo0acI777zDpk2buOuuuzBNk+uvv76mmy4i1UAxZO2iGLJ2UgxZOyiGrF0UQ/59SsQdBTZu3Mj333/PW2+9xXHHHQfAPffcw3fffcdHH31EZmYmrVu35qabbgKgefPmrFixgpdeeklB1GGQm5tL/fr1GTVqFK1atQLgmmuu4eyzz2bt2rX88MMPOBwOHnjgAex2O82bN2fjxo1MmTJFHxKH2aRJk4iKiip3bPr06XoeIbZmzRqaNGlCcnJyhbLXXntNzyOELMvi6aef5tJLL2XYsGEAjB49miVLlvDjjz+ydetWtm3bxvTp04mNjaVVq1ZkZmby6KOPcvXVV+N0Omv4DkTkn1AMWbsohqy9FEPWDoohaw/FkP+MpqYeBeLj45kyZQppaWnBY4ZhYBgGeXl5LFmypEKw1LNnT5YuXYplWaFu7lEvNjaWJ554IhhAZWVl8eqrr5KamkqLFi1YsmQJ3bt3x27/Kw/es2dPNmzYwO7du2uq2Ue9xYsX8+677/LII4+UO67nEXqrV6+mefPmlZbpeYTW+vXr2bp1K2eeeWa541OnTmXUqFEsWbKE9u3bExsbGyzr2bMnBQUFrFy5MtTNFZFqphiydlEMWTsphqw9FEPWHooh/xkl4o4CMTExnHjiieWyyvPmzWPjxo306dOHjIwMUlNTy70mOTmZ4uJisrOzQ93cY8o999zD8ccfz5w5c5gwYQIRERFVPg+A7du310Qzj3p5eXncdttt3H333dStW7dcmZ5H6K1Zs4asrCyGDRtGr169uPjii/n2228BPY9QW79+PQBFRUWMHDmS448/ngsvvJAvv/wS0PMQOdophqy9FEPWDoohaxfFkLWHYsh/Rom4o9BPP/3EHXfcwamnnspJJ51ESUlJhaGfZd+73e6aaOIx47LLLmPmzJkMHjyYa6+9lt9//73S5xEWFgZAaWlpTTTzqHf//feTnp5eoccG0PMIMa/Xy7p168jNzWXMmDFMmTKFzp07c9VVV/HDDz/oeYRYQUEBAOPGjWPw4MG8/PLLnHDCCVxzzTV6HiLHIMWQtYdiyNpBMWTtoRiydlEM+c9ojbijzBdffMEtt9xCly5dePzxx4HAD/y+wVLZ9+Hh4SFv47GkRYsWAEyYMIFffvmFadOm4XK5KjyPsn+MIiIiQt7Go93s2bNZsmQJH330UaXleh6hZbfbWbRoETabDZfLBUCHDh1Yu3YtU6dO1fMIMYfDAcDIkSM599xzAWjbti0rVqzglVde0fMQOYYohqxdFEPWPMWQtYtiyNpFMeQ/oxFxR5Fp06YxZswYTj75ZCZPnhzMONetW5edO3eWO3fnzp1EREQQHR1dE009qmVlZTFnzhy8Xm/wmGmatGjRgp07d5Kamlrp8wBISUkJaVuPBTNnziQzM5OTTjqJ9PR00tPTAbjvvvu48sor9TxqQGRkZDCAKtOyZUt27Nih5xFiZe9p2XpEZVq0aMGWLVv0PESOEYohawfFkLWLYsjaRzFk7aEY8p9RIu4o8dZbb/Hggw8ybNgwnnzyyXLDQLt27cqPP/5Y7vyFCxfSpUsXTFM/AtVt9+7djB07lh9++CF4zOPxsGLFCpo3b063bt1YunQpPp8vWL5w4UKaNm1KYmJiTTT5qPb444/zySefMHv27OAXwPXXX8+ECRP0PEJs7dq1dOnShUWLFpU7/ttvv9GiRQs9jxBr3749kZGR/PLLL+WOr1mzhkaNGtGtWzdWrFgRnH4AgecRGRlJmzZtQt1cETkMFEPWHoohaxfFkLWLYsjaRTHkP2TJEW/dunVW+/btrWuvvdbauXNnua+8vDxrzZo1Vvv27a3HHnvM+uOPP6ypU6da7dq1s/7v//6vppt+1LryyiutU0891frxxx+t1atXW2PHjrW6detmbd261dq9e7fVrVs3a9y4cdbatWutmTNnWmlpadasWbNqutnHjFatWlkzZ860LMvS8wgxn89nnX/++dagQYOsxYsXW3/88Yf10EMPWR06dLBWr16t51EDnn32WSs9Pd366KOPrI0bN1rPPfec1aZNG2vhwoVWSUmJNWDAAGvkyJHWypUrrc8//9zq3r27NWnSpJputohUA8WQtY9iyNpNMWTNUQxZ+yiG/PsMy9Le40e6yZMn89RTT1Vadu655/LII4/w7bff8thjj7FhwwYaNGjAmDFjGDRoUIhbeuzIz8/niSee4IsvviA/P5+uXbty++2307JlSwB+/fVXJkyYwIoVK6hTpw5XXHEFw4cPr+FWHztat27Nww8/zHnnnQfoeYTa7t27eeKJJ/juu+/Iy8ujXbt23HLLLXTt2hXQ86gJr7zyCtOmTWPHjh00b96cMWPGMGDAAAA2btzI+PHjWbJkCbGxsVxwwQWMGTNGo2FEjgKKIWsfxZC1m2LImqUYsvZRDPn3KBEnIiIiIiIiIiISAkpFioiIiIiIiIiIhIAScSIiIiIiIiIiIiGgRJyIiIiIiIiIiEgIKBEnIiIiIiIiIiISAkrEiYiIiIiIiIiIhIAScSIiIiIiIiIiIiGgRJyIiIiIiIiIiEgIKBEnIiIiIiIiIiISAkrEichRadKkSbRu3Xq/5/Tr14/bb7/9H19r0aJFtG7dmkWLFv3jukRERESkZimOFJHDSYk4ERERERERERGREFAiTkREREREREREJASUiBORY8KqVasYMWIE6enpnHzyyXz44YcVzsnKymL8+PGcfPLJdOjQge7du3PttdeyZcuWcue98847nHbaaXTs2JHhw4ezbdu2CnVt27aNsWPH0r17dzp16sRll13GihUrDtv9iYiIiMjhoThSRKqTvaYbICJyuO3YsYPhw4fTpEkTHnvsMQoKCnj88cfJzMwMnmNZFqNGjSI3N5dbbrmFpKQkVq9ezcSJE7nvvvuYOnUqANOmTePBBx/ksssuo2/fvvzwww/cc8895a6XlZXFRRddRHh4OPfccw/h4eG89tprDBs2jBkzZtC8efOQ3r+IiIiI/D2KI0WkuikRJyJHvVdffRWfz8eUKVNISEgAoGnTpgwZMiR4zs6dOwkPD2fcuHF07doVgB49erBp0ybeffddIBBkPffccwwaNIg777wTgN69e1NQUMA777wTrOu1114jJyeHt99+m/r16wPQt29fBg0axNNPP83//ve/kNy3iIiIiPwziiNFpLopESciR72lS5fSuXPnYPAE0KlTJ+rVqxf8PiUlhddffx3LstiyZQsbN25k3bp1/PTTT7jdbgDWrVtHZmYmJ598crn6Bw4cWC6A+uGHH2jbti0pKSl4vV4ATNOkb9++lU5lEBEREZHaSXGkiFQ3JeJE5KiXm5tLgwYNKhyvU6dOue8//PBDnnzySbZv305cXBxt27bF5XKVqwcgPj5+v/Xk5OSwceNG2rdvX2l7iouLCQ8P/1v3IiIiIiKhozhSRKqbEnEictSLj49n9+7dFY7n5OQE/7xkyRLGjRvHJZdcwsiRI0lJSQHg0UcfZenSpcF6gHJrguxbD0B0dDTdu3fntttuq7Q9Tqfz796KiIiIiISQ4kgRqW7aNVVEjno9e/Zk2bJl7NixI3jsjz/+YPPmzcHvly1bht/vZ8yYMcHgyefz8X//938A+P1+mjRpQt26dfn000/L1f/VV1+V+7579+6sX7+epk2bkpaWFvz64IMPmDFjBjab7XDdqoiIiIhUI8WRIlLdlIgTkaPeZZddRmxsLCNHjmTevHl88sknjB49GofDETynY8eOADzwwAMsXLiQefPmMWLECFatWgVAUVERhmFwyy238NVXX3H33XezYMECnnnmGd5+++1y17v88svx+/1cfvnlfPLJJ8Edsd544w2aNm0auhsXERERkX9EcaSIVDcl4kTkqBcfH8/bb79NgwYNuP3223nooYcYNmwYbdq0CZ7To0cP7r33XpYtW8a///1vHnnkEerVq8czzzwDEJxWMHjwYJ566il+/vlnRo8ezVdffcUDDzxQ7nopKSm888471K9fn/vvv5+rr76aX3/9lQkTJnD55ZeH7L5FRERE5J9RHCki1c2wLMuq6UaIiIiIiIiIiIgc7TQiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBJeJERERERERERERCQIk4ERERERERERGREFAiTkREREREREREJASUiBMREREREREREQkBe0034EjUtWtX3G43derUqemmiIiISDXbtWsXTqeTJUuW1HRT5CijGFJEROTodbAxpBJxf0NpaSk+n6+mmyEiIiKHgdfrxbKsmm6GHIUUQ4qIiBy9DjaGVCLub0hOTgZg/vz5NdwSERERqW79+/ev6SbIUUoxpIiIyNHrYGNIrREnIiIiIiIiIiISAkrEiYiIiIiIiIiIhIAScSIiIiIiIiIiIiGgRJyIiIiIiIiIiEgIKBEnIiIiIiIiIiISAto1VURE5AD8Hjf+0kL8lonfEVbTzZF/wOFwYLPZaroZIiIitZ7P58Pj8dR0M45ofq8ff6kXw2ZgczlqujnyD1RnDKlEnIiISBUsnxdPzg6yf5hNlseOt25bzIgYDJsDw9Sg8iNVXFwcqampGIZR000RERGpdSzLIiMjg5ycnJpuyhHN8lv43V4sjx8MAzPMhmEzMUzFH0eq6oohlYgTERGpgnv3Zra9eidFjbrhb96ZOonxhDtsmK4o7JFxGBpZdUSxLIuioiJ27twJQN26dWu4RSIiIrVPWRIuOTmZiIgIdVz9DX6vD09OCVjljxtOG44oJ4ZNHbpHkuqOIZWIExERqYSvOJ/dn07Fb4GvUSeSE+OJj3CWFeJwJmFqmuoRJzw8HICdO3eSnJysaaoiIiJ78fl8wSRcYmJiTTfniGT5LTzFJZh2ZyWF4HSEYToVfxxpqjOGVBpWRESkEv6SIkq3rMQfFoVh2gl3lP+w9ZcW11DL5J+KiIgA0Lo3IiIi+yj7bCz7rJRDZ1kW/lJvleW+/ZRJ7VZdMaRGxImIHKG8Bbl4c3dQvP5XTFck4U07YY+Ox3SG13TTjg6GARiB/xoGFSZlaJrGEUtTbERE5FhWWFBKXnYxf67ZhcNhp3mbOkTFhOHaazMBfVb+Q4YBlnXg8+SIUl1/L5SIExE5Annzs9j50SRK1v+611GDpDOuJqrtCZhhSsb9U6YrivAW6RRs31h5uRKeIiIicoQpyC9h7qzfWPlrxl8HP4ABg9vSpUdDzZmrBoZhYHPZ8RVXPmrK5lIa5linv2YiIkcYy+8jf/nX+yThACx2z3keb/7ummjWUcfmiiBxwOWYYZEVy6IStFGDiIiIHHHWrthZPgm3xxcfryQ7S8tuWNUwis0wDWyRTgyzYrrFFuHAsGm04bFOiTgRkSOMrzCXvB/nVFle8PuCELbm6OZMrE/y+bdguiLB4cJ0ReFIbIAtMhbDDG0i7pJLLqF169blvtq0aUOXLl0477zz+OCDD6r9mpMmTaJ169bljo0dO5YOHTrQtm1b2rVrR4cOHVi0aFG1X1tERESqV0F+KT98va7K8iU/bMDvP/KmUy5fvpxbb72Vk046iY4dOzJgwADuueceNm/efEj1rF27losvvrha2mTaTRyJ4dijAxszmC47joRw7FUk6Pbn9ttvp1+/ftXSrkN1ySWXcMkllwS/L4sN09LSKCgoqPQ1b7/9Nq1bt660zevXr+f+++9nwIABdOzYkZNOOomxY8eyatWqw3YPtZHGRIqIHGksC19xfpXF3rzMEDbm6OeIScTMzMURWwd7uAvDqLk+rHbt2nHfffcFv/f5fGRkZPDqq69y2223ERcXx4knnlht17vwwgvp06dP8HvLsrj66qsZMWIEhmHgcDhISUkhLi6u2q4pIiIih4ff76eo0F1leUFu6RGXiHvzzTd56KGH6NGjBzfffDPJycls3LiRqVOn8tlnn/Haa6/Rpk2bg6rr008/ZdmyZdXWNtNmYkQ4sIU79iw7/PdGwl1zzTVceuml1dau6uD1evnyyy8566yzKpR98sknlb7ms88+47bbbqNly5aMHj2aBg0akJGRwWuvvcaQIUN4/vnnOeGEEw5302sFJeJERI4whjMMV6N2lGxYXml5RMtuIW7RscDAMM0aTcIBREVF0blz5wrH+/bty/HHH8+sWbOqNRGXmppKampq8HvDMGjVqlW11S8iIiKh43I5aNoikd9/2V5peeu0VOz2I2fS3NKlS5kwYQLDhg3jrrvuCh7v0aMHAwYM4JxzzuHOO+9k1qxZNdZGwzCouOPXoWnUqFH1NKYadenShblz51ZIxO3YsYMlS5bQtm1b8vLygsc3bdrEuHHj6NOnDxMnTsS21xIvp556KhdffDHjxo3jyy+/xOl0huw+asqR87dMREQAsLmiSOx3CVSSFLLHpeCq16IGWiU1KSwsDKfTGexp9fv9TJkyhVNOOYUOHTpw2mmn8cYbb1R43dSpU+nfvz8dO3bkoosu4ssvv6R169bBqab7Tk31+XxMmTKFwYMH07FjRzp37sxFF13EwoULy9W7fPlyRo4cSY8ePejSpQtXX301a9euPYzvgIiIiByIM8xOn1NbYbNVjCGjY1w0b5VUA636+6ZOnUp0dDRjx46tUJaQkMDtt99O//79KSoqoqSkhCeeeIJTTz2VDh060KVLF0aMGMHKlSuBQMzzzDPPANC6dWsmTZoEVF9MBQeOjxYtWkTr1q155513OPnkk+nSpQvff/99hampB7oXgKysLG6++WZOOOEE0tLSOPvss5k9e/Y/e8P3MmjQIBYsWFBheuqnn35K06ZNK4xCfOONN3C73dx9993lknAA4eHhjBs3jvPPP5/c3Nxqa2NtphFxIiJHIEdSA+pd+h92z3sJd8Y6MO1Ete9N/In/wh6TWNPNk8PEsiy8Xm/we5/Px9atW3n22WcpLCzk7LPPBuD+++9n1qxZjBo1ivT0dBYvXsxDDz1EXl4e1157LQDPPPMMzz77LCNHjqRnz55899133Hjjjfu9/uOPP87bb7/NzTffTOvWrdmxYwfPPvssN9xwA19//TXh4eEsXLiQK6+8kh49evDQQw9RWlrKCy+8wEUXXcT06dNp3rz5YXt/REREZP8S60RwxfW9mPv+72zZkI1hGrRNS6XfoDbExkdQUlJS0008KJZlsWDBAvr160d4eOU72Q8aNCj45+uvv54lS5YwduxYGjVqxMaNG3n66ae5+eabmTNnDhdeeCEZGRnMmDGDd999NzgjoLpiqkOJj5555hnuvvtuSkpKSE9P56OPPipX12233bbfezEMg1tvvZXMzEzGjx9PVFQUH3zwAePGjSM1NZWePXv+4/f/tNNOY8KECRWmp37yySecccYZFdbn++6772jXrh0pKSmV1nf88cdz/PHH/+N2HSmUiBMROQKZjjBcDVpT9+J78JcWg2lii4jBdITVdNPkMFq8eDHt27cvd6xsuujTTz/NySefzPr165k+fTpjx47lqquuAqB3794YhsELL7zA0KFDCQsL48UXX2TYsGHccsstwXOKi4t59913q7z+zp07uemmm8ot2hsWFsaYMWNYvXo1nTt35oknnqBx48ZMmTIl2OPZu3dvTjnlFP73v//x9NNPV/fbIiIiIgfJZrNRt0EcF13RjdISD4ZhEBHpxBl2ZKUGsrOzKS0tpUGDBgc81+12U1hYyN133x1MznXv3p2CggIeeeQRdu/eXW45jrJlQKozpjqU+Gjo0KGcfvrpf/te6tSpw48//si1117LgAEDgufExcVV27TPpKQkunXrVm566tatW/nll1949NFHef7558udn5GRQdu2bavl2keDWjE1dfbs2QwaNIi0tDTOOOMM5s6dGyzbsmULo0aNokuXLvTu3ZuJEyfi8/nKvf7NN98MDgMdOnQoK1asKFd+MHWIiByJbBExOOJTcMTWURJuL1lFOWzL28HOgt2UeEprujnVpn379syYMYMZM2bw3HPP0apVK5o0acLEiRODAdvChQuxLIt+/frh9XqDX/369aO0tJSlS5fy888/U1JSUiHIGzx48H6v/8QTT3DZZZeRlZXFkiVLmDlzJh9++CEQCAyLiopYvnw5AwcOLDftICYmhpNPPpkff/yxmt8REcWRIiJ/R0Skk/jESOISIo64JBwQjDMO5t9jp9PJ1KlTGTRoEDt27GDhwoW88847fPXVV0Aghtmb1+PD6/Xxww8/VEtMdajx0f4SVgd7Lz169GDSpElcf/31vPfee+zevZtx48bRpUuXA75fB2vf6alz5syhffv2NG7cuMK5NptNn517qfG/cR988AF33XUXd955J3369GHOnDmMHTuW1NRUOnTowMiRI2nSpAnvvPMOmzZt4q677sI0Ta6//noA3n//fR599FEefPBB2rVrx5QpUxgxYgRz584lISEBj8dzwDpEROToUOQuYsWutbyy7D12FWZiM0x6NjyOoR3PoU5kQk037x+LjIwkLS0t+H2nTp0466yzuOKKK5g1axYJCQnk5OQAcMYZZ1Rax44dO4iNjQUC66fsLTFx/9Oaly9fzvjx41m+fDnh4eG0aNGCevXqAYEpIvn5+ViWRVJSxTVmkpKSyM+verdfkb9DcaSIyLEpNjaWyMhItm3bVuU5RUVFeDweYmNj+e6773jooYdYt24dkZGRtGnThoiICCAQw/j9Fl5vIFG0MyMQr2Rs3wX885jqUOOjsnZV5UD3AvDUU08xefJk5s6dy7x58zBNk169evHAAw9Qv379/dZ/sE455RQeeOCB4PTUuXPncuaZZ1Z6br169fb7rDweD7m5uZW+R0ejGk3EWZbF008/zaWXXsqwYcMAGD16NEuWLOHHH39k69atbNu2jenTpxMbG0urVq3IzMzk0Ucf5eqrr8bpdDJ58mSGDx8eHA750EMPMWDAAN577z1GjRrFvHnzDliHiIgcHVbvXsejCyYHv/dZfr7ftJgN2Zu556QbSIiIq7nGHQZJSUnce++93HDDDUyYMIEnnniCmJgYAF577TUiIyMrvKZevXqsX78egMzMTJo1axYsy8rKqvJaBQUFXHnllbRu3Zo5c+bQrFkzTNPkm2++Yd68eQBER0djGAa7d++u8Ppdu3YRFxf3T25XpBzFkSIix7bevXuzaNEiSktLCQurODNk+vTp/Pe//+W9994LTtN84YUXaNiwIYZh8Oabb/Ldd98BgVFwxYWecq8PCwskt15++VViYqIq1H+wMVV1xkebNm064L2UXfPWW2/l1ltvZd26dcyfP5/nnnuO8ePHM2XKlIO+3v4kJCTQs2dPPv30Uzp27MiqVasqTEkt07t3b1577TV27dpFnTp1KpR/8803XHvttTzzzDOccsop1dK+2qxGp6auX7+erVu3VsiaTp06lVGjRrFkyRLat28fzDID9OzZk4KCAlauXElmZiYbNmwot6if3W6na9euLF68GOCAdYiIyNEhpySP13+eWWnZ1vwMtuZnhLhFoXH66afTp08fPv74Y3788Ue6du0KBNZOSUtLC35lZWXx9NNPk5OTQ5s2bYiOjubzzz8vV9dnn31W5XXWrVtHTk4Ol156KS1atMA0AyHEt99+CwR2FYuIiKBDhw7MnTu33PSD/Px8vv76a4477rjqvn05himOFBE5tl1xxRXk5OQwceLECmW7du3i5ZdfpkWLFmzatInS0lKuuuoqGjVqFNxlPpiE8/rIzSnG3Gc32U5p6QDs3r37H8VU1Rkf/fbbb/u9F8uy2Lp1KyeeeCKffvopAM2aNePf//43vXr12u+otL+jbHrqjBkzOO6444Lr7O1r2LBhOBwOJkyYUGGKalFREf/73/+Ij4+nb9++1dq+2qpGR8SVZY+LiooYOXIkK1asoEGDBowePZp+/fqRkZFR4UEmJycDsH37duz2QPPr1q1b4ZxVq1YBHLCOTp06Vf+NiYhIyJV63ftNtq3ctZa0lDZVlh/J7rzzTs466yz+85//8P7773PWWWdxzz33sHXrVjp06MD69et56qmnaNCgAU2aNMFms3HllVfyv//9j/DwcLp3786PP/7I22+/DRBMsu2tadOmREVFMXnyZOx2O3a7nXnz5jFjxgwAiouLAbj55psZOXIkV111FUOHDsXj8TBlyhTcbndwdzGR6qA4UkTk2Na5c2duuOEGJk6cyJ9//sk555xDfHw8a9euZerUqZSWljJx4sRg3PLYY49xxRVX4Ha7mTVrFl9//TUARUXFOG0+oiKjAZj/5TzatU2jWbMWnDLgdB544H527drxj2Kq6oqP2rdvf4B7KaJ169akpqbyn//8h4KCAho1asRvv/3GN998w6hRo6rr7QcC01Pvu+8+Xn31Ve66664qz2vQoAH3338/d911F8OGDeOiiy6ibt26bNq0iVdeeYXNmzczderUSkc2Ho1qdERc2aJ+48aNY/Dgwbz88succMIJXHPNNfzwww+UlJRUGPJf9mBKS0uDQX9l55SWBhbnPlAdIrWRt6AQb2FhTTdD5IhiN2247FV/eCdGHPlrxFWlWbNmXHLJJaxevZq3336bhx9+mBEjRvDOO+9w5ZVXMnnyZAYNGsTLL78cXCR41KhRjBkzhg8++CA4eqhst6/K1iaJjo7mueeew7IsbrjhBm677Ta2bdvGtGnTiIyMZMmSJUBg+/lXXnmFkpISxo4dyz333ENKSgrTp0+nVatWoXtT5KinOFKkotLiIkqKFUPKsWP06NHBqZYPPfQQV111FdOmTeOkk05i9uzZNG/enMaNG/PEE0+wY8cORo8ezb333gvAG2+8gWEY/LR0CaZp0LfPybRp3Y5HHn2Ad6ZPA2DcrfcwfNil/zimqq746ED3UhaPPfPMM/Tp04enn36aK664grfffpvrrruu2jtFY2Ji6N27N5Zlcdppp+333HPPPZdp06aRkpLCxIkTufLKK3n++edp164ds2fPpnv37tXattqsRkfEORwOAEaOHMm5554LBHYIWbFiBa+88goul6vCDiZlQU9ERAQulwuouMtJaWkp4eHhAAesQ6Q2Kc3MJGfZz+z47AswDFJPO5XYTmmEHWABdRGB2LBoTm3elw9Xf16hzGba6JB8ZCeB3njjjf2Wjxs3jnHjxgW/v/baa6sMtrxeLx9//DHnnHMOo0ePDh5/8803MU2Thg0bAjBmzBjGjBkTLO/RowczZ1ac/vvTTz+V+75Hjx68+eabB74pkX9AcaTIXwrzcti6bhXLF36J3++j7XF9aNKmI1GxR28nlEiZE088kRNPPHG/55x++ukVdjYFWLVqFZZlUZhfit9fh+effaVcuc1m57ox13HT2BsqrfdgYyo4cHzUo0cPVq9eXeH4I488ctD3UqZOnTo8/PDDVV7rYO0bf+4bGwJMnjyZfe3b5jJdunSp1p1bj1Q1mohLSUkBqJABbtGiBV9//TXdu3dnzZo15cp27twZfG3ZVIKdO3fSvHnzcueU1Z2amrrfOkRqi9LMTFY88BBFGzYEj+WvWk1Uyxa0ueM2JeNEDsBuszOodT/+yN7Iip1//bvvMO3c2vtqEsLjaq5xtYzdbufFF1/ktddeY/To0cTHx7NmzRomTpzIOeecE9zwQaQ2UxwpElCYl8Onbz3H9o1rg8d2bF5HfJ26nDXyFqKVjBPZL8MwCI904i71UVJSfsOG+MQIbLaqJxIeiTGVz+cL7q5aFcMwgiP+pPrVaCKuffv2REZG8ssvvwQXlwZYs2YNjRo1olu3bsyePZuCggKiogK7lCxcuDC4Ra/T6aRp06YsWrQouNCu1+tlyZIlDB06FOCAdYjUFtmLl5ZLwpUpWPsHub/+RvLJ++/lERFICI/jpuOvZHdRFmsz1xMbFk3zhMbEh8fhsNXoR16tM3nyZJ588knuv/9+8vLyqFevHpdddlm1rx0icrgojhQJ2L5xbbkkXJnsXdv5Y/liOvc6BaOStT9F5C82m0lsQjjRvjDcbh+GYeAMs2GaJqZp7Pe1R1pMdfnll/Pjjz/u95z69evz5ZdfhqhFx54a/a3E5XJx5ZVX8uyzz5KSkkLHjh2ZM2cO33//Pa+++iqdO3dm4sSJ3Hjjjdxyyy1s2bKFJ598kiuuuCK4XscVV1zBhAkTaNy4MWlpaUyZMoWSkhIuuOACAAYMGHDAOkRqmic/nx2ff1Flecan80jo3hV7ZGQIWyVyZIp1RRPrCiTgpGoNGzbkqaeequlmiPxtiiNFwF1awu8/fl1l+crF39K6c08iomKrPEdEAmw2E5vNxOE8tDTJkRZTjR8/nsIDrEeuz7jDq8aHB1xzzTWEh4fz1FNPsWPHDpo3b86kSZPo0aMHAC+99BLjx49nyJAhxMbGMnToUK655prg64cMGUJ+fj4TJ04kJyeHDh068Morr5CQEBiCHRYWdsA6RGoDy+8/wAmhaYeIiMiRQnGkCPudYhYo2f9oHhE5tjRr1qymm3DMM6wDTQ6WCvr37w/A/Pnza7glcrSwLIuMuZ+y7oWXKi1vcf21pPTvF+JWiQgEdk1cv349TZs2DS7uLke2Az1Tfc7L4aKfLTkc1v66iHlvV1wsHaDX6ReS3ud0TU2Vg6a4R6Rq1RVD6l9kkVrAMAwSuncnvGGDCmURTZsQ17lTDbRKRERERGq7uk1akdKgaYXjsYkptOzUQ0k4EZFapsanpopIQFhSIu3vv5esHxez44v5GIZByqmnEN+1i3ZMFREREZFKRcXEM3D4GDav/Y3li77C7/PR9rjeNGt/HNFx2jFVRKS2USJOpBYJS0qk7qDTSepzAljgiImu6SaJiIiISC0XFRtP2659aNouHcuycEVEYRhaG05EpDZSIk6kFnJEKwEnIiIiIofGFRFV000QEZED0IIBIiIiIiIiIiIiIaBEnIiISAjlF7nZsjOf1Ruz2LIzn/wid8jb4PV6ee211zjvvPNIT0+nZ8+eXHHFFSxcuLBar7Nt2zbmzJlTrXWKiIiIHIx+/frRunVrXnnllUrL7733Xlq3bs2kSZMOqc6y8y3L4v333yczM7Na2luZLVu20Lp1axYtWlSjdRyqWbNm0bp165Bd70ijqakiR7ns4lwK3IUYGESHRRLriqnpJokcs3blFDNp+jKWrd4VPJbeug5jhqRTJy48JG0oLS1lxIgRbN++neuvv5709HRKSkqYOXMmI0aM4NFHH+XMM8+slmuNGzeO+vXrc8YZZ1RLfSIiEjqF+bmUFhUCFmERkURGx9V0k+QIlF/kJreglMJiD5HhDmKjwoiOcIbs+g6Hg3nz5jFixIhyx71eL5999tkhr6U4Y8YMwsLCAFi8eDG333478+fPr7b2Hg5169ZlwYIFxMbG1nRTZA8l4kSOUh6fh7WZG3h+8RvsKAj80t8gpi7XdL+UJvENsZu2Gm6hyLElv8hdIQkHsGz1LiZNX8atw7uGJDB9+umnWb16NR9//DF169YNHr/rrrsoKCjgP//5D/369SMyMvKwt0VERGofn9fLru2bmD9jKtk7twEQm5hCv/NHkNqwGTa7o4ZbKEeK2tABefzxx/Pdd9+RkZFBampq8PjChQuJiIggPPzQ2pGQ8NdOxJZlVVs7DyebzUadOnVquhmyF01NFTlKZRTs4sGvJwaTcABb8rZz31dPsqvw8A2fFpHK5RaUVkjClVm2ehe5BaWHvQ0ej4eZM2dy3nnnlUvClbnxxht58cUXcblc5Ofnc88999CzZ0+OO+44Lr30UpYvXx48d9KkSVx++eVMmTKFvn37kpaWxvDhw/nzzz8BuOSSS/jxxx95//336devHxCYzvHf//6XQYMG0aNHD3788Ud8Ph+vvvoqp512GmlpaZx22mm8/fbbh/29EBGRyuXn7Ob9KQ8Hk3AAuZk7+OClx8jN3FmDLZMjyYE6IEO1NEfHjh2pV68en376abnjn3zyCQMHDiw3Iq6y6ZT7Hiubmrpo0SIuvfRSAPr378+sWbMAWLZsGZdeeinHHXccPXr04I477iA7O7vK9rndbv773//Sr18/OnToQPfu3bnhhhvIysoqd96yZcs488wz6dChA+edd1655UQOVMfeU1M3b95Mly5dePDBB4Ovf/fdd2nfvj2//PILANu3b+eWW27hhBNOoHPnzowcOZJVq1bt933+/PPPOfPMM0lLS2Po0KFs27atXHlJSQkTJ06kf//+pKWlcfbZZzNv3rwq6ytr8+zZsxk8eDAdO3ZkyJAhLF26tNx5M2fOZODAgXTs2JGBAwfy2muv4ff7g+WzZ8/mjDPOIC0tjT59+jBhwgTc7r9+9g71eVUXJeJEjkKlXjezV87DZ/krlHl8HuavW4DP76uBlokcuwqLPf+ovDps3ryZnJwcunTpUml5SkoKHTt2xDRN/v3vf7N582ZeeOEFpk+fTufOnbn44otZsWJF8PwlS5awdOlSpkyZwltvvUVmZibjx48HAom69PR0Bg4cyIwZM4KvmTZtGnfffTcvvfQSnTt35pFHHuG5557juuuu46OPPmLYsGFMmDCBV1999bC+FyIiUpHP52P5wq/web0Vyvx+Hz99OxevJ/Rrm8qRpzZ0QJYZOHBguUSc2+3miy+++EdLZ6SnpwfXinvvvfcYNGgQv/76K5dccgktW7Zk+vTpPP300/zyyy+MHDkSn6/y370effRRPvvsMx555BHmzZvHI488wsKFC3n++efLnTd16lRGjx7NBx98QLt27Rg1ahQ7duw4pDoAGjZsyJ133slbb73F0qVL2bBhA4888gjXX389nTp1oqCggIsvvpgdO3bw/PPP88477+ByuRg+fDhbt26t9B5++uknxowZw2mnncaHH37Iueeey5QpU8qdM3bsWGbPns0999zDhx9+yIABA7jhhhv44osv9vs+P/LII1x99dW8//77NGvWjCuuuILNmzcDgQTio48+ynXXXcecOXOCHcqPP/44AKtWreLuu+9mzJgxzJs3j4ceeogPPviAl156CeBvPa/qoqmpIkehYk8Jf2RuqLJ85a4/KPGWEumMCF2jRI5xkeH7n8pzoPLqkJubC3DANUIWLlzIzz//zMKFC4mLiwMCAdRPP/3E66+/ziOPPAIE1ld59NFHg/VddNFFPPbYYwDExcXhcDhwuVzlpnGceOKJ9OrVC4CCggLefvttbr/99uC6dE2aNGHLli1MmTKFyy677JDXbhERkb/P4y4hY9MfVZbv2LwOd2kxdkfo1viSI1Nt6IAsM3DgQKZOncqOHTtISUnh+++/JyEhgXbt2v3tOp1OZzD+SUhIwOVy8fLLL9O6dWvuueceAJo3b86TTz7J2WefzYIFCzjxxBMr1JOWlsbpp59O165dAahfvz69evVizZo15c4bM2YMgwYNAuD+++/n//7v/3jrrbe46aabDrqOMhdccAFfffUV9913HxEREXTs2JF///vfAHz44YdkZ2cza9asYPz2xBNPMGDAAN58801uu+22CvVNmzaNLl26cN111wHQtGlT1qxZw+uvvw7An3/+yfz585k8eTInnXRS8H5WrVrF5MmTGTBgQJXv81VXXcXgwYMBePDBB1m4cCHTp0/n5ptv5rnnnmP06NHBhGrDhg0pKChg/Pjx3HDDDWzZsgXDMKhfvz716tWjXr16TJ06laioKIC/9byqi0bEiRyFnDYHSZEJVZanRCbhsGl9D5FQio0KI7115etzpLeuQ2xU2GFvQ1lAlZOTs9/zfv/9dyzL4uSTTyY9PT34tWzZsuDUU4CkpKRySb3o6Gg8nv0H1o0bNw7+ed26dXg8Ho477rhy53Tv3p3MzMzDuguZiIhUZLc7iI5PqrI8Ki4Bu11JODmw2tABWaZDhw40bNgwOBXyk08+OSwbSa1Zs6bCrIM2bdoQHR3N6tWrK33N2Wefjdvt5vHHH+e6665j0KBBfPrpp+WmVwLlYiW73U67du1Yu3btIdWxtwcffJBdu3axZs0aHn30UUzTDN5DkyZNynWiulwuOnbsWGVib82aNaSlpZU7lp6eHvxz2b3vG+9169atyjrL9OjRI/hnh8NBhw4dWLNmDVlZWWRkZPDkk0+Wi1UfeOABSktL2bJlC3369CE9PZ0LLriA/v37c++995KVlUWTJk2C7T7U51VdNCJO5CgU4QznvHYDWb6j8rn8g1sPwKlEnEhIRUc4GTMkvdJFi68fkh6SjRoaNmxIUlISP/30U7BXdW9//vknEyZMoEuXLkRFRQXXO9mb0+ms9M8Hy+VyBf9c1SLHZYGj3a4wRUQklOwOJ+l9TuePX3+stLzrSYNxukKzyL4c2co6ICubnhqqDsi9lU1P/de//sX8+fN57733Dup1hzJFsaq4xrIsHI7Kf/e69957mTdvHueccw79+vXj2muvDY7e25vNVn6jPZ/PF9y99WDr2NumTZvIz88HAlNLBw4cuN978Pv9VcZlhmFUSPpVdb97syzrgLHevuU+nw/TNIPXu+OOO4IzLfZWt25dnE4nr7/+OitWrGDBggUsWLCAq6++mnPOOYeHH374bz2v6qIRcSJHqcax9RnW8RxM46+/5jbTxqiuw0iN1q45IjWhTlw4tw7vyvPj+vH49X14flw/bh3elaQQ7RxmmiYXXHABs2bNYvv27RXKX3rpJZYvX06HDh0oKCjA4/HQuHHj4NeLL77I/Pnzq609zZs3x+FwVFh4d8mSJdSpU+eAU2hFRKT6xSWlctI5l2Hu9Yu/YZqcMHAIiakNa7BlciQp64DcdzZAKDsg9zZw4EB++uknZs6cScOGDWnevHmFc8qSLwUFBcFjGzZsqLLOfZfPaN26dYWYZtWqVRQUFFR6vezsbN59913uu+8+7rjjDs477zzatm3LunXrKiSJfvvtt+Cf3W43v/32Gy1btjykOsoUFRVx2223ceaZZzJq1Cjuv/9+du7cGbyHDRs2lJuVUFpaym+//UaLFi0qra9NmzYsW7asyvaWbXZRWbxXVZ1l9t4ozO128/vvv9O+fXsSExNJSEhg8+bN5WLV33//nYkTJwLwzTff8Mwzz9CuXTuuuuoqXn/9da6//no++eSTYLsO5XlVJ3U1ixylosIiOa3FSfRs2IXNudswDZMGMXWJdcUQpikFIjUmOsIZ8uBzb1dffTXfffcdQ4cO5YYbbqBLly7k5OTw9ttvM3v2bJ566in69OlD27Ztuemmm7jrrruoW7cub731FrNmzWLq1KkHfa3IyEi2bt1KRkYGqampFcqjoqL417/+xf/+9z/i4uJIS0tjwYIFvPXWW4wdO1brw4mI1IAwVzit04+nUcv2ZO3chmX5SUipT3hUDE6n68AViOxR1gGZW1BKYbGHyHAHsVFhNRIHtW3blsaNG/PEE08watSoSs/p3LkzhmEwadIkLrnkEpYvX877779fZZ0REYH1tletWkV8fDwjRoxg6NChPPjggwwdOpTdu3fz4IMP0q5dO44//vgKr4+KiiI6Opr58+fTvn17SkpKmDZtGr///judOnUqd+4TTzxBXFwcTZo04bnnnsPtdjNs2DAiIyMPuo4yjzzyCEVFRdx5552Eh4fz2Wefceedd/LSSy9x5pln8sILL3DjjTdy66234nQ6efbZZykqKuJf//pXpfVdccUVXHjhhfz3v/9lyJAhLF++nGnTpgXLmzdvzsknn8z48eMxDIPGjRszZ84c5s+fH0yaVWXixIkkJSXRoEEDJk+eTHFxMUOGDMEwDP7973/z1FNPUa9ePfr27cvq1au5//776d+/P06nE4fDwbPPPktUVBT9+/cnNzeXr7/+Ojht9lCfV3XSiDiRo5jLEUZKVB261u9El3ppJEclKQkncowLDw9n2rRpnH/++bz44oucffbZjBo1ip07d/LGG29w+umnYxgmL740lXbt2nPjjTdy1llnsXjxYp555plDCkwuuugi1qxZw1lnnVXl1I477riDSy+9lMcff5wzzjiDt99+m3vvvZcrrriium5ZREQOkcMZRkxCHZq06UTTtunEJiQrCSd/S3SEkwbJ0bRunECD5Oga7YwcOHAgBQUFlS7PAYElPMaPH8/nn3/OwIEDeffddyvdnKBMq1atOPHEE7nxxht599136dSpEy+99BK//fYb55xzDjfeeCPp6em88sorlU51dDgcPP3006xZs4YzzzyTK6+8kuLiYsaOHcsff/xBcXFx8NwxY8bw+OOPc84555CRkcErr7wS3BjrYOsA+Prrr3n33Xe5//77iY2Nxel08tBDD/H999/z5ptvEh0dzbRp04iJieHyyy9n6NChlJSU8Pbbb9OwYeUjYtu2bcuLL77IokWLOOuss3jllVcqJDuffPJJBgwYwF133cVZZ53FV199xaRJkzj99NOrfH8BLr74Yv773/9y/vnnB2PV5ORkIJAAvP3225k2bRqDBg1iwoQJDBkyhPHjxwPQq1cvJkyYwIwZMxg8eDAjR46kcePGPPnkkwCH/Lyqk2FVNV5RqtS/f3+Aap2eIyIitVNJSQnr16+nadOm5dY3Oxr5LQuP109OXgnFbh92m0F8tAuX04bNdvT03R3omepzXg4X/WyJSG13LMU9Un0sy8Lr9VOYX0ppqRfTNIiKDsMZZv9bMeSWLVvo378/r7/+erkNG2padcWQmpoqIiIiAJS6fWzdVUBZF53HC8WlhcRHhxEfE4bNPHqScSIiIiJSPbweP7t3FgTXpfMB2ZlFREQ6iYl1YR5FHbrVQe+GiIiI4PX52ZldRGXj5LPzS/H5NIBeRERERMrz+/zk5hRXujlEUaFbMWQlNCJORERE8Pst3B5/leUlbh9Oh63KchERERE59vgtC3ept8ry0lIPDuehxZANGjRg9erV/7RptZZGxInsR6nHS6mn6n9URESOFdrAVETk4Hk9Hjxud003Q0SkxhkoiNyXRsSJVCIrr4Q/Nucw94cNWJbFaT2b0LpRPAmxWrBURI5ONtPA5bRR4q64u6kBhGk0nIjIARXl57J7+2Z+XTgfv9dLm+N6U69JK6Ji42u6aSIih4VpGoS57JSWVD6AxelS2mlfekdE9pGVV8ITby7h1z8yg8eWrtpJmyYJ3H5pVxJjw2uwdSIih4fNZpIcH86WnQX491nKIykuHLsW2RUR2a+i/Fy+/uB11v3+U/DYprW/kZjagDMvv4mo2IQabJ2IyOFhmiYxceFk7izAv08QGR3jwmbTiLh9KaoW2ceKdZnlknBlVm3I4uc1u2qgRSIioeF02GiYGk1CTBjhYTaiIxw0TI4iOtKBaSqIEhHZn90Zm8sl4cpkZmxhzS+LsPxVr8MpInIks9tNklKiiI514Qyz4wp3kJgcRWSUE9NU2mlfekdE9lJY4uHj79dXWT7n+/XkF2m9DxE5OhmGgdNuIyHGRd2kSJITInCF2bEpgBIR2S+v18PyhV9WWf77j99QVJgfwhaJiISOYRjY7TaiosNISIogPiGCsDA7pmZUVKpWvCs7duygdevWFb5mzZoFwMqVKxk+fDidO3emX79+vP766+Ve7/f7+d///kefPn3o3Lkz//73v9m8eXO5cw5UhwgEdg30+qrurfR4/RWG24qIHG0Mw8BmmpjaoUFqOcWQUmtYFj5v1Rt8+X1esBRDisjRzTAMTNPE0EyK/aoVibhVq1YRFhbGd999x4IFC4JfgwYNIjs7mxEjRtCoUSNmzpzJtddey+OPP87MmTODr3/uued46623ePDBB3nnnXfw+/1ceeWVuPfsVHQwdYgAREc46d+1YZXl/bo2JDrCGcIWiYhUvw8//JAhQ4bQuXNn0tPTOf/883nnnXf+UZ2zZs2idevW1dRC8Hg8vPrqq5WWWZYfy+fTNC9RDCm1ht3hpF3XPlWWt+zYA1dkVAhbJCIi+7IsC7/Ph7+GY8hakYhbs2YNTZo0ITk5mTp16gS/XC4X06dPx+Fw8MADD9C8eXPOP/98Lr/8cqZMmQKA2+3m5Zdf5vrrr+ekk06iTZs2PPXUU2RkZPDZZ58BHLAOkb11a5dKvaTICsdTEiLo3ame1kkSkX/EV1yAe/dWSrauwZ25FV9xQUivP2PGDO677z6GDBnC+++/z8yZMznnnHP4z3/+wzPPPBPStuzPxx9/zMMPP1zumGVZ+D1uvHmZeLK24c3Zgd9dguWvuNOrHBsUQ0ptktqoBXXqNapwPCI6lg49TsZm0z55cuyp6binTEFBAZ06daJXr154PJ5yZf369WPSpEn/qP7qqONQbNmyhdatW7No0aKQXfNIZlkWXo+HgtwscnZnkJe1C3dpMX5fzcSQteLTYPXq1TRv3rzSsiVLltC9e3fs9r+a2rNnT1544QV2797Ntm3bKCws5Pjjjw+Wx8TE0K5dOxYvXszgwYMPWEdSUtLhuzk54iTFhfOf0Sfw9dLNfP7jJizLol/Xhgzo1og68RE13TwROYJ583az6+PnKF7/S/BYeLPO1DljNPaY0HwWvfXWW5x//vlccMEFwWPNmjVjx44dvP7661x33XUhaceBWJVM4bI8pXgytwKBMstbir+0EFtMHWzh0Rhay+6YoxhSapOo2HjOuPQG/li+hN9+/Aqf10vLTj3o0P0kYuL1syLHntoQ95SZM2cOiYmJ7Nq1i88//5xBgwZVa/0zZswgLCysWuuU6uP1uMnelQHWnpFwHjfukiIiY+IJj4rGNG0hbU+tiFjXrFlDVlYWw4YNo1evXlx88cV8++23AGRkZJCamlru/OTkZAC2b99ORkYGAHXr1q1wTlnZgeoQ2VeduHDOO7kl/722N49e14ch/VspCSchY/m8eHJ3Ubp9HaU7N+ItyK7pJkk18BUXVAhGAYrX/cyuOc8f9h5iy+fFV1KEYfn5aekSsjN3Y1l/Dcu/6qqrePfdd4HKe3X3Pfb5559z5plnkpaWxtChQ9m2bVu5891uN4899hh9+vQhPT2dIUOGsGDBgmC5z+fjscce48QTT6RDhw6cfvrpvPnmW3i8Pt57byZ33HEHQLC31/J5mT/nQ/511Ri6nXouZwy9kmemvoHb7cGXt1uj4o5RiiGltomKTaDTCadw3r9v54LRd9FjwLlKwknI+H0+8nMy2bVtI7u3b6YgL6fG2lLTcc++Zs6cSZ8+fejZs+c/Xo6jMgkJCURGVpxVdTSwfH58pV48+aV4C934vX6sWrZuus/nw+f14PN6K3Tmlv29wKo4HbUwLwf/ftaIP1xqPBHn9XpZt24dubm5jBkzhilTptC5c2euuuoqfvjhB0pKSnA6y6/JVZZpLi0tpbi4GKDSc0pLSwEOWIdIZWymQXyMi/gYFzbt9iIh4isuIP/Xr9jy4li2vnwrW18cy/Y37qE0Y125pImEluX34/d48HsqfrgfLF9hboVgtEzxup/xFeaWv6bPi99dgrcwF19JAX6v529f2+/14M7cijd7G5cPOYeVq1Zz0sn9uOrf/2bKlBf49ddfiY6OpmnTpli+wD363SX4Sgorve5PP/3EmDFjOPWUU5j9/vucfdZZFabq3XHHHXz//fc8/vjjvP/++wwcOJCrr76ar7/+GgiMzPv000956qmn+OSTuVz4r4t44IHxzPnsOzoc15sbx94GwIIFC0hPT+fbb7/llvv+wwWDBzLrlee466ZrmPf1d9z50OOAheXVjtbHGsWQUlsZhkFEdCyR0XHYbKEdZSHHrtKSYv74bQnvTrqPdyfdzzv/u5eZz/+H7Rv/2O9GIofLocY9h9Off/7JL7/8wgknnMCpp57KokWLWL9+fblzdu3axZVXXklaWhr9+vXjzTffLFf+3nvvceaZZ9KxY0c6d+7M0KFDWb58ebC8rMPS4/Fw7rnncu655+L1erH8flatWEVaWhpTp04FAp8tEydOpH///qSlpXH22Wczb968/d7DmjVruPTSS+ncuTOnnHIKP/zwQ4VzZs+ezVlnnUXHjh05+eSTeebpSbgLSwKJs0piyH79+vHcc88xcuRIOnbsyCmnnMJ7771X7pylS5Yy9OKhpHftwoBBp/DAAw+QtXEHfrcXy2/x66+/MnToUNLT0+nWrRvXXXsdm/7ciK/Ei9/rZ9u2bdxyyy2ccMIJdO7cmZEjR7Jq1Sr8fj8+rxef75/9bPr9fkpLisnZnUFmxhaydm6lMC+nXL1+vx+vu6rPbAuPu+QfteHvqPHsgt1uZ9GiRbzzzjv07NmTDh06MG7cOHr37s3UqVNxuVzBBXPLlAU+ERERuFwugErPCQ8PBzhgHSIitUXptjXs/mQyVmlR8Jgnazvb3rgXb+6uGmzZsclXUkL+mrV4cnIp3raNok2bcGdl4f8bAa2/tPAA5X89c8vnxZOdgSdzC768XXizM/Ds3ozlLjnkZJzl9+PL2w2+wHoop57Um9cmPcZJJ/Tgl19+4YknnuTCCy/k9NNPZ8mPi/BkZ4DPi7+0CG/29sB1PaXlrvvGG2+Q3rkzV15wISmmjTN7ncCF550XLN+4cWNwjbcePXrQpEkTRowYwRlnnBEMQjdt2kRERAT169cnLjGFvgPO4T//nUT9Bo2wO8LAFkh2JCQk4nQ6eWHKi5w/+HQuPGsgDevXpVe3Ltwz9lo++3oBW7fvOKT3RI4OiiFFRP6StWMLn70zmZKiv+KN/JxMZr/0aGA0UIgdStxzuM2YMYOIiAj69u3LKaecgsPhqDAqbvr06XTt2pUPP/yQESNGMGHCBD7//HMgMAvggQce4Morr2Tu3Lm8+uqrlJaWcvfdd1e4lsPh4LHHHuPPP//kpSkvUrgjj1tuvplu6V255IJh+H1+xo4dy+zZs7nnnnv48MMPGTBgADfccANffPFFpe3Pz8/n8ssvJzo6mvfee4/777+f559/vtw5r776Kvfccw//GjKEmW+8y7UjruaV117hkYcewZ1ZhN/tqzSGfO6550hPT2f27NkMGzaMe++9l08++QQIbIh0xRVXcEK343nvlbd5+J4JrFizkqtvuQ53djFej5dRo0bRrVs3Ppj9AS/+bzLbNm/l7nvuxpNTTPbmXVx88cVkZGTw/PPP88477+ByhTF8+HDWrPiNrJ3byNm9g+LCgr+dkPOUlpC7OwOfJ/BZbfn9FOXnkJe1u8bWfzsYtWKNuMqGcLZs2ZIFCxaQmprKzp07y5WVfZ+SkoJ3zy9DO3fupFGjRuXOKdu97UB1iIjUBr7CXLK+eqvSMstdTNGfy4g97vQQt+rYlr9mLWufnkTEpcMDByw/nuxsfMUluFJTMO0H/zFqhu1/uoIZFrHnEn68+VlYnn165yw/nuztOJIaYtgdB31dy++rEOx2at+GTu3b4Pf7+WNnHgsWLmbatGlcNepqPn7zxYrXzSo/7XTN6tX0SEvDtyfY97t9tG/cOHC6z8eKFSsAGDp0aLnXeTweYmJiABg2bBhffPEFJ510Es1btKJTl+70PfkU4uITyr3G57ew2WDFypX8unw5s+b81WNs7Vkrbt2mzTTp2P2g3xM5eiiGFBGB0uIiFn3+fqVlPq+H1T//QPf+Z2MYodt07mDjnsPN6/Xy4Ycf0q9fP1wuFy6Xi969ezN79mzGjh0bHOU8YMAArr76agCaNm3Kzz//zMsvv8wpp5xCXFwcEyZM4KyzzgKgfv36XHDBBTzwwAOVXrNFixbcdMNNPDXxKVb9tpKsnGxeePI5/MUeVq9dy/z585k8eTInnXQSAGPGjGHVqlVMnjyZAQMGVKhvzpw5FBcX88gjjxAdHU3Lli258847ufbaa4HAurovvvgiw4YNY8jZF+IrdNPw1Abk5uXy5PNPM3rEKKItcCZFYNjL/wz07t07uD5ws2bN+OWXX3jttdcYNGgQL730Esd368GVl1wBQOMGjXjk3gmccdHZLPl5Ke3S08jOziY5OZmU2CSSw+J59P6HyMoOLKszZ94n5GRnM/O9mSQlB6boP/Lww5x2+um88+67XDPqSnx+H/nZuwiLiCI6NgHzEEYR+3xe8nOzKi3zlBbj83kxbTZM08TuDKtyVJzD6Troa1aXGk/ErV27ln/96188//zz9OjRI3j8t99+o0WLFrRt25Z33nkHn88XHNq9cOFCmjZtSmJiItHR0URFRbFo0aJgEJWXl8eKFSsYPjzwi1O3bt32W4eISG1g+by4d2+usrxk8yol4kLInZPDuilTy/YFKMdfUozl9cIhJOJskbGEN+tM8bqfK5SFN+uMLTIW2JM4K86vvBLLj+UthUNIxAVuIHATGTt3M/Wt6YwcOoTU5CRM06Rd61akpXel38kncdbZ57D0l98qvW7ZtBa/1ws+H/59elXtez5fLd9fPa5vvvlmhUSJuWdDhSZNmvDZZ5/x/f8tZN4XX7N44ffMfPcNbrz1Hvqfekbw/FKPD6fDht/vZ+SIyxnctwf7PpSUpi0xQrzIrtQ8xZAiIgEeTymZO7ZWWb5j85/4vB7sDmeV51S3g417DrdvvvmG3bt3c8YZf8UWZ5xxBl999RVz587lnHPOAeC4444r97pOnTrxzTffAIHPgj///JNnn32WdevWsXHjRlavXo3fX/myMZbfz9Czh/DFZ58xd/48Jk54nMQ9HY1r1qyt9HrdunXjySefrLS+sh3Co6Ojg8fS09ODf87KymL37t10Se+Cr+ivHWGP69QFr9fL+k0b6NiuA363D9NeflLk3p+fZfWWLSOyYsUKNm7cSM/T+1Ro0/qNGzi+zwlceeWVPPjggzw98Wl6dOlG754ncOrJpwCwdt0fNG7YmPjowLP2+3x4igtp27o169ZvKFdfaVEBEVGxh5SIs/wWfq+nynKPuxSHMwzTZiM6LrH8Zg17RMTEHdI1q0uNT01t3rw5zZo144EHHmDJkiX8+eefPPzww/z888+MHj2a888/n4KCAu666y7++OMPZs2axauvvsqoUaOAwLoew4cP5/HHH2f+/PmsWrWKm266idTUVE499VSAA9YhIlIrmDYccVWPsAhLaRrCxtROvqI8PDk78ebt3u8Hb7Vcq7iE4s1VJ0Z9RcWHVJ8tPIo6Z4wmvFnncsfLdg+zhUftOfJX4qwy1j7D7C3LwuPz4va68fg8FYJCwzDBDCTuwpwOZn48j0+++OqvckegJzgmKpAwS0yIw+GwU1j01yi6gsIiMrMC01osv59WTZvy68qV2KKisSUkYYuNY+WffwLgKy2lZcuWQGC9lcaNGwe/Zs2axaxZswB4/fXX+eyzz+jVqxdXXDWGZ196i07p3VjwzRfYTCPYa28zA/9t2bIl6zZuonFaNxq3bEPjJk3ZmVvAk1PfIq/EwiJ0vfxSOyiGFBEJsNsdxCbUqbI8IaUBNltox+AcfNxzeJXFHddddx3t2rWjXbt2jBs3DqDc9FRzn53X/X5/cI3Qjz76iLPOOovNmzfTpUsXxo0bx+23317lNS0LcrNz2Lx1K3abjf/7ceFfZVXEeJZllduhe2+GYVSI7/Y+t9yU073+XHbcsedca59NCSzLwjRNvB43Xo8Hv9+H3+8PvheWZXHGqQOZ/tJb5b4+evN9Bg44HcNpcsstt/DFZ59z3ZWj8Vt+Hn76UYZedQlutzt4/bLr+i0/3j3LnTjDwvbsWBqDuedn01N6aLG1YZT9X+C/NrujXMfs3juhGoad2MRUXJHR2BxOnGHhRMen4HBGQg3EkDU+Is40TSZPnswTTzzBjTfeSF5eHu3ateOVV16hVatWALz00ktMmDCBc889lzp16nDbbbdx7rnnBuu4/vrr8Xq93H333ZSUlNCtWzemTp2KwxH4xSMxMfGAdYiI1DR7VBzxff/Fzvcr9oYZNgeRbXpU8qpjg89dgjtjHZmfv4w7Yz2GI4zozgOI63k29pjyo1L8pcX4inLxFmRjOlzYImOxRydUUXPVDJuJsZ8Rb4b90HvP7DFJJJ9zE77CXPylRZhhEdgiY8sFo4HEmR38la+VYe5JnAH4/D4K3EVkF+fg29PDF+mMIDE8HkdZwG2Y2KLi8eXtJD4ulisuvoBnpr5BQVERpw04hdgSk3UbNvLss8/SLb0Tx3XsQMf2bZn31XeccuIJREdF8ezL04IBvAFcevFQhl8zmocnv8hpZ5zNH6tXMv2jj/e036Bly5acfPLJ3Hfffdx77720bNmSTz/9lBdeeIGHH34YCPTePvvsszjDwkhMbczObZvZsG4tQy4aSlKci9Q6cQCsWb2SNq1bccXIK7l57E08ktqIgQMHkr17JxP+8ygpqfUoIQKf3x/yreelZimGFBEJcEVE0X3AuXz48uMVygzTpH3Xvhhm6MfgHEzcczhlZmbyzTffcN455zL8/KH4vb5AwibMxhvvvcWsWbNYs2YNAL///juW3wrsBuq3WLJ4CS1btMSyLKZMmcIFF1zA+PHjg3XPnz8fCCSr9p3yawATnvov4eEunprwBNffcRMnndCXE3r0olWzQGfl0qVLOfnkk4OvWbJkCS1atKj0Ptq0acOMGTPIysoiISEQ0/72218zGJKSkkhKSuKnn37ixONOwPIGYsKffl2Gw+GgQb0GAJjOv+Ikvz8wg2Hpkh8Z2L8vYOB0hbN06VLatWsH7OkE3bSBRg0aBl+3fuMGnnz+aW645nryrEJen/YGt982jn+dN4QhZ1/AsuU/c/l1V7L6zzW0at6Sj+Z9TGZuNilRqRiAzzJY88efDDz9NEqKCzFNk8iYOPx+fyAGPgSGacMVHonN4cJmc+D1WpimgWlaFBVk49iTSPX7/ORkF+Mu9eIKD8fpisDvh9wcD36/m+TU6JDHkDWeiIPAD05ZYF6Zjh078u6771ZZbrPZuPXWW7n11lv/dh0iIrVBeJM04voMIef7meAPjHwyI2JIOf9W7DFJNdy6muPOWMf2N+6lbKSY5Sklb/EcSjavJPVfd2KPigfAW5hLzv/NIm/xJ8Gh5/aYOqRcOA5nSpNDWhvFERtLnRP7suvnynb8MrDtWcz9UNnCo/YfgJo27DGJeHMqbkBg2F0YexJilmVR6C5id1H5tTEK3UV4fF7qRtfBbtqxfD68RSXYY5LxF+Vw3chLaNSgPrM++Zx3Z39CcUkJ9evX57TTTmfkpUPBW8D1V17Kg7l5XHXz3URHRXLZxReSX7onMWiz0aZbD8Y/PJGXp0xi1ox3adSkKRcMvZxXX3wGwgLrbDz11FM89dRT3HvvveTm5tKoUaNgMgMCPdMej4eHJkxg165dxCckcvrgcznj3GHsyCqmaauOpKV1ZPiwoTz22GMMOOVUxt09gelvv8r0t14lNjaWPn1O5JKR12JZ4Pb4cfyN5Kgc2RRDiogEJNdvQu/BF/PDp+8Fl5MIc0Vw6kWjiI6vuRjygHHPYfThhx/i9Xq57PzhNGnUuFzZyH9dxuzZs4Oj4ubMmUOrpi3ofVwvvlzwFV/M/4KXnn4By+Onbt26/PTTT/z+++9ER0fz5ZdfMm3aNCCw4U/ZOnNlPv5kDp999TmvTHqRzh06ce6gs7nv0QeZ+co7NGvSlJNOPInx48djGAaNGzdmzpw5zJ8/n4kTJ1Z6H2eccQbPP/88N998M+PGjSMvL48JEyaUv5+RI3nqqadoWL8B3dp14beVv/P8K1M4f/C5REdFYdjMctNS3aUlWH4fX8z/inatW9Gt63F89/3/8cUXX/Dcc88BcPlllzL8kkt5+NnHuOjsIeTl5DJh4n8pdZfStE1T8vJzAuvXFRVxxWVXQLGPD+d+TEx0DE0bNaFJwya89OYr3Hzbzdw2bhwOh4NnJk2isLCQM04bgM/jxkdgwwVXZDRh0Yc2Xdk0TSJiEsjJLMK9186nhmmQkFgnmFzz+y3cpV5M08BmN7HZTQy/hc1m4vf7cLt92B2hjSEN61C3XxP69+8P/JUFFxGpTn53Kb7CHLz5mRh2B/aoeGxR8cfsGli+oly2v/0g7oz1lZbXHf4A4Y3bY1l+8hZ/Qubnr1Q4x3RFUn/k4zjikssdzy7OpcRbgs2wE+uKIsxePpAq2bWL3yf+D9upp9AwNYUwmw0wCEtNwR4Rcdh6l8s2WPDmZe4ZGWdghkdjj47HsAVG6nh9XrbkZeCzKt8Rqn50Ki5HGD63m+JNmzAcThyxMZgOO1gWnrwCfEVFhCXXwRETg9fnp7ColHDDjVWYHbyu4YrC74rDtNtxOmx4fX627irA7am4LooBNEqNxrlXMOPz+/FbPnyWHxMD07RhN8uX78wqpqC44lRjm2nQMCUKh91GqdtLbn4JcREmFGZjeUsDScnwOEosB6bNRlTEwa19U1JSwvr162natGlw58y96XNeDhf9bInI4eTxlFKcn0dBXjamaSMyJo6I6NhDmpZ6oM/II8ngwYNJik9k8mPPVFp+ywO3s/DHRdjtdi4493yW/bSMX37/lXqpdRk9YhQD+58GhsHO4izuG38fP//8M06nkzZt2nDhhRdw88238Prrr9GtW3cGDBjAueeey5AhQzjzzDM5+6yzuGX0WCyPj/yCAs67fAid23fkqacmUup389TEp5g7dy55eXm0atWKq6++mlNOOaXKe9m8eTMPPvggixcvJjY2luuvv5477riD119/PbjO27Rp03j99dfZunUrqcmpnDf4HC6/6BIckWHYo8KCiTifz0v2rgzOH3IxXY/rwvaMDJYv/50GDeoz4tLhnH3eBYS5wvF6PXw+92OmvvoGa9b+QUREBD26dePaa0YRFxNFZHQca/5cz+OPP86qlSvx+Xx0bN+Rm66+nrat2mK6bGzZvY3HnnicRYsWAdAxrQOjRl5O82YVl9xJSKlfbh1Dv9/C7/Pj9wdGHZo2A5vNLFeel1NMUaG7Ql2GYVAnNQq73YbH4yM/t4SISCeF+aW43T5sNoOISCfGniVQIqPCKtRRmeqKIZWI+xsURImIhI4nZyebnx1dZXncCeeTcNJQvHmZbH35VnyFuZWel3zezUS17QVAkbuYFbvW8uqy99hZuBubaaN3w678K+0skiLLT2PN257B5p07aJicjCs8PJCAs9sP+xQPy7LA78Oy/ICBYdrKXdPt87A5d1uVr0+KSCDWFY3f66V461YsT+Vr6oU3bIhtT09uYbGH7PwS4iPt2AywMMgv8WEBSbHh2Gwmbo+PjRlVbCYBpCZGEL0nIeb1e8kqyiHfXRgsd9qcpEYl4diTUHR7fGzKyK9yVbz6dSKJcDnweH3gLsafm1HhHCM8FjMyHrvj4H7RUCJOaop+tkSktjuaEnF+nx/3riKqWnvXFu7AEevC8vlxZxVXWEOtjD0mDPue2Mbv9+N1l5Kfk4nP6wHDIMwVQVRsPLZ9NtOyfH78Xj9+tw/DNDDDArFcWfLncLJ8/j1rtBkYplHuml6vh6yMLVw49FIGnnYKV1x2SbnXRsTEERUTj9/nI2f3DryeyncbjU+uh8MZiCHdpSUU5GYRERkbHIlWWlKI3+8lKi4Jm80WvG5VouISiYiKAcDn81OQV0phwV/XttttxCdF4NjT4ev1+tiVUUBVKa34xAjCI5x4vT48bh/ZmUUVznGFO4iOdQXrPJDqiiFrxdRUETl25RaUUlTiwTAMoiOcRIYfym6QRydfSSG+wlw8u7dgOF044lOxRycEpyQeKsvvw5ufjb8kH8O0Y0bEYA/RTlXVwjQxHGFYVQQBtsg4ILDrbFVJOAD3zk2wJxG3avefPLrg+WCZz+/jm42LWJ+zhbtOHEN8+F/vjzM+DjMnG2d8PM4QBqSGYYDNXuXyscae/1W16G/ZqDPTbicsqQ4l27ezbyBqi4oqtw5eeJgduz0cr8+HFwsDg6gIB06HvVwP5MHwW35ySvLKJeEA3D432/N3Ui8mJTB11qrqDgJ8e4JiEz/e/N2VnmMV52EcST/TIiLyj/mKPfj2LJtgc9mxuRRD+kq9+Io8uDOLMOwmzvhwbJEOzL+5dINl/bVmGgSm/BmHGA/UJAMwzAobZf5lT3LKouJGBnuz9poF4PW4ydm9g2BMZVmUFhfi8biJT0rFtldcZdhMbDYTW1jo0y6Gzdx/DLmfDmXbns5S02YjKi6BnF0Z7BtDOsLCg5ssANgdTmLik/B6/YEfFwOc4RHYHY7gruMHy7Isigrd5ZJwEEi8Ze4qJCk5CrvdDKzpt59xZWUxJBbk51b+e0RJsYeomIMbDVedlIgTkRrh9flYvy2P52f+ytrNORgGdGmdzL/PTqN+cs2sI3G4WZaFryALf0khmHZsEdHYwqPLneMrzCV7wXvkLfmUsg88w+Ei5fxbcDXugGk/tCDTV1JA4apFZM1/LXBdwJncmDpn34izTsNDWjOtptgiYonq2I/8pXMrFhom4U07B/5od2CLTsCXn1XxPCAsNTAEPqc4j9d+nlHpOZtyt7Itf0e5RFxtZTNNosMiySstqFBmGiZO219D+23hLsLr16M0Mwt/SQmG3YYjLh57VGS5Ldst/JT4ioObPxhApDOSREccZRutmwaEOWyUeipOiTWAMMeeaQ9+P3klFdsG4PF78fp82E07pgGmCf4q4l9H2Xomfn+VG1iAheV1g+PgpqaKiMiRy/JbuDOL2PnFn5RszQMgvGEsdfo3w5kYcUTENn+Ht6AUX4k3MEUv3B4coVXGV+Qhe9k2shduDuZMDLtJysCWRDZNKLdQ/8Gw/Bb+Ui/evNJAMm5PfY5YF4bdPDLeZ9PAFuHAW1Bx6iIEEriwJ2FnN4ObHOzL2DNayu/zUZCbRWUj7PxeD16Pu1wirrYybTbC94w8q8AwcOy15p3d4SQ+uS4Fudl43CWYpkl4VCyuiMjyCTYL3G7Iy3Xj35MAc4U7iIkz9qrawBHmwlP613pue3M4Ax3ePp9FYX7liTO/z4/X48NuNzEMMG1m8HoV6nOU7f4aSOJVxeP24XSG9rnV/p8SETkqbdtVyG2TFuDd8w+nZcHSVTtZu/k7nrrxRJITImq4hdXLX1pM8abf2T13Cr78TADC6remzuBrcCY1CJ5X+MdP5C0pn3CyPCVkTH+YBqMm4kyod0jXLd2yht1znit3zL1zI9un3RNYMy226q3uq5JdnMu2/B0s2/YbMa5outZLIz48jnDHYRot5reIaNWHks2r8Ozca504wyS+3xX4fYEPWVtUPPF9hrD7k8kVqjAjYghLbQ5Aia+U7fkVN0Ios3LXH7RPblW993AYmIZJvCsWj89Lsbek3PG60cnl1mEzTBNbeDiuuqmBXm0DDJutXBBtWRYF+2z+YAEF7kI8fg+pUYE6TXwkxzrYmukr6yAPSoxxYvo9gB2/5a9ytB4EknEuwrCZkBDlZHdexSA5PMyGfU9v9YEC/kPdaUtERI5MntwSNr/1S7lRSsWbc9ny1q80urQzjri/t5lSbeX3+CjZls/Oz/7Akxv4vA9LiSTltJY460QGPx+Lt+WR/cPmcq+1vH4yPlpNo8vTCUuKPKTrWl4/nqKSCsfcWcWBhKf90BNxls+P5fPjK/UFEoquEEzVdBoYDhvWPh2ItigHFn7AhmEzsUc58eRUkiAyjGAS07IsvO7KE0QA7tJiwsJr/+8whmEQHhnNB7Nm4C75a7qmYZrEJqaUW1PQNE1MZxixiXUCCVkDTNNWIS4rLfWSk1V+6mdJsQevx0dinShsdhMsi4joWPI8bqx9emDDo2Lw+72AEywL/75B5l68exKmhmkQHe0kt5Ln5nDYgrM5DpQzromkshJxIhJyJaVeps9fG0zC7S2v0M3C37ZzZp9mR0ZP20Fy79zIjunld/Yr3bqabW/cQ/0R/8URl4y3IJuc7ysfqYXfR+HKH3CecP5BX9NbmEvWV9Mqr664gJINv+HodHKl5VXJKsrm0e8nsy5rU/DYtF9mMarrcHo1Ou6wJOM8uXn8Pv6/NL38YqK7OHHv+AObKwpHcku2fTKfmJ0+6p01GMMwiGzVA19BDjn/NyswQgpw1GlIynk3Y48N7BhmN2yE2ZyU+irvHU2MiKv2ezhc7DY7KVFJeP0+3D4PdtPEbjqwVxIgQaAHlCo6xL1+H9nFOZWWlXrdeP3ev6a7Fu6mQVISecU+Stx+7DaDuAg7Nk8hhj/Qi2oa5n6nzjrMPb3Qpo0olw0MJ9n5Hnx+C8OA6HAH8VF2bDYjeJ7hcGF5KutFNTEOcbSoiIgcefw+PznLtpdLwgXL3D5yl+8gsVejI2r65IG4s4vZOuO3coOwSncUsuWd5TS8NB1nnAtvsYesfZJwe8v9NYM6JzU76ISXZVl4i9w4K0sXWIGRcqb90EahWz4/ntwS/O69EmIFYI8OwxbuOCzJOL/PR07mDiKj47FHOAM/N4aB4TAoLsrH9JlExQbWBjadNuzRYYHRc3umOxo2E0ecC8O216gu04blr3x0lfk3l5GpCTabnZj4JPx+H16PG8O0YbcHNr+qNIY0bWWTIyrwef3kVZbEJJA083p92OxmoIM3N5uYhGTcJUV43KWYpg1XRCRerwf/nt1+MQxM06gyGWffM1vCZrPhcPqIiQujIM8dPN8V7iAqyh78mTJtBmEuO6Ullc+scIaFfkO8I+cnRUSOGoUlHpb/UflaTwBLVu7g1J5NcB3iEPraylecT+aXVSTEivIo3vArjs4DwO/Hm1f1++LeVXWAVRnL5wmsi1aFki2riD6ERJzX52Xu2q/LJeHKvLBkGm3qNKe+I/WQ2ngwLL8fT04uayZOxh4TQ0SDBvhKiilc/x5YFuH1/xpRaIuMIfb4s4lKOxF/UR6Gw4kZHos96q+pprGuaPo3780na76scC2baaNdnZbVfg+Hk820YTNthB1iQLwvy/Ljs/w4bQ7inFE4TBt+yyLXU0SRpxi3z4PLHoZh7Pl7mb2V2LAIYsPDAptK5BVgWX6MyEaBdmEQExZJbiVTZx2mHZtR1ktpYHfYicFPpMOBHwMDsOHDZrcFdws2bDbssf/P3nlHSVFmffip1DlNDswMacgZyRlMIIoZs9+qa1jTrlnXvGZxF/MaVlddc0BUVMSAICI5xyGnybmnc1fV90fP9Ewz3cgQBHSeczxH6q1+q7q6p+vW7733d9MIVRRCTKdYATkpA6GF/iOttNJKK60ce2gBFd/O6oTj3h3VJA1s02Jf06MVNahS+fPOuL0GtKBK3cYykgblQFgjnKCUDyBU6UPXtOg99VfR6z3TEuyuBVV0i77fi+a6rqP6w7EiXD1hdwDRIO3/ubUQTVNxV5chiCKyYoiIjDVBQMdkbbSIEUQRyaIgGuVGIW4vTzxRkrDYHHhqq+IcKdK04VhClCRESYrpVHog6LqOqmpIsojVaoiIbnokI87vCxEMqhhNCqIoIkkSNeUlGEwmDEYTmqbhrq5E11SSMyIxvSiCxWakrra5uCdKYlSIA+obdWm4kgxESj4AXUVSpGjprCiKOF1myss8zcpYXckWxMPcgC0ev49fqFZaaeWYQpZEXPbEppjJDhOy9PvJhtNDQYLFWxKO+7auQtd1BNmAMaN5K+8GzO16tei4ghgRLhKhpOW1aL6agJtZm+cmHF+4e3mL5ttfJLMJW6d8INI4wZiRjjE9HdEQCRqS+vWN2V+UDSiudIzZ+RjS8mJEOABFUjity4l0Te0Ys10WZe4Y8ReSza7D8j6OdgRBwGW0kWGwY3RXI1QWIVWXkqKLZFlTo9lwDYIYgoAe8KB7KtF9NaCryM60xkBaVbHrBuyG2FIYo2Qgw5SEEGzs4iqIEpLRjGIwYFBkDAYZyWRt1qBEkA0oqTlIjjREow3JloSSmotoMLeWprbSSiut/AEQJAFpH429JIvyu8qG04Nh/MXx/VYBfDtr0MMagkHCmJHYY9mc62zxddmXmX+LPeI0HdUbv3s7RBpvHA4EUcBgjFRriKKEJMlIUmOm1N5lpIIgIMoioiIhKlKzayYIAiarDYNpr/JnQcCRnBbju/uHQgCL1YDDacLnDVFV4aWmyockCSSnWqPCmShK2JzJCKJI0O/D667B73GjaypWZ1L0+mmajiQJWKyxAqGsSLiSzYSalBmLoojBaEIxKsgGCUWRMZotMeW1Da9NTbfiSjJjMitY7UYYaL0dAAEAAElEQVTSMu2YzArib9DFdm9aM+Ja2W9UTw2qzw26hmiyIduTj/QpHXE8/hDVtQHWb494KnVtl0SS3dTa+fNXcNqMnD02nylvL407PnFEB+TfURCFKCHZUwhXFcUdVlLaIAgCksVO8riLKXr7/uZTmO0tFuJkWxKukedQPuPFZmOCpGDtdFyL5tN1PcaLbG9q/O4Wzbe/KA4HHf5yNcHSMvzFxdSuW4dss9P5phvxl5Zhyspq8ZwpFhc3D7+Kck8lGyu2kmRy0DG5HclmF8pBlBXomhZtzXWgXW6PFJIo4RAUtOom/nm6hu6pRg4FkVyNom5EEMtF87nRgj4ESUGyOhEkORq467pOqLgUu9OB05aGRv3KuT9IuKgEMTW12TkI++gSC5EAWJAVRNmJbnH8rsrXW2nl94zqC6H6QuiajmiUkW2GP/zfbzDgx1tXQ/GOLajhEFntOmGxOzGZW+bj9UdDMsokDcrBtyt+l/SkgTmIyu9IDJFEZLsB1RPfTkN2mRAkEVERSBmeh3db80wtQZGwdUlr0d+cUN/kAF/80kDJ3LIYR4dow4e44/XdLw/170KD8BO2hFFVgUBAQxDA5nKgqyHkA6gmkCQZe1IamhquL60UkQ1GRFE6qMwqXdPQdA0QWtxl9EgjSSJGk0xVRaNHnK7reOqCBIMqSSmNgqesGEhOz8Lv8xL0+6JZhpIsN14/HWqqfFisBpJTrdHvRjisUVPpwxonoWNv4S0esiwh2yTM1iN/DzropwS3201paSm5ublIknTMfWla+XV0XSNYupOyGc8TLI4YpcuuDFJPuQZTThdE5bdv93s04PYGmTFvK+/N2kjTrsnnn9iZ00Z2wGH9Y16X/aV3fionDMzlu8WN5ZaCAJed2oOs1GMrrfvXkG0uXMPPpnzG880HBRFbzxHRfxoyOpB+1i1UzHoNta4aAGNWR9JOuwHFld7iY1vyB+AYdBq1i7+MCkSiyUbGObcjO5oLIWFPDXrAGxEPLQ5EQ6Pnm0k20jW1IxvK42f3HZfdMqGwJcgWCxv+8zrB8sbS3dIfZpN38YWIhgMTvl0mBy6Tg/yUdvvcTwsG0TUVLRhAk4SIV9leN3td19DDYdS6qogwJUpINlckU+sYEeQETUNL0HFWD3oRtMYSlQZBTLAlIemuiN/KXgGNIEkIkoRaU4Na0/yBSTQe3G/kkQ6gWjl4WmPIPwbBCi8lMzfhL4os1sg2A2kndMSS64yUgP0BCfi8bFg+n3kz3kVvEkT2Gno8g8ZNStzNsBUAjBk2XMdlU720MGZ70uAcjL+3GNKskDwkl6Lp6+OOu/pmRbO7DMkWss/uTumsLdEyVUOqhYwJnVEcLb/nioqILEmxHUcFIeKZFkdw0lQVrb7jurCXKCXUNzzQAvE9uiSTfPju64JEbY0/avAP4POGsNqNGA8wm77hnqUY9n1ddU1H1TQ0VY92+Ny7bFrXddRwGK+7mmDAjyCKWGwODCbzfolLRwOapuOujV8aHQqqaKoeozxJsoLF5sBstUdiyr1jSFFAliW8niDeOCL0wXq6HQ0x5AF/sgsXLuSpp55izZo1CILARx99xKuvvkpmZiZ33nnnoTzHVo4w4epSCt+6Bz3oa7KthOL3HqLN5U9izExcSvd7ZkdRLe9+s7HZ9ve/LaBXfiq981vejfJIUuN34wl6EQQBm8GK3Xh4V2RddhOXn9aT00fns2pTGQZFold+Kkl2IxbTsZdRqAX9aH4PCAKSxdnMr8qa359A/5NxL/smuk2QDaSfcVOMICaZLFi7DsHUpguqvw5BlJEsdiTLgQXlstVJ8qjzcB53MqHqEkTFhORIQbYnx3hxaEE/gaItlH/zKqGyXSBK2LoPJ2n0BVEB0Ga0cmm/c7jnuyn1K3aNtHXmkONseWba/qD6A+x674MYEa6BnW+/S8rggcjWw/N9VT011Cz7BtWUSbhaIeSRECQDclImYhM/DT0UJFSxhwYTF10LE64uQTTbke2pzb4PqqZG7V4koYXlHYcJXdNAix8gA+ihAOy18CIIQsJWVIIkYUhLJVBc3GxMtttbPd3+wLTGkH8cQjV+dr2/Cs3X+NsSrgtSNH09Oef3wpzj3Merf7/UVJTy0xfvNNu++pfvyenYjY49WpaxfqTx1gXx+SIPyyazgtV2eBejZYtC8tBcHL0zo35xljwXkk1BMh6DMWRIRa03kZcsCuJeQo0p20HSoByqFu2ObhMkgfSTOqE4G6+1aJCwtk8m90Irqj+MIAqIJhnZemD+X4IoIpkMiCYl4hcnRJoXCGKscKJrGuFQEHd1JeFQAISIV5rVmYRc30hJEAVkm4FgUCUmg4H6OQ9TFmNDVlZTEa4BjzuA2aIcNj9BVdXweoLU1QaigrskiySnWJCVxoYIajhEZWlRdMEcFdxV5RhMFuxJqc0WqdQmHmei2FzEOhLomk44FL+BBUAwEMaw18JLPAGuAUkScSaZqCjzNBszmuTfhQfkAQlxv/zyC1deeSX9+vXj1ltv5amnngKga9euPPvss2RkZHDZZZcd0hNt5cig6zp1636OEeEaBzWqfvqQ9Ek3Ihp/X23Cfw1fIMy02ZsSjk/7YRP5Oa5jQlAKqWG2V+/ilSXvsKN6DwCdUzpw5YALyXVmIR7ASlHY6yVUXYNn+w4EWcLaNg/F5ULaKwPGbjVgtxpol3XsrvzqmkqosoiquR/g3bwUQTHi6HcSjv4nxgpsVifJYy/COWgiwZIdiAZTxOvK5mrWdUoQRGRHCrIj5ZCco2g0IxrNKMmJhbJg6Y76ktj64EhTqVszF/+eArIv/kf0XPIc2Tx0/K28tfwTNlZswSgZGNdxOJO6nHjYvNVCNdWU/zw/4XjloiVY8lrmd7c/6JpK3dp51K34DoZc3LhdDRKqLERJaYMoK+iqWt9ko3nJheZzo1tdUdFJ0zR0NYwa9CEEfeiiBGZbpLQzzqqnruv1q8vCITGSHTduHACff/45Nlusl8xdd9/D7u1bef2Zx+O/eD9MlGfPnk1ubi75+fmRJgxmM0J2NsHyCrRgAEGSUZJcyDbbH9dH5Q9Oawz5x8K7ozpGhGtK+dztZJ/ZfZ9+X79HNDXMql++Szi+9McvyW7XBbM1sd/X0YKmapQWu5nx0SoK60tFM9s4OPXc3mRkOZDklt+3tKBK2BMkWB55ADekWZEtBsS9GnhJJgXJpGBMOXYz4HRdJ1Ttp3LBTuoKKhEkAUfPdFz9s1EcjRUJskUhaXAOjl4ZBEo9CLKAMdUaEe3iCFiy3Yi8Dy/mliCIQiTjbh+fZTgcpqq8uFFg03UCPg+hYICktCwkub5LuixiSDYTdgciTRsEAckkI1kNzcTHQ8W4ceMoLGzMnBQEAbPZTH5+Fy7/09UMGzYEg+HwZJ0F/GHcNbGWLmpYo7zMQ1qGDVmW0DSVuprKRhGuCUG/Fy0cigpxmhZpiBAMhAkEwoiCEBESZRFZbv490HU9Ug4scNAx5J133smePXv43//+F38HIXJtdT1++fGBfL6KQSYl3UZttY9QUEUUBax2Ixar4Y8rxD399NMcf/zxPPPMM4TDYaZMmQLANddcg9fr5aOPPmoNon4n6OEg/h1rE44HCjehBX1/OCEuFFapTJB+C1BRGyAUZ+XlaKSkroz7f/gX4SaZMAUVW7nv+6d48uS/k2FrWWZfqLaWwi++ZPdHnzR2HJJlOl57DSnDhiCbf1/flVBVMXtevwM9FLnR6qEA1T9/jKdgMVnn3x0jpkkmK5LJiiGlzZE63bioXjcV371JPCEpXFVMoGRb9H0YZAOdUtpz+8hr8IcDiIKIw2hDkQ7fg5SuqujhxJlaqrf5atmhQK2rournj0GI8960MHo4CLISKUsNJfbO0wK+aAm/roaoq6vErYfxhv1YFRO2uiAWoxVMtqgYp+s6YS1MbaAOX8iPJEq4TA4MkoJ0kF3F9uzZw5NPPsk//vGP2AFBiLSpiouI8Cs+Knv27OGaa67hrbfeIj8/0lxDkCRkiwUx2xD5PRCESMnqUbB628qRoTWG/OOg6zreHdUJxwOlHrSwlqgp4++WcDgcefBOgNddg6YmvucdTVRX+fjv8/MJNemEWbynljeen8/Vt44iJa1lYqLqD1G7uoTyudsbQxIBUse0x9EjA8l0bJTp7S+hGj+73lmJVp8Np4egekkhnk2VtDm/F0oTMU0yykhGGUPS0RVHa5oW6SAaR4DR1DDBgA9VFakJuPGGfFgUM06rDYvDGhFvfoOMrsnnXsR5514ERH6Xamtr+M/r/+aOu/7Kh+9/ijOp46/M0HJUVcMdp+MnRLLHggEVWZYi/+9PHEMG/F6U+mYTqqpRWe5BbfKM6fUEsTtMmK1ExbiGDqZeT4iAPxQVsBRFOmwCliiKmC1K3DJSOLBSUlEUMBrleo+4SDNUUTo6MgAPBQf0Saxfv56zzz4baF5fO3z4cPbs2XPwZ9bKUYEgyshJmQnHZUcKwmF8AD9asZhkeuU399dqoHd+KpZjIFgIhIN8tmFWjAjXgC/sZ+72hWhaywRFd8Emdn/4ccwNWQ+H2fzs8wSKS/bxymMPLein6qcP44owobIdBIq3HoGzajlaKEBgT/My6wa8m5c122Y32kizppBiSTqsIhyAaJBxdO+ecNzVr/cBzRuoqKRyyTK2vPwquz+ehm/PHtQmwZAeDqF5axO+Xg83DTb2ERQ0lB6oYSp9NTy38kNu/vZR7pn9L26a9SjPr/qE6rAfmvytBdUQu2qLqPbXElCDeEM+Ct0l1PjdqC38m9yb3NxcPvjgA+bPj80ybPB9o9nnKSAnZ/6q112iVVAAUZYRFQVRPoweMK0cE7TGkH8cBEHAkJxYNJBthqi31R8JRTGQ26lnwvHsdp2bd2Q8ClFVjWW/7IwR4RoIhzUWzt0WtxxwXwTLvZTP2R67LqhD+extBCu9iV52TKKFVaqXFUVFuKaEavz7FLGPJnRNIxSMLyQJgoBb9fP0L69x09cPcvd3T3LT1w/yzC+vUxmsRpR+G2sOu91KcnIKyckppKSk0r59R2766x0EAgHmzf/xgOZUVY2AP0RNlQ93jZ9QSI15Zor4viX+/sf83ewzhBSjx6urDcSd013rR2vSCCMc1igvqaOu1k8oqBLwh6ks81BX60dTD0+iiCgK2Bwm5DgZmkkploPKyJMkEVkWkVraqfco54CuiN1up6ysLO5YUVERdrv9oE6qlaMHQZJwHHdywnHXiHORLH+8z1uWJCYMbYfR0PzHxqhITBzeHiVOivDRhi/kS2i8D7C6ZCP+cOLMv70Jud0RES4BhV9+jbaPzKZjDc3viStSNVC3ei56nFTzX6PKV8Oakg28vvR93l/9OTtr9uAJxg9ANV2jLuDBu4+MrF9DEEVEc+JV63hNHQ4luq5TUeNjV4mbovI6PP7YFvay3Ubbi89FUJoLfq5+fTCmtfz8/GVlrL33AdY/9AjFX81kx//eYdl1f6ViwSJUX+RaCrIB0Zz4960hQ0wQRQRjotIYIZox7A35eHnZe6wq2RCzx8qS9byy/EM8wUhmn6qplHsr4wpbVf4aVD2xB8f+MGnSJIYOHcrdd99NXV1d7NkKIoaUNtSJVh59/jVOOu8yBp58Jhf93+UsWrQout9zzz3HxRdfzE033UT//v255pprOP744wG49NJLee655wDYsmVLtAxxxIgR3HLLLQnjh1b+GLTGkH8s7N3SEj5kJg3JPWDvqmMZQRTp1GsgRlPz+4YoSRw39tRfNYA/Ggj4w2zb3Ny7tYEdWysJ7HU/3xdaUKWyiQfa3lQt2o22Dw+qYw3Nr+LZXJFw3L2u9IDer9ddQ+H2AuZ+8Q7zZ35EWeFO/AkqB3Rdx+/1EPDHsSDaX4RIZ9K485sMvLLsPVaVxDaaWFmynpcXvU1d4NBUNKhhjVBIJRxS4wpNBkPzTPyGck+TKZJtFgwGmTJlCiNHjqRfv35MnjyZefPmNR5DVZkyZQqjR4+mZ8+ejB8/nv++/j88dQHctX7Kit189MEnTJo0id69e3PiiSfw9rv/RVXjf4aKQWLcuHH89403uO8fj3LSxDOYeMa5PP38i4SbvGb9xgIuvfRSBg0ayEnjx/DElH9Q06QB1vkXncG/X36GSZNOY/DgwSxYsJBLLrmEF//9DI88dj8TTh3D2ZNP4fMvprFgwWLOOPMM+vTpw/nnn8/27duj8yxZsoRLL72U/v3707NnTyZMmMBnn33Wos9BlkVSUq2kpFmxOYw4k8ykZ9oxmhTEP+Ciy69xQELc8ccfz9SpU1m9enV0myAIFBcX89JLLzFmzJhDdX6tHAUoznTSJv0VYrIhBFzDzsLUpvMRO68jTUayhSevH0nXtknRbZ1yXTxxwwgyko8NvwpFUnCZEvuzpVhcyC3o1qOHwgQqEpdbBIqL0UP7H5Qd9QjCPrsGi2ZrdCWrAdXrJlRVQqimDC3UXOSs9FYzZd5L/OPHZ5i5eQ7T1n3NrTMfZtaWuc3EuDJPBV9s+JZH5j7HlHkvsbRwNdX+xBlciZCsTpwDJyZ6k1i7DGrxnPuLxxfil9VF3PLMXK598geufvx7/vXOUkoqGoMzyWjBmJlOzwfvJHnIIGS7HVN2Fu3+70LaXnwWirNlHoNqIMCu9z7Et3fmja6z6ZnnCFZXRY5rc+Eadlb8SUQp6u0niFKkdDdOICrZU6JNMWoDdc1EuAZWlqzHHYoEwpqu7VMA98f53rQEQRB45JFHqKmp4Yknnmg2riFw5V+uY9mqNUx56p9MmzaNzp07c8UVV7Bq1arofosXLyY1NZXPPvuM22+/nY8++giIiHSXX345JSUlXHjhhbRt25aPP/6Yl156ibq6Os477zy83t9XZkMr+09rDPnHQrYbyTq9G8Je/lLOvllY2ycleNXvH3tSKmdf83fadOgS3ZaSmctZV92FK6XlHdKPBIoi4nCaEo7bHca4vlWJ0MIqYXf8sjaAcG0A7RixfdkvBOL6uzUgGqVmzZD8Xg+1lWXUVpUTDDRfgPXUVjPrw1eY9vJjrJr/HcvmfMUHz93P0h9n4PPELry5qytY9ct3fP7ff/Llm0+zefUSPO7qFr8NSZITdvn1C2ozEa6BlSXrqQm4W3y8pmiajt8XorysjrJiN6XFbqoqvDFNAwQh4nGXnGrCbIkIQpVV5bz40r8wm82MHj0KgLvuuouff/6Zp556ik8//ZQJEyZwzTXX8OOPPwLw7rvvMnPmTP71r3/xyUefccakc5n6zBOsXr0CgI8/eY+HHvkH5547mc8//5y//e1vfPDh2/z75WeanbcgCNFSzWeffZYhQ4fy5uuvcO01VzJt+hd89/1sALbu3M2fLrucTp068e477/HAfY+yfv1abrvzhhiB79PpH3PLzbfzn//8h969e6OpOp98+gH5HTvx2ivvMGLYaJ59/imefuZJbrrpNt5++21KS0v55z//CUBJSQlXXHEFvXr14tNPP2X69On07t2bu+++m/I4jdL2hSSLGE0KDqcZq82IrEitIlwCDqh27pZbbmHlypVMnjyZ1NRIJsLNN99McXExWVlZ3HzzzYf0JFs5sohGM9augzHldCFYvhtdDWJMb4docSLFWc37oyBJIh3aOLn3iiHUeSOBg82i4LAe/auYDVgNFs7qNp7Hfnoh7vjEzsdjaEHZoWQ2Y+uUT2WCH21nr56Iht/P6rdkdeI47mSq5rwfd9ze74To/2vhIMHSHVR88zqBwgIQZWzdh8V0JVU1lR+2/czmyu3N5npv1Wf0z+qJ1RD5myupK+fe76fECG9rSzcyLG8Al/ebjMPUgqwSHcwd+uLbvgbQMWblo4cDeAqW4hp6+n6Z9B8oG7ZX8tibixtPRYdF60rYUezmietGkOKKZJMZkjMQRZE2p40ke/ww0HWM6RkoyZlI+8hai0eoppayOXPjD2oa1StWYc7KQhAlbL1G4/PUERPuSgaUpIxIGWc9omxASclBC3jQ/F4ESUayOBBkJSrEecP7XnH2hvc3qzFxCej+0qZNG+644w7uu+8+Tj75ZEaMGBEdmzdvHmvXruWLL76gc+fIYsuDDz7I6tWree2113jmmcag8sYbb4xmMO3eHclkcDqdWK3WaBfMe+65J7r/008/zZAhQ5g5cyZnnZVA5Gzld01rDPnHQlQkLO2TaHtZf4KVPrSgijHNgmQx/O78vlqCIAgkZ7RhwsU34PfWoWs6RosFi/XYaV6lGGSGju3IxrXxbUeGj8vH2ILPWDTImLPsBON0SQQwtXE0a9hwLCNbDbj6Z1H6bfzKFFe/bMR6AVsNh6ksLeSnGe9SuG0jgijSoXs/ho4/F1dKRvQ1W9ctY/fmdc3mWv7TTDr2HBBtAOKurmDaK4/jrmqM1wu3F5DXuRfHn3MF0j4WmfdG13UUxYDBZEHTVBSDCdAJ+L341cTCKkQqBQ6GcEilsjz2+xIIhCkv85CabkOuv36vvvoq//3vf4FIZlswGKRDhw5MnTqV3NxcduzYwYwZM5g+fTrdunUD4LLLLmPDhg289tprjBkzhp07d2KxWGiT3QZdM3PmGeeSl9uWnJw8dF3n3fff4swzzuGMSedgd5po164dVVVVTJkyhcv+72qsVisQeX5MSrVEvdpGjBjBn/50GWo4TOeu3Zk2/XPWbSjg/Isu4b0pT9OlSxfuvfdeVFUjJTmbe+5+iCuvvoTFSxYwZPBwAIYMHsaoUSMxmmTC4YhAl5/fhfMmRxqNnXHGuXw+YxpnnnEuA44biN1hYsKECXz33Xf11yzADTfcwBVXXBHNHLzqqquYPn0627dvj96rWzm0HNAd0Ol08tFHHzF9+nQWLFhAdXU1drudSy65hLPOOgvz78yMvRUQFSNiUgZKUsav73wI0UIBVE8NoYo96JqKITUHyepENBw93zGH1YDjGC6t6JjcjkldTuTzjd9GtwmCwKV9zibL3rJVWclsIu+8c6lcuCjG76phLHX0yGj3yJai6xqarw5EEcl0dHQSE0QJe+9xeDYuJlgcG0g5h5yO4mr8ewlVFFL45t2g1a9gaeFIV9JdG8i69CEURyo1fjffbJqT8Hhzti/g0r7nEAwHmb7+m7jZb/N3LuGUTmNjhLiwx0Oougbv7t1IZjOmzEwMyUmI9V2sVE81FbNeJ2X8lfi2rMC7eQmi0ULq+D+jh0N41s3DMOLcg7lUcaly+3n9i0gzmPbZDjpn2/EGNZZsLKOk0svWwpqoECcIAkpSOrIjBS3gQZCUA28So+27+UPY3bhCK9dnC1bt2oWclIViMkVKUffKFNVVFdUfIOz2RcZCOmqwFkNSUlSIsyj7Xriw1IusoiBiko0Js+JMSuIMhJZw3nnn8c0333DPPfcwY8aM6PaCggLsdntUhIPI9R8wYEBMmUZKSso+ywjXrVvHpk2b6NevX8z2QCDAli2JS+Jb+X3TGkP+8RAlEdFpQtlH9tThQFM11LogwSofeljDkGJBsihIxqNHADSZrZjM1iN9GgdMWoaNcad04YevN8Y0Vxh5QicyslsmKoqyiGtANrVrS9DV2AUnQRJw9cs64M6aDSWYggAmy9ERQwJYO6Zg2lCOf1dNzHZHrwwMqY0xQ01lKR//+2HUcKSqRNc0tqxZStGOzZz7l3uxJ6Xgddewcv63JGLVgu9Jz2mHrsPahT/GiHAN7CxYTUXxLtJz86PbNE1DU9XIsQUBWZYRpUa/V01TcddUYXclEwr48fu8CIKAzZGMP7TvKg2LcuC/96qqUVvfkVRWJAwGCV3XCfjDaPWdReX6yoXzzz+fSy65BF3XEQUBp8uF0+mMzrVuXUS8vPDCC2OOEQqFcDgi3+OLLrqI7777jrHjxpKf35kB/QcxduyJJCUlU1VVSVVVJb169o3xiRs8eDDhcBi3t4R2HfsAES+1pg0TOnbsiKZphEI6Pq+IzeYkGNLx1GkUFBREF0olKZKBmp/fGavVxrZtW6JCXF5e26joKIoCoijQJjsnegxzffltdnYOpnpx3GQyEaqvUsrLy+Oss87irbfeoqCggJ07d7Jhw4b66/z7KQc/2jjgO5HBYGDy5MlMnjz5UJ5PK61E0QJePBsXUvbVS9DQPUoQSRpzAY5+J7Y4C6aV+DhMNs7sPp5xHYZTULEVSZDolNoep9GO+QAe+E3ZWfR48D62vPBv/PXNGazt25N/47WY0lrWgbWBUE0ZnnXzqVv7E4Ik4xh4Cua2PZHtyQc036FEdqSQOflOgqU7cK+Zi2SyYu89DtmVFv2Oqn4vlbPfaRThmhCuKcW/awNKjxHo6PvMiqr1R8oK3EEP83YsSrjf3B0L6ZzaAYBgdQ073/sAz/btGDp3g4Af76qVdLzmSuzduyEZDOi6TtLo8yn54DEMGW0xt++NHgpS8e1/MWZ3wtpt6MFcooQEQxreQIjHL+6BsmMT4VXzEWw2zjljLIuKVVZvqWBg99hmMYIkIVkOLmNANFuwtm+HZ9v2uOPOPr2i/68F/YQqC1G9tYSriggZDEhWZyTbrYkYF/b5CBQXN5tL8wcwZWchyjJOo50+Gd1YGadMo09GN5zGyPdFEiVSLcnsqS1G3yv7zWVyIAmHruPVww8/zGmnncZjjz0W3Zao6YKu68hy43tu8FVJhKZpDBkyhPvvv7/ZWKsP2B+b1hiylcONGlLxbqui5KsC9CbljEkD2+Aa2AbZcuwuoB5NmC0GBg5vR/c+2ezeXoUO5LR1YbUbMZla3shJdppoc14vSmZuIlQZyZYypFhIPzn/gIVcd3Ul29YvZ/2SnxBEkR6DRtO2c29sziNfGi3bDGRN7EKwwkvtulIEScTZKwPFaUKyRK5fKBRg6Y9fRkW4pnjdNWzbsILeQ49H0zSC+/B6C3g9aJpGwOth/bKfE+63dtEcUrPbA6CpKl53NcGAH8VgQtd16gI+rM4kDEZzxIBfB6vDRU1FKZKsYDBGMuI8tVWYzcb9insOCD3SlCApxYKqRgQ4QQRnkplwSCPgD2OpT5RwOp20bds28VT1cc8777wTzVxroKHJQLt27Zg1axYLFizgh+/n8ssvP/PeB//j9tvuZdDAIdH9jebG771an53m86iUFbsRRAGr1YDVZkSqF84MBgOhYGNmn6rqhMMaPm+QcFhDb9KEQTFIpKVHhGRZlpEkEVEUcLps0flEMdLUQFaayzxmiyGumL1582YuvPBCevTowbBhwzjppJNISkri3HMP/SJ8K43stxA3ffr0Fk18xhlntPBUWmklllBVCWVfPB+7Udeomv0Oxqx8LO0PrFNiK82xGixYDRayHQef8SgZjbh696LX448QctchiCKy3YahycpTSwjVlFH01r2EaxvNvcs+ewZjXg8yzrgJ2X4UBFL2ZGR7MpaO/eKOa0Ev/p1rE77eu3ERtu7DMcsmemd0ZWnh6rj7Dc3tv1/n0xBQ6LpO9cqVyENGsKXtYBZurcVqlBj/fyMp27UTY0YG5qxMBEXBu3UFaaddh3fLcrwFixGNFlxDT0fXNCTLgX12v4YkCtx3VifK//UEwablzHPm0veMs9CGjD4sxzU4HbS/8grW3HN/s8xNR4/umDIa/w4CRVsonf4MDImk96OrqHWVaEE/iisdQZLRwmGC5fENl7VgIOKLKMvYjFauHnQxLy96OyYo7ZPRjWsGXYLN2Bj8GSSFHGcWtQE3vpAfSZRwmRwYJQPSISwVzs7O5s477+See+4hNzeXrKwsunTpgtvtpqCgIJoVp+s6S5cuJT8/P+Fcexshd+rUia+++oqsrCwM9SXp1dXV3HHHHVx22WUMGTIk3jSt/A5pjSFb+a0J1wYo/mJDs0r+qsV7MGXZsXVuLbU6VBhNCkaTQnLqwWf2iZKIOdtBznm9UP1hBEA0yQfc1KOuppLPXp9CdVnjQlnp7m2kZbdl4qV/PWrEONlmwNLWFXc86POye0vzctMGtq1fTrcBIzCZrbTt3Iv1S+fF3a9T70HIsoL/V+wtIguAkX3CoSAGgxkEM36/iiCA2WZFU8NoahhRjHQ+DgX92F0phIJ+gn4vCCJmmwNBELhqwEW8suSdX417DoSkZDM1Vb6Y7rx+bwiL1YDZsv9CcKdOnQAoKyuje/fu0e1Tp05FFEX++te/8tZbb5GSksLEiRMZPHgo5SV13Hr7Dfz447eMP2kiSUnJrF23irPPPS36+kWLF6MoCmmpWQDomk6dO0AgEI7+vWiaTm11/EX4Du3zWbpsafTfgiCwZetmPJ46evftQWq6DUGgmQebIIDJpGCzG/H7wyiGiORjsRpisvEaeP/990lJSYmW7wL88MMPkXNOsDjbysGz30LcnXfeGfPvhoC76YfTNAhvDaJaORi0cIiaRTMSjlfP+wRjVkck07Gbzv97x5CUhCHp4AIcXVVxL/82RoRrILBzLYGSrcj24w7qGL8Fuqoimu2ooQAIIrIzDT0cRK2rbwpgdSIIAhaDmQt6nc7K4vWEtdjSyRxHFu2T8gCwGawMyzuO2dt+iXu8ke0GAxCqqsaXnssDHxVQUdN4k1+8oYzj+2QwubwGc1YmhENYOvSjdPpUNF9jWaZ/13osXQYhOw8sk/HXcBqh/JsvYkW4eiqmT6PXmBFxXnVosHXsQK/HH2b762/i3rARyWol69RTyDz5JAwuFwBhTw0Vs16L+3o96EVXw5GsOE1Dj7NS3YDqDyDVl9ulWpL569ArqAm48YZ8WBQzTqO9WTAqCAIGSSHZnIRu0hAQDqr1+74499xzmTlzJvPmzSMrK4sRI0bQrVs3brnlFu69915SUlJ4++23KSgoiJvd1oDFEimjKSgooHv37lx44YV88MEH3HrrrVx77bUAPPHEE2zcuDGm7LWV3z+tMWQrvyW6rlO7piShnWbFL7sw5Thas+KOYmSr4aA76uq6zpY1S2NEuAbKCnewZ+t6uvQbdlDH+C3QNA2TxYantjpS8ulKQVNVPLWRGNJssSMgIhsU+o+ZyObViwkFY60t7K4U2nToGtnfaqdL36Esm/tV3OP1GDgaUZIjJZaCRE1NCLWJ0BXwhzGaZCRZQ5L1iEecwYS7qhxNbYxd64J+FKMZh82xX3FPSxFFAb8vHCPCNeD1BKPZcPtDp06dGDt2LPfffz/33XcfnTp1YubMmbz88svRioHKykpeeOEFTCYTXTp3YdPmzWzZUsBZZ54XsfS55E/8+6Xn6dK1I8OHD2flipW8+MILnHrKGdhsseXQoaDapKGETihBd9xzz7mAG/92NQ899BAXXngh5eXlPPTQQ3Tv3p0RI4YhyWKzRVCI3E9FUcDuNGG16wRC5ug1i0dmZibFxcXMmTOH/Px81q5dy8MPPwxEusm2cnjYbyHu+++/j/7/+vXrue2227j22muZMGEC6enpVFVV8cMPP/Dcc8/FlLi08sdDC4UI1daCriNbbUjmlqeS62qIcHV881eAcG0ZejgIHDtCnOqrQ6svLRTNtqPG5+xoRvXVUrc6gak+4F42C3O73ohyy8sffktExYi991iQLZjb9UQPBhAkGR2BmoWfYu0yCF3XEQSBbHsGj514B++s/JSVJesxSgZO6DCCiV2OJ9niAsAoGzir+wSWFq6hdq+OU4Ny+pJliwhnIUHks2VlMSJcA9+vLOHkAW3IBnQE3Mu/jRHhGvBuXISj38kx23Q1TLiuCs3njni1WRzI1pZnzal1Hip/np9wvGbxEhztE5cSHAySyYSjSxe63XMXqt+PIIooLhdiEw9DPeAjWLoDrClx59CCPkSDKbL0KIigx+/mJuzVNc5mtO53ACoKAgiH35y6oUQVQJIkXn/9dZ544gmuv/56gsEgPXv25I033qBv374J50hKSuLss8/mySefZMeOHdxzzz28/fbb/POf/+SCCy5AkiT69+/PW2+9RXLykS8rb+W3ozWGbGV/0VQN1RtZ2BAN0gH5uemaHi1rjEfYHQD12MryCPi8+H2eSKMis+Wo8jk7WvF76li/9KeE42sXzaFdt74Yj/LGc5Ks0O24kQT8Idp2HUwoJCCIIIkqaxZ8SX6vfuj18YczOZ1zr7uPX775hO0bViBJMl37D6f/6FOwuyKxjCTJ9BwyloKVC6irqYw5Vk7HbqRm5Ub/HfCrqOHm4k2k7LMx9g74PDEiXAOhgA/dasdqsETjHl3XUVWdUDAM9YJRvCytX0PTdHzexCKRzxvE0ILfj6lTpzJ16lTuu+8+ampqyMvL45FHHuHMM88E4PrrrycUCvHwww9TVlZGWloaF1x4AX/5y3XIksRfrr0Kh9PKm2++yaOPPkpmZibnn3dJtGHC3vh9Ddcrcg00rflvUvduPXn+uRd5+ZUXOeOMiKB3wgkncMstt6Aov/7sIwgCkiTEFeuacumll7J161Zuv/12gsEg7dq14+abb+bZZ59l9erVjBo16leP1UrLEfQDyDc866yzmDBhAldeeWWzsTfffJOPPvooxvj598bxxx8PxAaWrUTwl5ay59PPKP3hR/RwmJQhg8m78HxMWZkILcjm0DWVyjnvUTP/07jj1u7DSZt4beQh+ChH11SC5bupmPU6/h1rADC17UnqSVegpOUgHEK/p98b4boqCv97V9yMOABL50Gkn3nzUS/Eqb46QrU1hCp2Uz33HUIVewABU/s+JI+5KPL/9X4cDXiDPrwhH4Ig4DDaUaTmwUSpp4I52xewcNdyzIqRUzufQJfUDrjMEVGsrNzNX56aQyDBSttpw9tx1Vl9CFWXsevf14MWv4GBY+BEUk+6vP69uKlbN5/K2W+jB7wAGNLbkn7GTRjScuO+PhH+0jKWXnlNwvE255xFu0suatGch5JQdSm7/n0DqtmJf8jFtM3OwKg0imKyMx3J4kDXNAIVFYRrappPIohY8nIR9yNgauW3w+/3s23bNtq3bx/X6671Pn/4aI0hW79biQi5A1QvLaR2VTFaWMPSPonUkW0xJJkRWvigXrVkD+U/bos7Zs5zkjWp2zHRtVXXdarLi5k34z12bFoDuk5mXj6jJ11MckYbJPnofw9HCp/HzWevTaG8aFfc8ez2XZh46V8xmo7uBjHBgJ/aKg/V1Srfz1hPSVFk0bRtxxROOLUriuwjLSsrRmwJ+n0E/L5IiaLVjhwnTnZXV7Bp5UIKVi5AkhX6DDuRNh26YnW48Pv9bNmyBac9A1GI/x0zWRSSki1oqkplaSF6HB9kAKPZiiM5DUEQ0DQNvy9MbbUvKjzJskRSihlZkX5VMGqKGtYoLXYnLJ20WA24ko+cyPpr52d3mrA76n33agO4a+OXp6Zn2pGV30+34N8DhyqGPCAFYMuWLTH1003p0KEDu3fvPpBpWznG8ZeVsebu+yj+aiaa348eDlM+72dW3noH/pLSFs0liBKOPscjyHHSigUR1/CzjwkRDiBcXUrhm3+PinAA/h1r2PPm3wlXt+y6/B4JuysIlO4gWLaLsKc6ZkwyO7D1GZvwtY5+J/4mIpyuawflkSCZbWieKso+nVIvwgHo+LetoOSjRxGU5t9zi8FMqjWZFEtSXBEOIN2awlndxnPfmL9y58jrGJzbLyrCAQiyjBpnha2BhoQAQRRgH7FPU7HYv2MdFTNfiYpwAMHSHRS+fR+hmviCaSJEoxFnn8Rej8nH7Z8n3uFCsjqx9RieYFRAqO/eLIgihqQkxL2DeUHElJWF0Pqg1EorUVpjyFbiEXIHKPx4DdVL9qAFVdB0vFsq2fX2SoIJ/JP2ha1TCqIh/sNryoi2x4QIB+CuKueTlx5hR8FqqI9Dindu5uOXHqa2smX33N8jntpqKkr2UFGyB4+7OmbMZLHRfWBir9meg8b8JiKcrh1cDGkwmggERd5/bXFUhAPYsaWCd19dhCjZmwlYBpMZuysZmzM5rggHkXLVfiPHc/oVt3Han26mc98hWB2uJnsI+z7vJl1y90mTcwsFVaorvTHZX+GwSnmpB1WNX1WQcFoRjPv4OzaZj+wCqCgJWGyJy2Mbzk8QBCxWQ7P3IggCyanWA+4U3MrRzwF9su3ateOLL76IO/bBBx8csPfLtm3b6NevH9OmTYtuW79+PRdffDF9+/Zl3LhxvPXWWzGv0TSNZ599lpEjR9K3b1+uvPJKdu2KXfn4tTlaOTTUrFhJoLR5UKB6vRR+PgMtlNhDKR6yM42sSx5CSc1psi2dzAvvQ0nK3Mcrjx50NUztslnoweZBpB70Ubv8W/Q4qdx/BLSgH8/mZez5713sefVmdr/yN4refgB/0ZboqpogSdj7jEN2NW8iYWrfB0Nm+2bb67xBSiq9lFZ58Qf2fW01TUNLUE4IEHZX4tm0hNJpUyn/8t/49xSgepuXb/4awapyqn7+iHiGNWpdFb7ta5q/aD+RRAmHKZL2vzc2s8Kw3on/Vkb2ywZANNuxdU8kOIG1R8SrLVxXTeXst+Puo3lrCeze0JJTRwuFyD79NERD80DF1bdPi38zDjWiYiRp9AVIjr098gRkVzpCk6YJoixjyszAnJODIS0NY2YmlrxcJLOpRSu8rbTye6c1hmwlHoHiOoIVzctJ9bBG5fydEXGuBcgOIznn98aQ1mgDINsMZJ3ZDWPq0V2K2ICuaWxevRi/19NsTA2HWTb3a8KhP6Z/UzgUZM/WDXzy0qO89/Q9vPf0PUx7+XEKt29CrY+rBUGgQ/f+JGfmNHt9Rm4Hsjt0abY94PNSW1VObVUFwUDi8maIlEbq+1js9NRWs7NgDbM+eJnvP36Nwu0FeOtqW/hOoc7t5+cftsQtXfR5Q6xbVUQ43LK/jwYEUcRstWOyNLfLiBj+Jxa6LFZDvReZtM9SabPFhiAIqKpGbRyrFIhkfjaWau4fugZWW6RZxN4YDPKvC4SHGUEQsNmMcbPZnElmJKnxBCVZxJVsIS3DhjPJTFKKhbRMG0ajnNDXrZVjnwNaDrruuuv461//yvbt2xk7dixJSUmUl5cza9YsNm/ezKuvvtriOUOhELfeeiteb2OWRVVVFZdddhnjxo3jwQcfZMWKFTz44INYrVbOPvtsAF588UXeffddHn/8cTIzM5kyZQp//vOf+eKLLzAYDPs1RysHj+r3U/ZT4lbYVYuXkHvu2RiS99+8X5BkTNn5ZF30YMS7StcRzTZk+7HjLaQGvPi2rUw47tu2Em3IGUiWg2jf/RtS43dTUlfGL7uWIgsyw/KOI9Wagv0ADFcD5Xuo+vFdkkaei2S2gyBEOuV+9iwZk+/CkBwRkBRnGlkX/wPvpkXUrZ6DIBlwDJyAKbcbsq3x+xQOa+wscfPqZ6tZs6UCSRQY0bcNF4/vSmZK7PlV+qrZWrmTOdsXYJKNnNhxJJn2NBxN2qiHayso/uhxgsVbo9vcK7/HMWACSSPPa9lnpoUJFhYkHPbvWoN23IkHbMbf4C/XbF7dy/hRmSzbUEadL1bU6t8tFckUCTJFxUjSyMl4tyxH88YGidaeo1Gc6ZF/qCFClYUJz8O3eyO2HiObbdc0PX4goWns/vBjuv79Dkq/+56a1WuR7TbSx47BkJJMzZo1uPaRMfdboDjTSJ90PTsKSxDMdiSzGdFkRRDlZuX2oiyDLCPFSVNvpZVWIrTGkK3sja7ruNcnrhDwbqtCDYQTZrjFQxAEjOlW2pzbA80XRtd0JLOMVC8eHAuEQgF2bFyVcHz31vUE/D7kOFn1RyOeugA1lT7WrtyDrkOPvtm4ki1YbcYWz1VTUcbcz9+h36jxWGyRSgBPbRWzP32TCRddR3J6pEulzZnEpD/dxI6CNaxfMhcEgV6Dx9KmQzdsjsYYUtM0qsqK+PnLD9i5eQ0C0L57f4aNPxdXauxisLvWT2lRLcsW7kKSRI4bkkdKug2bvfF9eGqr+Ob9lynctjG6bcOyn+ncZygjTj0ves77QzCgsntHVcLxnVsrGTSiHbJ8YOWLiWJIXY90xFVVDW2vbDWDQY6+RhAELDZ7XJ84g8mC1GDNoUM4lHjxOxgIo9ua/30mPD+gtsZPcooFrydEIBBGFMBsMSArIn5vCJPpyGbFSbJISqqVUFgl4AshiiImi4IkNW/AJUkikiRGO5y28vvngD7pk046iRdeeIEXX3yRp59+Gl3XEUWRfv368cYbbzBgwIAWz/ncc8816yjy4YcfoigK//jHP5BlmY4dO7Jjxw5eeeUVzj77bILBIK+//jq33norY8aMASJGiyNHjmTWrFmceuqpvzrHsYbqdROqKcW98gf0oA9bz5EY0toecXFKkCQka+IVRslsggNMrZVtLrC5DuzE4hB2V9ZnNWlIZgeSPfmwBWWCJCNZEt9sJYsz0nXxGKDKV8Mri99hadHq6LbPNs5ifP4ozul5Gg7j/hsHqwEvvq3LcQ46lco576HWRrpmKml5JI+7GO/2VShJ6dGSSMWZiuO4Cdh6jAJBRIpjrFtU4eHWZ+cSqu+epGo6c5btZs2WcqbcMJK0pMhrKrzVPDnvRbZVNWY9zNm+gBM7juS8XqfhMNrRNRX3qtnoOiSfeC3IFgRJIly9m7qVX2PrOaplQpwoIVldhGviP2jIjrRmN+SQ243q8yEIIrLDgWRsHmhXeqvZWrWDeTuXYDNYGdd+GOm2FGyGiPAY1sK8vuZ17rjy//hlWSUrNlRiMSmMHZyGNcXLT4Xz6JZ9YeQaJ2XS5rInqFv7E56NCxGNFpyDJ0W6E1sdje/Dnozqrmx2LgDGtLyYf5dX+9iwvZJ5q/bgshk5aXA70pPM2Oo71ckWM6LBwIbHniR1xHByzzsX1e+n/Of5eLZspfeTR4dpu2xLQlSqUezJyK0iWyutHBStMeSRQ/WHCdX6ca8tRfWGsHVJxZRhQ7a3XAg5lAiCgLiPB2bRIHGgYZpsMcAh7I4argui+kLouo5kVpCt8TNyDgWiJGOxJ44hzVY7knRseEd53AG+/WIdq5buiW5bMGcbPftlc9LpPWJErF8jHAqyfeMKBow7jQWzPqGmIhJbuVIzGXry2WzfuApnclrUP8/mTKbHwFF07HkcAgJGc/MYsrayjI9ffJhQfQWLDmxdu5TC7QVMvvY+HMmpALhr/Ex7exk7tjbGQWuW7aF7nyzGn9kz+j62b1iJ31vHqNOvwmhNQRCgrqqQ1b98SUXxbiz5+y/EKYqEzW6krjYQd9zuMKHsJVL7vCEC/hCCEMlciyfuuGv9lBTWsmrJbhSDRP/BeSSlWmO6jdbVBkhOdRDwh+vnEzBbFERJxFMXwGCM+LpJskJSWhYBnwe/zxPZz+ZAMRiRGp5zhIgwFU7gW6zs5RGnhjVCIRWvJ4goRso3JVmMNnYQRQFZEqks92IyK9jtxvrMuhDuWpWUtKOjoZ8ki0iyeMRFwVaOPg5YARg3bhzjxo0jEAhQU1ODy+XCEKe8aH9YvHgxH3zwAdOnT48GQwBLlixh0KBByE38dYYMGcLLL79MeXk5hYWFeDwehg4dGh13OBx0796dxYsXc+qpp/7qHKmpqQd0zkcC1VtL1c+fULuo0cS4bvUcjNmdyTjntiMqxomKQvapE6mcvyDuePak0zA4W95V8VCihYME9myi7PPnoub/ki2JtFOvw5TXHVE59IGoZLTgHHYGvu3xVzSdQ05HNB7dJrENrCpaFyPCNTBz81wGt+lHj8yu+z1XyO/DlNme4g8eo2m5ZqhsJ6XTnybz/LtRgwHkJtdGEAQkc3yxzx8I8/6sjVERrikVNX5WFJRx4uC2aJrG3O0LYkS4Br7d8hOj2g3BYbSjemoJ1VZhyh/PppfeJ1gRCbisHTvQ/rK/4Nm0FGN2p/0WcBVXKs7Bp1Ex67U4owL2Xo0eJmowiHfnTra9+l/cGzYgKArpY0eTc+45mNIbSyQrvFU8Nvd5dtY0ZqjN2jyHs7pP4NTOx2MzWpFFGQ2dxxdOoX9mb04+pRNBzcvs4o/Ys6uYK4+7cK/zTMc19Awc/U9CEOVm303JlkTSiHMp//rl5u9CNmBu3yf679IqL/f8ez5FFY0lNV/+vJ1LT+nGKcPaYzUryDYb7S//Eytvu5PS73+g9Psfovu6+vfDmJH+6xe3lVZaOeZojSF/e1R/mOrlhVT+vDO6zb2+DEOKheyze6A4jqwY5+ydQe2q4vhjfbOQDqGYdiDoqkag1EPxlxsJ1XvWSRaFtBM6Ym3rQjyA7q6/hiwr9Bl+EptWLYo73n/0KcdM99Q9OytjRLgG1iwvpEffLLr0zNrvufxeH+lt2vPFf/+F1qRBQHV5Md+8/zKTLruZgN+HxRa7YGoyxxdm1HCIVfO/i4pwMcfyuNm0ehH9Ro5HFEU2bSiNEeEaWLeyiL6Dcsnvmo6vrpbyokL6jLqM77/eTnVlBQBpmXZOmHgtOzYuIqttp/3OZLQ7TQwd05FP31ked3zA8HZRQVZVNcpL6vjm83Vs31SOKAn06JvNmJO7kJTSKEC6a/x8+OYS9uyojm5bvnAXxw1ry9iTuyA2fJ0FqCz3YDTJmK0G0CMiXyikYnfEWm9IsozZ5oh8J4X4GV92h5GqCi/NEMBsaRSq1LBGRbknRrTzeoLY7EasdiOSJCKKAjanCb+/Dp83iK/JtAaD3NrgoJWjnoN2/zMajaSnpx9wAFVbW8vtt9/OPffcQ1ZW7I9wcXExmZmx/kbp6ZEHs6KiIoqLIzfsvV+Xnp4eHfu1OY4lQlXFMSJcA4HCAurW/BRtXX2ksOTmkHnK+GbbnX37kHSETdch0jSh6N1/xHTgVOuqKP7gUUKVh++7YMxoj2PQqc22OwZPwpjR7rAd91BS63fz5aYfEo5/vXkOIXX//bx0XaBm6UzieabpIT/erSvQWtBN1uMPsXJzYtPi+auLCIVVagJuvt2SuJX9rM1z0TQN0FEyelMw9cWoCAfg2bKV9Y89jbFNn6hp8v4gCAKWLkOwdB2614BI2mnXoyQ1lj34du9h/T8ewdC1O1l33UvGjTfjr3Gz9oGHCJRHgjlVVZm56ccYEa6Baeu+ptwbOWeXycH5vSah6RpLilbw/oaPmFbwOXtqizHJRvpkdmt+rqKEZLbHFYgFQcDaZTCOgRMjLrn1iBYHWRfej+xIASAYUvno+4IYEa6Bt75aT0UTjxBzbg59pz5F6sgRyHYbpqwsOlx9JZ1uuA6Dy7WPq9pKK60c67TGkL8dYXcgRoRrIFjhpXpZYbPSs98axWkiaUhzLy9jlg1Hj/TDlnW2v4TcAXZ/sDoqwgGo3hDFn28gEE9YOES4UjMZfOKZzbZ3GzCS7HYH5qf4WxPwh1kwd3vC8QVztuH3738MKYgiG5bOixHhGtDUMJtWLUJvQQwZ8HvZuSmxV++29csJBfx464Isnrc94X6L5m0nFFTRdJ3criOY9t4GqisbfebKit18/PYG2nYbXh9r7j/t8lPoPyS2M70gwMlndCc5rVFgqyr38vbLC0hLt3H2Jf05/fy+qKrGW//+hZqqyPdU13TWLC+MEeEaWDp/BxXldUAk48xmj/w2B/xh3DV+3LV+QiE1mhm3N4IgIEpSQqsVg1HG7oitLBDFSFMCSY68Rtd1PJ5g3My5OncgpqmDLIukZdiwWA2IooAkizhcEY81qbXJQStHOQe0fNO1a9dfzQRZv379fs31wAMP0K9fP0477bRmY36/v1lwZjRGVuwCgQA+X+THLd4+NTU1+zXH0US4rhrNW4uuqUhmO5I9KWoGrusatcu+Sfja2qVfY+s1KsYz67dGcTjIu+A8Mo4fR+mcuWjBIGmjRmJuk33EH6g1NUTtkq9Bi2MEqmtU//IpaROvPSxZcZUBmZ85jv5nD0MoXgcI6FndmLcjwPCgTNpeGfJuvwd3wAMC2A1W7KYjn1odCvjxhhJ3LfOEvISCAZQmHYq0cBDN6wZBqC/BbVyZ0jWVYMn2hPMFCzeBuv/Gs5IoYrcYqKmLb1qcZDciiiKarhNQExsb+8N+dHR0XWL3tOaiN4Dq8VC7bjO2TvG7/iVCcSSTdsrVhIefjX/XBkSjGWObzsiOlOj3LuzxUPzjTzhvu5d3fy5ixcc7MBllTug7jhMnWPFs24YxNYWagJvvts5LeKy52xfSLikSsPVM78xFfc7kwzUzomJpqiWZW4ZfRaql5Vm0ktVJ8ugLcA6YQKimDNFgQrYn15d4R4KeWk+QHxY3zzps4JfVheRlRkySRVnGkptDx+v/gurxIIgiist1zHj4tNJKKy2jNYY8PIS9QVRvGF3VkMxypGSyyYPovjzYalcV4zouG/EIlqhKZoWkAW2wd0mjdl0pWiCMvUsahhQL8j46D/4W6LqOe10Zepyse4CKn3eQdVq3w9KJNRwKoKkap/7pJkp3b0NTVTJyO1BRsjtuowafN4DXEwRdx2QxYLUdeTuFQCCA35dYaPP7wwQDgZjSPTUcxudx12dK2aNlpg1jZYU7Es5Xtmc7WguaF4iSHLdZQQNmqx1RlgiFNUL7aBoSCqpomoakmFjyS0HcRg6hoErB+hratGuz3+cHkfLT4yd2Y9CI9uzYWomiiOS0S8bhNGGoz8YMBcOsWraL0y/oy5Kft/PpOzuQZJHufbKYeHYvdmyrpHeSBU9dgCXztyc81pL5Ozj5jEiMJssSziQDtdX+aAdVURIjQpfccqFLkkSsdiNmS8R7LiLciUiSEL0vaKqOty7x76vPE4w0YyAi/MmKhMNljgh8QkTYa40hWzkWOOBmDXt/wT0eD8uWLWPnzp3ceuut+zXP9OnTWbJkScLuWSaTiWAw9ibTEPhYLBZM9V49wWAw+v8N+5jN5v2a42hA11SCpTsonf40oYpI2rZotpN68hWYO/ZHMllB19H8iVfctKAv0j7mCKM4HOiaRvZpp4KuIyjyERfhAPRggEDRloTjweJt6EEfHGIhTtd15q8u4rWZ23hDFMjLdAGws3gjqqYjmW2cOqI9giCgaRq7aop4a8XHrC7dgIBA74xuXNL3HHKdmUf0pmIRDfRN6cwsT3nc8QHJXTEIjQFUqKoEd8ESPKqCIOjYDQKW/P4ozkgZjyAryPaUhF5jclIWYoJ26/Fw2Y2cMTqf5z9aEXd8wrD2SKKA3WBhYGZPftgRv4R6VO5AJFEiHAzj2bo94fFq1q4n89SJiC30ZpHMdiSzHWOcbq8Aqj+ANmgkd/1vTbTM1usP8/mCPazYauPOiXkkAzo6gXBiQdETalyBtRttTOg0lqE5x1EbcCOLMg6TjWSzq0Xn3hTRaEY0mlGS45eSaLpOMMEDC4DH31wQl02mVv+1Vlr5A9AaQx56AuVeir/cSLAskoUsGiVSR7XD1jkVqX6BTA0kFhC0BJ5NvzWSSSEQ9mHs7UBHQ5d0JMuR99HVVQ1/YeJul8EyL3pIhcMgxO3ZuoHFP3yGIAgkZ7RBEESWzf0aTQ0TDoUYOG5StCyxrLiG72ZsYPOGMnQd2nZI5qTTu5GR5UQ8gtlBBoNAx85JFO+Jfw07dk7CoDSeX21VOdvWryAcjrwvWdZo360PjqRIDCkrBuyuVCpL4zePciSloRj2P4Y0ma30Gzmer995Ie543+EnoShGRFGja69M5s+O/zzRo28WRpOCu9ZP0e7E35fdO2oJBcMYW+gZZrYYMFsMpGc54o77fGHa56fxwX8XE6z/e9eCKisX72bHlgpOPbc34ZCKpkcaIyQi4A/TkLAnSiJGowGjSUZTdQQBRFFElA5c7BLFSKfVfZWO7qvoJF4yoSgK0NpdtJVjjAO6Y9xwww0Jx26//XbWrFmzXya2n3zyCRUVFTGeHgD3338/X331FZmZmZSWxq7gNfw7IyODcDgc3ZaXlxezT5cuESX/1+Y4GgjXlFP4v3vRm3gTaD43pdOfJuuSf2DO64EgSth6jsJbEN8nwtJpIKKp0SeizhukosbPz6sK8QdUhvbOIivFiuswrnbqqkrdtm1sevo5fLt2A2BITSH/ur/g6N4tbidB1e8FXUvo/XWoEBQDSko2gcJNccflpEwE+dBfG7c3yOylkcwgVdPZtlcgN3vpLsb0z8FuNVDkLuPeH6bgD0eCfB2dlSXr2PTDFB494U6yHS33y9JCAVRPNeGachAEZEcqkj0JUWrZzd9ktTO+w0h+KlqGb6/MuCSzk+OyeyGbItcvVFNGaXktP5ZmMW9dFZIocFLfFAYUl5AuiMiOZAwGE/Z+pxAofCbO0QSs3Ua22IB4UPcMBvfIZOHaWI+ZSyZ0JbPBF6POx4TMwSwoXIm3iVgFkOfIJidsiXRnkiWMqSl4d8YXv81t2sSIcLqmotZVofrcEW81iwPZ2nJPxIAg8/4vRXG97naW1rHHL5MLWBQT/bJ6sHhP/I68w/KOi/m3QVJIt6WQbktp8TkdCBajTJ/8VFZuji/cDumZGXd7K6208vunNYY8tIRq/Ox+fxVakwUOLaBS+u0WJKsBW37kd9/WKYXalfE92Cztk2I6kgb8Xjy11WxZs5SAz0P7bn1xpWVh3UfjgINF13UqS/bw7YevUF4UiZssNgejJl1CXqceGEzN7RLUQBg0HdEkH9bFSkESMaRa8W6vjjuuOE0IB5Ad9GsEA37WL/0ZiFyfiuLdMeObVi6g15BxWO1OKsrcvPHiAnyexsyzHVsr+e/zv3Dl34aTltnyz04Nh/G4q6mrrkRHx+5KxmJzISstjCHNFnr2z2b5oqJItl4TzFaFXsdlY6oXtuuqK6koqaayOp31ayoRgG690nGUVCGKIjZnMgajiR6DT2JHQXz/5a4Dj0dpYbl7VrvOdOk3jI3L58ds7zviZJIzItlrwYBKp27prFy8C89eFRhJKRZSM+yEw1p9FpmZmqrYOLPpvk07nOqaRrCqilCtO1IV4LBjSGp5hZMoCqxYtCsqwjWlutJHRamHdvkpmM0KnXtksnxh81J1gF792yA3+T4LghA5399IExdEAZNJxpcgizJeSWwrrRyLHPI/qTPPPJO//e1v3H///b+671NPPYXfH/tQf9JJJ3HjjTcyadIkPvvsM95//31UVY0+lC9YsID27duTkpKC3W7HZrOxcOHCaBBVW1vLunXruPjiiwEYOHDgPuc4GvAULIwR4ZpSOftdMiffiWS2Y2rTGSU1l1B5bMmXYDDhGn5WtLzN7Qny+U9beP/bgug+n87ZTL/Oafztgv4kOw5P1om/tIw1f78PrUm5RrC8gnUPPUqffz6BrUOH6PawuxL/znXULp2Jroax9R6LtdOAqMfUoUaUDTgHnUbd6jlxx5OGn3VYmiaIQqSjTyLkerPRYDjEN5vnRkW4pnhDPmZv/YXzep2K3AJxSvV58Kz/mYpZr6PXlyQKiom0U6/Dkt8P0bD/71cQRVIVBw/0v4pPdvzIkpI1SILIsKy+TModQbISMcTV1BDltSHufX8bZdWNAcirM9380MbO389LJt0BYa+Xut3V2I87DfeyL6PZnIKk4Bp9KZVL15KV2T6ueJuIJIeJ6yf35bxKL4vXl2A0SAzqnkmyw4S1PiNAV8NUv/Q/HvjzZXxVspjFpWsxSArjso5jiKkDddNnov+1EwaXi5zJ51Lw1L+aH0gUST9+TON19nvwbVlO+Tf/QfO5AVBSc0g/428Y0ttGyzWbEgpH/DX2/m4EBJmVmysSvsf5BZUMGdAes2Lm/F6ns7J4HcG9vPnyk9uR58ze38t2WLBZDFw+qWdMF9sGenVMITv1yJdbt9JKK0cfrTFky/HtqY0R4ZpS8dN2TFl2ZKsBY6oVY6aNQHFdzD6CJJA6qh1SfXlbwO9jw9Kf+WnGu9F9Vsz7hsy8joy/6DpsjsNjgeKuKmfay48RaFL94a2rZea7L3DWVXeR3b7RDy3sCeIvdEe87UIq9q5p2DqnoBym+FYQBJy9MqheuieetS3Jw/KimYeH9LiiEFOSuTeSFBEgdU1n7Yo9MSJcA+GQxoK5Wzn5jJ4YWpAlFgz42b5hJT988nq0BFaSFUaddhH5vQbG7Ty6L2x2mfP+rzsLfy5kw5oy0KFLzzQGj8jGZo+8R13TcLuDfPnpLirLGz1my0rqSEm3ctaFdqx2jUAgTFGxyIDjz2HZ7E+jXnGiJDHw+Mns2aWS3kbFYt3/mNliczBi4vn0HXES29avQBQl2nfri9WRFC1bVVWNObMKOOPCfqxdUcjGtcWIYqT0M79rOgvnbCXzwr6YLQojT+jEO68sjHusQSPaRcs6Vb+fmlVr2PzCvwlVVwNgysyk881/xdqxA2Kcz18LhSLNEPYa0zSNbZviL4ACbFpfSr/BuSgGieHjOrJuZSGBvX47UtNt5LY7cjZHQJMmDOFoOWwDikFCaW3C0MrvhEO+fLNz587oKuOvkZGRQdu2bWP+A0hJSSEjI4Ozzz6buro67r77bjZv3sy0adN44403uPrqq4GIr8fFF1/MU089xffff8+GDRu46aabyMzM5KSTTgL41TmONLqm4d+V2AslWLoDvf4GKDtSyLrgHlzDzkI02xEUI9buI2hz+RQUV+PKbFGFJ0aEa2B5QRm/rD485sK6plH245wYES6KprHrvQ9R6/1Ywu5KSj6dSun0qfh3rSdQuImKma9Q9M4DhGsT30AOFiUpk/Qz/obQpPxUkA2knnINSmruPl554NgsBk4dHr8MEeDUEZHukbU+D2vLNiTcb03Zemr8scb3mqoSrKwiWFWFHsdPLVS+i/KvX46KcBBphFD66b8IVZXE7KvrOoHyCjzbt+PZsYNAZfOSUVNyMtn2dP4vfRRP9rqKx3pewfnpw0m3p2FwRVZawz4f3y0viRHhGtiyx82G3W60YABRUSj78WdqtnhInXQXScdfRfJJ15J08s0UfrcMf2kFQgtXXAFcNiOd8pK48OSunD22E7kZ9qgIByCZzMhmM0V3PcqYpR7uTjmFW21j6T5jHbvvfQx71y7RwMbVuyfZp0+KuOHWIxoMdL3jVoxpjd1LgyXbKZ0+NSrCAYTKd1P4v/sI18Q2kCiv9jF3+W4ee2MxU99bxrptFdQ08cEQRQHLPkoVHE1aymfZ03n8xLsYmtMfo2zEZXJwXs/TuHX41SQdRNnpoSIvw8bUm0YztFcWZqNMmsvM5af14NaLjsNl/2OXoIbq6vDu3oO7oADv7j2E6up+/UWHiIZulXVxjnnnnXdyySWXHNLjTZs2LZpddCgIhUK88cYbh2y+Vo4uWmPIluNLUO4HEKzwoauRB1nZZiDr9G4kD89DsigIsog1P5ncS/piSGpcmKurrowR4Roo3rmFdYvnorXAv7UlbN+4KkaEa8r8bz7G743EQGFPkNJZmyn6bD2+XTUEiuso/3Ebu99bTagmsZftwSI7jGSf0T0mcxBRIGVUO0yZh6eqQ1GM9BoyLuF4j8FjMVvteD0+tm6Mb/UBsH1zFV537LXRNB13bcR8X43TqKOmooRZ778U40OnhkPM/vSNuCWh7ho/JYW1lBTWUlvjayagWO1OktKsDB2ZwkVXdOGiP3dh6MhkklOt0UzLgN/Hlo2VMSJcAxWlHrZtqiIY9CPLIts311BYlMbJF/+d0Wdcw+gzr+GkC//Oth1O9uz2oigtf8Q1W+2kZbdl0PGnM2DsqaRk5sR4xxmNEnanifdeW0QwGGbchK6MOrET1RVe3n9tEenZDgz1IlFWjpMx47s0DSGRJJHTz+9DUkrjnL7de1j/6ONREQ7AX1zMmnvuJ1AWG0MGKiqpWLCQjU8+RcG/nqF69RqC1TXRcVEUMe6jPNpkkRGlyAklJVv4899G0HtADgajjMVmYMQJ+Vx09WAcrkOfmNBSZFkkNcOG2aJEfeTsThPJKdYD8qZroK6ujj59+jBs2DBCof1vELJw4UK6dOnC7t27f33nw8hzzz3HuHGJfxNaObY4oIy4559/vtk2TdMoLi7mq6++YuzYsQd9YhAJpv7zn//wyCOPcOaZZ5KWlsbtt9/OmWc2dg+68cYbCYfD3HPPPfj9fgYOHMhrr72GUv8Qvz9zHEkEUcSQ1hbvxvglp4orHUFq/JhkRypJo87DMWA8uq4jmWyIhsaHWlXT+Wr+toTH+3zuFob1ziKphQ/CDSWOwdKd6GoIQ0Y7JIsLyRRZEdMCQWrXJRYU67ZuJezzIZnNBAo3Edi1rtk+ocpC6tb+hHPI6XGziA4W0WjG0mUwOW26RAQ/XUd2piFZXYj72UL8QOidn0aPDims3Rqb6dSrYwo9O9T7XUgydkPiLCGbYsMgNn4P/KVllMz6jrI5c0AQyThhHOljx2BMi8ynBXxUzfs4wWw6NYtmkDrhakRZiazGrVnLlhf+TbCyCgBjejqdb/4rtk75MStuxpQU0lJSCHu8kVJXS+zN2h2EuWsSi6nfrSxnYJ+2mO12ciefw/pHHqdk1g8oTge6qhGuFwf6PvOvFvuv7Q+y1ULbiy5g5W13UvX9j/D9j41jdhvJAwdE/604neSefy6Z40/Cu3MnotGIuU02isuFVF/yoPrcVM5+J+6x9IAX76YlOAdOBKCsyst9r/zC7tJGAWTu8j2cMqwdF43vhsNqwGUzcsrwdrz7zca4cx4/sLF8ShYlcpxZXDPoErwhHwICLpMjYaeq3xpZlmib6eCmC/rh8YURBQGX3Rjx8fgDEygvZ9NzL1KzorGs2NWvL/nX/wVjaupvcg579uzhySef5B//+MdvcrxDyYwZM3jsscf405/+dKRPpZUDpDWGPLQYUxNnJsl2Y9MG1yh2I8mDc3H0jCzeigYpmgnXwMYVsaV5TVn1y/d0HzAKm7NlGTNqOITHXU1laRGhgI/UrDzMNgcmcyTu0TSNPVsSx5AVRTsJhwKAlWCFF8+W5qJT2B2genkRKSPbHhY/NFGRsLRzkfenfoTdQXRVQ3aYkK0K4mHM0Elr0452XfuwfUOsFUVadls69uiPIAhIsoTZmngRz2I1RAUYgJpqH6uW7Gb5wl3ouk6v49rQf0gerqTIdykcDrFi3qyE8y39cQYnnX81BqOZcFhl9/ZqPnt/RbQU0+40Men8PuS1T47JXrI5krA5kgj6feiAca9y42AI1q9OXBWwblUFvQfkYXMojDi+E2+++AtrVpRG3rsOPm9EuLr8huEohkNfR6kYZIaPy2ftikLWrShi3YrG5AaDUaLPgJzod89iNTB4VHt69sumrNiNKImkptuwOYzRaxL2+tj5/odxDdG0YJDS72eTd8F5CJJEoKKC9Y8+gWdzoz9dxc/zSR05gvZXXo7B6cRqMzBoZHu+nha/A+zA4e2jMaIgCqSk2Zh4dk/GTegCAlhtxsPWaTRUV0eougbV60GyWFFcThRbYgFbEAQURcKZZMHhbGgScfBNGL788ktSUlIoKyvj22+/5ZRTTtmv1/Xr14958+aRnNzyJmettJKIQybEAdhsNk444QTuuuuuAz6hjRtjH0B79+7NBx98kHB/SZK47bbbuO222xLu82tzHGlsPUdRPX8axGnDnTTqPKS9vKYESUa2xy+J0DSdWk9iE/c6XwgtTheffaEFfHgKFlI2499Nuo4KOIeegWvIJCSLA8GgYMrOombV6rhzGFNTERUDWihA7bLEN3f3ih+w9RqLbHO16Bz3F1E2oBuMkWuqg6AYD6sIB5DsNHH7JcexaVc1X8/fjiAITBjajvxcV7RM2GWxMaHjCawri+9hNz5/LPb6MgB/WRlr/n5vzErZznfeo3T2j/R86AGMqalo4QDh6vheMAChij3o4SDICr7CItY//FhMIBAoLWXNPffT79mpmNs0L3OUrfEDf1ExIO1DCJJEMSqw2bt0oc1ZZ7Dn088I1URW9AVZpuO112DMaLkf3v5izs2hx4P3seWFl/AXR66RvVtX8q+7JibTDUC2WJAtFszZ8ZsS6KEgwdLEnbv8O9bhGDABVYOv5m+PEeEa+Gr+do4fmIfDakCSRE4a3JYl60so2Fkds98lE7qSltR8ldKsmDArR2+GmdmoYDa2+nlAJBDdW4QDqF6+gs3P/5vOt960z8D0UJGbm8sHH3zA+PHjGTZs2GE/3qFk7yyLVo49WmPIQ4u1fRLlshi3o2fy0FxkW6z/rSAKKPvwC/bV7SPDzudFj1ebuQ9CoQC7CtbyzfsvoYYbM1B6DBrD4BPPxGKLLCAlZbSBtUvjzmFzpSBKMrquU7MqcWzjXld6WLu/CpKIKocJGL1omoZREjAc5vuv1e5k7FmXUV60k9ULfkBTw3QfMIrMtvnRMmGT2cig4XlsXFMSd45BI3NxuCL3ltpqH2+/vICK0sass3nfbWbVkt1cdv1wnElm1FCQ6vLE17mmopRwKIjBaKa6wsvbLy+IebZw1/h599VFXH3zyLiNBeL5/QEoirLPxTpREpDkSMyenmVn3Cldmf31hmhJriAKnHRaN1IzDp/9RXKqhf/7y1C++GgV5SWRmC4rx8lpk/vgSo6NjY1GGaNRJjmBHYfm9+PZljh5wr1hI1owhGgUKJ83P0aEa6D8p3lknHQCht69EASBrr0y2bC6uFmJ6pDR7UlJax67Kwb5sIiWTTmYBchD3YThk08+YeTIkRQWFvL+++/vtxBnMBhI2+sZoZVWDpYD+svbsCFxCV0rLUd2ppE5+e+UfvpPtEB9Wr4o4Rp+DqbcbjH76rpOla+G2oAbVddwGO0kmRzI9VlziiwyrHcmi9fFvxn365IWU6q3P4SqSyj7/Lm9turU/PIppjadsXYZhChJZJ0ynpJvvo27spN73mQUuw0tlLgddcO8h4uG7rRlX75IsDhy41PSckmbeC3GzA4xmYeHGqdBp2+WQNcTXCCAySGgGGOD5g7JeYxpO5wfd/wcs/3EDmNp68yJvAdVpXzuT83S1QH8hUVULV1O5sknIiomDBntCVXGL0U2ZndCVIyoPj+7Pvw47memh8MUfzOLtv93yX5np9lljRP6pfPmrPildhOOS8dQr9NpahjZZqP7vX/HV1iEqMgYklPwlZSgB4NgPjyp8ZLRiKt3L3o9/jDhOg+CJCLb7Sh2+wFMJiO70giV7Yo7rNR7xNXU+Zi1MLFg9+2inXTOiwTUKU4zd182mJ3FtcxfVYTNojCqXw5pLhNW8+EVjVs5vISqa5qJcA1UL19BqLrmsApxqqah6zoTTjmVlSuW8/e//50ZM2Zgi3PM6upqnnnmGX744Qeqqqro3r07N910E4MHDwYi5RELFy4kLS2NOXPmcOaZZ3Lvvffy7bff8uyzz7J9+3Z69erVTOgLBoM888wzfP7559TV1dGpUyduvPFGRowYETlHVeVf//oXM2bMoKKigpycHP7v//6PCy64gGnTpkVFmi5duvDWW28xePBgZs+ezXPPPcfmzZvJyMhg4sSJXHvttRhaaNbdym9Dawx5aJHtRtqc04PCz9aj+eoXSwVw9s/Gmt88e8Nd68dbFyQc1rDaDNjsxpjuhe2792f90nlxj9WmY1cMhpYJT+6qSr5+5/lmIvraRT+Skdue7gNGAdCl71CW/jgDPU5LxIHjJmGxOdBbuJB8KNF1narSQr6f9l9KdkYEEVdqBmPO/BMZuR1QDuOirmIw4kzJoN+Ik9E0DbsrpdnxUtKtDB3dll/mxMYaPftlkte+8XuwZWNZjAjXQG21n1VLdzN8XD6yYiS9TTtKdm2Nez6p2XkoRhPhsMbCn7bHXeDXNZ35P25l4tm9UAz7F0PKikjP/m3Ys9dCZAO9+7dBViKiTDisIQhw/hWDqKrwIgjgSjJTVlpHeB9d2w8WWZbIbZ/MpX8Zgr/+781iMWCxtfzzFw0KpowMguXxswDNuTkIBoVQTS3FX3+TcJ6ir2bi6NYVUVGwO0yceWFfKso8rF1RiMEg0bN/GxwuMxbrb39PPFoWIAG2bNnCypUr+fOf/0xNTQ333HMP27Zto337iIVQKBTixRdfZPr06VRWVtKxY0duueUWhg8fzsKFC7n00kv5/vvvycnJYdy4cZx//vksWbKEhQsXkpKSwt///ncApkyZQklJCccddxxPPvlk1E/0u+++4+WXX2bTpk2oqkqnTp246aabGDlyZMJz/uCDD/jPf/5DSUkJw4YNIycnJ2b812K1vWl4H8899xxPPvkk5eXl9O3bl3vvvZeOHTsCkd+6//znP7z//vuUl5fTrl07rrjiCk499TQ0VUPVdN588798+OEHFBcXk56eztlnn821114bzVj88ccfefHFF9m0aRNWq5WJEydy0003xXQob+Uw9T/ZunUrHZoY87eyb0RZwdyuJ22u/BdqbQVaOIjiSkeyOmMM9cNqmC1VO3h6/muouoosyniCXi7pezZDc/tjNUQ6Pua0UchItlBSGeu1YVQkTh6RRUj3Y2L/fvR0VaV26cyE49XzP8GU2xXJ4sCUkUHnW/7G5mdfQAvWZ+WJInkXnIetU+SPW1SM2PueiG/rirjz2XqPRbIcgCCyH4SrSyl86x70JmJgqGwXhf+7l5w//xNDas4+Xn0Qx/W6qVn8FTXzPqJRaBRwjpyMc8AE5Pr3m2Z3MbnHaZyUP5plhWsQEOif3ROn0UGqPbKiGK7zUDbnp4THKv1hNqkjhiFbrTiGnolnw4JoI4Qoooy170kIkozqr8O7r9W4gk1o/gBiggy4ZqgBhrVXmJ1hY2dJrBjXr1MyOYbaiGedKFG5YBE73nobBAFDchJ6WCVUE/G6sLVvh9N5+LqzARiSkg6oK1VTZKuTpJGTKZ32z+aDooStR0Rc0HXidkJtwB+IGNI23MCSHSaSHSb6dj58mYGt/Pao3uYPP7Hj8f2RDgVhVaOi2kdY1XF7Q1x9451cf+VFPPrY4zz6yMOx56GqXH755YRCIaZMmUJycjJvvfUWV1xxBe+++y69e/cGYPHixVx6ycV8+slHqJrO0qVLueGGG7j++uuZOHEiS5Ys4aGHHoqZ+6677mLLli089dRTZGRkMHv2bK655hqef/55xowZw7vvvsvMmTOZOnVqdPyBBx6gU6dOnHLKKbjdbh599FHmzZuH0+lk7ty5/O1vf+Ouu+5i2LBh7Ny5k4ceeoht27bxzDPxujK3crTTGkO2DEESMWU7yLu0L2F3EC2oojhNSBYlpuxU13SKC2v46M1lhIJhZEXC5w0y+qTO9BmYg8UaySKz2BwkpWdTtZcPmChJ9B1xMuFwmJbkmxWs+CVhJuvSH7+ibZc+WO1O7K4UJl56I9+8+29CwUicJggCfUeMJ7dj98i/RQFnr0zqNsS3wLB1S0MyH55FVXdVOZ+89GiMj111eQmfvTaFydfdT1p23j5efeAEfF7WL5vHz1++H3Md+ww7kf5jJ2K1RWIlh8vG4NHt6XVcGwrWFaOpOp26ZWBzGHEmReJMvz/EyiWJPa5WL9tDv8F52OxGeg4ex9rFc5p5AgqCQL+Rp6AoRryeIIW7qhPOV7SrmmAwvN9CXDCg4ko2k53rajZvmzwXNqeJUFBDUWDn1kq+/zIi6tscRtChzh353qSk2ejS4/A+8NvsJmwH+bgi22zknncua+97sPmgIJA5/uTIQriuRxo0JEALBGJEapvDhM1hom3HI99Q5kgvQDbl448/xmKxMGrUKPx+Pw8++CDvv/9+dIHvkUce4ZtvvuH++++ne/fufPLJJ1xzzTV89tlnced78cUXeeCBB7jnnnt4/PHHuf322+nQoQNTpkzB6/Vy44038uqrr3LnnXeyZs0abrjhBu644w6OP/546urq+Oc//8ntt9/OnDlz4i4czpgxg3/84x/8/e9/Z9iwYXz77bdMnTqVrKxIlc7+xmrxePzxx7n//vvJzMxkypQpXHrppcycORO73c7UqVOZMWMG9913Hx06dGDx4sU88MADlJVUMmH8Gcz/5SdeeeUVHrjvUXr36crqNau44447yMnJ4fTTT+fbb7/lxhtv5IYbbuCJJ55g69atPPDAA+zatYsXX3wxeg66rqOpOpquIwgRj8M/mn3NAd2tqqurefrpp1m0aBHBYDB6Y9B1Ha/XS01NDevXJ/Z6aKU5giQjGi1gUxE1HcFgatbVstxbxefrfuDynpdTVhEiGNLIzbSwunIF22w76ZnRlbCm8t3OWVx30Whm/1LBvBXFhFWNvp1TOf34HD7f+il/Sbt4v89LU0OEq0sTjofdlWhBP5LFgWQykTx4EP1e7EK4rg5d1VAcdmS7HblJdpMppzPGNp0J7IltKCEnZWLrOQpBPPReG7qqUrviuxgRLooapnrh56Se/GdE+cBWi0JhFXTidvLxl2ynZt6He58RNT99gCmvO3K7ntGtqXYnqXYnHZIjomCzHyRRQNhHBy1RUUAQUVWNJYUCHU+5mdCc/6DWVQMgO9KQx17F6mKdgWk6osGAMSMDf3H8DEpzTg6icf+viaiYENfN5K5TRrO+MoPZa2qQJYHxfV3kSRWYKjYgdOtFqKaGoi+/qr8UOsGKWL+Xoi+/xt6lc+T9HOWY2/bENfycSHl5vegpGi2kn3ULsjOSxm6zKAzpmcnspfED4LEDcg/a96KVox/Jsu9yGcnSsi50+4um61S7A9R6GwP59IwsLr/qBp5/+nFOOulkxoxuXJGdN28ea9eu5YsvvqBz50inwgcffJDVq1fz2muv8cwzz0SzVq6+4CzsJh0QePbp1+jfrx/XX389AO3bt6egoIC33noLgB07djBjxgymT59Ot26RbO/LLruMDRs28NprrzFmzBh27tyJxWIhJyeH9PR0Lr74Yjp06ED79u0xmUzY6zNXG0pEXnrpJSZPnsz5558PQF5eHg8++CD/93//x+7du5utHrdy5GmNIQ89giigKzpBUwBNUUESMOzVCb6m2sfsrzdy8undqXMHCAbCpKTb2L29ih1bKunWO/Jwt3H5fIafch5b1y6lYMUCwqEg2e270G/keJbPncnx51zRonOrLo8fXwB4aquizQBkRSG3Yw8uuOkRgj4vqqpittgwWawxpYyGVAuWdi6826tj5pJsBpL6ZyPKhyGG1HW2rF0at5mErmks+u5TTjzvqmbXfH8Jh7WIb3GcGLKqrIh5M95rtn3l/G/J7tCFjj2Oi25zOG04nJCRnQS6jrCXVYgoCPv0AJNlEUGIvN+SEo3jz72BX75+i7qaSIxmtbsYfPJFFBdrpGZqKAaJ5DQrRbtr4s6XlGptUYdLo1Fm84YyBo5oR8AfYuOaYkCgS89MjEaJbQXl5HdNx+cNsnBuY7ZeXW1sbL9w7lbadUzZZ+OCowVrh/a0u+xSdvzvXfT6RjWiyUSnv92Aqd6mRbbbSB0+hMLPZsSdI33cWKQWxOq/JUdyAbIp4XCYzz//nHHjxmEymTCZTIwYMYLp06dz8803EwqF+Pjjj7n33nsZP348ADfddBO6rsdtbgUwZswYzjjjDAAmT57M999/z0033RQVwIYNG8amTRHLIUmSuPfee7nwwgujr7/00ku58sorqaioiIprTfnf//7HKaecwkUXXQTAVVddxYoVK6JZ5fsTqyXijjvuYPTo0UCkA/mYMWP48ssvmTRpEm+88Qb/+te/GDNmDBCxM9m2bQdv/u8NJow/g8LC3SiKQnpaBgbZwcknjycjI4Ps7IiV0SuvvMKJJ57ItddeC0RiQV3Xue6669i8eTP5+floaqT7cW11Y7MYs0XB7jQjH0QzjmONA/qFeuyxx/jyyy8ZOXIkW7duxWw2065dO5YuXUptbe0xaQB9pAlW7KHim9fwbVsF6CipOaSe/GeMbToj1nf53FK+m+6GkTz60nrCTTocHT84hyqXH7fLg91oJduRyVOLpzK47QBuHtAfUZDYXLOJF1Z9SltXG4wtEZsEAWN2Pr5t8VczjBntoYlwpnp9aH4verAOdB3VoyMoSowQJ9uTyTj7NnzbVlK7dCa6qmLrNRpbt6HIjlivAC3ojzSJKNmOrqkYMzsgWpzRJhHR42o6VbV+qusC6Dq4bAaSHCbk+oBDC/rw71ib8G0Gdm1AD3ihhUJcVa2fLXtqog0yxg+J9X4L+b3ULoi/kgJQu+AzDJkdUfbyy0i0IqDY7WSdMoHNz70Qdzxz4gRki5lqd4B3v9uK2Shx4cjbSDWFQRDY4xZ5++sibGYPPTplYLVayD3vHGpWrmo+mSCQfeqEuK3TEyEazSQNPo09r99B17Rcunfoi6CphBcvIuSpwX7lvxBECV3TUP2Ju5upPl/c8pSjEcniwDX0DOx9xhKqKkFQDMiOVGRbUrTc2WSQOe/ELixcW4x3r1bxXdsm0S6Oh0orvz8UlxNXv75UL1/RbMzVry+K6/BkgaqqFtOdt4Hxp57Jzz/9wP333cOXX34Z3V5QUIDdbo8GdhDJghgwYADz5s1D13X0cJDkJBd2S0NujE5BwWaGDR6Iroaj3/1+/fpFhbh16yJNepoGohApB3E4In8DF110Ed999x2jR4+mW7duDB8+nIkTJ0ZLO/Zm3bp1rFq1io8/bmxO0yDsbNmypVWIOwppjSEPPTUVpcz76n22r1+Brus4U9IZeeqFZLfvgsEYiUdKitx075PNJ/9bFlO61613FpltHNS5/djsJlKz8/jqrWdp370f4866DFGSKCvcwQ/T/ovF5kRuQUyg6zqZeR3YvDp+Q7LU7LyYRahAQCPgV/B4zGiaTliTEWSBptWwstVAxvhO+HbXUr20EC2sYe+Sir1bGoozNgsqFFKpqw1QUlRLOKiSmePEZjdg2svmQa/vIOqpC6JpOlabAbvDiFQv6qnhELs2J44hS3ZtJRjwt1iIq3MHKC2qZfHP21HDOv0G59KmbRKO+vcRDodYOf+7hK9fPvdrstp2wmKLjSEEQYjp+N6AwSgzaES7Zv5hDQwY1g6rzYjfF2LBnB0EgypDxl6FxaIDOn6/xM9ziwmHttOxSxZWm5FhYzqwdnnzLqoAI47Px2Dc/++LrEgMGt6Ol/85l6QUCx06RxZcFv20jeoqL1ffMgpZFgn4dYLBxN17gwEV7RiJIRW7nczxJ5MyZAj+khIEScKYnoYhKSm6GC0qClmnnELZj3OjnsoNWNrm4eje9Uic+n5xpBYg92bOnDmUl5czceLE6LaJEycye/Zsvv76azp27EgoFKJPnz4xr7v55puBSEnn3jR06gYw1z/n5uU1ZsaaTCYqKiJlx926dcPpdPLKK6+wdetWduzYERXU1ASdqAsKCmLOFyIxVcPrfi1W2xdNS1ddLld04XTz5s0EAgFuueWWaGMPXQc1HCYYChII+DnxhAl8PXMGl/zpXNq2bV8fp02ICnHxznvQoEHRsfz8fAKBMFUVsSKszxsiFNJISbMetqYhRxsHJMT99NNP3HDDDVx99dW8/vrrLFq0iKeffhqPx8PFF1/M5s2bD/V5/q4JVZVQ9L97UT2NK0qh8t0UvfsPsv/0GKbsfMJaGIeQzhMfL2lm5/X9wkLy87qgtok84A/LG8Cn62Yyb9cC5u1aELPveT0nYTXs/4+eKMlYOg2gZvFX6EFf7KAg4hg4EdEQeRAL1tYSqiyidtE0fFuXg65hzOmKc8i5ABiblAHK9mTsvcdi6TQAdB3RbG+WEaT6PXjWzaN85n+alFcKuIafjXPQqdES1kBIZfXmcqa+tyzaqMJikrnunD4M6JaBxaQgyAqSIxUK4zdDkOwpILVMhKus9fOvd5eysklAs3hdCT07pHDbxceR7DQTCgTQ6hK3lFfrqggH/M2EuH2R1L8v9m5dca+P9dlx9u2Do2sXAEQxIv5s2lXNg+82X6ns3yUt+iNnbduWDlddwbbX32xcjTMayb/hOkyZmft9Xg0oKW3ImHwn5V+9RGjp5wDISVlkXfxgNENMsdtJHjSQ4q/ilz2njR6FZDw8ZsuHA9FoRjSaUZISX6+sFCtTbxrNpz9uZuGaYkwGmYkj2jOiT3ZUuG3l941is5F//V/Y/Py/Y8S4BtPiw1WeoeuQyFrphpvv5oarLuKxxx5rsn/8nXVdjzyEa2G0oA/TXqUUggBaOISuqVEhTmmS1dow7zvvvIPVGhucNwR87dq1Y9asWSxatIiff/6ZH3/8kVdffZXHHnssbqdKTdP485//HHes1Vj56KQ1hjy01FaVM/0/T+KubvSZqqkoZcabT3PGn+8gp2PkId1sUfjwjSXNfNbWryoiPctObr2PWG5+DxSDkS1rlrBlzZKYfU845wrMtv1fOBIEgax2nTFZ7fg97mbj/UdOQKmPIX3eIFUVHn7+YQsFa0vQNJ3sXCejTuqMnq3jcDVZ0LUZsXdNw9LOha7pSCYFYa8FzGAgTMHaEqa/vwJNbXzPA4e3ZdRJnbHWN7FQ1UjXz4//twxPfWmjYpA4aVJ3evTNwmQ2IIoSjqTEvydWRxJSC32G69x+vvpkDRtWNzZF2LyhlKwcB+ddPhCH00wo4MdbW5VwDo+7JlrGu7+0yXPRsWsaWzbEeg23aesiv1skA0sUBQxGmd07qvn8w+afW3auK7pgnJxq5YwL+jLj41WEQ5FYXZJFJpzZg9T0lt/TXCkWLrpqMJ9/sJLFP28HwJlk5uKrBpOUEnl+MZsVuvXOorSo+bkB9OiXjcl09FdUNCCZTEiZJkyZGQn3MWVm0PvJxyn88isq5v2MICtknnwiaWNGY0ywUHU0cKQWIPdm2rRpANGM/aa8//77PPDAAy2eM96iRKLqlkWLFnHFFVcwZswYjjvuOE477TR8Ph/XXXfdPo+xt6AcL6bam2is1oJzV1UVURSjcz799NNRi4hwWKWyzFN/fANGo4lXX/4fa9etZsnShSxbvoh33307ak0S77wa3ocsy6iqRm11/GSMcEglHNb+MELcAb3L2tpa+vXrB0DHjh1ZsybSJtlqtXL55Zfz448/HrIT/CPg3bYyRoSLomtU/fguqt+DJEj8sqI8nqc+AF//VEgoEPk40yzJ3D/2JjJtjUGD3Wjjb0P/TFtXmxadmyBKiBY7mefegSGz0bNFdmWQcfZtiCYrkilyo9W81ZR99gS+LUujwllg9wbKpj+BVlcR9w9TMtsjXVfj/HCFq0oo//qVvTzOdKp//phAUWOgXlLh4aHXF8Z0i/X6w0x5eyl7yiLpxKJixDVkUsL36Rp2ZrMsu19jzZbyGBEuun1rBau2RLaLBjNSduKVKjG7a6QkuQUYkpPpcvstdL37TpKO60/SoAF0v+9uOv/thqjnmcNqZNKoxB47k0Z2xFTfJUm22Ug/4Xi6vPQyuc+9TN4Lr9D1xRdJGTII6QBMNUWDCUv+cbS57Ana/Pmf5Fw1lexLH8bUpnP04VxUFLInnYZkbb5SZsrMxNmrR4uPe7QjigLZqTauPL0XU28azRPXj2DSyA6kOA9PU4pWjk6Mqal0vvUm+r3wLL2nPE6/F56l8603/WrnsINB2EfTsfSMTG659VY+/vhjliyJPHR36dIFt9tNQUGjfYCuRzzg8vPzIw/ycX7Pu+Z3YOXa9eihxt/ihvgAoFOnTgCUlZXRtm3b6H/Tpk2LBslvvfUWs2bNYvjw4dx+++188cUXDB06lK+++qr+vcS+kU6dOrFt27aY+YqLi3nyySfxePZdEtPKkaE1hjy0lO7eFiPCNWX+1x/gre+Cun1zecJmB8t+2UmoPsPI7krhzKvvIjm9sWO60WRh3NmXkZHXscXnZ7bamXDR9WTm5Ue32ZzJnHTBXzBZbJitkUXVOneAj95cyobVxVHz/8JdNXz43yVUVXrR1OYZTpJJQbYYmolwANVVPqa9uzxGhANY/POOmIyw6kofb7+8MCrCAYSCKl9+vJqi3ZFrJ0oSPYeMTfgejxt7avR97C8lhe4YEa6Bot21rF9ZhK7rKAYjmW3z47w6QkZuh6iQub/YHCZOP68PF145iM49MujULZ3Jlw1g8v8NiGbiGYwyg0e2TzjHkNHtMVsiCzFGk0L3Pln85bYxXHXzSK68aSTX3j6GXsflYGphcziIWLy075TK5TcM5+pbR3H1raO4/MbhtMtPRa7PUBQlkT4DcrDG6Y5rd5ro1jsz7nfiWMeUmUHbSy+mzz+fpPcTj9LmzNMxph69Ihw0LkC6+vWN2X64FyCbUlFRwZw5czjrrLOYPn16zH9nn302y5cvj5yrorB69eqY106ePJk33njjoM/h9ddfZ/DgwTz33HP86U9/Yvjw4RQVRRrqJRLUunXrxrJly2K2NT2/X4vV9kXTeSorK9mxYwc9evSgQ4cOyLJMYWFhNKZq17YdCxf/wgcfvYMoinz7/Uw+++ITevXsw2X/dxXvvP0e5557bjRO69KlS7PzbogvO3bsiK7p0XLUeIQC4YRjvzcOKCMuKSkJtzuyCtGuXTsqKiqorq7G5XKRkZFBSUliP4hWYtE1LZI9lgB/4SZUnxtNNlJSmbiUr7LGT8N3WhIl8lPa8Y9xt1Ab9KBpKjajlWSTK5p10KJzlM0EKvZg7TqEpBHn1Jec1uArLMDe72QA1FAIT8EiNG/ztvd6OEjt4i+QnZehOFyN23W9PsVaR7HbEZp05tTCIWoWfZHwnKp/noaxTWc02cQX87bF7dgE8OF3Bdx8QX/MJgUlpQ3JJ1xG5fdvxmbYjTw3UmLbAjy+EF/+nLjJwYx52xjQNQObxYT9uAn418xGDwdj9hEUI47jxmM0tTzzy5icjHFQMkl9+4AgxPVS69MpjX6d01heELvqOapvGzrmNK5AhVWVrSVenv9oBdsKI59ft3ZJXHtOX/Iy5AMyzhQEAdmRguxIHCCYMjPo89QT7PrwYyp+WYCoyKSfcDzZE085rKLEkcagSK3i2+8YTdPQNEAgWhq/N4rN9puZE0PkPFx2I5W1zTMnFFnkvMnn8cP33zFv3jyysrIYMWIE3bp145ZbbuHee+8lJSWFt99+m4KCAu6///64JU8Al04+kwv/cjNPTn2G8y+8iNWrV/P2229Hxzt16sTYsWO5//77ue++++jUqRMzZ87k5ZdfjmbkVVZW8sILL2AymejatStbt25l/fr1XHrppQBY6stY1qxZQ35+PldeeSV/+9vfeP7555k4cSLFxcXcfffd5OTktGbEHaW0xpCHlp2b1iQcK92znVDABzYH1ZWJvZjcbj+CEImLBEEgNTOHM668Hb+nDlUNY7LYsNhdSPvZQb0psmKlstJLeodJ9BlpRtNUfD7Ytj3I4BGNvkg7tlTEzZLQNJ15323mtMm9Y7LiAEI1Neiahmy3x9ho6LrO8oU7G/tj7cVP322mfadULFYDq5buSfhQ+OM3G8ls48BsMeBISuX4c65g9rQ30LTGUrI+w06kTbvOcV+fiHBIZfE+Ysglv+ygR7822OxGuvQdyupffiAYiK1KESWJ/iPHNytL3R9sDhP5DhPt8lMTetNl5bro3ieLdSuLYrZ37JoW0wRAUzXKy+r48uPV7NlRHXltjpNTz+1FepbjgDNb7E4TdmfixWBXsoXLbxjG/NlbWFNfGtt7QA5DRnfAlfTblDseCSRFQUpu3g35aKZhATJUXYPq9SJZLCgu528WB33++eeEw2GuvPLKZo2ArrnmGj799FM+/PBDLr74Yp555hmSk5Pp1KkTH3/8MQUFBTz++OOUlZUlmH3/yMrK4rvvvmPJkiVkZmaycOHCqIdbMNj4fKhrWtSa56qrruIvf/kL//nPfzjhhBP46aef+Oabb0hPj2Su/mqstg8efPBBHnroIex2O0888QRpaWmMHz8es9nM+eefzzPPPIPNZqN///4sXLiQl195jgvP/7/o+b708nNYLVb69OnHrsI6Fi9ezIABAwD485//zF//+ldefPFFJkyYwPbt23nooYcYO3YsHTt2JBxWEQQhoQAptXrE7ZuhQ4fy0ksv0bVrV/Ly8nA6nXz66adcdtllzJ49m6SD7ET4R0OyJf5Bla1OBAQkUaR7RyeL1jZfPQPolOti7yxUl9mJy3zwKb/hmnIqZ74ad0xMycPoSkMPBgjsShwM+vdsQA81BliB8goqfllA8Tez0MMqqaNGknHCOEzpkQcnXQ0Rrkn8oxd2V6CHgwR0A9sK45vEAuwoduMPqZhNCpLJiqPf8Vi7DCZUbxBtMBqRzNYWZ6Vpmr7PLpjhsIbWYEBtS8Vx7v34fnydYFGk5b0xqyPmsVeg2w5OcBLjdNlpINlh4qYL+7OrxM13i3YiiSInDs4jO82Gy9Yo/hWVe7nj+XkxvoPrt1dxx/M/8czNY8hM2be/w4EiCALm7Cw6/uUq2l58IQigOJ0t8qT7oxOsqsZfVETlkqXINhvJgwZgSE5G/o08N1ppRNN1QiGNylo/vkAYSRJIshuxmJSEgtxvhSAIOG3GZgsWJoNERrIFWRZ5+OGHOe2004CIqfDrr7/OE088wfXXX08wGKRnz5688cYb9O3bF13TEOL4aXbt1JEXn3yIp//zP959/wM6derENddcw1NPPRXdZ+rUqUydOpX77ruPmpoa8vLyeOSRR6Klpddffz2hUIiHH36YsrIy0tLSuOCCC7j66qsBGDJkCH369OH8889nypQpTJgwgalTp/Lyyy/z0ksv4XK5GDduHLfeeuvhupytHCStMeShxeZMHENGsrQiwnluOycrFsVvGJTVxokoxP4+WGxOLLaDjyFrawJ8+m4cH1rA6TQxeJQNXdPZtil+Vh/Aru2VMb52gYpKqhYvoeirr9ECAVKGDSFz/MmYMiKlfZqqN/Mfaoq7xo8a1lDDGkW7EseQFaUeQiEVM2AwmsnvNZA27bsSCoXqY0gDRpMFo7ll91xdJ1rGGQ81rEUfUi0OJ6f+6Sbmz/yQ4h2RapCUzFyGjj8Hq+vgBJl9maLb7EYmnNmTQSPbs3zhTnRNp++gPFLTrdia2GlUV/n473PzoxmVAEW7a/jvc/O5+tZRpKQdPrElKcXKyaf3YOQJkWxri834hzJ6P1hq/G5K6spYWrgKo2xkYJs+JJtdLbIw2l9+6wXIpkybNo1hw4bF7cadl5fHCSecwOeff87s2bORJIn7778ft9tN165deeWVV+jQocNBC3E33ngj5eXlXHPNNQDk5+fz6KOPctttt7F69Wo6dOiAFgoRqqxC9XlBlBjWrx9T/p+9sw6Tqzr/+OfauK5r3D0hxEgIBA1BAwSKu0NpKW0pDuWHW4sXKVq8UNwtWAziTmw36zo+c+X3x+zOZrIzSXaTjc7nedqH3HPnnDOy9577nvf9fu+5h0cfe4yHH36YESNGcN555/H++3HTjq2t1bbEKaecwp///GcaGxsZN24cL7zwQkLn7rrrrsPr9fLwww9TXV1NYWEhV155JafOOJOAP8q0qcfS3NzEiy89y/0PVuF2uzniiCMS664jjjiCBx54gMcff5zHHnuMrKwsjj76aK666qr4vEURm10h4I+2m5cgCNvssrw3IBjpwpFboLy8nDPPPJOioiJeeuklnnvuOe6++27cbjfNzc1cfvnlKWuw9xYOOeQQAL744osd0l+4fCUb//3XlG1Zh52Lc8QhSCYr66obuO6fP+ILJltYiwL8/bIxDOyei9xBjYqtoakxaj58kuDCr1K2m/J7kn3y9ZgdTmr+908CS1KLQ5rye1Jw6g3IDg+RujqW3P5/BNesRbRYEAQBLRTClJPN0Dv/jiUvD0PXaPjudRpnvpmyP8eQA8k56hI0Qeapdxbx8Y9rU543bkhBIiMOINDYgNZUTWDp9wiGjnXABGRvQcrFjBbyoYXipa2SxY5ka9t1NAyD92eu4al3FrZ7HcD5xw7m2Em9E9lk/lAUNdCMGvQjCPGSXMXuxG7dtS5HkajKE28v4PPZG1K2n3ZEf2Yc2h9pL0zx39OJ1NWz/N7722kF9rroAnIPnpwJxu1AwuEwa9asSTh3pjwnolJW429Xsem0KeR6rLuF3oWuG2i6jqYbCIKAJAqdDhLqagy1oRJD3STLThBRsooQFPNu7wK8te90R9/nM7SRWUPu2N9Wzcb1vP7ILSmzC0YffAwjJh2BxWqntqqBF56Y085hEuDU80bQs18uirLjtVk//d9CfvpmXco2t9fK2ZeOwZPt5OP/LmLWzLUpz/NkWTnn8gm4PFaiDQ0sv+d+mpcsRTSbESQJLRhEdrkYdu+dWFu0bWfNXMPH/01tsNCrfy4nnTkKs0Xm609W8N1nqfWDS3t6OfW8/RNlmE2NIZobQyz+dSNqTGfA0AKyc+14U2xYhoJRQsF4wM5iVRKadK0s+qWct19KXRFzwJTeHHRk/8R9IxIKEgr4CAf96LqO1e7Aandh2YoQflejaTpffbScH75anbJ99AHdOfzYwZng2G5IY6iJx2e/xC8VyUkUJw+extR+ByPr0lbXPRl2HFokQqisfDM5priZhTkvb4clKfz888+cddZZfPHFFx02szJa1pC6biAgIEpbdmHeEpqq01AfJLpJGaogCGTl2DCZ5X1mDdmpb7W4uJgPP/yQtWvXAnDuueeSk5PDvHnzGDZsWErR5AzpEe1eco66lNqPnkz6A7QPnoStz35IpniE2mZW+Nu5Y3j+gyUsWxsXby3ItnHm1IHkup07PAgHoMZiGFsyGwg2YWgqoiTjGj01bSDOPfZYZIcHgObFSxE9WRTdfD5hsx0MsOgRAp99TPUXX1E64yQEScI57GCafn4/KZMOAFHCM2E6omJGBI6Z2JNPf16Xsjx1xqH9EkG4YGM9jV+/TGTx14n24LyPMPUdg3DYBdi88VR7Q9eI1myg9sMniWyM192bC3uTM/USTHndEKT4BWLckEL+991qKjfbdc3PsnHAsKKkkk6H1QTWHGD3KrkMhlUW/5b++/11RQ3HHdgb2x4kersvYGga1Z9/0S4IB/DbU0/jGjoYeRPnpgxdi6bp1DSGUmp4+oIxvE7zbhGIE0UBUZTYEX/NoqygZBViaCp6LBK/LsqmxPUxQ4Z0ZNaQOxarzcHhp1zCZ288hb6J+173AcMZMOoALNZ4sMZkUTj57P346sPlrF0dzz5zeSxMPrwfOfmeLgnCGYZBc1P7rIdWAv5IIoA4Ykxp2kDc2Ek9E2WKgTVr0RHpfsOt6DYXugEmYjR//QUb3/0fPc89B9Fkot+gfL7+eAXhUPLmtSDAlKn9E/plw/Yr4YcvV6csTz3oiP5tQbiGIN9/tZo537cFFef9tJ7uvbM59tTheLNsifdcW+3nw7cWsm51fH2VV+hk2klDKSxxJ3TOuvXMIq/Q2c5wwOE0s9/47kn3DLO1NesuvZj/riASVtM6sAKsW11PJBxDduw55lv7CrPLF7QLwgG8sfgDRhUNodjWcbO2DJ3D0DSitXXtgnAAWjCIEVNpV/a2CxBEAVncMdlqkizizbahqTqxWNwoQjGJSJK4T60hO/2ttuq3tHLMMcckyloydAxDE6mbX0b2MX9Fa9qIEYug5PSgecUatHDbk11lbZh7XpzDkeN7cOLBfdF1g0Z/hNc+X8HE4UVdkrmkmC3IPUbAmvmp24sGILWUdZpySsg+8kKaBSchcy66YWDX/Vgbf8PaaxgAWjhMc1Ut9hlnQCQIP38HmooxbCSmI44humopsWYfJq8H2Z1L0dl/p+b9R4lWxrU0lOxicqddiuxtW4zkZ9u58byxSa6pdovMZScNp3iTlPho1ZqkIFzi+MpZhPtPwOadBIDaWMPG569PLqWtWM3GF66n+IL7MWXHBYxzvVb+79ID+Hz2er6YvQHDMDhk/1IOHdOd3D1En0KRRbwuMxV1qUXNc9zWXV5Wl6E90aYmKj74MG17zTffYT/z9J04o30bTTcIR1PbzwOEIipm065fRO1oBElGkGREU2a3PEPHyKwhdyCSjbXrrBx+2t/w1ZcRCQfJKexJdZVKNNamqeZrVnn1mdmMGteNMQf2RNcMwuEYc35YR0V5E4cdMwglhVbY9iAIAr37ZrHk14qU7SXdPYkyJE+2jeNPG040ouFwWTB0A103qNzYxKARRXFNIV2n+bd1eM+5lJAusnZVHbGoRrdeWVinHIu8djExnw9zdjZur5Vzr5jAe2/Mp2xtIwDebBvTThqa5ObpybJwxsVjeevFefg3c00tLGmrhGioCyYF4VpZt7qOZQsrGTupJ6Io0NRSqrlpALC6wsfzj/7IRX+cRF5hvE+Xx8ppF4xh0S/lzP1xPZqmM2REMaMP6I4na89YQ8qyiNNtoaIsdXmvw2VOBB4z7D40hpp5f0X6TJ1PV37LWUNP3Ikz2rcxdB0tFErbrgYCSNa9b50lSfHAm8m8962Pt5UOvXNN0/j8888pLS1l0KBBAKxfv57777+f1atX079/f6688kp69OjRFXPda/GvWsXG/75H1SdfkHPgRESTiYbX/014YwWh8ip6XXwhKAqf/bSWRl+EVz9d3q6PT8PrmLJfKfk7WM9LFEUc/ccQWTMPRh1K0GpFNwwcmgHzPscz8STMLc6XhslKmWc/7ntlHrWN8R0yp03h0unj2U+yx39sgoBrzBhqPvyQho8/ahvo/fdwjt6fwjPPTNj7CaKEktsD8wk3E/bHNd0cDjOKx4646U6hIjGyfx4P/fEgmnzx3VWP00yWy5LYUQwHgwTnpQ9chOZ9QLDnMKx2O82/ftY+C48W04k5H5J1yNmIcnwnNddrY8Yh/ThyXA8MwG037RaZL9uKw2bipEP6ctvTP6dsP/bAXph28MI8ww5AN1D96R0hYw0NO3EyGQQhrsKUTudhX9rdy5AhHZk1ZNdQW+Xnx2/WMedHiSEjizBbsvnlw0pqKn2s+y3A9DNGYrYoLP5lI6FgjO+/bF9GWFfjZ/zkXilLLLeX7r1z6NEnm2H7lWCxKeiagSQJLJhbzvjJPXC4WjL2TDLZuQ7efumXhL6b2SJz2DEDUTYpbbSNm8T8X6uTyiHn/LCO7r2yOOLYkQgtpmSCIJCT72D66aMI+CPomoHdacLttSaZTkiSRLdeWVxw9UQC/ii6rmN3mnE6zUgtQSQ1pjH3p/Vp3+O8n9YxcEg+7iwbSxdUtsvCg7g0wLefreTYU4YnHjxdHivjJ/dm2H4lGAbYHEqnDDF2FSazzISDe7NicWqDlYlT+mC27LsP2bsruqETiKbXUGyK+BI61xl2A3Zgks3YsWNZvrx9HCHDrmGbr46BQIBzzjmHRYsW8Yc//IFBgwbR3NzMaaedRmNjI5MnT2bFihWccsopvP322xQXF3flvPcaDF2n5utvKT11BrZupdTPnoPa3Ezxcccimk2se/lV1GYfgtdLKJpe2DUa0xGM9hkZejSKoRtInXDmbEVyZ1F/8Mk8POvf+CJxzTSzbOaskScw1tUmqlxVH+KGJ39KEv33BWPc89Jc7rvqQPp392LIMtHqmuQgXOu5c2bjHL0/9oMOxAREYxpL1tRx/8vzaPTHdyntVoXLTxrGfgPyk8olJVEg12Ml15PGjVJTMSLpbzp6NAS6hh4NEV6bWvcNILRuEUY0BPImY0siXteeu1PRr9TLCZN7899v2ha1ogDnHjOY4rxdI6yaYctIVguuIYNpmp9aADtr3NidPKPdk4gaRRYlpB2USp8OURSwWWUCodSW69Z9eLcvQwbIrCG7kiULKhh/UC9Ke2SxfHEljfUh9hvfDbvDzMfvLCIUjGG2KETD7YNDraixFrfnzY+rOrquY9qOjF53lp3Jh/fjrZfmJfTpZFlk8hH9cHnb1mxNDUFeePynJNH/SFjl/TcW4smy0atfLoIo4g8ZKTXJ1v1Wz4qltew3oRsm4hpE5RsaeevFefia4purJnM8023Q8EIsm2j0CoKAy2Nt58raiqYbRNJc3wEiIbXFgEFj9fLqtOdtWNNAJKwmZYAIopBkfrCnkZvn4OCp/fnq4+VJu1GTDu1DflHHHV0zdD02k5Wh+QP4fv3slO3jSkehdIHc0Z6GoesgCF2+mSpIErLTieprTtku23etFmSGrmOb/8qeeeYZ1q9fzyOPPMLkyZMBeP7556mrq+O2227j5JNPRtM0zjnnHB577DHuuOOOLpv03oSBQfaEcTT+Mp8Nr76eOF73w0/Ye/ag9yUXYegqJsHg4KFeflqUOr1/3MBs7ErbHTDa2Ehg7ToqP/gILRIhb8rBuIcMxpyTnfL1W6I22MCdMx9D26R2PaJG+Ne8Vyl2FzHI5kLTDT77eV1SEG5TXvl0GX85czSirtL0+adpx2r65CNy9h8FVi9V9UFu+ddPaJtovwVCMe55cS73//5A+nXbdmc1s8OBqfcYIuUrUrabeo3G7HAi6BqSI32/kt0L0t6ll+Z2mDnlsH4cPq47S9fUI0kCA3pk4XGYM9pwuymy3U6Pc85iwZ/+gqElB+CtxcU4erd3htqXqAnUMW/jIuZsnI/H7OKIvgdR4MzFYdq+xUxaq3VRJMdtJRz1o2nJ5+R6LEhSJiNud6MTPlUZtoPMGrLr6NYzi/L1jbz+7zmJY8sWVpKVY+e4U0ck9HN7D8xj3s+pjZn6DMhF3uQ6FfBHqKnyM2vmGiIhlcEjiujdPxe3N81m5xZoagjx8lM/J7meqqrOFx8sIyffgctta5lzVVIQblO+/HAZBcVuzBaJhfPK04716+wNDB1VjN0RN1Z48Ymf0DYZNxrReP+NhXiz7fTsu+2avWazTP8h+axaljrI1qt/DjZnvCLC5UkfVLM7TUh7mXGB1W5izMQeDBpeSNm6BgwDSnt4sTvMCR2+DLsXFtnMSYOPYlb5r8S05AB9ts3LkLz+u2hmuweaqhKNhIiEAgiCiNXhQpYVxC7KVhVEEVOWFy0UwlCTvw/Fm7XDjBoy7H5s8zf76aefcsEFFyRcIFqP2e12pk+fDsTTu0899VTuvffeHT/TvRRBEDB5PFR/8WW7tsCatfiWLcM1oA+CJNMrz0LvYjery5O1GBxWhRMmdqN1gy3a2Mhv/3qWupnfJ85pmr8Aa2kJg2++EXPuti8+dF3ny9++TwrCbcrri97n2okXIxomVpY1pu1nfWUz4YiGUzHQA/6056mBAJKho2o6H/6wJikItymvfbaca07fb5sDRYIg4hw8geC899H8yfMULQ7cow5FkhVAwT3ueIIr56TsxzPhBCRzxxeiuzt2qwm71URJnnNXTyXDNmItKWbYPXfy2zPP4VuyFNFkIu+Qgyk5cTrm7I4H3PcWKv013PTFfTSG23YWv1n3M6cMOYYj+x6E3dRx7R1FaTF8CQYT9u6bY1IkSvMcBMMqgVAMWRJxO0zIsogk7l0PXnsDwWA8Q7r1u83QtWTWkF2HN9uW0n2zvjbA8kWVHHhEPwCcLgvde2WxbjODJsUkccCUPggt5U/BQJSvP1nB3B/a9NDWrKzFk2XlrEvHd1i/bNmiyqQg3KZ89dFySrp7sdpMbFib3jiqpsqPGtOwWOWUZZ+thIIxaLncLvqlPCkIlzTux8vILxqDzb7tzvU9++bgybLRWJ9cXdH6+ZnN8WvJ/gf05NdZZSn7mHhInw6NuadgtiiYLQrZuZkqij2FfEcudx76F57/9U0WVi1DEiUmdhvDyYOPIseeRTjcXqJnX0BTYzTUVqKrbRmwkVAAq8OF3enpsmCcqChYi4vQQmFUvx9BklDcLgRFQdiDytUzdIxtDsSVlZUxZMiQxL8bGhpYtWoVkydPTtIzyM/Pp66ubsfOcq9GoPqrb9K2Vn/xFQVTj0C06eCWOWN6EUuWeflmThXRmM6oQdkcPDYX3RYlINlwA8ENZUlBuFZCG8qo/vIrSk6avs1/1FE9xprG1DuoABW+KiJqFLfZQo8CFwvSuCcVZNsxKRKy1Yxn7BiaFrZ36gHwjBqJxe0kFNP4rTy1+CvAukofkajWoYwtS1Y++Wf8ncbv3yK0ZCaGYWDtPw7vgTMwZ7W5A5lyS/BOPpWGb15j0zx7z4TpmPN7bvN4XU0oFo5rPAjgMNmxyBlXql2Fbug0hJrwR4NIgoTLbMdl6dqgpmQy4ejTm4F/+wtaKIwgCiguF6Jp71vkbyvhWJhX5r+TFIRr5bVF7zG2ZGSnAnGSJOHxeKiujmdD2Gy2tKUKZhkUhxTXjNNVYlFI/9iYYWdjGAbBYJDq6mo8Hs8epce0J5NZQ3YdyxZWpm1bMLecA6b0AeJZXWMn96JHnxwWzC0jElbp2TeHEWNKMSCRudtYH0wKwrXSWB/ip29+49BjBiFvY1aXYRhsXN+Ytr2+JoCm6oiiQGGJO+17ycq2IckioigycGhB2vN69svBbjOjqvoWx62tCqDG0hvspJxDjp0zLh7LD1+tZuG8clRVp+/AXA6eOiApAOXNtjF1+hA+/u+iJCft/SZ0p3uv3WeTTI9F0EI+MECy2BH3wk3mPQXDMIjW16P6/AiiiOx0YvJ6unRMWZTo5inmjxMuJBgLIwBOswOzvO+uIQ1DJ+hvSgrCtRLyN2OxObosEAfxYJyoKMgO+04pic2w69nmQJwkSaib/DDnzp2LYRiMGzcu6byGhgZstj3D7We3wDC26JSiRSKJ/55buYTnf32TQbn9OOH4/ZFFheWNi7ln9lyG5fXnwtGno2salR9/kra/qs++IO+wQzFnbVtZp0lU6JXVnYVVy1K2F7sKMMvxdPwjxvfg/e/XJMogNuW0wwfgsMWDZjljx1Dx9n+J1icLyktWC0XHHo1oMmHWNHoUuViyJvUOaUmeA7Op4xdDS3YhuUdeSGzSKWCAbLMjW5J/r5LViXv/adgHHkC4bBkYBpbSAUh2L5Jl1/+2DcOgwl/NqwveZVb5fARBYHzJKGYMOZoCZ96unt4+RygWYn7lUp6Z9xpNLQGg7p4Srhh7Dt3cRV1+I1WcThRnJpMRwBcNMqv817Ttv1QsosRd2Km+CwriwfrWYFyGPRuPx5P4TjN0PZk1ZNcRjaQPKKkxLXEP2ljWxLv/+ZWSHl5GT+iOYpIoX9/Ia8/OJr/IxYlnjgJgwdzU2VwAv84uY8LBvdNqqW2OIAgUd/eyZH5qWZXsPEeiVHPw8CK+/XQlWgqJk8lH9MfuiG82duudjTfbljB0aEWSRQ46vB+mFnOAghIPK5akvl5n5diRO2FElZVj54jjBnHAlN4YgNWmYLUmBy4sVoXho0vo3T+XDWsb0FSN0h5ZOFxmrLbdI8gRa6ik4dvX8C/5AQwde78xeA8+DSWrEEHIZHDvTLRwmOYlS1n16ONEa+ObENbSEvr+/kocvXp2eTaU3WTr1Abl3oiu6YQC6Y3QwqEAiqnrkx6ETBXFPsM2B+L69u3L3LlzmTRpEgCff/45giAk/t3KJ598Qr9+/XbsLPdiBFEk96DJ1P3wY8r2rLFjkB0OdHQWVcf1zZbUrGBJTbLW2fL6NRgYYBgYsfSCsroaI723X3tEUeTgHuN5f/nnaHr7xd6MIUcnLuD5WTZuOHcM978yj0BL6YBJFjn/2CH0LHYnXmPJy2XI//2d9a++Tt3M7zF0He9+o+hx9hlYC/IBkCWJaRN68vGP61IG9k49rH+n9cskkxnJlLvl9222YTLbMGUXdWqMrqQ6UMv1n91DINayCDVg5vrZLKxaxh2H/YU8++6z47ovsLaxnAd++FfSsXWNZdz85f3cc/jfyHNseyn45miRKIIkZvQhthEDAz1NGT1AVOt8bpogCBQWFpKXl0cslslx25NRlD3LmXBvILOG7DoGDitk9vdrU7b1HpCH2Rq/f6xbHX/IL1vbQNna5I3Q8g2Nif+ObSFTLFWQbGv0H5zP1x8vT6n/dvDUtgCbO8vC6ReN4c0X5hEMRIG4GdbkI/rSrVdW4jVuj5UzLxnHzC9WMX9OGZqq07NvDocdMzApM23oqCK+/2JVyjkfPLVfp0tEFZOMN3vL92STWSbLLJOVs/uJrMcaq9n4/PVogcbEscDynwitXUDx+feieDMbFDuT0MaNLLntDjZNnwxtKGPR9Tcx4uEHsBZ2/vvQo1EQBMSMBEMH2MIz8hbWlxkydIZtfrqbMWMGN910E4IgoOs67733HmPHjqV3794ARCIRXnzxRT788ENuvfXWLpvw3oijT2/svXoS+G1N0nHJZqP05OlIZjOGYZBrS5/F5jG7UCQZUZbJO3QK9T/PSnlezsQDkDuYPZNrz+aGyVfx8I/PJEq+rIqFc0eeQjd3m7OZWZEY2T+Pf15zEPXNETRdJ9ttxes0Y9ps59FaWECfSy+mx5mnxdPi7TbkzXbB87Ns3HjeWB54ZS6+YPzB12qWuXj6UEoL9s0MIE3T+Hz1zLYg3CY0RXz8uH4Oxww4DDGzo7lT8EcC/GfBOynbgrEQ8yoWcWTfgzrcb6S2lqaFi6n55ltku42Co6ZiKy1BcWUcyLaETbEyKLcvS2pWpmwfWTgk5fGOIElSJoiTIUMHyawhu46cPDvdemaxfrMKAlkWOfToAVhaNi09Wemz2OwOM6IUXzcMG1XCLz+lliQZOLSgwwL8Hq+Vsy4dxxvPz6W5Ma47pZgkDpk2gNIebetaSZLo1iubC/84CX9zBE3Tcbos2J2mdq6tniwbRx4/mEmH9QXDwGRWsNqUzc6xcvpFY3nrxbkE/PHAnqyIHHr0QIpKPR16D3sLhqETWPZjUhCuFT0SpHnuJ3gPPg1xLzMl213RQiE2vPpGUhCuFT0Sofqrr+l2yskdzoqL1NXhW7qc6i+/QjCZKDzqSGzdumHyuLf+4r0UTdN47bXXePvtt1m9ejWSJNGnTx9OOukkTjzxRARBQBBF6hqaOP7EGfzj/rsZOWJ4Uh9m647RQHz77be57rrrWL58edpz+vfvz5133pnQUO0M29vHtswzw/axzYG46dOns3HjRp5++mnC4TDDhw/n7rvvTrQfdNBBNDY2ctRRR3HyySd3yWT3VszZWQy8/jqqv/ySyo8+RYtEyBo7htKTp2NpKZ0RBIEpxaP4eFVqPbljeh6Aw4gvopx9euPo1xf/iuSHUcXtpujoaUgd3BlRJJlBuX2587C/0hzxoxs6LrOTLIu73QOpLInkem3keree5ixZzEiW9Cm+ZpPMyH65PHzNQTT6Ihg6eFxmslxm5H30QdgfCzJn44K07T+X/cqhvSZhN2fSzHcGES3Kmsb0ZTyLq1dweJ8DOxQYjdTUsOiGWwhXtmng1M78gYKpR9DttN+huPbNIPS24DDZOGfkDK7/4p52TmDjSkeRY8tK88oMXY0aCKCFwwiSvE8/DOyrZNaQXYfDZeHEM0ex6JdyZs1cSzgUo0//XA48ol9SRlbv/nl888mKVM/8jBrbLeGamp1rp1e/HH5bkaz5a7bITD6iHyZzxzK0RUmkuJuX86+aSMAfQdMM7A4TDpcZWU5ey4migNtjxb0Npa+yIm3xPEmS6N4riwv/MCkxrsNpxuE0d6osdW9Aj4QILP85bXtw5Rzc445DdHh23qT2YbRQGP/q1WnbfUuWokdjSNZt/71GautYcvv/EVy7NnGs/sefyJ54AL0uPA+Tx7MdM+48oWCUgD9KOBTDYlWwO0w7rVQ7Fotx+eWXs2DBAq644gomTpyIpml899133HXXXXz55Zf885//RJIkbI7UG96K2Yq0g6pTjjrqqHbZ4Bm2jK7rGLoOAkjS3lMl1KF3csUVV3DxxRfj8/nIykp+oLn00kvp06cPEyZM2KET3Fcw52RTcuJ08g89BMMwkB0OJHNbkErXVKzrl3PhkON4evH/MDZZSU0qHskATcaIRcDqwJSVxYC/XkvdTz9T+eHH6NEoORMnUHDkEVjy8zs1P0EQyLZ5yd5CVl5XIEkiuR4buZ5MYAni4qp2Jf1n4TDZkMR9c4G5K5BFiRybl/Lm1MLRpe6iDgXh9FiMje99mBSEa6Xyo0/IO2RKJhC3FUrchdxz+N/475KPWVi9DIfJzrEDDmN4/iBcloyj285GC4cJbihj3Uuv4F+5CnN2FiUzTsI9bCgmdyYgty+RWUN2HU63hXEH9mLIqGIM3cBiVdoFzMrX1beYCCxOkvzoMyCXnHwHsRaHUYfLwnG/G8HKpdX8/O0aohGVfoPzGTupJ94OOqZuPken29Lp13cGQRRweazbrGm3tyNIMuIWjKREiz3j0LgTEUwK5pychDbc5liKixCUbX9UN3Sdmm++SQrCtVI383sKjjx8lwTimhpDvPf6fH5b3hbc790/h6NnDN+moPv28uSTTzJnzhzefPNNevXq1TaH3r0ZM2YMM2bM4JlnnuGiiy5CbAnymCw2RElGEARsDjcmq3WHBYAsFgsWy869Fu6pGLqOqsYINDcSi4YRRQmb043JsuO+j11Jh+vXFEVpt4ACOOuss9otoHRd56yzzmJtigtChvYIkoQpKwtzdnZSEA5AlGRM0QgDVizmvrEXc+mQ4zl3wFHcNe5iTtBdGHM/Q1DadhbM2dkUHjWVIXfcxrB77qTb6ad1OgiXYffBbrJxTP9D07ZP638oFiXjnrqzcFtcnDToqJRtoiAysdvoDvUXa2qm+osv07ZXf/lVh/rbF5FFiWJXAReO/h13HvpXbj7oaib3GIfHminr3RU0L13Ggmv/StOv89ECAYLrN7Divgcpe/1N1C2IImfYO8msIbsOQRRwuiy4PNaUWWuyIrNySTUzzh3N4ccOYvIR/Tjl3NF065nFzC9WIkltjwROl4VRY7tx1qXjOO+qAzjsmEFk5dgRxIyL356MqJhxj5mWtt099lgka2azb2ehOByUnjIjdaMgUDj1yA5pBMcam6j85PO07ZUffpzSEbQrCQWj7YJwAKuX1/L+6/MJBaNdOr6u67z44otMnz49KQjXyqBBgzjuuON48cUX0XU9YW6zbOVqzr3oMiYfeiSnn3U2s2fPSXrdW2+9xdSpUxk2bBhTp07l+eefR9fbNOTeeecdpk2bxtChQ5k0aRJ33HEH0Wj8vb799tv0798/cW5lZSWXXnopI0eO5MADD+S9995r9x6efPJJjjjiCIYMGcKoUaO44IILWL9+/Tb3AfDVV18xffp0hg0bxmGHHcZDDz2UmNPuSiwWpaGmgmg4iKHraGoMX0Mt/qYGdK1jzte7I10aSjQMg1mzZhHILLZ3CI7BE2l86i2MJT/Q21uAIMnE6iuJ6iqFp9/S7uYpCMIuS0HO0HUMyO3NhG6j+WF98k3h0F4T6eEp2UWz2ncZmj+AY/sfxnsrPk9kqlpkM1ePP5+cThhn6FswAtA3cVHOsGXMshmznAlKdyVqoAnNV0+stgzJ6UXxFCC5shML2Uh9PasfezKl/k3F+x9SeNRUZPvuJ2aeYfcgs4bcsfTql8Nn7y1h5dJqPFlWFEVi5her0FSdk8/eD4ez/fWy1Ughw96DOb8HzlFH4Jv3SdJx+8AJWLoN2kWz2ndx9O1NtzNOY/0rr0JLIEc0mehz1eVYCjqWQGFgYGxpDRmNprwfdyUBf7RdEK6V1ctrCfijXVqiumbNGhobGxk1alTac8aPH8+bb77Jhg0bEpJLzz77LLfeeiv9+/fnueee4+KLL+bTTz8lPz+f1157jQceeICbbrqJYcOGsWTJEm6//Xaqqqr485//zLJly7jhhhu47777GDZsGKtXr+aaa67B6/Vy2WWXJY2tqioXXHABDoeDl156iWg02k4n9YUXXuCZZ57h7rvvpl+/fqxfv54bb7yRu+66i8cee2yb+vj222+5+uqrue6665gwYQLr16/n9ttvZ82aNTz88MM76NPuGLqmYagqejSKIEmIioIgy4k1pKZp+BrrUv5mI0E/NocbcQ/P4N3zc/r2IWRXDoWn30L1fx9EbYiXrglmG9mHXoSpoH2UP8Peidvi4ryRMzim3yH8uGEeoigyrmQUOfYsXOZM6d3OxmVxcuLgqRzaeyLlvirMkol8Rw5eixu5g2nTssNO1tgx1H77Xcr23MkH7ogpZ8iw3ajNdVT99wEiZcsSx0Sbi8Lf3YQpvweCIKD5A0Sqq9P24f/tN6zFu58zdYYMeyNuj5WzLxvPG8/PpaEubvikmCQOOW4Q3Xtn3Nb3FSSbi6zJv8M18jD8S78HXcM+cAKKOx/Jnskc39koTieFRx9FzqQDCJWVI8oKlqICFI8HydSxAJXsdJI9cQIV/3s/ZXveoVN2uoNqOLRll/nIVtq3l6amJgC83vTSSq1t9fX15ObmAnDllVdy1FHxipdbbrmFH374gVdeeYU//OEPPPbYY1x66aVMmxbPLi0tLcXv93Prrbfy+9//nrKyMgRBoLi4mKKiIoqKinjmmWdwONo/o/3444+sXLmSzz77jG7dugFw5513cvzxxyfO6datG3fffTcHH3wwAMXFxRx55JF8/PHH29zHE088wYwZMzj11FMTfd56662cffbZlJWVUVKycxM5dFUlUl2NFtzEfFCUsBYVIprNCIIQz4CLpc/Yi0XDKB38G9ndyATi9iAEScZS0p+ic/4PLdgMuopkcyM5vAh7QZ10hm3HZXHisjjpnd1jV08lA2BVrFgVKwXOvO3qR7JY6Pa7GTTMnYsWSHbGdQ0ZjK1b6Xb1vzvji/gJqxFEQcRldqJkrmldhqHrCOKWlSnUQAAtFEaQpXaZ1Xo0TP3XLycF4QD0YDMV/7mN4vPuRXHnbFVrSDRnsm0yZNhZCKJAQbGbc6+YQMAfRdN0bPbUpgkZ9m4kmxPJ5sRc0HNXTyUDIFutyFYr1haDvs4iKQpFRx9F7TffEmtqTmqz9+qFs1/f7eq/M2zNZdncQRfmdOialsgoFCQpscZpDbL5fL60r20N1m0qm7Dffvsl/luWZQYNGsTKlSupr6+nsrKSBx54ICmTTNd1IpEIZWVlTJo0iZEjR3LSSSdRUlLCAQccwCGHHMKQIUPajb1ixQrcbncigAYwcODAJA25KVOmMH/+fB5++GHWrFnDmjVrWLVqFfktklPb0seSJUtYsGABb775ZuJYaxXP6tWrOxSIMwwjkbWW9hxNw9ANEGhXXm3oOrHGxuQgHICuESrfiK1bKYKigADx/0udxbm1OewJ7BZPOnV1ddx111189913RCIR9t9/f/7yl78kbO2XLl3KHXfcwaJFi8jKyuKcc87hrLPOSrxe13UeeeQR3njjDXw+H/vvvz833XQTpaVtD61b62NPQnZmITsz7n8ZMuyNWAoKGH7/PWz833vU/zQbyWql8OijyBo3BtMWdvT2VCJqlHWNZTz/y5usrF+DWTZzWK9JTOs/Zaebw2wvqqbSEG4iEA1hkhRcZgcO8+5TehmurqFpwUIa5s7DUlhA3sGTMefmIm2yWEuYK7z4Mv4VKzFlZVFy0gl4Ro1MBOS0QBP+xTNTjqEHm1HrN6K4c5CdThz9++FfvqLdeYKiYO/evVPvozZYz+q6dSytWUmRs4DhhQPJtno7nIGaYe8gs4bsGA6XBYcrIxSeIcPeiCU/n2H33kXFBx9T+/33iIqJgiMPJ2fSAZizd37mq91honf/HFanKE/t3T8Hu2P7MpoMXUePxojU1aKHQiCIyC4nJo8HUVHo1q0bubm5zJ49m8MPPzxlH7NmzSI3N5eSkhIqKioAEiWqrWiahtlsTujAtZZ4bk5hYSEmk4kXXniBJUuWMHPmTGbOnMkll1zC8ccfz5133pl0viAIiT4Nw0DXNHRdQ5bluEso8NRTT/Hoo49ywgknMH78eM455xy++OILPvjgg3Z9bIq8SQBM13UuuOACTjjhhHbntWYBbg09FkMLh1EDAURZRnY6EWU5adPV0HX0WIxoXT1aKJTYzJXs9kRAztC0doHiTTpAi0QQFQVRlDBZrETDwRQnCiimzt3HVE0lokUJxcIokoxVsSKLUofM9XYUO3/EFFx++eWsW7eOp556ijfffBOLxcI555xDKBSioaGBc889l27duvHWW29x+eWXc9999/HWW28lXv/YY4/xyiuvcPvtt/Pqq68mfmytAoTb0keGDBky7A4Iooi1sJCe557DsPvvZsj/3UbB1CMwpxA43xtY11jGjV/ex8r6NQBE1Ajvr/ice2Y+TkOoaRfPbttpjvj5aOXX/Onjv/PnT+/g6o9u4b7vn6TKX7OrpwZAqHwjC679K6v++Sh1P/xI+Vv/5Zcr/0D9rNlom2gP+paviJsrzF+AFgoRKi9n5cOPsO7l/xDz+QEw1Cjo6UVyVV89AIrLSd8rLkPevBxDEOj7+ytRvJ4Ov48KXzXXf3YP9//wFB+u/Iqn5/2HP3x0G8tqV6NuYU4Z9l4ya8gMGTJkaMOSn0/3M09j2L13MfTOv1N07NG7JAgHYLWZOHrGcHr3z0k63uqaur36cHosRqisLB6EAzB01KYmQhsr0FUVSZI455xzePPNN1m9enW7169cuZJ33nmHM844Iyn4tmjRosR/R6NRFi1aRN++fcnOziYrK4sNGzbQvXv3xP8WL17MQw89BMA333zDI488wqBBg7jooot44YUXuOqqq/jwww/bjT9w4EB8Ph/Lly0jHPRTX72RBfNm4/f7CfqbUWNRnnjiCS6//HJuueUWTjnlFEaMGMHatWsTGW2tfaxcuTLR79q1a/H7/Yl/9+3blzVr1iTNubKyknvuuWebdFj1WIxQ+UYiVVVofj+xxkZCGzYQ8/sTAUOI6xCGNpShBQNg6BixGJGaGiI1NehqyxrNMMBoHzhsxYjFDUVEUcThzkqpA+f0pD6+NWJajI2+Kir9NTRFfNQGG9jQtJFQLIy+hTl1Fbt8+7ipqYni4mIuvvhi+vXrB8Bll13Gcccdx8qVK/nxxx9RFIXbbrsNWZbp3bt3YsF14oknEo1GefbZZ/nTn/7EQQcdBMCDDz7IpEmT+PTTTzn66KN5/fXXt9hHhgwZMuxuiCbTXht8a8UX8fPcL68nFhObsqZhAxt9VXit7l0ws45hGAazyn7lxfnJD+ZLalZy+9f/4LYp15Bl8+yayQGqP8DqJ/9FrLExucEwWPnQPxn12D+RCvKJ1jew+vGnUgrjVn/6OcXHHYPidCCYLIgWO3o49eJNyW0rcbCWljD8wXupnz2Hpl8XYCksJP/QKZjzctvp32iRKLGGBtRgAMlsQXG7koJ4/kiAx2e9SEO4CafZQZ49m+awj5pgPffOfIL7j7yRHPve/TeTIZnMGjJDhgwZ2iMqym6zhnR7rEw/YxQBf5RIKIbZqmB3mLY7CGdoGtG6OlKVLhqxKHo4guiQOe+881i4cCGnn346V155JRMnTgRg5syZ/OMf/2DcuHFceOGFSa+///778Xg89OjRg8cee4xoNMrpp5+OIAhceOGFPPjggxQVFXHggQeyfPlybrnlFg455BBMJhOKovDoo4/icDg45JBDaGpq4uuvv2bkyJHt5jl27FiGDx/On//yF66+/GIkSeLBfz6GKIpoaozG2koKCgr4/vvvmTJlCqIo8u677/Lpp5+Sk5OT3Mef/8zNN9+MJEncfvvtiJtIkFx44YVcffXVPPLII0ybNo3Kykquv/56SkpKtpoRZ+g60bp6DLW9nl+0phbZakUwmdBVjUhNbcrvQwsEMLJUkCUQRQRZxkjj4LupbImsKHhzi4hGQkRCQSRZxmJ3IklS0vtrnWe8JFYHQYgbQGwSrNN1nbpgIzFdRRREFElG13ViukqVv5ZSdyGitHNz1HZ5IM7tdnP//fcn/l1fX8+///1vCgoK6NOnD//85z8ZM2ZMUnrluHHjePLJJ6mtrWXjxo0EAgHGjx+faHe5XAwaNIjZs2dz9NFHM2fOnC320fpDzpAhQ4YMO4+wGmF1/bq07b9ULGZwXr8unUPM50MPR0CMu0xvTdcsFfWhRl5f1N4qHqA6UEu5r3KXBuJiPh9N8xekbDM0Df+qVVgK8lGDAcItZRmp8K1Yha2kBNmRhWfiyTR89TKmgePR80oQA82oi2ciOXNQnG33VEEQsOTlUTTtKAqOOLydVkgr0cZGNr7zPza+/2HC9c09cgR9LrsES158kdgc8VPhr+bysWeDAWXNFWTZPORYvby15CMq/NWZQNw+RmYNmSFDhgy7P1bb9gfeNsfQDbRgKG27GvAjO+yIosjDDz/MO++8w2uvvcaDDz6IYRj07duXP/3pT5x00knt9MauvPJK7rvvPsrKyhg2bBjPPfccnhZ5jvPOOw+z2cyLL77IXXfeRXZODiefdDJX/f4qACZMmMAdd9zBs88+y4MPPojFYmHy5Mn89a9/bTdHURR5/PHHuPnGG/njX67HbDJx5mmnUllZBcS17+74+23cdfe9nHjiidjtdoYPH86tt97KLbfcwsaNGykqKuLJJ5/k73//O+eddx4Wi4WLL76Y8vLyxDhHHnkkDz74IE8++SRPPPEEHo+HKVOm8Kc//Wnrn7OmoW6SXbdZK2oohMlkAkNHj4TT9qMFg0hmM4IkYcrKJlJdjWS3I5lNGLqO6g+AICCaknUDJVnGKjux2OIbs6m04XRVJdbcTKyhMZFtJ1qsWPLzEgYlmqERVsPkW7NQdNDDUQRZApuJ+mgzES2KIu1cM5NdHojblBtvvJHXX38dk8nE448/js1mo7KyMrHL2UpeXlwQvaKigsrKuHtoYWFhu3Na27bWR2YRlSFDhgw7H1EQMUsmIlpqVySP2dllY2uRCMF161jz7PP4li5DdjooPHoa+Ycf2uFd5KgWozGcRu8CWFO/nqH5A7Z3yp3G2ErJptZS0rG1IGSrlpwgSdiGTMbXazD/W/0tK+oXkWV1c+zxl9EjqzuSw5Py9emCcFosRsUHH9K8ejX5116GZrMg6xD+5meW33MfA2+4DpPHg2ZoXD7mLJ6Z91pSya9FNnPF2HPiwsAZ9lkya8gMGTJk2IcQ4usRQ0udWbX5mub4449PchJNRUlJCcuXLwfgtNNOS3veaaedxoyTT6GpMUw0oiKIApGQjizpSLLI9OnTmT59esrXbt7mcbu56W9/Tjrn5BPb5tmnVy9ee+21dv20OqBC3JRi000pgLPPPjvp31OnTmXq1Klp31O6eeqxGOkMEwDQNi3pTG+uQEsGmyAISHYb1pLiePDM548H57KzkCyWtGvFdOYMhmGg+v1owSDm3Jx4xh2gBoOEKiqwFhUhyjIGUGDNRquuJRbd5LlDEMkuyEPdBUvILs2/EwSBoqKieJR0Gzj77LN56623OProo7n88stZvHgx4XC43evNLSmLkUiEUMsDRKpzIi26N1vrI0OGDBky7HxcZgeH9J6Ysk1AYFTx0C4bO7D6Nxb85Xp8S+POn6rPz4b/vMaKBx4m2tDYob4UUcYqpxeN3V433e1FttmwFBWmbXf0jwcZZKcT1+BBKc8RZBlHrzaHvbWhWv7y9YN8te5nyn2VLKxezh0/Pc2n634iGEu/Q52KWEMDMa+TDSeO5f8q3uOGJc9xw4oX+Xa0A++ZJxOti2vOWWUL7y3/vJ3uXliN8PjsFzPZcHsZmTVkhgwZMmRIhyBJKO708iWys+s2c9WYRk2Vn2gkHgQ0dAO/L0J9bQBN66jWmLBFvTNZ2blZWu0QRURz+jWuZLMC8e9DsqczKBOQrdbEvwxVJVS+EbW5uaWMOESkqopYYyOG1jG9X0NVMTQd2eEgWldPpLKScGUV6Drm7OyWQCJICBiNzRjRzTb/DZ1YZTUWYed/zp3OiItGo7z11lvMmjWL5uZmvF4vo0eP5vjjj0/Y5YqiyJdffrnNffbp0weAO+64g/nz5/PSSy9hsVgSgrmttC58bDZbYqxoNJpk0xuJRLC2fOFb6yNDhgz7FqFYmKaIjwpfNYqkkG/Pxmtx75Gui1E1ij8aRBJF3BbXThkzFAvR1KLNZZHNZFk9eK3uDjsOKZLCMf0PZUnNStY2bEgcFxC4dMxZZHWRPly0qYnfnno6YXW/Kc0LFxGursbUASMBj8XFkX0P4r9LP27XZlOs9PSWpnjVzsPk9dL7kotYfPNtOPr2wd6thJgvQOMvv5I9YXzCjVe22ym56FxW3nR7sqOVIFBy2QWozvg9tTHczJNzXkbV2+9Cv7n4Qw7otj82xdquLR2arrOkAF5a3lbeq+oqX26YRVV2PZd6jsMBxHSVhVXLUvYRiAapDzVS5Mrf5nEz7Doya8gMGTLsqegxDTUQI9YQQhAFFI8Fya4gyh2XttjVaLEYqs+HIIgobheC2PUaWbquo+sauqqCICBJMqIkpc14SocgCMguJ2owiB5O3gA05eSkzazaXnRNp6kxdQlmLKahxjSkDmiNiZKEzeHG31TfvlEQULYQBNsZiJKEOTeHUFk5otmEaDJj6Hq81NRqRWj5nAVRxJTlJRwJt9N/M2VnJTLidK1FSy6FOUKsqQnZ5WrnWrs1BEkkWrupM288S06PxTC3ZK0LuoHmT2NMYejo0Wg77eKuplO/0ObmZs466yyWLVtGUVERubm5rFmzhvfff5+XX36ZV155Bec2RqHr6+v58ccfOeKIIxL6G6Io0qdPH6qrqykoKKC6ujrpNa3/zs/PR235oqurq+nWrVvSOf379wfYah8ZMmTYd2iO+PloxVe8vfSjhEmAWTZz9bjzGJI/ALO8cy/CnUU3dKr9tfxv+efM3bgAq2zhqH5T2L94GF6rp8vGbQo3887ST/hw5VeJz89ldnLtxEvondUdWezYzTPb5uW6SZdT3lzJLxWL8Fhc7Fc8jCyrG8sWssy2Bz0UIrBmbdr2pvkLcPXfdm06WZKZ2vcgqvw1/LBhbuK42+zkugOvINvm3Z7p7hAc/fsx+qmHCCz9iUjFcqQeXnqcfjOSOw+l5X7dEGriodX/5Ywbfw9L16AtXoGYm435gNG8XzuHabGBOHDRHPazoWljynEMDFbXr20XEIs2NqLHYgiihMnjTioZCVgE3l77Vcr+FtetIjA8fm5May8UvCn+6NadvzLsejJryAwZMuypaKEYzYurqf12LbTIIQiySN7hfXD0yUI07TkbuuGqKja+/yF13/+AqJgomHoEOZMO6FKHVV3TCAV8BHyNCWMoQRRxZ+WhmM0IHdzQFWUZS0E+RiyGGgggiBKSwx4P7HVC83db0A0SmXCpCIdUzJZtz64SBAGzzY6qxggH/LSWdgqihDs7D2k3SBIQTSYs3UuJhkOEI2FERcLiLUSSlUTAU1dVIrV1mHNy0GMqWjiMIInIdjtqIBAPzskyaFq7wOmmaKEQ0iaGDfG+tXjgrsWEISloaxhxbbgU6JFIwn8s/sySvv60o5l4O4JOfbP3338/lZWVvPTSS4wePTpxfM6cOVx11VU8/PDD3HDDDdvUV21tLX/84x95+umnmTRpEgCxWIwlS5YwZcoUcnJyePXVV9E0LREd/emnn+jZsyfZ2dk4nU4cDgc///xzYhHV3NzMkiVLOOOMMwDYf//9t9hHhgwZ9h2W16zmrSXJFuIRNcK93z/J/UfeSLGrYBfNrGNU+mq47vO7CMXiu3INNPH03P/ww4a5XD3uPDxdkE1mGAazyufzwYrkLJXmiI/bv36IB468iTxHx/WSvFY3XqubIfn9d9RUt4wobdGxqTPlDB6rmwtGn8bJQ46myl+D3WQnx+Yly+rp8C5vV6D7a6l46Xr0UJvgrn/BF+RMuwx50AGIJgtBNcSy2lXcULuKnt5Siifn44sFWbTwX2iGzsDiQXT3lGCw5bILfRPXVTUQxLd8OWufe57g+g3ILhcl048j96CDElmHYSO2xXLWjYFaeub2xKZYsZtsBKLBlOcVu9KX32bYfcisITNkyLCnEqkJUPv1mqRjhqpT9eEKzGeNwJznSPPK3YtwZRXzr/0ranNb9vva556n5ruZDPzbXyBtieH2EY2GCTQ3JB0zdJ3Guiqy8oqRlY5n5ImyDLKMZN32TPztQQAEUUirSyuKHV/zSZKMw+3F5nCjqTEEUex0pmBXoOkajbVV6Jvo8YWDfuzuLKx2B6IogW6gh4KEQ0FEU0vmnKoRrqwEw0BUFCSLZUtqc3E2OcHQdbRIhGhtLXokAmK8HFlxuxIBQAPS6gQC6NEI2KwIW3Fr3Tz4tzPoVP7pF198wdVXX520gAIYPXo0V111FZ9++uk299WvXz8OPPBA/v73vzN79mxWrFjBX//6V5qbmznnnHM48cQT8fv9XH/99axatYq3336bf//731x88cVAXNfjjDPO4L777uOLL75g2bJl/OEPf6CgoIDDDz8cYKt97I1oIR+Rit+o/ew5aj54nOCaBaj+hq2/MEOGvZjmiI83Fr+fsk03dL5e82Miy2t3JhyL8Nqi9xJBuE1ZUr2Ccl9Vl4zbEG7mrcUfpmyLajEWVC7tknF3NIrbRe7kA1M3iiKe4cM61a/DZKPYVcCooqH0z+lFts273QsoLRxAba7bruu3FvJT+9FTSUG4Vmo/fAIt0AiALMoIxOe7pmEDMzfMYX7lErSW8gGnOf6AYZZM9PCUpBxLFER6eONthmHQ8MsvLLn17wTXx0uP1eZm1v77RdY8/Swxnw8Ak2ze4ufkscWDyl6rm98NPS7lOaOLh+PdSaXZGbaPzBpy9ycSClBbsYHvP3ydL958lnXLF7R7eM6QYV9Di6jU/7QhbXvD3I3oakf1wXY+eixG+f/eSwrCtRJYtRr/qtVdMq6maQSaG1M3GgaR0J6R1S5KAnZ7+uoZi61zWmOiKCErCmarDZPZgiTL272GNDQdXVXRVbXTzze6rhNoakgKwrUSaKpHb80kExL/hx6Novp9aMFAW+Zjy0aWIAhbDJpK1rZqGC0cJlxeHg/CAegasYZ6IlXV8dJmWk0c0n9OrQG7uCFE6mQB0dJWYrsz6dSIgUCA0tLUmjelpaU0NjZ2qL8HHniA+++/nz/84Q/4fD5Gjx7Nyy+/TFFREQBPP/00d9xxByeccAK5ubn8+c9/5oQTTki8/qqrrkJVVW644QbC4TD7778/zzzzDEqLuGF2dvZW+9ib0ILNNPzwNs0/t+nt+H79HHPpQPJP+COyMyNonSEZLRol1tBIpK4OQRAwZWdjyvJ2mb7CrkLVNGqCKTQYWihrrkAzNGRh937fgViQOeXz07bPXDeLwXnbXlq5rei6Rn2oMW37+ubytG27E5LZTOmpM2heupTwxoq2BkGg71WXJzTTWjEMHdVXjxEJIcgKos2FZO5abSg9FiFWV45/6U/oGggYmPNKsPYajpzGlTRtXyE/4fWLUzcaOpGNq1C8BbhMDkYWDWHexoXtTjNJCt088XuyVXJwxuBTuPenf7ZzvD2x/7GYiAfsovX1rH3muZTD1s78npJTTkJxOnFZnIwuGsbsFL9pp9lBviMXAEmUGF86CrNs4j8L3qU+1IhVtnB438kc1fdgHOau2cHPsGPJrCF3byKhAAt/+pKfPn07cWzp3O/IKezG0Wf/Hoc7s4bMkExMU2kMN1EXagQDsm0ePBYXirSLReZ3MIaqozalN2iJNYYxNB3krtdZ2x5iPh91P/yYtr368y/pnsa4abswjETwJBVqLIphGLtFBtiWEAQBu8NMJKwSiyWXM7o8ViQpef6GYaBrBrphIBDPmBM7oCHXGQxdR4/FUP0tG7AG8Yw0u63Dz3aGrhEJp65EAIhGwsiKCUGSkJ1OVF/7AC8ISJaW4JsoomRnoW2saKfVLHs80BKw01U1riWXAi0UTJS6CpIU1wpMEVhGEBFbMt0EQUC2WREKCojU1mGoMRBEFJcLxevZJc+8nRqxV69efPXVVxxwwAHt2r766iu6d+/eof6cTie33HILt9xyS8r2YcOGpbTtbUWSJK699lquvfbatOdsrY+9iVh9RVIQrpXIhqX4l/6Ae/9pu/1FLsPOQw0EqPnue9Y+8xx6iyC1ZLXQ5/dX4h05Asmya0VCdyRmOZ7Js7h6Rcr2gbl9kcXdOwjXiizKxFKI5QOYpK7RuZMlmUJHHhX+6pTt/bJ7d8m4HUUL+dECjcTqNiJa7ciefGSHF2ET/TrFYWHAn68kuG4DTYuWo7idZI0egSknN3k3LuQnuHI29V++iBZoAgSsfUeTc/h5KJ6uc0ON1GxAbfTTvCZM89IVmDxu8g7pjr7yVxz9RyHZtj37y0ghiLspeqxFeN5k5byRMyhrqqA60Lb4kUSJaydeQpbFA0AoZPDSf8u55pg/MLt6Fmua1uC1eJhYNInFSyNU2aIUekD1NROtT59FE1j9G/Zu3bApFs4dOYOaQB1rG8sS7XaTjesPvJLsTTQPnWYHk7rtz/CcfqCpIMnYzXYUZeeXFGToHJk15O6Nr7E+KQjXSm3Fehb99BX7H3p8h4W0M+y9hGJh5m1cyBNzXiaixu8lJknh/P1+x9iSER0y7tndERURc76dWFNqoX5rkRNxNw/CtSLK6YOkgskEXfCcKAgCkqKgRlMHMxWzZbd4PtV0Hc3QiGkxREFEFmVkMblEVBDA7bWiqjrRiIogCpgtMpIkJp2n6zqRsEpzYzjhpmq2yLg9VmSl666jekzFUDUwDLRQGEGSEE0mtGAIbNYOBZ0MSGS1pWxvWWO2mjVokfBmzqQC5oJ8hBYzE8PQaW5uwFlYgBYIorfMT3I5iGkqxKJIioKh6xixaIoR42ihMJLFEh/Xm4UejaKHN/nbFESsRYVJmW6tzq4WiyX+ngQBQRQRd4JJSSo69cR5/vnnc80116BpGtOmTSMnJ4fa2lref/99Xn/9dW6++eYdPc8M24ih6zTN/SRte/PsD3EMOgDZsevFwzPsHgTXree3x59MOqaFwiy/+z5GPHQ/9h4deyjanbGbbJw69Dhu/OLedm1W2cLYkpG7YFYdx2V2cFDP8Xy0MrXA/eQeY7tkXI/FxWnDj+f+759q1+Y02emf06tLxu0Iqr+Bus/+TWDJzMQx0eKg4JS/YS7qgyBKGIZBYMXP1H7wOJIrB3tuN4xoBTX/fQ/J4aHonDtRXPH09dCa+dS898gmIxiEVs6msq6cwjNu7ZIMYzXQRKwhwJLb70MLtWmn1c+aQ/GJx2Ip7tuhQJxosaFkFxOrS52xaClp0+bLc+Rw65Q/sq6xnCXVK8hz5DC8YCBZVk/CVTga01i6tpGbH21iv4Gl9C3oR3ODysMfryEQVumZH9fN2ppQsmRrC3jm2LP424FXUB2oY11jObn2LEpchWTZkjX21JAPrbEafdlPRKrWILtyUIdMQvAUILsyel17Apk15O7N8l/SZ8os/PkrhoybgsOdWUNmiFPpr+Hhn55NOhbVYjw+6wVKXYX0ye6xaybWBYgmGe+4Uvwr69ppvguyiGtYAUIXZzrtCExuN/mHH8r6l/+Tsr1w6uGIXRBsFyUJh8tLY21luzZBFDFZdn3QVtU1GkKNNEfapDxEQSTfkYNFtiC2rEciEZWGuiCiJKIoEoaqE/BFEEWBnHwHckvQKRrVaKhLziaLhFXqagJk5zmQuyBwq2sahq4RrqoCvS1jTwsGkF0uRLMpbpqwjYiCiGyyoEZTB6BN5rbvTVQUrEVF6NEoWjCEIEvINhuCLCcceQ0D1GiEhrpqTGYLstOGYej4mxswdA17Uta1QDqDhU0dfkVFxlJQgKGq6JEoghwPPAqblfdquoaqawRiQSJqFEkUcZgcKIaMsgtMMTo14lFHHcXatWt54oknePXVV4F42qXJZOKyyy7jlFNO2aGTzLDtGLqGEUlfY69HQ1uMamfYt1CDQda//mbqRsNg4wcf0vviC/eqEtVu7iL+dMDF/Gvuf2gKx9OYS91FXDH2HHJte0bJjSIpHN3/UOZtXEhVIDlt+8g+B5Fr77qAxKDcfpw/6lReWfhOQqOum7uY348/r0vH3RYMXcP3y+dJQTgAPeyn4pVbKbnoIRRPHpq/noZv49ktWnMtoea2z1Dz1ROtXofiykH11VP/5Yspx4rVbyRWV941gbhgiLUvvp4UhGul/K3/kTvxAMwdSMaT7R5yjrqYipduaWcX7xx5GJLdk3Qs2+Yl2+ZlVNGQlP1ZzTJ2q0IgFGP24mpmb1b12q0gbnYh2Sy4hw2laUH7UlfRYsFWUpx0zGN147G66ZcmoGtoGmptGRWv3oERbftsfL98Ts5RF2Prtz/yZu8lw+5HZg25exNOoSXZSiwSzqwhMySIqlHeW/552vb/Lv2YK8eei2UvylhWvFaKThxM9ScrUX3RlmMW8qf2Q3HtGe9TkCTyphxM7czvCa5bn9SWc+AkrCWlW7Fk6jyyyYQrKxdfYz1GS5BIkhVcWbm73B3UMAyC0WBSEA7iGtKVvhpK3YWIkoKm6fhaSpR1TSeitX1aum4QjWjIsoSm6TQ3pg5eaZpOLKoiy11QwaLrcRdRvb0LqNrc3GFDMlGScHqyaKipaHf9N1vt7b43UZYRZRnZllrCRRAERElG11SikRDRSPJaV1FMifMkhx3Nn+qeJCBuVrGVMO1IU8llGAYxXaXSV53QPgbwRQJkW704TLbEhvPOotOjXXbZZZxxxhn8+uuvNDU14Xa7GT58OG73jnfqy7DtiLKCY/BEgivnILtzsfUdjSBKhDYsJVqxGlvf0YiWjI5Ohjh6JEqkoiJte2hDGXokulcF4qyKhdHFw+id1R1/JIAoSrjMDtyWjjtl7kpy7VncMuWPLKpezsx1s7ErVo7sezBFrvyEqH5HMQyDuuYwgVAMWRJx2U04bcmLBKfZzoE5Qxk6tpTmUDOKpOC2unCLqT8/VdMT/dmtXasXo/obaJqV2ozDiEUIb1iG4snDUGNovvRagZGK37D32Q8jFkFtqkl7Xrh8JdYeQzs936gaQxJFJDF551mPxPAtXZb2dc3LVmDv1adDY5kL+1B8/r3Uf/MqkfLlyA4v7gnTsfUYimTt2O8ly2XhlMP68ez/2uvO9S1xk+uJ746KskD306ezbONGorV1iXMEWabfVRchmju2ExxrrqX2k6eTgnBxDOo+eQZL6UDIBOL2CDJryN2XPkNGs3TOd9hdHroNHolkUqhZ8xtV61fRrd8QlN0gayXD7kFUi7GxuX12UysVvmqiWnSvCsRJioS9h5fS04ajhVUQQLIqyFsQ798dMedkM+jmG/AtXU71l18hmE0UHjUVW2kpJo+bcDh1AGlrqJqKbuggCEhC+/WNKEooZguenPy4yL8gIIoSUhp3UMMwMFrP6+KSeM3QaAg3pWwzMAjEQngkJZ7RpbYPcrUSjajY7Kb4ebEtnadh3Q65YUOPf87tPjfDQAum13TTgiHkDjrMyoqJrLwiAs2NRCNhREnC5nBhslg7/L2IkoTd5cXX0H59LckKUos+qyGISG4veiS6WYmqgJKXhy6IdGRkVdeoDzYkBeFaqQs1YFN2vhRTp56uzzrrLG6++WZ69+7NgQcmO88tW7aMa6+9lvfea69RlmHnYC4dSO6xV2HEIgSW/Ygei2LvPxbvxJNQcrshbnJDVDWVhnATtcF6VF0jz56D2+LEIu89N80M6ZEsFmw9uhOuTO2y6ejTJ57CvJchCmIi62dPJtvmZXKPcYwv2Q9RFLZL3y4QivHL8mqeemchDb74Tt+Q3tlccfIIinPbAjXhqioW/fUGovVtgaxKoHDaUZSeOgPFFQ/IGYZBVX2QT35ax6wllTisCicc1IcB3b14nF10s9M09HD6bI5ofUtppiQjWh0pXUQBTDklifMExYKRwp0W6LRGXE2gjrnlC5lbsZAcm5fD+0wm356DzdSyMBK2EqDaWnsKRMWMOb8H+cf9Hj0aQhAlJHvngh6SJDJlv1IM3eC1z1cQDKuIAowbWsQFxw5JfL9GNEz9Z4/S78pziNT68K1agzknC9eA3vh/fR+zW8ScU7yV0dowIkGiVWtTt2kxonXlbd9dht2WzBpy9yansJQDTz0fn0Xg64q5hLUII8YP5dDDjybfmYd5k0Ccrun4miM0NYaIRTW82TbsDhNmy94l0p8hNRbZTC9vN35rWJ+yvae3FPNe+jwhO83Izj37vZmzszFPnEDWmNEgitu16a4bOqFYhNpgHWpLJpZZNpFny0aRlESwSFNVGmor0dVY8lxsDhzurCT9ST0WI+bzofkDIAoobg+S1dKpeWqaxmuvvcbbb7/N6tWrkSSJPn36cNJJJ3HiiSfG52dAeXk5504/i7sevZdho4Yn9RHV4nMWiK+DNC113qBikhLniaKAridnkX38yfvcfe/tzJ2zIO18+/fvz5133sn06dPbtemxGFoohOr3I0gSituNoChtAbGWz3q/adO4+eqrOfaww7blI2rH22+/zXXXXcfy5csRBIG5837hrLPO4rNPP6U4P7/TGYyCIGC2WDE82QSaG1syIwVMFitOT1aiX8OA+vownpw8BE3FCIdAlhEtVvwBFZOgoZg6oHVn6ITU9GYrYTWCqSsyFLfANs9+zpw5CdvbWbNmMXv2bOrr22cUfPXVV2zYkN7aOUPXI4gygSU/EFw1J3EsUrYM2VtA4em3tB1ToyysWsY/fnqWcMsPUxJEZgw5hkN7T+x0Vk2GPQfJaqF0xsnU/zy7XbqxIMtxnYi9KBtub8W0BdHdbWXF+gbufnFO0rFFq+u47tGZ3P/7A8n12tAiEda/+kZSEK6Vig8+JO+wKYlA3MaaANf841sCobbF1pI1szhovxIuOHYIbkfyAjbW1IQWDiOIEorbhWjq+M1QFQVkdx5qU2ozCbkwbiYhO7y4xx1Hw1cvtztHNNswt5wnOTy49juSpp/eQbTYUbKK0CNBYnXlCIoZc3HHnWk3+qq46Yv7aY74Ese++O17zh05g4N6jseqWFCcThz9+uJfsTJlH+4hgzs8LsQXyg1amLARRTFk3Gqk0w9JboeZYw/szcQRxYTCKiZFwuM0YTW3/RYFSUZrrqXug/vjGdpZRWhNq6h9N14W7Bl3dAdH3UpJnJbejS3DriWzhtxz0EwK34ZW8e2ynxPHltf+RpbVw61Trmk7T9VYv6aBN56fS7jlOi8IMP7g3oyf3Au7Y88OUmTYOrIkc1S/KXy15od2WSaCIHDsgMMx7+QH2wwdpzPrrc2JajEqNzPyiqhRyn1VlLgK0SIRQv5mwiE/ismCbDKjtbikAkSCfqx2ZyIQp8dihMrKMTa5r0fClUg2O+a83HbPJrqmJRw4BUlK0g+LxWJcfvnlLFiwgCuuuIKJEyeiaRrfffcdd911F19++SX//Oc/AVDE9OtpqxS/pkmyiNNlprGhvXxIPMgUn5soCTicZpqbwnHHTkXEMODggw5lzJjxWCwdf77SYzFC5eVxx9AWVJ8PxZuFyeNOvHfJlj7jTbZ3rjKu9bvSBAMdA0HXO21yIEoSVrsTs8XWYvYQd5IVN82gFOKlvvX1YSRJRFas6DGDWCC+OW6xdex3uzVRhV0hurDNv4A33niDd999F6ElBfLWW29td07rF3T00R1dXGfYkURr1icF4VpRGyrx/foF3oknI0gSNYE67v3+icT3BqAZOv9Z+C49vCWMLEytD5Rh78JaXMSA6/7C6kcfJ9YUT8k25eTQ7w9XYc7rOlfIDLsPTf4Iz74XLzMc3CubvqUeojGNnxZVUt8cZtm6BnK9NlSfj9pvv0vbT93MH3D07EkoEuP5D5ckBeFa+XpuGcdN6p0IxGnhMP7ffqN+1hwUlyvu3CsI5B9yMOacnA69j6CiIE84DvWjf7Vrk1w5BJ0e3IAgSjiHTyHWUIX/1y9ovf1KDi8Fp/wN2R0fV5QU3GOOxlQ0GDUs0Lx8JUqRG+8h3ZDt5g7rwwWjIf497/WkIFwr//7lDUYUDo4H4lwuel9yEQv/en3CybiVouOOxZTVcV06XyTAnPL5vLLwXZrCzUiixMRuYzh16DGdzgyVJZE8b/q6CtHqxNJtMOH1i1GbapLKfAXZhJJT2qHxRKsTyZWD1pzCzl4QMeXtPcYyexuZNeSeQ1Wghm/X/dzueH2okXeXfco5I0/GJCk0NYZ55V+zkrJCDAN++HI1+YUuho7a9mzXDHsueY4c/jb5Sh79+XnqQ41A3Njp0jFnUeDI3bWTy7BT0HSN+mAjABbZhFUyoxsGATWMpmsEmxv4+r/Ps2Flm5xFad/BHHjMGajRcOLaHw74UExmMAyiDY1JQbjEWMEAesyTCMQZuo4ejaL6AyDLGLqBYOgoLidiS4njk08+yZw5c3jzzTfp1atNg7Z3796MGTOGGTNm8Mwzz3D++efhNqVOQpEECdMmVSdmq4JD1fH72jKsRFEgK8eO1GLYIQgCVrsJRRYQ0dHD8WoEr8eLIWQjddCowdB1ovX1SUG4VmIN9cgOe7zEV5IwpVk/y04XgtKJjEJdSyTtVPiq0JsEHCYbWVZvp00OBEFA2kKyhygKWKwK4VAMTdPbZSCaTB0riZVEEZOkJDIbN2dXVANu8yd3ww03cOKJJ2IYBmeffTY33XQTffoka9SIoojL5aJv3747fKIZtg1DV/H98lnadt/8L3GNOhzR7uGL32YmBeE25Y1FH9AnqydOc9fpyRmaihZsBgxEqxMxs2u2S5AsFrL23w/HA/cQa/bFd23cLsydeNjPsGcSjemEIio3nT+WpWvrWbCqFptF5sypA/EFoyxcVcOkEcVgtGhSpEFvWRz4gzF+XpRee/CHhRvpU+oBIFhWjh6JojY1U/fDT8gOO3kHTaZ5yTJcQwZ16HeoqzHmiBFGH3Im0e//myhTNZUOwjjoZJYHqigknsUm2z1kH3I23vHHozbXIpisyA4vkjMrSW8jFtJY/a//EFj9W+KYIMv0+8u1KDkldEQawxcNML9yaco2A4Ml1SspdMaD37bu3Rjx0P1sfP99mhYuRvF4KJl+PI4+vTu8m6kbOnPK5/P47DbjCU3X+Gbtj2z0VXLtxEvwWLbdhXVbkawOco66hIoXb0QLNLY1CCJ50/+E5OxYAFBx55I79SIqX7uTzfcu3eOORcq4ge+2ZNaQew7frm0fhGvlu3WzOHHQVLJtXpYuqEhbmvXtpyvo2TcbR1fJEBC/hjWFfRgYOEy2vbYEcnfHJCkMyevP/x36Z3yRAAYGTrODLKsnpeZXhr0PwzBQDZUiWw5CKILeHEQQRBwuJ1FR46s3nmHDqmRN2Q0rF/Ptey8x6ejTUKPxAE/rXd3QdFR/+w3LVtTm5oTGmR5T0QwIixbCIQ1RELHZzAiRGDICSCIvvvgi06dPTwrCtTJo0CCOO+44XnzxRc4952yMaDxIs2zhUp544DHK1pfRq3dPrv3TteSNcIIpfk17553/8vTTT1NeXk5RUREzTj6FM888E1mJa9298847/Otf/2L9+vW4nU4OnTiRq849F5Oi8L/PPufWhx5k2dKlIAhUVlZy66238tNPP+F0Orn22muT5qjrOv/61794++23KS8rw6QoDB80iD9feimlhYUAVNXWcs9ddzFr7lycTid/+tOfAOKOpSYTgijxw4IFPPqvp1i9ejX5+flMmzaNyy67DNM2ZESG1Ug7/Tx/NEhUi1HozNsuaZx0iKKIy2MhFtXa3Wu8WTbEDjoUy6JMji2LCl9Vu+w3p9mBLHatBmHKOW3riU6nkzFjxgDwwgsvMHjwYOydTG3M0IUY8WBc+vb4D1nVNcq2ILBaE6gjliZivCOINdXQPPcT/Au+xNA07APH4xl/PLInP3Pj3gUIoog5J2erGUhaLEasoSHuxiOKmDweTFlehC4WUM3QtYgiXDljBPe/PDehDwfwy/IaJo8s5tAx8UwjyW4na8xo6n+albKfnAnj2/4hCGnd9Vr/xmPNzWjBIMvuuhe9RRg4UgVrVv9G1pjRWEtLOhSIcyBSEarn2XATxx1/KQ5DBElmbtN6/jfvRW6bcEny+1bMqLqCLnoQBRkkS9L1R49GKXvjraQgHIChqqy4+16G//Nh7EUF2zw/3dAxtpD8vuk1V5RlrMVF9DzvXNRAEFFRkO2dU/VtCDXxysJ3U7atrFtDbaC+SwJxAKbsIorOvYvwhmWE1szHlF2Erf84ZFcOotTxkmpLt8EUnXMnDd++RrTqNyRnNp4DTsTSbSBSxohotyWzhtxz0FMIWadqq6pI/6DcUB9E17qu0Kcu2MCXv33P56tnEtGijC4axvTBUylw5CJ2QkMzw/YhCAJZNi9ZW8mu1jSNYHMjQX/8gd7mcGNzeZJ0wTLsgQgC+ZYs1IpqjE2130JBYnZzuyBcKxtWLkbfJOvNanMgCAKGAHGFtbQDAnEndd2A+vpIQodNA5qaNExmGY+is279OhobGxk1alTa3saPH8+bb75J2YYyhJZ161svv8ENN15Pv379eP7fz3PF5Vfw0fvvYXO6ee2113jggQe48cYbGTxkMEuWLOH/7vg/amqr+ctf/sKyZcu44YYbuPfeexnYrRsrFi3i+nvuweNyccGpp9IactRVFUMUueCCC3A4HLz00ktEo9F2GeMvvPACzzzzDHfecQfd7HY2VFTw93/8gweffpoHbrwRVdO48qabcLpc7fqQHA6sRUXMnDmTa677K9dddx0TJkxg/fr13H777axZs4aHH354C581qLpKXbAhZVtUixHT1C4JxAHIskR2noNYVCUSVpEkEYtNQZJERLHj8QKzbKLYVUhDqJGwGkUSRTwWN1bF0s5YZGfQqU9tzJgxzJo1C5PJxIgRI9i4cSO33XYb5eXlHHnkkVx++eU7ep4ZthFBknGOOJTg8tQPyo7Bk5BsLiRRon9OL+ZXLkl5XndPSZe5HKnNtVS8fAtqQ1sg0PfLZwSW/0zxOXehePM73KcWDhNrbCKwbh3oOrYe3VE8ng67wmRIjxoIUvfjj/z21DPokXiwRnY46PuHq3APHYJkzuxG767oukF9qxuqLOK0Kbjsbd+XzaLw5Zz1hKMaRx5QQr8eDiIxne/n1PLNL+UcMym+iyjbrHQ/8wya5i9ECyVrY2SNHYOlIP6367CZOGBoId/N35hyPhOGxnfwtHCY8rffSQThNqV+1hwKjz6qQ+9TEQSOLR7N/Uve4fY5zyeOCwhcNmIGjk3Gifn81P/8M2uffwm1uRkEAc/I4fS+5CIs+fH3EaproOarr1KOZagqTYuXdCgQZ1es9PSWsqYhtQbWoLz2mUCiomDybJ+TZFiN0BRuTtu+trGMPtk9OtW3HougR0IIspI2EKa4c1HcuTiHTOrUGJsimixYivuSd8IfMWJhBElBsu1Zjsf7Opk15O7NxO5j+Gx1agmCCSWjcJjif+fde2WxaF55yvPyC13Ictc81NQHG7nr28dY11SWOPbtup+ZXT6fuw7/K4XOTqwho1FiDY0E169Hj0ax9+yB4vZ0evMjQ3uikTDrVyzky7eeIxqJrx8Us4Up08+le/9hmMw737Eww7ajq2rCvVQQJcRN/r4lQUTzBTA0DdnpQrJYMDDQ/AGiofQBe4BoOIysKChmS8ItUxBFZKcDtSm1g+mmpmB+f6ydGQLEnUtVTaGppQ+vN32QuLWtvqGBbI8HgPPOOp0J+40A4PeXXcTPP8/i1dde55prr+Wxxx7jkksu4aDDDqY21MCAcUM44+Kzeey+f3LZlZdTVlaGIAgUFxSQY7WRs99+PPr3v2O3JV9PNH+AnxcvYuXKlXz22Wd069YNgDvvvJPjjz8+cV63bt24++67OejAAwlXVlGYl8ehEyfy+cyZAMz69VdWr1vHx++/T8+WjPLWPgRBQJRlnnjqKWbMmMGpp56a6PPWW2/l7LPPpqysjJKS9EZXhmEQ20KST1iNYO2k46ih6wn313Tuq7IsIssmrB3UhEuFKIhxExF7Drqhx8tjd0EArpVOBeLeeecdrrvuOs477zxGjBjBTTfdxNy5cznggAN44oknUBSFiy66aEfPNcM2Ys7vhbl0EJENyUE2yZmFa/RUhJZa7ondx/Du0k+JaNF2fZwy9BhsStcEsUJr5icF4VrRg800z/uErINOS8xxW1ADAWq++541Tz0dv0kAiCLdfncKBVOPQHFmHtJ2BMH161j1z8eSjql+P0vvuIuRDz+ArVvH9J4y7BxSuaEO7OHlqlNGUpLnbDknSlV9gOsuHsjn6z/n5bXLsCoWJk2YyNEHD+WnRRX07x7PTLMWFTL8wXup/upbYo0NIAi4Bg/CM3QIijseMLKaZc44aiDzV9XSHEi+vhwxrju53vi1xVA1Gn+dn3bujb8uwDN8eNr2zZEcXry+Rv404Bg2xvwsbFiHx2RnZHZvPIKCxdaWXdf46/zk37Nh0DjvVxbfdCtD/u92zNnZaKqKEUufGRyuay82vyVcFicX7Pc7bvryfjQ92dJ+co9xeK2eDvW3KboWQ4+EEGUF0ZR87VZEGUmU2o3ZSpa144E+XY2iNlTR+ON/CW9YhuzMwnPAiZgLeyPZuia7blMkiw0smYfkPZHMGnL3psiZx35Fw5i7MdnRz2myc+LgaQnx/d79cxP6PZtzyLQB2BxdIzeyun5tUhCulZAa5u0ln3DBfqd2yCBAC4epnzWHlQ//s017SRAoOu4YSqYfn7ivZdg+muqq+fg/jydlysciYT75z+OccsUt5BZnND53RwxdRw0EiNTUJrLdRLMZc14eoskUz2DTNLRIBEthAWpzM5G6urjMjdOBWd6y8Z/ZasPmdGOyWBNumUJLxY0WCLTTQ5PsDoSWgJ1uCITDWwgQhbREkM3nSx8QbA3W5eTmIrSMN37CRKx2J4IgYjJbGDxwIKt++436+noqKyt58MEHeejhhzb5nAyikSi/Lp/PuAnjGTlyJCefeirF+fmMGzWKyePGMXAzOQZdVVmxYgVutzsRhAMYOHAgFktbYGvKlCnMnz+ffzzyCL+tXs1vK1eyet068rKzAVi1di0up5PuPXum7WPJkiUsWLCAN998s23OLX+Lq1evpri4GHSjJdC6eaaZsMVqtc6UdBqGEXfFbWxEC4XiunYeL6LFvFNMAkVRRGTXZ0936p3++9//5oQTTuDaa6+lpqaGH374gWuuuYbzzz+fZ599ltdeey2ziOpCmsM+fNEAmq7hMNnxWt1JfyCy00v+CX8g9NuvNM35EEONYR90AM6hB6F42sT3c21Z3DLlj/zjx2epaHG6cZvjD4olrsIumbseDeNblF7sPbDsJ9xjj0HugNZPuKKC3x5/crOBdNa//B+c/fvhGT6ss9PN0IIaCLL+1TdSN+o6FR9/Qs/zzsk4rO6GrCprbOeGunRtA9c9+j33X30geV4bqqEx4+hi7p/9UELENBgL8c6K9+ibtYSTBs5IvFYQRRS7iZz9exNY+iOS3YNzQDcka3JGZFGOg/uvmsQ3v5Tx8+IqHFaF4w/sRa8STyIbT5Dj7k6JAPpmCCmyLGOaSiAWRBYkHJtpWKrNPgIr5xCc+Tq5OSVM6zkcPVSL/4OXqJMVis65B4BIfT3rXnixXd8A4coqghvKMGdnI5jMWIuLCJWnzuxzDByQ8viW6OEp4Z7D/8abiz5gSe0q3GYnxw88nKH5AzqlyWnoGmpjNU1zPya8bhGSIwvPuOMw5XdHssYDrW6Lk4mlo/kmhQC7VbFQ6i7q8LjRyt/Y+OLN0LJLqjZWUfnq3/EccBLuccfFA2UZMqQgs4bctQQDUYKBKJqmY7UqOF2WpAcvt8XFxaNPY3H1/ry/4nPCsQj7Fw/nkN4TybNnt53ntXL2ZeN5++VfqKmMP+RabQpHHDeYwtKuCV7pus6361JXfADM2TifU4ce06FAXLiqmhUPPJQspWAYbHznfzj790uWXMjQKdRYlHnffpRWrmLutx9wyEnno3RRJU6GzqPHYoRratlUl1WPRAiVl2MrLY0HxQwDk9dLuKIyIYFkALHGRkxOB936Dmb9yvblqaV9B2NRLJhkE8JmpaiiomAtLkb1B1D9fgRRQHZ7kDYJ1AgC8SrVdFXwQjzzKzc3l9mzZ3P44YdjGAaaoSNAIhNq1qxZ5ObmUlhUSPnK1fHXNvswqWDoMaK1DcQCQaweN3qLTvIlV1/G0P3aP1/mFuSBFC8nXbRgAV9//Ak/zp7F1bfeytGHHMLNV1+dOFeyWhEEIdHnpsibPE899dRTPProo5xwwgmMnzCBs888k88++oiPPvscwWRCcToxoN0z2KZ96LrOBRdcwAknnJB0jmEY5GTloPqj6BENQQTJbkLcxEhCEiXc5tRJLQJCp0wO9GiUUFl52+8lFiNcWYHscmPKzkqbHbe30amn5t9++42//e1vAHzzzTcYhsEhhxwCwNChQ3nooYd22AQztKEbOmVNFTw66/lEaVO21cuFo3/HoNy+WDZJC5WdWTiHT8HWdzQYBqLVgbBZxFoSJXpndeeWKX/EFw2g6xpOswOv1d11GhuCiLiF9FVBMSN0YGw9GqX83ffTtpe98RaOPn0y5QXbiR6JEN6YOhgBEFy7Dj0aywTidjOa/BGeey+1NkejP8LSNXXkeW3IisZHaz5K6SS0sn41wuBA4t+x5loq//N3YrVt5ZVNP71D1qFn4xx+SKI8MdrYROC/bzFoQxnD+vSDcIjwE28iXnYJRp/eCJKEbrXjGTuWhh9+SDlH9+j9E/+t6zrVgVo+WPEl8yuX4DDZObb/oQzM64u7Rd9MV0P4F3yJ+ZjLqLPZmNm4HrcplyEjDkKY/THhipWY80vRI1Ei1TUpxwTwLV+Bd8RwRLeT/DPOZO3dd7c7x9a7N+b8jpdAKZJCqbuIS8ecSVANIwkSbkvns3aj1evZ+ML1GLEWbb+qtYRWz8MzaQbuMUcjWeyYZTOnDjuOMl8lq+vXJV5rlS1cf+CVZFs7ZnKg+hup+eDxRBBuUxq/fwvHsIMygbgMacmsIXcdtdV+/vfar5StbQTA7jRz5PGDE9ltrXisbg7oPprhBQPRDA2HYm+n4yUIAvlFLs68ZByh1sCe3YTTae6wiPa2IgjCFqs1zJIJsQM6w4auU/Xp52kDRGWvv4l78GAUd9dn+e7NxKIRGqrTryEbqitQo9FMIG43w9B1Yo1NyKkiXS2ZciaPBwQBtdmXCKok4Q9w0PFn8/U7L7B+5aLE4dI+gzno6NMxGpsINTSieL0oHk8iAKPpGk2xAGEpjCXLhmFAUGsix8jCbEiILZlbNqtCINC+sgvAZlOQJIlzzjmHRx99lBNPPpHcknwC0SCiIOK2OClfW8Y777zDJZdcgoSA2pI5t7Sqgm5jRiAJMpLVzJLVq5gxfTrZ2dlkZWVRVlbGEcdPTYz1zedf8+M333PNjdfy5TdfsX7FWi677DIG9O7NORXTeebV//DM668nBeJEs4mBAwfi8/lYuXJlwqho7dq1+P3+xHlPPPEEl19+edIG1bPPPw+SiLWoiCEjR261j759+7JmzRq6d2/LPP355595/vnn+dsVfyYnK77JYgB6NIRkUxIZc6Ig4LY4MUvJGxwCAgXO3A7rw+maRqSmJuXvRW1uil9vM4G49LhcrsSX+91331FUVESPHj0AWL9+/RbrsDN0ntpAPTd9eT/BWJs2U12ogbu/e5y/H3otfbN7tnvNtpQIea1uvJ0oTeoMomLCtf9Ugitnp2x3738Ukn3b56LHYkSqq9O2R2rr0KNRyATitgvRYsbWrTRt8MLRuxeiede73urRMFqgCbWpGiQF2ZWN7PB2qNR5byKm6vy2MbXGBsCClbVMHlWKSowF1an1IgHmbPyVEUUD0dUYTT/9LykI10r9589j6zUSyWLHMAxqf/iByvc/iDfObys/XXzjLYz8x4NYCvLxxwSs047Hv2QJscbGpP68U49ijV9gZMu/y32V/O3ze4iorWYSNTzw49NM6jaGs0edjMvsQDc0TEdfwkPLP2TNJqVLgiBw1fAZ9AvHb/qiLCPZbGjBYMr3a23RuguoPmLdCij905+p/c9LhMo3IppMuA88kLzjjmVlrIrR5Kb93LaERbEkbZ50Bi3YTO1HT7YF4Tah8bvX45qgLYHRbJuXv0y8jNpgPWsby8iyuil1F5Ft9SKKHXto1sN+YrXtS8PiGEQ3rsKU1TVZ1Rn2fDJryF1DU0OQ5x/9gYC/7aE14Ivw1ovzOOPisfTq1/5atnnWcSocTjMO584JoAiCwCG9DuCrNak3bw7vfSBu87YHzQxNI1yR3uE7UlePrnadcdm+gmIyk1NYSm3F+pTtOQWlKKZdH4SLxTT8vghN9SEEEdweK06XGamL9A53ewwDLRpFThPb1kIhDLcbDAM1zXoKw0CJ6hx+6sWE/D4ioQCKbMIkSAi+YCIIHmtoiDvCtwRgQrFwwqUzpLatcSp81ZS4CzFJCmgaVotIOCy2c9W0WhVQo4DCeeedx4IFCzjrzLM4/YIzGTVmPwDmzZrLS/96kbHjxnHhhReCpiFlx+8/Dz38MLpVpLi0mP889zKRWJRTZ5yMIAicf8H5PPTQQ+Tl5zF6/P6sWfUbj97zT8YdOB7FZMJiMvPoo49itdqYMvkgmhrq+W7OHIYPGAAISJb4ZkJUNRg7dizDhw/nz3/+MzfffDOSJHH77bcnrcsKCwv5/vvvmTJlCqIo8u677/LZZ5+Rk5ODKMvb1MeFF17I1VdfzSOPPMK0adOorKzkb3/7GyWFxYkgXNJ3G4zFS1VbkEUZT0usIMviocCRi0kyIYtSx00WdT2lNnRi7FBon9Ed79TT6dixY3nkkUdYtWoVX3zxBeeeey4An3zyCQ8//DATJ07coZPMEGd2+fykIFwrBgb/Wfgu10y4CLtp9w84mfK6Yx9yIIFF3yYdN5cOwtZnv3bnRxsbUX0+DMNAdjiSXBRFiwXX4EH4li1POZazfz8kW8e17rRolFhjI5HaOjAMzDk5KFnehJDovoZss1F6ysk0zJnXrk2QJPKPOHyXpxFrQR/Nv35GwzevJTJ1BLONvOOvxtp9COI+uNMqCgLZbgu1jalveMX58UwsRZQxSaZNglzJ2Fs0x/RgM75fP087nn/pj2TllhKtb6D8jbdSnqNHIjQsXEhhQT6CAHe9t4Y//vFvsGwB0QW/IDkcWCYfyvwmiWhNhJFAMBrixV/fSjm/79bP4ugBh+IyO9BMZj6oXpgUhIN46v0/5r/OA4f8Nf5+vR4Kp02lLMUcRZMJ54D+8ddhcOvsh7loxHmUXvtnjEgMUZaIWGWeW/0h/XN7AEPSfh5djRYOENm4Mm17eMMyTNltZaceqwuP1dVpY4YEW1t07SM7mRk6R2YNuWtY/1t9UhBuUz5/fymnX+TC7tj975OFzjyO7HsQH6/8Oul4D28pk3uOa7exsCU5F1FRcA8bSsPc9msbAEef3omH5o6gaioN4WbqQw1oukaOLSueUdKJEq69AVkxMXLSESz/5YdElk0rgiAw8sCpyMqu3cwNh6Is+qWCT95djKbGgzqKSeLYU4bTd2AeJvM+uKHbKqCfRl9WbH0maslOS2e4LAgCZqsdk8lCaEMEI5T6OhRr9iFZLKi6lgjCbY6BQSAaxGR1gyAQq6nGm5NLVIVwREMUwGqVEdUIeigKDjsIcP3/3cS777zDR+9+yPNPPIdhGHTv1YNzLzuPc047G0mS0A2DkBGf2xkXnMVzjz5NZUUV/Qf1546H78JdEJd3Ov+88xFkgVdeeoV//eNJvNleph5/FGdccCYCAgdPOog77riDZ555hocffgir1cqBEydy7R//iCUrG7HFtCEa1bHaRJ588kn+/ve/c95552GxWLj44ospL28zwrnnnnu47bbbOPHEE7Hb7QwfPpxbb72VW265hY0bN1JUVLTVPo488kgefPBBnnzySZ544gk8Hg8HH3QwV559adqvX48lf6FSS8Waw2zv2nhDRwN7ezCduqpcf/31XHvttTzyyCOMHz+eiy++GIg7dBQVFXHNNdfs0ElmiFsHL6pekbZ9Tf0GwmpkjwjEyXYP2Yeeg3vUETT/8hmGpuIcfjCmvG7IjrYgm66qBNasZeXDjxDaEM/AMefn0+eKS+MBNrMZUZLIP+wQKt7/MOHk2YogSZSceEKHo+pqKET9rDmsfvTxRJ+iyUSviy8ge8J4ZNvu/xl3BdbSUvpfew2rH38StSWbwZTlpe8ffo85r3NZQTuSyMaVNHz1ctIxIxKk6vW7KLnoQUw56R2B9la8LjMzDunHY28taNcmiQLjhsQdP11mBwf3GMfHq75J2c+EkniA3DD0lNlXrWih+O9CjUWI1qe2OgcIrIvvijttJvp28/KnFxYxoHs2A0ceRyCq8+NHlfiCMR7508Hx82NB5lcuTdvfnPL59PSWEhAMvt4wJ+U5hmGwqG41xdndEGWZgiMPJ7BuHQ2z2s6X7DYGXv9XTC0CuDbFRrGzgAdnPYLL7KTYlU8wFmZdYzzQd/LQqSnH2tuRrE5Mhb2JVqxu3yiImAt67fxJZdhjyKwhdw1rV9elbavc2IyqpnmK3s1wmh2cNHgaB3Yfy+ervyMUC3Ngz3H09JaStYnhjW7obGiq4LGtyLlkjx/LhtffQAtsltEjinQ//XcdljaJqFEWVi3jnz89R0iNb4LJosxpw47noJ7jEq6z+xqurDymnf17vnjjGUKBePmfxe7kkBPPw52dt5VXdz3VlX4+fGth0rFYVOOtl+Zx0R8nUVC075l2CKKI7HZBQ6r1nIDscsWD2pKE7HIRq09tYKW4nHFTByNe7poOQ9cwDAPD0Ilp6U0Yoi0mg4IoIttsRCvKEc0WHBYLGDpaTRBNU7G2OIHquk4gGuSQow7jkKMOa9dfIBbEZrKiCQb2HBcf/vgpANOmH7PZeWHMigVBEDj7jLM5+sTj8EfbpFsEQaDAnoskSkyfPp3jjz+ehroQkXAMURQQFYmG5hgHTDicrz4/PJ61R9y19f77708a6+yzz0789+DBg3nttdfazbvVAXVb+gCYOnUqU6e2rVt1VSdaGyAdJxx7PCef1qYRPXbsWJYvT5340hEEUUSy2tBCqbMoZWvXmEXujnQqEJeVlcUzzzzT7vgrr7xCUVHHRZ8zbB1ZlCly5jO35d9uiwtZlKgPNcaFFu1elA7WaO9KZLsb2e7GXNIfMFLqwkVqalj0txvjpaWtx6qqWHzzbYx48D7sPeJ17pa8PIbeeTsr//EowbVx/SNrcRF9rrgUc0HHNZzCGytY+cBDScf0aJRV/3wMW2kpzv79Otzn3oBstZI9fizO/v2INTeDIKC4XZiysjqelryD0YLNNHy36U1qE/VWQ8c3/0uyppy5y+e5sxEEgfFDC1lV1sinP7eVhFhMEtedM4YcT/xmJ6o6R+SOZn7l0oRxSysn9JqCMxr/3CIomLsNIbJ+EamQe7YE7CQJS0E+4cqqlOc5+sadoyxmmTOOHMDCVbUsW9fAsnVti72TpvQl2912M44v4lLr+LQK7gqCkFLnrpWmSJteRrRqKfnje1N8zGGEyiuRnXYUh5ngwnexl16M6MrGabZz3qhTuPGLe2mO+GiuaXPdmtRtDNk2T9qxdgaSxY65qG/arDhLacfNJLZpXJuL3GmXsvGFGzCiydmW2Uecj2T3dMm4GfYOMmvIXUN2Xpt7oc1hQlEkmpvCGLqBy23pkLbarsZlduAyO+iT3QPd0FPqGtcG6rl5G+RczHl5DL3zDlb94xH8q1YnjvW+7GKsJcUdnltNoI57v38i6X6l6iov/Pom3d3FDC3omuvy7o5iMtO971BOueIWQkEfhgFWhxO709NheYQdTSSs8t3nm9xHW/8UjPj/Zn23lqNOHIos73qXxZ2NZLYgeTzEGptIrKsFEXN+XpIutGyzofkD6NHkzVrZ5YLW71cgLgsS8JMK2W5HEAQEBEySQkRLnTlnkVoMv0QRxeNGDQTQI2H0SNt6RHa5Eu6qrWOnM3VoNYoQENDSpfUBmtGWGRjVYsiiRIEjl5iuIgoioiDSFPGhSAqiJCKKIi6PhdoqFV03iEbagotmi4y0i39PgiggmmX0SOqgp2jumuoGQZIw5ebEzRo2y7Y0ZWUh7ENVFTs0cpNZQHUtk7qNo6y5gsN7T6I+1EhUi1HozGdB1VJ6unvgNG/ZInpnoQaCqH4fhm4g2+0orvRC5ELC8iYZQ9Oo/vzLpCBcAl2n7M236XPFpUgWC4Ik4ejdm8G33RwX2WwpYTV1QmdGi0Qpf+fdtO1lb/2Xfn/8PZJl+7Sd9lQEScKcm4M5N2dXTyUJQ4sRa6zG2mcMtoEHo0dUBFFEEGL4fnmPaM0GDE1FkNtuyrqmofp88Ru5a+cIMQfDMRr9ETbWBLCYJPKybGS5LMhdJGwN4HFaOPfoIZxwUB/WVfqwmWWKcx3xcVsWAWqzj403383Vl5/LhtIws32rcIgWDswahDB3KU0LPyfrvHMIGSaEsadC2S3thPrlwr7UCx68QNhkxzv9ZCoee6TdfGSXC0rb9CwLsu3ce9UkZi+p4seFFbjtCkdP6k1JrgOHLf59OUx2xhQP56eyX1K+x9HFcecqk6TQzV3M+qbylOcNyY0H0VVfPfVfvoTWXAuihGR3E45F0MPxncFo7XpkVzwrrpu7iLsP/xtvL/mIxTUrcJkdHDvgcIbmDej0NdfQdaL19WihEKKioLjdSJ3YAZRsLnKmXpxs1tCCZ9KMDultdhRTbjdKLrgf34KvCK9bjOzKxT12GrK3CNG0b14fM2wfmTVk19J3QB5rllZywLh8hPoq9FAIU0lfVm8IobgcWO27h/RGKBbGF/WjGwZW2bJVM5t05mJbknN5deH/+OOEC7GbbAiCgL17NwbdfAMxnw80HclhT5JB2VY0XeOz1d+l3TR6Y/H79Mwq3Wez4gRRxOHJwuHp+GfblcRiKg21Qfr0zWL8/rmYtBAgEBYtfPdjFbXVftSYlhSIMzSNmM+PINCWGdbFaOEwscZGQhWVCLKMJT8Pk9fbViLaBYiyhMnrRXG54s9kgohoUhCkuOs9tGgtVlVh8mYl9OIEUUCy29EjUWINjYj5eWCA4nbF9Xk3C3gJJhOCKGEYBqJu4DU7qQy2z+IVBRHrJqYBcXfVIrRQCNXnh5bgnKgoCckcURRxmuw0R1IHAFu1MAVBwCqbkzTpNqXVKEbVNepCDYmNX7ll3q1BvIgaQWnRppZlkdx8B35fhEhYRRAF7A4TFquC1Mm1v2EYaLqGbugIgoAoSEidCGYLooDsNBGNau0MaySbgiB13W9aVBRspSWoPn/89yJLmNwehJbf1r5CpwJxAwYM2OoFZ+nS9GVEGTqOrhtUVauMLxnF/T/8C3WTh+BDe00k31JMoy+C17VrH4BC5eWseebfNMz7BQwDR/9+9L74Amzdu3fIUVOLRGhekv435FuxMi7muElAzOR2Y3Jv34OnHo0Q3pheuDe0sQI9EtlnA3G7K4JiwT1+BoFyP0tufzARwJVdLvpceh6KXUsybAhXVVP1+RfUff8DoslEwbSpZO03ClMnFt6t1DWFCIRiyJKI02bCaU/WO2nyR/jv16v479erEvqnVrPMX8/anyF9sjF1oRiww6bgsCmU5KV+oDH0GLGmJjbefj/2wkKm9e2NEa6ncf7H6JEIBdOOBECRRP4z189JJ96KMecNIusWIVpsyEMOpbloHPVBmd6ArgnMU7MYfsaZ1L31Jloo/jBk69Ed73kX8+2aIDM2qV7M89qYdkBPDtm/FFkU2+06WxULvxt2PEtqVtEc8SW1Hd3/ULIt8aC7NaRxes/DufPX59q9x17uErJi8d+AoUbjQTgAXUPzJZdThMtXYesVt4mQJZkSdyEX7X86wWgIWZRwbYfLaczno37WHNY9/yKxpiYQRbLHj6PHOWdh2azEWwsH0YNNqP4GRJMVye5Gdib/Rk158YBY09yPCa9bjOTw4hl/PKa8bgmjhq5AECUUbwHeSTPQx0YQZAVR3j0e5DPs3mTWkLuGxppmDhthYvX/JVca5E6aRO5JpxAMRHG5d21JUJW/hpd+fZvZGxegGzo9PCWcv9/v6OktjYuzbyNbk3P5rWF9OzkXxeXa7k05Vdcoa06/hqzy1xJVY7Drva0ybILJJDPhgGKymtdScc+jCSF5yW7jkPMvps5agGJqW5eEa2qo+fpbar7+pkUn+TCyx43FnN1e9H5b8TeHCYViiIKA1a5gsyfL6sR8Pio//pQN/3kNQ4tnEYlmM32vvgrvqBFd+lwiSBKCJCGa0vxwDQND04lUVyHICpLFjKEbcTM9XUdytGxaigKqz4+lsIBYU1O8HFwUkZ0OZJsNXVWRBQEDEANhcq1e6iJN6C0BLkVSyDN7MJr9kNP2fkVFQVQU5JZxhM2CUqIg4rG4CcZCqJtlYDnN9raKMkPAY/YQUttXcyiSgtwSNjEMI6n6YvM+Q2o4KbgnKxIujxVDN+JZgdux+a7pOqFYiLpQQ2Jcm2Ilx+ZF2ewaqes6mqGh6hqiICAJEtJm5gqCJGLKtqGFYugRDUEEyW5ClMV2n+OORBAEBEVB8XriLqmC0KXj7a50KhB3+eWXt1tEBQIB5s2bx/r16/nTn/60QyaXoQ3dMLA7NR6Y+SLGZrm1n/82k1J7Dwqcu3aHKVxdzYK/XJ+wfgbwL1/Bgr9cz4iH7sNWsu0aXaKiYCnITxuMM+fmpL8hbAeSxYK9d+9EecLmOHr1RNyDgnDNER+1gXpmly9AFAT2Lx5Bjs27TU5oexKSxQ5KHuteeDrpuNrczPL7H2HEQ/clrlnhqioW/PlvSS6dqx95nJpBA+l/7TWYsjqWSRmOqCxeU8djb86nuiEecBrUM4srTh5BaX5bwObXFTW89dUqhvTKYkSpg7Bq8N3SOm575ice/fMUinN3XUaraDKRNXZ/6n74iXBFRTsXueyx8ZJTj9PCmKElXPPCL0wbM42hU2cQiup8/Gs9q79fwQO/nwyASRH5YlEtS7PyOO7am7BpEZBlVtZrPPzuWi4+YWjKeVhM6W9JuaKZ28dewM9VS5hXtxqnycaRRaMocRdik+PXAiMWQ/nwe6476hxeWfsZ6xrLMUsmJhfvx+HOIUR//AVKeyOIMqLZhh5JrU+RyvHTIpuxbKfQtmEYNMz9hVX/2CRTUNep+/4HQmVlDL71pkQmr+pvpP7rl/HP/4rWegrZk0/BjOsw5ZYmXi6IEkpWIVlTzsCIhOIBMVP6h+lQRCUYjqHIEi779l9DBVFCsuybupkZOkdmDblr8JpjLL/pHthMo6n+u+8wd+9J3hFH7KKZxYmXkv4/e2cdHsd5dfHfwDKK2ZJBZmZmO4Y4zMycFMLUcBqGNtymaRtmh+PYSczMbMu2bIsZVss7M98fK6281sqRHDvwVed5kifZd+admdXOzH3PvfecZ6j21kY+219byH0/PM1j0+4gJy6r9Z0PgyRIUXIuhyPBdHzkXHSSTG5CF7aU7Yw5nu3M+NnvkV8SLr+bKk8Na4o2omoawzL6k2hJwP4b6cA5VtAbZLokqmx7+tWozxW3h4MvPE//p59EaqzS8TXK5vjLKyLb5b/2OmXzv6f3vXe1m4wLBhWKDtby5QebqW7U60rLdHDS2QNITrUhiOFnZUPeHg6+9Q7W7rk4+vZBCynUrFvPrieeYtDfnsXcqe33xzGHICBbLIRc9WihIKGGaIkQ2RJec4iShGy34SspQbbZMKQkhyvo3G58ZeWYsxrXiaKI5vUj+/ykO+NQxcbm0WAIpbSi1Y6nIxE5oiCQbEnEG/LhDfoQBRGr3oxe0kfeR5oGXleIVFsyNf5a/KEAAgJWvRmbbMPnVjDow14Csii1IOCaECtpIIoCiD+/wswf8lPmroz6zBP0UuwKkmFLQW4sOgipCrW+Oup8zWvyplbaQ69ZEAQEWUCw6sGiAULkf77VtwABAABJREFUNxcLqqqiaSoCwjEx6WvSGPxfxVG9hW688cZWx2677Ta2bt3K6aefftQn1YGWkESBtaVrW5BwTVhw8AdGZPcFfh2SSNM0qlasiiLhImPBIIUffkLX665us3GCqNORNudEyn9YGHM866wzIg/2YwlRpyN9zizKF3wfyTg1D4pknHbKb8pSuakyUo4RUNb56vnPho9YenBN5LMPt33FzNxJnN5n1v+rQCroclHw/kcxx7RQiPKFi8m+4DzUUIjiL76KIuGaUL99B+79+9tNxB0oreeBf66Mqurenl/NHS8u5Zk/TiAl3kyNy8d3qw7w1EV90baux79oDaLRyOgJUyk2ZbJ0UxFnT+3RruO2By6/mzpfPftqDmLRmchypBNnckZK5yWjnsxTZ1G3eWvEiKMJ8cOHoo9vrjTt2yWBS0/szb++3M77i8LBVtdMB49eO5akuDAh47QZuWxOHx58fRWrd1ZEz2c30i3T2a7z11QF1/rv8C5+j6FZvRma3gWx3ktgzcvUBnxYr3kenTMFUW/Av3sv7MzjypNOQO45HSGk4PlhGYUrHqPXvXeHr9cah33YidQu/aDFsQSdEUPG8dGBDFRXc+C/b8Yc8xw4iK+kFH1cHJoSon7dNzRs+iFqm1BtGSVv30f6ZU+gs0e3h4uSDsytV4wEggrFFQ28O38XO/fXEGc3cOaU7vTtkoDjd+CU2IH/P+iIIX8deDZvaEHCNaHqmy9JmziWXyuGBNhekRdFwjVB1VTe3fwZN426POLg/VMQBIFJnUfx5e4FMdtEz+gz62dVNrcGURCZmDOCL3bNJxhDr/SsvnMwt/EafgmooXAMGatjpd7n4sNtXzHvEBOnj7d/zbjsEVw08DQcxl9G0uOXgOL1UvzJp7EHVZXSb77BctUVCKJIxY+Loki4Jnjy91O/bTtJ48e169jVFW7efGVluFqqESWFdbzxwnKuvnkccQkWgg0NlHz5NT3vvB33/v3UrF2HIMukzjoByWSmdP4COl9y0XFr6VNUBUVT8YcCiEJYv00SpUhbuCCI6Ow2FI8H7TCTBdFkQtTpIsSPpNdjSEomUFlBqC7sjCrqDZgy0hEaf4eiJGFIiMdbVITqPay9XJSQzO27hzQt7LRa4anGIOsxSgY0NKq8tSiqQpYjHb0kIgigKhoNVUHsVieyqVEf2aNQW+vDGR8+riRIOI0OKj0tzSkEhEgL67FGU0ts7LEQfiWALMmN1+uOIuGa9i92lZNpT4vE/5HzFoQjupVqmoYSCuJx1RHw+xBEEYvNgc5gRJKOfVLjfwXH/Js79dRT+eMf/8h99913rKf+f49ATS0hlws1FEJnt6GPi4s8VBVNocxT2eq+1d5aNOHXc7xS/X5q1raWe4S6rdtQ3J52kVjG1BS63XQDe196Ba0xWEAU6XTeOVi6dD7yzj8DhtRUet9/L3nP/51AZVifQB8fR7cbr8eYlnrcjtse1HjryK8p4Pt9SxEFkWldx9HJmYHzkMBoZ8XeKBKuCd/k/ciwzIH0Tf7/YzqhBgJ4S0pbHffk70cLhQjVu6hcvLTV7Uq/W4BjQP82Z3kaPAH+89V2ZElkYv8UBmVZCCgaC7bXsnVfFRt2lTNjVA6KonH5+DSqnvorgUNcpeq3biNu6FAcJ56FpmnHRWOk1lfPmxs/ZsmB1ZHPdJKOP4++kn4pPdFLOkS9GdEk0vvuP1G5fC01G7cgm82kTB2PMckS5RRsNeuZMqwTI/qk4vP5kSQRo0mP1RR9b/fKiefm8wbz+ufbqG0I623075bA9WcMjBB2bYXSUEvd6i8BCBRsh4LtUeO+A9vQOVPQxznpfOnF7HjkMXyv/TdqG2N6WiRjLEgS9iHTCVYXEawsRJ+cgxrw4C/ZS8rpt0b04Y41VL+fQFVsVzEAV94e7L17EWqooW71VzG3Udx1BCsLWhBxP4U9hbXc9dIylMZgv7rex2P/WcOJYzpz/oxeET2+DnTg10RHDHn0cDf48TQEUBQVk1mP1W6IaoHyl7b+jgxU1yAKrSiZ/wJQNZU1RZtaHd9RuQd/yNdmIg4gyRLPn0Zdwd9X/TtCigkInNhjCr2Tcn/2ObeGREsC9038I39b+QbljZUrNoOVq4acR4b9txFDBmpr8Rw4SOm389BUlZRpU7F26RKViDxQVxRFwjVhyYFVjMgcyPDMgb/gGR9fKD4f3qLY2rIA3oMFqP4AaihIxcLFrW5X9t0C4ocNbbPma8AfYvH8PAQBeg5MIbOnDVWF/E017NtdxZb1xYyb0g01ECBtzmz2vfIPfIfcx64dO7H36U36SSeiBkORqr1jiZCq4PJ6omRBBASSLAlY9KYwGScKYQOH5GQUryes+SWEW04FSW42ayAcf8lWC5LZhKYq4dlEsUXcLRoMGFPT8FdWRNaAotGIISm53Zp4iqZQ46sHwq7G/lC0/rg74EFvciBJInaHiaqKBhrqonXiJElE19i1IQgCFr2ZgBLAG/JjkPRomoZf8ZNsSYxZHHEscHhL7OFoardX1ObrPRyqpkZp2LUVoWCAmoqSZi05BeqrKzCYLNicCcekOu5/Ecf8l3Lw4EFCodYthzvQEpqi4D5wkN1PPxt2ECGsbdXlqiuIGzII2WxGFmX6p/RkXfHmmHN0jcvGJP96mUxBltEdoZJIZ7chtFMDSzabSRw7Gkff3ngKCtEUBXN2J3QOx3G1NpZ0Opz9+9H/iccI1YcfZLLd9ptwB4Uw6fq3Ff9ie0Wzw9Oqwg0MTuvLNcMuwGly0BBw8/mu+a3O8dWuBeTGZ2M4ihYJNRgk5HKhEdbl+y2IaooGA+bMDOq3x37xWLp2QZBlBIEjnq8gSe36G/sCCoGgwjMX9sY9/2vc89ZjMhi4ZMJkAhcM5rsdlUwfkY1ODOFfOD+KhGuCa+1aup04+6h+W/5QgDpfPTW+enSijMNoI97kPKTMXmNFwfooEg4gqAR5cukrPDvzPtJsySjuWlzr52PpPhRrpoCty1g0NYCglaKzD8SzZy36hDmROcurG5i/cj9rdlVhNsqcMjabHjlxxDubKwysZj3jB2XSt2siDd4gOlnEYdFjNbe/HVJTQ6i+2CK7AMHq5lZaW5/e9Lj1ZvL/9UaY9BJF4ocPpfPll2JIaG7fl61xxE88H+/+LXj2rEWyxJFyxu3o4lIQxOPkFCXrEPX62CY0gKFRI04LBdECLUXGmxCsKoZGDbu2oNbl48UPN0VIuEPx5bJ8Zo/t3EHEdeA3gY4Y8uhQUerik7fWU1YSXiwbjDLT5vSiV/80TI3PXOeAfpTPXxBzf0uXzoi6X0+4TBREEs2tx5B2gw2hFVOG1mCQDQxJ78ezM++jpL4UvxIky5GOw2g7bhUrEG7/6p7YhYem3ILL34CiqdgNVuJMjlaNJX5JBGpq2fvSK1Svbk7UVq9cjb13L7rf+mcM8fH4Qn6+3BX7twLwxa759EnuHqWx11aooRDBxthaZ7e3Sz/6eEEymjB3ympVI9rcOQfRoA+bfh1J30sUj1hVdDj8/hDuBh+nX9uXxWVL+a5oE7IoM2bwcE6fNJBtyyoIBhU0nY66zVuiSLgm1G/bTurME0DX/u8xoASp9dVR661HEqVwDGmMdrH1h/zUh6IrqzQ0yt2VZElp6GV92LiirhbZYkVrNMxD09CCIUS9npDLhXRIy64aChJyNaA0uEEUkB0OJKMR6RCCTRBFJIsZkzEz3KEkCGGduqNZc2hEaasfjkOrV3V6ifhEC3W1XpRQuMDFYJRxOE1R+sWyGK6KM4Z8uAMeRFEixZiETpKP21pRIPysVFtxdm1qt9cImzm0Br8SpD09Uaqi4KqtbmHoAOD3ujHbHB1E3FHiqJ5+L7zQ0glPVVVKS0v5+uuvmTRp0s8+sf8l+Csq2XrXvRFBcwhrW+1+6hn6PvoQjj69ARiS0Z8Ptn2JOxCtayQgcG7/k3/dcndJJO6EyVS2kimKO2kGqqn9pI9kMCClpGBMSfm5Z9huGBLioxbuPxfeoBd34+Laojdj0h0dcbqldGcUCdeE9SVbyavKZ1jmQBRVoSEQW/8Kwq2KIVWlvX8RX1kZJV99TeWSZQiSTPLUyaRMnYwhsWV1TqC2lpDbjSCKyFYrOtuxbwOJQIP000+NqSkY1j8bHnbTdThInjKZwg9jt7GmzpjeLrFQSRL4w7Qsih66L+wC1Qj/h+9jXr+WU6++AVEUEH1u6pYta3WeuiWLSR7Yr10v73p/A/P3Lubjbd9EAgyn0c7NY66mW3w2kihR46vnsx3zYu6vaiqrCzdwcq8T0DQNz44VGNJ6Y+k9AS0UDJNRokjd6s+QLc1/u+Lyem59YRkuT3Pgsj2/mvEDUrnypD44nc2vd1EUSHSaSHT+vGeTIOuR49II1cQOkg1ZvSL/rbNYSBgzCluvHiiesCupbLcjH9bKEKwpo/jNe1Fcza5crg3fET/1UuwDJyMa2r/A0FQFpaEG1e9BkPWIZjvSIfPonQ6Sp02h9KtvWuwrGo1Yu4YdLERZj2i0oqkKll7jkOM7ofndeHYvCVfwJXVq13m5vSEOlrWUDWjCzv01rRp5dKADxxodMeSxRW21h3+/tByvu/mZ7PeF+PLDLVhsRnr0CcdPtp490MU5CdbUtpij86UXhwWzf0WMzBrCV7t/iDk2tetYDFL7iUKdpCPZkkCy5fhUOR8JcSYHcaZj51wd8vlQXA1oaMhmC7Ll6LQ5G/bsiSLhmlC/fQe16zeQMnXKT8aQDQHPEYmN1uArr6Dsu/mU/7gQNI2kiRNInXFCC6MigGBdfVgqQyAcQx5Hd3u/pJF4yolUr1rTgmwQJAnn9EkoooBst5MyfRr5//xXzHnSZs9sl2mCLIuMObkTj6/9e1TF2ed757HOtonrJ1+OLIu469xULl3e6jwVi5ZgHzIQydx2eqUh4GbJ/tW8tfnTCBFlM1j548jL6ZnUDQjHifX+BmiFY6kPNJAgNerauj0IRhOy3RHu8AAQhLAplaJEuj6UQABfUXFUC2vA50M0mzEkJyEdYvoU1i+T4WeStYIgYJD1LSrhmnDoekwUBYwmHTq9hKqGr0OUhChyEiCohChxlRE85D5w+RuIMzpwGG1IR5HQ1TQNVdFQG78/URQQDyF+m8jSGm9dy2tEiFyHIAjIooSiqtj0FkySAQWN+kADASWAQW7fs1TVVEIBX6vjAb8Xnb5D4uRocMyIOACr1crUqVO58847f9ZJ/a+hatWqKBLuUBx482163X0HOpuNJHM8D02+hVfWvMXuqn0AJFsSuXLouWTYft1y90AowFa1gsxzT6Pi3U+ixhwTxlCSYsQe8mHQ/e/dqJqmUewq453Nc1nbWNE4LH0A5w04hTRrcrvIF5ffzTd5P7Y6/nXeQvqm9MCsMzM4rQ9fuVo6/wAMzxiAqZ1/C19ZeQuTg4J336dy8VL6PPiXCBmnBAK49+5j70uv4DlYAICtZ0+6Xnc15qzMFkSXomq43AEEgaPWqlKDAdyOZFKuvIrKt9+KkGL6xASSr7qOBtmMRVEQdTpST5hG5dJlLQwJ4keNbBaKbSOMYpCyeV9EkXBN8OzdS0ZtGdApZhbpUBxNW+rWsl28v+WLqM9qffU8tPA5np5xLynWJDRNjfnCbkJJQ1jnRNQbSDz5Ng68M5e6zS83byCKdL3mMiy9wgSRx+3lrW93RJFwTVi8qZSTx3WJIuKOFWRrHAlTLqTsoydajtmTMCRnR30mCEJYMLmVtZca8FH941tRJFwTqhe8gbnbIPTtJOIUr4uGnauoWfg2qqceEDDlDiFh+uXonclAmBTOPP00vAWF1G3eEtlXMpnofd89EZFnyRZH/PQr0LBQ/OV8XDtXo3M6SJsxHdsQE7r49Had208VYejkX79KowP/O+iIIY8tCvKro0i4Q/H9VzvI6OTEajNgTEqi36MPseelV6nfshUIvyO7XHk5lq5dYu7/S0FVVfZW7ee8/qfw7ubPovSQB6X1Id7kxBvy/ab01X5JeEtKOfj2u1QtX4GmqjgHDaTzpReHdbXaUYmieL0UfxFb9gCg5KtviBs2DJPNypD0fuRV5cfcbnBaXyy69r0j/RWVbL37L2EnzUYUffwplYuX0vevD2FMCpNxaiiE58AB9rzwMu594eNbu3Wl63XXYMnJbnG9mqo26lMLyHbbUVUjBZQggl5H12uu4sBbbxNyhSvwdU4nOZdeBJJEQAmgk8wkjB5J2YIf8OzfHzWHo38/bN3b1/IsCiGWl61q4QYPUOQqpTBYQFfS+MmucU1DFNpH/OyrPsgbG6J1cl3+Bh5d8gJPn3Av8XoHmhbWh2utCjDUSKYJooghNRWXW8FXHx0P2+3WRoMDAVVVCdbWttCRA1A9HtRAMIqIO1aQRIkEUxzFMdZEkiBhjNFRJkliqx4CqqZR56uPIuGaUOOrw6I3t5uIU1UVvy9EXa0PVWmsxDPIOOJMyLrwXIIgYDdYCYQCuIPNvIGAQKotCamxIk4SJBLN8eiQwaOgeRR0oojJFEfIqKJrZ1JDiPw79g+xvdXKHWjGURFxGzZswHRYa+D27dvp3bv3MTmp/yVoqtqqMyiAZ/8BVH8AbOEbMNORxu3jrqMh0ICiqlj0JuJMzpj7KqpGXYMfTdOwmfXodcevbFQn6djtKWJ/J41JT/yFwI49EAyi792dTd6DrC5axp1d295K9VtAMKRQ1xDOntgtsb8/NRQiUFMbIaf0Tge6+PioEt1ydxX3LHgSd7D55bS6aCPbKnbz+LQ7Sba2XetJQ4354I+csxJE1TR0kswJuRP5IX853mB0FsNusDGy05B2tUiooRBl381HtpiJv/AMtNTE8Et1bwF1c7+mbstWkidNBMBXUsrWu/8SZXbh2rmTLXfezcBnnsKY2lzdWFNVH9YqKS5BlGX8qWGdr/aSOX7JwMvfbUMnmbn47gewaX4QRYq9Ik/8WMCY3jLnZofJakNSIn0fup/ajRsp/3ERol5P+pzZWLp0Qe90tuu4ittN7Zq1rY5XL15M4rDBGBxxxI8dRcW82K0eiZMmtOu4td56Ptj6RcyxgBJkXfEWZnWfjF7S0Tkui301B2Nu2z+lJwCi3kzN5jzqNm+N3kBV2fvy6wz6+7MANHiDrNhafvg0ESzdVET3zi0z28cCxuw+JJ10I9Xf/xfFHSYXjZ37kzTz6nZruikeF+6dK1sd9+7bhD4ho83zaZpGQ956qr5++dBP8eatpay6hJTz7kPfeI6GhHh63PIn/JVVYXMQZxymrEwMCfGRBYYgSqBLYttdzfdRsLaWva/8i+Qpk7H0GNau67WZ9fTpHM+2/Jat0aIo0L1T+wxKOtCBn4OOGPLY4mB+bPFugMqyhkh7FYApPZ2ed9xKqN6FFgohWcytym5omkatrx5N07Doze2uomgPRFGkxldHpaeG28ddx4HaQnwhP13jsymqL+XT7d/SP6XXT0/0G4IaCoWrgQhXdMXSSNYUhUBNDcHaOjRVRed0oI+Li9LA8pWXs+WOu6OSoLXrN7Bp+w4GPvsUpvSWLt+tQVM1tGDrGlNqMBgmdUSRsZ2G8dXuH3D5o2UhTDoj07uNj7gztum4mkbVihUA5FxyUSQO9JWVU/L1t1QtW0H6SSciiCL+8nK23HFPlIRDw569bLnzHgY+93TU9forKwnU1OItLkYQBIxpaeji4zC207nUqIrs/eBTlLp6cv94E6I+/FtXPB4KPvgIc243ulx+KQCGhAR6/+Uu6rZspXzBDyCKpM2aga1791bdPFtDQ8DN6uINrY4vKVjNiPT+mOLiSZg4juIPPo65XdL0KejaIdnj8rt5v5UYUlEVFu1fySm50xEEAb2sI0jsNkeTzhQR+Q+oIj6fv8U29fV+klLCMb2mKIQa3K2el1LvQjaZjktrp17Sk2JNospTHXE7NcoGkiwJ7dZLU1UlXCnYChoCnnY/LwN+hZqqaBLT7w9RVeEmIdmC3CjvJIsySZYE4lSFgBJAFET0kh5ZbJbWEQQBk2AgUO1tLgRQNTSXimyQke3tI84EUUJvMhHwxq6S1Rt+PWms3zva9cvbtWsXd911F1OnTuXaa6+NfF5fX88ZZ5xBbm4uzz33HJ07t09Iv7a2lmeeeYaFCxfS0NBAjx49uPnmmxk6dCgAK1as4Mknn2Tv3r2kpaVx4403Mnv27Mj+fr+fxx57jG+//Rafz8fkyZO5++67iY9vbiv8qTl+LQiiiLlTJ6pXro45bkhJRjys799msGAzHNkxtLLWy4/rCvh2xX4CIZXRfdM4ZWI3UhPMx+UBJ4kSJ+RO5PbvHmVe4Uoy7WlIJpHC7csIqSFuG3vtT55za/D6g7jcQTQ0LEb9L6JlVF7tYe6iPSxcX4iqwYSBGZw6qRupCc3XoPh81G7YSN7fX0Rxhx9OksVMt+uvxTl4ELLJhKIq/JC/LIqEa4I74GFh/gpO7zOrzZkTq87CmE5DeW/L5zHHx+eMiGh2JFsSeGTKbby9+VPWF29FEARGZA7i3H4ntWjTCCpBanz11HrrEAUBp9GB0+RAbjyvkKsBb10N0h8u4oW9X1G8LZxV6hzXicvuvJ66BStJGDkSBCj88OOWjrOEbeArli4j87RTEESRuooaKr6bT+XHH0W2Fw0G0q+5FnHQQOxxbW+VCyLi8SvcMC2L4JoVFK5ZhajXYZ44hcsmduPbrTWEQiq6RjLVkJRIyrSpJIwZHdahaEcrwaEQBBFRp0ch9stJNBoRRQm9USLj1JOpXb22RVuQY9gQjBltD6QhLDxb2tDStasJ+TWNlYgGKxcOPJ0Hfny2xTZxRgfdE8JVEIHaOkq++Dr2ZJpG1ao1mLOymtJirUI8BtbsrUEyWrH2HY8xuy+a34Mg6cKtn8ajeK5oavifVqD6W2/JiYVgfRW1C9+OPVZVRKCqOELEAegcDnQOR6QV9XAE6urY98o/Yt5H5d//QPopc9rV6m0z67nujAHc/sJSGrzRi7BrT+tHnP1/r1K5A788OmLI44PktNafBXanEVGKfi7rrFZ01iMnu6q9tawsWM83u3/EG/IzKK0vp/Y+gVRLUosWrWOFCZ1HcfM3D7L84Foy7KnoJJmvdn9PQAly7fALcZqOrjVR8fkI1rtAU5HM5uMrk9EIf0UlJV9/Q9mCH9BCIeJHjiDrzNMxpqVGYnAlEKB+23Z2P/N8RI9YNBrpcuVlJIwahWwxo2ka1avWxHR6V30+ij//gs6XXRIhjn4KssVM0sQJrRYAJI4bg84W/m0kWxN5eMqtvLf5M1YVbURDY0haP84fcCpJh8WQaihEoLqGYG0NaKCLc0YRiqGGBtwHCuh8+aUcfOc9PAcOAGDO7kTnyy6mavVaQm43otFI8ZffxNRRVf1+Sr/9luyLLkSUZXzlFVQuWcrBd95rFvPX68m+8HziR42IVNi1BWIgRKi2lqzTT6d++w6qV69FEAUSRo8i84zTKfvuOwgEofF7NiQkkDxxAvHDhyMIApLp6GJIUZTQH6E6ySDqEWUZSacnZcpkqhYuiaoohLAurqWdz8ygEjhiDLm/tpCQGkIUBBwGO5WBlmS/JIgRrUVFUXG7WpJwTfC4gzj0baAcjqcMt6bx+Udz+fiTj9m7Zy+yLNO1a1fOPPNMTj/99Mh9WVhYyJQpU/jvf//LiBEjYk8FUVW7LQ91ZPPETz75hDvvvJNdu3YBoIRU6uuiiyYmTR3B7bfey4wTTiQYUCJEHITX3JIotUr2hatE/QwYP4QH77iPk2fOiYyp/hCaqqctBZSHnqfVHs8Pq1Zz459u4YO3/01aaiolpaWcdf4l/Oc//2HkyJE/PWEHWqDNRFxhYSEXXXQRRqOxRZCk0+m47bbbeOONNzjvvPOYO3cuKe3Q9Przn/9MRUUFzzzzDAkJCbz55ptcfvnlfPrpp2iaxtVXX82ll17Kk08+ycKFC7ntttuIj49n1KhRANx///2sXbuWv//97+j1eu677z5uuukm3nrrLQD27t37k3P8mkieOIGijz+NuejKOucsdI72aUxU1Xl58PWV5Bc3C9d/vWI/SzYV8fQfJpCWeHSE2E8hxZrIVUPP5/V171JQVxz5fE6PqXRPPLq2h+KKBt74cjurt5WgajAgN4krTu5LVrI1yg3sWKK8xsMj/17F0D7x3HhB2Fk0v8DDw2+s5i+XjSA5Pkx0eUtK2Pn4U1Fth4rbw64nn2HA009g7doFd9DL+uJwlZEsymQ7w1U2+2sLUVSFdSVbmNl9EjZD2yrARFFkXPZwvtuzmGpvbdRYiiWRwel9m7cVRDIdadw44tJGIlDApjdjPEybzhPwsqpwI/9a/x5+JRz8mHUmbhhxCf1SeoQNHUQB3YmTeGD1S6iaRoI5DlVTya85yCOuf/PwrGtBFFDcHup37Gz1/Os2bSZ99izQ63Hv2UvFB+9Hjat+P4V/ex77U09CO4g4vSxxy+zOlD72cJQhgjv/dSw9e3LuZVdHiaw24VA30KOBKT6BxGmTKfnwk5jjydOmRP7bkpZOn8cepnLREmpWrEI0GEiZMwtrj+5YEloGjJqihDX2JAnZEn3PyqJMhj016j47FLnxzc/oLnFZ3Dr2Gv61/n2qPOFgqm9yD64ceh6JlvBCs7m1Izb8FY3ObyY9Y/qlsHhTbPe9sQPaXkV2KBSfB9VTR7C2DFFvQrYnINniW5S7C4LYbrfQWBAkCUN6Lv7illqLAKacfu2aL+T3x2xzbYK3MA9r57bPqbg9uPP3tzpev207lk7t04nLSrHx3J8nsGxzCRt3lZMUZ2L2mM6kJFgwtiVA7kAHfgY6Ysjjh249k5BlkVCo5eJv/LTu2OztIwlqvHU8v/x1dlTuiXy2aP8KVhWu56/T7jhuzp9J5nj+MOpyXlj1bwrrm6UjpnQZw+C09j2Tm+ArLePAW++EWzoVBVuvnnS58nLM2Z2Om0mAv7KKHY89gaX/INJvuhk0CBbuZ8dfn6DX3bdjSg1/f/7ycnY89GhU7K/6fOz5+0uY0tOx9+6F6vNRvSqcqBckCXNONoIo4jlwEDUQoGbdBrLOPhN9G4k4gLghgzCmpbWQ59DHx5E8aWJU62eaLZlrhl/IhYHT0QjrG5sPiyEVn4+a9RvY8/eXIjIdkslIl2uvJn7YUGSzGUEUSZ40ge0PPIwaCKBPDBN5ngMH2fXUs/S5/96wfpjHS/22ba2ee92WbSgeL4LNireomAP/fStqXA0EyH/9DSxdOrePiDMYyLnwAvb8/UV8pc3ti54DBzFnZ9P5yssQDS2/48O1Z9sLpzWOaZ3H8O/NsSvdZnQdH5H0Maem0vvBv1C1chVVi5ciyDIpM0/A3qc35uTkFvuqmho2ERDEFqYaetlApi2VHf49LfYD6BafHXH+1IkyabZkKt3VkY4co2wgyRwfSdajEdMMqgmKohLyBlE8QSR9HIJOQFMDKJ76qDWUZDu61mJNUdAUFTUUjOjKhQ3awnMFg0Guv/56Nm/ezA033MDYsWNRFIUlS5bw2GOP8cMPP/D3v/+9za6zIuF1kicYW1bqp8xgZs2axbhx45rPX9MIBVs3Vwj4QxHTnbZAU0ENtD6f6g8htrNLTtbpsDnDawadwYjRbMWREH5P/xaMDH+vaPNb6LXXXsPpdPLuu+9GZQkBTCYTl1xyCbNnz+bMM8/k1Vdf5S9/+Uub5j1w4ADLli3jnXfeYciQIQDce++9LFmyhC+++IKqqip69OjBn/70JwC6du3K9u3b+ec//8moUaMoKytj7ty5vPLKK5Hs5zPPPMOMGTPYsGEDgwYN4j//+c8R5/i1oU9Ootc9d7LryWeataZEkcwzz4gYNbQHuw7URJFwTXB5gsxdtIfLT+6Lvp0Opm2BWWdiXKdh9EvpQX5NAUE1RNf4bBwG21E5K5VVe7jthSWR9lCATXkV3Pq3xTz/54mkJx17LSpV1di6t5KLT+vE3L1z+WJj+CWVG9+FS844hQ15ZUwdmg2hEMVzP8fcOQf7mScSjAsTJbpaD/UffknhJ3PJvel6ZEHCqrdwTu5Uhsd1hoM7AAGGTmdVTT7b6wojPf1N0JRQ+OUESGZ72Pr7ECToLDww7gbm7VnMspJNiIiMzxjIlC5jiNe1/E7MetMRdVUK6ot5ec1/oz7zBL08uewVnjzhbjo5MlDNRr7YupwZWaMZn9CX0P7CsIBqzxS+LlnFqtpdnJ6Vi6CT0cfHEaisjHksQ2Iigk7GXVtP5dzY5BWaRvn8BVg6XYJe37bqR4teoHzpjzFdSd07d5JZV44gNBMX4fL4alSPC0QRyWxHtrXfmEOUJFKmTqF21Rq8jXp4TUieMR39Ic/KQHUN+S//A3OnTqRffD5aIEjFl1+j1rkwTBwfRbb5ysqpWLiIqhUrEY1G0k+ag71Xj0jbg8No45y+J/HksldanJNRNjAwrfm5YdKZGJYxgK7x2XgCXmRRwmawRt2TktGAtUd3GnbtjnmdcUPCbeUms5HzT+jJpr3VUfclwNQh6SQ52l9ZFXLXUbPoXVwbFtCkPyGa7aSeeQeG9G7HxcFUU1WcY06j7OOn4bBWb1PXQahHEKWNCVFG0BnQgrEzwoK9fe26wk9UFopHIYorCAIp8RZOndCV2aNzkCXxuCUzOtCBw9ERQx4/2B0mzr96BB+8sRZvo36nIMCwsTkRo4b2oKi+NIqEa4Iv5OeDLV9w7fALWyT0jgUMsp6hGf15buZ97D+kNdVhtGHVtz+B7KuoYMvd9xKoPMSQZ8dONt92JwOefQpLp6xjefoRNOzZS9Kl1/Dj0jL2vb8fNEjLdDD18hupXLOejBnTEESR0m/nY0xPI/HUs9DiklBVDdnfQPXnn3DwvQ/oefstiHo9ss1G6qyZxA0ZhGvnLjRFIfPM03Hvy6d67boWmmmqohCqq0dDQ2ezRbW5AsgOB73uup2y+d9TuXwFqCrxI4aROvOEmIl/k854RHMxb0kJu554Ojop7fWR98zz9H/6cWzduiHq9VQuXUbcuNE4J46luiZc1ZUVl0ztomVULFmKrUd3hFAIfXw8nv0HYh5Ln5CAqNcRrKuj5IsvWz2nkq++wdypEzp72xK6ktFA/Y6dUSRcEzwHDuAvr0Ds15zoVlWVGl8d9f4GBISIK257CQlBEBia0Z9lhevIq94fNTY6czBptmaCrdZbx7/2fYktw8z4Gy4kpCn8p3glXSo9zIybGHWPVLqrWVGwjqUH1yCLMjNzJ9I7uTvxjVJGVr2Zs/vN4f4Y3RI6UWZc9vDItYiiiFFnJN2egqqqIAhIghjVySOIoNfL+H0t254FASyySOmXO/EeaNYsNmU7SJqUTbCuAjQNyWJBbGPMfyjUUIhgbS3B2joiGmaihDE1BcloRBBFXn31VdauXctHH31Ely7NhSFdu3Zl+PDhnHXWWbz++utcddVVbTuoBk69DW/Q16IyzigbEH9C089oNGI8rBNHFAXUVshMqb06vkLkX0faoN0QG9ejNmcitrhE6j2tV0F2oG1oMxG3YsUKrrrqqhYB1KFISkrisssu4+23Y7foxEJcXByvvfYa/fo1Z7sEQUAQBOrr61m7di1Tp06N2mfkyJE88sgjaJrGunXrIp81oXPnzqSkpLBmzRoGDRr0k3P82kyupNPh6N+PgX97Bn9FJVoggCE1BZ3DgdyOnn+AUEjlh7UFrY4v31LCWVO7k+A4PoK3Bp2BFF0SKdafpxOlqhpLNxW1WOwD+AIKny3aGyYUj7HunccXJDkVnlz1At5Q82I8r3ofz699gdtH/pkGbxCz6gebFfXqM3hi91xqCsIvlzijgyuuOhVh2Q4Unw+zw8E1/U4huPIrAt++hy4+3IIYXPYpIwZMYtyIU6Kyi4HacurWfoNn2xIQBCx9J2AffAJ6Z/P3Gawuwf2v25nSbRCTciciaBrC7nU0zPsI55VPo09qGVy6vUEQwGKMfsl5gj4+3tbSwRHCGZp5eYu4dNBZeEM+Bti7kLp2P8WfPRQJuARJYtal55EXp8ev+DHZbGSecTo7H30s5pxps2eGs9ChIP7y1svigyXFEAxBG1/KIZeL6qVhV1JTRjrm3n3QQiFc69cRrKunYsH3xA8eiCjLKD43nry1VH33OqovrFUhO1NIPuVPGNK6tIv4CTY0ECovJvf6i/EUlFK9ehOiyUDS2OHoHDYCJUWYk5PRVJWKxUuo27iJuo2b4PNmbY66zVux9+kdIeJ8pWVsvj3aFGPXjp3EjxxB12uviujY9UrqxqWDzuKdLZ/hD4VfhsmWRP48+koSzS2f0/EmZyQIOxw6m43Ol13CljvubmEsYUxNxXpI4JKWbOepG8awaN1BVu2swmKUOXlsJ7pmOHE429fyo2kqDduW4NowP+pz1VNPyTsPkHnls+jijoNjsiBQt/ZbUs+6nfp18/AV7EQy27D2n4RsiydYE9vkpDWoRhuGflPwrW/Z3ivojBjTu7VrPtlqwzGgP3WbNrccFEXsvXu2a76o8xEEDB0VcB34hdERQx4/SLJIVk48V/15PPV1XgJ+hbgEM2arHqOx/QvbZQdbOmo2YU3xZi4Keo8LEQegl3QkWxPbpZ3bGuo2b40i4ZqghUIcfPc9ut90A1I7Y+yfguL3E4pL4d23d+FxN8evJYV1vPOOi4sv6UPQFdbBUhGwX3YTn369n7qacBLMbNFzwpyL0O9cieoPIFssZJ19JuXf/8COh/8abm0VRYrmfk5CY0xwqJuor6KCsu8WUP79D2iqSuKYMaTNmY3pEG1ef2kZG/90C45+fck45SQEUaR24yY2/ulWBjz5WEzJhJDbA2gtqvPVQIDiuV+0akhV+NGndP/jjajBIHJ6KlW6IN+/93e0phhSEBg2diYpipGQx4veYSfz9FOoXR9bNy3j1JORjEZCDQ34jhBD+svLUUNtd3UN1ruoXLwEAENyMs4BfdFUjdoNmwhUV1P+w48kjBqBbDbjC/nYUraLV9e8HTFZSDDFcePIS8hN6NIuvTFf0MdBVyln9j2RSk81G0q2IYsyQzP6YzfYOOAqJsGWgCiIbCrbwcrC9QDMz18amWNdyRYGpfahW6N0TqW7mvt+eJoKT3NiOq8qnz7J3blp5GURJ98cZxbXDb+INzZ8ENGSTjDF8YfRl5NojicUjP7+ZFEOl4LFgCiK2B0GKmIQcVajjor5e6JIOADvgToqfjxA0sRMRJMO0WA4KqMGxett2bqtKviKSzB3ykKTZd58801OO+20KBKuCb179+bkk0/mzTff5Iorroh8vmHDBh5++GHy8/Pp3r07t912W9R74qN33+Xt9z6gqLiIlNRUTjxtDhdecAFmyYDi9zP3m3n84x//4ODBgzidTmbMmMGtt96KXq9v0ZpaXlHKffc/yJo1q7FYLFx95Y3NJyiAThcmEz/55BOKiorQ6/UMHjyYv/zlL3Rq7I4oLS3lgQceYOXKldhsNv50/R9bXOui5Ut4+Y1X2Xcgn5SUFGbPns11113XropaaH7HduDno81Pi/LycnJycn5yu+7du1NaGrttKRbsdjsTJkQLlc+bN48DBw5w11138emnn5KaGl0Gn5ycjNfrpaamhrKyMuLi4jAcJoKanJwcOY/S0tIjznGkwPCXgijLGJOS2lRK7Q8FcPkbUNGw6ExRlS2CCAZ960SCXhZ/EzePLxCipt7PnsJaFEWlW5aTOJsBi0kfGV+zvfXF8Prd5ZzjDbabiNNUFX91NYG6OtA09A4HhvhmkXRRhLWla6NIuCb4lQDLi1dwbsLJSHojuhljeXL531AP0QKo8dXx9Oa3eXT6jRHdMWttNV5ZR8IFD+AJhMuYzToTDduXYq6rhsSw46O/ppzSN++JanGrX/Epnu3LSL3gQfTOJNSgn9rln4Cm4M9bC3nRRgF1a74mYfpliI0vs8paLxt3VzB/9QEEQWDW6Bz6dEmIELGBUICSVpxVAQ7WFRNQguglHV1cOgrnRhMNmqJQ9s83GfjX+9FJ4WPae3Yn7aQTKfn8kGylKNLlysswpjUaJljNmDrnxKxgA7D06IHO1PaqHw0ByWoh7YpryA8a+TyvHoNFZOp1U0muOIiyo9mhMlC+n4rP/xa1f6i2jJK37yPzymfQxbW97UYNhgjV7KNu6bvIcWnE9+mOpgSpX/Iqqs9N8ln3ozW6RBU3Zm9tPXtg79MDLRCkcsUaApWVlP+wkM6XXYwaCFD48acx9WCqV64i4+Q5ESLOarAwtetYhmb0p97fgCxK2A22SJDVXliys+n70P3se+2feA4WIEgSCWNGk33heRgSm/VgBEEgNcnOGVN7MmOUF1mWsFiOrsVXcdVQtzx2ZaQW9OM7uP24EHFNFZBlnz6Lre944idfgOr34t6+FH/JPrKu/Xu75rNazShDT0SpKiR4oJk8Ew1mLCfdhmpqn4CzbLXQ9eor2HzHPRHtoCZ0ueIydO00FelAB35tdMSQxxeiKOCIM+GI+2liSQ0ECNbVo6kqktnUQjPNILf+7tVJ8nGVcWorFL+fYE0tDfv2ofgD2Lp1RRfnjGjfqaEQ1StXtbp//ZathDyedhNxmqbhqvPR4PKjqRoWmwGbw9hcXSyK7NnvjiLhIuesqKxcXcbsU+IR9Xpsk0/gn69uiDLT8LgDfPppHhddOgmx8TepeDz4PW66P/4gDVoAVdPIlE3UL1+Nr6QMW7dwosdXXsG2+x7AV9zcclry5VdULl1Gv8cfwZSaihoKUfL1t2ihELUbNlK7YWPUORZ8+DHd/3BjRPPMX11N/dZtlH7zHZqmkjJtKs6B/SMO34rfj7ewsNXvy1tYhOr3IxoMCJ0zWf1O9LtV0zRWL/maOefegNRIBpizs+l03jkcfPf9ZoJPEOh03jmYG6sYZZsdS5fOeAtiFx5YunaNaN21BYIgIBqMdL/5emR9EP/B9WgIJF13Dv7aIJXL1kTWTsX1ZTy19NWoSqgqbw0PLfobT51wT7tat/1KkCpPDa+vf48kczw9k7qhair/3vAhLn8Dt4+7jkAogF8J8vnOcMKyc1wn+iTnoqgq64u3UOau5Nu8hVwbdyEA8/ctiSLhmrCtfDf7awsiMaJZb2Jcp+H0Se5Ovb8BSRCxG22RhO3hRNxPQZYlEpOt1NV4CTa2WRpNOvSC0IKEa4L3QB2IXdBZj04yqUmbMDY0Qm43BdXV1NbWMnjw4FbnGTVqFB999BEFBQWR9tTXX3+dBx54gB49evDGG29w9dVX891335GSksKHH33E3198mT/edD0DBw1iz758Hn/sCepLq7jmikuoqG3gnnvu4amnnqJ///7s3buXm2++mbi4OK677rqoY4dCIa666mosFgsvv/gaDQ0+nnv+icZRgbh4E2+/8xavv/46jz/+ON27d+fgwYPce++9PPbYY7z00kuEQiGuuOIKrFYrb731FoFAgAfufyDqOMtWLee2++/g9ptvY8yEsRQUFvLQQw+Rn5/P888/f1Tffwd+PtpMxMXHx1Ne3rpbXhNqampwtFPT7FCsX7+eO++8k+nTpzNx4kR8Pl8Lprbp/wOBAF6vNyaTazAY8PvDVSI/NcfvCeUNlXy47WuWHlyNoir0Tu7OJQPPINOehizJSKLIrNGdWbyhKOb+M0fn4LT+usLcbm+QTbvKsCoeMhVf2Dm2yMdOv8iwvpk4rAZkScRhbZ2ht5n1MTW/jgQlEKBu2zb2PPdChOiQbTa63HAt8QMHIBmNqEKQXTWx2/MAdlXnoYkhQpLMt0Wroki4JqiayjdFK7kyrQv4PSieepR+41hdV8gPpVsQgMmp/ejRfxxKVRmq34ugN9CwbUlMnalQXTkNu1YTN3wWWsBHoDx2yT5AoGxfuD1O1lFZ6+WBf65gf0mz9te2fVX07hzPbRcOJcFhwiDryXKkU+aO3UraJa4TBkmP6nZT99m3rR63/rsfSeneC8SwEH2ns88iedo06nftQtTpsOXmYkyIi5CTIiGyzjyduvUbWmRSRb2epLGj0DQVobX022HQO+yk/ulWHv14FwdKm4PC5VtLGdcniUvOOT9cDedtoPrHd2POoQX9NGxfTtyY09p0TABBC+De+gMAoZoSQjXRmivevaux5vZDUzVEvZ4+D9xBqHov/oObEM1Gul19BoGaILVbdqFpWjgru2RprEMBUPbDQuy9m53jdJKOJEtCC+Hko4FkMuLo15c+D92P4vUiSBI6u71VIwtJlnE4fp7otaYqEQfUWAhUtl7d+3Mg6gzEjT8bf+FO6tcd+rsWSDrpBkRr+11E9fYETNOuQ+eqJlBxMEz2xaWjcyZit7a/esSUkcGApx+nevUaatZtwJCYQOrMEzCmpLS7UroDHfi10RFD/jbgr6ig8KNPKf/hR9RAAGuP7nS54jLMOdkRImR89gi+3v1DzP0ndx6DzXD8zQ6OBMXno3brNlSPF1EnI+lkfCUl1G7ZQuLo0eidDgRRRBff+nNcttraLXugKAqF+2v59J0N1NeGk7UGo8yMU/rQo28KRpMeVRPI399SGqYJBQfqCQkymiCyZVt1FAl3KJavKOH0bumIwSCushKMJ09ji7uEJaUbUVSFkcl96Tl5BKGDFQRdLnQ2G7UbNkSRcE0I1tZSPv97ss47B9Xvx71vX6vn5zlwAMXnQzIZ8VdVs/PxJ6MkK1w7dmLOyaH3vXdhSExAMhox5+TQsGdvzPksOdmIRiMKKpvXL271uJvXLya1e28kwhX6aXNmEz9mFPW7diMIArYeuRji4iO6vlowSPqc2eF4SY3+DgVZJvWEaWEDB13bKqxku41uN1xBzQ//xFXSrB3rzVuDMbs/nS+7EMlkwhv08fH2b2IK9SuqwoK9S7ig/2lt1hoLqSF+yF8OQIWnmooD0cZ9Sw+spl9yD1RNQQBuHn0Vxa4y1pdsQRZlTuw5FVmUWV24kZCq4Al6Wby/dQJ6/p4l9EvuGXG8lSTpmMWQgiigN8jEJ1nQVA2EcILAX9a6uyiAGjiyscERoXFkF2B/gLpG5+K4IzjaNo1VV1eT1FgQc+ONNzJr1iwgrCO6fPly3nnnHf70pz/x8ssvc+211zJj+jRCwQCJgwdwxWUX88zzL3DjjTdQtD38u83IyCA9PZ309HRef/11rDFMclasWEFeXh7fzZtHRkYGiqIRn/Ag551/Dla7Dr1BIicnh8cff5xJkyYBkJGRwYwZM/j222+j5pg/f36kQu6vj/2VU045pbHaUOafb7/BmWeexbkXnocgimTn5PDAAw9w8cUXU1hYSGZmZnu//Q4cA7SZiBs2bBiffPLJT7pEzZ0796gt6BcsWMAtt9zC4MGDeeqpp4BwMHR4oNP0/yaTCaPRGDMQ8vv9mBoXKz81x28Jqt+LpqmIhpbuppXuah748dmoTMf28t3cveAJHp9+F5mOcNtjZrKVKcOy+H5N9CK2c7qdiYOzjquzIRAmnrwuUDVEkwX5sEVtXY2L1JoDlP/jFVyNbqOiXk/2eRdQm2LFYU1Br5M4eXxXlm9uGVQAnD45F1s7hCsBPCUl7Hjw0aiXdsjlYvdjT9Lvqcewd+uGLMk4ja07czkMNnSCjD/oY39d61nA/NpCvEEfFk3An96ZZ9e9zb7a5r/H9oo8usV14k+Dz8OihAg2+PHuWNbqfN7tS7D2GYesN6BLSCdYFZto1SVkIuj0aJrGyq0lUSRc5Nj51ezcX82YARmYdEZO6zGVdcVbWgQWkiAyLWckkiQR9HmPkHWCQEUliteDaLPjD4TYXuzmxQ+3IwoiqubHsGYHfzp3MJ3T9EiSiBb0EyhYRffbbmb/P16PzG3KSKfL9dfg3f0j5tRzoI0l/qogsnSviwOlLa93ybYKZo7rRjJhsi14BHLHX7QLVQlFdBB+CqIsoXhaJ5JUd3XYPUmS6HHz9VR9/WwU2erN34yp6zAyTz2t0QL+yMf7JapZ9U4n/EIVV4KsQ3amEKqNXZVpyOh+3I6tcySRdv4D+Mvy8exZj2yLx9JzFLI9HlF/FMSZQcaUkoTL6kCXlI0gaDgshp+lw2ZMTib9xNmkTJuGKEsttIA60IHfCzpiyF8GiteHpoSQGgXyD4W/qopt9z+Et7A5fmjYtZvNt98Vbkns1hWAJEsCs7tP4avd30ftn2ZNZnb3ye1qvTsaBF0uQi4XWkhBslgwJERXHPqra1A9Xva99s+IyZAgy2ScejLe4uIIEZd6wjTKvv0u5jEyTpmDPs7ZrvOqqfTw1murosgzvy/EZ+9t4uLrRpHdNQFJErE5Wn9/WGx6JEkiFFQoLmydsCsvdeH3BZD0AmKfbvx784dsr2rW7dtZuYcMWyq3DL00XHXf0EDF4taTeJXLV5Ay4wT0TgemrCxcO3fF3M6Unh6pxKvftj2mbqxn/36q16whbeYMRJ2OtFknUP7Djy0IMUSR9DmzkQwGGuqraahrPYZsqKvBF/BiMJoIKiH2uot5edObkWS3tGkx1w6/gK6GbGRJJhTwUbF4Cb3uvoN9r/wDf0W4TdWQkkLXa66k/MeFZJ51epsrHgVBIFS9j0BJSwMn34HNqJ4KoAv+UICDtbHjb4C91QfxKwHMUtuOKwoC9b7WjbLqfC5UTcOAzBVDzuXl1W9S0tCc0NhWvps+yT04p+8c9JIOT9CLcIRAUhDE4+tMCuGY55BQRfoJKQzpCF1cPwlBQDToUf2xtcokkylCsrmOYEjWRNYdWt3cpDkKIMsyvXv3Ji8vj+rqakpLS3n2ued4/m/N3TWqqhIIBKisrmHChIkMGjSIM844g8zMTMaMGcOUKVPo27dZZ7AJu3fvxuFwkN1YMS5KCgMH9sNoNCJJEpIkM3nyZDZt2sTzzz9Pfn4++fn57NmzJ2Jq1DRHp0NMvHr16hWeQy+hcxrZsXsnW7Zv5eNPmo1BmlrE9+7d20HE/Upo8wrhwgsvZNWqVTz22GORLOGhCAQCPPHEEyxevJjzzz+/3Sfy1ltvceONNzJp0iReeeWVSJtAWlpaiyxqeXk5ZrMZm81GamoqtbW1LYKk8vLyyA/0p+b4LSDUUIt79xpKP3qc0vcepn7t12EBy0OwvWJ3zHLjoBriw61f4mvs8XdYDVx6Yh8eu34s4wdlMLxPKnddMpz7rhhJojP2y8EfCOH1t55VaAs0TcVftp+Sdx+i8JWbKHztDxT/9168B7aiBsN/n1BIRayroeRvz6E0knAQbpUo//e/ECtKaPCEt81MtnLGpJbaSpMGZ9Knc/taQdRgkNKvvm4ZKIRPnKKPPyXk9WKUDczpMa3VeU7uOR2T3oSsaaSaW9cwSbMkotM0BElmc0VeFAnXhD01B9lauQckCUUTEFqxoYYwYaFoAqLeiHP06a1thWPEHERZT707wLyV4co5i1FmUI8kBnZPwtj4wvtq2X68/iCK14Vl5zr+MPCsKKHXOKOD24dciH77KtRQICzm361151t7z1xEQzj4LKpwc/9rKyir9lJS5aas2sPBUhd3vriU8ppwa64g6dC8dfh3fEqPP11O30fvp+9jD9Ll0lOoX/QSOls8tIMwrmvwM2/VwVbHv155AEVVEWQ98hFaHfXJ2W0m4QAEvQljVq9Wx825wxAEEVHS8O5ZGrPi0bt3DYIUQNPCwsqJE8bFmCmM5MkTY36uhoJoausOSb9VyNY44iddEHNMsjgxprVPW63dx7cnYMkdStLMq4gbewb6xAzEIxibtAU2i54Eh5F4u+mYmSFIBn0HCdeB3zU6Ysjji0BtHTXrN7Dz8SfZ9sDDFM39DN9h5+zO3x9FwkWgquT/+78EG8KVKzaDhdN6z+DhKbcyPnsEQ9L78YeRl/OXSX+MOG0fDsXvR/HGdhBsDzwFhex4+DHWX3sjG278I1vuuIvqdetRfM1yIaH6evKe/3uU07cWClH44cf4SkoINLbzG1NS6HTxhS2OETdsKPEjhrfrvDRNY/O6olYr2BZ+txuPO4AoiQwbk9PqPGMmd8Ns1SNoCgkJrRN2cfFmJDUEepm99UVRJFwTilylrCrZhKITw4nvI+g8iXo9aCqiTkf6ibPCCvoxkHnWGchmEyGPh9Jv54X3NRpxDOiPc9BApMaKtLJ5CwjW16P4fFStXkPuTddHGT3IdjvdrruGmnXrCbk96PRGkjq1HkMmdeqMrtGEqNxdyQMLn6OkoZwydyVl7kqKXaU88ONzlDd1b+j1qAIc+O/bdLrwfPo8dD99HrqfTuedTf6//gMmI5qu7bFcyF2Ha31s0hbAtf5b1IAXg6Qj9RADhRbfnz0VfTt0zsw6M72Tc1sdH5TeF4OsR1NVtpTtjCLhmrCtfBcuv5tQMIjdYGVCzsgYM4UxtevYiBvqoQiFVFTlZ1SmHQGSWYcpxxlzzJTjRDK3XxeuCaIsoU9opZpPlJDMJjp16kRSUhJr1rSufbl69WqSkpKiyKjDqxoVRUGv14cNK4A777yTzz77LPLPF198wXfffUd2dg4Gg4H//ve/fPrpp5x99tns37+fa665hrvuuqvFsQVBiMwJIIoSkiwjH+L6+tprr3HRRRdRU1PDqFGjeOCBB7jssstanaMJcqMzdNP4FVdcwdy5cyP/fPbZZ3z33XcMGzas1e+mA8cXbX5K9evXjzvvvJNHH32Uzz77jFGjRpGZmYmiKBQXF7Nq1Spqamr4wx/+EGXJ2xa88847PPTQQ1x44YXcfffdUVUfQ4cOZfXq6FLdlStXMnjwYERRZMiQIaiqyrp16yLuVfn5+ZSVlUV+WD81x6+NkLuWym9exbO7+Rz9RbupW/kFaRc+iM6ZjKIqrCyILV4KsLl8J+5DBHQdVgMOq4GeOXFoKq22cda4fOwtrOPLpfsIhlQmD81iQG5Sq4TdEa+jtoLi/96DFmgOxkI1JZS8/QAZlz+JISWHUChI7Y8LYhNiQO0Xn+Hs1gXMesyah+lJRYy9sg/r97kIqTC4ixVbQwFWzQ20vWrF73HjyW+9pdN7oAC/pwHZZCLLkc7pvWfx8fZoPbQTe0ylc3w422AQdZyYO4kVRbH/JnO6T8IgyrhDPr4vXNfqcRcUrmNo1mAMJhtyv2n4i1tm4wDkficgmcIBkD4xg6STbqTym3+gNZKvgsFM0uzro/XNBLh+Zhe6WxUCG9aAKKE/bRibKlTW5LvQtLDGW3DrErL2x/HgiNPw6PUICJg8LrQfPyKkN6INm43O7iTz9JOpXrUGTYkmfCSTkaSJ45H0ery+IO/N30Us4x9fQOHHdQWcPa0Hot6IbfA0St97mMovnoq+VnsSxqxeCO0IZjQNgq0EyACBoBq+D8w24sefTen7j7bcSJSx9pvY5mMCSEYz8RPPp2jfprBf+KFjtniM2X3C5xf04t7Wera6YfOPmLL7IOr1ZJ52CjWr17SoQEwYPQpjWlrUZ6H6KrwHt+PetgTBaMExZAa6+HQk829jcdgWmDr3I+GEK6he+A6aP0zO61O7kHzyH5EdP1+wuwMd6MCvj44Y8vghWF/Pgf++Rfn3ze2kDbvzKP7sy4g2GED1qtYXovXbtqP6fNDYOmUzWLEZrHSLz0FFjbl4BwjW1eHef4DiL79C8XhJGjeWuCGDMSS1/9ntK69gy533RBFs/vIKdjz0KP0eewR7zx6oikL16jXhtsMYKPnyaxx9+4Ldjk+VKYvvRc4Df8W7Ywua34+pdz+q/Dq8GGhPT0XAH6KksPXq98pSFz5vELNFT3yimekn9+a7z7dzaKPBwOFZ5HQNkwaSJDJkeCbrVxfF9DkYOzEHvSzgDwVYVLS25QaNWFK0nvFdRhFvdpI8aWKrJgfJkyais4eJMmNqCj3vuJW8519A8TR2pRgMdLn6SsxZjURE4zklXXIuoV45rK7dhYrG8HNmYNhbTMOCJWiahhoMUrt2PbVAzqUXhSvQNA3F76f0629RvF7SZs/CbLHTd+Qkdq9bhhKKTvpLskzfkZMxGy0ElCBf7foeJUZiMaSG+CZvIRcNPB3ZYCB+/FiqflhI3jPPRW2nczhwjhyGrGu7DI8AaErrxQhaKISmapiMZk7vPZNNpdtbziEIzMid2Oq9EgsGWc+pvWewsmA9wcMc3G16CyMyByEIAu6Qj0VHaDn9Pn8pfZJyMYl6pnQZw5IDq5tJy0b0S+lJjjO66qm+zkvRgVo2rSlA1ksMG51DYooVyzGUMJJMOlKm51L2XR7e/bWRz005TlJOyEUyHT0RB+HfriE5BX9lJTT+bkS9AUNKMoIsIwoCl1xyCS+++CLnnHMOXbt2jdo/Ly+PuXPncs0110SRb1u3bqVnz7AxViAQYOvWrZxzzjkkJCQQHx9PQUEB2dnZke2//vpr5s+fz+OPP86iRYvYsmULN9xwA7179+aqq67i5Zdf5pVXXuGvf/1r1PF79eqFy+UiLy+P3NwwKbt//34aGppbel955RWuv/76KFfX119/PVLR1pY5cnNzyc/PjzrnVatW8d///pf7778fs/notJ478PPQrvry888/n549e/L666/z/fffR7KaFouFsWPHctlllzFgwIB2nUB+fj6PPvoo06ZN4+qrr6aysvnBYTQaufDCCzn11FN56qmnOPXUU1m0aBHffvst//znPwEirh/33HMPjz76KCaTifvuu4/hw4czcOBAgJ+c49dGsLIwioRrQqi+gvp13xI/MdzPfaSWSavegiQ0P0AUVaHGV0eNt46QqpBgcuIw2jEcUnVV4/Lx0kebWbm1uf1z855KMpOtPHj1KJKcbb8pNU3FtXVxFAnXPKhSs/RDkufciKSqBItaL+v2l5Ygq+GXoa9wF94FryKIMqNTc0AQCWzbjy8UoEG7FMfw2W1u1RP1egwZaTTsjk10GTLSEAzh78ZmsDCr82jGpPdnW+kOVE2jb2ovnAYbNkM4SBUNJgRRDLtWbp6LXwln0w2SnnP6nYQgykhGC3iVmFoSTVA1FSQZvU7G3Lkfgay+BAu2Rm2jyxmIKasHernRUMJgxtx1CM7L+uH2qwiCgMUgYjLpIy11NrOeW07uTt27/6Vk7SFB3NdfkTtxIkNOPh2zUYcaMmPK6Rd2rSzYEXkgNNUGWCeeH5nTkJRIr7tvJf/1N/E2/g2t3brS+fILI1os3oDCnoLaVq93274qAoEQJqMJ0Wgl5bRbqF/3LZ496xEkGUuvUVj7TkCyOMIl9G2E3aJnzIB0vlyaH3N86rBOETLakNGd+MkXUb3oHVDCgY9otJJ86p+RHe13+9UlZJB+4UNUzvsngbJ8EEQs3YcTP+VCdI3zCYLQgqiLgqZGfsvGlBT6Pf4olUuWUbV8BaLRSPpJJ2Lr0R29sznjHKyroOTtB6J06dxbF2MffiJxY89AMv0+yDjJZMM+aBrm3KGo3gYEWYdktiOZW3/edaADHfj9oSOGPD7wl5dHkXBNCNbWUvD+h3S95iokgwH9kTTTLOaw21cjNFUlUF1DoKYGNeDHkJCAzumM0gwN1tWz/z/RBGD91m0YkpPo+8iDGJNbrxyKhZp166NIuOaT0Tjw5tv0vPO2sE7XEWJIX2mzzEFFqYuvv8hDEAVS05ORZJHyuYUE/ApjXTDhhO5trlqWZZGkZDN7Y3d0Ep9oRieFYz2jSU/PQclkd49jb145oZBCl27JWO0GLLYwwSHqdJhUD6ee1p2vvtqH3xeORSRZZNKkTjiEBnT2dJSgL6YWcRNUTUUQRURZxprblbghg6lZtz5qG2v3XOKGDUEyho8tGY0YB/Ql98Wn8Cp+NDRMkgGTyYLcmPCVLWaSr7qIjwoWsWjT65G5vj2wjOEpfbngprBbq6aqOAcNovDDj8h7rqXJUfrJJyKZw4l9o93J9EtvYvUX71PVqOWbkJLJ8DlnYXKEf5u+oI/dVbHjOIBdlXvxhfzYDFZEh42cO2+h+stvqVkdjnPjRo0gftY0JKcTSW77Elc0WbH2HkvN4vdijlv7T0Qyhr+bLEc6Vw09jzc2fEiwkbwzyUauH3ExKdb2x5CpliQemnIrr697j7zqfAQEBqb25uJBZ5LcqN0miEJY5qQVqJoWSQokWuK5f9KfWFO0icUHVqETdczMnUjPpG5RZl71tV7efX01ZcXN99z2jSX0H5rJtBN7If08fiwKOruBtNk9UDxBlICCpJeQzLqfTcIBiJKEYLMimYxoqgoICFL4nmjCZZddxpYtWzj//PO58cYbGTt2LABLly7lb3/7GyNHjuTKK6+Mmvfpp5/G6XSSk5PDSy+9RCAQ4Pzzz0cQBK688kqeffZZ0tPTGT9+PLt27eL+++9nypQp6PV6dDodL774IlarlSlTplBXV8fChQsZNGhQi/MfMWIEAwYM4LbbbuO+++5DkiQeeuihqCRPWloay5YtY/LkyYiiGKlkS0xMbPMcV155JX/84x954YUXmD17NqWlpdx9991kZmZGdPE68Muj3UIPQ4YMifRNV1dXI8sydvvRL5jmzZtHMBhk/vz5zJ8/P2rs1FNPjTiCPPnkk/znP/8hMzOTJ598MpK5BHjooYd49NFHueGGGwAYP34899xzT2Q8Nzf3J+f4taBpKvUbFrQ67tr8I47hs5FtCUzuMoYF+2JX1czKnYTDGF54B5Ug2yv28MKqf4dNHESRA7VFzOkxjUmdR2E1hFsQD5TUR5FwTSgsb+CHNQWcMaU7UhvbA9WAH9/Bba2O+4vyCPoa0FvisHTtQv3W2NuasrLQmc2oAV9zmbgawl8cXZbv2rgAW99xSJa2iToHtAC2GZOoWrgkps26fc50goQzKSFXNa7PXyBwYCu9EzJAgGDlv6jP6I7ptJuRbfF4gz7e3/Y1CBo3jLwERVXQAJ0os2DvUtYXb+XmMVchagbGdxrB3urY1XgTs0ciauHAVm+LxzTtWsSy/Yh7wjbqWvcJGJKzMdib20H8DfUcKKnnla/2ktdIevXOiePq2V3JStHQWWyIooCxOJ/CtS0zqXULF5I+cTyQjijrcYw4iYYti9BC0a05osmKtc+YCCGmc8Rj6ynR666bCdXXgSQi2+3onU4kU/gZoJNFEp0mKmpjt6ikJVrQNTrd6hxJKA016JNzsPYdD2q4tVky25Dt7ROO1ckiJ4/vyuINRdQf5lbWNcNB907NCxDJZMM+dAaWPqNRfZ6wDbfRhmyxt1u8GUDU6TFm9STt3HtR/V4QRSSTDdHQXFUqWeMw9xxJw6bYAtjWftGuf8bkZDJOOYmU6VMRRCm8SDoEqhKkbvWXLcwhAOpXf4mt74TfDREHIEhymLQ8CiK0Ax3owO8HHTHksUfF0tb1ZSsXLyX7/HORDAYSRo2k4L0PYm6XOnNGJNGjhkI05O1h1xNPYUxLQ9Tr8Rw4SPLUyaTPmY2u8e/lKy2NSQD6yyso/vxLsi++EKmNYvmaqlK3eXOr4+69e1HcHnRWK9bcXKpXtkxeA5gyM5DMJlRVZX2jPIemai2q2TauKWDomBzsR9Bzizq/YIB+veNYvewgaoyS/9EjU5GDHsBKrbee1ze/x+rCjaTbUpBEiaKVpWTZ07h93HUkmONQQyFKP/0UtaqG808+Db9kRlE1LLJC7XdfUzivBMcDf0EwGZiYPZItZTtjntfY7GHopHAS2ZCURPbFF5A0cTxVK1ahqQrxw4Zh6dI54nIKUO9roMhVwjtbPmNXZdhkoWt8Nuf0O5lsMnA2xnMlOj+Lilt2dKwu28qYziNIFQQESSJ56mRKvvo6Ul3XBNFoJLVRRw7AYbYjZOQw8fxr8HhcoGmYLTYsNgf2RgMQvaQj2RLPwbrYZGuyNRF9I0Nki0vA666nrl8O6VPCxEpJRQFOqxmrs32GS4IoYe0/kfoN36G4oiWAdPHpmLsMjPy/RW9mQs5IBqb1xRPwIghg0ZlxGGxtNmk4FLIk0yW+E3eMvx530IOIgNVgwaxrjiHjzPGMyRzC3N3zY84xOXskhkMqABMt8czInci47OGIgoj5MMkNVdXYvK4wioRrwua1hQwakUVK+tE5mbYGyXRsiLdYEAQB4QjPGlEUef7555k7dy7vv/8+zz77LJqmkZubyy233MIZZ5zRorDjxhtv5KmnnqKwsJD+/fvzxhtv4GzUT77sssswGAy8+eabPPbYYyQmJnLWWWdx0003ATB69GgeeeQR/vWvf/Hss89iNBqZMGECd9xxR8xze/XVV3n44Ye57LLLMBqNXH311RQdknB44oknePDBBzn99NOxWCwMGDCABx54gPvvv5/i4mLS09N/co4ZM2bw7LPP8uqrr/LKK6/gdDqZPHkyt9xyy8/56jvwMyFoWqyi6A4cCVOmTAHg+++//4ktfxqaplI+93nc22MTbKLJRuaVTyPbEthWtpuNpdv4bGe0jkG/lJ6c1HMaPRK6YNQZKa4vY3neEkbGdUbYtwkhGEDt0p981YvdmcaAtN6EQipPvLWWFVtimyEkx5l48qbxxNvbFqQEAj6q5v0D7+aFMccN6bk4z7gFiy0RT1ERG2/6c8zWgn5PPoa9ey6Kp4GyT57Ed2BrjNnCVUgpZ9+LPi68cFcDPhR3Lf7SfFAVDGldkSwOREOYwPD5Gvh+9xJ6V+soe+0/EX06yWQk6dLz2JkmMqHrKKwWJw3bl1P+6dMxj5s050Zs/Sfi8jfw8KK/kV8T1n6TGgmcpnL6bGcG9074A6JqoMZXzTMrX6XIVRo1V4Y9lT+NuIYEUzyWxpeTpmnU1vsINn43sk4m3h79Ai0oruKPzy8ncFgrpskg89xNo0hPjSfocrH9gYdpyNsDoogxORlN0/CXhbPFcUOH0OPWm5GMBjQlRKCykMp5r+Mv2A4ImLoOJGHqpegS0tttELBuZxn3/2NlzLG/3TyRzunR5GnIVY3qbQBRRDTZkNtIrsZCaZWbL5fuY9nmYnSyxMxROYwfmEHCIa3WmqYSrC6ldumHuHevRpD12AdNwz54OrL9+LVCBqqKKXnznhYuoabOA0icfW2keq4tCLmqKHj1j5FWzsNhHzabxOmXxRzrQAc68NM4lu/5DnTgUBzr39a+19+g5PMvY44JksSQ117CkJhI3Y6duLZt58Cbb0dtY+vRnU7nn4ulaxd0Vive0lKKP/uCuMGDqNu8FcXrxd6nF2owiGyxkDhmNAB7Xn61VTMEyWxm0AvPRRFAR4KmquS/8Z9Wr8OUkU6v++7BlJKCr7SUDTf9OaZAe58H78M5oD+KovLxm+vZuaU0xmxgseq54qaxOBLCMaLi9xOsrcW9Lx8lEMTWrQs6pxPZEiYjlGCQoq/m4UnvwRdf7MPrCVdCybpwBVuq9yBpo4diTE5mc+kOHl70t5jHvWDAaZzYYwqaL8CORx+jbvMWIPx3QhAicbE+MZEBT/4VzW6l1FXOy2veZF9NtA5ukjmeO8ffgM1gjSTigcYqxrDurKg3RMwrmnCwtoh7v38Kb8gXNZ9OlHl46q10juuEL+jnmeWvsbGxBTPZkogAlLur0NDITejMneOvx6q3oKkq3sIi9v3zX9RtCpOp9n596XLlZZgzM9utb7qrci/3fv9UzLFHpt5GbkLnqM/crlr8HjcARrMVs+3oY8hgbTmuDfNp2LoERBHbgMnY+k9sERuWNVQwd8d3LC9YiyRITMwZyczuk0lqRUPxWKDMVcEDC5+j8jCt8O7xnfnjyMtJtLU9ge2q9/Gvvy2jriZ20rzPoHRmntaTAwcO0LlzZ4zG9htYdaAD/5/h8/nIz89v9f5o63v++FofdeAnIQgitv6TWiXiLL3HIprsKKrCV7u/J87k5I5x17GjYg8BJUjPpK5UeWp4YdW/eXTq7RhkA9W1xYysqiPw7SE6WOvnk9OpN74JZ+DyN2CUTISOIMypqBrt4WhFWUY3YFKrRJw0bAZaY0ZGNpvpccuf2PeP1wlUhV8oss1K9kUXYGhsndAECVO3ka0Scaauw0AMZ38Un5uGrYup+u5fh7T/CTjHnYlj2Cwkkw2j0UrnxGzyxWKGPPYQSnUdaCpyfBxbPYWkmk1YLU4Un4f6dd+0ep31677BnDsEs8HMwLQ+lDZUMDVjBIMcYc2BjXV7WVC0mgGpvTHrTMiSzLbKMi4YeBqFtcUsObgGQYCxnYaR6UinrKGcTvHN5gGCIBDnaF2fz+/x8PmS/BYkHIDXH2L+qoOcN8OMpigoHi+pM08gbuhQvAUFIAiYMjOpXLIUX2kpmhICDAiSjCElh9Qzb0P1ecKW40ZbpAy/veieFcd5J/Tgve+ateJ0ssiNZw0kNaFlhk22xYPt2AQvqQkWLp7dm9Mm5iIIYa3Ew12CQzWlFL1xe4TE0gI+apd9jHvXatLOvbfd1XhthT4hnbSLHqFh84+4d69G1BmxD5mBMbtPu0i48EkDoSPomQRjO0h1oAMd6EAH/n8hcfSoVgms+FEjkRp138q//xEtFKT3X+6mfsdOFI8HW8+ehBoa2PHXJxj0/NNhIq6wCNlqZcfDzVpGZfMXYO3WlU7nn0ugphZ9nLNVnTYI688eQZWjBQRRDF/Hl7FNtVJnnIDc6ICpWJx0vetuDr74Av5GQwrJbCbtvAuQM8I6vgIwYEB6q0Rc776pEfOqkNdL9ao17Pn7i1HXlDZnNllnnoHOYUfS6XD2zEXZtpOLrx6D2xNCUTTsdj3B/D1Ioh5DQgJBJcS8vEWtXueCvUsYnz0Ch9FG/LChuHbn4Zw8DuPwgWiCQHDrbmq//R5H/35IFguSrKfO7+LUXjOo9FSzaP9KFE1lVOZgchM7s6/6AOM7R4vz6+NarwbzBcNaY4eTcBA2fvt6949cNOB0RFHEHfQyIWcko7KGUOQqRdM0Mu1prCvezPaKPJTGv5Mgipg7ZdHz9lsINTSABpLVgq7xd9deZNrTuHTQWfx340coTa6posTFA88k3dbSbMtic2KxOY/qWIdD50wmbvzZ2IfOBASkGJ0S5Q2V3LXgCVz+Zv2tL3d/z6qijTww6c+tGpr8XKTYkrh/4h9ZemANywrXoRNlpnUZy4DU3iRa2xm3arRqPAIQDChHVFPpQAc6cGzQQcT9FqCzY+zUF9/BaNJJssZh7jEOTVFRhbB22faK3XSNz2ZgWlgE3h1ws7FkO0bZSEhVCKkKySGNhjVhowHZkYwgSQRrywke3I65MA81qTM6g8T0Edms2V7W4nQAJgzKxGFtu5StLMooVifGaRfj+/5tiIiOCuiHzUBN7hRpiXXl7eHgux/Q6dxzkG1W0DTUYIjSb75F8XhJP+nEsJ5Jchd0yTkEy/dHH8uRjKnrcGRTmIEOVpdQNe9wrRaN2iUfYMzqiblzWHMm25CIadtWym2bITsNNBB2byelpIrUWSc07qY2ElSxoYWCaJqGLEpM7TKWMcYu1H/wJXVrw3bQA4cMZPxZl2LKSEeWZDxBL1/v+Z4dFXl0T+jCiMywPsDqok28vXkuvZNy6ZvaDVMbnRo9/hBb97cuGLx5fz2n+hWsVivZl1xI7YZN7HjokeYNRJHMM04jcfzYiPtVEyST7Zi0M9osek6Z0I2Jg7M4WOZClgQyk63E2Yzodcff+VEnS8Q7Yh9HDfqpWf5pzEqyYGUBvqI8rMeJiAPQx6cRN64xyBMkZMvRtWSJRgvm7sNw71gec9zaZ+zPOc0OdOA3DU/QS73PRUPAg1E2YDfYsBuPbtHXgQ783iGajMQPH0r16mgpCtlmJX32TGhMuupsVqqWr8DWvTuOAQNAANXroXLJUkRZQmvcTjToKfzgIyBcmSUZ9PjKymnYs5faDRsx5+QAkDRxAuULYsstJIwZHY7v2gHZbqfr1Vew759voAWbE01JkyZg7Z6L3OhQW1nu5st55Yy/6CZSzVpY1kI0sGRNBWmrSpg4w44kiSQnWcjKiaNgf7TxkdVmYNiILORGIs5fXkHes8+3OJ+SL77C3qtnpAJQTEqlPF7Ek1dCfIYBVVKpKNaoLzcwavxwBElCCwVbiO4fiqAaQiOsCZsweiTBPjl8WrScVXlvomoa/dK7c84DN5NmTUYyGAiGgszLW8Sa4k10ievE0IwBiILAtvLdfLDtS7KdmQxM74vd0Lbv2hsKRNpRY2F3VT7ekI9ESzxn9J7Fzsq9PL7kpSit45m5k7ig/6lYddExpGyxRCoIfw4sejOTu4xhcHo/CutLEIAMexpOgy2q/fJ4QZDkcII4BhRFYf7eJVEkXBMq3FVsKNnGtG7tM5tpD5JtSZzSewZTuo5FEATsxqOL2U1mHT37p7J2WWzZnIHDMpFaMfnrQAd+71BVDVVRUVUNQRAQJaHNeqHHGh1E3K8MTVUp+GAuCcMnYuw8FG/eMtSgH2P2QAzp/dj93Kv0/svdiE47U7qMZXB6P/694UOqPOHAwiQbOaPPLFJtyciCjCwIqFuXousxFq3fbPaU+/EHVXpkWNAVrEPZuAhD34lggm7pVnpkOdhVEE3sxNkMzByZhdzOcnKrNZ5tyWkknXcnupoKNDWIlpDB/kA9/ezhip8mJyXPgQPseeGlFnME6+pJmjg+rDtmjcc65GzUugN496xAUxVMnYeiS+2NaLIj6vWooQB1qz5v9Zxql36CIa0bktFCsLoW3+BcXt/7FQe3hqveMmypXDZyNv7yCiyJyUgmK9Z+E/AX7Y59jf0mIJnCAY/VFaLkH++QccZp5Jx7DgCBqmoK/vkuSX/+A1ggpCp4g+HS791V+9hdtS9qPm/IR6gdaSedwUCczUBhecsgACDepkdv0CPKMoIkUfr1YdV9qkrhBx/R77FH2t1y2h6YDDImg0xa4rHVmPi5UL0NePJadyBr2LoIS4+hCO1wvWovBElCtrZPv+RwiHojcePPwbN3PVogOrNtyOqNLjGzlT070IHfN2q8dXy163v6WjNJ1Tlo0FzMq1rEiT2mkmLtcNntwP8eyud/T9yQwTgHDaRi0RJCbg/O/n2JGzaUPS+9Qp/77kW2mEkYMxp7r17kv/4GvtJwpZhoMJBx6skkT5mEoAu/92rWriduyGBSZ56Ar6wMxevDkp1Nw759lH4zj9QTZwGgT03DPqA/9Zuitd1km5WM009DMrSPNNHHOdHFxdHztpsJ1NSi+n0Y09PxV1VhTElGEAQ0VWPdyoNUlbv5dG5LQqms1M2wsTnYHSasdgOzp+RysNzF+vVFBIMKPXsm069PKjaLAckgo6kqZd/F1t0CKPjgIxx9+6BzOHD5VcydRebmfcHeDWECI8WSyHn9zqCkqgF7oh29rGNS51FsLI2tgzym01Bs+nAMWW8SeHXDV5zcczqn9JuJBtT7Xfx329dcM+xCLEBIU/CEwjHkvpqDLdpTvUEfagyH0dZg1hmOaPzmNNowykZEQcSoM/Lpjm9bbPNN3o8MTOtzVHpobYVB1pNiTfzNPdNdATerCze2Or704BrGZA+N0nc71hBFEYfp55lZyTqJURO6sG1DcaTNugmp6TbSO/28GLUDHfitQlFU3A1+ZFlElkVUVcXjVrBY9ci/QLHI4egg4n5tCAKiwciup1/AlJVF4uhhiFaZsmU7qdv8Bfr4uHDwoYmYdSYeWPhcxKUHwkTOm5s+4e7xN6LDgKaqCEm5bA904qV/7owSlZ0+JIfTRqQjN4rvm+vy+dNUBxtK4/l2QyWBkMrYXnFM7mPDuG8xWsLMdonXW/Rm+mb0pdZXzy7Vi6Iq5DoSGWDqhq2xGg5Na3S1iQ1NVSPtDIakRFS/n5rKOsyTrkAQBbwHSjBa4zE0OrxooSChuspW51MaqtBCQRSfnzoDPLL6DQKHfH9FrlIe3fRvHh1+PXa3G9liwZI7lPrVXxKsjtbPkx1JWHqNRhBENEXBlZdHl2uu4uBb71CzYSNoGs5BA+l69RW4dudhSEzAojMxLHMg+2sLY57fiIxBWNrxwraaDZw+qStb9lbFHD9lQleMBh0ht5uiT+a2Ok/xl19h6dIFydD2qsdfGz5/iAZvEARwWPTo5KN4YIoios4ABjNyv2loGf1AVRDzluDfvbJRU/D4EZTHErr4VDIuf4raFZ/izVuLoDfhGDYLS89RP5vo60AHfosIhAKUlh/gJHMfCt//hIJ9+RgSEzn51Dn4aqqolXQ4TUevD9SBDvweIZnN7H35NYxpaSSMGoFoMNCQt4ftDz6CqNdDY9JNMhrZ9uzzUaL6qt9PwXsf0P3WPyPIYa1afWICprQ0dj72ZFSrZvzwYeRcchFiIwFT5RHQzTqX9KEjqPthPorXi3XQUGxjJ7J2u4sxqWrErbwtkM1mnAP6E6iuIdSo46uPj8eWm4vOESYeNEA9YgypgRa+Xp3diDNNQw6GyDqjFwgCUn0Qi0WHzhEmCTVFwVcSu30VIFBdgxoKoSgqHtw8vf5FPMFmXa0ydyXPbXiVe0f+mQaXD6vNSI/EruQ4s9hfWxA1l9NoZ3rX8ciSjKZp7K8p5OphF/Dh1i9ZW7wZVVPpk9yDCweewZ6q/SSa4zDpjIzMHMy28tjJ4SEZ/bDo2y4jYpANzO4xhdVFG2OOn9RjGnajFX8owNe7Wtc2+mLnfHokdGlhAvBbhj8UoCEQ1pKzGawR04f2QBJFDLIeo2xgUsYwhjhzUTWNFdXbWFq8AaNsQBJ++cX80cAZb+aKP45l5eJ8dmwqQdaJDBmVTb/BGdgdRny+lu3LHejA7xmaphEMhDCadDTU+wkGFERJwGLVo6oqSkj4xStBO4i4XxmCIJB6wjTKF3yPt6CAgvejX9ypM2agczjQBJGVBRuiSLhD8dG2r/jDyKsQZQvu9CG88LcVLbb5bl0pfTv3Is1oRVVC1K/9Bv/u1QxK68qAEePQRBmp4Fv8H26k3paAtc+Ydi/ozToTZp0ppo4DhAPBlGlTI4KuhyN50gR09nCptSAIuONNLEisZeGWb1FVlZGZgzg1uR+WxkBQ1BsxZffBXxTbU96Q2RPRYCLo97GwZF0UCdcERVX4pnAFFztSkLEg2xNJO/9+XJsX4dr0PWga1v4TsQ2YHNHyCrk9WDp1Ysud96C43ZG5atdvwLVrF/3++gghtwe9w86E7BHMy1tEvT/anchhsDE2Z3iUvXRbkNspnlMndOHTRc3VdYIA503vTqfURtezYJBAdXVrUxCoDBOU/A6IOFXVKKly8868XazaWoIsi0wb3omTxnUhKa59OnaSxYFj3LlUmbJ4Y1EJaxcUoJNFpgwcy5zTZ2G3SkflnPprQBAl9PFpJE6/AnX8OeFFhsV5XCsdO9CBo0FQCVLrq8cT9KKX9DgMtlYXcPU+FwE1hCiIxBntUb9nT8BHckWALY88FNGRClRWseuvu8g44xSEWVOhg4jrwP8YEseMpvCDj/CVlLRIwKVMm4LcSGLVbd3awtmyCQXvvk+vv4SdYh19+rDp5ttaaLVVr16DtXsukjmcWN20upD1Kw+Skmaj3/SL0ckCmws97PzPDnQ6iUEjOmE/guZtLEhGI6b0NEzpaTHHRVFg0PBObN8Y22isz6B0zIfIqrgMPr4TVrNg/TICSpChaf05M2s2qWK4Kk3U6XAOHEDNuvUx57N174ZkMhEKKayv2BxFwjVB0zS+yJ/HVY4LsGIk3uzkjnHXsrxgHfP3LCGohhjTaSjTuo4nuVHLyx8KkGpL5sGFz1Hnq4/Mta18Fw/8+AwPT7kVd9CLXtYzOL0fc3fOi3TCNMGsMzEzdxK6dhJKWY40zul7Eu9v/SKq5XRW7uSIEUJIDVHlrW11jhpvHUE1CPw+iLiyhgo+2f4tywvWISIwLmc4J/WYRnI7K+5sBitn9p5FslfC9ek31K/6DEGSmDB2JDNmX4XXbsQg//bjamjUpE6wMG1Ob8ZM7oYggNVqQDhMV7nD07EDvzY0TUNRVDQ1vN4VRQGxlVZSTVXRtMaSClGIiiGbWlEryxsiRT+KArXVXswWPRabgETb1uTH6r7oIOJ+AzCmppA2ZzYlX3wV9bmlaxeSJ08Ma7yFQuytid3LD1BYX0pIDaGqGvPWxg5QAD5eWsjgftnYjBpoKrrELCx9p4POhqZqiD0nIoQCBGtK4Dg9fO29e2Hp1hX3nui2AkNyEkmTJkYclio91dz/wzNUHOIQ9OP+Fawt3syj0+4gxZqIIErYBkymbs3XaMHDsjeijHPkyYg6A4Ggj92uaJLzUOTVFRCQVJoaKWV7Is7Rp2AbOBkAyRwt2KpJIuU/Lowi4ZqguD2UL/iBzLPPBMJ26w9PuYWPt3/D8oPhtsjRnYZxRp+ZJFvar0dmtxg4e1oPpo/IZtveSgRRoE+XRJx2IxZjOCCTTGbsvXvhK479W3D064f0O3FBKq128+fnFuHxhTPz/qDC3EV7WbWtlEevHUOis+2BoCCIuFIGctvzS/AHwu0c/oDC16uL2bC3jkeuHsHv41tphqjTI+qOn1NXBzrwc1Dnq2f+vqWU1pSSaYinJuTGRYDz+p0cJWrtCXjZU72fH/OXYzdY8QR9dI3PZmTW4Egrlb6+ge2v/jOmmHvRJ5+TNGniL3RVHejAbweGxESyzj2bgnffj/rclJFBxsknIenCcYFrd16rc3iLiqGxxbF6zZqY9xhA6TffkjxlErLZhKZqxCda6D8+FVOCgKqpdO+UREBVObi3tl1mDe1BcpqNnG4J7N8T3RlgsRkYOb5LpAqvylPDIwv/TqGrOQ5aVrCG9SVbeGz6HaQ1JozjRwzj4HsftIznRJFO552LbDYTCvrYXdu6ttq+2oOExOZEb7w5jlndJzM2eziapmHTW5Cl5iWXJIisK94cRcI1IaAE+XLX91ww4DQAkizxPDDpZubunMfiRrOG4RkDObvfnKOKIa16CzO6T2Rk1iB2VOxB0VR6J+USZ3JEquuMsoG+yT3YU70/5hy9krphOo7tl8cSscwVvtuzmLVFm3loyq3tdjrtLaWw5f7bURqrNjVFoeaHxbg3bqXPYw8d03P/JSDLInZHy8hX1/jc8Hg8mEy/j791B/7/QVFUvJ4gQX8ISSegqYSNcpxG5EM6ozRVQwspKJ4giEJYB14WkYwyQiNpp6ka9bW+mO8mjzuApR3a+J7GpFbTfXK06CDifgPQQgqmjAx63H4rNWvXoQb8OAf0R9Qbws5ThMuhM6zprCN2JVmqLQkJCUVVqWjFjhqgxuUnpKiIsgH7iJPxldeR98obBCrDAY1kMZN9wdnEDXAimX+eBkFrMCTE0+uu26lZs5aSb+ahKQpJEyeQNGEcxqRm98gNxduiSLgmuAJuFuxdwtl95yBLMrIzmfSLHqbiqxcJlOYDoEvMJGn2tchx4UDLoDeTYHLSWhiaYHZiMERXVwli61pemtcXsZ2PhdrNm0k76UR01jC1l2pL5ooh53JOv5OAcCD0c7JmFpMei0lPZkrsv5Fk0JNx6slULFzcwtlMMhnDejDHUd/jWCEQVPj0xz0REu5QlFS62bK3kklDsto8ny8Q4r3v90RIuKj5qtzsOFhHUsLPN6zoQAc6ACElxMairYwydUUJJaPpZARVRdbpWb93DcO7j8JptKNpGnuq9pMhWbgwrj+BojwkZyYGRzfWF25laKcBWPUWVI8Xf3lF7IOpKp4DB7Bktv150IEO/H+AGgqhczroeeft1KxdR8jjCeua2W0oh7hrmzNb1w41pqREWlh9pbFNvAACNbURkm7w6E5kDTfx+rY3KcsPS4QYZQOnDz+RmcN6YjIfn8ogm93IqecNYt/uClYtyScYVOg9IJ1Bw7NwxjfHcXlV+VEkXBO8IR9zd8zjssHnYJD1GJKT6f/YI+x58WVcO8PdFca0NLpedzWmzAwA9JKeFEvr1VPxJidGXfT1ioLYqh6bX/GzuXRHq/Ntq9iNX2l2P0+2JnDJwDM4vfdMACw6M8afYVwQ6V6xp8Ycl0SJyV1G882ehfhD0S7sOlFmdo8pR9Xa+UtDURV+yF8e01yh2lvL6sKNzOo+qc2dBGowSNk38yIk3KEIVFdTu2Y9ptkz/190JkiShNPppLzRmdhsNv+/uK4O/H6gaRp+XxBRAlFWQRMQBJB1UF/nwmDQR1pJlUAIDVBQCfpURElAJ0hQ70PWh8m4YCCE19s6R+JyuTFbjvxc1TQNj8dDeXk5TqfzZ2tldhBxvwG4Dxxg3yuvIZmMOPr1Q5BlDr73IYHKSlJnnUDnSy9B0usZ22kYX+2ZjxJDmHVOt5k4TDZ0ssTgnsms2RE7kOqZE4fJEP6zC7KDnY8/GOVOpbg97Hv1Dfo+8iCCdPx+HoaEBFJnnEDC6FFoqobOZo0ihrxBL0sPrml1/5WFG5jdYwpOKVypZkjtTNq596J4G0DTEE1WZIszsr1e1jGnx1RWFm6IOd/JPadjbofOhqjXIR/Bml1nsyHqo4MUg6z/RUvWjamp9Pvrw+x58WU8+8PVlNbu3el23dUYk5N+Yu/fBho8AVa34uwLsGh9IWP6p7fZjbXBG2TDrvJWxxdvKGJ0/3TkX8k9pwMd+P+EOn8DubokCtzlvFe4gCJXKVa9hVlZoxmd1BdfgwuMduq89XSRbVR/8Cih2ub7vUHWM/isu/H5vVj1lp9sGxfl3/7CsAMdONbwlZay7+XXEPV6HP37IRoMFH/2Ob7SMhJGjyL3phuQTEbihgym4L0PUP3+FnOkn3ISeqcTgLjBg6n4YWHMY9m65yI2mjBIjhDPzH8J3yFEjS/k5+0dH3PbmGvR6Y9fss/mMDJgWBa5vZNR1bAL5KGud4qqsOTA6lb3X1u0mbP7zsEg6xEEAXOnLHrdcychlwtNUZGtFvRxzYlYURSZ2nUs8/cuiWrnbMKpvU7AcQQThMOhk3TY9K2bWdn0FuTDTKP0sp6EXzCGTLYk8tDkW3h17VvsrQ7HkNnOTK4eev4RScnfEhoCniOaKywvWMvEziPbrLMXcrupWbOu1fGqZStInjwR2dw+2ZTfKlJTw0RtExnXgQ78klDVsK68qmr4fCEURUMQQK+X0OlFBAQkWQpXw2ka7oYAyiHa+AJgtuiRZAFRFFEUFVd9y/dfE8x1OvSGtnEfTqczcn/8HHQQcb8yNFWlrNH+XfH6qF69JpyVbGwLrVyyjMwzTseQkIBD5+CmoVfzz03/jWR3dKLMyd1PpEtcdoSMGNY7hXe/20W9OxB1LFEUOP+EnpiNOjRNo3zRkigS7lAcfO8Det1xG7L16Fwv6/0uNE3DqrcgxVg8KYEAwdpafGXloCgYU1PROR2RdklRkDDJrTcJhgVRDyNLdGY0b7hySpBbvgSTJRsX9ZzDW7u+Qm10KhUEgdO7TCXL0L7yfp3dTvqc2a1q3aWdOBu949fVKhJlGVv3XPo8eB+hhgYEQUC2WtHZj0+l4/GAIAoYjxDMW4w6RLHtGTpJEDAZ5Bb3RhPsFj3icc74KV4Xqt8LgohktoXNIzrQgVagqSqq34+g0yHKP++VHaitJdTgxltXi85oQm+3YUhIQGinTmVbofMF2dpQxItbmlvmGgJuPtg7nwPuMi7qcwoAgj9I3fx/oQV92Iafis6Zjuqtx71zEVUfP07SJY+DLezGaM7uhOdgAY7+/TClpxGsq6dm7To0TcOc1eEW3IH/PVQuXQaAGghQs3YdiGKkaq161WpC7gYkkxGd00GP225m74svE6gO640JskzarJk4B/aPxF/2nj3QJ8QTqDqsI0EQyLnkInS2cNX4xrJtUSTcoXh/2+fkJnbGYTy6CvN6fwOqqmLTW2JWHISUEDW+eircVQSVIClCEg6DDZMufA0CwhGdK42yAeGwGFI2mxAIgAaiseW+SbKZaweeyaubP44kxAUEZnUZS097RruuzyAbOCF3IisKY2vTzcydRIL51zVdEkWRnLhM7hx/A+6AG00Dq96M/Sj/pr8GJEHEKLceY5llE2I7zBUEUUQyt/67kqyW495tEmpoIOTxhGN6m+24yswIgkBaWhrJyckEW1kvduC3DU3TUP0BBElE/JltlF53AJ8viKfBh04nYzTrsdgMUUmQY4mGehclBXXM/7JlP1t6poOJ07sQl+TEU+9h6Y/7KNhfS27/RJwpBoJ+lb2baqiurODsSwYTl2jD3eBly6odFBfWkZ7pJClBj9enkp9fQyigcO7lQ4lL/Onnm06nO2au0R1E3G8Aoixh6dKZzDNOR7aYw86hokjZt99Rv725dD3ObqGn0I3bhv8JV8BFSFVwGu3Emx0kOZqrswwmhdsv78e7X+1na6O7ZlaKjQtO7IzVFib41ECQhiPphRwsQPH7203EVXtqWVu0me/2LiakhhibPYwJOaOiNBgUn4+atevJ+9sLkcysIMtkX3Q+yZMno7NZMch6ZnWfxPqS2O2fs7tPxmZovmZfeTnFn31J+Y8LQVVIGDOGzDNPw9TIVmuqSsPiFeTs28tfZ15JYaAaVVPpZEzC8/1S6nYuwH7OWe1a6Fo6dyZl2lTK5i+I+jxp8iSs3bq2eZ7jDb3D8ZOkYG2Dn9IqN8s2FSOJAuMGZpAUZ8L+EyW6xxtOq4E547rw6qet/A7Gdm5X9ZrTZuCkcV34x2dbY47PGJXTLmKvPVBDAQIVBVTN+xf+op0gyVj7jidu7JnonMnH5Zgd+P1C0zT85eVULl9B7boN6BMSSDtxFqb0NGRL+xMkgZoaSquL2Vy3j23uAhJ1dsZr/UgM+nCmZhwVGacoKnVuPwEliE6UsBgNGA/JJnoJ8nbeNzH3XVW6mdN7ziAJkIM+JKMdy6QbKPhgLu6936JPTCD95BOx2kIoNeWQmI5fZ6H7zX8kUF1D7fqNuPPz0Scm0uPWmxEMOgIm8+9EOrwDHTh2EGUZY1Ym8RedRTA1jqCmYAtJNHy1gNrFyyPb6R0OLN260vOO2wjWu1CDQfROB/qEBAyJzclIn81Axj03U/Xmh9Rv2ASahjEtjcSLzyaY2kwO7a7cR2to0i1uL2q8dWwq2cbXeT/iV4KMyBjI1K5jo0T1A0qQbeW7eW75P/GGwtrAoiByaq8ZzOw+CbvBiiiKTOs6jkX7V8Y8zgm5E6NIwmBdJfXrvsG1cQFaKIi5+3Dixp2FLj41Qtip+7fSdecqnhx6GYWBegJKkBxrMuLONQSXfoI6/XJEXdsr1lJtyZzUczqf7/wu6vPhGQPpl9KzzfMcb9gNVuyG1jtAIKyvVFvtYfvGYjSg94A0nPFmLNZfN4a0GizM7j6F51e+HnN8Vo9JmNqRDNXZ7aSfNIe8Z5+POZ4+ZzaS4fhcsxoK4S0sIv/1N6jbvAVBkkgYPYpOF5wbWescL0iSdMyIhw78cvCVV1CzejXVq9agczhIO3EmpoyMSDKlPWhw+fCVV+PbtQP/1o2E7E7kMePxJicTl5ZwVG6jmqricbsIBhQkWcRgNKA3NEdxHpePRd8V4K5v2QmYt72a0RO6YDQaaaj34/YqTDo/h7l7vmFX/j4cRhuzJkyhj78bFaUe0jKTwO9n6ol9CFRU4dm4Fv/abUjx8QyeNoWAyYHZqMP4C+undxBxvzIEUSTtpDmE6mrJe+7vBOvCwq2CTkenc88medoUdIeQKHE2E06rkXp3AqqqYTXr0MnRD8fdVft4dcPbTB45gZOn90TVoDpQwfv5/2aAtxcXDjwDWSdjycmhdsPGmOdlTE8L2963A9WeWp5Y9jL7qg9GPvtg65d8v28ZD06+JULG+UrL2PXUM1FmEFooxP5//QdL5844+/cDwiXw47NHsPjAqqjj9EvpyYDU3pH/91dUsPWuv+CvaNYOKl/wPdWr1zDgqccwpqSgeLxULVuBa9du6hYuxRgfB4JAcWPG15+VSfqc2YjtqGIzJCaQdd45pM6cTvXqtaBpxA8fhi4+DkP870c8v6bex0sfb2bl1mYtlY9/3MOs0Tmcd0JPHL9iICUIAqP7pbF0UzHb9kULM584pjMZSUcODmPNN3ZAOiu3lrBlb/R8Z07JJS3h6CpA24JgVQnF/74LmhYnSoiGTT/gO7CN9AsfQra3X3S5A/9/4S0sYssddxNqaNa2qVi4iJzLLiFl+lTkdognK34/xe4KHtr8Bq5AsyD5vAPLuLL3aYwymrDGR7caKZ56tFAgXLlpdbaoHnF5fJS7q1lZsI599ftwGuKYkDWGNHsSSY1Vtz417JYK0Csplwx7Ci6/m/UlWwkqQQ7WF5OT0hlREJDTR7DtL480X39BIXtfeIWUWSeQOj3s5BcUggiBIDsfexLV12zOU/HjQrr94QYs2R36cB3430PilEn4pw3nsXX/pia/DghrfJ0yYSpjJ09AtjVXwRucTgxOJ74GF6qqYDRZWlRJFNSX8NTG1zhh5kgGnTUTVJVK1c3fihaSuWMX1w67AKPOSOe4Tq1KiKRak5Db6UBe663j7yvfYGv5rshnc3fO44f85Twy9VZSrGFJjUp3NY8veSnS2QCgaiofb/+aHGcmI7IGAZBmS2Zm7iS+yfsx6jjd4nMYmz0MsfGZFqqvovTdBwlWFUW2cW9bgmfPOjIve+L/2Dvr8DjO623fQ8ssZllmZmY7tpPYDjnM1JQhhRRSTCntr/3KzG04DTM5jmNmlG1ZssAW02oZBr4/Vpa9kZTGaZM4yd69el3xzrvvzKx2Z8487znPQfEVoKsJQgc3kKzZBVXbKbB7QJRQg12Agebw4F1wxRk1TvJZ3aweuZR5pdPZ2bSPpJZkatEEfFbPe54NdyaEQ3FeeeYwe7adaoi2ed0xxk0uZPmFY3A439sWWGNzhzOlcDy7mtIXdOeVTqfCW3rG83kmjsc3Y3qqguk08s9djq3szOd7q8RbW9n3pa+gJ1IVHYam0fH6BgIHDzLhxz/EnPP+sJzJ8O4QbW5h/1fuJOn3973W8foGii9bQ9FFF55Roo2maSTa2jjx4++T6DqVKd3xyssUXH0N5iVLcOZ40t4TCSdIJjQEMdWN941dTuPRCP6uCIcPtNBQG8LukJk4NY/sfBdub+pZXFWhqyMVsxaXecgtcBGLJjl6qI1kQuNEQw9lw/IREBh7jovvbPp/fd1Mo6EYf933AHNLprKq8PzUfBpYo35qfvDttOY8Xa+tp/yWm5DyZr/lz+R/RUaIOwuQzSb2f/9Haab6RjJJ/T/vYfSdX0nL0uoJxWloCfL0hmPEkxpLppUwZkhWX+dIVVdZV7uZYDzEE0ef6bevyIkYF40+F5/NQ+45S2h68qm+hhCnU3rVFSjOMxM5qjqPpYlwJ+mMdPPqsY2sGXs+gm7Q/Mxzg3ZkPf7gwziGViDb7bgtTq6btIblwxbwau0mVF1jYfksil35eKypH6lhGHRu25Emwp1EDQRofekVSq68HEGSkE7zbDhZlnESyWqFMwwaAcw+L2afF8fQsycD7kzZV92RJsKd5NlNdcydWMSEYe/tiqbPbeWO66ZxvDXIqztPYDGJLJ1eRp7v7WXs+dxWvnTdNBrbQmzY24jVrLBgchHZHivON5hL66pKorsbtSeAIEnILhfmrDMXWbVYhK51954S4U5D9bcSa6zC4Xr3bwAZzk6SoRA1f/hTmgh3krq//QPf9Gn9hDg9kUANhxEVU78AKxQJ8PeqZ9JEuJP85dDjjC0czcmrvR6PEG+ppfOVf5BorkFyeHDPugjH2Hl9zWs0Tacx2MoPN/6c6Gndql9v2Mx1469gbsl0fE47JsVMmaeYqydcRGVbFbXdx/HZPNw++1a2ntiN09orEOgStX/6+4CfReuzL5B//rkA2KIxDv/qN2ki3ElqfvN7Jv3q/4FnwGkyZPjAEnKb+N5LP00z1dd0jUcOv0D+9OspMp+6rwXjIRoDrbxwdB2hZIQ5JVMZnz+KbNup+9rG+m1EklEeq32Vx0gXsZqDbVw/aQ0WxcKM4ok8cOBJklr/krUrxq0+I880SAmAp4twJwnEgzxx+CVunHwZJklhff2WNBHudP5d+Qyjcobhtjhxmh1cOvZ8FpTP4NVjm4mqMeaXzaDMU4zXemrRNXb8cJoIdxIjHsG/+XGylt+SKuuynLquamF/2ljRZIM32qW8BdwWF26Li3Lv+7esvvlET5oId5IDu5sYM6mQUePe2Wyt/4TH6ubj06+lKdjGa3VbEBFYNGQ2eY6ct1U6bfJ6GfrJj1O05mI6Xt+IIEvkLJiPOSe7n/WLqmv4Yz0EYiFEQcBlduC1es646YEWj3P834/1iXCnk+jqpnvnLvLPXXHG55Lhg4kWjdFwz71pItxJTjz8CNkL5veLE1VVJxZNIEliv0Y70Z4IrQ8/mCbCnaT5vnvJmj4VeoW4RFylrSXIi09WcqK+G6tNYdaCCibNKMHpOiXKd3VGufePu4icZhV0YHcLC5aVM3WWgNPjQlYksvMcLFs1msbjfk7UdWN3mrn46snUVnfgcKWe63WLyt93Ptwnwp3OxuM7uXDkcgBEI0n1H//Uv0M2qdh60pRJA3+g7yAZIe4soH3Dxn6dLU/ScP+DOEYMx+Tx0BOK89enDrJ2x6kb3s7DbZTmO/nOR2aT7bEiIGKSBs9kU0S57wZgzstl9DfvpOon/w81mHrgE00mym64DsfQijM6h7ia4JVjGwfdvr5+G8uGLcCFiWhT0+DztLWhxxPQW3rltjhxW5yMyB74eLRIlI7XNww6X+emzRSsOh+Tx0PhBasGzQAsvGD1GQuPHwQC4TiPv1Yz6PYn11czssyDWXlvLxU+lwWfy8LE4f+bFT+v04LXaWHc0MENh9VQmI5Nm6n769/RervsmLKzGXnH53EMHXpGZcxGIkqsfuByWIDwoc3YR83KdKT6kKCrKomubrRIGNFkRnG50oIiLRQisH+Q74thEKg8hLWwoG+uWHMLjY8/QeDgIUxeD8WXXoJj2DAUd+qhIIxKZXvVwMdi6NT0NFKYlXoQjDZU0vrQDxEkBSW7GC3kp+vlvxNvrCL73I8g2Vx0hnv4x77700S4k9x34GEmFYzGhx2nyc71E9fwk01/SBu7rnYzN0y6lCJXqqt1IhIl0dEx6OcVqqvHUVKKFokQqe+/2AOprOro8RPYCs/MqylDhvc7+1uP9OtseZKHKp9hfP4ofDYvwXiYRw4+y7OnZYjtbakkx57FtxffTo49lZVtfhNPLeW0BgJZNh/fWPgZfrrxj/TEg0AqE++ysSsZmzvijM7BMAxePbZp0O2bG3Zy6ZjzcVtcHO/pv3B4krZwZ1pJrNPswGl2MNRXPuB4XVMJHVw/6HyRo9vxLrgC2enDPe1cwgdfH3Cca8ZKJPt76wv8XhCPJ9ny2uAlypvX1VA+NAuL9b1tpHNS8BydM+x/Mp/J48bkceMaNXLQMdFkjN3NB/jTjvsJJ1NdVj0WF5+ZdTMjsytQzqDrrBoO07Nn76DbOzdvJWfxonesLDbD2YWuGwQDMWKRJLIiYrOb0sSzZDBIx6aBy/IBurdvx15a0jdXd2eEba/XUnOkHZtdYfaioZQM8eFwpr5PQixM19bBm98EDxzAXVEGpIT5f/xuM6IokJ3jIBJO8OpzR6ir7uTiaybjcJoJ9ARY++zRNBHuJOtfqmP0hCKcHrDZLay8dDwP/31n2tj9OxtZuHwExWWpxeGEGuVEYPD7wuG2o5RnlaJHogQPDtKtWtfpOXQY+5t0F38nyAhx7zG6qhKurRt0e6y5BT2eeoA50RZKE+FO0tAS5KVt9Vy+dASSJLJ82AI2Hd8x4HznDJ2H25xaAZIUBc/4cUz6+U9JdPsxNA2T14vi9SCdYVmqgIAkiNgVG4tK5zPCk/K3OB5q4JWGtYiCgICAaDLhGjWCwIGDA85jrxiCZH3raeyCJKay2QZBtFj6jFPtQyvIWbSQ9nWvpY3xzZiOe9zYt7zPDxKaZhCODW7AGoqmutTwIWxGGKqpoeY3v0t7LdHRwcGvf5tJv/wZ1oIzWOUVRUSLAy058MOS7PRlRLgPCLqqokWiiIoy4LUsGQjQ/tp6jj/4b0SzCS0axTF8eKqbcV5KmDL0gTOG+/ZxmmlyuLaO/V/9OvayUpyjRqCGwhz64Y8pWHkeJZdfimy3kxwkA/kkUTUV4KjBLrrW3Yfvyu8jylYSnZ3IDgeSzUpg/T/QQn4km4u4Fqemq56Vw5ZwUf4chISKYJKpjB7nN3vu53jPcUq8eSRiUe7d9xjRZAy3xUW+I4dAPERzsJV79j3G1Lze6670H777JztQD9AxfLDPJUOGDwu1/hODbmsPd6JqKWGqI9yZJsKdPubJwy9x/aRLUSSZBWUzeLZq7YDzLamY0+cXJosSI7IruHv5V/HHAqi6itfixm1xva0O8ZIoYZHNnFM0k2me4QiGQX2sg6dObCCmJXrHiIzOGc72xoFFiXJ3MeY3WYx+I4IgIpgH73ApKJa+TDfFV4Rr+koC29OrTSyl47CPmPGhvIfrmkEsOvh1Nx5V0bSBsxc/6JwINPPzzenedP5YgO+v/xU/WfF1ilxvPYYUJAnZ6RgwIwlA8bjf8SYRGd4dDE1LNeOQZOQBGoNEIwkO72/hlWcPI0kiyYRGTr6DC66YSFafXY/R17BnIPTEqcWKjtYgf/nlRrxZNorLPMTjGo/fv4cxEwpYdsFobHZzyrv+TeZTI6lkhXAozotPHeSWj4zH5xVQAx2IZhuGycnzzzUS6I7icJpJxqGmqoNJ04uYtagCQzOQZJG2tiBPP3CA+tpu8gq9xCIJXn8pJdjZ7CaycuzEoknaW0O89lIVYyamFqSF3v8N1NEawCwqfZ/tmzFQxuk7TUaIe48RJBF7eTldWwZWmq3FRSAI6LrB85vrBp3nhS31rJhZhs9tpciVz/yymbz+Bm+1UncRC8tnIZ5myi1IEubsbMzZ/10rcpOssHrkMlaUmHj85UYeOXIEw4CRpR5uOe9jxJR2XBYHgiCSu3QpTU8+0/8LLwiUXHHZmwprb0SyWFKZbrt2D7i98IJVfaaUJrebITffSMHK82hf9xq6ppO7aAGWgnxMHs/bPfX3NQ6bwvTReTz5+sArmnMmFGB9i62cP0gkg0Hq77lvwG16IkHHxk2UXHrJW55PsrtxT19J19p/DrjdMXFxv9e0ZBItGAJJfM878Gb4zxi6TqytjbaXXqF79x4Uj4eiiy/EXlaG4nL2jenctgMjGWf0Vz6F6m9GtLrQNZljf/4rQz/2UcxZPmS7DXvFEMLHagfcl2vsaACSPT0cf+jfjLrji4Tr6ghWHcXk8TDqji/SuWUriW4/st2OjEKRM5/GYMuA85V7UiuZejyCd/WXaPjbv+jecur+Yc7NZeSdXyYe6sKUWwqGyi/mfRl9TyWHf3YnajCYMo6eP4/fXnUn+2P1AEQElc6onzunXk9WLA6tdZAzksTYYv559GUaAs3ke/IxrGYcw4cROlrd79hEkwlLUWHqv202zLk5xNv6WxEgiu+oP0+GDGcrZZ7CQbflO3L6nEBebxg8o2Fd3RYuGr2CLJuXHHvWgN5qefZsVo5YmpbJIwoiWTbvf+1pJggCK4Yt5HzfFML/fobubY+CrpNfMYQ7rr+MGlu8TwCcUTSRhw883deo4XSunHAhDvNb9z4SRBH3lBWEDwycFeeadl5fpptkc+KdfxnOCYsI7X8NPRHDMW4+SlZRX9n+hw2zRWHkuHyajvcMuH3EuLz3PBvuvSCSjPLIwWcH3KbpGi/XvM61Ey9BeouWOCa3m8KLLqD6F78ecHvB+ef1q9LQNJVYOIQgCljtrg+lUPx+I9baStu61+jetgPJbqfoogtwDK1I84qvr+nE3xXlwism0tkRxmJVMJtlXnyykvPXjMftsSLb7LgnTqBn774B9+ObPhWAaCTJ669Uc/HVk+nqCNNQ24XVpnDxNZOpO9pBoCeWEuJkE44Rwwdt8ugYl/J2j8dUrrp6OOEtD9O8fz30CmOS08f5a+6g0R8GPBgGXP+Jmfg7ovzr99sIB+MIosCocXnc+rk51FWnPLw1TafpRA8XXjECRQ7T0VSN1e7Flz+GzetbaDjWSU6+E6shMzF3FHva+me7iYLICF/KZ1iwWrCVlxGpqx/wPFxj3v0mOR++J+yzDQM8UybR+OjjAyqxRZdchCDJGBjEk4MruUlV79OB3RYn109aw9KKOTxf/RpxNcHi8lmMyB6Kz+Z5Z84D8MoFfOlvGwiclj56pMHP3X8J8LPbF/QZ45pzcxj7vW9z9Ge/ItacSiU1+XwM/eTHsBYOHlAOhn3IELIXzKdjfXrJgGfyJDwTJqS9prhdKG4XzhHDz3g/H0QUWWLVvApe3t5AJJZeHu1zWZg1tuBDefPW4wmiJ/p7xpwkVHUUXdMQ3+IKpCCIOMYtIHJsN7G6dMPgrGU3IbtOCeGGYRBvbaXpqWfp2rYNyWKhYPVKvNOmvq+agLzXqMEu9EQUQZKRbG5E039nGK3rOqFEGEUyDdhlLXriBPvu+Bq28jKco4ajhsIc/v7d5J93LsVrLkZ22El0dWPJchJpfZ2OJ04JvaLFQcnFnyLR1Yk5y4dktVJ2w7V0vPYaOQtmIwgagigTrGkg1taF2Ft+okaiFJy3gqM//2Vfox+A1pdepvzG64m2tmIrLsKMmUtHXsIvd/6un4fGvJLZyHrqs9FkBy2PPJQmwkHKMuDwd77HqB98FwCfyYV/0wbq/nRqtd/QNDrWvUaspYXxX7g99Zqh8/XJ1yA89XsS/ta+sYJs4qMXf5a23kUhWZTJ++gNxL79o3RfPFGk4JO3op1cDHDZqfjITRz64U/6rc4WXbwa4QwWcTJk+KAwxFuGTbESSUb7bbt49LkovQ/oiQG83E6inrbtpLfanNKpPH90HZFklLml0xmbO+IdbSJQoFqpvPsHJDpONVIKH6slfNdPmPaTu5Gl1Hlk2318e8nn+dWWv/WVI7nMTm6ecgVlnjMvTVeyCnFNO4/AjvQOz+aikTjGzE2LgSSrE8nqxJx/ZvYtH1REUWD8lCK2vl5LJJT+DGO1KUyeUYp0Bp3tPyjE1QTHewa34antPk5CS2AV3/o9yzt5Er7Zs+janF5yWHzF5Vh6rSpOEuhq58DWdVTv344ky4ybuZih46bhcH84BeO3gxpOoMdVEEUkq4z0XyYlGLpOOB5GkRTMA8Sj0aYm9t3xNSz5eThGjkKLhKn66c/xzZlF+XXXoLhchIIxDAPaW4O8/vIpUcxklrngigl0d4Rxe6wIViuF11yL7HycnHlzMQwDQZKINbcQamgElweAWCzJpOnFPPXQPgL+Uwsbe7efYN7SYfg7I+QXutEkE7lXXUf4+3f1s9JyT5+OYU/ZoFjMENm9nvD+9MozLdhF2wPfpfiGuwGw2WWaTvTw5IOnhEJDNzi0r4WO1hBX3ZISCnVdZ83VI9ny3J/obj/1exIliUUXfwxDTF2bRcHCtSPOpy7Q2Ncg7CS3jL4Iq5bKkpYdTspuvYnD3/5ev/PIXn4O4hk0sPhfkRHi3mMEUUSyWBjxxdup/dNf+5oOSFYrxZetwZSVhWg2I4ki50wvZfP+gWug500sTDOaP91bzTCMM/IieDsYhsH2g21pItxJkqrOI2ur+eSlEzGbZAxRoCfPifHZa8jTFdB1wopBZ7YPhyxypsnVJo+bIbfeRMHK82h7ZS2GppG7ZDHWoiJMXs//5Pzer6jRKEm/P6X+CwL28nIUjxvptPbMeT4bP/3sAv713CG2HGhBFAQWTiniymUjyfUNXrLxQUY0KVgK8gnXDJwpaK8Y8pZFuJPITi+5F30OtbuVSPUuRIsN27CpyE4f4mmlMbHmZvZ+8StpZqI1v/k97gnjGfH5z2LyZgKpN0OLhYnV7afzpb+jBtpBELGPmoVvyXUontwzns8wDJqDbexs2se+1sO4zU7OGTqPbJuP7N5O0MlQiOOPPs6Yb36JhBQnIYsIuk7RqnPo2LyTRHd3rwecRrJ1L7ojB3nN9wgnJUwyyP46utf9g5zVKQEr4fejJ6L4xvnofuH/YfQ+JJsLh1G48jZiTc1Y8/JAEGh87AmSwRCuqZNRKkoxAiECG7dS9897mPiTHwHgtCjkWrP50TlfJx4VSCQEFEUAKYbdasWqnhT2IrS/3L90DVKG0MnWNigowAhGOPHAgwOOCx0+gtbjh9wcPIKJwMYniJ8mwgEYaoLYE79m+M2p49N1AcxmCr77FWL7K9EqaxDzs7HOnY5itWLVex/k4gnMQysY/8Pv0PjIE4SO1WHOzqLwwvOxDx8OwoezBCrDhxs3Jr407SZ+v/9hWkOpGNIkKVw07ByGmHOQe8ty5pRM48XqgTO/phdNwqacEgWcZgcjzQ6G+crRdR1FfuezmsKVh9NEuD50nRP3PsCIL9yObLchIJAXFvmMayGJMjs6BpaYhidoxZTDGVtpSDYX3vmX4xi/iODetRjJGI5xCzHllCI7P9z322QiTiTYQ2fLCQxDJ7ugFKvDhcl8Kob0+Gzc/Om5vPZiFQf3NIEBoycUsOjcEXh8H87FEbNkosCZS3tk4FLSEnchJvHMyrdNXi9DP34bxZdeQte2HUhmBe/06Zh9vjSP2UBXO//+3feIhE4JEq8/fR+Hd29k5XWfzYhx/wE9oRJtDNL+Sg3JXnHKVuElZ0kFJs/b+z639LSyr6WSHS0HcSg2zqmYS549iyxnahFei8ZofPJpRn75axiyk6Qog25QsPIS/Ht2EO/oQHG50HWD1uYAomRw5U2jQY8jyjLdXTprnzvCJdekOkaHg3FaunUc5UOo+tkv0eMpWxxbWRkVn/k0Dc0JxuSCKMDOzQ0EemIMGeajuMBKLGFw8GAHG16p5ubPzAXA4bIQycpj7M9/RjIRIqmrSJKMlDRQXD70Xl9RIdFDaHv/RpEAeixMsr0Oa3Yh8ZjG2mf7N+YBaG8N0d0VxZPlxGQ2OLr7hTQRDkDXNNY99geu+HRqcdgArAkb3xh3A4eCDewPN5AlO5iXPQ6n6Aa593qVFJEL8xlz93dpfuxJwlXVKB43OSvPxT12DMIZCOP/KzJC3FmAf89eWl98meLL1qC43Ri9PjitL75M1/YdjPzKlwAYVuxmRImHquP+tPe77CYuWjgMk9JfGJDFd+dPHE9qbKscuOwJ4EBNJ+GYitkk0x7u4msv/4i4li7aiYLIj5Z/lTLPmRslmtxuTO43N079sJEMBml57gUa7n+wL3tEkCSG3HYrOfPnIdtT4o8oChTnOvncFZMJXZAEQcBlUzCbPryXB8XlovTqKzn03R/02ybIMjkL5r+teWW7B9nuwVI88PdUi8U5/uC/B+zo07NvP5ETJzJC3H8gdvwQrY/836kXDJ3woU0k2uopuObbyM4zyyo8EWjmrnW/oOe0Vbb19Vu5YtxqFg2ZTZbNixqOkH/xubSJMR6u2cKhzmO4zU5Wls1iytJZJNpbsZUUg6CRyB7BCw12nv7rUVQtlZ1WXuDiCxfcjho/rbwnWEfPlsfTjiXeVE374/9H1srPp05N00iEQxT96BscVtuIqDEEKYdh58zAtOMwkYYGHEMr0CJBbLLCuu3tPPZqTV929YRh2XxizXgQw4AbEsk39cg4WRKqxaJ9DX4GIlRXh3v4cMzJOPFjA3s5GYkoRlczZBURMEx4ZCsdtXVYJo0jPnE0iiSjNrbizbPTJsiUAxa3j2D1bnRvFmW33YSRSCLIMqoiEjyyA+e4t/e7zJDh/UzX8Tp2vvwENyw6F/NoH6qhYdYFjm3dyKb2rVx48xfAAoWuPMbnjWJ/6+G091tlC1eMX41V6Z+lIYnSWy6f+28wdJ2ubYOXzgYqK9FiUWS7jXhbO/vu+Gq/+2QjMP5HP3hbcaBkcyHZXFgK/zdm/h8E4tEIVXs28/rT96P3PpcIgsCs5ZcwdsZiLLZT4o8v286qS8ez5PxUaZfVqmD6ENqanMRmsnLp2JXse8NvDVLPOiuGLUR6G55uJ591nMOGDrhdU1X2bX4lTYQ7SXtjPW0najNC3H8g3ham6ZF0H/PIsW4a2w9QfNUEFNeZNcRo7mnlu+t/ScdpouyG49tZPXwp5w9fTJYzi2QoRO7ylYR1M+vX11Jb3YnVpjBtegmjps8n0XECKkBTdaxWnfys47zy4B/RerO6PNn5nH/RzXS2hSgs8YAAto5ajt9zb/p51Ndz5K7vUv7N7wCpRg2dbSFuvmE0Rv1RjNAJECUmnDuEhh6F47VdFJd5Sfb0oFgMjh3Zx7a1T5Ds9a7PLx3KkktuRtRT32XB0NFj/Z9fTqJ2pgQ1NamlZeC9kRP13QwZnouuRjlWuX3AMbqm0naihqy8fDRVBKuN7poQE7NGMVEagqQodHWpJHNtJEMxfNluLB4ran0Mw+ah+KbrMOIJBFkCxUz4aBDXmHffBujDe5U8S9BVlUDlIaInGqn57e/7bZesVvRoDDzgc1v52k0z2Li3iWc21hJPasydUMjq+RXkvceZS7Ik4nMNXvrlspuQJQFd13mtbks/EQ5S3fseOfgcn5hxHZYBAsIMZ0a4to6Ge+9Pe83QNI797g84h1XgGJYecAqCwMkKjA9jOeobcY4cQfktN1L/z3sxek3gFbeLkXd8EXPu/6Z76xtRQ0E631AWeDrtr67HM378O7LvDwJqyE/Xy/8YcFuys5FEx4l+QlzYH8CIxTAEAWuWF/k0n5XuiJ/79z2ZJsKd5MEDTzGjeBJZeBEVkaZElO9s/iO6kRK9Y2qcv1Y+zYH8cdwy7iIAdFFic4ebJzbVsWJmGaPKPISiKo+8Ws237q/m7pvG4AQQVIJ7nx/4HHvaQe0NdATIuv02krEoFYe7UQ9UIWZ7sSzMpWv6SNzR1LkkzWa27GjlgRfTO6fuq+7ge3/bzrdvmQ6AoZiRbDa0SGTAfZsKestfFBlEcVDzXqk3E1lXEzCIeS6AFvYDYDPJPLCpgzVTRyKGeoi3taK43EiFZTxf2cPcqanfmyiKmItGkmxvwL/9QUjGEAQJ0+h5OMfMxup0DbqvDBk+qLTUVhHoamfLo/8acLumpu5fHouLT828kR1N+3j2yFoiapSpBeNZPWoZefb/zif4v0UQRUxv4lUsu9wIvaXsXdt3DLhYBVB/z32M+sqXUByOAbdneOv4O1p47cl70l4zDIPNLzxCXslQioeOTtsmGhoWNQIYSIaTD/sjZqm7iI9Nv46/7Xqw75nHbrLx6Zk3kdvbofh/TSwS5Oi+wQXtyh3rKR05HvldyHB9P6JFk7SvG9ibVw3GibUE+wlxoXAP0WQcQQCv3Yt02mcbioZ44siLaSLcSZ46+grzyqaTRRaCYiJoCPz9T1vR1FRclYirvPJiFTXVHVywJtXYShAFZJrZ/vpTjJw8h+KK0STjMXZveJ61D/+C8677CgBSNEj7Y48MeB7Jnh6M5uMwLNU19dKLhiD1tBOJRwkerUZ2OskqLWaoLULQnYqpdLON9qqdbHwuvRKipaGGJ//2Uy669Q4ADEFEcnjQQv4B9y3npHx8RRFkRURNDhxDOl2pz1DXNPQ3abAQDqb2Y7UpbHy1nvGT80gkNbqDGlZRxl3opuZwGyPGl/S9x5RrJ9kVo2fTCfS4hiAKWCp8uEbnY3kTHeOd4sN9lTwLECTpTX3RzLk5CKf5K2S5rayeX8H8yUUYOjjtCor83nfKkSWR1fMqWLdz4O5dly4ZjstuJpqMcah9YLNHgJquOqJqPCPE/Zeo4QgnHu69CIsilvw80A1ira1gGDQ+8RTDP/1JRJMpVXrXEebeFw6zaV8TkiiycEoxl58znDzfu18vf7agOJ3kr1hO1syZJLq7EWUZxePG5PP1PRD8zxGEN+18JSrvr+ApllDxB+P0hOIosoTHYcbnfvu/bV3X6Y71EFVjyIKEy+JMK6cyknGSXU2AgHnIJPT8UYjxEGrV62ghP7GGSmxDUr6RsUiU2Ikmjt97L8GDlSguJ9nnryR34XzsOakgOarG2dmc8rAQBAGHyU5CTfQF1QdaDlPiLiQiafyt8ml0Q2dkVgVDHUUEtQg7Wg6yreUAl4xahhfoUU3UtMX59ecXsnFPIy9uO47PYeaOqyfjD8ZoComkpC4dPTp4xlmiqxE7k4nbFZR2lZa7fo4aOE0sfOEV8j5yPfLsmQBEYgIPv9K/EQKkunG39cTJy4aQYsF7/ko6/v1wv3HW4iIiNjdZgGa34pkzC/+GTf3GyU5Hn1+NYLIh2d1o4YGNvE15KZ8ln8fGuXOGcMeftlCQY2NkoY/W40l2HDnAV66fTvZp3xmL3YHFPgbZV4ShxjEECbv3nXmoyZDh/YA3p2DQbXaXF/G0hTWv1c2yofOZXjgRAx27YsP0NjqcvhPknbOU5iefHnBb0UUXoHg86JpGz/79A44BCNccQ4/FISPE/VeoyQS7X+9dDBIE3L4cBEGgp7MNwzDYue4ZcorKMVtS999YSyvHH/o37etfB8Mge94cSq68HGvB4N/NDzo2k5X5ZdMZnzeS7mgPoijhMTvxWt3vXJapILypbYoky2nXg7OdZFIjHIwTCsaRJBG7w4TTbXnbyQK6oROMBIjHIoiCiNXhwm46lciiJ3XiLanYy1rixlLoxEjqhI52ogbjROq6cY5ILRjE4zFagm08cPAp9rcfwapYWV46hyVD55LV6/scUaO8Xp8SRgUEHCYbCV0lrqZKRbee2MOQrDKShswrLxxEU3UKit0UljhIxHWOHuqg7lgXfn8cTz4YaoTWhoNc9Zm7qDu0h0M7X8ditbP4wuvRNY1A53GKyosRdJVER8egn0Ok7hjMn4NCAlGNUPW7P5DoPCUWtr+6jqI1F5O3uLz37xBm68uPDzhXqKcLf1sznuw8YoKEddpqQuv6LwpJzixUayrjzGQymDC1gF1b+ntxKyYpldUHSLKCy5dDoGuABl1AYVnK793mMDN1VjkP/m07NodCUYmLUDjJ0YOHuODKSbicp+5xJqsJU5EJyTUUkhqIAub/4jv135IR4t5jBEEgd9ECunbsonD1+Sgud6pNMAatL75M7uL5/TqaCoKA13n2CVUF2XZuWDmGfzxTmfb60ukljBuaelBSJJl8Rw6Vg4hxWTYfpnfYz+7DgJ5MEO/ooHD1eWTNnkKyox5BEJGzSmh9dRPR403oiSSiyURrV4TP/2I94d4W9Kqm8eLWenYebuXHn55PrvfD6RMHIJnNSHm5WPLO3Fvs7SC7XOQuXTzow0ju0v7dVc9WekJxnt5Yy79fOYqqpVa98nw2vnrjdIYUuBHFUze9cDRBMJIkGE6iKCIOq4zPZU0bE4yHaQ938tSRlzjUXo3DZGdJxVymFo4jz5HKmBJECSV/GMLyz7H2QBe79nbgshdywbJlFISrkJVTq2+R2noaH30M23kXIK2+DEUUSFQdov4vf6X01ptxZGeBpiMicMHoFYzMrqA90oVDSf0eHjv0AolkKpiK6SoJTeVXs7+IJaahdnUj2i1cO2UJG3oOcbC9moq8EeiIXL54GHf8dhNOm0Jpvgt/OMGdf9rKlUuGMmVk6jx0QUYwWTASA6fuS97Uw42hanT848F0Ea6X1r/cg3fCBMiCmKr1/b4Hor6lh/FDc9CB1iETyV0dp+v55/oyQZ1jxmC/5ka6kSkBBNFCzlWXkGhpJVJd0zeP7HBQ/NXbSfSWvUvubDwLr6Lz2f7Z3tahU8Di7Pt3ca6Tuz46m4aWIIfruxg3zMPly0eR47FgMvW/J1hdmU7CGTIAlIyagHf7eqZMX4LH7sFQNTSTyP59m8kfOgpLrzH36XisZ1/2qDknm6Gf+Bg1v/sDnNZUxjdzBlmzZ6ay9iUJa9HgDRnM2VkISubR5r9FU5ME/Z2Mm7aYsRMXoHUmwQAp28SRys3UV+9DUxOAlVhbG/u+/DWSfn/f+9vXrad7524m/vTH71r8dDaiSAo59ixy3qEMuDditbsYO30hW14cOBtq3MwliNL74/cRCSfYt+MEa589jNqbJeZ0Wbj0hqkUlrjTmoDEY0ki4QTRSAJJkrBYZZwuC+JpY6KJKIHudvZueImmo5UoZgvDp89j2Ngp+Lx5AAgimAscZC+qINLgJ1LThWiSyF48BD2hoZ3mg94cbOXefY+zMn8Ga3zTQZKoirfwp13385EpV5HlysbQdTR0LhmymJnukajNbUg2KxGXmfsbXukT5JKqQXdXhI98ahIWPU6iuwvRZGLh3FHUNESpOtJO+ahcQGfm0ot4/K8/QZYVsgpKiMdjPP2vXzJu+kKGT0wtvuqSiOJ2k+wZeBHUWpKygJLUJMefeCpNhDtJ4yOP4ZsxAwBDTRIOdA/6t2o9fozyMZPQdYMOwUrW7EuI7HgGozdGNhcOwzz/arqiUXyAIlmYPreIjrYwDcf8ffOYzBIXXzUaiyl1/Xdn5TLn3Mt4/r7f9ttnfukwbKfd23w5dq68eTqdHWEajnVRXOpk3uLhOF1mTNb+i00W55mVGL9TvD9+jR9w1EAjQ2+7haO/+PVpzRoslF59FZZ8L1okgOzwvLcH+RZw2kycN6ecWePyqW0KoGo6FYUuvC4LLnvqCy+LMucOX8za2v6ZFABrxp6XtjqR4e0hWa2U33g1WscBOh7//mlbBLwzL8E3Yxqi1UJS1Xh6Q+2AD+mdPTG2HWxh5dwhmVLVdwlJUShcvYqurduJt6Yb3OcuPyeV2XgW0BMLEkqE6Yx0Y5ZNuM0usm3evq52ANsrW3ngxXQz1tauCF/77UZ++YXFfeX0PcEYdR3tdCbaOeo/gl12MDZrLMGYm9Icb1+w1RJq5zuv/r++zn9dUT9/3/0Q+1oquXnqleTas5AcHvTzv8KXf7M57Tu960g7K+eWc8XCVFp8uLMb/4lmaqav4v6nTnUMHlOexUdXTUD190B2FmZD4ovzPsbaYxt57NCpUlGn2cHHpl9LviUVXEuizHcm3ETbI09yoqoK99gxJLq7idQfZ8Htn6HdlToHkwD/WlvNnZcPxxtrRGrehmbLQj9nGo9s68Q6MfWAqZrsOKeeR2DzY/0+e9HmwpSVEuLkaJLgvgMD/5F0nejRGigdgiwJmGSRhDpwGUCWJ3V9tlhEqroT7DCNYsXXZmNWExiKwt6mGOtfaODLN6SMgBVRoF2w4v3sLXj9ARLHG5G8HsT8HGRfPiRTK/KyrGAqn0zOhZ+j+7X7Uf2tiGYbzinLcU5ZgcmTXuJdkO2gINvBzHEf3iyKDBnOlNpIGytX3UDNT39JV0vKq1c0mRhz+SWIJeUEEhF8Z0nW25sh22xkL5iHe/w4wrV16MkEtrJSzL4sFPcp4TB3ySIaH3tiwNL44ssvxeTOiPT/LbLJwowFF2LqtOB/PL3SpWLiREqWj8VktmLoOh2vb0gT4U6iBoO0vvIKJVdcfsbNrTK8PURRZOTkOVTt3UJXa3q2UcXYqWTln7kH9ztBMhRBDQSId3YiKgomjwfF50U6bdHteF03Lz6ZntgRDMT41+8387EvLsSXnarYCYfi+I+3one2Edm/B9FqQ588jbjHS1aRD6m3aizY3cETv7ubRPxUd+ltzzzE8UN7WXzpLfi8OUh2E7krhtP00AG0yKkYMtrQg2NUNr65qRgyGO6htrWGK+ND6fjB7wn3euYWDRvK2NuupSPqJ8uVjdmQ+MbkW+GZ9TStPVXWKdlt3Pb5T6CX9MY6Alx/w2g6XniOxh278EwYjxoIEjx6lIrbP02wIJWQo8gyW9c9ydJVN2PTHajNCQSziLzQQuX+9X0lx7rTTtGai6n769/7ffaSzYZr+AgAjGSSrm0De7AB9Ozfj2vUCERBwGyxEY8NbFvi9qSOz6SYCCYT1Dd2MmHl51AwQJJoamrk4FMPseK6T6aOQZExqzrLzismEi2ivTWMza7g8Znw+RyYhFSmrSAI5JRUcP51n2bz8/+mu70ZxWRm1NR5TJq3ArcvPYb0ZtvxZtsZNur9I/5nhLj3GEPXES0e9n/tu2km2Vo0Ru1f/sbIOz6LJX/w+uizjt5FTH8wTlLV0AtcCKSLOHmObD454wb+sONeVD31ACwIApePXcVQb9m7fcQfSCSzGYvXROvLL7xhi0Fg6yMUXPc9REmiJxB70yYbG/Y2sWRaCTZLJkvx3cKSm8P4H9yFf89e2tdvQLLZKFx5HtbSUhTXe5/F0BHu4rmjr/Js1Vq0Xj80r9XN7bM/wlBvKYqs0BWIcd8L/U2KASIxlYPHOsnz2VJGsVE//zr8T7LtHip8ZcTUGH/e/xdWDFmGzTKFPI+LznA39+17vE+EO51dzQe4MNJNrj2LYCjG3585PKCw/MzGOpbNLMULiLpGtZLLX55JL9esrOvme4/FuOvKUXgAqyFR1V7D9sb0hgPBeIhfb/k7dy9J+WK4dIWO7VvwXnYFJhQCkSQWk0SxRcK/6TUKp6VasSc1nSvmZCG++BPknFJMOSXo8RDh537EFXOupqW9h9JCD4IexTxxKbZAJ5GDr3Pywiq7c8m59MuEFQkLIOiD+68BiL1NGSwWWDy9kBc297cO8DjMFOX0lqAnYcWsUh59tYav3X8YvXf+iiI3n7lqXG+2NjicdlwxjUdfa2bZ3CJMxUVgiGze3cE4NcGoIacy3azebDTXXJTCEQhaAkQZ7F5MlrMvqztDhvcjhYaNw9/6bpq3o55I0HjPA+T7XBhZ75+HEk1QiChO6oQC4rpGheJFkMxpjVDNOTmM+vIXqfrpz0/FzYJAwQWr8EzIeKj+L5AkiWx3CU3PH+y3Lby3k4KKUciKiWQwROfmwX1tu7Zso2Dl+Rlx9F3E6fFxwU2fp6m2ikO7NiDJChNmLSW7oASb472PIRNdPbS+/DLHH3wIo7fZgOJ2MeILn8c5ciSSxUQ4FOfV5waOIdWkzpEDLcxelGpYkezqpv1vv0eyWrGOHoeRiNP0+1/iWbAYy9IluHK9BMM97Hj5iTQR7iTNx47g72jG580hEY3TvfVEmgh3ktDhDlyTCjB7IWlolHcLNP3+b+ljqmuIf/9nFN3V69VmmHFVnqBhbXq3ai0cofHuXzD+5z8BQDZBz84DeFaei/OCiwlF4thkCZ9VJrhzB9ljvL3nHmfcpCVEX+8m7owg5dgxkjrBta2MmjibYGcnOSVDkCNJHNOnk9vSTNvzL/UtWph8PkZ89Q7iihUbYAjCoF6/AIaW+vuYJBPjpy1kx4bn+o1RzBbyistT5xFXGTp6CuFgD0/c/8c+fzdvbiELL7sZqXfRW7EqWJxuolt7yB7rIMunIAgSyboIBiCWnLriuz1ZON1efHlF6KqKIEpYHE6s1g+GdVJGiDsL6N59YNBOdY2PPYNz5Kh3+YjeHsFIguc31fHP5w71vfa3pytZPLWYm1ePw9ObBmpVLMwumcLonGE0BltQNY0SdyFui3PArl0ZzhwtFqZnyxODbu/Z/gzmgqFIkoDNMvhlwG6RkaRMNty7jTk7m7xzlpI9by6CJL2r3nCJ7m60SBRBllBcLiTrKQ823dDZ03yQp468nPae7mgP31//K3607KsUuvJQVZ12fxSnTeGS2cWML3ESTag8vqONXUc7OHbCz5JpJfREomxv3sm1ky5mZ9M+tp3Yg91k5eIx55LQkoSSQfJwEdcSHGwbuNU5wJ7mg4zOGUYwobHzcNug47YfamFokZeALnP/xoH9LNv9UZrCBsVAUEzyfM1rA46LqjFqOmop8Bagh6PI8xazdm8zj75aTbg32JgwLJvbLlpIMpZK6bdIOmLdBpznfpTI0e1Eju1FsrvxLb0etbuVIYUpvwtNltl1OEijMJ8Fl56PGO9BUKwcD4j8/elmbruwdzXTbMVWWkKk4fiAx2gbkeoe6JJEzp1XRGdPnB2Vp7w2sj0WPnftWOy21G/c67ZxZH8jK+eXce7cYgLhOBazjM2sUFnTxbyxp/xM83NcXL54KA0tAQ7VdZHntbJ4Qgk+txVFSc++kSQRyXd2ZHNmyPBBQ6+qG7TBiv/hp8idMAXeB88s8ViS/buaePbR/X2Luq88AyPG5LLqsgk4eo20JbMZ79QpTP7NL4g2NqHHYtjKSlE8HmRbpqLif4Ge1OjZNfgirX9HM9ZiD6IsIb3JZy5Zre+bUsgPEg63jxGTZjFkzOSULc27GUP6e9AiYQRRRHa5+v0mA0cO0XDvfWmvJXsCVN71PSb94mfYigtRVZ3O9jBmi8yUWaWUD81CVXX27jjO0co2Ghv8AERCMXp27SD3mhs5XBvhaHUPJrPM5Cs/gZLsRO3qglwvajxO/eGBO7gD1O7bScXwCegxnXDV4N5qoSMd2IvdyNEE/gcHfsZK9gTQjx2H8pGI8RjNjz4+4DgjmaR7xx6cxcWIkSCWqdM4WtXJhucPEA2nhMCicg/nrplKLBHEAciymXhTGNuCMg4eaqN6dyNWm8L0acXoqkF2dipjT5fNHI0c5+BEO/MWfx2hJ4hosdAuxvh103PcmnM1AKpFwTlmFMHKgUVP5+SJAEhmCyPHTSfg76DqwKkMOqvDxYoLb8Tc++xuzc0lumMHYyfOYcSU2UQiIWTFhNVkJX7wCNbxk/vea/Fa8c4sJdEdJVLTg+wQcA7LR3KYML0h+UMURDxZH8wY8qy7Ov7hD39gw4YN/Otfp4z+Dh06xPe//30OHDiAz+fjxhtv5Prrr+/brus6v/71r3n44YcJBoNMnz6db37zm5SUlLzlOd4rDMMgVDNwhxaA6IlGDG1wtfpsork9nCbCneTVnSeYPjqP+ZNPpUSbZBO5jmxyHe9tp64PKoaaRAsPXs+vBbswtCQuu52LFgzlp/ftGnDcBQuGYs74rbxnSP/DrKFILEkkpiIIqSyo0/01ANRolOCRKmr/+GeijU0givhmzWDIjddjyUvdADvCXTxyqP+KGEBcjVPZWkWhKw8RjXOnF3H1FA+N991P55/3I9nt3LjyXG7+2Bxqu1NCVVyLMipvCD/f9BfCyVMPkofaq5ldMpVCRz5QhCAISILYl4H3Rix9ZVf/QTQ2UtsThkjHm7ROr26JMAPQ0IgmBx/XGulMTWt3sONAB/96wwruvuoOvv+37XznIzNxAxYhiXnIeFof/b80/7dozW5c087Dmkz5ecSjAv94oZquQIyH1oMii6ia3mebtGbREPJzIIyJnBtuov773+u3qpm1ZAmtcQkPIMsybpPGBcuyWb24kE5/HIdNQTGrFOZYcempVUtJlhlXkcX2Q61sO9yB16MQiWjYTRKXLhmO1+NM20d2lovsLBdTxp4d5S4ZMnzYYkiA2JvEkLHmZiTtzTNnzxZ6uqM8+0j/RgxVlW0c2t/CtDllfTYZoqJgyc3Fkvv+yfZ7P2FoOmowPuh2NZzAUHVku5XCC1bTs3ffgOMKL7oA2fE+UIE/oCim/50PlhaNofZ2K1Y8bkQ5/dlAi8cJ1xyj5vd/JFLfAIKAd8pkhtx6M9beBk7xzm6OP/DQgPMbqkrHxk2UXnEpEjB+cgHT5pSz/uWjbH29FpNJZsrMYuZ/eg6N9f7Ue8JBTCPGct+DRwmHTiW0HK/rZvjILBZnp14TEBAlGa03A++NKKZUDPkfXXh6L6Wyagy6AAoQP1wDS84BQyfZ7R90XOKklYDVSmOtn5ceSV9wbqzz8+CfdnHdJ1JebTImjCIv//zHDqKnZe0dq+pg8tRi5uSkYrG4EOeeA4/RFGzlmfoNyKKMpmsYvSfQFGohz5tNVNbJvu5yQt/4QV924kk8M6bRZkriBSSTgmIITJkwnwkT5xIIdGM2WzGLMq7s/DT7IkdFBf59Bwhs3oKY6yMRjqIaAiWXX9rPL9LitWLxWnFV+Ab9jD7ovEOt/94e9957Lz//+c/TXuvu7uamm26itLSURx55hE9+8pP85Cc/4ZFHThlR/va3v+W+++7ju9/9Lg888AC6rnPrrbeS6M0yeytzvFeIkoR9yJBBt1sK8hEtZ/8Kn6rqPLXh2KDb//1qNYHw4Df1DP9bRIsNc+mYQbdby8cjmlIiz8ThOcwY03+lYfmsMsoL3vs09gxvjqGpaNEQWiw84HZV1alvDvDT+3bykR+8zGd+uo4HXjpCpz89RT9cW0vlt79LMhDANXYMjqEVdG3ZxoGvf5t4R6/gpGl0RgYXeOv9qcDEbda5dpqHQ1+9k57dezA0DTUQoPH+h+j642+ZUpoKzEUJnqt6NU2EO8nm4zuRe31lrKLMzKKJg+53Sl7quy5JIpNHDv5gdnKbKArYrYOvEOdlpY7PJMr4rJ5Bxw3LTl27e5IiD68duAFNc2eY420p/xABHf+mRwdswhDY8RxSb9CcSBp0BU6NSar66d7l1Bz3AyBJ8OiROMXfugv39GnILhe2slLyP/pxmicvQbSlshklsw2PIFPcXEWBz8Twcisl+RZK9SC21uNItlO/c7fbwZIZ5Xxk1WhWzSjnmmUjuHHVWLJ96SJchgxnGx/GGBLA9iYxpDk3F8n0/lhM271t8AfbzetqCL2JMJThf4uoSNjKPINutxa7EM2p75Vj2FByFi3oNyZrzmxco98fFT0fZjRdIxQPEU4MnFVraBqRE40c/eWv2fXxT7H7M7dTf899xN/QlTN6opH9d36TeHsHrjFjcAwfhn/PXvZ/7evE2lKZ+FoyQayldaDdABCpq0XXdcyyxKwFFfz9t5upOtiGrhnEokk2ravlqYf2MWx0rzeYpLBtV0eaCHeSo0c6iYip52eTYmbExNmD7nfY+FkAJAH7iMEba9hHpAQjwQBT1uDikaWo1/tNkvoaIwyEs/f3EVZhw/MDP0OHAnEaj6fiblUQeW39sTQR7iS7d54g1iuIJQ2VpuCpz1nV1T4RDuBwR8qWRUbkiZ7dFH//TrxzZ6G4XViLisi77QbCFy8g0VsxJZnNyHY7kSPVOF0+CvJKyc4uwIxEpK4Bk/NUfGjy+chZOJ8hN11PyZJzKL3kEobcfCPWgvxBP4cPM2fF3bm1tZVvfetbbN26lfLy8rRtDz30EIqicNdddyHLMkOHDqW+vp4//vGPrFmzhkQiwV//+le++MUvsmjRIgB+9rOfMX/+fF588UVWrVr1H+d4r8mZP5cTDz/ST40GKL36Skzus18MUXWdruDgmSPBcAL1fbIq+0FAlE14Zl5IeP96jDf4agkmK86JixF626d7XRY+ffkkmjsjvLbrBLIksnBKEXk+W1+TjQxnH4ZhkOhoJdbaSs++A8h2G+6JE1E8HkyeUwHCifYQn//5a4ws9XDZnCKiqsHL2xvYeaiVr98yE5/LSjIQpOHeBxjx1S+hluYRioeRJZlCwUzgmZcJVB8lJzsLyRDIc+TQGmrHZXZS6i4kriWo7qrDMAyG9Xo8qvEk9X/9x4DXtPCRKpKtLZCXi6ar7G7p70Fzkv2thxmXNxJzIsEVY1dzqOMY3bEeBEHA6FWmLhm5AkevF5osCFy6eDiH67r6GjCcZPHUYmym1HfeZZW4cN4Q7nupqt8+rWaZ0aWe1DhErhyzkt/uvLffuBx7FoW9ndASmp4mnL2RmsYeZowtAF0jdrx/1vBJYk3VWIpGIMsSsiT2dZt9I9melMCWm+1m6ph87nh4PysmL2f4ggtoj2r8eW8HbkcHnx93qrug4s3DO3oW8eZjROv2I3tysQ+fhuTMQnyDkbsoSuRkn/33nQwZIBNDeidNpN5iQY/1vwaVXHUlZt/Zn21g6AaBN8lSjoQTGP/BEzPD/w5BEnGNy8O/qwkjmX4fEmQR77QiRLm3CZHHzZCbb6Jg1fm0v/Y6GJC9YC6W/PyMN9xZTigQJBGIEWnwI8gCapkP0W7C6XD0jYm1tLLvi3dgLSnBe+F5kFTp3LSF7m07GHvXtzBnZ6GGIzTc/xAjbv8M1qJC1GAIQZaRbFY6Nm6me89eCpafA5KIrbiIUHUNssOBfUg5uqoSqjqKoWnYhw9HABKGyroXjqAm+8dAbS0h2poD+HKcJHWBQ5WDl5IePNRNxYQy4nGYNO9cjh89QKC7PS2GHDt9MZLce76ijm2il2idHy2aHkNaKlzo5l7PdqedojVrqP3jn/rtU1AUvFN6fYFNVkquuYaqu3/Ub5zi8WAbOgwAQxfobB94MR2gqT7ApCmQUHWqKgcXMo9WtVNUkYUkiFgVy6AVHdm21D0h253DnLLp3Ln5TyyZP43h507Dr8V4sH03RoPBF4s+cur8c3LIW7yQSF093bt2YcrykTVzJqYsX7/qHUEQsOZnhLe3wlkhxB08eBBFUXjyySf5zW9+Q2PjqU4vO3bsYMaMGcinpcDOmjWLP/zhD3R0dNDU1EQ4HGb27FNKt8vlYsyYMWzfvp1Vq1b9xzmys9/b8khzXh5jv/0Njvzf/+trNSwoCmXXXoVz1Mj39NjeKmZFYsaYfPYdHfiCOH5YNvY38SLL8L9H8eRRcP336Hj29yRaU6Ur5qKRZJ93G7I7vdOMx2nB47QwuvzsD9jfC9RwBEES/6elov8t8fY2qn/9e3r2nlbKI95HxW03kTV7FiaPj3A0yeOvVfOTGyegaH402UBEYMXoMo506NS3BFNCXCxC/i3XsTfSwL1bHupbGR3iLeHjF1yBUZNKn3dqElcOW46o6uSFBOL7DiE6cjBNWcG6rgOMcKZKudREguDByn7HfJKu7TvwTZgApEoGTl+pOx2xd3VPki2oz7/C92bcjGwSSYb9iIoZyWSne88hrFkpISmZVPnj4/v5yvXT2XKgmcraLhw2hcVTSwhHk2za08gV57oRE1HmF4mcmFTI+j1Nfftz2U18/ZoJOGI9gAsjGWd4Wys3TriYhw49TySZyiIcmzOCW0edh3J0L0wvQJFErGaZaHzgsofCnFSQp/+H0tmTWW8ep4UlUwp5cXt/HzuLSaKiyNP37zFDvHz+yon89enDPLY5jNUsc+7MYlbPr+iXxSa7spFd2dhHznjT48iQ4f3Ehz2GtORkM/a73+bID39MoqsLAEGWKbrkYnzTJv+Hd58dCKLAqHF5HNrXPOD20oosTJkY8l1FcVsouWoibS9VE2sOAmDOs5O7bBiK2/KGsS4Utwvn8OHvxaGe9aiRSMpi4zTP3feacCBE19o64tU9fa9FaME+rwBhHDgcDrR4nKZnn6f4W3cQNoGsCyAIeBZNRzzeTrCqCnP2bJLhCEUXrSba1Ezld75HsicAgK20hIqPfoS434+uaehmG7mXXUFuZxuy00mgshLJYqF4zcV079mHY/JUBFEkHk1SU9U56LFX7m1h1ISiQSLHU5wsmTRZTBza3c7iyz6PJImEglFkWcJqN9N8vBtBTCUdJNUwz//7V5yz6hbUhjjJhgiiWcY00o5fbaNm6/MsuuBaEjqoZaPJXb6ctpde6gveJLuNoZ//AkHDjB3QNYMDrQojPv5xTtxzD2ow9TtyjBxBwU0fYc/hAPOL8xEFA7vDNGBmH0BWbqpKQxfe3KpK7z0Oj83NuUMW8ljVGxv2gSRKjM8/pS2Uu4r44uyP8M99j/Jcw0ZMksLC0plcOGo5ua70Z0Vzlg9zlg/v1PfHfeX9wFlxV1uyZAlLliwZcFtLSwsjRoxIey231xOiubmZlt766oKCgn5jTm77T3O810GUKMu4xo5h4v/7P5I9PejJJCavF8XjRjK/PzKSBEFg1rh8Hn6lip43XEgUWeSyJcMxv0/KIz4oCLKMpXAYBVd9I1W2KAhIFntaGdoHEV3XCSXCiIKIw/zfeZPE2zvo3rmT9tc2IJpNFKxaiWNYBSaP539zsG8TLRGn/dV14PJS8K3vETIkZFHA1NNJ878fwDVqFCaPj2hcZc3MHAJaB3868QI1XfXIosy8wslcUD6f7kBKcBMUE3VGN388+G+KXPlMLRxPQk2yt6WS7279Pd+ffzsAeiLJJFcFVf/3M5prTkujf+BRVnz8NqwdQcgDQRARTaZBm9AoztR3UBFNTCuYwLamPQOOm1qQKkdVAxFMXgfG/lfp3vcy9HrFSa5sspd8hGBNDbaSYjAM6lsCfPvPW5g2Oo9Z4/KJxjUeePEI7f4o156T6rKlxeO4xAhXl57g0hnjaPEncVhkPEIAW/sOEuZ8KCtBN0Tir97PxIqJTJh6OTFFQRFE5IbDJO//IfrcSwEwm0RWzC7j8XU1/c7BZpH7Srw12Yq5eCTxEwM3njCVjgPAajVz5bIRNLSGONxrSgypbL1v3Twdn/fU99rrcTLT46SiwEVS0xFFAa/Lhtmc6XSc4cPBhz2GFCQJ5/BhTPjJj1IxZCKByeNB8XreNzEkpMQ2l8fSLzNOFAWWnDcSS6Z7+7uKIAqYc+0UXjIGrTfDXDRLyDbTf3jn+xvDMAgmwgiA0+z4j+PfjHhHJz379tP6yloESaLg/HNxjhiByef93xzs2ySpqYSPdSFpBrkrCtHiYQRJQsBMz/4AeqkPHKCGQtjPmYcaCRP748OEDh9BkCTcs6fjvfQCEuEouqqCoqDF49T85ndY8vPxTJ6MoSbx79nHoe/9kPE/+gEIAokEOEsKqX3ycQKnLdY2PvYEpddcRVwV0PXUkqXJLJNMaAMev6X3O6goIuMmFbJr68Bl7eOnpKoCkpE4qiFw+EAXW1+vRe+t0HI4zZx3yTiO13aRW+hBAHo6W3nor9+lbPg4ikpGk0hGqXplC4GudsbOWgyAlgDJ0DC5XYz++tdIdHYiWSwIkkigpgZVcJFfmo1hwKZNzTSUuZnzma9hlVSQZBqa4/zrgWomTk8tXttFnZkLy1n7TP8qDUkWGdLroaaYRIaPyaHqYHu/cQDDx+b2fi4Ky4ctoMbfwL62U1UYiqRwx+yP4j3NcsXt8DDR4eGr9jwSRjLVGMHixmI+exIPPsic9cpILBbDZEq/6Jt7A4t4PE40mspQGGhMT2922X+a42xAEEXM2VmYswevTT/byfPZ+fGn5vPXpw6wvbIV3YAxQ3zcdvF48rMyZq3vFZLdjWT/cJQHtIc72dSwk3r/CXQMphaMY2zeyDf1+RqMWFs7B77+LeKtp9LA/bv3kDVnNhUfvfUdFeMSfj/xtnb8e/Yi2214Jk1C8XmRe1dTk93dxGxuDowcyZOP1ZKfZSeR1AhFknzhlk/TfegI9iEVmNHolIJ8d/uf0XvFK1VXWXdiO0d6Gvjq9FTaeURI8nTd69w+51aC8TD+aABRFJhTOpXa7uMc6agmP6sQwWyi9bEniNQcwz5iOJaRQyEap2frDmp/90cm/vynqX3YTeQsWUzr8/1X4wB801Np+1pcYXn5Cio7jhJKpKflzyueTTLae92WJWQ5QM/eF9PGaIEOup77BTmX3AmAWdKZMiKbnUc62HawhW0H07u+TR2VClJkRaJn/3PEa3YCAgVWO0YyQVJN0APkX/sDAGKiBfOQScSP7YZjexABrff/ABSlhDND05gzroDmjjBbD5zap8tu4ms3ziAaSwmSTq8P8Zxbabv3GxhvKBmwTl2FZjklkudkOfnydVPoCsQ51ujH57JQmufE57VjGqCBSqaUNEOG/nxoYkhB6MtWeL/i9lq54RNzWPvMISr3t2DoBgXFbs67ZBzZuf+dIJLh7SNZFaQ38VT9INER7mJb456U3YZuMC5vJJMLxuGzec54rnhHJ5V3fS/VuKCXnr37cE+ayIjPfgrTO1gyHoiF6Ih0sbelEpNkYlLBGLwWFzZTyjMtEY4hhuMgNHD47oex5OdhaBqJ7m6GfvxTJBr8qHlOUGQkzeDYN+/usxoxNA3/hi1EDh9l2HfuRBBFSCZofvpZRnz+s2jxOImOLgxRoGLWLGItLXRt3UZRSTEmk0DX2o0EDlZiH1KObfRISKr4t++k4d77GT9xYipz0CIxdWYJ61+uHvD8Jk7tFdh0kXFTiqg61EYokH4tHjE2r69/lyBJiKLA5nXpPmyhYJzH7tvNtbfNBECUJcrHTqVm71bqq/ZTX5XePGbI+FTsqgg6ra88R9era0EQkB129EQSvfd+MPL7qdhQkkRGjc/n4J4m6o/191ceOjKVcaZrKsMLJDqmFrJv56kqDbNF5rLrJyN3NkOBF7fLwaLzR9JwzE8smm47NHZqAXbnqd9pltPHp6ZeR1ciQE1XPS6zg3JPMR6LC/MATTyy3Znmie8FZ70QZ7FY+gxzT3Iy8LHZbFh6S8USiUTff58cY+19aP1Pc2T431GY4+DzV08lGElgGGC3KDjtH+zVswxnB+3hTlrba1meNYKkZkVQFERbPrtP7Gds8QS81rcuRuqqSstzz6eJcCfp3LSZgpXnvS0hLhkK0RNTiemJlIeDoOB0mNNKXhNd3VT94lf07Dmt1bogUPGx28hZMA/ZZkOQZJq95ZhVmU9dNomqhm6sZpmhxR5e3H2Cy6aPB0A1otx/9Lk+Ee50moOt1PecID+nCE2ANWPPp1TJQZJUVC2IqCiIJjt5uR5ORNtSn0ssjn/3Hoq+/zUOJJrY2VODXbZwzjkfw3ukka6t23AMKUdIqORdeD6BAweInmhM22/BDVeT7M1s0HWd391Xzaev+DSV/r3sbzuI3WRjYfECOprNbN7dyeiSAkRRJ7Tn+QE/Uz0eQQs0A6OQTAI3LB/G4Xo/4Td4xJ07tQC3rbfjnqgRPba7d4uBHg2ljY03HcZWNhJVsmDMuBKx5Wi/Mabpl9AeU/ABWV4He6rqmDAsh0sXD6etO4LDqiCKAo++WsXHLxrb9z45u5i8m35Mz47n0U4cRLS5sU1bjZxbjuMN36lsn5Nsn5MR5ZkAKUOGt0Mmhnx/4c2ysfqKiSxdNRrdMLBYZGwZr9oM7wIdkW6OtB5jXPYovCYvIgIFrlz2NR1mQuGoMxLjDF2nY+PGNBHuJD179hKqOYbvbQhxyXCYaFQjkdAQBAGTScRqNyGfdu3yR3v46+6H2HJ8V99r/9gDV024kGVDF+Aw2RANAUEKoKsxhn36kwSrqhAVBcfw4XRu2UL+8vNBh5im0vbw4wP6/SY6OgkcPIQzvwg0jYJV5yOVlRKVDRKJCJIoYig2HMWFJBuOg64jhgJ0bt5MxdfvoC3QTmVtJbLFxOhP3Ijc3kPbutdwDh8GiSQTJ+dx9FArzY3BtP3OnV+CXU4djwA89fA+Vl8+kaaGbo4easNklpkwtZhEQmPXlgbKhmajGwbbN9QN+JmqSZ0T9X5KK7KwYmLKovNpqq4kGk7fb/m4KTjdqb+ZlIzj37ghtcEwUIPp8WFw+1ayx41EFAQmzSyh/lhnP6Fw0owSVDW1rGvLySFcdZRJ1m5mfnoGXd0xzBYZhxCn85G/k3/zDX3vy8q2c9NnZrNzaz11R7qw2kxMnVdMYYkbnzd9Qdbj8uLBS0V22YDnnuG956wX4vLz82lra0t77eS/8/LyUHsvDm1tbZSWlqaNGTly5FuaI8P/FptFwZYpIcjwLqJqKnIkRP7RAzRvf6avdFGQTUw4/2PEowE4TYgzDIN4ZyfJYBBBkjC5XGnCWrInQNvadYPur+WFl3CNGZ1aCXyLhPxB/EaEne372Na4G4tsZlnFAsqkYrINA8VqxdB12l9b3yfCiSYThqZhaBrHfvcHXGNGIZeWEkLB7HGz4/Vj7Ks+5csoCHDTqrE0xwVKgYSgc6izf7nkSfZ0HWUmM5FFiSFSDt2bt9N0731okVTJqq2sjIrPfQZv1si++bM+cwuv9Rxkbs4oJjtzMSSJZjXCvlKJWWohADrwl2PPsOhTV5HfHiGx6wCCy4Fl1hTW+Q8yI9GNj2JkQaco20ZOMsE5gQSLHcMRdQO9qxOrrQRPb2dfUQIt7B/0PJJdKbFP0cFlTfDjj0xh7a4mdtcFcVoVLpiaS0mxC6nXaFfA6PuODIShpe4rbruZhzcnmLPym5hO7ERs3A9WF/roZWw9AXN7y0tEUWTGmFxe3dXId/6yBVkUiSVUhpd4+PSlE8jOOhUcmc0myClCXHQNiWgYQVJwvg8a8mTI8H4kE0O+/zCZZUzms/7xJMMHCN3QCUUitITb+dWOv/UtXsqizA0TLiMYjfQT4roifoLxEAIiLosdz2kxZjIQoPXFlwfdX/Mzz+EePx7J8tZF5og/RDimU1vdyYHdTUiSyJRZpRQWOXFqOiZ7alFgT0tlnwiniDK6oaMZOvfve4IJeaNx+MoQ1ASGkSR09CgN996ftp/iyy8l1t6EfVgpQjxB6E38fiM79qAvWoxgUmDoEHZ3HOGf+//dV+FQ4MzjU9NvJH/i+FS8LEDhzddTWb2fkhHTGZU9GlGCWLwHv9FIxYTRGIaOrKu0PPAAKyZPIzxrOFW1IcwmkdHDnCT2biNZF4LiXEAnJ8+BXQtS1lNJSbGEoGuIbUES+RWohb2ZtIJAV8fgzRDaWlKiW9KQsSgK591yO0f3baelqhKT2ULF9LkUFJVhJ/VsK4pCqiR3EHQ1la1md5o5sKeJVZdNoPl4D7XVHVisCmMnFdLTFcF7WrWYc8xokqFtNHzjDgRBIJhIEC4tZdinPo7ttMYHiqyQk6uwaNlwQnPjyLKIx5Xpav9+5ay/002fPp0HHngATdOQpFTHuy1btjBkyBCysrJwOp04HA62bt3aF0QFAgEqKyu59tpr39IcGTJkeH8TScaQ2hro3vZU2uuGmqDjyV9RcMuPUXUVWZRRo1G69+6j7g9/ItGVShW3lZUx9HOfwlle3iuuGRi6jiU/H+eqCxHyCxERSB7cg//FFzD0dN+KuJqgJxagK9aDLMp4LS68Fjdir1BnGAYBIcL31/+Czuip9PT9rYeZUTSJ68ZfSp7VSsLvp+nJp/EuX4J1yRy6jSiKqGAPJei5/wna163Hfv21CIrC4fruNBEutR/461MH+eEn5qZeEEUcJjvBePpq3Unc1tTN22ay4d+3l+N/+nP651pfz+FvfouxP/4RuEGzKgRjSZYGEsRfvpu4ngpEcl3ZFK+8Dc2ZytxKiAZbG/eypXEP2TYf5VOLiWshKg/+BU3XkMxmxpSNx2VS+fSyXLru/wYJNT3jJH/IFEaeczMASUNCcmahBQc27xVzhwAgGBoyOoYSYNkMH0smZyNJAlE9iCQEMMVTGS6i2YaldAyxhoEDTFtFypvOpEismD2E7/11C1ZzASMLhxKM6Wx5qJnPXjEZn+vUKrTb7WDlvKHMHl9AOJrEpEi47CZczoEzZixWCxZrxoMjQ4Z3kkwMmSFDhv9EOB7FH+/hwcon015XdZW/7Lmf7y7+EpFkDJtiIaEmONRezR933Et7JNUcpdCZxyemX09FVhmymLpGGJqOKTubrJUXoJSUgwDxI5V0Pv8shq7Daa0GEloSf6yH7mgPoiDitbjxWN19cwFEk/Dg33amCUr1NZ2UD89m1Zpx+OzQEwvw5OGXmFs0haVFM9AjUURRImESeLz2VV48up6PTr8GAZ1YSytd23b0+yxOPPRvxnzrG+jxOLKoIDud/TK+TqJ4valrosnEiWAjv935j7TtzcFWvrv+59y99GvYDQPDYiJggGibxEP/rEFVU4Knw2nm/EtmILh6PxVVpWvLFrRX12Hy+RgxrAI9qdL0UCV6IoG+cD458+Yii0nOXZTH4Tu/3reAfBLHqFGM/cyn6P1jkJ3roL114PMoLE4Jdgldx2LYkLQYYyZMYfj4KYiigJSI40gqJAwzFkCyO/DNmE7Xlq0Dzpc9J9X8R5JExk0u4tF/7ULXdQpKPCQTGi8+eZDlF4zB5TkVA1q8XvLPOQfPxImooRCiYkJ2OrAMkjlpsVjSsrgzvD956+kc7xFr1qwhFApx5513Ul1dzaOPPsrf//53PvrRjwIpX49rr72Wn/zkJ7zyyiscPnyY22+/nfz8fJYvX/6W5siQIcP7G3MsTGDLE4NsNQjtXYvQ200oVF9P1Q9/3CfCQUpwqrzzW0RaU/5egqKQf/llSLfdzi8Oy3z+gRpuf7Ca+2Pl5H7tW+QuWdKXDReMhznYdBhrIE5J1ERBRELvCVLT3YDam1kVDId59uhaSj2FfH7OR/j8nI/wpbkf5SPTruZ4oJn2WK+gput4L1vN3hl5PNW9j2YDahJh7g3uhNvWgPVkGZXGK9v7lzycZMehVEmtIkosKp816LiJeWMASHYHabr//gHHqMEQ/gMpwSopi/g6m4lveRL0U6uBWqCD2CM/w6KlVgEFQUDqDSA7Il3saNrH/tbDaL0CpkXpDR40jfCGezHU/k0dkrW7kCMp4S2EDXnaxQMen2h1Euvt1moIAvGaveTIVsRAI6LejpBoxRePYBctaIHUfIrDi2/pDQhy/7J5+5i5yI5TRsrZHivfvHU21543BqvDwciKXH762QVMGpGDSZHS3qsoMnnZLipKsijO9wwqwmXIkOHdIRNDZsiQ4T+RVDWeqnpp0O0vVL+GoaXil8aeVn7w+q/7RDiApmAr33nt57QGek30LTZyL7qY7E9/mVfqXfztgVr+dn8tG/2FFN3xDbLPOx9BScUf4USEQy1HsIR0yrQsSlQvYijG0Y5jfQuU0VCEfTsacbktrLluCpfdMJXLb5zG6ismEAnGaW8Noakamq6zqGga0xI5NG7eiNzRg9HcTuNr61mTM5tsiwdN19CSSdpeWTvo+XZs3AiyjGhxkL/ivEHH5SxYhK7pBHWVhw4+NeCYmBpn6/GUFYhq6ERiNl57sa5PhIOUV9uj9x5GNVKxoS4JCHIq+yzR1UXXth34d+/pawDWZ+eiabQ88kg/EQ4gdPgwiabeagkpyawFhQMen8ksU1icWqSVRNi5pxXRnIupy4QrJOEISCgRH6ri5ERzyjdUcdgou+bqAbvgeqZMxnJaBpvLbeHSG6aw/IKx2B0miko83PSpuYwcm4/pDU0MRUnClp+Pa9gwHGWlg4pwGT44nPUZcVlZWfz5z3/m+9//PhdffDE5OTnccccdXHzxqYeyz3zmM6iqyte//nVisRjTp0/nL3/5C4qivOU5zhbUSARD05Dt9jMqe8uQ4YNMTyxAW7iTHY17MUkmphdPxGf14DCl0roFw0ANnJYtJUqp9LCTDQq6W0FViUdiHL9nYMFJi0To3LIV+8UXY6gqyQkz+davN6LrKQHPMGDX0Q6OtQT58W0z0DUNUZJIBoIMi1pouP+v+PfuQzKbyJ4/n6ILVxE0B/E6vIT0CA6zjSybl431OxniHEpCT1ATOMq1Ey6isu0oY3KGI8giPWNLGG14adnazkMvdWExSSyasZioLJC3KGUoKwk6PeGBO5IC+IMpLwpdSzIyeyhVnbUc6ThVoiogcM3Ei2kPtTM6dziCYRA9fmLQ+cJVR2D5EpRkguCWpwccYySiGCeOQv4wbIbEvJJprKvfMuDYGUUTUsenG8Rq9w263+ixPdjKx6EZcFgvY9TMS0nsfLJPuFOyixEWf4LqLpGCMrB5skh4cul49Mc4Fl6PYsnC0DVilesJHfsnOVd+s29uU24ZRTf/CP/mJ4jVH0S0OXFPX4mlbCyyKz3Lxeey4HNZGFuRyX7JkOH9xIcyhlQ1ZLsNQZL+8xsyZPgQEAkl6PFHOLS/BVEUGDUuH5fHiq3Xw1rXNTpOE9YkQcSAvhLVtkgHqq4TTcR47NDzGIbRbx9JLcna2k1cPfFC4gkd0/ip/PMXm9C0U4JT/bFu7msOcfMnZ5FMapglkXgoxAihkK6NjUTqAgiigH2YhyEzighHw5icJiJRHU3TGTk+nwO7TlBeZEHToLYxyvxlwzlR301phRcFgQm2Mix5GoEjLfS8/G9ERWHMwnmYsDA/dwKSJJEwdJI9gUE/r6S/By0eR08aOIaOxTNlCv5du9LGlFx5NXrSgiiJqGgcDzYNMhtU99SS1DR0XWHrhuYBx6iqTvWRborKC9CtJnLPWUzTY08OODZ78UIARFWje9v2QffbvWkzOdOnYWg6WryBxSuGsOHVhr5urN4sG+ddVEGgrRqGFOHyOCgsdfPHP2xmxcrR5LndaLrB3n3NHNh9kOs/PqNvbmtxIRN/+mMan3wa/65dSDYbBStX4p0yuV/THIfTgsNpobj8ve2Wm+Hs46wT4u6+++5+r02YMIEHH3xw0PdIksSXvvQlvvSlLw065j/N8V6T6PYTOHyY5qeeQY/HyZ4/j6y5s7Hk5LzXh5YhwxmT6PGjBgKEjlYjKDKOigpktxvFke5j4I/2cCLQQlVnLaIgMi53BHmO7LSW8d3RHu7f/wQVSjaTzEUgCGyu2oRid7B86AIcZjsgY8obgm6xw+TFdOsJZFHCmVQxNj2JuXAEoslCwt9KpLYOAMlqwVZWhqFphGqOga4TOngYdWWChGTmnhf3UpbvZOWiQlwuARGR2uNRnl3fyN56P+cW+gjGQ5h6wtT+/Z+UXHkxZddfCYJAuKaGmt/+gWGf+jg4vMiCyDBvOZLmou1oLi9u6MZitrBw+hIi0SQT88cgCAIhQUUhm3uequXC6dmsHusAUWRXXZQXXw1z2XkuCgGTqDOm3MeBYwOXak4bkbrZOxCpbq1iTulUzh++mKrOY1gVK8OzhrC+biury1Pp84YA5pwc4u0Dt0S3lKRKtiQd1J6BxwAYHakW8oqe5MKiaRxor0oLbgEuHr4UW2cLZJVhIIAop2XXnY7em7GW47GyLiyyp3UIq1ffhcWIgqRwtF3joUeO841bTmX9mUtG45x7BYGX/4QW7AJBxDJ0CrlXfB2L99T1VJQVTDmlZK+4FS0aRJBkZGdm9TFDhvczH9oY0t9DqLqapsefRItG8c2cQc6iBVhyc9/rQ8uQ4YwJhQMEEiFqO+oQBIEhWeW4TA7s9vQYMuHvIdrcTKDXx8w9biyWgnxM7lN+beFgnPUvV2FyCWRXWACB/QcaEFSJ2QuHYneYURSZCm8pxfZcVhfMxhyKIwgiYZvIoydep8RXgkUxEYiEqPWnqhFMkkK5pwQDg2PdDWi6xtGuWsLRMLJkZtNrtXizbMydlYvHLiAIAi1dKpu2tFB5oJW5i4cSTkSwJc20r6vDPi0b8/Q8BBGMrhjtL9eTu7wczZ5qzDBkeBamRAifVEPwyc2YZJnZC5aga1mMGJMHCOiROHZNpPmf9+BatJy86QsQBIFEzRH8Dz9F3vVXkvTGQDHhGjN60NJKz+SJSGYz8WSQqD9B/rLLKVx1ET0H9iJZLLjGTSRaHwOHgqqqSEjk2rOo9zcOOF+RowBZlsAQ6Gwf3KutvTWGoenoSRXrjClYt+0g2pgu8OUsW0p3LIiHlO2LoCiQGHhhWuztbu3IysGiCDTXvcKlVy9DMxQkSSASaGHL839k5dWf7HtPfqGLFReM5sUnD9PTHQUBhgzL4trbpuPLPvX9E0QRa1EhQ266geSlaxAkCbPPM+i5ZcgwEGedEPdhJOH3U/2b39G9/VStfqi6hqannmb8D7+XCaQ+ZBiaRjIQBAEUp/NdXdXWk0kQBET57V8a4l0dND3xFE1PPJNKIyPVOnzIR24ie+5sFJcHgO6on/oT1ZRqdpz7ehBlBbspSVX3IYYXj8ZlSYlxtW11rDSPpvvvD9J1rBYEgTGTJuC6+iI6Il04zHa0pI5l2U283rSLB3f8DbVX2LGbbHx6/qV4POVosRiiJGDJz8O2dA2JigL2BWoxiwoTXFcRX7cVq2wGSSSs6Xg9Chedm4NLdiBoCpIk4hzhZ9zw0WzY3oOm6yjBKP66Wio+eRtd23bStWkLotlM3vkrqPjER4g0N2MuyEcUJSxGFj/8y34Cp2Wy1ZzoYfwwH9de4EMQBDTBzIn6Dj43X0Hd8CvUnpQh+NzSccxeeB1t4VSWrGgzceO5Q7njd53ob1iYzfPZGFGaEuIEVWdJ3jh+sv/fdET9lLgLSGhJHjn4LJeNWIpHS3URNRxu8tdcTP3v/9jv7ymaTGRNnQyAhoTsyUP19+8mC6DkDU3t19BRH/sFd55/K4cTfrZ1VOFSbCzNH4+j4ShC9xEYMRPB6sQ6eg7Rg+sHnM82IrX6qMgS58wo5e9Ph/jCX075ujmsCl+7cTo53lM+GVanG8v4eZiLR2EkIgiygmR1YbY7+s0PIJqtiOb+5QUZMmTI8H4g2ROg7m9/p33dqetoqLqG5qefYfyPfoi1IP9N3p3hg4ah6yQDATAMZJcL8V2MIU/GXrL49mPIQLCLV2o38cDhZ/syzwRB4OrRq1hcPhuXMxXfJLq7aa06RLIslz2jzAgITPLIKEcOkjtiTF8DrpaWHoomW3jw6GMc3VMLwOjs4Vw28kK6OkLYHWbiWoIrh59LaNtO2r7+f6dKIK1Wrv3YjTjKxhFRY8iCTI7dx5LiBQy1DaWpOpg6tilOdnftxa/5kQWZRDzlV3vpygKw2dBNNgRBoMzZTVlROdsPhkkkNaSkRri1B9uSUo5WdXJgd21vE4YiipaUEGsPY3NbMJklHERp+PndJDpOLcBG6v6Gbdgw7Ld9CpPZgxaXiB6tx3LZLTzz8nE6248BUFyazbLLb0DvbEUoG4JgNlO85mK6d+zs1xFV8XrwTJqEoWsIhohUbCa0sYtkZwxzzliMhEHb883Yx/lIyglkWcaSNHHJyPP52dY/9ft7SoLI/LIZGJqBIBhk5zpoPtEz4N++sNiJKEsYusELT/+Thbdcg9jWTWj7LkSrFdf8WbQGO+g4uochk2dg8njIWbyQlqefHXC+nEUL+74/5aMn0dHcwAv3/1/fs4litnDuFR/F7j61CGtzWBk9oYj8IhfxmIokiVjtCo5BrEYki/mMmm5kyHA6GSHuLCBy/HiaCHeSREcnzU8/R9l1VyMqmS6kHwZi7R20r3011bFTFMhbuoScRQswZ2e/rfkSsRh6JIgWiQIg2WyIdhcmc7o3Vryri3DNMVpffBlBlsk/dzm2stK0TqJvlVDVUZoeTy9fNDSNY7//M45hw/qEON0fwPzoqxzadFr54r+g+IpLSbgLweKgJxYgLyZSf9dPTgULhkFg916ix2opuuuraG6NpGLhaKCFew8/n7bfcCLC/+28h+8t/irlioJiMVHwhU+ytnU3Cz05rPLkIogix+NBTswewoy8cUiAJApctKCUzi6dHz52gJbOlP/EmHIfn1gzjvMX2nrPS8c5ZjSV3/hOWnAUOHAQz4xplN90HWg6aAIvbmxOE+FOsr+6C7+/BKPQQFNFJmcniD72k/S/T8MBpM4fkn9RqrQyGtXJcsh8/5Yp/Om5Go419iCJAnPH5XLtiuEkeluix21W3BGJ28sW0yQbbO2sxiGZuW3keVhP1OCwpLp1JpIa9omTyV21krZnnwO9t2OY08nwL3+JDiw4SJnDOuddTvfTv+p3HqLZhrkk5TlnmKyYcsuIPvgjRuaVMzp/KEKim9iGX5BIRMm69rsAWG02mH85iYaD/Rox2GevAaun79+5Xhu3rB7L5UuH09AaxGEzkeezkeOx9vNqEwQBmy+TTZwhQ4YPPrG2tjQR7iTJngDHH3iIoR//aOZB8UNCvKOTjtc30PrSyxiaRvbCBeSdsxRL7tu7H6oJlUg4RiIeBgNMZhtWmwXFkv5M4o/2UN/TyMvVG9DRWVoxjyHeEryndRJ9qxwPtnL/oWfSXjMMg3srn2JEdkWfEBdIhHlWqOGV1/7VN+5+nuK8YQtZHS8hGw/RSALNFuPHm39FotfDFuBQx1H+r+fXfGPWF0gkVKyYiTc10/LH9GYDWjRK089/z+gf3Y2lzI1mwM1jr+HIznbc48x4Z5hSGWc9BiWBkSyZmIOIjCCozJ1fTCAu8uzDB+loSzUJKCxxs3LNWObOdiIAJA2EfDf3/WVXWhOGhtouyip8XHDZWIxoEkOHntfXpcWZJ4lUV6M11qOVFyDGk1A+igf/cRDjtFXaEw1+7n8ozA3XjQZNR9U0NLuFMd+8k/p77iNUdRREEd+0KZRcdSVRwUAWRHQFMIkkR2u4lDy043GQBazTvTS3HqXEMQEwEAwot5eyZtT5PH7kebTekl6bYuUzM25GjCjIXhmb2cTCcyp44O+7+52HrIiMHJuHrutYbHYKy4fz9L//gDe3kILRQ1BVlfoX7yMeDbPqhs8BoFitFKxeiX/XbmJN6SWvuecuRzmtRNThzWLGORcxYe4yulsbUcxW3Fm52FxeFHP/66M3K9OJNMM7T0aIe48xdP1NW1y3r1tH4YWrMGc6c33gibe3c+DObxFvbUXozUir/9e9tK19lbF3faufGJfo9qNGIiAIKHYbijs94ImFQmgd7TQ++niqM5Igkj1vFgUXrELPzsXSazIa7+zi8I/+j9CRqr73dm7ajG/mDIZ+/KOYvJ6+1yOBEFogQKi+AUGScJSUIHvcWOypuRJdnTQ+OrCnA0DLc89jKysjrCdQD1bTtam/h9iJB//NuMmTUX0qQjRJ4PHn+63YQeohI7mnEq24nKio8UTVcwPuUzN0Xq/fSpH7AlAhKKis9g2n68mf096eKqV0D5nAgmW30CXqeEQJUU4S90t8+y9bON0KpLKui6/9fgs/+dQcMAxEs8KJh54cMDjyb9tBfPX5WAsKSSYEtu5vG/Rz2bK3k1mjS7GSJLjtoYHPI+zH2lEN5WWoKnzmZ1v40hVj+ea144jFNURJxKrAX1+oQZJlPntlFrFkDNVsxat6ELc9RYkkYWgaYks33jmXsDfUzPTsQrK9dvZ1RmDOOUw4dwXxtnYkixnR4+GJPZ0sK0gJt4aWQC4YiWPeVYS3PNLn1SZ78si66AugpbzpzE4vvsXX0HS8kkRrHbTW9Z2HddhURNep77I1q4Cca75LtHYfieptCFYnjskrwJWL3e1J+wyyPFayPFbKC888uM+QIUOGDyIdr28cfNuGjZRdd3VGiPsQEO/spPKu7xHpjc8QBE48+DBtr7zaW12TLsZFQgES0QgGYLZYsTnfEENGEgR7Otm78QWOHdiGYRiUj5nK5Pnn43JlY3Gk4oLuaA+/2/Yv9rQc7Hvv9sa9jMkdwWdn3YT3tAW1SCRIIBHmeHeqhLHEW4TLZMdmS4ke4UiQp46+Mug5PnV0LeWeEmQd6pIdvFK7qd+Y56pfY2rBeDyRKElVY13jhjQR7iTRZIytrTsodK9AiGu0PPb4wDs1DNqff4GSm27EkA2MHoOyaVZ+u/sf1HanYshR2cO4dfLlGFEQXAZiVCUqmLjnD5v6fIYBmo738I/fbePWz85OZfuZRQ5sOJEmwp2k/lgXrc1BKkblInZ1E9iyedDPJbDhNXJmTEGTTGzcXJcmwp0kFk1SXRdiRmkOajLJ4//4KbMWXcCwz30aPRpN+ZJbLezc8jKhoJ+ll91G3EgSFzTsWV62rX8KQRAwdAOT38a0RaupjTQxIcuH3WXH3xBnjDiR+ctn0BbuxCQpeM0ejuzopHxS6rsiCgY52VZWrB7J2heq+7zaXB4Ll1w1AbOuIYoiVruDqYtWUX9kH91tTXS3nSpPLSwfgSfnVOMFW34+o795Jz2VlXRv3IJos5K3YjmW/Dysb7B3srm92NxefPnFg36WGTK8m2SEuLOcAfxAM3wAMXSdjk2bsRUXMeTmGzHU3u6TskzLcy/QvWMn+eeuAFLlo4GWJvyxAM2xLkRBID/swx0K4Mor6Csr1f1+jv7q99iXLMO7YAUCoJ+oo/qXv2PE7Z8GaxEA3Tt2polwJ+nauo285cvwTZsCQLjLT+vzL9L88MN9YwRRpPSjt+GbOROb24GuJol3dvWb6yTx9k70RBw5FqPpqYFN/wFann2eIRUfQ4onCVYeHnRceM9+WLYMHZXWcMeg45ojzRiCRlTQKECg5d5v9zVyAIjV7qP1nm+Qd/0PSSYSCKrIv54/OODvLxBOsPtIG8tm20jG4nStH/whqP2VdbjHjkPUBSRRGHScLImIoohZUOlsqRl0nHFiP0xbigCIosj37tmPKAr4XGYSSb0v4+78OeUAiIKZXx24l9UV8xmz5EbQkgiiiCrJ/OnIs0wrntw3d3m+g6rjGnfcd5AOfxTdMJg6Ko8bV46hIDtV1qm4slD9lSgFw8i7+f+hRXpSnUdNVmIH1+GauKRvPtFXROGNd9Oz9WlidXsRLQ6cU8/FWj4Bkze93N6WlYctaxnqhAUIooT0X5RGZ8iQIUOGDB82evYdQHK5Kbvz28REC4YBNjGJ/4VnaH91HcWXXoIgSeiaRndHG8GeGP7uBIYBXl8MWzBEVm4uUm+3ykjYz6uP/pmRoyYz6oIbwQB/sIt1j/2ZpZd+FIsjD4AjHcfSRLiTVLZVcaC1ivnlKYuJQMjPxobt/PPA4+ikgisRgWvHXsj80um4nF4SapLOmH/Qc+yM+Ykn46iSyFNVg3f9fProWoZNLyWpxznUcXTQcZWdVazUFiKrGvHWlkHHxZsaEVSVhAY4VL75ys/6ynABDndU8411/4+7l3yZRDwBksCGV2rSRLiTJOIqB3Y2MnNBObGIyt5dgzc52LWtidIKL4JgIEiDN/ATJAlRBE1UaGoMDjqurj7INEFEEECSZNY+9S8QBOxOD7quEQ2lGjgMGz8DURKRDZl/1bzAzNyxzD3vanQtiSCIiJLE4zUvUZJV0jd3VraNZELjyT9X0t0ZQdcNhgzPYvnq0fhyUtUXssOGJZhkWJ6dYZ+bQySUQJIErFYZ9VgP5pGnkk7cvjwu+eid7N/8CnVH9mIyWRgzYyHlIyfiznqDwFZQgK2ggJy5cxElKVNFluF9Q+Zp5z1GEEXyzllKx/oNA27PWbQA2eV6l48qw5mg6QaBcCoTyGU3v6ngEoynVr2cZnva62oohBaJ4Z44gaqf/qzPn0K0WCi77hoS3X6SoRCKw0GPv5PX2vbwYM2Lfenfkihx44hVzLKYcWflEg+H6Nx3AOGa2/jZy/UcX5sKRIYWufnotR+h50gVcnYORGM0PztwJhlA89PP4B43BsliIVxzjFhtDWO//WVke8qTK9EdpPGxZ3AMKcfmdoBiwj58KImOgUUx+9hRCLKCkQiiBgcPFtRAAD2eQBBEFI+bpN8/4DiTz4sgy5iQKXEVUtneX1AEGOYtxyQq6IJMz+sPpIlwJ9EjAWK1e3BOOgc1aXD0+MAeFgC7q7tZNqscQwAYXC03DAMDA4sisnhyEU9urBtw3NIphei6jigYyA5fnzfcG5G9BQA4HDKLpxbz7KY6dN2gwx9LG7d4amq1TzJMXDp6NXe9/v+QBIkcexYJLUFnpJt8Rw7nDj2/7z0uh5Vpo62U5DqIJTQkScRtV3DaLWlzm7KLoa2ezqd+RqK1DkGUsY+di3fOGhRvXt84RVEgpwTP0uvRIwEEUcbsffPyGNmUydrIkCFDhjMhe94cmp4YOBM9a85sZMfA/pgZzg4MwyDZ0wO6gex+c0+3UDyMgYHDZEcQTsWaaiRKuLUDzr2Kex4/RiKeyjSSZZElS8/H6j9KMhDE5PUQ8Ac4esjPK8/W9nX0FESBeUtKmTTNgjcni2RcpbmuigWzz6Pln/dT39vkylpSwoIbrqapuhK704Mh6zx39NVBj/e5o68yuWAsDrOd5lAbO1sO8pXpt+IUrQhAUI/xZN1rDPWV4XJ6sYgyIzzlg5r+j/SUY5YUolqMUGJw0/9gIkxCSyCKMm6Lk8bgwCKby+xEkmREm4ytvKxfeeNJ7BUViDYzJi3Jg/tfShPhThJNxth4fAerhi0jEo3S+CYxZH1dD1Pnagj/MdvCQMBAtzrJWbyI4/cP3DAmd9lSdEFEEFWcLjPhYHzAcR6fFVESsTidjJoyn+1rHwfDIBzoThs3ZvpCTCYTkh5j1ahz+Pa6n4FhkGvPRtVV2iNd+Kwe5g+biySkvq8Wm4XyYRauumUq8ZiKKApYbSbsznQPXsVjwarqdLxcS7w19TcUhnvxzSnF5Dt1rZJkCV9uAbOWr2HCnGWIooTLl5X2vX8jssUy6LYMGc5GMkLcWYCttBTP1Cn4d6a3hjb5fBSuXomUUfbfdULRBN2BOLur2jB0mDQyhyyXBYct3VutvTvKul3HeXlbAwawdFoJS6aVkONNN/XsjHSzs2k/a4+lsqeWVsxjauE4fLbeVtaCgGNYBYe+90Mco0ZhXzwbdIPQq5uo/dNfGPOtryMIInoiwYlQC/dVp3uhabrGXw4/QbmvFKfbhxYOEx8ymm//bS+qdupGX9PYwzceCPGTGyeghkOpFu3JVPadKcuHc9wY0A0C+/aT7AmgJ5MYukG4O4DaeoKca1bTYsTY2XEAWRSZljuCgo9eTWhfJY6yUsIkcV24gsD+g/jOPQ/L5Glg6EReX0fP5s2YZkwkriUQrVac48fROYCvDYBr+hREswktkSDvnKXU/vmvA47LnjcXTVWxGyKXDVvEdwYQ4kySwpz8sRgYkIwRP35k0L97/NhunOMXIwkGXpeFcCw04Lh8rwlRFNEsVtxzZ9H5/MDl5Z5F85ElGdWAlXPL2VLZSlt3NG3MgvH5+Byp+VSbC9fsC+l6vr/hLYKIfXSqy6nTauWiBRXsPNxGa1ckbdi5s8vxuVPXDI/TwqEGM1+a9WkePvwYtd3HkUSJ+aUzWFi0FJvUX+TPy3rzhzbJ5sJaPp68NV/CSMZBFJFsbiSLfcDxJqsdrANvy5AhQ4YM/x2WvFyy58+j4/X0BV3Z6aT06iuQMg+n7zqRZBR/tId9rYdJairj80aRZfOkdYSHVDlp58ZNtDz/Eoamkj1/HnnLz+nXpK0r4mdf6yFerF6PZmgsKJvJzJIpZPfGkIIooEyaweN/3ktBkZuxkwoRRYHDB1p48YVarrl2IoIkomka/q4YLz6Vnnlv6Aavv1xPYYkbp9tJLBYjz+nj6De+27cwDBA9fpxjd/+U4Xd9g3g0jOy09IlSbouLcdnDQYDK9mq6Yz0k9SS6oRONhanprOO68hVo0SgnalLPO8VDR3F92XIOdNVT5ilCCEdZljeVzY27WVIygzlZYwHY2HGAVxt3sDRvCkI4itVmY1zuSI73DJxNNjFvNBbRQjiusahkEZXtA2fFLSxegJYAUZHJXnkBXZu39itFEiQJ7+KlGIJAPBHhUMfgVQv724+wvGwekghOtyXVdXMAXC4TsiQiW0TGjc/m9XUNA5/HxBxks4lYNIFvwVw6Xt9A9ES6SOmePAmlqBBJkrHaBeYuruCRe/YMON+UmSXIsowiKIycMoeaA9voakv/DIeNn4EzO/X9c1tc1HYf58vzPs7DB5/haGctoiAys3gyK4YtxKpY+gljbu+bx5Cy1YxcYiZ/pYKhGiCAZJGR7QM3zTJbrZitmYZaGT6YZIS4swCT18PwT3+CwMFDND31NHo8Qfb8OWTPn/+2DVYzvH0C4QSPrjvKI2ur015fNW8IVy4biduRytpp90e58/cbaT7N2+Ge5w/z8vYGfvDxuX1iXGekmx+u/zUNpwUMx3bexwvVRXx1wSfJsnkRFYWODZso++UP2ROp57WGrQiSwKJbzmGC+QY6nlmLa+xYwrEIT9avp9hV8P/bu+8wu8pq8ePfXU7v02umJjPpbTLplYRAIHRQIDRBEBGuIiAWUOCHckWxoVdRBAQFlSoEAiSk994zSSbJJJlkei+n7v374yQzjJMBr3CTCOvzPDyPs887++x9dpxZs973XYurii8jXfWiAEdijfxt96u8XbGCryRmE7PYeHNjBTlpHuZOz8TpMVGApib4xweVLNlVz1WZCYRiJoFJE/Fnp9CS5uGo0YYCpFw0lYSDVdhMGzFNxYyGsYwZxqsHl1Lk6cfU9BJMFLbW7aE11sG5pWOIBENoVhubI1UMffznvLCgjPXP7kTTVKaMHM2VP72KVdUrucReSH2sGc+FM2lctaZHkAfxjk3KkEIihkFENbEE/CRNmkDdig/VAlEUsr94FaG2VuyaSqytE9++rdwx7Aqe3fM27eF4cirZlcjXhlyKZesyzElXYagKmtuP0UeCDU8CMVXBY1e5Yko/fv7yrl5DFAVmjs7CNA1Chk7q3AtpXbeRcEPPGUXPyGHoaenEDANDUfn1q1t46OYxbN5TzcpddditKnNKs/F7bPxt2UH+6wsBnFYHSv4IXEOm0L7jQ0lKTSd57p1EP5TQ8vl1Hrq1lJ3ljazYdgyXXee88bmkJtlJCXhPXKvCwH7J/H1RI2MSL+Ki4TYwVTbvbCLos5KQ/u//gWbxyc8mIYQ40yw+H3m33ETS5Ikce/1Noh3tJIwdS+o507Gnpnz8CcSnqi3cwaLy5fx52+s9jk/JKeW6EZfjO9EkKVRfz+7/9yPaDxzsGnP076/Ea7r996NdybiGziaeWPV79tYf6Bp3sPEIC/Yt4fvTv0GSKwF0K9t3NnLdbeOorW5jy7rDGIbJkJGZnHNBMWuXHSSzOJNoKMzGNZUkJLmYOnsAgQQnKNDaHGTpu3tZt6KSjOwELJpG9fLV2FJTyZh7ARavB9OEWEc7x996h/r3P6DfjTegRgwmZo5idkoJuVEXek0zigmRrKEcsXVSSxBL1CBkRhidWMzuNUsJ+JMYNHgMClB5eD8NTTWMHjuNYCSM2+nEXLqMX47/Bkdf+itVq18BRWHMhHFcetXXqVu9Cm3OHNpiEcZmjWTJodV0RnruCHBZnAxLG0Q4FsNimmidfmbkTOGDip4TvxcUzCbcbMcSgGAwyuayTgbe+XWOP/c0keb4Fk1rYgLpN9/Ghp2tjEuJoZsKPru3z1IofqsHHTAtOuMnZPL3Q42nHDdmfBagEI7FGFaSxfZtdTT906RqVj8f6dleYrEYUWuMX216mbu+/U06tu2ifsUqVIuF5JkzICedPxyaz52pN2HVbWRkuxkzsR/rV3Yn91RVYc5lg3C66Eqc2X1eZl9/F7WHD7B3yyo03cqQsdPxJKXi83c3OcgL9GN+2UJGpA1mbtFMAHbUlNESbKUwIeeU9/evsPplpa4Qkog7S1gDAZImTcA/YjimEUN3ueLFVj8BIxqNL3c3QXe7/iNnRVs7wrS1hznW1IRhmqT5fHhdtq5k2L/LOLEK7FR1BA4ea+qVhAN4a8VBRhWnMGZgGqZpsm7n8R5JuJOq6jtYveM4cyfloygKGyu39UjCnXS4uZLNx3Yws3AyRiiM++qL+PGmZznWWt015tmml8n2ZXD3ZddihENEVYMsTya3FVxB49r1NK5cHt/ePHkaD4y+jTdrVhLBJIgFu1Pnkrk+Xtz9Rxo740vkk12JzLv8i2zbFiVkaphGGM/502lvryO3sY7UnStBUXEMn0HD4H44HMmEwhFsNp2DDY3MzZ/O4fojvHRoEToqU1KHk+ZLoyHajteq4bC7GZY6lnt/sZLOUHyW1IgaLFp/lK376njk9klYNAuGGePF48u48gf30fyXV2ndsQtUFd+4EtyXzeGN6rVcl5aJYtOJOCzY09MZ+L1v07ZvP4rFgjs/j9qVq3CNG42ugKFqcHAHBccO8EjpFXRYdTRUbC0NmAueQ8kZhqFpGDYn3rEXUT//N6f8d+EdcQ66qhGJRBjZP4nzxqSzYH33VgVdU/mvy4pIdMRQUFBMk801EYY9/AD1y1fQsXYjmt2OZ/Y03EWDONikkJAWD3wOHmvh9p8s47xx2Vw2sR+RmMHLSw+xu6KBWaX9ut7DdPuwTbocz9gLiRwrR7E50VOyCdmcBDzd9TOcFgeOJDsut8KwYg+apmK3WnrNuAe8dq4+t5jG1iD7jzbhtFu4ckYaAa8dq/7JfsYIIYQ486x+P4ljS/ENGYwZi6G5XB+5xfFfYcQM2trCYJrYHDo223/e7oyOcCctoTYa66swDQNPQjJeuwef/ZN1RIxFDUzTRLf0/oyrWmt6JeEAllWsY0TaYCadrJm2a0+PJNxJ4YYGqt9bSPbVX0DVNPbU7O+RhDupur2OZYfWcsnA2USiMYaWZPP2K9upqmzpGvPB8T0EEp1ccf1oIhEDTVNweexceUN/ystqWbvsAIZhUjwkjUuuHcHW9UcxDAXFjIBh0O+LV3HouT8RqqkF4ompnOvm0VJWhhKNEDWjTEoYglHXimJx09bRgGmC15HAENpRkjzEQmFsdjvNzU2UlEwmVnuYzk3xzyenoJSC/lOpa27G7QlgcXtImTCRHfd/p0f5kvplK2jeso0hP3oUi9tNrKmBd/Yu5uvjb2F+2SK2V+8BBUakDeL8/tN5d98Sbhh6JRaLSpLVhuVIMfeVlnKg6QCqopDny2fd1gYyhrpAU7EAVTWdHDlqMumr9+PSoqAotIRU5q+uJjlVRdMVbIadS/qfw49P8TwA5hROQ9ethEIm6dk+xk3IYs3qo10VTBRV4dzz8nG5LYAKioXaI9u45vqh7Nlexa49jWiayohhieT2T6S+9jAO/2AUoLa9jltXPsbUnLFMuekSQhj8tnIlO1aXUZIxLD5LDLi9DsZMTGXk2CyOHWlCt2ikZXjQLQZef3dDDrtuw56YiuZ0kFhQiKKo2Cx2PP+0u8Fn93DxwNk0BVvY33AIu25jbtEsAnYvVr3nLiEhxP+OJOLOMrrbhWmaH7kHvq0jTGtHmJhh4nZY8Xt6J6U6qmuoeuddahcuwgiHCZSOIesLV+HKTI93xjkLGKZBS7ANMPHY3Ghqz4CmpT1MZWMdexr2sLZqLTHTYHTKKIYlDwWS8Ll7JhZjwSDRYDBeyN5mQz/FUuZgTQ0dhyqoXvgBmAbJ06fhLizomnkMhqO8trTvZeevLd7P4LxEYjGTDzYcBUDXFPJOdHE8eKyFaMzggw1HmDYqC0WPsPjQanJ8mVyZPY1EI/6s6tQgLx9dygcHVzGu3yjsdhubju/vkYQ76UjzMXZ1HCU9ORuXYuPi9IlU/v4PJF5yKYHp0wGIVhyk+plnuPSWm3HanMSiUSaW+nh01U9JcPiZkjsW0zTZXr2HJzf9jgcm3YtV11BRCAdDaO8+R2P9UWxp+ZimQcPrP8ORMwT9nBuwWTQ6gh0ke1NZdGAFY5MKuTplOKgqLarC0iPrmZ4zjkg0TLQd3lx2oCsJ92F1TUG2lNWSEXDhsbvwOrw8su9Fzr90PAOvuxgTk3VNe1m87WmuG345bquL+rZ6zKxUIpXH2PuzX2JLSsKMRTn+1nzSvnYLzU4FJ6AY4B42m4b3fwuHd3b9YIuvtVMInPNlNMNEj5oovmRcAyfQvvvDK+xUEqZfi2KYmKaJSoyON3/KtRd8nQvHZ7P/cAN2q05elh+P0Ub7ypdwXngHGAYJbg8/n7+XK2ZOIWHiJFBV9tYEWfn2ES6eUgCAz21lRkk/3lhWzoI1R1iw5kiPz+bcsd2zik6LA0dCJg2dTUScXlQVHBYHAVvv2UNFUfA7vPAxq/Y9Lisel5V+aVJvUgghPqt018fHkNH2DqKtLRjRGLrLiTUQ6DWmuaGdzeuOsHH1YUKhKAUDkph2fhFJKfFJn7NFW1sI0zBxuixo/5R4bA930FBdSXBnGeFFKzBCYbRxI1EmlEJaetfKtJNioRCxYDDeEd1iRXf1LDEC0NTcRl1VO5vWHCEWMRg8Oo2snAQSTtS2ihkxFuxb0uf1vlH2PsPSB+IyrdQsOtFsQFVx5+eBqtJxqAIjHKZ22QrSLzgfw+Pkg4OryPSkMWfAdHx2L6ZpEoyGWLB/CUsr1jIjfwIeq4eG2rYeSbiTGus72L+7mrGT89EsKqPH57Dwzd2MGpfKldcPBKC+rpMP5u9m1kWDcbpsGBFInjSRnQ8+hO5xkzx1CqgKzdt3su+XTzL4Bw+gWHR0q51YsJ3mHZ2EjtVgS3WDolD33kGsKS4SpwdQXE4ioU6S/QE6tizCklaMLWdi172371hCyt2scegAAFT+SURBVIhziIQjhIMhapYsPWUN4WhLC3XLV2C59CK8TjeZ7nR+ueaPTMsdz6yCyQDsqt3Hz1c/zSX9z8PrdNPc0YLPY5LrtvPTp8tI8NnBhFda93DHnEIc9hARxYFdtTBhQi5/+dNG/nq4d223OXMHoaOAYZIVtHFe9gQWHOmOIRUUvlBwLoE2AzwmBgqv/XUXF182gOGj0jlW0YCmKaT1SwDF5L355Vxy9XCiYRNnYjbLFzxDybhZDCjKAVWhpf4oy9+dz4jJV4Fp4rV7OKdgEn/Z9jpLK9aytGJtj+ub3X8qFi0e+VqsNpJSU2lraaSgvwcTE6tNx+k+dfz3r8SQLqsTl9VJpjftowcKIf5XJBF3loi0tBCsrqH6vYXEOjtJnjoZd0E+1oSEHuOO1rTx21e3sXVffHYqO9XDVy8fRv9sPzZr/HF21NSy56H/R2dldx2B+uUraNqwkaE/+W9cWZn/9nUahoGJ2Stp9uHXG4JNNAdbMU0Dn92L3+7r+gXRdT0djaw+solNldsxMBmUXMj0/Akku7pX/DSHmnlu53McaOpeXl3RdJSVx1Zzz7g7eiTiOo9X0XGogrpVqzBjBonjx+IuKMCeltqVeAzW1LD/yf+heeu2ru9rWLcBT3ERA+7+OvbUFDrDEVra4umbQXkBJhf7UBRYWdbK9vJ6mtvDdIYjWDUNXVO48cJBjBzkozMabwHv0B1s293Kqq3HwDSJBUMMCuQxOZZJ7U+fo+pER1FrUiJ33HoDy7VKosEwrZYoyw+vA+LJlTRXMiYm1W11mJgsPbSW0qwR2FUnocpK0m+9jUh7G+1VB0EBh99Hxq23ETlWCanJKFqYJUeWcVvJtZimyabjO1AVlWuGXUJnNMja4+vICVxARDExDmxHHXIukcRBrNrbiKbBmCkBjMNr0eorMT2JWDQr1c3HmR61Evrr44Si8c/IYXMybfZNtIVa8bkSaOwIsams7+6la7bXMHV4Oh63m/MHTGfN0c38tfy9HmPSPakMThmAqqpg6LxzeBXTx40lfcgAzJY2FE3FcDvocNnYXXOATG8msZhBqMXEPWI2bVve4+T0o6JZ8E+7gdbyo9j7FWGJtnP8zV/iGTaD1Ku+Tbj6IIpuxZqURevWxYSO7Sf5kq9jYhJrrqHh93fgGDCGMcXjMKNhWt9+itqaQ7gGTwZFwee2s3J7FZdP78/7aw6zaU8NdpvG1JFZnDc+F7sl3t1UVeGiKfms2XG8V023aaOzSE/qOQOpKAqJzt5/HAkhhBD/rLMjQnNDB5vWHaajPczg4Rlk9vPj9ff8C7uzqoqDf3iGxg0bwTSxp6WRf9steAYWd01eNje289dnN/ZI6pTtrKG8rI6b/2sCqRn+f/s6Py6GNE2T1uYg7W1hYjEDt8eGy2PD8k8rz1qbg5TtrGbXtuOYMZPMHB+jx+cSSOxOnoUbm2j43Z9o295dYqKjooKW95fheOS7kNWdmOisqqbz6FHqlq3AiIQJjBmDt2gAttSUrk70jc1tLHxjN7u3dk+Y7ttdQ0q6h6u+NJqEBDeRaITGYDyRU5CQw8SEweiKyqbmcrbW7KEl1EokHAKrFXSNlGuvxDNpGp0RE8MwSbFphHZvo+G1tzBMg2gkQj9/BjMLJvH81lepba8H4rW7rh56EYebKuMJLDPK1hOTwygQSHCiqgoNde2YJmzfdIxhJdm4LTaaGjqYeVkOHZEOqhuPgQkWj4uZl+fQUNmCz2/HQKFu5Srybr4R1WanYd16ME36ffFKAGqWLCXzphvRolEijRGcuQESJ/Sjo6IJTJPEidmEqtsJ14awO63oFgtGbT1RUtn/o18R64xvJ1XtdvJuvIZoUx16egHhllaaN2zo899P4/r1JM2ciSs5gam5Y1lcsZL5excxf++irjGJzgDjskei6zq2mMk7VWuYkTeKx64pojVogKLgsSlobpNVtZu5wD0NxVTwRg2mzShg6eLyrjJxqqYw+/xibG0hFLwYkSjHfvUU40tHMnXcbextq0RTVAqdGXQuXE5N9VYC992DCnR0hHnyibXk909k1MhkDMPkH6+XcexwMwVFySgo+LxODpbVM2LqVezZupiKPZvQNJ2CoRMYMuEKIoYVhzP+t87knFKWHlpDZUvPxhOjMoaS48/q9Vm5vRJDCnG2k0TcWSDS0sKRv73C8Tff6jpWt3wFroJ8Bn7nfmxJ8eRUTUMH9/96Oc1t3TW1jlS38t3fruKJr0+hINMPQPOu3T2ScCfFOjs58urr9L/tFjTb/25rZ3OwlcqWKt4vX0Y4FmF63gTyE/qR4PB330cswq7affxyzTO0huI1uGy6jZtGXsW4rJE4rfEgr76jkfm7lzI4YSgjHOlEYyY5Lifvl61mVtH4eGfHSIyyunIUVeHOsTfGlz+b8VV075UvZ83RjSQ6Z+J2WAlWVXPoj8/QuGkLrvw8FFVl/y9/jbt/IYV33oEjPT6D01q2tysJZ00IgKIQrm+gdU8ZjZs3k37ebCy6yajiBL48KwtPzRbMva8CJsOLJtI+bTQrD7ZjsZjYwp3cdslAmsw6Xt33Gv3dKWDCvvYapuVP4fb+g7DFghiKlTmBUey55ztgdHfqDNfVc+y/f8EFP/khNnTaYxEUFGYVTGF0xlAON1eioJDty2Bd5RYqW6qIxQyCLS04c3Jp6qxnUe16VtdsR1EUJqUOZ1r6aLzZWXQ2txHSI4zLHsk/9rzfY0vD2qObGZ42iOl54+mMBHFGwnQG8vjz2naWbVnfNe7P78Elkwu4MDmKz4gRjkUIhIK0L3q+x78LI9RB55v/g++6H5xoa27isluo5dQFal0OHUMxaQu1s7N6Lw9M+y/eKlvIpmM70DWdCdmjmVkwmZ01ZaS6kyCqMiJ5FI8sf5LJuaUUJxdiGDE2HFvNtqrd3Dv26ximicXvx4jE6KyEpIu/Q7SlGlW3gNVL5ZvvkX3l5eg2K+EOFUyTppWvgKpjSUjDjEWJNsYDG1fxODBBcyfgGjyZlnVv0rl3HZ171/W4D8+w6aiqhs2uMXFoOg/9cQP9+/m54YJBRGIGa3Ycp66xnZvmFHd9T0rAyY++OpFNZTUs3VSJ3aZx0eR8cjN8n3irtRBCiM+nYEeY9SsPsWRBd7OiXVuOk5jiYt6t4/AF4rFXqLaOHd99kHBdfff3VlWx66H/x9Af/T+8g+Kro2qOt5xyZVU0avDBO2VccvVIHM7/3Za01lAbx1treK98GR3hTibnlDIgKb/HhFMsalB5pImXn9tI24muj7quMn1OMSPGZHW9Z2tLkDXLDpBTkEjxkFQi4RgpaR62rj/CsJIsEpJc8QYBFYcxWtopvOuO+EpBwwAUahYuon7BQqxXfwGPy0NndTVHXnyJ2mUrcBfko2gaB5/6PfaMDIruvRtHerxbeV1VW1cSzuWxoWkKLc1Bao63sn3TUSZPH4BuKIxJHMjF6ROw7zlM+5uLMaMRLhtXwlXjb2NZ005shkYYg+Qbr6U1bGXpe0dJTraiqlBbHaZ49ACy7v8mnTYNBzqTc0r53sLHiXyoU2dzsIXfrf8z35/+deyqFSMWQ1EURoxKYdTQBMKHyiEWw3Z+EbvLW9m3vwUzFqWzzSQhQyXU1Ejn4pW0LlsFpol7/Bhs504jKSeR9tYQFi2Md9BAat5fRNOWrV3v27B2HZ6BxWRePJdYqBPN5kKz6ISaW6lcXtE1rnFtJZ5BybgHJIIJSiRMLGRS/ps/9Ph3YQSDlP/2jwx5+Lvo0TAoKpqz90rEk3SnExSFWGeQ2KrNPDDp67y9fzFrj20ERWFCxhjOK5hCdOVGYjNnoIaijE8cyLfX/5LJGaMo8RdhYvB2w27W7t7OQyW3oURj6D4rNqeFfFSKbhtHbX07qqKS4LcT2V2LKzeAxWUlHIxP7De88ia8Np/UjHRMw+D48SowTXzDhgIKLq+dESVZLHq7jAP76jmwr77HfYwe2w+rI77VO29AEq88u4nE1CGMnjkewzQp29nMkaoqzr98UNf3JDoDfG/qXeys2cvig6uxqDrn9Z9GfqAffrvsdhDiP5Ek4s4CwarqHkm4k9rLD1DzwRKyLr8ERdPYuKe6RxLuJMMweeGd3dwzrwS7atK0cmWf79WyYQOdX7gKd2p3ofX4NoX4Cjbd6cLi6/kDvTnYynOb/86Kw92JmvWVW8kP9OO+SbeT4PQDUNNez2PLfk3M7E44haIhfrv+eTI8KRQnFwJQ1dyEvaWQh1/aiWF0dyc6f1IWlcmNJDj8hKIhajqPM6f/dJ7b8gotofgydYfFztVDL6a+o4mOSDsum05beTlk5ZJ4wZVsOtyKYZiM/KIHbd8umjZvwZp0DkZnJ9Xvvo9v2iRc50+nMtqEgUm2JYGORSuofm8hCSUlWHxuLi5JoumVxwjXHe3+EOr+iiOwlKuu+h6qphLCQHOGcTS38UUtGTatBtNk9MBxtBodqK4QYVPFpirUv7WgRxLuJDMWo27+u+TeeD1azMrVQy5lU9U2Hlv+664xCgoXFs3kykEXoUZ1bE5o6Gjk0a3P0NDZ1DXuH4eWsqZ2J98tvY2APQHniedxqroiW6t2MTmnFKduRY1G2dvqYtmW3h2lXl9+kNJBY/HFDCwKdK5/p9eY+I0YRLcvQ5l+PW67yewJmfzuld5BPMCscZnYLRptkSCv7VlARmUqVw6+kAuLzgETGjqb+dmq3xNw+JicOxav20HtPpUbhs7jb2Uv8+7+pQD082Xy1ZG30dGk4siMzxb6R4+iceMmtn/vh1gDfoxIlGhrK9lfuBzLiWS27g7gKp5Ay4a3wYgS+fAzBtzDpnfNfvtGn0dH2VqizTU9xjj7l2BJzOj6OiXJy/e/VMLmsiqWbanEbtW4fEoOOaleEhN7/n8pOeBk9rhcJo/IRNMUbBb5ESyEEOLf19Ic7JGEO6m+pp01Sw9wzoXF6LpG6959PZJwH3bwmT8x6IHvYPF62LWt6pRjAMrL6gh2hHok4jojQVpDbcRMA6fF0av+Wmuojb/vmM+C/Uu6jm04to0sbzrfnXpnVzKuuamTF367hmi0O16KRg3e/8cuEpNdDBiUGh/X2InX7+Bvz2zoEUMOGZVJQ107Xp8dlBiRvQfJ/sIVHPzDH7uaKal2O9lXXUEsGERpbweXh2DlcQyHh5yHHuNARRvRqEHeVW7Mo+XULltBxsVzMXWdzWuOMmBwKqPG9qO1JUgsZpCQ6GLv7mq2rj3G0NGZ+LxOJiQOpvyJX1C7r7vMSecr/8C6ZAVXPvJ9NFWLx8lWH6G6egrzWyjfvgIjFqNfcQl2NZEwXjTTBFVhZcWGHkm4k0xM3ipbxK2j5mGJhpk+JZPglnVUPPjjHp0/s847n+ILZmEljGpxEW7s5PgPf0Gwqvs5N8x/j7bV6yl45AHsASeKacEIhXok4bqe5+49hCZNwDF4ICYmigot23qXVWndVYurIICpKmimwvEFi3qNOenYO++Tf+stqDYLSefPoWVn70ZZAEnnz0G36URDQWrefgd18WIuuvEm5kyYioKJVtPC8UefQFUgdfJEbIkJ2Ffs5OtDruaP+97ivcOrAcjwpHLP0HnYjtRhn1iEoig40jx07G+g5Y09OF0WMKG1I4JvRDp6wIGiKFgCXpKnTOXwn/8MhtGrg2nqzJlY3PFE4pARmWzbWEltdc/mYLkFCWRkd9dqS0z0cPmNIzlUXs+OTdVomsrwcVmkZXpJSOgZQyY6A0zJHcuYzOGoiopNarQJ8R9N/go8w0zTpOrd9/p8vWrBAlJnTkf1+dmwp6bPcXsONRIMRrG5LCj2vjf7aw4H5odqh3QeO8aBPzxD06bNYJq4CvIp+MqtuPJyuxoZHGk62iMJd9KBxsOsOryBC4rOwTANFpavIM2dzPVD5hGwJGGYJiGznb/sfom/7XyLeybchqqoBNt1nn+rdx22d1YcZUCuj/bkDnRVY3j6IB5Z8kuMDyX2OiNB/rjpr3xr0u3oikK0rY22CKxwFPKP53d2jXtpOUwbmsLlGRqRpmZUXcMxbjR7cm08v+33XedUFIUrJsxmdH4umAZGJEKsYluvBA1AtLGK8P512IZMJ6bb0NprcS38C+Ga7llAqg7gSspGm3s7UZ8PtaP9lMV4T+ooP0gk2IlqcxMzY7yzb3GP101M3ix7n+Gpg1A1lWg0zIoj63sk4U6qaa9jc9UOpuVNJGKEWXZoTZ/vu/TQGkYmFhHDxmvLTx3wAPxj5SG+8YXhqKEosca+g3Oz/hhEY1iMGKOKUhhZXMPmPT0D/tkTMslMdqAYCsQ0+nkz2Vq9i501T/Q634jUYSiGis1uYXhBKr/6ezWXjb8BlwdUReV4VZh/vFvLnVd016uwJiaT9+Wbybi4mubNW1CsVgKjR6EHAjhOtGJXLVZ8Y+bQXraWWGvP67PnDsWa3F2rzZKQRvq136d973ra96xBtVjxjJqNLa2gV8fQlCQvsxLcjB+Sjq5pON19z+gCOO3/eUWvhRBCnH12bOndDOqkTWsPM35aPl6/g6bNW/oc17ZvH0Y4BHiw2fpu8mC19vyzobqtjhe2vsq6yi2Ypkm2L4NbRn2R/IR+2PT4Su+q1toeSbiTjrYc5919S/nCkLlomsaurcdwum2cf9lAAglODMMgFjVYvGA/SxaUkdnPj8NpJRoxePeNnV0F8Ls+h02VpGd5Scvw4XTp+EeNYOeDD2GeaM4F8RVYFX96gQF3fx1F1TDCYdqbWqnKGMWy53Z3jVsB9B+QwJThqfEYMiGBzGw/NrvO357bgBE7WX0fSifmMn5qPgDRWJTQgUN07Osd44brG6hftISkiy9AU210tjawc9VLVB/pbg5Wd/ww3sBypl9xJ2rMT1gJsa/hUJ/Po6LpKOFIJ3bdiSvWyqGX/tJrTP2Cd0gaMRQlvT8xM0Lz5i09knBd19fQSP2SZaRcNAc9CrWLl/b5vrWLl+IdW4Lu8NK8+Xif45o2V5GcXogRjRE81ncMGTxWjREzUJQYnv4FBCZMpHFVz0UFgUmT47X0ojEMzYIjN5eG5csp/853ep0vaeZMYpoFi8VCoGggDb/+H/5r5mSMvPhuGPVYLZ3PvYH3a1/tqqdoDThImJSDb3ga7QcbUVQFZ14AzW3FdmKLt6ppJE+dTM3iDwge63nf7gED8Azs3gXhS3Ryzc2lHNhby9aNlaiaQsm4fmTlBPAm9IwRExPjE7f9ByahqipuV89yJf/MYfnPa74nhOhNEnFnmmkS6+jo8+VYMIRpmmiqQmpC3wm2gNeOpqnoFp3EWbOoX7b81ONmnovV7wcgWFPL9u88gGfAAArvuB1F12jZuYudP3iEoT96BFdODtFYlHf3n/pcAO+XL2dSTil23YpVs3HXiK/zhzd2sm1/PClWkOXj1otvZG/HVkKxMHbNweK1ff8yXrD8GCMKUtEtCqsPb8I4UWduaMpAFBT21O2ltqOB9/Yv47ZR12EqCo3eNN5dsIvZ47MYPzIJRYFNOxt5b3UlY/oXkq4q4PYQKRnIc0t7Jn1M0+TvZQsYMPEODLcXpaOZ9u19Bx8dO5bhLBxLyO5EO1rWMwl3QrTuCJbDuzGGpIHFgj01lY5DvccB2NJSUKwWFDXE/H0L+3zfd/Z9wB2jryVoRlhbu7PPcStrtjE+pxQ0jUis9wzqSZFYFCw60c4wbZ2RPse1tEeIhsNomhVLcjbR5tpTjrOk5aNb7XR0hrC2HeHWSwdyrL6dDTvr0HSFcUNSSPLbsbbXE3M40BUrs/POZVv1bsx/iqatmoUxaaNRT9SQSU/2cOeVw3h1STmrth/HomvMHpvNnVcOIyWxe+Zd01QcqWmoPj+2nH5gKljcHvR/KuBsSUgnY97DtO1aQfueNSi6Fe/oc7FnD8Li75lgswTS8I+di3vIFBRNQ7P33W5dVVW8vk/WiU0IIYT43wh19v27PhqJdS2OsqWl9jnO4vd11dMdOiqDdSsOn3Lc8JL0+GohoL6jgYcW/4x+njS+MeiLWFWdHS0V/PeK/+F7U++iMDEXgMUHV/f5vosOrmR2/6kE7H4ikRjXfrmE99/cw/6yWjAhJc3DuRcXU1fTSixqoAB7th/vlYQ7afOaIxQPSSNmajRt2YoZiaB7PHhHDkex6LTvKiN4/DjH3ppPwZD4VtxYSg4rF+xg6OhMBo/IQFMVDpXXs3H1YSoLfCTqOhZdI68wiT/8YkXPNzRh3YpDXD5vFDaLFTMUovaDJX3eb92yFSTPnEHM4qC14WiPJNxJLY21VOxZz+Dxs7CikelKZndt710LAKmuJGxoYJhUvbOgz/c99sY/KLznG5jhMG0r1/U5rnX1elLPnYVmd2BE+o4NjXAYVdUwwhFiwVjf44JRzHAUze7AlZdD+8FTT0w783LQ7HYihkqk9hhZ864lafZ5NK1bAyj4x47DnpRApKEeJasfqm4l8bwLaFi5steOE0XTCJxzLsqJ3Q3OjHQK7vgKVW+9TcMzL4Kikjx9CgVf+yrO9J7NB2wBB1GnBc3viHfFdVp6dca1pyYz+Affp37tOmqXLEHRNFLPPRf/8GHYU5J6jPUlOhk5PofiYWkoioL9Y7Z0ez0SQwrxeSKJuDNMUVWSpkymftWpVy8ljClBd7tRFIVzx+by5vKDWHWVgXmJ6JrC/qNNNLeFuXJG/67uqfb0dBJmz6bh3Xd7nMs1YADJUyZ2NXVo3LqVwq/dQeP6DRx69k8YkQiB0SMpuvduqhYtJvfqLxJVTUKx3tthTwrHIkRDQSw2F5PTpnHfr5bTGYpSlBNAUxUOVDbz3d+u5qf/NTm+hNpQqG8OdX2/26GjKCqtHfH3aGwJopo6EWIcbTnOjUPm4YimsGZzIzHD5KLh47C423jrwNtEzCgxq5uV5c08dvdI3il/j59s2ohpmpRkDOOH35jDG+9XM3xIJkQ6mV++pM/7eHP/Ir7iz8Kr6x/dVVbVUDUdhxGhc1ffwaWxaxWOgZMgZpI6cwYNa08d+KSeMwMlGiOkmjQFT72dE6Ax2EzQjICuY9X6Xk1l1awouo5LUZiQPYq/73r7lOOm9BuDU9HQ7BojC/wcr2s/5bixRQFsNgs2hxNzwpV07t/Ue5Cq4x4+C6vNSmcwTEvYiWPfm+QOnULOzMx4wNzWhLFpETUZkyhI1fA5rFDp4ssjbuSve16h+cS9p7mTuWbg1VgMNxY9/hwURSEjxcstFw3mi+cUggJ+rxNdP/Wsvc1uB/tHzxZaEtLwT7wMz4hzQNXQnR9dX0N3+T7ydSGEEOJMKB6ayvqVh075WkFRMjZ7POZLGj+Ow39+EUVV8Q4sRrVaaT94kHBDI5mXXIzlxCStx2tjwvQcVi3uOYGYkuZmzKRcbI7479d9dRXcWXwFyqqttPzxGUKdQUaNHMa0y29kYfkq0jzJuK0ugtFgn9cejkWIRKOoqsKwURk89z9raW8Lk5ntR9NUqo+38Oen1nPT18aj6xomJs1N3eez2XQ0i0rHibItrS1BVFVFMQzaDx4i5cvX0V6QxoL67YTNCOOnXUZ2yEb9Uy9AJIKpauzZ38wNXxvHpjVHePm5jURjBoXFyVzz5TGsXX6QYsWKGjHYvO5IX7fBqiXlZOT4cNl1lI/oKqtoanxSD4MDO/qOIQ/uWsvgsVMgYuGc1NEsOrS616QlwNysiVgiJjE9QqShoc/zRRqbiBlRrFYXqrXvZJBqtaKrFgyHlaQpk2jdU3bKcYmTJmK47OhRBUemi1BV2ynH2TNdKFYFq8dN+twLqFmyrHepFlUl86K5WD0eoq0dtCpOIgveJmHyZNIuvgQAo6mB2gXvoJdOJVVTsTst1Fq95Nx9L8ef+T3hE43QbMnJpH/py4TtXmy27j9xnRkZ9Lv+OtIvuQhQsPh96H18DrpNR7d99J/H9tRkMubOIXnKJFAUrL6PjiEdLqkDLIToTRJxZwFHZibOnBw6KnoGPZrDQfoF53fVrEoJOPjxnZNI8tsJ0YaJiQ0HtQ1hMpO7fwm4kwLkXn4h6RNGUbdiHUY4TELpSJx5udj88XGxUBh7UjIHnvp9j+XV9avW0LRlG8X330u4vRXd4WRi1hi21+xhQvoIJiYMRlNVtjSVs6hyHWMyhuM0LSgorNx6jPNGpjIp30V4e3wm0nbpcHY3wSsf7Of2y4fitOsMK0ykINvNzAkpNAQbiJkGyc4kNm5v4sCRduw2DRSViwrm8ubCWjbs6t46uXZnFUX9fFx/6TVYNAuRcIQLpqfxo5U/75HIWle5hR01Zfxg9j1EDBPVNGnobOzzGdR3NGEYMaJYcRRNJnhk9ynHOYsmElWtqEbfyUkgvvTdMDE0Cx3HjpF74/Uc/stLGOH496lWK/3mXUNH5THsA/pjVwz6J+ZxpPnUW0wGJOZjRycU1ZmdP4XfNDx/ynHnFUyBqIKqx5iUPJCFjpU0dvZsxZ7mTmaIOw0wsVhULpqUx+It1XSGes6q+902JgzLRFfjy/ZNbxqBi79J83tPYXTGa/ZpnkQCF9wJnngNNp/Pzc4D9biSJpB48ADawTWgqkT7T+WQq4RUuxvrieAnPz2JlxbWcU3hLdhdBqqiUFcX4+B+GDSh99ZOu92K3f7p1cNQFBXdLV2lhBBC/Odye+1k9vNTebipx3FdV5l4TiH6iUkta1IiRU/8CDUpAaUjiGkYmA4bocZGkvzJXZOQ3oCHkWNzyS1MZc/2KsKhKHn9k0jP8vVIKCRGdVp/8yydBw51HWteu4HWzduY+f++TTAcwmVxMiFrDKuObKQkfTgTUkuxqDp7mvbxweEVjEgdhF2JJ/YO7a+j/8BUioemceRgA5FwjDGTcmltCbJs4T7mXjUUVbWSPyARp0tj4tgkjKYGYqEQttQ09h/pZM/ORiy6gqpp+C85n1cb1rFsW/ek9MZj28n2pvON++5AsViIRmMMLcni5ec20dTQ3WRq/+5aKsobuPFr4zFMBdM0aWroe/dKS3MQJWZiqArJ0ybRsO7UnT+Tp05EdVgwDKNrS+SpKagoYLOi7SznziFX8bs9rxOKnmhioepcXXAuvvIazNJCFKsFx5BiWnb1EbsOHIBptWCaOilzZp+y9htA6pzzUHQHSkxDHzAEe1oqwaqe9d+siQk4Ro+DmIap6XgGp9Cysx4j2DOGVG0avmFpGCfqmFmSkii+/17K/+d3RBqb4sf8fgpuvxVLYjyGdHqchFUb0cETaDlUSfual0BRcI2dTHjQeBTdgd0d3x2UkOZj5S4nWTd/kzRbPLnX3Kmwu9Fk3NDeiTHdbkO3p3zEZ/6/oygKVr9M0goh/n2SiDvDTNOkfvUaiu77BjWLPqDmg2UYoRCB0SPJuuISGrduw+LzYk9NJRoz8CcarKlcxQcHVxGORRidMYzZhVNQ1O6ZsmhzLY2Lfo9/4pVkXn4RmAqYYVrWv4Y27iK0tHwMNd4t659rHADEOjqoWbKU7OvnoVhtJFuzeGz0V+l4ZzFNy57EjEYZXTKSGZffQsiTQNDUiXaESHFAWsVOjj/3RvfJ3niN7NJSUmZdSmt7GN0C00vT2Nu4l/llCxifPACLovJB5VYSk1OYN3w0YbMTm2oj0ubqkYQ7qexwM5VHsumfoqEoKlsrt59yNVlHpJPFFSu5omgOUcMk35fHvvpTL4vP8+eimhYwomAJYM0oInys50ygJTUf1ZkB0SiKzYp72DRClb0LJAO4hk4D3UpHVMfZrx9V899hwDe/gRGKB1GqzUb1e++TdtGFdBo6LkKcVzCF5RXriMR6bgew6TbOyZ+AboDFoZNmz2VQcn92/dNWhVFpQ/CpaTgdNgh3YL7/HA9Om8eiml2srNyEqqhMyy5hcqAAc+nLcMl/oWkWEhxB/vvWUTz33gE27a1DURQmDE7m2pn5eK1hVD0e0Hh8XqLOUqzpBZidraAoYPfgDMRrWpxUnJvAc/N3s++YyqiC84gZsHZ+A7PH+Bg+qDvBluCzc/W5xRytbmPppiNYrRrTR2eTOsSJV2YPhRBCiI+1b1cVc78wnJ2bK9my/iihYITcwiQmnVPI0YpGvD4rgUQPQcXA5nbTtGo9dfPfJdbZgWfUCDIuupBOm8LJaa7mxk7mv7KDiTMKGTclD4BYzGD9ikMMK8mmX37897OzppWaDyXhTjLCYVpeeRvfV29FURT8RiIPjb+PvRsaWL6ginA4Rt6ANO4757+wO3SMsIoRMzBMFY/Xxot/6N5BsHb5QXILEimZmEMkFMU0DAYU+elnqaXmb38jMHIEiq5Tv+BdErwe5l46Ay3aiaHoNCXaWbaj9yr+Iy3HWRs8xHnOXFRdpepYS48k3EmRcIzVS8qZdVEximmQkxOgvOzU5TkyMn1ouoKKidWj4x85nKbNPZNdjqxMAiMGghFFszooGjmBirJtpzxf0cjxaKqCETEI5A+g+cUXefjya2ixmcRMgwTTRtv8D/BMnERMsWCNGiRPmULdW+/2Knej6DppF1+IFjPRPRqOlH4ESsfQuK5n7WfP4IF4CwejW1WihsLCJceZcue9hDeuon7ZUjBMApMm4hw3lXfeP8rl81Kw2DQ6lAjpFxfSuP44HQfjE7/OHB/+0jQiWhT7id0LNq8XffQohvzwEWJt7fGtnx4PtpRkNL37z9G0dA8rdlWzf59BQfEcAPZvaKJ/UZBJxZld49xeO5PO6U9DfTvbNlSCAsNLsshLdOKSTvRCiP8Akog7w8xYjMSSIbTueI+Miy8jddaseKtvi06k/gDegvSuxejtRjO/WvMM+z9UuHXBvsWsPLyeh2d8E6+ZiqIohGor8E+/her3P6B24QcY4TCB0lIyr7iMUONx9EAaGAqN6+MzdprDjnfwYBRdp3VPGZGmJpo2byHzi1cSMz2kKQoHfvQrQjXdzSKa16ynbesOBj3+GBGnjs2iMcAZ5tCbH0rCndC6bh0Zo0ZjL8pEMSFkdtBPd1LQFCK86ncQizJ7QAmUjKA53IhPT8WIRXl75anrqgEsWH2YcQMTUayw8dipZ/YAtlTt5PzC6Th0G5P7jWNxxXLC/5To0lSNWXnTUBWTqGqhfv9R/IWzcBVPJnhgHaZpYM8vxTTd1O48QEpeMWYkjO5JxJqWR7iqZ3LPmpKDxZdCLBrBqls5pAfw9Mtmz4/+u2tLgBEOk3n5pVRqfnItGobmwtfRwbcnfZUXtr3GgcZ4fZbChFzmDb8Un6FiOlzY7RY8upspiXM5N7ed1cfWoigqEzLG0tZox2vzYLVaMVSwJGbR+vxDnNN/NDMKp2OaMdTdGwke+Av+yVehWu0oqobaVEOSC75xWREdwXxQFNx2HSPSjG46UD5UY0236OiJqUDftWYSAh6+NHcQDa0hNu+pxqKrPDypEL/bgtvTswBtwGMn4LEztDCpj7MJIYQQoi9ZOQms+mAv584tZsTojHiCQ1dpqG3Fbrd0rbyKNTVz6Ne/o3VLd/IntOB9GpetZPB/P0os04OmadTVtnLBZUPZsbmSN1YfJhSKUliUzORZ/Wlu7qSjPYTTZaN9TTyGVK1WvEOHoFqttO2Ld2Zt2bQFLRSPtTy6g1f+vJe6D3WPPLCnnsP7G/nSXRPQNBVFVUhOdfPOqzt63d+h8npyChPJyonXz1KDbVhUDYvHw6Fn/kQsFCIwcgRppWOIHD2KIy8PYiYLD67sda6TFh5cxeR+41EVnbJTdPzsus699QRDUaw2naLBKaxcdoDQP638UhSYMj0fQ41imlbCwSYyzhtLytTx1CxdgxGJkDhuNK7sZDoOb8KVnoMeiaDrFtLzBnD8YM8JXX9SKmnZ+cQiYWwOF8cjdhKGj+Dw93+MousoikJlOEzqebNp96bjwkRx2gmH2yl4+Lsc+8OfaDuxpdSVl0vaLdcTddqxu5zoViu610v67KtInXUutYs/wDRiJE+dju5MRvN4sTjtaDGDjGw/f3x2J4UDChg0bwQosLG8jb3P7mL0+H7Y7Dq6rhI2bYTNdhImZhAYE99tgU2jMxzBiNrxfKjBh6brODMy+CjugJvJM/szclyY8j3VKAp8YWIeLpcFl79nnV6Xx4bLYyM7N+EjzymEEGcjScSdYaquo7pceIedT8VzL1C7fCVmJIJv6BBybrgOa7IX1aJjGCYVTUd7JOFOag218VbZQr4w+CK8VgeKJ5P9P3sS9+RpJD/4KIYJWu1x9v/8VxTefRdmJISh21AdDvrfczdGfhHNrfFW7FnXObG1NnD4t7/FVBVsVp2G3bt6JOFOinV2Uv3mW2Rffx2aotH6Qd/NBprffYfUsSMxojaswTYib/ya0IcK/4d2rUI9sI3A1d8haERQsRCO9l0ANhyJETFN7KqOy9J3dyGnxY6mKKgxBc208V+j7+Bve/9ORVO85XimJ42riq/AqtjBNDHMGNbhoznwo4fR7A4Co4eDolD1wrtEWlpI/94PiBoxLHYHrdWV+MddQrS1nvaytWCCq6gU3ZtEa9VhPOkD8bod2H0+VvkGM/PHE4nsLwNFwVIwgPd2NTHO58XjttPaHsahWEhva+fOUVfTbkRBAbdiwd5Uhz3Bx8lPw+9VyY8l8+rSFhRGg2my9kiUS6elEvDpJ/5dWfGNm0vb9iWE9q6Hvd0zn6rdhWfYVJQTzRAs/hSiFTto3bIIJW8omAZtB7bhH38JenK/Pj/bj+LzufH53ORlJf5b3y+EEEKIj2e1KEybNYClC/axZdNxIuEY2bl+Zl1QTEGBtSt2CFfV9EjCnRTr6ODIi38l67ab8foT8AeczH95O7kD/Vx0azEGBsFmk7f+vo0LrxxG7ETHUM3lIv+O2/EWFxFpasKMRrF84UqMSJS9P30CTuy8bGjo7JGEOykaNVj2/j7Ov3wIiqKwe1vf3Te3rDvCiNEZGKaJ0dLGoWf/ROeR7u72DevW07RtOwO/ez+hSBir+TH1jY3IiUZoKg5X3yUv7HYLqqKiYKLaY8y7oYR33t7NsSPxlV+BRCfnzSnG5lKIKBGsMR2Sc2id/yswTZLHjAJVI3x0KQ17avBf+R0iEQOb00ZncxODRk+mcEgJ5ds3EItFyS0eQUJqBkf37SJ5wiwsdhueBA+bjX6M/u+fED6wDyMaxTGgiF3728i123EmeAlGQ9hNjVojRNpdt0Io3uhNtdtpbWsiRdGIEMMBaA4FR24Kjesj+AZfAECkUcVVkIR6YounqqkMH5PF2uUH2V9Wx/6yuq7PxGLVGDs5r6uJgT/g5MihEO+/X05+oRdFgYP7WiiZlEu/vI/uIN8Xl9+Fy+8iNUvKhwghPrskEXeGmYYBhoVdDz2CNTGR/C9di2LRad6+hx0P/IChP3wEe0oC4WiElYc3kOVNZ07eHNxqAMMwUfQwi44sYn3lNuYWzcJrd9Fx9Bier97N797czc7F8QRMVoqbr9z2TRp37yJ17ChUzUrmtddSXh/iid9voLE1vmXSYdO5aVY+Y7/9HdA0Qm2tNKzsu6Bs04aNpF1+CQZOoi19NxuItLYRi0ZQVDvK4bJTdt80gm3Eti7BPulKLFYL44cns6O8/pTnKx2ahM2moZgmU3JL2XR8+ynHTcsdj6aomIZKxAxiU1zMTv4C7jwwMensUHEoNjqjHSQYLhxOjQMRlaR7vkvn+/Opfu8DTNPEN248gfMupCqkMNRuIRw2cBWVUv/ig6h2N878EaAotO1YRqyjhcRrHiESjc+aJvps9MtN4b6XduByxJfLd2zYxy0XDyHRG//a47Ky7pDBsPQsnB3NeBqPoyigB9IhkMWuGhhVHG/S4HK4UbRObj6/kHjDUwWnFXSnBYelu7OuxZdCxo0/om7B7wkd3QOAPW8YSefejO7rrpOhWu04C0dhS80j1tkCqGjFE9A9MsMohBBCnM1sdp0Xn90YL+8wux8Wq0rl4Q6e/8N6rr+1lEByfLKyYeVq7Glp+K6+hFhaAlEMnGFof/sDmtZtIPvGeQC0NHcy9cocnt/xMtuX78HEJNWVxA2XX8WRo/UUFcc7TabOPZ9odR27H36UUG08plOtVjIvv4xBP3iQiEPHNE12b63q89rLy+oIhyIYDgttrX0nzjo7whiGgWnECFZW9kjCnWQEg1QteI9+N12PpqiMTythfeWpd0yUpA7DptjBgMHD09m2off5AIaPyUJTFRRVpZEWXC4rc6cVELPpmCZYYgb4TI4bNWSYKVjsNjqiKvbZX8EoW0n7zqWYsSj2wlF4p9/AsdpGcotzIBwms6CYN5//JYqqkFs0HEVVObh7M1tXvstlN38LJRZPinndGv2Lk3nhb2VYrDqqYqFzUznnzs4nIXCiSZtuY7/RRI4/lVBHG82N9RimiT+QTIo/lZ2h44yzjwTA4nSi0EHC+AyInciWqiaaVUN3dSfO/AEnX7pzIgte38nBffFEXL+8AOdfNpRAQvc43aKR1z+JxBQ3ne1hTEyKh+Xg8dk/pg6eEEJ8vkki7gxTVJW2/eXkf/l6Yk3ldJS9gxkJ4csfQfr591DzwWIyLr0Y3aGS7clgQuIsfv/3fdSeWNHlsOl88fxzKMg5BIARiRBKz+e7v11Da0f3FsyjNW08+Id1PH7HRELBILpqpcm08NDz64jGujsYdYai/OatvWSkeOif4cHUVDRX3yvONKcTVVVRdR3fsCE0bz11vQvf4EGoqoYlGsHYt7HP80UPbMU69mKCWBneP5nM5KNU1vacSQ14bJwzJptoBOx2hUgsypTcsSw7tLbHuNEZQ3FbnWCaKGaMUIdGXaySZq0Ft5oNJrRqRwmFLKRF+qG5TXTToF+ahz/O3409ZSwT7z0XBViyv4WmtdXcevEgrBhoThsHjqikXfl92je9Q+u2xYCJZcAEfKMv4GirSn5mvABxot/JsAKFh28dT0NLCEWJ30PAbcPr6e7uWZgV4KHn1zOkIMCMoQMwTXh/Ux37K8v5xjWjetyb0+oAq4OPKhOraDq21FzSrrofI9gOKKgON5q99/NUFBXdm4julRVsQgghxH+K+tp2ppyTRVvjPvZumE841Elm3iCuvnEWm9cfYcr0fHDZsaWnYsz6Mr/Y8wrVW+OJFZtm5Ypzz2FQUUHX+XS/wf9b9csejZ6q2+v48arf8P2pdxOLxlfEKZEYu3/43xjB7i6mRjjMkRdfwpGRhqNkOAAOZ98rzmw2HQ0wFYXcgf4+V8X1Kwhg6gag0Lhxc5/na9qylexoFMMwyA/kkOvL4lBzzySby+pkTuE5EDNRVYW2thBjJuWyfsWhHuNyChJJSnFjxkyiEZOYEWN/pJImtYmBjnwwYF+omtaODjI9qeimHTDxBpJZt/gNzIhJ0bm3o6ka5Qf2Urf4PaZfehOKEkNzuDAPVXDh1V9lx7qllG1ZjRGNklc0nBlz56G2dKBl+AGw+31kqwo33DyC9pYgpmHi8tpxua3YPtQsIMuXxq83/Jl0ZzKzU0ahKgrLG3ax6cBu7p745R73pjud6B+zWE1RFZLTPFxx/WiCnWFMExxOS5/P0+uz4/V9dMd6IYQQ3SQRd4YZ4TBWv5PW9S8RrirvOt6+cwmd5etJvuCbmOEwhmlQmjqRbz6xgnC0Z+Lsmdf38b1bRuO1ujBVlfV763sk4breyzB5ceFe7rpsMDZdZ/Gmyh5JuA97ackh7v3CUOymgvfcqdSvOHWtDd/sGQTtVtxRA29REZaAv6sb0kmq1UrKOdNRDRNF01Ftff/2V612VEXBadOobAjyjesHsnJzDSs21RAzTEqHJjGjNJ1gJEzAbcVqKOiqTrIzgXsn3sb2mjIM02BIShHVbbW0BNtwmAqmpuDQbBzYYWXowDzCZjumaZBu78fW3S0MGOECDDS7B0vrUb40p4hjNS18sLUO0zSZPiyRrFQ/FtpQHZloioLbZWP+5jpmlV6BfdQFKEBUd/L2xkomD8/EausOVnweBz6Pg5z0Pm+dBJ+de68vYf+RZn6/4BAoMGdCHnOn9ifB++8HN5rDg+bw/NvfL4QQQoizk6JG2LP+ZY4f6m4wtX/7Gg7t2cTsa+/FUE50TZ1SyoOLH6cz2p04C8XC/HnfO3x91HVkueONmQ40H+rVbf2kv2x/jW+U3gpA44ZNPZJwH3b05VcpGjAA0+6meGga61ceOuW4YSVZqCc6s3vSdfwJzl7dSVVNYeS0DEw9hqKqaO6PmBx2ODAVFU3XiDTB7cO+xLqqTSw/toZQLMyolKHM6jcVvcOO5jWIYeDx2KhVFb7wpRIO7asnGo2RU5BIe1uY6uMtZObY0DU71pCDQ42H6Z+UT7XRSFSJ4fV5OVR1jJEJQ4hFTXTdgmEalEy7iKa6WvbtWI0RjZA7cAyDxmcRjZp4HS5UTcMWCFD17kJGnjeLISVTABOrxUb9qjUkDBuGxdsdt1m8XgJeCHxEeTW/w8dXSq6lormS5/e9T9SMMSN/ItP6TyLB4e/7Gz9GPPlm+be/XwghxKlJIu4MMzUNxWzrkYQ7yQi207FnCf7J16ApGqu3VvdIwn3Yy+8fIOfaUWhO2N7Hdk6AvYeb6Iwp6JEo5cd71+w46WhNGxHDxKKYVFg7CZx3Do0LFvUY4xo6mPaiDJyxCKrDTrijg/53fY3q9xbSsG49ZiyGb/gwMi6aS/vhIzgK+hGJmriHTqVj77pTvq97xDkYqgUb4Hc6WbXjKBNHJzFiiDteg81mo+xgM8Py03ApJlgd9Lcn8O7+pbxZtpD+ifnxWcBD60h2JXLvqHmoFjs2h4Pw8TZG9U+jrTXMBxvjHZumjPBTWpxBU0s7Bf2y4/dld9KwayU5A8ZzW1Y8MI0YBsH9q3EVje1aap+a4KKkOIWHn91MdWM8cEwJOLnz8iGkJf57dTESvA5KBzsYMSAZBbBYtI/9HiGEEEJ8Pqlma48k3EnRSJgdq+czZe4NAOyo398jCfdhf9v3HoVp/XHgYnvt7j7fq7yxghjxshvtBw70Oa6z8hiY8ZVzjQ0djJuaz5qlPcdnZPvIyg0QixpomkZE6+Cca3PZvbKBsq01xGIG2XkBxpybyd7OPWQbYzFiMfxTplPz/qJTvS1Js2ZhWF0ogNtjZfvmBiYUj2O4bxgmJk7dSe2hVlw5JjYVrFYbTleU+rp21q+sICs3gKYp7NxyHIfTwlU3DEXVNSxWC3rMwUj7aNpjjSw9vBbDMBibMZzJyeNoOBwlqyTeSMBms7B70xoKB48l6ZyrADCNGIf3byO3eBDqiQZY9tQUUqZMpPynP6fj8BHQNKwBP/m33oIt/SNmbT+C3+HD7/AxKHkAmCYWXRJoQghxtpJE3BmmxGJ07j91Ugqgs3wTgclXEYrE2H/01DOUAEdq2jAMUFWFhI9YGp7gtaOgYLPp5KU52NQ7dgMgI9mJ1QJWFKpibVSVpDNi0v2E1myBSATrmOEcsQXZWLOVW9IKIBLClZHMvl/+DlduLgO++fV4zbS9+zj07HMMvP8eCHWguRIwANfgybTvXN7jPe05Q7D4U4kaCg6rA7dST8nAdF5bXE5jcwQFcDp1Lp+Rh8fajmZPR1E1PKqDr2RN4GDeBN4/tJqIYXLjsEsp0lx40LA54nXTshLtvLGyglU7ahk/NB1FUXht2QEG9/PxxVmFXdehexJIGDiBjgObaTrRhMHZv4SEonE9tm5arBaK8pJ55JYxtHVGMQG3Qych8MlXn1klASeEEEKIj3F4X99bNQ/v3QpmvPba/sa+O9Efb63h5DRvsr3vLuYBuw8lnl/Dmp8Dy1accpwjI52oFp+0VGIxDMPkC18q4cDeOsKhKLmFScSiBhtXHeLCK4ZgRGOkKC5+d/BVkvITmT12FAoqB1oP8fv97/OtcbeidISw+Hy0GA6SL7iQ2vlv9XhP14D+6ENKMKJRVE3DGm5h8LBkVi89SFNTGEVRsFpVJkzLwaWE0J3xiVa7U2P4CI1ho4awaW0lkXCMqbMLSU42gXbcrmQAPD4bh/ZH2Ly2kVEjpqBZFA6+1UhTYjUzLxzYfR1ePwNHjeNo+W72bl0DJmT1H0ThkBI8/u4YUrVYcBcWUvzt+4i2tWMaBrrLhT01hU/Kosmfd0IIcbaTn9RnmKlpKBZbn68rugUwsVk0slPcrNt56nEZSS4UBSyawqzSfry75tQB14WT8vC7NcxohOlDE3ljxWGiJzpgfdgXJ6VjJ4qmORmbMYzvLvkprxgRivsXoqka+4++Rkekk0dn3IceM7F4fXSUraH/nbfSsG4zFc//BSMSIWnieIq/dTcdB1biLbkQi91O1JOCNTET9+X30lG+CTMWw5E/HCPYThQNXyDeJcltdRA6vJF554+iMxQP6OxWUI9ux+sZ3N31M5CEN9ROwZpXyPUng6KibVmNs2Quuie56578CX4unQTTR/djS1k1hmFy7zUjCDhVfIGe1dZ0byLeETNxFY0F+MitnYGAh4A0dhJCCCHEaWb5iBhS0y0oJ9qXZnnT+hyX4k7CPLGCbXy/Uby69+2urz/s/PwZeCzxFf+2EYNRbTaMUKjXON/lFxJxWlFVlczcAB+8t5+Nqyrolx9A1zUWvrWb9rYQN94+DtM0UHUN9h/l1gGXsLmlnBf2/p1QNMyY9GF8q/TLBOd/QOCiiwHwJPvYnT6SwgdLaV+/BjPYgWNkKa26n5agQnaKHwCr003zmjVMnTGacEzDNE2sukJofxnWgkJUS3y1mDeQRCQcYsOiN8jOSEZTdeorNpGcMgV3QnftPH/AxdCSTIoGp1FeVkskEuOCK4bidFsJJPTcLuvy+ikaOZ6comGYpoHd6e6zcYEtKQlbUt/JTyGEEJ9Nn5tEnGEYPPnkk/z973+ntbWVMWPG8OCDD5KdnX1Gr0sxY7gGjqdt+5JTvu4ePAksNsLRGGMGpfLGsgOnrOt24aT8E52dFHxuK7deMoQ//GMnhtEdSM0oyWZ4YRKWWBjd7cPTsY0HrxnIE6+V09QWD6RsVo0vzcolPXoURU9Bt1rxBUN8f/LXeHrby2yrjm9ZyPSmcfe4m/G3NOPMzwHAkTeU4y98H2tGf/p/7TpQVEIVm6l+6Xtk3vhDLM74sv2YKxHDnUTt27/DllmIoqjUL3wOx4jzcBbkdF2v7k0ksf9oOvZvwtizBhMTe+5wXIMmYPF1J9h03YI7qxB15q2YwTbARLG5cPgTegU+3oAfbwD6ZfxrmTOprSaEEEJ8vp2tMSRAQdFoNi17+5SvFQ2bgPVE4qx/Yj42zUoo1rs76Zz+07Gp8T8J3Dj52qib+J/NfyJqRLvGlKaPZHz2KKKx+CRotR4m8zvfoPoXTxFuaADiNYETr7yIYylW/MaJFXGKwjVfKmHh23s4uC9eOiWQ6OSim0ro7AyTmeOPv2//Qvb84GH6padx99w5KFYLoY3bqPjJfQx57Ic4fPF4zOXSSMlK5MXXdpORPQTVq3JsaRODh9gZN6U72WhLCJA8bizNW7ZRu2w5JuAdWETK9GnYU7pXnemaTmpGDpMuvpZQZwemEcNqd+LzJ6KeqK93kt/vAj+kpHv/lUeD3dl3PTshhBCfb4p5qimvz6Ann3ySF154gccee4y0tDQef/xxjh49yptvvonV2ndHp1M555xzAFi06NQ1Kv632vduoH33Stp2LOtx3JKUTeK5N6H7UrAmpLNqWyXRmMlTr2+nuS0eSFl1lSvO6U/AY6dkYApJfiedNYdp0RJoD8bYU9FAKBxjYF4CPpcNT6QKd3p8hq+z/jj1b/8Wc+gFtFsCGAZ4tCBsf4fEyVfgzMiPj2tuoG3XSiKaSSy7GMM0sTRWoR4tx1d6EY5A90xeuP4YjSv+TvvuVWAYOPJHkDD9WrSETHRLd62KtpZW1HAb4fpjGLEo9uRsohY3Xv+pg5toRwuKaaI6PSj/FBgJIYQQn6ZP+/e8+M92NseQjeVV7NyxmC1r3utx3BtI5oIr7sLuD+BKcLHl2A7CRpSnN73U1YxBUzXO7z+NLG86IxIHkOBLpqG2DVWL0Wp0UF5/mPZIJwOS8vDbPMTaDFIyE1FVharmWn678XnmpI4h2XBALEbYYWFB9QZmF59DcUo81mxramXv7lra2qPk5iVgmCZtLWEOldcyaUYB/sTuCc+O49UcffV16pcswQiH8Q4fRs7112HLyMTm7F7519naRmdHjIbaNiLhGMnpXmxW8CT6T/kZRVpbMWMGFo8bRZPSH0IIIf7v/Ku/5z8XibhwOMy4ceO45557uOaaawBoaWlh8uTJPProo1x44YX/q/N92kFUqLqCjv0bsfhTaN+7DjMSwpE/As3uxlDAM2gSiqJQWdvGb17ewszSHOxWnZhhoGsqH2w4whUz+jOgX3yVV6yzjdZtSyC1H6Y/F9NUscSaCW5cQGDiZeju7tVgnTVHaHjvD4QqdgBgTcnBP+tmrCm5WD80k9fZ0oTZ2Up7+RbMaBhXwQhUpx9HIJF/Fulow+xsiX9hdWD1yL5NIYQQ/zkkESdOOttjyM66dpp3VxJNiLJ7xwpCwQ7yCkeSkpCLGrTgHpyEzWqlpqma/9n8F6bkjsVtcRI1Ylg1CyuPbGBmzgQGpRcDEApG2LXtOG47pGcHMEwwojFWLqlgyuwiPB+qQ1zZVM2ftrzMluqdmJike1K5afhV5Pmz8bm6E2ztzW10dMYoL6shFIySX5SM12PFl9h78jXc0UmkuRVME9Vux5Hg6zVGCCGEOFv9q7/nPxdbU/fs2UN7ezvjx4/vOub1ehk0aBDr16//XwdRnzbF5sTiT6F+0XPYsweh2t20rH8be/5w/KVzu7ZXZia7ufWSYTz1xna27atDUSArxcOtlwwhyd89U6g53HiGTyfW2kD7zvchEsLSvwTHpCvQXT0DGkdKNgkXfR0z1AGGAVYHzkDvWhUOrx+8fpypH78Nw+J0w4ltqEIIIYQQ/6nO9hgyajFxZiRS9345gzMmoXhUwns7CKcECUxMxnZixV6KP5VbR36RP219lU3VO8GM14a7adjlpDu7y33Y7BYGDUuntSXEti3VBDvDFA5MZer5Rbg9PZuBZfpT+WrJdbRHO4kaMRyajWRf7wlal8+NywfJaR+fVLM6HVidjk/4qQghhBBnt89FIq6qqgqA9H9qB56SktL12plk9SeDopB+zfeJ1B/DiITwjbsIxWLHEkjtMTYn3cvXvzCSzlCUmGFit2qkJ/VOeml2F5rdhTX54xNnDm8AkFVrQgghhBAfdrbHkB6fmxZVIe3KwYQbO4mFYnhLsjAt4PQ7e4xN96fzldHX0BEJEjWi2DUryf7UXue02S3Y7BaSUj5+UtXn9uLjX6uZJoQQQoi4z0UirrOzE6BXHQ+bzUZzc/OZuKRerL74KjRrUtbHjk0OOD92jBBCCCGE+GT+E2JIrydeSsSZ+PHNAXzuALLZUwghhDizPhdV7+32+FL6cLhnp6hQKITDIcvfhRBCCCFEbxJDCiGEEOLT9rlIxJ3cTlBTU9PjeE1NDampvZfkCyGEEEIIITGkEEIIIT5tn4tEXHFxMW63m7Vr13Yda2lpYdeuXYwZM+YMXpkQQgghhDhbSQwphBBCiE/b56JGnNVqZd68efzkJz8hISGBzMxMHn/8cdLS0jj33HPP9OUJIYQQQoizkMSQQgghhPi0fS4ScQB33XUX0WiU733vewSDQcaMGcPTTz+NxWI505cmhBBCCCHOUhJDCiGEEOLTpJimaZ7pi/hPM3ToUGKxWK9W9kIIIYT4z3f8+HE0TWP79u1n+lLEZ4zEkEIIIcRn178aQ34uasR92mw2G7r+uVlMKIQQQnyu6LqOzWY705chPoMkhhRCCCE+u/7VGFJWxAkhhBBCCCGEEEIIcRrIijghhBBCCCGEEEIIIU4DScQJIYQQQgghhBBCCHEaSCJOCCGEEEIIIYQQQojTQBJxQgghhBBCCCGEEEKcBpKIE0IIIYQQQgghhBDiNJBEnBBCCCGEEEIIIYQQp4Ek4oQQQgghhBBCCCGEOA0kESeEEEIIIYQQQgghxGkgiTghhBBCCCGEEEIIIU4DScQJIYQQQgghhBBCCHEaSCJOCCGEEEIIIYQQQojTQBJxQgghhBBCCCGEEEKcBpKI+4xoamriwQcfZMqUKYwaNYqrr76aDRs2dL2+evVqLrvsMoYPH855553H/Pnzz+DVfvbV19dz7733Mm7cOEaOHMmtt95KeXl51+u7d+9m3rx5jBgxghkzZvCnP/3pDF7t58vBgwcZOXIkr776atcxeR6nV3V1NUVFRb3+O/lM5Hmcfq+//jpz5sxh6NChXHDBBbzzzjtdrx09epTbbruNUaNGMWnSJH7+858Ti8XO4NUKIT5NEkOeXSSGPHtJDHnmSQx59pEY8t+jn+kLEJ+Ou+++m9raWp544gkSExN5/vnnufnmm3nttdcwTZPbbruNm266iccff5wlS5Zw3333kZCQwPjx48/0pX8m3XHHHRiGwVNPPYXL5eIXv/gFN954I++99x7BYJCbbrqJGTNm8NBDD7FlyxYeeughXC4Xl19++Zm+9M+0SCTCPffcQ0dHR9exxsZGeR6n2Z49e7DZbCxcuBBFUbqOezweeR5nwBtvvMF3v/tdvvOd7zB58mTmz5/P3XffTVpaGkOGDOHmm28mNzeXl156icOHD/Pd734XVVW56667zvSlCyE+BRJDnl0khjw7SQx5dpAY8uwiMeS/TxJxnwEVFRWsXLmSv/zlL4wePRqABx54gOXLl/Pmm29SX19PUVER3/jGNwAoKChg165d/OEPf5Ag6v9Ac3MzmZmZ3HbbbQwYMACAr371q1x88cXs27eP1atXY7FYePjhh9F1nYKCAioqKnjqqafkl8T/sV/96le43e4ex/72t7/J8zjN9u7dS25uLikpKb1ee+655+R5nEamafKLX/yC66+/nmuvvRaA22+/nQ0bNrBu3ToqKys5duwYf/vb3/D5fAwYMID6+np+/OMf85WvfAWr1XqG70AI8UlIDHl2kRjy7CUx5NlBYsizh8SQn4xsTf0MCAQCPPXUUwwdOrTrmKIoKIpCS0sLGzZs6BUsjRs3jo0bN2Ka5um+3M88n8/HT3/6064AqqGhgWeffZa0tDQKCwvZsGEDpaWl6Hp3HnzcuHEcOnSIurq6M3XZn3nr16/nr3/9K4899liP4/I8Tr+ysjIKCgpO+Zo8j9Pr4MGDVFZWMnfu3B7Hn376aW677TY2bNjA4MGD8fl8Xa+NGzeOtrY2du/efbovVwjxKZMY8uwiMeTZSWLIs4fEkGcPiSE/GUnEfQZ4vV6mTp3aI6v87rvvUlFRweTJk6mqqiItLa3H96SkpNDZ2UljY+PpvtzPlQceeIDx48czf/58Hn30UZxOZ5/PA+D48eNn4jI/81paWrjvvvv43ve+R3p6eo/X5Hmcfnv37qWhoYFrr72WCRMmcPXVV7Ns2TJAnsfpdvDgQQA6Ojq4+eabGT9+PFdeeSUffPABIM9DiM86iSHPXhJDnh0khjy7SAx59pAY8pORRNxn0KZNm/j2t7/Nueeey7Rp0wgGg72Wfp78OhwOn4lL/Ny44YYbeOWVV7jwwgu544472Llz5ymfh81mAyAUCp2Jy/zM+8EPfsDIkSN7zdgA8jxOs2g0yoEDB2hububOO+/kqaeeYsSIEdx6662sXr1ansdp1tbWBsC3vvUtLrzwQv74xz8yceJEvvrVr8rzEOJzSGLIs4fEkGcHiSHPHhJDnl0khvxkpEbcZ8zChQu55557GDVqFD/5yU+A+D/4fw6WTn7tcDhO+zV+nhQWFgLw6KOPsnXrVl544QXsdnuv53Hyh5HT6Tzt1/hZ9/rrr7NhwwbefPPNU74uz+P00nWdtWvXomkadrsdgCFDhrBv3z6efvppeR6nmcViAeDmm2/m0ksvBWDgwIHs2rWLZ555Rp6HEJ8jEkOeXSSGPPMkhjy7SAx5dpEY8pORFXGfIS+88AJ33nkn06dP57e//W1Xxjk9PZ2ampoeY2tqanA6nXg8njNxqZ9pDQ0NzJ8/n2g02nVMVVUKCwupqakhLS3tlM8DIDU19bRe6+fBK6+8Qn19PdOmTWPkyJGMHDkSgO9///vccsst8jzOAJfL1RVAndS/f3+qq6vleZxmJz/Tk/WITiosLOTo0aPyPIT4nJAY8uwgMeTZRWLIs4/EkGcPiSE/GUnEfUb85S9/4ZFHHuHaa6/liSee6LEMtKSkhHXr1vUYv2bNGkaNGoWqyj+BT1tdXR133303q1ev7joWiUTYtWsXBQUFjBkzho0bNxKLxbpeX7NmDXl5eSQmJp6JS/5M+8lPfsLbb7/N66+/3vUfwF133cWjjz4qz+M027dvH6NGjWLt2rU9ju/YsYPCwkJ5HqfZ4MGDcblcbN26tcfxvXv30q9fP8aMGcOuXbu6th9A/Hm4XC6Ki4tP9+UKIf4PSAx59pAY8uwiMeTZRWLIs4vEkJ+QKf7jHThwwBw8eLB5xx13mDU1NT3+a2lpMffu3WsOHjzYfPzxx839+/ebTz/9tDlo0CBz1apVZ/rSP7NuueUW89xzzzXXrVtnlpWVmXfffbc5ZswYs7Ky0qyrqzPHjBljfutb3zL37dtnvvLKK+bQoUPNV1999Uxf9ufGgAEDzFdeecU0TVOex2kWi8XMyy+/3JwzZ465fv16c//+/eYPf/hDc8iQIWZZWZk8jzPg17/+tTly5EjzzTffNCsqKszf/OY3ZnFxsblmzRozGAyaM2fONG+++WZz9+7d5vvvv2+Wlpaav/rVr870ZQshPgUSQ559JIY8u0kMeeZIDHn2kRjy36eYpvQe/0/329/+lp/97GenfO3SSy/lscceY9myZTz++OMcOnSIrKws7rzzTubMmXOar/Tzo7W1lZ/+9KcsXLiQ1tZWSkpKuP/+++nfvz8A27Zt49FHH2XXrl0kJyfzpS99iXnz5p3hq/78KCoq4kc/+hGXXXYZIM/jdKurq+OnP/0py5cvp6WlhUGDBnHPPfdQUlICyPM4E5555hleeOEFqqurKSgo4M4772TmzJkAVFRU8NBDD7FhwwZ8Ph9XXHEFd955p6yGEeIzQGLIs4/EkGc3iSHPLIkhzz4SQ/57JBEnhBBCCCGEEEIIIcRpIKlIIYQQQgghhBBCCCFOA0nECSGEEEIIIYQQQghxGkgiTgghhBBCCCGEEEKI00AScUIIIYQQQgghhBBCnAaSiBNCCCGEEEIIIYQQ4jSQRJwQQgghhBBCCCGEEKeBJOKEEEIIIYQQQgghhDgNJBEnhBBCCCGEEEIIIcRpIIk4IcRn0q9+9SuKioo+csyMGTO4//77P/F7rV27lqKiItauXfuJzyWEEEIIIc4siSOFEP+XJBEnhBBCCCGEEEIIIcRpIIk4IYQQQgghhBBCCCFOA0nECSE+F/bs2cNNN93EyJEjmT59Ov/4xz96jWloaOChhx5i+vTpDBkyhNLSUu644w6OHj3aY9xLL73E7NmzGTZsGPPmzePYsWO9znXs2DHuvvtuSktLGT58ODfccAO7du36P7s/IYQQQgjxf0PiSCHEp0k/0xcghBD/16qrq5k3bx65ubk8/vjjtLW18ZOf/IT6+vquMaZpctttt9Hc3Mw999xDUlISZWVl/PznP+f73/8+Tz/9NAAvvPACjzzyCDfccANTpkxh9erVPPDAAz3er6GhgS9+8Ys4HA4eeOABHA4Hzz33HNdeey0vv/wyBQUFp/X+hRBCCCHEv0fiSCHEp00ScUKIz7xnn32WWCzGU089RUJCAgB5eXlcddVVXWNqampwOBx861vfoqSkBICxY8dy+PBh/vrXvwLxIOs3v/kNc+bM4Tvf+Q4AkyZNoq2tjZdeeqnrXM899xxNTU28+OKLZGZmAjBlyhTmzJnDL37xC375y1+elvsWQgghhBCfjMSRQohPmyTihBCfeRs3bmTEiBFdwRPA8OHDycjI6Po6NTWVP/3pT5imydGjR6moqODAgQNs2rSJcDgMwIEDB6ivr2f69Ok9zn/++ef3CKBWr17NwIEDSU1NJRqNAqCqKlOmTDnlVgYhhBBCCHF2kjhSCPFpk0ScEOIzr7m5maysrF7Hk5OTe3z9j3/8gyeeeILjx4/j9/sZOHAgdru9x3kAAoHAR56nqamJiooKBg8efMrr6ezsxOFw/Fv3IoQQQgghTh+JI4UQnzZJxAkhPvMCgQB1dXW9jjc1NXX97w0bNvCtb32L6667jptvvpnU1FQAfvzjH7Nx48au8wA9aoL883kAPB4PpaWl3Hfffae8HqvV+u/eihBCCCGEOI0kjhRCfNqka6oQ4jNv3LhxbN68merq6q5j+/fv58iRI11fb968GcMwuPPOO7uCp1gsxqpVqwAwDIPc3FzS09NZsGBBj/MvXry4x9elpaUcPHiQvLw8hg4d2vXfG2+8wcsvv4ymaf9XtyqEEEIIIT5FEkcKIT5tkogTQnzm3XDDDfh8Pm6++Wbeffdd3n77bW6//XYsFkvXmGHDhgHw8MMPs2bNGt59911uuukm9uzZA0BHRweKonDPPfewePFivve977FixQqefPJJXnzxxR7vd+ONN2IYBjfeeCNvv/12V0es559/nry8vNN340IIIYQQ4hOROFII8WmTRJwQ4jMvEAjw4osvkpWVxf33388Pf/hDrr32WoqLi7vGjB07lgcffJDNmzfz5S9/mccee4yMjAyefPJJgK5tBRdeeCE/+9nP2LJlC7fffjuLFy/m4Ycf7vF+qampvPTSS2RmZvKDH/yAr3zlK2zbto1HH32UG2+88bTdtxBCCCGE+GQkjhRCfNoU0zTNM30RQgghhBBCCCGEEEJ81smKOCGEEEIIIYQQQgghTgNJxAkhhBBCCCGEEEIIcRpIIk4IIYQQQgghhBBCiNNAEnFCCCGEEEIIIYQQQpwGkogTQgghhBBCCCGEEOI0kEScEEIIIYQQQgghhBCngSTihBBCCCGEEEIIIYQ4DSQRJ4QQQgghhBBCCCHEaSCJOCGEEEIIIYQQQgghTgNJxAkhhBBCCCGEEEIIcRpIIk4IIYQQQgghhBBCiNPg/wOZIwKs0Wie2gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Configurar o tamanho do gráfico\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "# Iterar sobre cada feature e criar boxplot\n",
    "for i, var in enumerate(categorical_variables.columns, 1):\n",
    "    plt.subplot(2, 2, i)\n",
    "    sns.scatterplot(x='Idade', y='Custo_Saude', data=base, hue=var)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.subplots_adjust(wspace=0.3)\n",
    "\n",
    "# Configurar título\n",
    "plt.suptitle('Distribuição das variáveis categóricas no Custo_Saude x Idade')\n",
    "plt.subplots_adjust(top=0.9, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "#plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "T-QLmyiJyInX"
   },
   "source": [
    "Nos gráficos apresentados, é possível observar a distribuição das classes de variáveis categóricas em relação ao custo de saúde versus idade, destacando um agrupamento de colaboradores fumantes com custos máximos e não fumantes com custos mínimos no plano de saúde."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.2 Distribuição das variáveis categóricas no Custo_Saude x IMC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 774
    },
    "id": "EoIHonv11_DH",
    "metadata": {},
    "outputId": "cc237f78-f039-4391-e6b7-efa19b389431",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Configurar o tamanho do gráfico\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "# Iterar sobre cada feature e criar boxplot\n",
    "for i, var in enumerate(categorical_variables.columns, 1):\n",
    "    plt.subplot(2, 2, i)\n",
    "    sns.scatterplot(x='IMC', y='Custo_Saude', data=base, hue=var)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.subplots_adjust(wspace=0.3)\n",
    "\n",
    "# Configurar título\n",
    "plt.suptitle('Distribuição das variáveis categóricas no Custo_Saude x IMC')\n",
    "plt.subplots_adjust(top=0.9, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "#plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YOmjhULS254h"
   },
   "source": [
    "A variável \"Fumante\" exerce uma influência considerável nos custos de saúde, especialmente quando combinada com um Índice de Massa Corporal (IMC) superior a 30, ou seja, fumantes com obesidade."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.3 Distribuição das variáveis categóricas no Custo_Saude x Qte_Filhos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 775
    },
    "id": "Ejwae8ru4z4w",
    "metadata": {},
    "outputId": "0622193a-8926-4b6a-c626-30736c253814",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Configurar o tamanho do gráfico\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "# Iterar sobre cada feature e criar boxplot\n",
    "for i, var in enumerate(categorical_variables.columns, 1):\n",
    "    plt.subplot(2, 2, i)\n",
    "    sns.scatterplot(x='Qte_Filhos', y='Custo_Saude', data=base, hue=var)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.subplots_adjust(wspace=0.3)\n",
    "\n",
    "# Configurar título\n",
    "plt.suptitle('Distribuição das variáveis categóricas no Custo_Saude x Qte_Filhos')\n",
    "plt.subplots_adjust(top=0.9, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "#plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1IJDcOwS6GM7"
   },
   "source": [
    "Aparentemente, ter mais filhos não resulta em um aumento significativo nos custos do plano de saúde, ao contrário do que inicialmente se pensava. Mais uma vez, é a variável \"Fumante\" quem está associada ao aumento nos custos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.4 Boxplots de categorias de Fumantes por Região em relação a Custo_Saude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 509
    },
    "id": "ZBnHlf6RYpmk",
    "metadata": {},
    "outputId": "eaf6aa6d-59a7-46a7-8a75-22a94ea5cc45",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(\n",
    "    data=base,\n",
    "    x='Região', y='Custo_Saude', hue='Região', palette='Set2',\n",
    "    kind=\"box\", orient=\"v\",\n",
    "    showmeans=True,\n",
    "    meanprops={\n",
    "        \"marker\": \"+\",\n",
    "        \"markeredgecolor\": \"black\",\n",
    "        \"markersize\": \"10\"},\n",
    "    sharex=False, margin_titles=True,\n",
    "    height=5, aspect=1.3,\n",
    "    col=\"Fumante\"\n",
    ")\n",
    "\n",
    "# Configurar título\n",
    "g.figure.suptitle('Boxplots de categorias de Fumantes por Região em relação a Custo_Saude')\n",
    "g.figure.subplots_adjust(top=0.75, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "g.set_titles(col_template=\"Fumante: {col_name}\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JRtghz2YPuPY"
   },
   "source": [
    "A análise dos boxplots sugere que a variável região não exerce um impacto significativo nos custos de saúde entre fumantes e não fumantes, indicando que não há contribuições relevantes desta variável para o aumento dos custos de saúde."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.5 Boxplots de categorias de Fumantes por Sexo em relação a Custo_Saude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 509
    },
    "id": "mu18XOFHtrWs",
    "metadata": {},
    "outputId": "e9dfb7b2-18fb-47e7-9931-60f653119e9e",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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b2tqyY8cOKioqePXVV2nYsCHbtm3DxsYGJycnrKyscHFxISEhgaSkJJo1a8bChQtp1aoV3bt3p6Kigl9//ZWsrCxefPFFvvnmG7766qs6+0vel19+mSVLluDg4ED//v05fvw47733HmFhYSb/TbCI/H2KNSLyT2n8IubK/FKZIg/Bm2++SVRUFEuXLsXf35/333+f2NhYYmJi6rtptVq8eDG+vr7MmDGDwMBA9u/fz7vvvoufn199N03kkeXv7095eTkvvfTSfduSk5Oxs7Nj9OjRhISEsH//fhYuXAjAiRMnsLW15YMPPuDChQuEhoYyfPhwzp8/z4cffoi1tTUNGzYkIyODp556inHjxjFq1CiaNm1KZmYmFhYW9O3blylTprB69WqGDh1Kfn4+sbGxdXZu48ePJyEhgTVr1jB06FCWLl3KK6+8YvxnKBF5eBRrROSf0vhFzFEDwx894CgiIiIiIiIiIvL/aIaSiIiIiIiIiIiYRAklERERERERERExiRJKIiIiIiIiIiJiEiWURERERERERETEJEooiYiIiIiIiIiISZRQEhERERERERERkyihJCIiIiIiIiIiJlFCSURERERERERETNK4vhsgImLOCgsLWbFiBYcOHaKsrIyWLVvSq1cvJk6cSJcuXeq7eSIiIvIYUb9ERMxJA4PBYKjvRoiImKMzZ84QGhqKu7s7oaGhtG7dmkuXLrFu3ToKCgpYu3Yt7u7u9d1MEREReQyoXyIi5kYJJRGRWiQlJfHtt9/yxRdf0Ljxfyd03rhxAz8/P7p06cKqVavqsYUiIiLyuFC/RETMjd6hJCJSi6tXr2IwGKiurq6x3srKiqSkJPz9/Y3r9uzZw4gRI3B1daV///7MnTuXGzduAFBeXs6gQYPw8/Pj5s2bABgMBqKioujfvz+lpaUAXL9+nfnz5+Pr64urqysBAQF8+umnD+lsRURExJypXyIi5kYJJRGRWnh7e1NSUkJ4eDjr16+nqKiIu5M6/fz8GD58OAC5ubnExMTg5OTE8uXLmTx5Mjk5OUyaNAmDwYC1tTXz5s3jhx9+YOXKlQCsXbuWgwcP8s4779CqVSsqKiqIiIggNzeX6OhoMjIy8PT0ZMaMGcY6IiIi8vhSv0REzI1eyi0iUouIiAiuXLlCVlYWs2fPBsDW1pbnn3+eqKgo3NzcMBgMLFq0iAEDBrBo0SJj3fbt2zN27Fjy8vLw9vbmueeeIywsjFWrVtGjRw8WL15MZGQkAwcOBGDr1q0UFhayadMmPDw8ABgwYABVVVVkZGQQHh5Oy5YtH/pvICIiIuZB/RIRMTeaoSQi8gfi4uL4+uuvSUtLIzg4GGtra3JzcwkNDWXt2rUUFxdz6dIlfHx8qKqqMn68vLywtrYmPz/fuK/4+HjatGnDxIkTsbe3Jz4+3rjt0KFD2NvbGzttdwUGBlJZWcmxY8ce2jmLiIiIeVK/RETMiWYoiYj8CRsbGwICAggICADg1KlTvPHGG6SmptK9e3cAUlJSSElJua/uzz//bFxu3rw5Q4YMYfXq1fTr1w9LS0vjtrKyMp544on76tvZ2QFw7dq1Oj0nEREReTSpXyIi5kIJJRGRB7h8+TIjR44kLi6OkJCQGtu6devGtGnTiImJ4fbt28Cdu3y9e/e+bz82NjbG5cLCQj766CO6du3Kxo0bCQwMpEePHsZy586du6/+lStXgDtT2kVEROTxpH6JiJgjPfImIvIAdnZ2NG7cmA0bNlBZWXnf9uLiYpo2bUqnTp1o3bo158+fx9XV1fhp06YNaWlpnDp1CoCqqioSExNp164dmzZtokuXLiQkJBj37eXlxYULF/j+++9rHCcnJwcLCwvc3Nz+9yctIiIiZkn9EhExR5qhJCLyAI0aNWLWrFnExMQwcuRIIiMjcXZ25vfffyc/P5/169cTFxeHra0t06ZN4+2336ZRo0YMGjSIa9eukZGRweXLl41Tz1euXMmpU6fYsGEDlpaWzJkzh5CQEJYsWUJiYiIjRoxgw4YNxMTEEBsbS9u2bdm3bx9btmxh8uTJ/Oc//6nnX0RERETqi/olImKOGhju/tekiIjc5+TJk2RlZXH48GFKS0tp0qQJ3bp1Y8yYMQwZMsRYbufOnWRmZnLmzBmsrKzo2bMnU6dOpXPnzhQUFBAcHExISAgzZ8401lmwYAFr1qxh3bp1eHp6UlpaSlpaGvv27aO8vBwnJyfGjBlDcHBwfZy6iIiImBn1S0TEnCihJCIiIiIiIiIiJtE7lERERERERERExCRKKImIiIiIiIiIiEmUUBIREREREREREZMooSQiIiIiIiIiIiZRQklEREREREREREyihJKIiIiIiIiIiJhECSURERERERERETGJEkoiIiIiIiIiImISJZRERERERERERMQkSiiJiIiIiIiIiIhJlFASERERERERERGTKKEkIiIiIiIiIiIm+T8t3C5mSdY1UQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(\n",
    "    data=base,\n",
    "    x='Sexo', y='Custo_Saude', hue='Sexo', palette='Set2',\n",
    "    kind=\"box\", orient=\"v\",\n",
    "    showmeans=True,\n",
    "    meanprops={\n",
    "        \"marker\": \"+\",\n",
    "        \"markeredgecolor\": \"black\",\n",
    "        \"markersize\": \"10\"},\n",
    "    sharex=False, margin_titles=True,\n",
    "    height=5, aspect=1.3,\n",
    "    col=\"Fumante\"\n",
    ")\n",
    "\n",
    "# Configurar título\n",
    "g.figure.suptitle('Boxplots de categorias de Fumantes por Sexo em relação a Custo_Saude')\n",
    "g.figure.subplots_adjust(top=0.75, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "g.set_titles(col_template=\"Fumante: {col_name}\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HfhiWZnJRwuY"
   },
   "source": [
    "Da mesma forma, a variável sexo aparenta não contribuir para o aumento dos custos de saúde entre fumantes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.6 Boxplots de categorias de Fumantes por Categorias_IMC em relação a Custo_Saude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 584
    },
    "id": "mvXw23-hsyph",
    "metadata": {},
    "outputId": "6184cf20-39c1-4f0f-fa10-02e03375ee01",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1560x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(\n",
    "    data=base,\n",
    "    x='Categorias_IMC', y='Custo_Saude', hue='Categorias_IMC', palette='Set2',\n",
    "    kind=\"box\", orient=\"v\",\n",
    "    showmeans=True,\n",
    "    meanprops={\n",
    "        \"marker\": \"+\",\n",
    "        \"markeredgecolor\": \"black\",\n",
    "        \"markersize\": \"10\"},\n",
    "    sharex=False, margin_titles=True,\n",
    "    height=6, aspect=1.3,\n",
    "    col=\"Fumante\"\n",
    ")\n",
    "\n",
    "# Configurar título\n",
    "g.figure.suptitle('Boxplots de categorias de Fumantes por Categorias_IMC em relação a Custo_Saude')\n",
    "g.figure.subplots_adjust(top=0.75, right=0.9)  # Ajustar a posição da legenda\n",
    "\n",
    "\n",
    "g.set_xticklabels(rotation=20)\n",
    "\n",
    "g.set_titles(col_template=\"Fumante: {col_name}\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GYZIGWQSShA1"
   },
   "source": [
    "Por outro lado, as categorias de IMC revelam um aumento progressivo nos custos para as combinações de fumantes com obesidade I, II e III, sugerindo uma contribuição significativa para o nosso modelo de regressão."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1.2.7 Medindo o R² de combinações pareadas de variáveis categóricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "7ldAB_8M7c_B",
    "metadata": {},
    "outputId": "8dd3ed46-1ade-41ea-c5ee-a6152375478e",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(('Sexo', 'Fumante'), 'Custo_Saude', 62.23)\n",
      "(('Sexo', 'Região'), 'Custo_Saude', 1.15)\n",
      "(('Sexo', 'Categorias_IMC'), 'Custo_Saude', 5.24)\n",
      "(('Fumante', 'Região'), 'Custo_Saude', 62.75)\n",
      "(('Fumante', 'Categorias_IMC'), 'Custo_Saude', 76.9)\n",
      "(('Região', 'Categorias_IMC'), 'Custo_Saude', 5.74)\n"
     ]
    }
   ],
   "source": [
    "import itertools\n",
    "\n",
    "# Gerando todas as combinações possíveis de tamanho 2 entre as variáveis\n",
    "combinations = list(itertools.combinations(categorical_variables.columns, 2))\n",
    "\n",
    "for var in combinations:\n",
    "  print(r2(base, var, 'Custo_Saude'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1wqjkp9eUdJh"
   },
   "source": [
    "Finalmente, mensuramos que as variáveis Fumante e Categorias_IMC, em conjunto, explicam 76,9% dos custos de saúde na empresa, o que representa um incremento de 14,92 pontos percentuais em relação à variável Fumante isolada, que explicava apenas 61,98%."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rgZizhxcieBS"
   },
   "source": [
    "## 4. Desenvolvendo o Modelo Inferencial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZWf8oXGY_HAT"
   },
   "source": [
    "Nas etapas anteriores, identificamos as variáveis que influenciam os altos custos de saúde na empresa. No entanto, podemos refinar ainda mais nosso entendimento, ajustando um modelo de regressão linear com todas as variáveis e realizando um processo iterativo para determinar quais variáveis devem ser incluídas ou excluídas do modelo. Desta forma, nesta etapa do projeto, aplicaremos a técnica \"Regressão Linear Múltipla\" para entender como cada variável explica o custo de saúde."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zyt4THFkwidj"
   },
   "source": [
    "### 4.1 Amostragem estratificada"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lrbkm2kIwpH_"
   },
   "source": [
    "Neste estudo, observa-se que a amostragem é estratificada, dividida em grupos populacionais (estratos) com base em características específicas. Neste método de coleta de dados, uma amostra é selecionada de cada estrato, assegurando representatividade de toda a população e inclusão de todas as subpopulações na amostra."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confirmando que a amostra aleatória foi coletada de forma estratificada pelas variáveis sexo e região:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yQXB6DHXGwyE",
    "metadata": {},
    "outputId": "ec85fbaa-d9a3-4067-b568-edd6c1bbc2c2",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Porcentagem por sexo na amostra:\n",
      "Masculino    50.523169\n",
      "Feminino     49.476831\n",
      "Name: Sexo, dtype: float64\n",
      "\n",
      "Porcentagem por região na amostra:\n",
      "Sudeste     27.204783\n",
      "Centro      24.289985\n",
      "Norte       24.289985\n",
      "Nordeste    24.215247\n",
      "Name: Região, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print('Porcentagem por sexo na amostra:')\n",
    "print(base['Sexo'].value_counts(normalize=True)*100)\n",
    "\n",
    "print('\\nPorcentagem por região na amostra:')\n",
    "print(base['Região'].value_counts(normalize=True)*100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "j7K3SWDMtFUF"
   },
   "source": [
    "### 4.2 Tamanho da amostra"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cv-k7zgNswgp"
   },
   "source": [
    "O cálculo do tamanho da amostra é importante, pois quanto maior a amostra, mais precisa será a estimativa da população. Vamos assumir um erro amostral de 5% e considerar que a população total é composta por aproximadamente 20 mil colaboradores.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.2.1 Cálculo amostral utilizando a fórmula de Slovin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Qfa9C_fff19k",
    "metadata": {},
    "outputId": "98b03a31-4a14-47a5-b37a-740d0e1a3864",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A partir da fórmula de Slovin, foi estimado 392 como um tamanho amostral mínimo.\n"
     ]
    }
   ],
   "source": [
    "# Função para cálculo amostral padrão para uma população heterogênea\n",
    "def calculoAmostral(e, N):\n",
    "  n = (N / (1 + (N*(e**2))))\n",
    "  return (n)\n",
    "# Erro amostral definido para o estudo\n",
    "erro = 0.05\n",
    "# População estimada para o estudo\n",
    "populacao = 20000\n",
    "\n",
    "# Cálculo da amostra\n",
    "amostra = calculoAmostral(erro, populacao)\n",
    "# arredondar o resultado para valores inteiros\n",
    "tamanho = round(amostra)\n",
    "print(f'A partir da fórmula de Slovin, foi estimado {tamanho} como um tamanho amostral mínimo.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jksl27Qy8ubx"
   },
   "source": [
    "### 4.3 Preparação dos Dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "id": "g719Dmhy8uby",
    "metadata": {},
    "outputId": "e19af2e4-47ba-4d9e-9096-7754cb337efb"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Idade</th>\n",
       "      <th>IMC</th>\n",
       "      <th>Qte_Filhos</th>\n",
       "      <th>Custo_Saude</th>\n",
       "      <th>Sexo_Masculino</th>\n",
       "      <th>Fumante_Sim</th>\n",
       "      <th>Região_Nordeste</th>\n",
       "      <th>Região_Norte</th>\n",
       "      <th>Região_Sudeste</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>45</td>\n",
       "      <td>25.175</td>\n",
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       "      <th>887</th>\n",
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       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>64</td>\n",
       "      <td>26.885</td>\n",
       "      <td>0</td>\n",
       "      <td>2933.098315</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>46</td>\n",
       "      <td>25.745</td>\n",
       "      <td>3</td>\n",
       "      <td>930.189355</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>19</td>\n",
       "      <td>31.920</td>\n",
       "      <td>0</td>\n",
       "      <td>3375.029180</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Idade     IMC  Qte_Filhos  Custo_Saude  Sexo_Masculino  Fumante_Sim  \\\n",
       "764      45  25.175           2   909.506825               0            0   \n",
       "887      36  30.020           0   527.217580               0            0   \n",
       "890      64  26.885           0  2933.098315               0            1   \n",
       "1293     46  25.745           3   930.189355               1            0   \n",
       "259      19  31.920           0  3375.029180               1            1   \n",
       "\n",
       "      Região_Nordeste  Região_Norte  Região_Sudeste  \n",
       "764                 1             0               0  \n",
       "887                 0             1               0  \n",
       "890                 0             1               0  \n",
       "1293                0             1               0  \n",
       "259                 0             1               0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Removendo a variável 'Categorias_IMC' para evitar multicolinearidade com IMC\n",
    "df = base.drop('Categorias_IMC', axis=1)\n",
    "\n",
    "# Criando variáveis Dummy\n",
    "df = pd.get_dummies(df, dtype=int, drop_first=True)\n",
    "df.sample(5, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "7uaDwCHJrTvR",
    "metadata": {},
    "outputId": "6948a662-a8b3-4658-936a-2521f3bdfe93"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Idade', 'IMC', 'Qte_Filhos', 'Custo_Saude', 'Sexo_Masculino',\n",
       "       'Fumante_Sim', 'Região_Nordeste', 'Região_Norte', 'Região_Sudeste'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "id": "ocgaEVjt8ub0",
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "#Separando as variáveis\n",
    "# Variável resposta\n",
    "y = df['Custo_Saude']\n",
    "\n",
    "# Variáveis explicativas\n",
    "x = df.drop('Custo_Saude', axis=1)\n",
    "\n",
    "# Definindo o intercepto na posição 0 do dataframe\n",
    "x.insert(0, 'intercepto', 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gb4jMs3W8ubz"
   },
   "source": [
    "### 4.4 Ajuste do Modelo de Regressão Linear Múltipla"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_rugurehgv4i"
   },
   "source": [
    "Para ajustar o modelo, adotaremos o método de seleção de variáveis baseado no p-valor, utilizando a exclusão progressiva. Iniciaremos com um modelo contendo todas as variáveis e, em seguida, removeremos uma a uma, mantendo apenas aquelas com p-valores significativamente baixos. Essa abordagem é uma técnica amplamente utilizada na seleção de variáveis em modelos de regressão linear, visando alcançar um modelo mais conciso e elucidativo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WG8B3dckr80f",
    "metadata": {},
    "outputId": "666cf59a-53e5-473d-e162-8e0b7f33e7ce"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            Custo_Saude   R-squared:                       0.751\n",
      "Model:                            OLS   Adj. R-squared:                  0.749\n",
      "Method:                 Least Squares   F-statistic:                     500.8\n",
      "Date:                seg, 01 jul 2024   Prob (F-statistic):               0.00\n",
      "Time:                        21:36:21   Log-Likelihood:                -10467.\n",
      "No. Observations:                1338   AIC:                         2.095e+04\n",
      "Df Residuals:                    1329   BIC:                         2.100e+04\n",
      "Df Model:                           8                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "===================================================================================\n",
      "                      coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "intercepto      -1289.8590    102.096    -12.634      0.000   -1490.147   -1089.571\n",
      "Idade              25.6856      1.190     21.587      0.000      23.351      28.020\n",
      "IMC                33.9193      2.860     11.860      0.000      28.309      39.530\n",
      "Qte_Filhos         47.5501     13.780      3.451      0.001      20.516      74.584\n",
      "Sexo_Masculino    -13.1314     33.295     -0.394      0.693     -78.447      52.184\n",
      "Fumante_Sim      2384.8535     41.315     57.723      0.000    2303.803    2465.904\n",
      "Região_Nordeste    96.0051     47.793      2.009      0.045       2.247     189.764\n",
      "Região_Norte       60.7087     47.720      1.272      0.204     -32.907     154.324\n",
      "Região_Sudeste     -7.4971     47.064     -0.159      0.873     -99.825      84.830\n",
      "==============================================================================\n",
      "Omnibus:                      300.366   Durbin-Watson:                   2.088\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              718.887\n",
      "Skew:                           1.211   Prob(JB):                    7.86e-157\n",
      "Kurtosis:                       5.651   Cond. No.                         326.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "# Ajusta o modelo e retorna os resultados\n",
    "modelo = sm.OLS(y , x)\n",
    "resultado = modelo.fit()\n",
    "print(resultado.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pojS4uuY8ub0"
   },
   "source": [
    "Como o coeficiente da variável 'Região_Sudeste' e de outras variáveis apresentou-se estatisticamente igual a zero, vamos excluí-las do modelo. No entanto, para avaliar o verdadeiro impacto no modelo, é recomendado remover uma variável de cada vez e observar as mudanças resultantes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OP4y1ApzsTKZ",
    "metadata": {},
    "outputId": "e38a9559-dc0b-4b49-8462-c266c82651dc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            Custo_Saude   R-squared:                       0.751\n",
      "Model:                            OLS   Adj. R-squared:                  0.750\n",
      "Method:                 Least Squares   F-statistic:                     572.8\n",
      "Date:                seg, 01 jul 2024   Prob (F-statistic):               0.00\n",
      "Time:                        21:36:21   Log-Likelihood:                -10467.\n",
      "No. Observations:                1338   AIC:                         2.095e+04\n",
      "Df Residuals:                    1330   BIC:                         2.099e+04\n",
      "Df Model:                           7                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "===================================================================================\n",
      "                      coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "intercepto      -1291.5392    101.513    -12.723      0.000   -1490.682   -1092.396\n",
      "Idade              25.6913      1.189     21.609      0.000      23.359      28.024\n",
      "IMC                33.8419      2.817     12.012      0.000      28.315      39.369\n",
      "Qte_Filhos         47.6147     13.769      3.458      0.001      20.603      74.627\n",
      "Sexo_Masculino    -13.1318     33.282     -0.395      0.693     -78.423      52.160\n",
      "Fumante_Sim      2384.4299     41.215     57.854      0.000    2303.577    2465.283\n",
      "Região_Nordeste    99.7414     41.627      2.396      0.017      18.080     181.403\n",
      "Região_Norte       64.4289     41.600      1.549      0.122     -17.180     146.038\n",
      "==============================================================================\n",
      "Omnibus:                      300.090   Durbin-Watson:                   2.088\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              717.871\n",
      "Skew:                           1.210   Prob(JB):                    1.31e-156\n",
      "Kurtosis:                       5.649   Cond. No.                         320.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "#removendo a variável Região_Sudeste que apresentou o maior p-valor\n",
    "x = x.drop('Região_Sudeste', axis=1)\n",
    "\n",
    "# Ajusta o modelo e retorna os resultados\n",
    "modelo = sm.OLS(y , x)\n",
    "resultado = modelo.fit()\n",
    "print(resultado.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "x0Hkfdyotm0e",
    "metadata": {},
    "outputId": "1a144bfa-8295-483e-ebc8-2ab13b40f22e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            Custo_Saude   R-squared:                       0.751\n",
      "Model:                            OLS   Adj. R-squared:                  0.750\n",
      "Method:                 Least Squares   F-statistic:                     668.6\n",
      "Date:                seg, 01 jul 2024   Prob (F-statistic):               0.00\n",
      "Time:                        21:36:21   Log-Likelihood:                -10467.\n",
      "No. Observations:                1338   AIC:                         2.095e+04\n",
      "Df Residuals:                    1331   BIC:                         2.098e+04\n",
      "Df Model:                           6                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "===================================================================================\n",
      "                      coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "intercepto      -1296.6452    100.653    -12.882      0.000   -1494.100   -1099.190\n",
      "Idade              25.7030      1.188     21.632      0.000      23.372      28.034\n",
      "IMC                33.7890      2.813     12.011      0.000      28.270      39.308\n",
      "Qte_Filhos         47.5213     13.763      3.453      0.001      20.522      74.521\n",
      "Fumante_Sim      2383.2064     41.085     58.007      0.000    2302.609    2463.804\n",
      "Região_Nordeste    99.6744     41.613      2.395      0.017      18.039     181.309\n",
      "Região_Norte       64.4401     41.587      1.550      0.121     -17.143     146.023\n",
      "==============================================================================\n",
      "Omnibus:                      300.460   Durbin-Watson:                   2.089\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              719.502\n",
      "Skew:                           1.211   Prob(JB):                    5.78e-157\n",
      "Kurtosis:                       5.653   Cond. No.                         318.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "#removendo a variável Sexo_Masculino que apresentou o maior p-valor\n",
    "x = x.drop('Sexo_Masculino', axis=1)\n",
    "\n",
    "# Ajusta o modelo e retorna os resultados\n",
    "modelo = sm.OLS(y , x)\n",
    "resultado = modelo.fit()\n",
    "print(resultado.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qyUubfvJtxSE",
    "metadata": {},
    "outputId": "3cf3b302-3eff-4387-95e6-c674f9346c71"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            Custo_Saude   R-squared:                       0.750\n",
      "Model:                            OLS   Adj. R-squared:                  0.749\n",
      "Method:                 Least Squares   F-statistic:                     801.0\n",
      "Date:                seg, 01 jul 2024   Prob (F-statistic):               0.00\n",
      "Time:                        21:36:21   Log-Likelihood:                -10468.\n",
      "No. Observations:                1338   AIC:                         2.095e+04\n",
      "Df Residuals:                    1332   BIC:                         2.098e+04\n",
      "Df Model:                           5                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "===================================================================================\n",
      "                      coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "intercepto      -1251.2095     96.337    -12.988      0.000   -1440.199   -1062.220\n",
      "Idade              25.7406      1.189     21.657      0.000      23.409      28.072\n",
      "IMC                32.9463      2.762     11.930      0.000      27.529      38.364\n",
      "Qte_Filhos         47.9514     13.767      3.483      0.001      20.943      74.960\n",
      "Fumante_Sim      2380.8135     41.077     57.959      0.000    2300.230    2461.397\n",
      "Região_Nordeste    77.3946     39.071      1.981      0.048       0.747     154.042\n",
      "==============================================================================\n",
      "Omnibus:                      302.023   Durbin-Watson:                   2.083\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              727.655\n",
      "Skew:                           1.215   Prob(JB):                    9.81e-159\n",
      "Kurtosis:                       5.674   Cond. No.                         300.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "#removendo a variável Região_Norte que apresentou o maior p-valor\n",
    "x = x.drop('Região_Norte', axis=1)\n",
    "\n",
    "# Ajusta o modelo e retorna os resultados\n",
    "modelo = sm.OLS(y , x)\n",
    "resultado = modelo.fit()\n",
    "print(resultado.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "0x4eMtmjuMDq",
    "metadata": {},
    "outputId": "7ce8afd5-3cb8-4d7c-a38a-0932da8ae152"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            Custo_Saude   R-squared:                       0.750\n",
      "Model:                            OLS   Adj. R-squared:                  0.749\n",
      "Method:                 Least Squares   F-statistic:                     998.1\n",
      "Date:                seg, 01 jul 2024   Prob (F-statistic):               0.00\n",
      "Time:                        21:36:21   Log-Likelihood:                -10470.\n",
      "No. Observations:                1338   AIC:                         2.095e+04\n",
      "Df Residuals:                    1333   BIC:                         2.098e+04\n",
      "Df Model:                           4                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "===============================================================================\n",
      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-------------------------------------------------------------------------------\n",
      "intercepto  -1210.2769     94.198    -12.848      0.000   -1395.070   -1025.484\n",
      "Idade          25.7850      1.190     21.675      0.000      23.451      28.119\n",
      "IMC            32.1851      2.738     11.756      0.000      26.814      37.556\n",
      "Qte_Filhos     47.3502     13.779      3.436      0.001      20.319      74.381\n",
      "Fumante_Sim  2381.1400     41.122     57.904      0.000    2300.469    2461.811\n",
      "==============================================================================\n",
      "Omnibus:                      301.480   Durbin-Watson:                   2.087\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              722.157\n",
      "Skew:                           1.215   Prob(JB):                    1.53e-157\n",
      "Kurtosis:                       5.654   Cond. No.                         292.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "#removendo a variável Região_Nordeste que apresentou o maior p-valor\n",
    "x = x.drop('Região_Nordeste', axis=1)\n",
    "\n",
    "# Ajusta o modelo e retorna os resultados\n",
    "modelo = sm.OLS(y , x)\n",
    "resultado = modelo.fit()\n",
    "print(resultado.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Validação do trabalho"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yN0pdoaT8ub5"
   },
   "source": [
    "### 5.1 Diagnóstico do Modelo: Análise dos Resíduos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para que o modelo de Regressão Linear Múltipla possa dar boas estimativas com o mínimo de viés possível, algumas premissas/suposições devem ser atendidas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.1.1 Ausência de multicolinearidade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x1000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.pairplot(base[['Idade', 'IMC', 'Qte_Filhos']])\n",
    "# Configurar título\n",
    "# Definir o tamanho da figura\n",
    "g.figure.set_size_inches(15, 10)\n",
    "g.figure.suptitle('Dispersão entre as variáveis do modelo', fontsize=16)\n",
    "g.figure.subplots_adjust(top=0.90, right=0.9)  # Ajustar a posição da legenda\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A distribuição das variáveis no gráfico de dispersão sugere que elas se comportam de forma independente, descartando a presença de multicolinearidade no modelo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.1.2 Normalidade dos Resíduos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**O erro deve ter média próxima de zero:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(resultado.resid.mean(), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "cellView": "form",
    "id": "zGjRJQYI8ub6",
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Função para gerar gráfico dos residuos\n",
    "def grafico_residuos(resultado):\n",
    "    plt.figure(figsize=(15, 5))\n",
    "    resid_graf = sns.scatterplot(x=list(range(0,len(resultado.resid_pearson))),\n",
    "                                 y=resultado.resid_pearson.tolist())\n",
    "\n",
    "    # Localizando valor mínimo dos resíduos\n",
    "    r_aux = resultado.resid_pearson.tolist()\n",
    "    r_aux.append(-3)\n",
    "    ymin = min(r_aux) * 1.1\n",
    "\n",
    "    # Localizando valor máximo dos resíduos\n",
    "    r_aux = resultado.resid_pearson.tolist()\n",
    "    r_aux.append(+3)\n",
    "    ymax = max(r_aux) * 1.1\n",
    "\n",
    "    resid_graf.set(ylim=(ymin, ymax))\n",
    "\n",
    "    ax1 = resid_graf.axes\n",
    "    ax1.axhline( 0, color='black', ls='--')\n",
    "    ax1.axhline(-2, color='black', ls='--')\n",
    "    ax1.axhline(+2, color='black', ls='--')\n",
    "    plt.title('Dispersão dos resíduos')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TdtrpmF28ub7",
    "metadata": {},
    "outputId": "d5ae63c9-688e-4eba-93c6-d86c05d71b2f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grafico_residuos(resultado)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "gHJu93r_8ub7",
    "metadata": {},
    "outputId": "b78b1088-0c21-4817-e1d9-f5255905c6a1",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Construção de histograma para avaliar a distribuição dos resíduos\n",
    "plt.figure(figsize=(15, 5))\n",
    "sns.histplot(resultado.resid_pearson, kde=True)\n",
    "plt.title('Distribuição dos resíduos')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A análise da dispersão e do histograma dos resíduos revela a presença de dois picos menores além da concentração central em torno de zero. Essa distribuição sugere que o modelo atual não está capturando completamente a variabilidade dos dados. A introdução de uma nova variável relevante pode ser necessária para explicar essa variabilidade adicional e aprimorar o ajuste do modelo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Teste de Hipóteses para avaliar Normalidade:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nRloeMtN8ub7",
    "metadata": {},
    "outputId": "6d3ff348-a874-495f-d9aa-73245936d275",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estatística=0.900, p-valor=0.000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Realização de Teste de Hipóteses para avaliar Normalidade\n",
    "from scipy.stats import shapiro\n",
    "normalidade = shapiro(resultado.resid_pearson)\n",
    "print('Estatística=%.3f, p-valor=%.3f\\n' % (normalidade.statistic, normalidade.pvalue))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O resultado p-valor < 0.05 no teste de Shapiro-Wilk indica que deve-se rejeitar a hipótese nula, ou seja, os resíduos da regressão linear múltipla não seguem uma distribuição normal.\n",
    "No entanto, a estatística de teste é 0.900 (quanto mais próximo de 1, mais normalmente distribuídos são os resíduos), o que sugere que os resíduos estão relativamente próximos de uma distribuição normal, mas não perfeitamente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dwKKSe_i8ub8"
   },
   "source": [
    "#### 5.1.3 Homocedasticidade dos Resíduos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "id": "mZgGUXoV8ub8",
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'LM Statistic': 128.47065644118706, 'LM-Test p-value': 4.214011485295808e-21, 'F-Statistic': 10.817631097834795, 'F-Test p-value': 3.0407780664918107e-22}\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.stats.diagnostic import het_white\n",
    "labels = ['LM Statistic', 'LM-Test p-value', 'F-Statistic', 'F-Test p-value']\n",
    "\n",
    "white_test = het_white(resultado.resid_pearson,\n",
    "                       resultado.model.exog)\n",
    "\n",
    "print(dict(zip(labels, white_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Com base nos resultados, podemos concluir que há evidência estatística para rejeitar a hipótese nula de homocedasticidade. Isso indica que os resíduos da regressão linear múltipla exibem heterocedasticidade, o que sugere que a variância dos erros não é constante."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_8WxYQNfz7hh"
   },
   "source": [
    "#### 5.1.4 Premissas/Suposições para o Modelo Inferencial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "sPSCwegbvs1j"
   },
   "source": [
    "Checklist do modelo de regressão linear:\n",
    "1.   [x] As variáveis explicativas devem ser **lineares** com a variável resposta.\n",
    "2.   [x] A amostra deve ser **aleatória**.\n",
    "3.   [x] **Ausência de multicolinearidade** perfeita (as variáveis independentes devem ter pouca correlação/associação entre si).\n",
    "4.   [x] O erro (diferença entre a variável resposta e a estimativa do modelo) deve ter **média próxima de zero**.\n",
    "5.   [ ] O erro deve ter uma distribuição próxima da **distribuição Normal**.\n",
    "6.   [ ] A dispersão de cada variável explicativa com erro deve ser constante, ao redor de 0 (zero). Essa suposição é chamada de **Homocedasticidade**.\n",
    "\n",
    "> Quando uma ou mais suposições não são atendidas, o processo de estimativa pode ter viés e, portanto, não há garantias de que as conclusões sejam boas o suficiente para se tomar uma decisão."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 Interpretação do Modelo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Equação do Modelo:**\n",
    "\n",
    "Custo_Saude = $\\beta_0$ + $\\beta_1$ x Idade + $\\beta_2$ x IMC + $\\beta_3$ x Qte_Filhos + $\\beta_4$ x Fumante_Sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **$\\beta_0$ ou Intercepto**: `-R$1.210,28`.<br>\n",
    "- **$\\beta_1$ x Idade**: Para cada ano de idade, mantendo todas as outras variáveis constantes, o custo de saúde aumenta em média `R$25,79`.<br>\n",
    "- **$\\beta_2$ x IMC**: Cada unidade do IMC, mantendo todas as outras variáveis constantes, têm um aumento médio no custo de saúde de `R$32,19`.\n",
    "- **$\\beta_3$ x Qte_Filhos**: Cada filho adicional, mantendo todas as outras variáveis constantes, gera um aumento médio de `R$47,35`.<br>\n",
    "- **$\\beta_4$ x Fumante_Sim**: Funcionários que são fumantes, mantendo todas as outras variáveis constantes, têm um custo médio de `R$2.381,14` a mais que os não fumantes.<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 Verificação dos critérios de sucesso"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3.1 Estimativas populacionais de ganho geral"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Simulação de ganho com a Cessação do Tabagismo na empresa:**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculando o intervalo de confiança para a proporção de fumantes na amostra:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IC de 95% para proporção 20.48% de fumantes:\n",
      "Limite inferior: 18.32%\n",
      "Limite superior: 22.64%\n"
     ]
    }
   ],
   "source": [
    "n_amostra = len(base['Fumante'])  # tamanho da amostra\n",
    "n_fumantes = len(base[base['Fumante'] == 'Sim'])  # número de fumantes\n",
    "\n",
    "# Proporção observada de fumantes na amostra\n",
    "proporcao_fumantes = np.mean(base['Fumante'] == 'Sim')\n",
    "\n",
    "# Nível de confiança desejado\n",
    "confianca = 0.95\n",
    "\n",
    "# Calcular o intervalo de confiança\n",
    "limite_inferior, limite_superior = sm.stats.proportion_confint(n_fumantes, n_amostra, 1-confianca)\n",
    "\n",
    "# Apresentar os resultados\n",
    "print(f\"IC de {confianca:.0%} para proporção {proporcao_fumantes:.2%} de fumantes:\")\n",
    "print(f\"Limite inferior: {limite_inferior:.2%}\")\n",
    "print(f\"Limite superior: {limite_superior:.2%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculando a redução percentual necessária para alinhar a proporção de fumantes na empresa com a taxa nacional de fumantes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Redução percentual do total de fumantes: 45.41%\n"
     ]
    }
   ],
   "source": [
    "taxa_nacional_fumantes = 0.093 #dado do [Vigitel 2023] https://www.gov.br/saude/pt-br/centrais-de-conteudo/publicacoes/svsa/vigitel/vigitel-brasil-2006-2023-tabagismo-e-consumo-abusivo-de-alcool/view\n",
    "\n",
    "reducao_fumantes = proporcao_fumantes - taxa_nacional_fumantes\n",
    "qtd_a_reduzir = reducao_fumantes * n_amostra\n",
    "\n",
    "reducao_fumantes_perc = 1 - qtd_a_reduzir/n_fumantes\n",
    "print(f\"Redução percentual do total de fumantes: {reducao_fumantes_perc:.2%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Utilizando a técnica de reamostragem bootstrap, estimamos a média do custo de saúde e calculamos um intervalo de confiança de 95%, possibilitando uma inferência robusta sobre o valor médio desse custo, mesmo diante da não normalidade da distribuição dos dados de saúde."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimativa da média de Custo_Saude: R$ 1.327,83\n",
      "Intervalo de confiança (95%): ( R$ 1.265,29, R$ 1.391,86 )\n"
     ]
    }
   ],
   "source": [
    "# Realizando o bootstrap para estimar a média\n",
    "res = stats.bootstrap((base['Custo_Saude'].values,), np.mean, n_resamples=1000, confidence_level=0.95, random_state=42)\n",
    "\n",
    "custo_saude_medio = res.bootstrap_distribution.mean()\n",
    "\n",
    "print(f\"Estimativa da média de Custo_Saude: {moeda(custo_saude_medio)}\")\n",
    "print(f\"Intervalo de confiança (95%): ( {moeda(res.confidence_interval.low)}, {moeda(res.confidence_interval.high)} )\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora, vamos reduzir a quantidade de fumantes em 45,41% para alinhar a proporção de fumantes com a taxa nacional."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimativa da média do custo de saúde após a redução de 45.41% de fumantes: R$ 1.162,19\n",
      "Intervalo de confiança (95%): ( R$ 1.149,92, R$ 1.174,76 )\n"
     ]
    }
   ],
   "source": [
    "# Simulação da situação em que uma % dos fumantes deixam de fumar\n",
    "def simular_media_reducao_fumantes(df, reducao_fumantes):\n",
    "    # Criando uma cópia do DataFrame para simulação\n",
    "    df_simulado = df.copy()\n",
    "    \n",
    "    # Selecionando aleatoriamente a % dos fumantes para deixar de fumar\n",
    "    num_fumantes = df_simulado[df_simulado['Fumante'] == 'Sim'].shape[0]\n",
    "    qtd_a_alterar = int(num_fumantes * reducao_fumantes)\n",
    "    indexes_a_alterar = np.random.choice(df_simulado[df_simulado['Fumante'] == 'Sim'].index, qtd_a_alterar, replace=True)\n",
    "    \n",
    "    df_simulado.loc[indexes_a_alterar, 'Custo_Saude'] -= 2381.14\n",
    "    \n",
    "    df_simulado['Custo_Saude'] = df_simulado['Custo_Saude'].clip(lower=0)\n",
    "    \n",
    "    # Calculando o custo médio por funcionário após a mudança\n",
    "    custo_medio_simulado = df_simulado['Custo_Saude'].mean()\n",
    "    \n",
    "    \n",
    "    return custo_medio_simulado\n",
    "\n",
    "# Realizando o bootstrap para estimar a economia média por funcionário\n",
    "n_bootstraps = 1000\n",
    "reducao_fumantes = reducao_fumantes_perc\n",
    "\n",
    "media_reducao_fumantes = [\n",
    "    simular_media_reducao_fumantes(base, reducao_fumantes)\n",
    "    for _ in range(n_bootstraps)\n",
    "]\n",
    "\n",
    "# Calculando o intervalo de confiança para a economia média por funcionário\n",
    "lower_ci = np.percentile(media_reducao_fumantes, 2.5)\n",
    "upper_ci = np.percentile(media_reducao_fumantes, 97.5)\n",
    "\n",
    "custo_saude_medio_reducao_fumantes = np.mean(media_reducao_fumantes)\n",
    "\n",
    "print(f\"Estimativa da média do custo de saúde após a redução de {reducao_fumantes:.2%} de fumantes: {moeda(custo_saude_medio_reducao_fumantes)}\")\n",
    "print(f\"Intervalo de confiança (95%): ( {moeda(lower_ci)}, {moeda(upper_ci)} )\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Redução de 12.48% no custo de saúde onde 45% do total de fumantes abandonaram o fumo: R$ 3.312.961,94\n"
     ]
    }
   ],
   "source": [
    "custo_saude_geral = custo_saude_medio * 20000\n",
    "custo_saude_geral_reducao_fumantes = custo_saude_medio_reducao_fumantes * 20000\n",
    "economia_geral = custo_saude_geral - custo_saude_geral_reducao_fumantes\n",
    "print(f\"Redução de {(economia_geral / custo_saude_geral):.2%} no custo de saúde onde {reducao_fumantes:.0%} do total de fumantes abandonaram o fumo: {moeda(economia_geral)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Simulação de ganho com a redução de peso na empresa:**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Redução média do IMC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimativa da média de IMC: 30.67\n",
      "Intervalo de confiança (95%): (30.33, 31.02)\n"
     ]
    }
   ],
   "source": [
    "# Realizando o bootstrap para estimar a média\n",
    "res = stats.bootstrap((base['IMC'].values,), np.mean, n_resamples=1000, confidence_level=0.95, random_state=42)\n",
    "\n",
    "imc_medio = res.bootstrap_distribution.mean()\n",
    "\n",
    "print(f\"Estimativa da média de IMC: {imc_medio:.2f}\")\n",
    "print(f\"Intervalo de confiança (95%): ({res.confidence_interval.low:.2f}, {res.confidence_interval.high:.2f})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimativa da média do IMC após a redução do IMC em 5 pontos para 50.00% de funcionários acima do peso: 29.06\n",
      "Intervalo de confiança (95%): (29.00, 29.12)\n",
      "\n",
      "Estimativa da média do custo de saúde após a redução do IMC em 5 pontos para 50.00% de funcionários acima do peso: R$ 1.275,53\n",
      "Intervalo de confiança (95%): (R$ 1.273,80, R$ 1.277,39)\n"
     ]
    }
   ],
   "source": [
    "# Simulação da situação em que uma % dos funcionarios diminuem o IMC\n",
    "def simular_media_reducao_imc(df, perc_reduc_obesidade, reducao_imc, custo_unidade_imc):\n",
    "    # Criando uma cópia do DataFrame para simulação\n",
    "    df_simulado = df.copy()\n",
    "    \n",
    "    # Selecionando aleatoriamente a % dos funcionarios acima do peso para diminuir o IMC\n",
    "    num_acima_peso = df_simulado[df_simulado['IMC'] >= 25].shape[0]\n",
    "    qtd_a_alterar = int(num_acima_peso * perc_reduc_obesidade)\n",
    "    indexes_a_alterar = np.random.choice(df_simulado[df_simulado['IMC'] >= 25].index, qtd_a_alterar, replace=True)\n",
    "    \n",
    "    df_simulado.loc[indexes_a_alterar, 'IMC'] -= reducao_imc\n",
    "\n",
    "    df_simulado.loc[indexes_a_alterar, 'Custo_Saude'] -= (custo_unidade_imc * reducao_imc)\n",
    "    df_simulado['Custo_Saude'] = df_simulado['Custo_Saude'].clip(lower=0)\n",
    "    \n",
    "    # Calculando o custo médio por funcionário após a mudança\n",
    "    custo_medio_simulado = df_simulado['Custo_Saude'].mean()\n",
    "\n",
    "        \n",
    "    # Calculando o imc médio por funcionário após a redução\n",
    "    imc_medio_simulado = df_simulado['IMC'].mean()\n",
    "    \n",
    "    \n",
    "    return imc_medio_simulado, custo_medio_simulado\n",
    "\n",
    "\n",
    "# Realizando o bootstrap para estimar a média por funcionário com a redução do IMC\n",
    "n_bootstraps = 1000\n",
    "perc_reduc_obesidade = 0.50\n",
    "reducao_imc = 5\n",
    "custo_unidade_imc = 32.19\n",
    "\n",
    "imc_medio_simulado = []\n",
    "custo_medio_simulado = []\n",
    "\n",
    "for _ in range(n_bootstraps):\n",
    "    imc, custo = simular_media_reducao_imc(base, perc_reduc_obesidade, reducao_imc, custo_unidade_imc)\n",
    "    imc_medio_simulado.append(imc)\n",
    "    custo_medio_simulado.append(custo)\n",
    "    \n",
    "\n",
    "# Calculando o intervalo de confiança para imc médio por funcionário\n",
    "lower_ci = np.percentile(imc_medio_simulado, 2.5)\n",
    "upper_ci = np.percentile(imc_medio_simulado, 97.5)\n",
    "\n",
    "media_apos_reducao_imc = np.mean(imc_medio_simulado)\n",
    "\n",
    "print(f\"Estimativa da média do IMC após a redução do IMC em {reducao_imc:.0f} pontos para {perc_reduc_obesidade:.2%} de funcionários acima do peso: {media_apos_reducao_imc:.2f}\")\n",
    "print(f\"Intervalo de confiança (95%): ({lower_ci:.2f}, {upper_ci:.2f})\\n\")\n",
    "\n",
    "\n",
    "# Calculando o intervalo de confiança para custo médio por funcionário após redução de imc\n",
    "lower_ci = np.percentile(custo_medio_simulado, 2.5)\n",
    "upper_ci = np.percentile(custo_medio_simulado, 97.5)\n",
    "\n",
    "custo_medio_apos_reducao_imc = np.mean(custo_medio_simulado)\n",
    "\n",
    "print(f\"Estimativa da média do custo de saúde após a redução do IMC em {reducao_imc:.0f} pontos para {perc_reduc_obesidade:.2%} de funcionários acima do peso: {moeda(custo_medio_apos_reducao_imc)}\")\n",
    "print(f\"Intervalo de confiança (95%): ({moeda(lower_ci)}, {moeda(upper_ci)})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Redução de 3.94% no custo de saúde onde 50% do total de funcionários acima do peso reduziram o imc em 5 pontos: R$ 1.046.076,91\n"
     ]
    }
   ],
   "source": [
    "custo_saude_geral = custo_saude_medio * 20000\n",
    "custo_saude_geral_reducao_obesos = custo_medio_apos_reducao_imc * 20000\n",
    "economia_geral = custo_saude_geral - custo_saude_geral_reducao_obesos\n",
    "print(f\"Redução de {(economia_geral / custo_saude_geral):.2%} no custo de saúde onde {perc_reduc_obesidade:.0%} do total de funcionários acima do peso reduziram o imc em {reducao_imc:.0f} pontos: {moeda(economia_geral)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Implantação"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1 Plano de implantação\n",
    "Plano de Ação **5W2H** para Redução de Custos com Saúde na Empresa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Objetivo:** Reduzir os custos com saúde dos colaboradores em 15% em 2 anos, com foco nos principais fatores de risco: tabagismo e IMC alto.\n",
    "\n",
    "**Público-alvo:** Todos os colaboradores da empresa (mais de 20 mil) em todo o Brasil.\n",
    "\n",
    "**Prazo:** 2 anos\n",
    "\n",
    "**Recursos:**\n",
    "\n",
    "* Equipe de Recursos Humanos\n",
    "* Equipe de Saúde Ocupacional\n",
    "* Parceiros externos (nutricionistas, psicólogos, empresas de cessação do tabagismo)\n",
    "* Recursos financeiros para implementação das ações\n",
    "\n",
    "**Ações:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "metadata": {},
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quem</th>\n",
       "      <th>Quando</th>\n",
       "      <th>Onde</th>\n",
       "      <th>Por quê</th>\n",
       "      <th>Como</th>\n",
       "      <th>Quanto</th>\n",
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       "    <tr>\n",
       "      <th>O quê</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Programa de Cessação do Tabagismo</th>\n",
       "      <td>Equipe de Saúde Ocupacional, Psicólogos, Empresas de Cessação do Tabagismo</td>\n",
       "      <td>Contínuo</td>\n",
       "      <td>Locais de trabalho e online</td>\n",
       "      <td>Reduzir o número de fumantes entre os colaboradores e prevenir doenças relacionadas ao tabagismo</td>\n",
       "      <td>Workshops e palestras sobre os malefícios do tabagismo, terapia individual ou em grupo, medicações, acompanhamento psicológico, ambientes livres de fumo, apoio aos fumantes</td>\n",
       "      <td>A definir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Programa de Redução de Peso</th>\n",
       "      <td>Equipe de Saúde Ocupacional, Nutricionistas</td>\n",
       "      <td>Contínuo</td>\n",
       "      <td>Locais de trabalho e online</td>\n",
       "      <td>Reduzir o IMC dos colaboradores e prevenir doenças relacionadas ao sobrepeso e obesidade</td>\n",
       "      <td>Workshops sobre nutrição, grupos de apoio para perda de peso, acesso a nutricionistas, opções de lanches saudáveis nos refeitórios, desafios de atividade física</td>\n",
       "      <td>A definir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exames Médicos Preventivos</th>\n",
       "      <td>Equipe de Saúde Ocupacional</td>\n",
       "      <td>Anual</td>\n",
       "      <td>Locais de trabalho e clínicas parceiras</td>\n",
       "      <td>Detectar precocemente doenças e promover a saúde preventiva</td>\n",
       "      <td>Oferecer exames médicos periódicos gratuitos ou com baixo custo, campanhas de conscientização sobre a importância dos exames preventivos, acesso facilitado aos exames</td>\n",
       "      <td>A definir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monitoramento e Avaliação</th>\n",
       "      <td>Equipe de Saúde Ocupacional</td>\n",
       "      <td>Semestral</td>\n",
       "      <td>Análise de dados</td>\n",
       "      <td>Avaliar o impacto das ações e identificar áreas para melhorias</td>\n",
       "      <td>Coletar dados sobre o custo com saúde dos funcionários, IMC, taxa de tabagismo e frequência de exames preventivos, análise periódica dos dados, ajustes no plano conforme necessário</td>\n",
       "      <td>A definir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comunicação e Engajamento</th>\n",
       "      <td>Equipe de Comunicação, Equipe de Saúde Ocupacional</td>\n",
       "      <td>Contínuo</td>\n",
       "      <td>Canais de comunicação internos da empresa</td>\n",
       "      <td>Informar os colaboradores sobre as ações disponíveis e seus benefícios, incentivar a participação nos programas e atividades, campanhas de conscientização sobre os fatores de risco para a saúde e como preveni-los</td>\n",
       "      <td>Campanhas de comunicação interna, materiais informativos, treinamentos, eventos</td>\n",
       "      <td>A definir</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                         Quem  \\\n",
       "O quê                                                                                                           \n",
       "Programa de Cessação do Tabagismo  Equipe de Saúde Ocupacional, Psicólogos, Empresas de Cessação do Tabagismo   \n",
       "Programa de Redução de Peso                                       Equipe de Saúde Ocupacional, Nutricionistas   \n",
       "Exames Médicos Preventivos                                                        Equipe de Saúde Ocupacional   \n",
       "Monitoramento e Avaliação                                                         Equipe de Saúde Ocupacional   \n",
       "Comunicação e Engajamento                                  Equipe de Comunicação, Equipe de Saúde Ocupacional   \n",
       "\n",
       "                                      Quando  \\\n",
       "O quê                                          \n",
       "Programa de Cessação do Tabagismo   Contínuo   \n",
       "Programa de Redução de Peso         Contínuo   \n",
       "Exames Médicos Preventivos             Anual   \n",
       "Monitoramento e Avaliação          Semestral   \n",
       "Comunicação e Engajamento           Contínuo   \n",
       "\n",
       "                                                                        Onde  \\\n",
       "O quê                                                                          \n",
       "Programa de Cessação do Tabagismo                Locais de trabalho e online   \n",
       "Programa de Redução de Peso                      Locais de trabalho e online   \n",
       "Exames Médicos Preventivos           Locais de trabalho e clínicas parceiras   \n",
       "Monitoramento e Avaliação                                   Análise de dados   \n",
       "Comunicação e Engajamento          Canais de comunicação internos da empresa   \n",
       "\n",
       "                                                                                                                                                                                                                                                Por quê  \\\n",
       "O quê                                                                                                                                                                                                                                                     \n",
       "Programa de Cessação do Tabagismo                                                                                                                      Reduzir o número de fumantes entre os colaboradores e prevenir doenças relacionadas ao tabagismo   \n",
       "Programa de Redução de Peso                                                                                                                                    Reduzir o IMC dos colaboradores e prevenir doenças relacionadas ao sobrepeso e obesidade   \n",
       "Exames Médicos Preventivos                                                                                                                                                                  Detectar precocemente doenças e promover a saúde preventiva   \n",
       "Monitoramento e Avaliação                                                                                                                                                                Avaliar o impacto das ações e identificar áreas para melhorias   \n",
       "Comunicação e Engajamento          Informar os colaboradores sobre as ações disponíveis e seus benefícios, incentivar a participação nos programas e atividades, campanhas de conscientização sobre os fatores de risco para a saúde e como preveni-los   \n",
       "\n",
       "                                                                                                                                                                                                                   Como  \\\n",
       "O quê                                                                                                                                                                                                                     \n",
       "Programa de Cessação do Tabagismo          Workshops e palestras sobre os malefícios do tabagismo, terapia individual ou em grupo, medicações, acompanhamento psicológico, ambientes livres de fumo, apoio aos fumantes   \n",
       "Programa de Redução de Peso                            Workshops sobre nutrição, grupos de apoio para perda de peso, acesso a nutricionistas, opções de lanches saudáveis nos refeitórios, desafios de atividade física   \n",
       "Exames Médicos Preventivos                       Oferecer exames médicos periódicos gratuitos ou com baixo custo, campanhas de conscientização sobre a importância dos exames preventivos, acesso facilitado aos exames   \n",
       "Monitoramento e Avaliação          Coletar dados sobre o custo com saúde dos funcionários, IMC, taxa de tabagismo e frequência de exames preventivos, análise periódica dos dados, ajustes no plano conforme necessário   \n",
       "Comunicação e Engajamento                                                                                                               Campanhas de comunicação interna, materiais informativos, treinamentos, eventos   \n",
       "\n",
       "                                      Quanto  \n",
       "O quê                                         \n",
       "Programa de Cessação do Tabagismo  A definir  \n",
       "Programa de Redução de Peso        A definir  \n",
       "Exames Médicos Preventivos         A definir  \n",
       "Monitoramento e Avaliação          A definir  \n",
       "Comunicação e Engajamento          A definir  "
      ]
     },
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   ],
   "source": [
    "\n",
    "# Dados da tabela\n",
    "data = {\n",
    "    'O quê': [\n",
    "        'Programa de Cessação do Tabagismo',\n",
    "        'Programa de Redução de Peso',\n",
    "        'Exames Médicos Preventivos',\n",
    "        'Monitoramento e Avaliação',\n",
    "        'Comunicação e Engajamento'\n",
    "    ],\n",
    "    'Quem': [\n",
    "        'Equipe de Saúde Ocupacional, Psicólogos, Empresas de Cessação do Tabagismo',\n",
    "        'Equipe de Saúde Ocupacional, Nutricionistas',\n",
    "        'Equipe de Saúde Ocupacional',\n",
    "        'Equipe de Saúde Ocupacional',\n",
    "        'Equipe de Comunicação, Equipe de Saúde Ocupacional'\n",
    "    ],\n",
    "    'Quando': ['Contínuo', 'Contínuo', 'Anual', 'Semestral', 'Contínuo'],\n",
    "    'Onde': ['Locais de trabalho e online', 'Locais de trabalho e online', 'Locais de trabalho e clínicas parceiras', 'Análise de dados', 'Canais de comunicação internos da empresa'],\n",
    "    'Por quê': [\n",
    "        'Reduzir o número de fumantes entre os colaboradores e prevenir doenças relacionadas ao tabagismo',\n",
    "        'Reduzir o IMC dos colaboradores e prevenir doenças relacionadas ao sobrepeso e obesidade',\n",
    "        'Detectar precocemente doenças e promover a saúde preventiva',\n",
    "        'Avaliar o impacto das ações e identificar áreas para melhorias',\n",
    "        'Informar os colaboradores sobre as ações disponíveis e seus benefícios, incentivar a participação nos programas e atividades, campanhas de conscientização sobre os fatores de risco para a saúde e como preveni-los'\n",
    "    ],\n",
    "    'Como': [\n",
    "        'Workshops e palestras sobre os malefícios do tabagismo, terapia individual ou em grupo, medicações, acompanhamento psicológico, ambientes livres de fumo, apoio aos fumantes',\n",
    "        'Workshops sobre nutrição, grupos de apoio para perda de peso, acesso a nutricionistas, opções de lanches saudáveis nos refeitórios, desafios de atividade física',\n",
    "        'Oferecer exames médicos periódicos gratuitos ou com baixo custo, campanhas de conscientização sobre a importância dos exames preventivos, acesso facilitado aos exames',\n",
    "        'Coletar dados sobre o custo com saúde dos funcionários, IMC, taxa de tabagismo e frequência de exames preventivos, análise periódica dos dados, ajustes no plano conforme necessário',\n",
    "        'Campanhas de comunicação interna, materiais informativos, treinamentos, eventos'\n",
    "    ],\n",
    "    'Quanto': ['A definir'] * 5\n",
    "}\n",
    "\n",
    "# Criando o DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "# Definindo 'O quê' como índice\n",
    "df.set_index('O quê', inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Indicadores de Sucesso:**\n",
    "\n",
    "* Redução de 15% no custo com saúde dos colaboradores em 2 anos;\n",
    "    * Redução da taxa de tabagismo entre os colaboradores de 20,48% para 9,3%;\n",
    "    * Redução do IMC de pelo menos 50% dos colaboradores acima do peso em 5 unidades de IMC;\n",
    "* Aumento da frequência de exames preventivos;\n",
    "* Melhoria da percepção dos colaboradores sobre a saúde e o bem-estar no trabalho.\n",
    "\n",
    "**Comunicação e Engajamento:**\n",
    "\n",
    "* É fundamental comunicar o plano de ação para todos os colaboradores de forma clara, concisa e engajadora.\n",
    "* Utilizar diversos canais de comunicação, como e-mail, intranet, redes sociais, cartazes e eventos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Considerações finais"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O estudo em questão fornece insights valiosos sobre os fatores que influenciam o custo da saúde na empresa. A metodologia rigorosa e os resultados robustos demonstram a relação entre tabagismo, IMC elevado e custo da saúde, destacando a importância da promoção da saúde e do bem-estar dos colaboradores para o controle dos custos na empresa. A implementação do plano de ação proposto pode gerar benefícios financeiros e de saúde significativos para a empresa e seus colaboradores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7.1 Limitações\n",
    "\n",
    "- Possibilidade de outros fatores não considerados influenciarem o custo da saúde.\n",
    "\n",
    "- O modelo de regressão linear múltipla apresenta algumas limitações, o que pode afetar a precisão das estimativas:\n",
    "    - Heterocedasticidade\n",
    "    - Não normalidade dos resíduos\n",
    "\n",
    "### 7.2 Próximos Passos\n",
    "\n",
    "Os próximos passos para este projeto podem incluir:\n",
    "\n",
    "- Implementação das ações preventivas sugeridas para diminuir o custo do plano de saúde.\n",
    "- Monitoramento contínuo dos custos do plano de saúde e revisão periódica da análise para ajustes necessários.\n",
    "- Exploração de outras técnicas de análise de dados para obter insights adicionais.\n",
    "\n",
    "### 7.3 Agradecimentos\n",
    "\n",
    "Gostaria de expressar minha sincera gratidão à escola de dados <a href=\"https://www.preditiva.ai\" target=\"_blank\">Preditiva Analytics Treinamentos Ltda</a> por disponibilizar os dados e o contexto de negócios fictícios utilizados neste estudo. Sua generosa contribuição foi fundamental para o desenvolvimento deste trabalho e enriqueceu significativamente minha compreensão do assunto. Agradeço profundamente pela parceria e apoio durante todo o processo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Links Úteis\n",
    "\n",
    "GASPAR, Juliano de Souza et al. Introdução à análise de dados em saúde com Python. In: Introdução à análise de dados em saúde com Python. 2023. Disponível em: https://repositorio.ufmg.br/handle/1843/55554. Acesso em: 04 mar. 2024.\n",
    "\n",
    "MINISTÉRIO DA SAÚDE. Cartilha Tabagismo 2023. 2023. Disponível em: https://www.saude.mg.gov.br/images/2023/Tabagismo%202023/cartilha-tabagismo-2023%201.pdf. Acesso em: 07 mai. 2024.\n",
    "\n",
    "MINISTÉRIO DA SAÚDE. Tabagismo. 2023. Disponível em: https://www.saude.mg.gov.br/tabagismo. Acesso em: 07 mai. 2024.\n",
    "\n",
    "MINISTÉRIO DA SAÚDE. Vigitel Brasil 2006-2023 : tabagismo e consumo abusivo de álcool. Disponível em: https://www.gov.br/saude/pt-br/centrais-de-conteudo/publicacoes/svsa/vigitel/vigitel-brasil-2006-2023-tabagismo-e-consumo-abusivo-de-alcool/view. Acesso em: 07 mai. 2024.\n",
    "\n",
    "XANCHÃO, Raphael Costa; CRUZ, Frederico RB. Construção de intervalos de confiança via bootstrap. 2010. Disponível em: https://www.est.ufmg.br/ftp/fcruz/pub/bootic.pdf. Acesso em: 07 mai. 2024."
   ]
  }
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