Media_Movel_Covid19.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a96WELzFA98V"
      },
      "source": [
        "# **PROJETO MÉDIA MÓVEL**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Importar Libs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "A5yMS5nI9uYM"
      },
      "outputs": [],
      "source": [
        "import os                               #Recuperação do caminho absoluto do Arquivo\n",
        "import pandas as pd                     #Manipulações de DataFrames e Séries\n",
        "import numpy as np                      #Manipulações Matemáticas\n",
        "import matplotlib.pyplot as plt         #Manipulações Gráficas\n",
        "from matplotlib.pylab import rcParams   #Manipulações dos parâmetros do matplotlib"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**Configurações Necessárias**\n",
        "* Maior Ajuste do tamanho horizontal dos gráficos do matplotlib (Ideal para Séries Temporais)\n",
        "* Retirar o limite máximo de colunas exibidas por padrão em DataFrames do pandas"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "id": "cAJTcWNL4A9U"
      },
      "outputs": [],
      "source": [
        "rcParams['figure.figsize'] = 15, 6\n",
        "pd.set_option('display.max_columns', None)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x8vp1QN89svn"
      },
      "source": [
        "## **Análise e Tratamento Inicial**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Importar Base de Dados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "V_FdYlmVxhcF"
      },
      "outputs": [
        {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>nome_munic</th>\n",
              "      <th>codigo_ibge</th>\n",
              "      <th>dia</th>\n",
              "      <th>mes</th>\n",
              "      <th>datahora</th>\n",
              "      <th>casos</th>\n",
              "      <th>casos_novos</th>\n",
              "      <th>casos_pc</th>\n",
              "      <th>casos_mm7d</th>\n",
              "      <th>obitos</th>\n",
              "      <th>...</th>\n",
              "      <th>nome_drs</th>\n",
              "      <th>cod_drs</th>\n",
              "      <th>pop</th>\n",
              "      <th>pop_60</th>\n",
              "      <th>area</th>\n",
              "      <th>map_leg</th>\n",
              "      <th>map_leg_s</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>semana_epidem</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Adamantina</td>\n",
              "      <td>3500105</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>Marília</td>\n",
              "      <td>5</td>\n",
              "      <td>33894</td>\n",
              "      <td>7398</td>\n",
              "      <td>41199</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-21,6820</td>\n",
              "      <td>-51,0737</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Adolfo</td>\n",
              "      <td>3500204</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>São José do Rio Preto</td>\n",
              "      <td>15</td>\n",
              "      <td>3447</td>\n",
              "      <td>761</td>\n",
              "      <td>21106</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-21,2325</td>\n",
              "      <td>-49,6451</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Aguaí</td>\n",
              "      <td>3500303</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>São João da Boa Vista</td>\n",
              "      <td>14</td>\n",
              "      <td>35608</td>\n",
              "      <td>5245</td>\n",
              "      <td>47455</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-22,0572</td>\n",
              "      <td>-46,9735</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Águas da Prata</td>\n",
              "      <td>3500402</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>São João da Boa Vista</td>\n",
              "      <td>14</td>\n",
              "      <td>7797</td>\n",
              "      <td>1729</td>\n",
              "      <td>14267</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-21,9319</td>\n",
              "      <td>-46,7176</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Águas de Lindóia</td>\n",
              "      <td>3500501</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>Campinas</td>\n",
              "      <td>3</td>\n",
              "      <td>18374</td>\n",
              "      <td>3275</td>\n",
              "      <td>6013</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-22,4733</td>\n",
              "      <td>-46,6314</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 26 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         nome_munic  codigo_ibge  dia  mes    datahora  casos  casos_novos  \\\n",
              "0        Adamantina      3500105   25    2  2020-02-25      0            0   \n",
              "1            Adolfo      3500204   25    2  2020-02-25      0            0   \n",
              "2             Aguaí      3500303   25    2  2020-02-25      0            0   \n",
              "3    Águas da Prata      3500402   25    2  2020-02-25      0            0   \n",
              "4  Águas de Lindóia      3500501   25    2  2020-02-25      0            0   \n",
              "\n",
              "               casos_pc         casos_mm7d  obitos  ...  \\\n",
              "0  0,00000000000000e+00  0,000000000000000       0  ...   \n",
              "1  0,00000000000000e+00  0,000000000000000       0  ...   \n",
              "2  0,00000000000000e+00  0,000000000000000       0  ...   \n",
              "3  0,00000000000000e+00  0,000000000000000       0  ...   \n",
              "4  0,00000000000000e+00  0,000000000000000       0  ...   \n",
              "\n",
              "                nome_drs cod_drs    pop pop_60   area  map_leg map_leg_s  \\\n",
              "0                Marília       5  33894   7398  41199        0       8.0   \n",
              "1  São José do Rio Preto      15   3447    761  21106        0       8.0   \n",
              "2  São João da Boa Vista      14  35608   5245  47455        0       8.0   \n",
              "3  São João da Boa Vista      14   7797   1729  14267        0       8.0   \n",
              "4               Campinas       3  18374   3275   6013        0       8.0   \n",
              "\n",
              "   latitude  longitude  semana_epidem  \n",
              "0  -21,6820   -51,0737              9  \n",
              "1  -21,2325   -49,6451              9  \n",
              "2  -22,0572   -46,9735              9  \n",
              "3  -21,9319   -46,7176              9  \n",
              "4  -22,4733   -46,6314              9  \n",
              "\n",
              "[5 rows x 26 columns]"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid = pd.read_csv(fr'{os.path.abspath(os.getcwd())}\\dados_covid_sp.csv', sep=';')\n",
        "covid.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Links da Base de Dados e de outras informações relevantes"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5TL3QXJoyF47"
      },
      "source": [
        "* [BOLETIM COMPLETO](https://www.seade.gov.br/coronavirus/#)\n",
        "\n",
        "* [SEADE](https://www.seade.gov.br/)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Tamanho da Base de Dados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K63eHa4BhTd2",
        "outputId": "d2c56503-3c2d-4562-d053-e5e2fca764e3"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(323000, 26)"
            ]
          },
          "execution_count": 51,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Análise dos tipos de atributos.\n",
        "\n",
        "* object: strings\n",
        "* int64: inteiros\n",
        "* float64: reais\n",
        "* complex: complexos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hVWHi41az70-",
        "outputId": "d8ac9f03-e2f7-46dc-a8fd-84dd4633e65e"
      },
      "outputs": [
        {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>nome_munic</th>\n",
              "      <th>codigo_ibge</th>\n",
              "      <th>dia</th>\n",
              "      <th>mes</th>\n",
              "      <th>datahora</th>\n",
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              "      <th>casos_novos</th>\n",
              "      <th>casos_pc</th>\n",
              "      <th>casos_mm7d</th>\n",
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              "      <th>obitos_novos</th>\n",
              "      <th>obitos_pc</th>\n",
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              "      <th>letalidade</th>\n",
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            "text/plain": [
              "  nome_munic codigo_ibge    dia    mes datahora  casos casos_novos casos_pc  \\\n",
              "0     object       int64  int64  int64   object  int64       int64   object   \n",
              "\n",
              "  casos_mm7d obitos obitos_novos obitos_pc obitos_mm7d letalidade nome_ra  \\\n",
              "0     object  int64        int64    object      object     object  object   \n",
              "\n",
              "  cod_ra nome_drs cod_drs    pop pop_60   area map_leg map_leg_s latitude  \\\n",
              "0  int64   object   int64  int64  int64  int64  object   float64   object   \n",
              "\n",
              "  longitude semana_epidem  \n",
              "0    object         int64  "
            ]
          },
          "execution_count": 52,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "pd.DataFrame(covid.dtypes).transpose()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Substituir as vírgulas por pontos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 672
        },
        "id": "5RG_NNHg6uuH",
        "outputId": "34178c17-cfbe-4675-ba3d-5028c8704918"
      },
      "outputs": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>nome_munic</th>\n",
              "      <th>codigo_ibge</th>\n",
              "      <th>dia</th>\n",
              "      <th>mes</th>\n",
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              "      <th>longitude</th>\n",
              "      <th>semana_epidem</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Adamantina</td>\n",
              "      <td>3500105</td>\n",
              "      <td>25</td>\n",
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              "      <td>2020-02-25</td>\n",
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              "      <td>0,000000000000000000</td>\n",
              "      <td>RA de Presidente Prudente</td>\n",
              "      <td>9</td>\n",
              "      <td>Marília</td>\n",
              "      <td>5</td>\n",
              "      <td>33894</td>\n",
              "      <td>7398</td>\n",
              "      <td>41199</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-21,6820</td>\n",
              "      <td>-51,0737</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Adolfo</td>\n",
              "      <td>3500204</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RA de São José do Rio Preto</td>\n",
              "      <td>14</td>\n",
              "      <td>São José do Rio Preto</td>\n",
              "      <td>15</td>\n",
              "      <td>3447</td>\n",
              "      <td>761</td>\n",
              "      <td>21106</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-21,2325</td>\n",
              "      <td>-49,6451</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Aguaí</td>\n",
              "      <td>3500303</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RA de Campinas</td>\n",
              "      <td>4</td>\n",
              "      <td>São João da Boa Vista</td>\n",
              "      <td>14</td>\n",
              "      <td>35608</td>\n",
              "      <td>5245</td>\n",
              "      <td>47455</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-22,0572</td>\n",
              "      <td>-46,9735</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Águas da Prata</td>\n",
              "      <td>3500402</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RA de Campinas</td>\n",
              "      <td>4</td>\n",
              "      <td>São João da Boa Vista</td>\n",
              "      <td>14</td>\n",
              "      <td>7797</td>\n",
              "      <td>1729</td>\n",
              "      <td>14267</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-21,9319</td>\n",
              "      <td>-46,7176</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Águas de Lindóia</td>\n",
              "      <td>3500501</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.000000000000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0,000000000000000</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RA de Campinas</td>\n",
              "      <td>4</td>\n",
              "      <td>Campinas</td>\n",
              "      <td>3</td>\n",
              "      <td>18374</td>\n",
              "      <td>3275</td>\n",
              "      <td>6013</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-22,4733</td>\n",
              "      <td>-46,6314</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         nome_munic  codigo_ibge  dia  mes    datahora  casos  casos_novos  \\\n",
              "0        Adamantina      3500105   25    2  2020-02-25      0            0   \n",
              "1            Adolfo      3500204   25    2  2020-02-25      0            0   \n",
              "2             Aguaí      3500303   25    2  2020-02-25      0            0   \n",
              "3    Águas da Prata      3500402   25    2  2020-02-25      0            0   \n",
              "4  Águas de Lindóia      3500501   25    2  2020-02-25      0            0   \n",
              "\n",
              "               casos_pc         casos_mm7d  obitos  obitos_novos  \\\n",
              "0  0,00000000000000e+00  0.000000000000000       0             0   \n",
              "1  0,00000000000000e+00  0.000000000000000       0             0   \n",
              "2  0,00000000000000e+00  0.000000000000000       0             0   \n",
              "3  0,00000000000000e+00  0.000000000000000       0             0   \n",
              "4  0,00000000000000e+00  0.000000000000000       0             0   \n",
              "\n",
              "              obitos_pc        obitos_mm7d            letalidade  \\\n",
              "0  0,00000000000000e+00  0,000000000000000  0,000000000000000000   \n",
              "1  0,00000000000000e+00  0,000000000000000  0,000000000000000000   \n",
              "2  0,00000000000000e+00  0,000000000000000  0,000000000000000000   \n",
              "3  0,00000000000000e+00  0,000000000000000  0,000000000000000000   \n",
              "4  0,00000000000000e+00  0,000000000000000  0,000000000000000000   \n",
              "\n",
              "                       nome_ra  cod_ra               nome_drs  cod_drs    pop  \\\n",
              "0    RA de Presidente Prudente       9                Marília        5  33894   \n",
              "1  RA de São José do Rio Preto      14  São José do Rio Preto       15   3447   \n",
              "2               RA de Campinas       4  São João da Boa Vista       14  35608   \n",
              "3               RA de Campinas       4  São João da Boa Vista       14   7797   \n",
              "4               RA de Campinas       4               Campinas        3  18374   \n",
              "\n",
              "   pop_60   area map_leg  map_leg_s  latitude longitude  semana_epidem  \n",
              "0    7398  41199       0        8.0  -21,6820  -51,0737              9  \n",
              "1     761  21106       0        8.0  -21,2325  -49,6451              9  \n",
              "2    5245  47455       0        8.0  -22,0572  -46,9735              9  \n",
              "3    1729  14267       0        8.0  -21,9319  -46,7176              9  \n",
              "4    3275   6013       0        8.0  -22,4733  -46,6314              9  "
            ]
          },
          "execution_count": 53,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid['casos_mm7d'] = covid['casos_mm7d'].str.replace(',', '.')\n",
        "covid.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Transformar String em variável numérica"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "id": "9bKzS48i2af5"
      },
      "outputs": [],
      "source": [
        "covid['casos_mm7d'] = pd.to_numeric(covid['casos_mm7d'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Realizar mesmos tratamentos para os óbitos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "id": "l2c03A6x8J8z"
      },
      "outputs": [],
      "source": [
        "covid['obitos_mm7d'] = covid['obitos_mm7d'].str.replace(',', '.')\n",
        "covid['obitos_mm7d'] = pd.to_numeric(covid['obitos_mm7d'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Verificar novamente os tipos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wYjwogf382tY",
        "outputId": "a33bdfda-a751-4cfe-a6f6-769a53b8c06a"
      },
      "outputs": [
        {
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              "      <th></th>\n",
              "      <th>nome_munic</th>\n",
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              "  nome_munic codigo_ibge    dia    mes datahora  casos casos_novos casos_pc  \\\n",
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              "\n",
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              "  cod_ra nome_drs cod_drs    pop pop_60   area map_leg map_leg_s latitude  \\\n",
              "0  int64   object   int64  int64  int64  int64  object   float64   object   \n",
              "\n",
              "  longitude semana_epidem  \n",
              "0    object         int64  "
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          },
          "execution_count": 56,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "pd.DataFrame(covid.dtypes).transpose()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3lk5kf4eZ_sL"
      },
      "source": [
        "Verificar Valores Missing (NAN)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A24U7d5QYPaV",
        "outputId": "aeead4bc-fb6d-466b-d987-4624abaa4b0b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "nome_munic         0\n",
              "codigo_ibge        0\n",
              "dia                0\n",
              "mes                0\n",
              "datahora           0\n",
              "casos              0\n",
              "casos_novos        0\n",
              "casos_pc           0\n",
              "casos_mm7d         0\n",
              "obitos             0\n",
              "obitos_novos       0\n",
              "obitos_pc          0\n",
              "obitos_mm7d        0\n",
              "letalidade         0\n",
              "nome_ra          500\n",
              "cod_ra             0\n",
              "nome_drs         500\n",
              "cod_drs            0\n",
              "pop                0\n",
              "pop_60             0\n",
              "area               0\n",
              "map_leg          500\n",
              "map_leg_s        500\n",
              "latitude           0\n",
              "longitude          0\n",
              "semana_epidem      0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 59,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pc8MIz-JaJ40",
        "outputId": "e6a7a894-c7a1-44f0-c42c-e0a7d91cee23"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "execution_count": 60,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid['obitos'].isnull().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Substituir valores missing por zero"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "metadata": {
        "id": "DJIkrfhL1A_s"
      },
      "outputs": [],
      "source": [
        "covid2 = covid.fillna(0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Verificar novamente"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KCZJmvyi1Ucj",
        "outputId": "9a3e9529-8c50-4ab9-c7c2-cd378146fcf6"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "nome_munic       0\n",
              "codigo_ibge      0\n",
              "dia              0\n",
              "mes              0\n",
              "datahora         0\n",
              "casos            0\n",
              "casos_novos      0\n",
              "casos_pc         0\n",
              "casos_mm7d       0\n",
              "obitos           0\n",
              "obitos_novos     0\n",
              "obitos_pc        0\n",
              "obitos_mm7d      0\n",
              "letalidade       0\n",
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              "map_leg_s        0\n",
              "latitude         0\n",
              "longitude        0\n",
              "semana_epidem    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 62,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid2.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Kohxr7El1ZjK",
        "outputId": "6ed66e12-bce1-496e-cb12-ce960bf26f05"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(323000, 26)"
            ]
          },
          "execution_count": 63,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid2.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        " EXCLUIR TODOS OS VALORES MISSING"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "id": "y2HKdY9tarXM"
      },
      "outputs": [],
      "source": [
        "covid3 = covid.dropna()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nQW_6XY11lLT",
        "outputId": "725387c2-a3f2-415d-e048-33bbfbb1b487"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(322500, 26)"
            ]
          },
          "execution_count": 65,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid3.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UUfTdGqK3KSf",
        "outputId": "010e4905-e7c1-42fe-adb2-fda15c94c840"
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              "  nome_munic codigo_ibge    dia    mes datahora  casos casos_novos casos_pc  \\\n",
              "0     object       int64  int64  int64   object  int64       int64   object   \n",
              "\n",
              "  casos_mm7d obitos obitos_novos obitos_pc obitos_mm7d letalidade nome_ra  \\\n",
              "0    float64  int64        int64    object     float64     object  object   \n",
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              "  cod_ra nome_drs cod_drs    pop pop_60   area map_leg map_leg_s latitude  \\\n",
              "0  int64   object   int64  int64  int64  int64  object   float64   object   \n",
              "\n",
              "  longitude semana_epidem  \n",
              "0    object         int64  "
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          },
          "execution_count": 66,
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          "output_type": "execute_result"
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      "source": [
        "pd.DataFrame(covid2.dtypes).transpose()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Filtrar Somente pelo munícipio de São Paulo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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        },
        "id": "01tM1zrm404h",
        "outputId": "28833c59-5dc9-4fad-f022-ba52489a8468"
      },
      "outputs": [
        {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>nome_munic</th>\n",
              "      <th>codigo_ibge</th>\n",
              "      <th>dia</th>\n",
              "      <th>mes</th>\n",
              "      <th>datahora</th>\n",
              "      <th>casos</th>\n",
              "      <th>casos_novos</th>\n",
              "      <th>casos_pc</th>\n",
              "      <th>casos_mm7d</th>\n",
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              "      <th>obitos_novos</th>\n",
              "      <th>obitos_pc</th>\n",
              "      <th>obitos_mm7d</th>\n",
              "      <th>letalidade</th>\n",
              "      <th>nome_ra</th>\n",
              "      <th>cod_ra</th>\n",
              "      <th>nome_drs</th>\n",
              "      <th>cod_drs</th>\n",
              "      <th>pop</th>\n",
              "      <th>pop_60</th>\n",
              "      <th>area</th>\n",
              "      <th>map_leg</th>\n",
              "      <th>map_leg_s</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>semana_epidem</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>562</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-25</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8,42484114962012e-03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1207</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>26</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-26</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8,42484114962012e-03</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
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              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>27</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-27</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8,42484114962012e-03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2497</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>28</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-28</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1,68496822992402e-02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
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              "    <tr>\n",
              "      <th>3142</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>29</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-29</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1,68496822992402e-02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     nome_munic  codigo_ibge  dia  mes    datahora  casos  casos_novos  \\\n",
              "562   São Paulo      3550308   25    2  2020-02-25      1            0   \n",
              "1207  São Paulo      3550308   26    2  2020-02-26      1            0   \n",
              "1852  São Paulo      3550308   27    2  2020-02-27      1            0   \n",
              "2497  São Paulo      3550308   28    2  2020-02-28      2            1   \n",
              "3142  São Paulo      3550308   29    2  2020-02-29      2            0   \n",
              "\n",
              "                  casos_pc  casos_mm7d  obitos  obitos_novos  \\\n",
              "562   8,42484114962012e-03         0.0       0             0   \n",
              "1207  8,42484114962012e-03         0.0       0             0   \n",
              "1852  8,42484114962012e-03         0.0       0             0   \n",
              "2497  1,68496822992402e-02         0.0       0             0   \n",
              "3142  1,68496822992402e-02         0.0       0             0   \n",
              "\n",
              "                 obitos_pc  obitos_mm7d            letalidade  \\\n",
              "562   0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "1207  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "1852  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "2497  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "3142  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "\n",
              "              nome_ra  cod_ra          nome_drs  cod_drs       pop   pop_60  \\\n",
              "562   RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "1207  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "1852  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "2497  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "3142  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "\n",
              "        area map_leg  map_leg_s  latitude longitude  semana_epidem  \n",
              "562   152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "1207  152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "1852  152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "2497  152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "3142  152111     <50        7.0  -23,5329  -46,6395              9  "
            ]
          },
          "execution_count": 67,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid_sp = covid2.loc[covid2.nome_munic == 'São Paulo']\n",
        "covid_sp.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iy-6jvup9pgk"
      },
      "source": [
        "## **Média Móvel Casos Novos**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 649
        },
        "id": "7Jer6-ewn1_H",
        "outputId": "56ddac0f-57b0-438e-ccce-135b74aafcc3"
      },
      "outputs": [
        {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>nome_munic</th>\n",
              "      <th>codigo_ibge</th>\n",
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              "      <th>latitude</th>\n",
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              "  <tbody>\n",
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              "      <th>562</th>\n",
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              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
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              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1207</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>26</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-26</td>\n",
              "      <td>1</td>\n",
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              "      <td>8,42484114962012e-03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1852</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>27</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-27</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8,42484114962012e-03</td>\n",
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              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2497</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>28</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-28</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1,68496822992402e-02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3142</th>\n",
              "      <td>São Paulo</td>\n",
              "      <td>3550308</td>\n",
              "      <td>29</td>\n",
              "      <td>2</td>\n",
              "      <td>2020-02-29</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1,68496822992402e-02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0,00000000000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0,000000000000000000</td>\n",
              "      <td>RM de São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>Grande São Paulo</td>\n",
              "      <td>10</td>\n",
              "      <td>11869660</td>\n",
              "      <td>1853286</td>\n",
              "      <td>152111</td>\n",
              "      <td>&lt;50</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-23,5329</td>\n",
              "      <td>-46,6395</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     nome_munic  codigo_ibge  dia  mes    datahora  casos  casos_novos  \\\n",
              "562   São Paulo      3550308   25    2  2020-02-25      1            0   \n",
              "1207  São Paulo      3550308   26    2  2020-02-26      1            0   \n",
              "1852  São Paulo      3550308   27    2  2020-02-27      1            0   \n",
              "2497  São Paulo      3550308   28    2  2020-02-28      2            1   \n",
              "3142  São Paulo      3550308   29    2  2020-02-29      2            0   \n",
              "\n",
              "                  casos_pc  casos_mm7d  obitos  obitos_novos  \\\n",
              "562   8,42484114962012e-03         0.0       0             0   \n",
              "1207  8,42484114962012e-03         0.0       0             0   \n",
              "1852  8,42484114962012e-03         0.0       0             0   \n",
              "2497  1,68496822992402e-02         0.0       0             0   \n",
              "3142  1,68496822992402e-02         0.0       0             0   \n",
              "\n",
              "                 obitos_pc  obitos_mm7d            letalidade  \\\n",
              "562   0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "1207  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "1852  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "2497  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "3142  0,00000000000000e+00          0.0  0,000000000000000000   \n",
              "\n",
              "              nome_ra  cod_ra          nome_drs  cod_drs       pop   pop_60  \\\n",
              "562   RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "1207  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "1852  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "2497  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "3142  RM de São Paulo      10  Grande São Paulo       10  11869660  1853286   \n",
              "\n",
              "        area map_leg  map_leg_s  latitude longitude  semana_epidem  \n",
              "562   152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "1207  152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "1852  152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "2497  152111     <50        7.0  -23,5329  -46,6395              9  \n",
              "3142  152111     <50        7.0  -23,5329  -46,6395              9  "
            ]
          },
          "execution_count": 68,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid_sp.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Jv1XHN0Jo0hq",
        "outputId": "ca7dc33b-f742-4941-94ec-98aedaa53291"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(500, 26)"
            ]
          },
          "execution_count": 69,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid_sp.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Média móvel do Dataframe"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "id": "F6vfzoiweSnd",
        "outputId": "161560f1-e13e-48c6-dae8-55598ff52086"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(covid_sp.casos_mm7d)\n",
        "plt.title('Média Móvel - Casos Novos')\n",
        "plt.grid(False)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sRuI9H7NgJW5",
        "outputId": "839e2caf-5789-44da-fd92-fe39407324b5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "datahora\n",
              "2020-02-25       0\n",
              "2020-02-26       0\n",
              "2020-02-27       0\n",
              "2020-02-28       1\n",
              "2020-02-29       0\n",
              "              ... \n",
              "2021-07-04     706\n",
              "2021-07-05     490\n",
              "2021-07-06    2619\n",
              "2021-07-07    2184\n",
              "2021-07-08    2230\n",
              "Length: 500, dtype: int64"
            ]
          },
          "execution_count": 71,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "serie = pd.Series(covid_sp['casos_novos'].values, index = covid_sp['datahora'])\n",
        "serie"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "id": "713q_7qPhfLW",
        "outputId": "ad4b9245-9d73-4339-b8e1-5983cea8fe66"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "serie.plot();"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "id": "fgBaSTXfhwzH"
      },
      "outputs": [],
      "source": [
        "media_casos = serie.rolling(window=7,center=True)\n",
        "media_casos = media_casos.mean()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "Vk_heAQqh-tG",
        "outputId": "0a394d63-20b5-4afa-ee92-c1314ca73c95"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(media_casos);"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "ukdDvwGWieT6",
        "outputId": "58c69296-4ac3-41d0-b253-7ef4f8a164b6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(serie, label='Série Real')\n",
        "plt.plot(media_casos,color='red', label='Média Móvel 7 dias')\n",
        "plt.legend(loc='best')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3SfsK1lejXkg"
      },
      "source": [
        "## **Média Móvel Óbitos Novos**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Média móvel do Dataframe"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "id": "YYnYZR56jXkh",
        "outputId": "dfe474c7-7dc9-4ffc-c89e-c6c459afee16"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(covid_sp.obitos_mm7d)\n",
        "plt.title('Média Móvel - Óbitos Novos')\n",
        "plt.grid(False)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 77,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_VBd7eBFjXkj",
        "outputId": "78e3e68a-800e-4c05-fabd-53e3fa81daee"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "datahora\n",
              "2020-02-25      0\n",
              "2020-02-26      0\n",
              "2020-02-27      0\n",
              "2020-02-28      0\n",
              "2020-02-29      0\n",
              "             ... \n",
              "2021-07-04      8\n",
              "2021-07-05     14\n",
              "2021-07-06    136\n",
              "2021-07-07     88\n",
              "2021-07-08    119\n",
              "Length: 500, dtype: int64"
            ]
          },
          "execution_count": 77,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "serie = pd.Series(covid_sp['obitos_novos'].values, index = covid_sp['datahora'])\n",
        "serie"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 78,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "id": "ydYJMb8fjXkk",
        "outputId": "93755cfc-701a-45ee-cd71-9adffd03ccaf"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "serie.plot();"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "metadata": {
        "id": "I-6JWlCYjXkk"
      },
      "outputs": [],
      "source": [
        "media_obitos = serie.rolling(window=7, center=True)\n",
        "media_obitos = media_obitos.mean()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 80,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "LP9dbcLRjXkl",
        "outputId": "8ff66846-40d3-47ec-df3b-412e8dfc40ba"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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oExEREZGIqWnrBaAoIyHCIwnoK4/UTJtEEYU2EREREYmYFqcbiwGpcfZIDwVQeaREJ4U2EREREYmYZqeL9IQYLBYj0kMBtE+bRCeFNhERERGJmOYuNxkJsZEeRp9YzbRJFFJoExEREZGIaXa6SU+IifQw+oTWtGmmTaKJQpuIiIiIREyL001GYvSEthirBcPQTJtEF4U2EREREYmYpi4XGVE002YYBg6bVaFNoopCm4iIiIhEhNvrp7PXS0Zi9Kxpg0CJpPZpk2ii0CYiIiIiEdHidANE1Zo2CLT910ybRBOFNhERERGJiGanC4DMKFrTBoG2/71qRCJRRKFNRERERCKiuSs00xZt5ZFWXJppkyii0CYiIiIiEREqj4ym7pEQ2KtNM20STRTaRERERCQimroC5ZHR1D0SwGGznHZN24v76vjxSyWjOCKZ6BTaRERERCQiWpxubBaDZIc90kMZYLDyyD+9VcF3nzuAaZp859kDPLSxHIBNR5r40t93R2KYMoHYIj0AEREREZmYmrvcpCXEYLEYkR7KAIO1/H9oYzllTU4yEmI42twNgMfn5+UDDTy2pZKvv3seDrs1EsOVCUAzbSIiIiISEc1Od9SVRkKw5b/3+ExbfUcvZU1OAL7z7MG+423dHlq7A+vy2ns8oztImVAU2kREREQkIpqdrqhrQgLgsA3cp+2tsmYArl2YC0B2UqDbZVu3uy+0hT6KhIPKI0VEREQkIpq6XCwpSIv0ME4SGyyPrGzpxmIxeKushaRYG9+7cSGZibHMnpTEl57YQ2u3h9ZgB8y2bs20SfgotImIiIjIqNt6tIXKlh5uX10U6aGcxGG34vL6uPOR7dS09WCzGqycmk5irI2vv3see6vbgcDsWkt3KLRppk3C54zlkYZhPGQYRoNhGHv7Hfu6YRjVhmHsDP53Tb/H7jEM44hhGIcMw7gyXAMXERERkbHrhy+WkJkYy7+dVxjpoZwk0PLfz76adpqdbuo7XKwqzuh7PDU+0O2yvdtDmzMww6aZNgmnoaxpexi4apDjPzZNc3Hwv2cBDMOYC9wKzAs+51eGYaiNjoiIiIj0eausmc1lzdy1bhrxMdFX+BUb7ALpN+Geq2dz4YxMrgmuZwNIjQ+sw2vo7KXT5QWgTY1IJIzO+LfENM03DMMoGuL1rgceM03TBZQbhnEEWAlsPvshioiIiMh4sv1YKwA3Ly+I8EgGF2rdb7UYfHD1FD6xdtqAxxNirNitBuVN3X3H1IhEwulcukd+2jCM3cHyydAK0slAZb9zqoLHTmIYxh2GYWw1DGNrY2PjOQxDRERERMYSp8uL1WKQEBOdBVkOe+At8vy85EFnAg3DIDU+hrKmrr5j7SqPlDA629D2a2AasBioBX4YPD7YzojmYBcwTfMB0zSXm6a5PCsr6yyHISIiIiJjTVevl8RYG4YRXZtqhzhsgTC5vCj9lOekxdspa3T2fa01bRJOZxXaTNOsN03TZ5qmH/gNgRJICMys9Z/nzgdqzm2IIiIiIjKedLl8JMZG31q2kNjgTNuK04S21PiYvg21kx02lUdKWJ1VaDMMI7ffl+8BQp0lnwZuNQwj1jCMqcAM4J1zG6KIiIiIjCdOl5eE2OgsjQRYOTWdW5bnc+GMzFOekxpn7/t8alZiX4ATCYcz3uIwDONR4GIg0zCMKuBrwMWGYSwmUPp4FPgEgGma+wzDeBzYD3iBu0zT9A1yWRERERGZoJxuLwlRPNOWneTgBzctOu05acEOkgBTM+J5q6wl3MOSCWwo3SNvG+Twg6c5/9vAt89lUCIiIiIyfnW5vFFdHjkUqQmBmbbEWBvZyQ6VR0pYnUv3SBERERGRYXO6vCRE4f5swxGaaUtLsJMSZ8fl9dPrUYGZhIdCm4iIiIiMKqfLF9XlkUORFm8PfowhNfi5OkhKuCi0iYiIiMioCpRHRm8jkqFIDc20xcf0zbqpRFLCRaFNREREREaNaZrB7pFje6Yt1D0yLd7e97lm2iRcFNpEREREZNS4vH68fnPMh7a0hJi+jynB8sj2Hs20SXgotImIiIjIqHG6vABjv3tkMKilDyiP1EybhIdCm4iIiIiMmq5xEtoyE2L56AVTuWLeJDUikbAb239bRERERGRMCYW2sV4eabEYfOXauUBgnV6szUJzlyvCo5LxSjNtIiIiIjJqnK7AXmZjfaatP8MwKEiP51hLd6SHIuOUQpuIiIiIjBpn30zb2G75f6KiDIU2CR+FNhEREREZNeNlTduJCtMTONrsxDTNSA9FxiGFNhEREREZNc5xsqbtREWZ8fR6/DR0al2bjDyFNhEREREZNeOlEcmJpmQkAFDRrBJJGXkKbSIiIiIyakKNSBJixt+aNoCjzc4Ij0TGI4U2ERERERk1TrcXh92CzTq+3obmpcZhtRhUKLRJGIyvvy0iIiIiEtW6XN5x14QEwG61kJ8Wp/JICQuFNhEREREZNU6Xd9ytZwuZkpGg0CZhodAmIiIiIqOmq3d8zrQBTEmPV9t/CQuFNhEREREZNV3jeKZtamYCnb1eGtX2X0aYQpuIiIiIjBqne/zOtC0vSgPgrfKWCI9ExhuFNhEREREZNU6Xb9zOtM3LSyHJYWNzaVOkhyLjjEKbiIiIiIyaQPfI8bVHW4jVYrCqOINNpc2RHoqMMwptIiIiIjJqnC4vCTHjc6YNYM20DCqauylt7GJvdXukhyPjhEKbiIiIiIwKn9+k2+0j0TGeQ1smADf88k2u/flGShu7zuo66kAp/Sm0iYiIiMio6Oz1AJASZ4/wSMJnZk4iuSkOPD4/AOWNzmFfo73Hw5U/eYMfv1Qy0sOTMUqhTURERERGRXtPILQlO8ZvaDMMg79/ag3P/r8LAahqHd5m26Zp8qW/76akvotH3zmGz68ZN1FoExEREZFR0tHjBSB5HM+0AeSlxjE1M4E4u5Wq1p5hPfefu2t5bm8dq4szaOh08Y62DxAU2kRERERklIRm2sZzeWSIYRhMTosbdmh77VADmYkx/Pb25cTZrTyzuyZMI5SxRKFNREREREZFR3BNW3Lc+G1E0l9+WhxVbcMrj9xW0cqyKWkkxNq4bG4Oz+2p7VsfJxOXQpuIiIiIjIqJNNMGwdA2jJm2xk4XFc3dLJuSBsBlc7Jp7fZwpOHsOlDK+KHQJiIiIiKjYiI0IukvPy2etm5PX9fMM9lW0QrQF9oK0+MBqGkbXomljD8KbSIiIiISFl6fnx63r+/rjh4PNotBfIw1gqMaPflpcQBUDzF0batoIcZqYf7kFAAmpwaer9AmCm0iIiIiEhb3vniI9/zqzb6v23s8JMfZMQwjgqMaPflpgZmyqpahhrZWFuSnEGsLhNrMxFjsVoPqtt6wjVHGBoU2EREREQmLw/VdHKzrpNXpBqCj1zth1rPB8Zm2oezV5vL62Fvd0VcaCWCxGOSmxGmmTRTaRERERCQ8mrpcAOyr6QCCM22OidE5EiAjIQaH3TKkZiQldV24fX4W5acOOJ6X6lBoE4U2EREREQmPps5AaNtT3Q4E1rSN9421+zMMg8mpcVS0nHmmbXd1GwALguvZQvJSNdMmCm0iIiIiEgamadLUFSiL3FszMUMbwML8VLZXtGKa5mnP21vdTkqcnYL0uAHH81PjqOvoxau92iY0hTYRERERGXEdvV7cwaCxLzTT1uuZUGvaAFZPy6DZ6aak/uS91tq7PdzwyzdZX9LI7qp2FkxOOalJS15qHH4T6oOzljIxKbSJiIiIyIgLrWebkZ3I0eZuOno9wTVtEyu0rZmWAcCm0qaTHvvl60fYWdnG9547SEl9JwvyU046J09t/wWFNhEREREJg9B6trUzswDYdrQVj88kOW7iNCKBQNv/wvR4Npc2Dzhe2dLNw28eJS/FwYHaDjw+86T1bDDxQtvh+k78/tOXkk5ECm0iIiIiMuJC69nWzc4GYMPhwEzTRCuPBFhdnMFbZc34+oWR32wowzDgzx9fRWZiDHByExIIdI+EoW/QPZbtrGzj8h+/wSsHGyI9lKij0CYiIiIiI67ZGZhpm5mTRGF6PK8fCrwRn2jlkQBrpmfQ0evlQG1H37EtR1tZVZxBUWYCn71sJsumpPXt69ZffIyNtHj7uJ1pc7q8vLivDq/Pzz92VANQ2njy+r+JTqFNREREREaE23u8w2FTpwuLAekJMSyfkkZZkxOYmDNtc3OTATjSEAgj3W4vh+o6WFSQCsAHV03h759ac1ITkpAZ2UmsL2mk1+MblfGOljePNHHZj9Zzxx+38cCGMp7dUwtA9RD2tZtoFNpERERE5JztrGxj/tdeYMvRFgAau9ykJ8RgtRgsK0rrO2+itfwHKEiPB6CiObBf297qDvwmLC44uRxyMJ+9bAaVLT385o0y9la3UzmEfd/Ggq/8Yy8xNgsritL44YslNATXQY7XWcVzodAmIiIiIufsL1sqcfv8/PK1I0Cge2RmYiwAy6YcD20TcabNYbeSm+KgoiUw27irsg0I7OE2FOdPz+Tq+ZP44UslXPvzjXz8D1vDNNLR09nroazJyU1L87n3pkVYDYM4u5Xzp2dMiPV7wzWx2veIjBMNnb1c9ZMNTM9O5ENrirhmQW6khyQiIhOYy+vjX7trSIix8vqhRg7VdQ4IbTOzk0iKtdHp8pLsmJhvPwvT4zkWnGnbWdVGflpc389nKL563VxibRZ6PD5e2FdPTVsPealxdLm8fOz3WzBNuGR2Np9YOy1c38KI2l8TWN83f3IKRZkJfOs983F5fBxp6GJ3VXWERxd9NNMmMgZtLm2mxemmqqWbOx/ZzgNvlEZ6SCIiMoG9fqiRjl4v33nvAuLsVu5fXxoMbYGuiBaLwZLgbNtELI8EmJIRz9FgaNtV2da3nm2oclPi+MmtS/j8FbMAWF/SCMA/dlTzVlkLTV0uvvvcQfbVtI/ouMNlXzC0zZscWO93y/ICPri6iMlpcXT2euno9URyeFFHoU3kLDzydgU3/nrTgAXXo2nL0RYSY228+p8X866FuXzn2YM8+s4x2ns8XPvzDfxtW1VExiUiIhPT0ztryEyM4V0LcvnAqkL+sbOa2rbeATNJ716Ux+riDOzWifn2c0pGAk1dLo41d1PV2sPiIZZGnmhGdiJ5KQ7WH2rENE3+9FYF8/KSeeLO84mPsfK7N4+O6LjDZW9NO1lJsWQnOQYcn2j70g3VxPxbI3KOXtpfz7aKVh7fWhmR199S3srSKWk47FZ++r7FXDgjk28+s5//eGwHe6s7eO2Q9jcREZHRs6+mnfOKM7BZLdy1bjqJsTa8fpPMpOOh7aZl+Tx6x6oIjjKyCoPNSB55uwKAlVPTz+o6hmGwdlY2bx5pYnNZMwfrOvnAqimkxNm5cWk+T++soTHY0COa7avuYH5e8knHJwdDmzpIDqTQJnIWQnXYv3j1SF/73br2Xu5fX8oX/rqLbrc3bK/d3u3hUH0nK4OduGxWCz+4aSF2q8FrhxqJsVkoqesM2+uLiIj0Z5omte29fW+2U+NjuGvddIBhrdka76ZkBELbn985RnZS7KAbaQ/V2plZdLq8/Ntv3ibJYeP6xXkAfOj8Itw+Pw+9WT4iYw6XXo+PI41dzMs7+WfQF9o00zbAxFwJKnIOmrpcNHS6uHR2Nq8cbODdv9hIekIMb5e3YJqBcyalOPpqzkfCy/vrsVkNLp6VzbZjgVbKy4uO36HLTYnjp7ct4cV9dSQ77Dy4sRyX10eszTpiYxARERlMa7cHl9dPbsrxMrcPnV+E129y6ezsCI4sukxJTwCgs9fLtQvzsFgG35NtKNbNzuKuddNw2KxcMieb+JjAW/ppWYm8Z8lkHtxQzq0rCpiSkcDuqjbuf6OMH92yKGreFxys68TnN5k/+eSZtszEWGKsFo41d/PAG6VcMXcSRZkJERhldNFMm8gwHagNzLJ99IKpfOuG+WQlxdLidPOZddN59fNruX5xHve/UdbXIepcmabJl/+xh88/votej48tR1uxWw0WnVALv25WNt9970Lm5iXj9ZuUBzcxFRERCafQ2qP+oS3WZuWuddNJS4iJ1LCiTkq8ndT4QBOWy+eeW5iNtVn5wpWz+cylM06arfrS1bOxWw2+8cx+etw+Pvf4Lv61u5bShuh5XxBqljLYTJvFYpCb6uCRt4/xnWcPcvvv3qGt2z3aQ4w6Cm0iwxQqjZyTm8wHVk3hkY+t4sW71/K5K2ZRnJXIPVfPwWYx+OFLh0bk9Uobu6jvcNHsdPPI28f469Yqlk9JJy5m8LtlsyYlAXBIJZIiIjIK6tp7AZiUEhfhkUS/KenxxNmtrJmWGbbXyEl2cPflM3n1YAMX3/caRxq6AKhtj55yw73VHaTE2clPG/zPzOTUOHo8PlYWpVPb1stnH9s5ugOMQgptIsO0v7aDvBTHKe8eTkpxcMvyAp7bU0er89zvDG083BS4brKD//3nflq73Xz5XXNOeX5xZiI2i0FJvUKbiIiEXygM5KU4znCmvH/VFO6+fAYOe3jLFD96wVR+ePMiOnu9XDgjEBBrg+E6GuyraWdeXjKGMXiJ6KxJSeSmOLj/g8v41MXTWF/SOCLvqcYyhTaRYdpf08HcQbod9XfrygLcPj9P7Dj3zSE3HmlmSkY8/+/SGUDgF/H80yxejrFZmJqZwKG6rnN+bRERkTOpae/FZjHIUNORM7pleQF3XBT+za8Nw+DGZfm88+XLeOhDK7BZjKiZafP4/Bys62Tead5LffmaObz8ubWkJcSwPNh4bX9wecpEpdAmMgy9Hh+ljV3MzT19aJs9KZnFBan8ZcsxzFB3krPg9fl5q6yZ86dncvPyfH548yI+d/nMMz5v5qQkzbSJiMioqGvvJSfZgfUcGmtIeCTG2rBbLeQkO6hti46ZtiMNXbi9/tPegLZZLSTEBpqrhNa9jZVNw8PljKHNMIyHDMNoMAxjb79j6YZhvGQYxuHgx7R+j91jGMYRwzAOGYZxZbgGLhIJW4624DdhcWHqGc9934oCSuq72FN99r9kthxtpcvl5YLpmditFm5clj+kkopZOUkca+nWwl0REQm7mraeAU1IJPrkpjioOc1M279217LuvtfZVtEa9rHsrT51E5LBpCfEkJviYF+NZtrO5GHgqhOOfQl4xTTNGcArwa8xDGMucCswL/icXxmGER29RUVGwPpDjcRYLawqzjjjuVfNm4TFgJcPnN1G1y6vj68/vY/spNi+evShunROoCtVpDb/FhGRiaOuo5fcVDUhiWa5qXED1rT9c3cNH/jt21z2o/Wsvfc17vrzdsqbnH3r6MNpX00HcXYrU4fRxn9eXrJC25lOME3zDaDlhMPXA78Pfv574IZ+xx8zTdNlmmY5cARYOTJDFYm810saOa84vW8/lNNJS4hh2ZQ0XjlQP+zX8fr8fOufBzhU38n3b1pIksM+rOfPy0th5dR0fr+pAp//7MszRURETie0sbZm2qJbXoqD2vZeTNOk1enmi3/bTUWLk+lZiSzMT+ULV84iN8VBeVP418Pvrmpjbl7ysMpp5+alUNbYRY/bF8aRRbez3Vw7xzTNWgDTNGsNwwhtNjEZeKvfeVXBYyJjxg9fPMQb/e40XTN/Ep9YO42q1m6ONHRx64qCIV/rktk5fP/5g9S295A7xFbIVa3dfPwP2zhQ28GH1hSxbtbZ7eXykfOL+OSftvPS/nqumj/prK4hIiJyOi1ON+4TNtaW6JOb4sDt9dPsdPOntyrodvv4x+0rmJmT1HfO5tJmyoN7zNZ39JKeEIPdOnLtL0zT5McvlbD9WBt3X3bm9fn9zctLxm/CwboOlhSmnfkJ49BINyIZLDIPepvfMIw7DMPYahjG1sbGxhEehsjZqe/o5Vevl9Lj9pIaZ6ep08VvNpRjmiavHwr8Ob14GCHqsmCZ4ivDKJG8f30ZZY1d/Pr9S/nadXOH9w30c/ncSWQmxvLivrqzvoaIiMjphEruFNqiW6h8tbShi4c3HeWyOTkDAhtAUWY85Y1ddPR6WHff6/z57WMjOobn99bxs1ePcMvyfD59yfRhPTfUaXJ31cRtRnK2oa3eMIxcgODH0DvSKqD/NEQ+UDPYBUzTfMA0zeWmaS7Pyso6y2GIjKy/bavC5zf5zb8v5/cfWcknL55GU5eLqtYe1pc0kp8Wx7SsoddgT89OpDA9nlcPDi20eXx+/rm7hsvn5nD1gtxT7l8yFFaLwdTMeKrboqPFr4iIjD+12lh7TMgL/v/50UsltHV7+NTFJ287MDUzkY5eL68cqKfb7WP/CK8hO1DXiWHAt9+zYNidRienxjF7UhI/f/UIDZ3R0QVztJ1taHsauD34+e3AU/2O32oYRqxhGFOBGcA75zZEkdHh95s8tuUYa6ZlMCUjEMyWBrtEvlXWzKYjTaydmTWsIGUYBpfOyebNI02nrcM+0tDJr18v5ZUD9bR2e7hh8chUFeelxp22W5SIiMi5CL2Bzk7SHm3RLDc1MBP6dnkL501NZ9mUk0sMp2bGA4Eb2ABHm50jOobmLhdp8WdXcmkYBj+7bQlOl5fbH9rCPU/sYevRE1tujG9Dafn/KLAZmGUYRpVhGB8FvgdcbhjGYeDy4NeYprkPeBzYDzwP3GWa5sRdMShjylvlzVS29PC+fmvWZuUkER9j5bcbynG6fcMqjQy5dHYOLq+fjUcG78jk85t85tGdfP/5g3zm0R2kxdu5aObIzD7npsRR196LX81IREQkDJo6A1vLZCTGRHgkcjrp8THEBMPSYLNsEJhpA9hU2gwMP7R1u73c/tA7HGkYfJ/Ypi4Xmefw52RmThL33ryQjh4PT++s5kO/28LhCbQn7VC6R95mmmauaZp20zTzTdN80DTNZtM0LzVNc0bwY0u/879tmuY00zRnmab5XHiHLzJyNh5uwmYxuHxuTt8xm9XCwvwUDtV3EmO1sGbamVv9n2jl1HSSYm28enDwLpJ/fucYB2o7uG1lAYZh8N6l+cTYRma5aV6qA4/PpMnpGpHriYiI9NfU5SLZYSPWph2eopnFYpCfHsfc3GTWnuLGcH5aHDaLgWmCzWJQ3+Gi2+0d8muUNjhZX9LI5rLBZ8CautxkJp7bjOy1C/N480uX8NLn1uKwW/nYH7ZOmI6SI92IRGTM2lbRyry85JPa+S8NdilaMTWNhNjhN1yNsVm4aGYWrxxoOGnGy+X18cMXD7G6OIPvvGcBb91zKV+6evbZfxMnCNWw17RNzPpvEREJr2ani0yVRo4Jv7htKfd/cNkpl3nYrRYK0gMlkpfMDlQWVQS7SQ5FU1fgBnFLl/uUj59raAvJS43jBzctoKK5m/UlE6OhoUKbRNTjWyrZdIqywdHk8fnZVdXGsinpJz0WCm2nujM1FJfMzqah08We6oFdj/bXdNDW7eGDq6dgGMaIt9cN1bDXqhmJiIiEQVPnuc+eyOiYm5fcF8pOJbTh9Y3L8gGoGEaJZF9oO0V1T1PnyIU2gAtnZJHssPHyWeyHOxYptElE/eCFQ9z/Rlmkh8H+mg56Pf5BF+ZeMCOTT6wt5qZlQ9+f7USXzckhxmrhHzurBxzfcawNOB4MR1rfTFu7ZtpERGTkNXW5yFJoGzfOn57J0sJUVgeXg5Q3DX2mrdnpHvCxvx63D6fbR2bSyK19tFstrJudzasHG/BNgLX7Cm0SMX6/SYvTxZGGrkgPha0VrQAsLzo5PDnsVu65eg7pCWf/iyYl3s7lc3N4amcNbq+/7/jOyjYmJTuYFKb9bVLj7TjsFmo00yYiImHQeI7NJSS6fPSCqTxx5/kkO+xkJMQMa6atuW+m7eTQFpqFG+lZ2cvn5tDidLPjWOuIXjcaKbRJxLR2u/GbUN3Wg9M19IWuI800TbYebWFyahw5yeHbHPSmZfm0ON28duj4nm07KltZEtxWIBwMwyAvNY5atf0XEZER1uvx0dnrVXnkOFWUmUB503BCWyCsDRbaGoOhbaRnZS+amYXdavDS/vFfIqnQJhHT1G+halnjyO4FMlSvHKhn0Tde5Lm9dawYZJZtJF04I5OspFgefvMobq+fpi4XlS09LC5IDevr5qXEqRGJiIiMuFAZnBqRjE9TMuKH1YgkFMwGK49s6gzPTFuyw87C/FR2VLaN6HWjkUKbRExoGh3gSOPo77Ph85t8618HyEyM5X/eNYcvXjVyXRsHY7Na+PS66Wwua+ZDv3uHZ3bVALAkTOvZQnJTHCqPFBGREReuN+ISHQrT46nr6B2wrCNksP1fQzNtrU73SY+HbtSHYz+/GdmJlEbBUptwG37/cpER0tgvtB2uH/2/bP/aU0t5k5Nfv38pVy/IHZXXvH1NEYmxNu55Yg+bSpuxWgwWTE4J62vmpcbR2OXC7fWP2P5vIiIix9cpaU3beJQWH/j/2tHrITMxll6Pj//86y7WlzTi9Zm8ePdFA7pRNge7Rnr9Jh29HlLjj/+5CN2oD0dom5aVyGPOSlqdbtLOof9AtNM7OImY0F2XzMSYiDQj+dVrR5ienciV8yaN6uveuCyfjf+1ji9fM4evXTeXuJjwbkial+rANOFov8XElS3dVLYMveThbPn8Ju3dnrC/joiIjL7mvn/HNdM2HqXE2QFo6/bg85vc/Zed/HN3LZfMzqbH4+ONw8f3RzNNk+YuN3nBxmonlkiGcxP26dmJAJQ2ju/ZNoU2iZjmLhc2i8HSwjSOjPJftKYuFwfrOnnf8gIslsE3mQyn7GQHH7+omH9fXRT217poZhYOu4WfvFyCaZr8YfNRLv3Rej71yLZTPsfp8vLE9ip+9sphvL6TyyKG6uFNR1n13Vc4OoyFzCIiMjY0hqkjoESHlPhAaGvv8fDP3TU8t7eO/3nXHH7yvsXkJMfyVllL37kdPV68fpMZOUnAyc1ImrrcYVv7OC0rENqioRt5OCm0ScQ0dbnISIxhZk4SFc3dg9ZMnwuvz3/KfTtK6gNr6GbnJo3oa0aj3JQ47rp4Os/uqePan2/kq0/tI85u5UBtJ70e30nnd/R6uOxH6/nc47v40UslfPvZA4Ne1+PznzHQrS9ppMfj46tP78M0x/8eKiIiE0lTl4uEGGvYK0YkMkIzbR09nr7qnA+unoJhGKwqzuDtsua+f9tDAX5mTiBANXcNDG2BrSHCE9omp8URa7Nopk0kXJq63GQkxDIjJxGf32TL0ZYzP2kY7n58Fx/7/ZZBHwutoZuZM/5DG8DHLyqmKCOe6rYevvveBXznPQvw+c2+8NrfQxvLqW3v5bf/vpyPnD+V3715lKeCm4Ifaeikuq0H0zT5yMNbuOOPp56t8/r8bDvaQlZSLG+UNPL83rqwfX8iIjL6wjl7IpEXCm3tPR5anB4SY4+XN64qzqCh09W3JUBozdqpZ9rCtwm71WIwNTNBM20i4dLc5SIzKZbL5+YwOTWOrz29D5f35JmfoSpt7OKmX2/i60/vo8vl5YW9dbxT3jJoh6OS+k6SHTayJ8g/Ng67lac+fQEb/+sSbltZyPzJyQDsq+kYcF6r082DG8q5at4kLpubw39fM5vZk5L4w+YK/H6TDz74Drc98BYv7Ktjw+EmNhxupNs9+B57+2s7cLp9fPmaOczJTeYbz+ynK4L78YmIyMhq6gzf7IlE3vE1bW5au92kJdj7HltVnAHQVyIZWsM2sy+0HW82Z5omjZ3h3YR9enbiqC+1GW0KbRIxTV1uMhNjiI+x8a33zOdIQxcPrC8b9nW8Pj8Pbiznup9vZGtFK4+8XcHftlbi9vlxun1UtZ7c7r6kvpOZOUkYxuivZ4uUlDg7ibGBhrEFafEkxdrYV9M+4JyHNx2ly+3l7stnAoFtCq6en8v2Y628uL+e2vZejrV08+k/7yDGZsHjM3mnPPALu76jl+8+e4BndtXg8x8/vnpaBt+6YT51Hb387JXDo/gdi4hIOAVK3sZvt76J7vhMm5cWp5v0ft0gizLig+vamoHjM215qQ4SYqwDGpEcrOuks9fL7NzksI11WlYiVa09gy77GC8U2iQiTNMcUN+8blY2F87I5MlgGd5wfOwPW/nff+5neVE6f/7YeXh8Jt997iCh/iIH6gbOJpmmSUl9V98U/kRksRjMyUseMNNmmiZ/317FBdMzmTXp+M/msrnZmCZ8/el9xFgtvP+8Qrx+ky9fM4cYm4U3jzSxqbSJq3+6gfvfKOMzj+7gmp9u4JndtcFf6g6WTUnj1hUFPLixnLp2bfQtIjLWbT/WypGGLhbmp0Z6KBImdquFhBgr7T2e4Ezb8dBmGAYL81PZXxt4HxHqCJ4eH0N6YsyA8sgX9tVhGHDZnJywjXV6diKmOb6bkSi0SUR0uby4vf4Bd+jWTMukrNE5YNPtM2no7OX1Q418Ym0xv//wCtZMz+T86Rm4vH6uXZiHYcChuoHrtho7XbT3ePoWy05U8/KSOVjbic9v4vebbKtopaq1hxsWTx5w3tzcZPJSHNR19HLRzEy+/u55PPrxVXxw1RSWT0njxf313PXIdtLi7bx490X84t+W0NLtZldlGyunpvdd5yMXTMXnN3n1YEPfsY5eD06VTIqIjCmmafKdfx0gKymWD60pivRwJIxS4uzBNW0DZ9og0HTkaJMTt9dPs9NFWrwdm9VCRkLsCaGtnuVT0sgK45KUJYWpALxdPrL9EaKJQptERNMge7usKEoDYGtF65Cvs+lIYFr+2gV5faWOoTb6Ny/PZ0p6PAdPmGkrmWBNSE5lXl4KPR4fl/zwddbe9xq/fO0IDruFK+cP3LfOMAwumxu4O3bNglzsVgurp2VgsRicPz2TiuZuut0+7v/gMmbmJHHtwjye++yFfGhNER9aM7XvOjOyE5mcGtcX2nx+k1v+bzNX/PiNYQV1ERGJrNdLGtla0crdl80kIVh2L+NTSnwM7T3uQTeunpGdhNdvUtHspL7jePVURkJMX/fIypZuDtR2hH1P3Py0eIqzEtjQb++48UahTSIi9CY9o19oW5CfQozNwpZh3CXZeKSJ1Hg7c/OO10lfOW8SL919ERfOyGL2pMBsUn97g+u4ZkzwmbZlU9KwGIHyh16Pn9cONXLF3El96976u21lIetmZXH53IGlDetmZQPwpatnMz37eAjOTIzl6++eN+D/i2EYXDI7mzePNNHr8fHMrhoO1nVS097Dp/60fcS3fBARkfDYUdGKxYCbluVHeigSZilxNho7XTjdPtJPCG2hTa1L6rvYVdnW929+ToqDI41d3L++lK88tRcg7KEN4KIZWbxV1nxOTe2imW6PSEQ09W3IefwXQKzNyuL8VLYMcabNNE3ePNLEmmkZWE/YIDu0Xm12bhIv7K9jZ2UbuyrbqGrt5qE3jzI3NzlsrWfHiqmZCWy+51KyEmOp6+jlB88f5BNrpw167pzcZH734ZUnHZ+bl8zmey4hNyVuSK95yZxs/vhWBa8ebOAnL5cwJzeZD68p4ot/382Gw41cGsZ6dxERGRmVrT3kpsQRY9O9//EuJc7O/uD697QTyiOnZSViGPDqwQYaOl0sLwosifjMJdM51tzNd587SEKMlS9cOYuC9Piwj/XCGZk8vOko2462smZ6Zthfb7QptElEDFYeCbC8KI0H3iij2+0lPub0fzzLmpzUtvfymelZpzxn9qRkTBNu+OWbfcfevSiPb71n/oTqHHkqOckOAPJS4/jJrUvO6hpDDWwAq4szcNgt3PnIdgAevH05y6ak8cW/07fXi4iIRLfKlm7y04b+u1/GrpQ4Ox29gbXn6f1a/gPExVgpSIvnn7trgOPLXHJT4vjjR1eyp7qdgrT4k8oqw2VVcQZ2q8Ebh5sU2kRGSmtwgeqJd21WFWfwq9dLuenXm/nCVbP6yu8GE2ozu2ZaxinPWTolldwUB5fOyebOi6eTEGvra2Ero89ht/LNd8+nosXJRTOyOK84A9M0SXLYONbSHenhiYjIEFS2dnPhjFPfMJXxI7Xf+7QT37NBoBnJsZZukh02ZvZbJhHqLjmaEmJtrJyazt+2VfHRC6aesvHJc3tq+eu2Ku67edFJJZ/RTPPaEhGt3R4SYqwnlVZcOCOTb90wn45eD1/5x97TXqOs0Umc3cqUjFNPuWcnOdh8z6V864YF5KXGKbBFgVtWFPCFK2dzXnBjTsMwmJIRT0Vz9IQ20zx5Q3YREYFej4/6DhcFaeEvd5PI6/++abCAE1rPvrwoHYsl8hVMX7l2Lp29Hv7jLzt4p7yF371ZzgcffJvdVW195/xzdy27q9pJHWPvCRXaJCLaut0D7t6EGIbBB1ZN4baVhVS19tB1mnbwFc1OpmTEq8xxHChMj6cyCmbaGjp6ufn/NvHZx3ZGeigiIlGlrr2XF/fVUd3WA0BBusojJ4LkM4S2GcFmJMuDpZGRNntSMt+8fh5vHmnmlvs3841n9rOptJl7XzgEBG46vH6ogcvn5kRFyBwOlUdKRLR2u0mNP/UdjlA7/sP1nSwpHPwXwdHmbqZlJYRlfDK6CtMTeGl/PT6/eVJTmdHS1OXihl++SU17L4mxnfj95pj7hS4iEi73vnCIv28PlJQBo9JYQiIvNBtlGAxarbSiKJ2spFgunR09jcTet6KQ+ZNTaHV6mJTi4IV9ddz7wiH21bRT196L0+3jqvnh72Y50jTTJhHR2u0ZtDY6ZFYwtJXUdw76uN9vcqylm6IMhbbxYEpGPB6fSV1Hb8TG8OrBBmrae7lxaT5dLi9VrT0RG4uISDRxe/28tL8OgMfeOQag8sgJIhTUUuICG2efqDAjni1fvoxZk6Jr79t5eSlcMCOT6dmJfOC8KSTEWPnpy4d5elcNSQ4bq4tP3Q8hWim0SUS0nWGmLT8tjji7lUN1XYM+XtfRi9vrp/A069lk7CgM3rGtaI5cB8ldlW0kOWx8YFUhAPtr2yM2FhGRaPJmaVNfB8GtFa3EWC1kn6LJg4wvodCWfpob7dEuJd7ORy6Yyov763lqZw2XzM4ek9tVjL0Ry7hwppk2i8VgRk7iKWfajgbf3GumbXwIhbZjEWxGsquqjUX5qczJTcZi0LcvjYjIRPfs7lqSYm1cFdwgeXJanMrHJ4jQDfbRatsfLp+7fCZ//eRqPn7hVO68eHqkh3NWFNpk1Pn8Jh29HtJOM9MGgXVth04R2kKdBk/XOVLGjtwUBzaLEZG2/6Zp0uvxcbC2k0UFKTjsVqZlJbK/VqFNRMTj8/Pi/noun5vDpXMC2/Boj7aJIzTTdrob7WOBYRisKErny++aG3WlnEOl0Cajrr3Hg2kyaPfI/mblJNHY6aIluKdbf0ebncRYLcPa2Fmil81qIT8tjopRDm1vlzWz+Jsv8cT2arx+k0XBPWXm5iX3zbS1ON3822/eYuvRllEdm4hINHijpJH2Hg/vWpjbtzebmpBMHEmOYHlkwthqjz8eKbTJqGvtDm6sfYZfADMnnboZybHmbvLT4yLWaVBGXkF6/KiXR26taKW9x8PXn94HwOKCVADm5iZT095Lq9PN//xjD5tKm3l2T92ojk1EJBo8uaOatHg7F83MYlKKg69dN5cPnDcl0sOSUWK1GKwsSj9lJ28ZPWr5L6OuLRjazjTTNjc3GYAdx9pYdUKXn6PN6hw53hRnJvD37dWYpjlqe++VNwXWRrp9fnJTHGQnO4DATBvAh373Druq2rFbDXb125hTRGQi6Oz18NL+em5ZXoA92Dnww+dPjfCoZLQ9/snVkR6CoJk2iYC2bg9w5vrorKRYZuUksam0acBxv9+kotnZ17xCxodp2Yl0ubw0drpG7TWPNjlZPiWNJYWpXBQs+wFYPiWd6xbl4fL6uXJeDh9YNYW91e14fP5RG5uISKQ9v7cOl9fPDUvyIj0UkQlPM20y6lr7QtuZ66PPn57JI29X0Ovx4bBbAShr6qLb7WNecDZExofizEQAjjR29c14hVt5k5PL5+bw7fcsoH+lbVyMlZ/ftqTv62d21fC7N49yqK6T+ZNTRmVsIiKR1Nnr4aevHGZaVgJLVRonEnGaaZNRN9TySIALZmTg8vrZXtHad2xnZWD/rND6IxkfpmUHyl1LG0dnr7b2Hg/NTjdTMxOwWozTlmSG/qypRFJEJopv/fMANW09/OCmhaNWsi4ip6bQJqOutduN1WKQ7DjzRO/KqRnYLAYbjxwvkdxV2UZirI3irMRwDlNG2aRkB/ExVkobBt9QfaQdDa5nK8o889rI/LQ40hNi2HmsLcyjEhGJvIN1HfxlayUfv6iYZVPSIz0cEUGhTSKgtdtDapx9SHfuEmNtLClM5dWDDXiD64l2VbWxYHKKOkeOM4ZhMC0rkbKm0ZlpCzUhKR5CaDMMg0X5KZppExmD9la3c8WP1/f9nZcze3pnDVaLwR0XFkd6KCISpNAmo66t203qENazhdy6opCDdZ3895N76PX4OFDbwSKVRo5LxVkJozbTVtbkxDCgcIgbtC8tTONwQxdNXaPXKEVEzt3vNx2lpL6Lbz6zL9JDGRNM0+SZ3TWsmZZBRmJspIcjIkEKbTLqWp2eM3aO7O/GZfn8v0tn8PjWKj7y8BY8PpPFBWoGMR5Ny0qkuq2HHrcvLNfv7PX0Xbu8ycnk1DhibdYhPXftrCxMEzYcbgzL2ERk5HW7vTy7p5bMxFheO9TIKwfqIz2kqLerqp3Klh6uW6SOkSLRRN0jZdS1drvJTxteu/67L5uB32/yi9eOALC4QJ2sxqNpwXWKZU1dzMsbuWB+tMnJN/+5n/Uljfj8JjnJsXS7fcNqZjM/L4WMhBjWH2rkPUvyR2xsIhI+z++tw+n28Zvbl/PlJ/dy//oyLp2TE+lhRbVndtVgtxpcOW9SpIciIv0otMmoa+v2sGDy0MsjIbCm6D+vnMWMnET21XQwKWV0WsLL6Ap1kCyp7xzR0PaDFw7ydlkzH7twKskOO4frO9lR2cals7OHfA2LxeCimVmsL2nE7zexaE2lSFTz+Pz88a0KpmTEs7o4g3Wzsnnk7Qo8Pn/fRtEykGmaPL+3jgtnZJESN7x/p0UkvBTaZFS5vX6anS6yks6uTv76xZO5fvHkER6VRIvpWYlkJMTwyoGGEZvN6nJ5eeVAA7euKOCeq+ec07UunpXFkzuq2V3dfsZZumPN3Xzu8Z384KaF6nQqMoraezx0ubz86MUSdhxr476bF2EYBksKU3nozXLttzgIj8+PaQZumFW39fDZS2dEekgicgKFNhlVJfWdeHwmc3K1MbaczGa1cMW8STy1s3rAhurn4pUD9bi8fq4dgfUZF87IwjBgQ0njaUObaZp8+R972FrRyisHGhTaRMJsc2kzz+6p5Z3yFg7Vd/Yd/9zlM7lpWeAGUOjv7I5jrQptJ7jjD1vp6PWycmo6FgMunTP0KgQRGR0KbTKq9td0ADAvT6FNBveuBbk8+s4xHtxYzt+3V2G3WLhq/iTuvnzmWV3vmV015KY4WFZ47usg0xNiKM5MOGPr/3/srGbD4SYMA3ZWnv5cETk39R29fODBt3HYLCwrSue6RblkJznISorl4llZfeflp8WRmRjDjso2Prg6ggOOMl6fn7fKWujx+NhZ2caKonR1jRSJQgptMqr21bSTEGOlKOPMe2PJxHRecTpp8XbufeEQmYkx5KbE8dNXDvOBVVOGXVbb0ethfUkjt68uGrE1aIvyU9lwpAnTNE+51+CDG8uZm5vMlIx4hTaRMHvtYAM+v8nf71zD7EmnviFoGAaLC9L0d/IEpY1Oejw+cpJjqe9wcdV8NSARiUZaiSujal9NB3Nyk9XEQU7JbrVw/eLJJMXaePjDK7nnmtkAHKjtGPa13jzchMdncvnckesWtzA/hcZOF3UdvYM+3uXysr+mg8vm5rC0MI3qth4aO7W3m0i4vHqwgbwUB7Nyks547pLCVMoanbR3e0ZhZGNDqHLg1x9YxifWFvNedccViUoKbTJq/H6TA7UdKo2UM/qfd81h839fyvzJKcwNrn/cfxah7fVDjSTF2lg6ZeS2iFgYXBezq7J90Me3V7TiN2FFUVrfJvC7z1BOKSJnx+X1sfFIE5fMyT7lzHd/S4Nl0i9pv7Y+u6vaSIq1sTg/lXuunkNKvLpGikQjhTYZNUebnTjdvhFt5S7jk81qITE2UL2dGh9DXoqjbz3kUJmmyfqSRi6YkTmi7b3n5iZjsxjsqW4bcNzj8+P1+dl6tAWLAUsK05g/ORmrxWCXyrFEwuLtsha63T4uGeL2HedNTWdRfgo/eP4gXS5vmEcX3TaXNnOorpM9Ve3Mn5yiChiRKKc1bTIqatt7eGZXLQBzNdMmwzQ3L/mU5ZFHGrqo7+hlSWEq8THHf6Udqu+krqN3QCOCkeCwW5mZk8TuquMzbXur2/n4H7YyPTsRt9fPvLyUvtA5MyeJLUdbT7sGTkTOzvqSRmJtFlYXZw7pfIvF4Ovvnsd7frWJH71YwlevmxvmEUan9h4PH374HWJtVnrcPj58flGkhyQiZ6DQJmHX7fay7r7X6fX4SXbYmDmEdQci/c3NTebVgw0nbQPg95vc/tA7VLf1EGuz8LPblnDlvMAi+tcPNQKwdubIt65eVJDCs3vqME2Tg3Wd3Px/m7FZDTYcbgIY8Abo8jnZ/OzVI9zzxB7+94b52tRXZARtrWhlUUEqcTFD3x5kSWEa7z+vkIfeLKetx01Va+D3xx8/el4YRxpdntheRa/Hj81iwe3zszA/NdJDEpEz0LsHCbtDdZ30evx85dq5vPHFdcTY9MdOhmduXjJ+M/Bnqb8NR5qobuvhM5dMZ3ZuMp95dAebS5uBwP5sc3KTmZTiGPHxLMpPpb3HQ3mTk+f21OLy+njp7rV9JVoritL7zv2Py2Zy17ppPLalkh+9VDLiYxEZ70zT5A+bj/J/60vx+vx9x3s9PvbXtPetUxuOb14/nzsuKuaJ7dVsq2hl45Emej2+kRx21DJNkz++VcHiglQevH05SwpTWVWcfuYnikhE6d2zhN3B4BvtK+bmkBofE+HRyFg0NzewDvLEZiR/2XKM9IQYPn3JdB7+0AoK0uL4/OM7qW3vYWtFK1fOG7mukf0tCb5J3H6sjR2VbcyaFAiHP7hpIZ9cO411s47P7lksBl+4cjY3L8vngTfKzqoLpshEZZom9714iK8+tY/vPXeQ237zFh29gc6Pe6vb8fhMlhamDvu6VovBf18zhxfvvogf3LgQ04SK5u4RHn102lzWTFmjkw+umsJ5xRk8eef52pdNZAxQaJOwO1jbQWKsjcmpcZEeioxR+WlxpMTZ2VbR2nesqcvFS/vree+SycTarKQlxPClq+dQ097LF/+2G9Okr1RypM3ITiQp1sa2ilZ2HmtjcbBLZGZiLF+6evagpVr/fc0cUuPs3PPEHkzTDMu4RMabt8pa+OVrpdy2soD7bl7ElqOtPLGtCoDtxwK/D86lO+zMnKS+kv3yJue5D3gMeHFfPbE2C+9amBvpoYjIMCi0SdgdqOtkZk6iOlPJWbNYDC6eldW3iS4E1mR4fCa3rizoO++S2dkUpsez4XAThenxzJ4UnvWTFovB4sJUnt1TS6fLy5Ih3OlPS4jhP6+cxc7KNjYeaQrLuEJ63D4e31qJ369wKGPbvppAw58vXjmbm5blMz07kZcPNACwvaKNwvR4Ms9xlqgoMx4Yemjrcnn5+tP7+mb8xpoNhxs5rzhjwPpgEYl+Cm0SVqZpcrC2g9m56hgp5+ayOTk0O93srAx0YnxsSyXLp6QxPft4MLNaDG5fUwTAlfNywtqtcUlhGu09gTdtS4IzbWfy3qWTyUqK5YE3ysI2LoBn99Tyxb/tZlNwfZ/IWFXa6CQ9IYa0hEBp/WVzcnirrJmOXg/bj7WeVWnkiZIcdrKSYilv6hrS+RtKGnl409G+ZkdjSXVbD6WNTi6aMbRumyISPRTaJKxq23vp6PUyJ0wzHjJxrJ2Vhc1i8NL+BrYcbaWs0cn7VhScdN77VhTwniWTef95U8I6nmXBkqykWBvTshKH9JxYm5UPrSliw+Emfv7KYV7cVxeWsZU2Bt58hntGTyTcShu7mJaV0Pf15XOz8fpN/ufJvTR0ulheNDINNKZmJHC0aWhr2o40BP5+HaqL/vWppmnyy9eOcDA41o2HA0HzopkjuxWKiISfQpuEVegfCs20yblKdthZVZzBv/bU8JOXS0iKtQ26JiMx1saP37eYosyEQa4yckLr2BYVpA6r9PcD500hPSGGH75Uwh1/3EZzl2vExxYq83pToU3GuLLGLoozj98UWVyQRkZCDE/vqmFFURo3LcsfkdeZmplA2RDLI0M3RQ7Wdp7hzJNVtnTz5pEmGjp6h/3cs1He5OTeFw7xsd9vpb3bwxslTUxKdjAje2g3mkQkeii0SViFOkdqbzYZCdcsyKWypYdNpc187MLiAZtpj7aUODsfPr+IfzuvcHjPi7ez+Z5LeOhDywHYU91+hmcMXyi07a1pp9XpHvHri4yG9m4PTV1upmUfvwFjtRi8/7xCVk5N57e3rxixdVlTsxJo6nLROYR1akdCoa1ueKHtn7truPAHr/H+377NnY9sP6txDleoRLqmrYd3/XwDz++rY+3MrLCWjotIeJzTOx7DMI4CnYAP8JqmudwwjHTgL0ARcBS4xTTN1lNdQ8a3I/VdTEp2kBJnj/RQZBy4dUUBq6dlkJkYQ5Ij8n+mvnbdvLN6XqzNyoqidAwDdle1c/GskdsA3O83KW9ysmxKGtsqWtlc1sw1C9QlTsae0uAasxPLjz93xawRf62ijEAwLG9yMj8v5ZSz536/SWmDkxirheq2Htp7PEP+9+3Rd46RnxbHZXNyeHjTUQ7XdzIjzDc0N5c2k5fi4M510/nthjI+dsFUPrl2WlhfU0TCYyRm2taZprnYNM3lwa+/BLximuYM4JXg1zJBlTc7mRrmMjWZOCwWg6mZCVER2M5VksNOcWYCu6vaRvS6Ne09uLx+blicR2KsjQ2HVSIpY1Npw+ChLRyKg+vm/v2hd1j13Vdo6x58hrq2o5cej4+1swJrwg4NcbatqrWbTaXN3LysgE9fMh271eCxLZUjM/hT8PtNNpc1s3paJh9YNYXXv7COe66Z09fURUTGlnCUR14P/D74+e+BG8LwGjJGVDR397VTFpGBFuWnsrtqZMsjQ6WRM3KSuGB6Ji8fqO/bJkFkLCltdGK3GuSnhX+PzykZ8RRnJTAtK5HGLhe/fO3IoOeFmpBcG1xPO9RmJE9ur8Y0Ax1kMxNjuXxuDk9sr+KvWyvZXxOehiaH6jtpcbpZMy0jLNcXkdF1rqHNBF40DGObYRh3BI/lmKZZCxD8OGjdj2EYdxiGsdUwjK2NjWOvba6cWXuPhxanmykZmmkTGcyC/BQaOl3UtY9cU4JQaCvOTODaRbk0drp4u1yt/2XsKW3soigjAZs1/MvvY21WXv38xfz9U2u4aWk+v99UQWXL8W6SPW4fz+2p7Qtpa6ZlkhJn58AZZtreKmvm0h++zs9ePcyq4nQK0gM3MT+wagqt3R6+8LfdXPeLjfzi1cMjvq/ihmCnyNUKbSLjwrn+JjzfNM2lwNXAXYZhXDTUJ5qm+YBpmstN01yelaXWs+NRRXPgzWORQpvIoBbmpwLw4v46dhwL7D93rsoanSTEWMlKiuWS2dnEx1h5ZlftOV9XZLSVNXaNSmnkiT53xUwsFviPv+ykx+0D4CtP7eVTj2znRy+VkBJnJzMxhtmTkthxrO2017p/fSmt3R5uX13EN949v+/4mmmZvPPlS3ntPy/mXQtyue/FEp7aVT1i38Ph+k5+9soRlhamkpca/plKEQm/c2pEYppmTfBjg2EYTwIrgXrDMHJN06w1DCMXaBiBccoYdLQ5cJdS5ZEig5uXl4zNYvDVp/YB8K6FuXznPQuG3Njgb9uqeGhjOf97wzyWTQnsV1XW5KQ4KxHDMIiPsXHZnBye21vLN6+fh30UZixERoLH56eiuZur5k8a9dfOTYnjR7cs5q4/b+djf9jCmmmZ/G1bFSuK0thytJV5eSkYhsE1C3L52tP72H6slQWTU+h2+wb83W3o6OWNw0184qJivnjV7JNeJzvJAUnw01sXs6uqjce3VPGeJcPbwsA0Te55Yg//2nP8xkx8jBWX14/DbuUX/7b07H8QIhJVzjq0GYaRAFhM0+wMfn4F8E3gaeB24HvBj0+NxEBl7KkIlmlNSddMm8hgHHYr9968kK5eL23dHn76ymFq2np4/BOrsVstVLZ0899P7uGS2dncuqKQuJjj7c3bezx861/7aev2cMv9b/HJtcUsKUhj69GWAW90r12Yy9O7athc2sxFM7OoaHYyOTVuVErOZPw6VNfJO+XNfHB1UViuf6ylG6/fHLBH22i6ZkEu333PAr729D7ePNLMvLxkHvnYKl4+UE96sJHHjcvyue+FQ/z69VIaO11UNDt56q4LKMwI3Kj8x85qfH6TG8+wl5xhGNy0NJ8fvlRCZUt3XwnlUPx1WxWPbank6vmTmJTiAKCr10t7j4e71k3XLJvIOHIuM205wJPBvT5swJ9N03zeMIwtwOOGYXwUOAbcfO7DlLGovNnJpGTHgDeaIjJQ/zvrU7MS+PSfd3DvC4f4r6tm8/nHd7G1ooUNh5t4o6SR3314Zd+5v3r9CO09Hh67YxWPb63kl6+VAjB7UhL/2a8l+kUzs3DYLbx6sIH0hBiu+8VGZuUk8e33zO+bnRM5Fa/Pj880ibUN/D3+8KZyHn2nkpuXF4zYXmn99XWOjOAm0LeuLOSGJZPZV9NOUUYCMTbLgO0zEmNt3LKigAc3lmMxICHGxsf+sIW/fWoNMVYLf9lSyZLC1CGVeL53WT4/ermEP71dwYfWFDEp2XHGvdRq2nr45jP7OW9qOr/8t6Wn3KZARMaHsw5tpmmWAYsGOd4MXHoug5LxoaK5mykZKo0UGaprF+bxVlkzD7xRxnN7a6ls6eG+mxexpbyF5/YeL39q7nLxuzeP8p7Fk1lVnMGq4gxuWV7AGyWNfOriaQO2RHDYrayZlsmrBxswDLBbLHT0BGbn/vf6+cPeHFwmjuf31vHNZ/aRnxbP459cPeCxw/WBUFXd1hOWdWdloYY6WZGt1HDYrae9ufGhNUW8cqCeu9ZNZ3JqHB986B2u/8Wb5CTHUtbk5NfvXzak15mcGseaaRncv76M+9eX8YMbF3LLioLTPufeFw7h8fm57+ZFCmwiE4DqYyRsKpqdakIiMkxfvXYeX712LmnxMdy0LJ8bl05menYiHcGSJ4DHt1bh9vr51MXHN8ldVZzBF6+aPegedutmZ3OspZu/bKlk3ewsXrj7Ii6Ynsl/P7mHv24d+b2iRroLnoy+P2w+yif/tI1Ol5d3jrZQ1tjV95hpmhwOzoT177A4kkobushOiiU5yvdkLEiP5/UvrOPm5QWsmZ7JIx87jx63j3fKW7j3pkXDWpN3702LuPemhUzNTODx0/y9dHv97K1u58kd1XzkgqnDKqcUkbFLoU3CorPXQ1OXmyJtrC0yLDE2Cx+5YCpPf/oC7rt5EYZxfJ+qqtZufH6TR96uYFVxOjNykoZ0zUtmB3Ze6Xb7eM+SySQ57Dx4+3KWFKbyo5dK6PX4Rmz8D79Zzvnff5WGjpHbxkDOrKq1m3ue2MPe6nPf92/TkSa+8cx+Lp2dzXOfvRDDgH/uPj7T29jl6ruBUNXac86vF2KaJj975TAbDjdS2tgV8Vm2s7GqOIMX/uMinv3shdx0hrVsJ8pLjePm5QXctCyfrRWtJwXi6rYe7npkOzP/5zmu/+WbpCfEDLhxIyLjm0KbhEVtcN+pyaOwKarIeBe6k17Z0sMbJY1UtfbwgVVThvz8yalxzJ6URLLDxsWzAgHOZrXwhStmUdvey6PvHBuRcda19/KDFw5R297Lj18+PCLXlDPz+U3u/stOHn3nGO/+xUZu/PUmPvb7LWc9C/b95w9SmB7PT25dTH5aPCuK0nl6V03flhRH6o/PulW2jtxM26sHG/jRSyV89al9lDY6I9LufySkxNuZPSn5rJ9//eI8AJ7aGdgCYHdVG1f++A3O/96rvHygng+fX8QHzivkh7csivqZSBEZOQptEhaNnS4AshJjIzwSkbGv/0zbM7trSIu3c8Xc4bVC/98b5vOTWxcPaBqxZnomq4rT+dXrpWdd0miaJs/tqeV//rGH//foDrx+k6vmTeIvW45xpOH0Gw+Pdz6/yVf+sZebfr0J0zR5fm8tl/9oPR6ff8Reo8ft44cvHmLL0Va+8e55fPj8qditBptKm/nSE7uHvfefaZqUNjpZOzOrr9T2ukV5HGno4levl1LV2k1JfeD/a5LDNmIzbb0eH9/8534SYqyUNzlp7/GM2dB2rvLT4llZlM4TO6rx+01+8vJhGrtcfOHKWbz8ubV87bp5fOP6+awL3oARkYnhnPZpEzmVvtCWpNAmcq5S4uwkxQbeIO+uamdpYRoxtuHdc1tRNHgzhZuXFfD5v+6ipKFzWLMDrx1s4JG3j9HY5WJXZRvxMVa63T4+f/lM3r9qChuPNPHzV4/w01uXDGuc44Vpmnzhb7t4YntgtqSqtYcX9tVzuKGLuvbeEVmHtLuqjff/5m06XV6uXZjLv6+e0tdx8E9vVfA//9jL41sred+KMzebuX99KbNzk5mbm0yXy0tRvyZS1y3M5c9vH+PeFw7x2w1lXDgji2SHjUUFqSMW2h7fWklFczcPf3gFX3lqL5UtPRHtHBlpt51XwN1/2cWjW46xvqSRT1xUzF3rpkd6WCISQZppk7Bo6lJoExkphmEwOS2Og3UdlDZ2sTA/dcSuHQpzW462Dut5v91YxubSJkzT5GvXzWX3166g5FtX85lLZ5CeEMN7l07mub11tHW7R2ysY0lFczdPbK/uW0+4s7KNXZVtADR0jsx6v6d21uD2+Xn046v42a1LBrSI/7eVhawoSuO//r6HD/3unb7fyYPZdKSJ7z53kAc3llPRHNxfs9965NT4GJ777IX89ZOrae328PSuGmbkJJGfFk/VCDUieWl/PdOzE7l4VjafWjsdu9VgzqShrdkcj65bmEdBehxfe2rfkPZ6E5HxT6FNwqKx00WMzUKyQ5O5IiOhID2ed8pbME1YWJAygteNIzspli3lLUN+jmma7Klq5/olk3n60xfw4fOnYrNaBsz+vW9FAW6vnyd3VI/YWMeSQ8ESwjsvnkaMzcIbJY19bezrO04doIZj+7FWFuansHpaxkkt3y0Wg999eCVfuHIWGw83cf/60kGv4fH5+foz+wDYX9PB0eZACBus8++KonSumhcoy52RnUh+WhzNTjfdbu85fR/dbi9vl7Vw8cwsAG5bWcBb91xKdrLjnK47ltmsFu68eDpev8nSIe71JiLjm0KbhEVjp4usxNgzbg4qIkOTnxZHaNnZwskjF9oMw2DF1HS2Hh16aDvW0k1Hr5cFpxnHvLwUFuan8Ng7lcNeVzUeHA6Gtjm5yczPS+bpXTV9j9W1n/tMm8vrY191B0sL0055TmKsjbvWTeeyOTn8fXs1bu/Ja+l+9FIJJfVdXDA9k6YuF1vKW7BajncsPdHdl8/EajGYPzml31rLcyuRfKusGbfPz9pZgdBmGAYZWg/Ne5dO5uJZWXzqYpVFiohCm4RJY5eLTJVGioyY/LTAGqPJqXEj/oZ2xZQ0atp7qW4b2pvvPcG28qcLbQC3rijkUH0nm0qbz3mMY01JfReTU+NIiLWxuCANVzAw2SwG9SNQHrm3ugO3z8+S04S2kPetLKDF6eblA/XUtPXgC6b/hzaW8+vXS7ltZSGfviQQDF7YX0d+Whx26+BvD2ZNSmL9Fy7mfSsK+tblVZ1jB8nXDzUSZ7eect3lRBVrs/Lwh1dy+dycSA9FRKKAQpucteYu1ynLYkIzbSIyMgqCsxqLRrA0MmR58M3yUGfb9lS1E2O1MPMM+8S9d+lkclMc/PDFQxNutq2kvpOZOYGSttD/s2lZCeQkO2gYgfLI7RWBNYhLp6Se8dyLZmSRl+Lgc4/vZM33XuWXrx2htr2H7zx7gMvn5vCtG+YzJzfQhKat28OUQUoj+8tPi8dutfTNtFW2nP1M27Hmbl7eX8/qaRkDOpuKiMhACm1yVkzT5Jb7N/Oun22kqctFeZOT2vbj/3A3dbnISoqJ4AhFxpfQTNtINiEJmZObTJLDxsbDTUM6f091O7Nzk87YwdJht/KZS2aw/Vgbrx5sGImhjglen5+yRmdfqF1ckArAooJUJqU4RqQ8cvuxVvLT4shOOvO6L6vF4LOXzWDh5FTm5ibzuzfLeeCNMvymyVevnYvVYpASZ+8LYVMzhtbZMisxloQYK6WNXWc+uR+/3+ShjeW8/7dvse6Hr9PU5eb95525w6WIyESm0CZn5WhzN6WNTsqbnFz1kw2su+913v/bt/H7TXx+kxanWzNtIiNo9qQkPn/5TG5cOvJd5KwWg3Wzsnn1YENf6dypmKbJnur2M5ZGhty8PJ+ijHg+9ch2fvbK4bPeD24sqWjpxu3zMyMY2grT47lpWT43LcsnJzn2nMoju1xe7nvhEG+UNJ52PduJ3reikMc/uZpvXD+P1m4Pv3vzKJfNyRmw9cDc4GzbmWbaQgwjsLZtV1X7sL6HJ3dU881/7qe5y83HLyxmw3+t49I5KgEUETkdhTY5KxsONwLw9evmkuSwcfX8SZQ1OnnpQD3NThd+U+3+RUaSxWLwmUtnhO3v1WVzc2h2utlZefrW//tqOug8QxOS/uxWC3/5xGoum5PNj14q4YV9dSMx3KgWakISKo80DIP7bl7EmmmZ51we+YtXj/DL14+wrCidz142Y9jPXz4ljSWFqQB8+PypAx6bmxcIbUWZQ99DbnFBKgdqOnB5fUM6v7PXw/eeP8jiglSe/X8X8qWrZ5MzgbtEiogMlUKbnJU3ShopTI/nQ+dP5bX/vJif37aE/LQ4HnijrG9j7UzNtImMGWtnZmGzGLy0/9RljKZp8u1/HSAlzs6VwdbvQ5GT7ODnty0lN8XBY1sqR2K4Ua2kPlAuOH2QzaFzkh10ubx0uc6uTf7GI42sLErnDx9ZeVZt4A3D4GvXzePT66azqnhg448LZ2SSEmdnft7Q100uKkjF7fNzsLbzjOd6fH6+8o+9NHa6+Ma75520TYGIiJyaQpsMm9vrZ3NpMxfNzOw7ZrNa+NgFU9lW0cpL++sBzbSJjCUpcXbOK07nmV01fP/5g+wMbgTd37N76thc1sx/XjGTtIThrVm1WgxuXl7AG4cbh9ylcqwxTZNn99Ty2w1lzMpJIj7m5H0qc5IDvxfrO4ZfItne7WFfTQerp2Wc0zgXF6Tyn1fOOmlLlmVT0tn1tSuGtT/aouB6vV1Vbac9z+X18ZGHt/CPnTXcfdnMvueJiMjQKLTJsG0/1orT7ePCGVkDjt+8vICEGCsPbSwHFNpExprrFuZR3dbDr18v5RvBDZdDvD4/975wkNmTkvi386ac1fVvWR5Yj/fwm+Xjrpvkc3tqWXff69z5yHamZibwwL8vG/S8UClg/Vk0I3mrvBnThDXTMs988ijJS3GQmRg7aMjv7/m9dWw43MT/3jD/rMo6RUQmOoU2GbYH3igjKdbGmhPu9ibE2nj34jw6egNlPyqPFBlb3reigB1fuZx7rp7NjmNtHGk43hXwX3tqOdrczX9cFthc+Wzkp8Vz1bxJ/GZDOdf+fCPHms9tf69o8rtNR+nx+PjBTQv56yfXnLKZR19oO4tmJJtLm3HYLX3dKKOBYRgsLkhh1xlC29+2VTE5NY73r1SXSBGRs6HQJpimyTvlLfz4pRJanG4aOnt59y829pU59reptIlXDzZw57rpJDnsJz3+vhWBf5DjY6wkxJ5cGiQi0cswDNISYnjP0slYLQZ/317Frso2nttTyy9ePcLMnESuOMeNfn922xLuvWkhlS3d3PnnbUNuYBHtWp1ulhSkccvygtNuhRAKbS8faODeFw7y3J7aU+532V+P28eGw42sKEo/41YLo21RfiqljU7aezyDPl7b3sPGI03cuCxf69hERM6S3lULX/r7Hv6yNdAcoLSxi5Q4O7ur2rnnid2sKFrL0eZu/rq1km0VrdR19JKX4uDD5xcNeq1F+SnMnpSEy+sfxe9AREZSdpKDtTOzeHBjOb9+vbTv+E9vXXzOb7rtVgs3Ly8gJc7OHX/cxvefO8RXr5t7rkOOuNZuD2kJJ9/IOlFirI0kh41/7a7tO7a0MJXHP7Eam/XkMFbT1sP960v527YqnG4fH7lg6knnRNqyKYGtB3Yca+XiWdknPf7E9mpME25cOnm0hyYiMm4otE1wnb0entxZzQ2L85icFscvXyvFMODiWVlsONzE5T9+g8ZOFw67hVXFGUzNTOCjF0zFYbcOej3DMPjJrYtp7x78jquIjA23rynirbJmPnHJdK6cNwmny8vKqelnfuIQXTFvEjcszuOvWyv5n3fNGdMzMKZp0tbtJjV+aM1ZfvlvS/H4/KyZlskTO6r48pN7uf+NMu5aN33AeeVNTt71sw14fH7evWgyNy3LP6njYzRYVJCK1WKwveLk0FZS38mvXy/l/OkZQ97/TURETqbQNsG9erABt9fPB1ZNYWF+Ki/uq6e2vZcf3ryIP799jL9sreQr187lluX5g5ZDDmb2pOQwj1pEwm3tzCz2fePKkzoMjqQLZmTxj501lDZ29W1EPRZ1urx4/SbpQwxtF8083sTp/edNYXNpMz9+qYQr5uaQnxbPHzYf5d2L8/jB8wcBeOnutRRlRm/gSYi1MSc3ia0VA/f4a3W6+djvt+KwW7n3pkURGp2IyPig0DbBPbunlpzkWJYWpmGxGDx2xyraejxkJMbymUtn8JlL1eVLZKIKZ2AD+hpq7DjWNqZDW5szUFmQGj+0G1sn+ub181lf0sh3nzvI9OxEHnijjAfeKKPZ6ebuy2ZGdWALWVaYxl+3VeH1+bFZLXh8fu58ZDt17b089olV5KXGRXqIIiJjWnStZpZR5XR5ef1QI1fPz+0rTcpIjD2rDVtFRIarODOBZIeNHWfoPBji95tnbC0fCa3dbgDShjjTdqL0hBjuWjedVw828JsNZVw2JweH3UpOciwfuzD61rANZllROt1uH3/ZWsmn/rSNm369ic1lzXz3vQtYWpgW6eGJiIx5mmmbwJ7fW4fL6+eaBbmRHoqITEAWi8GiglR2HGtlT1U7B+o6uGV5wSnPf35fHXc+sp0n7lwTVUGgL7QNc8Px/j60pog/bq7A7fPzw1sWYbMY9Hp8Y6YL7/JgM5IvP7mXjIQYclMd/Pc1s7lxWX6ERyYiMj6MjX8NJCz+9HYFxVkJrCiKnjc/IjKxLClM4xevHubDD2+hxeniirk5p2zosbm0GYA3DzedVWh79J1jFKbHc/70kd2c+vhM29mVRwI47FYe/+RqTNMkJS5wnbES2ADyUuOYk5tMYqyV//vAMjK0T6eIyIhSeeQEtbe6nR3H2vjAeVPCvm5FRORUlhSk4jehxenCb8KGw02nPHfL0RYA3ipvHvbrOF1evvbUPj7/+C56PafeG+6Pm4/yn3/dNaxrtwbXtJ1teWTI5NQ48tPiz+kakfT0p8/nr59co8AmIhIGCm0T1CNvV+CwW1S6IiIRtXRKGgXpcXz/xoWkxtt5/VDjoOe193g4VN9JrM3CtorWYW/K/VZZM26fn7qOXv789jEg0Kq/pq2n75xej48fvVTCkzuqh3X9tm43FgOS485+pm08sA+yz5yIiIwM/YadgEzT5IV99Vw1b1JfGY6ISCSkxNnZ8MVLuHl5ARfOyGJ9SSPP7Krhzke20e329p23vaIV04TbVhbS6/Gzu6p9WK/z+qFG4uxWVhal84vXjvD95w/y7l+8yZrvvcorB+oB+MeOalq7Pfj8JmWNziFfu6XbTUqcHesY3mtORESim0LbBFTa2EWL082aaSO7rkNE5FysnZlFU5eLzzy6g2f31PH95w7i95s0dbl452gLNovBHRcVYxjwVunQSyRN0+T1kgbOn57B1949l9R4Ow+8UUZHr4fspFh+9Xoppmny8KajpAebiZTUdw75+q3dnnMujRQRETmdsbPKWc7Zrso28lLjeLs8sC5k5dT0CI9IROS4tTOzsFoM5uYmM39yCr/fXMFL++upae/FYsCC/FTyUuOYl5fMAxvKALhz3fQzznCVNzmpbOnhjguLmZeXwqufvxif38RiwO83HeXrz+zn43/YysG6Tr773gV89am9HKobemhr63afU+dIERGRM1FomyAe31LJfz2xm5VF6UxKcZCdFMuUjLG74F1Exp+spFie+fQFFKTHYbdaKG/qwm618IHVUzhY28lV8ycB8JP3Lea7zx7khy+VUJgRz/WLJ5/2us/trQPg4lnZfcdCQe+WFQX85JXDvHyggQ+fX8StKwp4+M2jw5ppa3F6mJzqGO63KyIiMmQKbRPAqwfr+eLfd5OTHMvb5S047BYum5OjrpEiEnXm5iX3ff7YHasHPWd6dhK/+fflrPzOy7xyoOG0oc3l9fHwpqNcOCOTgvSTb1TFx9j4/o0LqWvv5d9XB7rpzshJZFdV25DH3NbtZl6/cYuIiIw0rWmbAB59p5LcFAcv/sdaMhJi6PX4OU+lkSIyhlksBmtnZrO+pJFWp5u7HtnOT18+zLHm7gHn/WNHNY2dLu64qPiU17py3iRuX1PUdyNrVk4SlS09OF3eUz6nv9Zud99aOBERkXBQaBvnut1e3ihp5Mp5k0iJt/OxCwNvXFZPy4jwyEREzs2lc7Jp7/Fwxx+38q89tfzklRIuuvc1bvr1JsoauzBNk99uKGdubjIXDGND7ZmTkgA40tB1xnN73D56PX5Sz2FjbRERkTNRaBvn1h9qxOX1c8W8HADuuKiYZ//fhUzPTorwyEREzs0FMzKxWQy2HG3ltpWFvPlfl/DFq2ZxoLaDX7x2hP21HRxu6OKDwbLHoZqVE/j9uKf6zNsKtHa7AUhX90gREQkjhbZx7oV9daTF21lZFCiHtFqMAWtGRETGqmSHnfOK00l22PjClbPIS43jzoun866Fuby4r54nt1djtRhcOW/SsK47JSOemTmJPPRmOV6f/5TntTrdbDka6MabqtAmIiJhpNA2jrU63bxyoIFL5+Rgs+p/tYiMP/fdvIgn7lwzYE3ZdYvy6HJ5eXjTUVYXZwx7vZlhGHzu8pmUNTp5amfNoOf4/CY3/t8mPvvYTgAmpah7pIiIhI+6R45j33n2AN0eHx85f2qkhyIiEha5KXEnHVtdnEFGQgzNTjdXLxjeLFvIlfMmMS8vme88e4Da9h5uW1lIRmJs3+Mv7a+jrNHJ5y+fyYqp6SzKTznr70FERORMNP0yjjy/t47vP38Q0zTZdKSJv26r4uMXFqscUkQmFJvVwrsW5mKzGFwx9+xCm2EY/OCmhUzLTuS+F0tYd9/r3L++lE1Hmmhxurn/jTIK0+O5c910VhVnaAsVEREJK820jRO9Hh//84+9NHW5SIy18YfNR5mamcBnL50R6aGJiIy6/7xyFjctyycrKfbMJ5/CvLwUHv/Eag7Xd/LVp/bx3ecODnj8m9fP69ukW0REJJwU2saJf+yopqnLxZSMeO594RAxNgsP3r6CuBhrpIcmIjLqkh12Fuanjsi1ZuQk8eePn0dlSw/HWrrZVdVGfUcvtywvGJHri4iInIlC2zjg95s8sKGMeXnJPPDvy7n9oXe446Ji5k/WGgsRkZFgGAaFGfEUZsRzwYyh7/kmIiIyEhTaxoE91e2UNTr54c2LmJwax8ufWxvpIYmIiIiIyAhRI5JxYHdwA9jzitMjPBIRERERERlpCm3jwJ6qNtITYpicenLraxERERERGdsU2saBPdUdzJ+copbTIiIiIiLjkELbGNfr8XG4vpMFk7UXm4iIiIjIeKTQNsYdqO3A6zdZMDk10kMREREREZEwUGgb4/YGm5AsyFd7fxERERGR8Ugt/8eYjl4Pv3ztCIfqOgE40tBFRkIMeSmOCI9MRERERETCQaFtDNlU2sRnH9tJU5eLeXnJWA2DjIQYLl+RoyYkIiIiIiLjlELbGPHE9iq++LfdFGUm8ODty1mYnxrpIYmIiIiIyChQaBsDvD4/X31qH4sLUnnowytIdtgjPSQRERERERklakQyBuyr6aDL5eX2NUUKbCIiIiIiE4xC2xjwVlkzAOcVp0d4JCIiIiIiMtoU2saAt8qamZaVQHaSOkSKiIiIiEw0Cm1Rzuvzs+VoK6uKMyI9FBERERERiYCwNSIxDOMq4KeAFfitaZrfC9drjQfbKlrYcrT1pOMuj58ul1ehTURERERkggpLaDMMwwr8ErgcqAK2GIbxtGma+8PxemOR2+tnT3Ubb5e38NrBhkEDW4jdamg9m4iIiIjIBBWumbaVwBHTNMsADMN4DLgeGDOh7ZUD9fzitSMjfl3ThPYeD9WtPbh9fgBmZCfylWvnctPSfGJsxytW/aZJi9ONaaL1bCIiIiIiE1S4QttkoLLf11XAef1PMAzjDuAOgMLCwjAN4+zZrBYSY8Pz48lLdXDF3ByWFKayoiidjMTYU56bEKYxiIiIiIjI2BCuRGAMcswc8IVpPgA8ALB8+XJzkPMjau3MLNbOzIr0MEREREREZIILV/fIKqCg39f5QE2YXktERERERGTcCldo2wLMMAxjqmEYMcCtwNNhei0REREREZFxKyzlkaZpeg3D+DTwAoGW/w+ZprkvHK8lIiIiIiIynoWty4Vpms8Cz4br+iIiIiIiIhNBuMojRUREREREZAQotImIiIiIiEQxhTYREREREZEoptAmIiIiIiISxRTaREREREREophCm4iIiIiISBRTaBMREREREYliCm0iIiIiIiJRTKFNREREREQkihmmaUZ6DBiG0QhURHocQGbwY9MZPj/T46N1jWgcU7RcIxrHFC3XiMYxRcs1onFM0XKNaBxTtFwjGscULdeIxjFFyzWicUzRco1oHFO0XCMaxzSevq8mImuKaZpZgz5imqb+C/4HbAW2nunz4ZwbzmtE45ii5RrROKZouUY0jilarhGNY4qWa0TjmKLlGtE4pmi5RjSOKVquEY1jipZrROOYouUa0Tim8fR9mWbk88ip/lN5pIiIiIiISBRTaBMREREREYlitkgPIMo8MIzPh3NuOK8RjWOKlmtE45ii5RrROKZouUY0jilarhGNY4qWa0TjmKLlGtE4pmi5RjSOKVquEY1jipZrROOYxtv3FXWiohGJiIiIiIiIDE7lkSIiIiIiIlEsassjDcMoAP4A5AOTAWvoIcAE7MHPRUREREREIs0X/GgFvIAHiA1+7ALSgWrgSeCz5jBKHqN5ps0LfB64CLgNqAPeDfQE/3sleM5uoJfAD+lI8FjohxT6QZj9Pvf3ew1Pv899nDvVmoqIiIiIRI/Q+/Pefse6+30e2ivax8n5wQt0cDxf1PV73qsEcoUPqCGwx5sfqA8+3gW8Y5qmFXgXUA60AXOAFcDa4XwTURvaTNOsNU1ze/DjU8BOAj8IC3AYmE3gB5tJ4IflBYqCx7wcn5mDU8/IKWSJiIiIyEQ1Xt8L95+MCX2PVf2ONff73B38aCGQIUK6CVQl2oPXsACOftd0cDxjJAXPsxOYSQtdd75hGEbwWtnAiwTyjJ3j4W5Ioja09WcYRhGwBKgFEoBJQAqBH1YiEA/EEAhqDgLTkH6O/yBNBg9u9n6fWwd5fNhDHYFriIiIiIiMhvH63rX/+/pQ3pne71hBv88Lgx9PDGKxwY9xBDKDH0gNHnMDWcFzfcFzXcHHFgQ/pgJpBGbY3hs891oCeeYF0zQPDOcbivrQZhhGIvB34EvAHwn8QP+LQFDrIRDiTAIJtn9Is/T7PHTc3+94/1AnIiIiIiITTyiceQhkAyeB/NB/GVUPx/tqhJ5TQCBPhI5lBL9+F8dzRh2B7HEhkMfxXh2XGIZx0XAGGdWhzTAMO4HA9ijwIQJJtxn4ONBCYPx+oDX4eWjtmpfj31voB94/sPUPdSIiIiIiMrGFwlsCgcAVF/zaDH5uZeCEj0EgT8QSqPgj+PUjwY9WAjNtrxKYlWs2TbPNNM0u4Dlg1XAGF7XBJVj/+SBwAFhIIJk+DzQSmKJsJPDDaCAQ0mwEpifd/T7vf3ywUsn+TUn6L04cr/W9IiIiIjJ6hvOeUu8/w6v/z3ewNW9d/b5uC37uB9o5nhk8HJ+J28PxmbZOAhNL24FSArmiB1gPnA/kAC7DMGzBSam1BDLOkEXt5tqGYVwAbCDwjU8LHvZwfDGgShtFRERERCSahAJeqPqvFUgG/gxcEDz+vGmanxvORaM2tImIiIiIiEgUl0eKiIiIiIiIQpuIiIiIiEhUU2gTERERERGJYgptIiIiIiIiUUyhTUREREREJIoptImIiIiIiEQxhTYREREREZEoptAmIiIiIiISxf4/Hd3JEJfEzxEAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(media_obitos);"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 81,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "0H9NIu0rjXkl",
        "outputId": "83a29a1d-2542-42fe-c173-1035b2a3fa3b"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(serie, label='Série Real')\n",
        "plt.plot(media_obitos,color='red', label='Média Móvel 7 dias')\n",
        "plt.legend(loc='best')\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "projeto_media_movel.ipynb",
      "provenance": []
    },
    "interpreter": {
      "hash": "cc5f70855ac006f3de45a3cc3b9e7d8d53845e50458809cb162b0174266dec97"
    },
    "kernelspec": {
      "display_name": "Python 3.8.5 64-bit ('base': conda)",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}