covid_ma.ipynb

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      "name": "covid_ma.ipynb",
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      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/cecellhax/analises_covid19/blob/main/covid_ma.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x7PXgTkYlzia"
      },
      "source": [
        "# **Análise exploratória dos dados da COVID-19 no estado do Maranhão**\n",
        "\n",
        "Dados de todo o estado e de algumas de suas principais cidades.\n",
        "\n",
        "## **Cidades analisadas**\n",
        "- São Luís - Capital do Maranhão;\n",
        "- Açailândia;\n",
        "- Imperatriz.\n",
        "\n",
        "## **Informações apresentadas:**\n",
        "\n",
        "1.   Testes realizados;\n",
        "\n",
        "2.   Situação dos profissionais da saúde;\n",
        "\n",
        "3.   Sexo dos infectados;\n",
        "\n",
        "4.   Idade dos infectados.\n",
        "\n",
        "**Obs:** Algumas idades foram desconsideradas da análise pois eram outliers, por exemplo, idades acima de 200 anos. Também foram excluidas as idades com o valor '0' pois esses valores são dados faltantes.\n",
        "\n",
        "**Fonte:**  https://datasus.saude.gov.br/\n",
        "\n",
        "**Dados disponíveis em:** https://s3-sa-east-1.amazonaws.com/ckan.saude.gov.br/dados-ma.csv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x1FCOqE_V13b"
      },
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cZPM4QPsYBh7"
      },
      "source": [
        "covid_ma = pd.read_csv('https://s3-sa-east-1.amazonaws.com/ckan.saude.gov.br/dados-ma.csv', encoding='latin1', sep=';')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "id": "-Gj5gdtPfE3Q",
        "outputId": "cd8e9a5c-8eb1-4f77-b941-93cc97840cd3"
      },
      "source": [
        "covid_ma.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <th></th>\n",
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              "      <th>municipio</th>\n",
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              "      <td>2111300.0</td>\n",
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            "text/plain": [
              "          ÿid           dataNotificacao  ... evolucaoCaso classificacaoFinal\n",
              "0  AbEVo5S4nX  2020-03-30T03:00:00.000Z  ...          NaN                NaN\n",
              "1  ozHhVSzSdq  2020-04-06T13:17:27.512Z  ...          NaN                NaN\n",
              "2  6KJS2Qdpq2  2020-04-01T03:00:00.000Z  ...          NaN                NaN\n",
              "3  SXtw57busW  2020-04-01T03:00:00.000Z  ...          NaN                NaN\n",
              "4  NgKU8QKx0X  2020-04-06T07:23:33.348Z  ...          NaN                NaN\n",
              "\n",
              "[5 rows x 29 columns]"
            ]
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          "metadata": {
            "tags": []
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          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sFmfvKNf7Q7S",
        "outputId": "7289a4a1-cb9a-4237-eaae-6d3a874b501b"
      },
      "source": [
        "covid_ma.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 833496 entries, 0 to 833495\n",
            "Data columns (total 29 columns):\n",
            " #   Column                    Non-Null Count   Dtype  \n",
            "---  ------                    --------------   -----  \n",
            " 0   ÿid                       833496 non-null  object \n",
            " 1   dataNotificacao           832716 non-null  object \n",
            " 2   dataInicioSintomas        828081 non-null  object \n",
            " 3   dataNascimento            833496 non-null  object \n",
            " 4   sintomas                  833054 non-null  object \n",
            " 5   profissionalSaude         831898 non-null  object \n",
            " 6   cbo                       46573 non-null   object \n",
            " 7   condicoes                 78937 non-null   object \n",
            " 8   estadoTeste               802426 non-null  object \n",
            " 9   dataTeste                 659170 non-null  object \n",
            " 10  tipoTeste                 657105 non-null  object \n",
            " 11  resultadoTeste            596383 non-null  object \n",
            " 12  paisOrigem                833496 non-null  object \n",
            " 13  sexo                      833490 non-null  object \n",
            " 14  estado                    833496 non-null  object \n",
            " 15  estadoIBGE                833496 non-null  int64  \n",
            " 16  municipio                 833490 non-null  object \n",
            " 17  municipioIBGE             833414 non-null  float64\n",
            " 18  origem                    833496 non-null  object \n",
            " 19  estadoNotificacao         833494 non-null  object \n",
            " 20  estadoNotificacaoIBGE     833494 non-null  float64\n",
            " 21  municipioNotificacao      833475 non-null  object \n",
            " 22  municipioNotificacaoIBGE  832638 non-null  float64\n",
            " 23  excluido                  833496 non-null  object \n",
            " 24  validado                  833496 non-null  object \n",
            " 25  idade                     833492 non-null  float64\n",
            " 26  dataEncerramento          170059 non-null  object \n",
            " 27  evolucaoCaso              184394 non-null  object \n",
            " 28  classificacaoFinal        189673 non-null  object \n",
            "dtypes: float64(4), int64(1), object(24)\n",
            "memory usage: 184.4+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IAxn_DcZf8GF"
      },
      "source": [
        "testes_ma = covid_ma.value_counts('resultadoTeste').sum()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CZrSiQEceA9G",
        "outputId": "eff5d066-9ea5-4bf2-cf93-9a79daadb9ee"
      },
      "source": [
        "testes_ma"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "596383"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7wxgNKsSmiKg",
        "outputId": "7336b296-6832-4020-c756-df0c793439af"
      },
      "source": [
        "covid_ma.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Negativo                         327835\n",
              "Positivo                         268241\n",
              "Inconclusivo ou Indeterminado       307\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VmdF2-Ajfw8m"
      },
      "source": [
        "result_ma = covid_ma.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ykaSMIWsnydR"
      },
      "source": [
        "result_ma = result_ma.drop('Inconclusivo ou Indeterminado')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T0QN0DtFn2Ib",
        "outputId": "25754012-95b1-4e61-f1dd-72181f3d2d13"
      },
      "source": [
        "result_ma"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Negativo    327835\n",
              "Positivo    268241\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HdbC9YrCvGub"
      },
      "source": [
        "\n",
        "\n",
        "\n",
        "**Profissionais da saúde infectados no Maranhão**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PbaB8BI4vEG8"
      },
      "source": [
        "pi_ma = covid_ma.query('profissionalSaude == \"Sim\" & resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IKrG7CwbvlFU"
      },
      "source": [
        "tpi_ma = pi_ma.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SiHjsW2BwHEi",
        "outputId": "912af975-0404-41ae-fe7c-a39ac7db15bc"
      },
      "source": [
        "tpi_ma"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Positivo    10820\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4BU6RSBRnlz_"
      },
      "source": [
        "**Sexo dos infectados no Maranhão**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kp8gi3AonkAl"
      },
      "source": [
        "positivo_df = covid_ma.query('resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rj56JKZZn7Uh"
      },
      "source": [
        "positivos_sexo_ma = positivo_df.value_counts('sexo')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EcBXwX0xseIm",
        "outputId": "718396ef-d21b-46fb-8274-84523562b603"
      },
      "source": [
        "positivos_sexo_ma"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "sexo\n",
              "Feminino      149106\n",
              "Masculino     118964\n",
              "Indefinido       171\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vLL2vuokVOBG"
      },
      "source": [
        "**Idade dos infectados no Maranhão**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ViPKngaVVVos"
      },
      "source": [
        "idade_filtrada = positivo_df.query('idade > 0 & idade <= 100')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8aphJgf0W0g5",
        "outputId": "0b3769d9-4d3c-4038-b8df-c8e7459bb504"
      },
      "source": [
        "idade_filtrada['idade'] = idade_filtrada['idade'].astype(int)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \"\"\"Entry point for launching an IPython kernel.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qacpC9oJXAgl"
      },
      "source": [
        "idades_ma = idade_filtrada.value_counts('idade')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R0tFGX_Roxht",
        "outputId": "c7fc3bc3-fa54-4598-bcde-ee31749fe972"
      },
      "source": [
        "idades_ma"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "idade\n",
              "37     6386\n",
              "35     6302\n",
              "36     6299\n",
              "39     6248\n",
              "38     6243\n",
              "       ... \n",
              "95       83\n",
              "98       68\n",
              "97       58\n",
              "100      46\n",
              "99       44\n",
              "Length: 100, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 131
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XGAdvBbTdLOF"
      },
      "source": [
        "### **São Luís -  Capital**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RPOooPgYdH6k"
      },
      "source": [
        "covid_slz = covid_ma.query('municipio == \"São Luís\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "id": "SoGCsPCGdVpp",
        "outputId": "4c2c4d7b-b700-47e0-93cf-7c5a62f3e09a"
      },
      "source": [
        "covid_slz.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ÿid</th>\n",
              "      <th>dataNotificacao</th>\n",
              "      <th>dataInicioSintomas</th>\n",
              "      <th>dataNascimento</th>\n",
              "      <th>sintomas</th>\n",
              "      <th>profissionalSaude</th>\n",
              "      <th>cbo</th>\n",
              "      <th>condicoes</th>\n",
              "      <th>estadoTeste</th>\n",
              "      <th>dataTeste</th>\n",
              "      <th>tipoTeste</th>\n",
              "      <th>resultadoTeste</th>\n",
              "      <th>paisOrigem</th>\n",
              "      <th>sexo</th>\n",
              "      <th>estado</th>\n",
              "      <th>estadoIBGE</th>\n",
              "      <th>municipio</th>\n",
              "      <th>municipioIBGE</th>\n",
              "      <th>origem</th>\n",
              "      <th>estadoNotificacao</th>\n",
              "      <th>estadoNotificacaoIBGE</th>\n",
              "      <th>municipioNotificacao</th>\n",
              "      <th>municipioNotificacaoIBGE</th>\n",
              "      <th>excluido</th>\n",
              "      <th>validado</th>\n",
              "      <th>idade</th>\n",
              "      <th>dataEncerramento</th>\n",
              "      <th>evolucaoCaso</th>\n",
              "      <th>classificacaoFinal</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AbEVo5S4nX</td>\n",
              "      <td>2020-03-30T03:00:00.000Z</td>\n",
              "      <td>2020-03-29T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Tosse</td>\n",
              "      <td>Sim</td>\n",
              "      <td>2235 - Enfermeiro</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Coletado</td>\n",
              "      <td>2020-03-30T03:00:00.000Z</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>55.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>6KJS2Qdpq2</td>\n",
              "      <td>2020-04-01T03:00:00.000Z</td>\n",
              "      <td>2020-03-26T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Dor de Garganta, Dispneia, Febre, Tosse</td>\n",
              "      <td>Sim</td>\n",
              "      <td>2235 - Enfermeiro</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Coletado</td>\n",
              "      <td>2020-04-02T03:00:00.000Z</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>37.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>NgKU8QKx0X</td>\n",
              "      <td>2020-04-06T07:23:33.348Z</td>\n",
              "      <td>2020-04-04T04:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Tosse, Outros</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>56.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Y5rlV9HJRa</td>\n",
              "      <td>2020-04-06T13:31:04.344Z</td>\n",
              "      <td>2020-03-03T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Dor de Garganta, Dispneia, Febre, Tosse, Outros</td>\n",
              "      <td>Sim</td>\n",
              "      <td>3222 - Técnico ou Auxiliar em Enfermagem</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Coletado</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>33.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>SepJKM9O3F</td>\n",
              "      <td>2020-04-06T13:17:10.116Z</td>\n",
              "      <td>2020-03-29T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Tosse</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Coletado</td>\n",
              "      <td>2020-04-01T03:00:00.000Z</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>São Luís</td>\n",
              "      <td>2111300.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>63.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          ÿid           dataNotificacao  ... evolucaoCaso classificacaoFinal\n",
              "0  AbEVo5S4nX  2020-03-30T03:00:00.000Z  ...          NaN                NaN\n",
              "2  6KJS2Qdpq2  2020-04-01T03:00:00.000Z  ...          NaN                NaN\n",
              "4  NgKU8QKx0X  2020-04-06T07:23:33.348Z  ...          NaN                NaN\n",
              "5  Y5rlV9HJRa  2020-04-06T13:31:04.344Z  ...          NaN                NaN\n",
              "6  SepJKM9O3F  2020-04-06T13:17:10.116Z  ...          NaN                NaN\n",
              "\n",
              "[5 rows x 29 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jFZnefKqgPWv"
      },
      "source": [
        "testes_slz = covid_slz.value_counts('resultadoTeste').sum()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4sBT3-LwdtDo",
        "outputId": "cd2594c8-214e-49bc-8b17-f43b103c27d9"
      },
      "source": [
        "testes_slz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "93913"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BSEJfu72d4xd",
        "outputId": "efcc5279-a30b-4a04-827e-3455fc023bc0"
      },
      "source": [
        "covid_slz.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Negativo                         63058\n",
              "Positivo                         30833\n",
              "Inconclusivo ou Indeterminado       22\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hCoH_M0QgT2q"
      },
      "source": [
        "result_slz = covid_slz.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h6HaWGdYnmzV"
      },
      "source": [
        "result_slz = result_slz.drop('Inconclusivo ou Indeterminado')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uI54DVNWnq7L",
        "outputId": "a9743acf-6b94-42c7-917f-b9ef90810bbd"
      },
      "source": [
        "result_slz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Negativo    63058\n",
              "Positivo    30833\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vXrtvLujwkgR"
      },
      "source": [
        "**Profissionais da saúde infectados em São Luís**\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IE0McIHNwcQ6"
      },
      "source": [
        "pi_slz = covid_slz.query('profissionalSaude == \"Sim\" & resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xDr5y1iuw17F"
      },
      "source": [
        "tpi_slz = pi_slz.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hMQxJumCw6PN",
        "outputId": "9ec4f67e-eaad-4355-bd13-4d45483fdf4a"
      },
      "source": [
        "tpi_slz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Positivo    2883\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bDP0YfQmo0Gp"
      },
      "source": [
        "**Sexo dos infectados em São Luís**\n",
        "\n",
        "*   Item da lista\n",
        "*   Item da lista\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T3rVdjeroZyA"
      },
      "source": [
        "positivo_slz = covid_slz.query('resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Thr2XE0booV4"
      },
      "source": [
        "positivos_sexo_slz = positivo_slz.value_counts('sexo')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1b0jgNX7stM8",
        "outputId": "48acd550-25d0-4bdf-d1f6-aff0cd252e68"
      },
      "source": [
        "positivos_sexo_slz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "sexo\n",
              "Masculino     15809\n",
              "Feminino      14927\n",
              "Indefinido       97\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6pfKD-_LrAh6"
      },
      "source": [
        "**Idade dos infectados em São Luís**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d8SrMPfJrYS6"
      },
      "source": [
        "idade_filtrada_slz = idade_filtrada.query('municipio == \"São Luís\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bHK0QhtxrzG9"
      },
      "source": [
        "idades_slz = idade_filtrada_slz.value_counts('idade')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JsvGw25_sYiK",
        "outputId": "0f3485b3-815f-4b4f-8699-b29bbcd1873e"
      },
      "source": [
        "idades_slz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "idade\n",
              "37    815\n",
              "36    808\n",
              "39    767\n",
              "38    764\n",
              "35    760\n",
              "     ... \n",
              "95     10\n",
              "96      9\n",
              "97      6\n",
              "98      5\n",
              "99      1\n",
              "Length: 99, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 135
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EL5T97vSc8YQ"
      },
      "source": [
        "# **Açailândia**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ufE-nWrKo996"
      },
      "source": [
        "covid_acai = covid_ma.query('municipio == \"Açailândia\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 383
        },
        "id": "uljSMdvApGF3",
        "outputId": "b23d16ab-4f3e-402d-e17b-a006cf4c6ddf"
      },
      "source": [
        "covid_acai.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ÿid</th>\n",
              "      <th>dataNotificacao</th>\n",
              "      <th>dataInicioSintomas</th>\n",
              "      <th>dataNascimento</th>\n",
              "      <th>sintomas</th>\n",
              "      <th>profissionalSaude</th>\n",
              "      <th>cbo</th>\n",
              "      <th>condicoes</th>\n",
              "      <th>estadoTeste</th>\n",
              "      <th>dataTeste</th>\n",
              "      <th>tipoTeste</th>\n",
              "      <th>resultadoTeste</th>\n",
              "      <th>paisOrigem</th>\n",
              "      <th>sexo</th>\n",
              "      <th>estado</th>\n",
              "      <th>estadoIBGE</th>\n",
              "      <th>municipio</th>\n",
              "      <th>municipioIBGE</th>\n",
              "      <th>origem</th>\n",
              "      <th>estadoNotificacao</th>\n",
              "      <th>estadoNotificacaoIBGE</th>\n",
              "      <th>municipioNotificacao</th>\n",
              "      <th>municipioNotificacaoIBGE</th>\n",
              "      <th>excluido</th>\n",
              "      <th>validado</th>\n",
              "      <th>idade</th>\n",
              "      <th>dataEncerramento</th>\n",
              "      <th>evolucaoCaso</th>\n",
              "      <th>classificacaoFinal</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>HSeQP58XwJ</td>\n",
              "      <td>2020-04-05T03:00:00.000Z</td>\n",
              "      <td>2020-03-13T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Dor de Garganta, Dispneia, Tosse</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Doenças cardíacas crônicas</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>45.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>373</th>\n",
              "      <td>0ggNmmd4d8</td>\n",
              "      <td>2020-04-04T03:00:00.000Z</td>\n",
              "      <td>2020-03-30T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Tosse, Febre, Dispneia</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Doenças respiratórias crônicas descompensadas</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>40.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>719</th>\n",
              "      <td>XMTKArMD4Z</td>\n",
              "      <td>2020-04-03T20:15:20.670Z</td>\n",
              "      <td>2020-03-28T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Febre,Tosse,Dispneia</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>39.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>794</th>\n",
              "      <td>FrXtr4D2Me</td>\n",
              "      <td>2020-04-04T16:01:30.910Z</td>\n",
              "      <td>2020-04-04T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Dor de Garganta,Dispneia,Febre</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>29.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>824</th>\n",
              "      <td>DYMCe6QVBa</td>\n",
              "      <td>2020-04-05T15:47:12.970Z</td>\n",
              "      <td>2020-03-24T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Tosse, Febre, Dispneia, Dor de Garganta</td>\n",
              "      <td>Sim</td>\n",
              "      <td>3222 - Técnico ou Auxiliar em Enfermagem</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Solicitado</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>2100055.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>45.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            ÿid           dataNotificacao  ... evolucaoCaso classificacaoFinal\n",
              "72   HSeQP58XwJ  2020-04-05T03:00:00.000Z  ...          NaN                NaN\n",
              "373  0ggNmmd4d8  2020-04-04T03:00:00.000Z  ...          NaN                NaN\n",
              "719  XMTKArMD4Z  2020-04-03T20:15:20.670Z  ...          NaN                NaN\n",
              "794  FrXtr4D2Me  2020-04-04T16:01:30.910Z  ...          NaN                NaN\n",
              "824  DYMCe6QVBa  2020-04-05T15:47:12.970Z  ...          NaN                NaN\n",
              "\n",
              "[5 rows x 29 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fltduQ33gdKk"
      },
      "source": [
        "testes_acai = covid_acai.value_counts('resultadoTeste').sum()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ox-YQ3VcZrFe",
        "outputId": "f6ba2a27-abd4-4e34-d623-e7e8f816245d"
      },
      "source": [
        "testes_acai"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "12227"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "47Yls1-uhjgV"
      },
      "source": [
        "result_acai = covid_acai.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ygv4qB0QpM9C",
        "outputId": "6943ce23-70bf-4d22-a94a-eee566aa7881"
      },
      "source": [
        "result_acai"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Negativo    7387\n",
              "Positivo    4840\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H6sRDVjzxbHJ"
      },
      "source": [
        "**Profissionais da saúde infectados em Açailândia**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vbH2SG7RxY6A"
      },
      "source": [
        "pi_acai = covid_acai.query('profissionalSaude == \"Sim\" & resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FiQLbfGQxZxh"
      },
      "source": [
        "tpi_acai = pi_acai.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N_FfhhFnxaNe",
        "outputId": "62143929-0ed6-4a01-9662-23014b1aae0c"
      },
      "source": [
        "tpi_acai"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Positivo    41\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KU7tdFeMpIex"
      },
      "source": [
        "**Sexo dos infectados em Açailândia**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tRfxwsLYpO4T"
      },
      "source": [
        "positivo_acai = covid_acai.query('resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wWoIGBigpYDb"
      },
      "source": [
        "positivos_sexo_acai = positivo_acai.value_counts('sexo')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6Gh-Z9wos34L",
        "outputId": "94cd43a2-95b7-4560-ce61-3aec7a18e9fc"
      },
      "source": [
        "positivos_sexo_acai"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "sexo\n",
              "Masculino     2455\n",
              "Feminino      2380\n",
              "Indefinido       5\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Mw8BURLCu1Ux"
      },
      "source": [
        "**Idade dos infectados em Açilândia**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KGboX3nrtNsD"
      },
      "source": [
        "idade_filtrada_acai = idade_filtrada.query('municipio == \"Açailândia\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vZQcpmEhtX-l"
      },
      "source": [
        "idades_acai = idade_filtrada_acai.value_counts('idade')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uU4TMMdNtekH",
        "outputId": "64c402c9-b761-467d-d3b7-bd2ca05b1bb0"
      },
      "source": [
        "idades_acai"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "idade\n",
              "33     137\n",
              "38     132\n",
              "36     131\n",
              "35     130\n",
              "32     121\n",
              "      ... \n",
              "93       3\n",
              "95       2\n",
              "97       2\n",
              "94       2\n",
              "100      1\n",
              "Length: 97, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 142
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vVzOdhj2dDf3"
      },
      "source": [
        "# **Imperatriz**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kYdq_5pS77CA"
      },
      "source": [
        "covid_itz = covid_ma.query('municipio == \"Imperatriz\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 400
        },
        "id": "85rkef85cjTW",
        "outputId": "2db8acca-f360-4ead-8dad-cd68d4f4778f"
      },
      "source": [
        "covid_itz.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ÿid</th>\n",
              "      <th>dataNotificacao</th>\n",
              "      <th>dataInicioSintomas</th>\n",
              "      <th>dataNascimento</th>\n",
              "      <th>sintomas</th>\n",
              "      <th>profissionalSaude</th>\n",
              "      <th>cbo</th>\n",
              "      <th>condicoes</th>\n",
              "      <th>estadoTeste</th>\n",
              "      <th>dataTeste</th>\n",
              "      <th>tipoTeste</th>\n",
              "      <th>resultadoTeste</th>\n",
              "      <th>paisOrigem</th>\n",
              "      <th>sexo</th>\n",
              "      <th>estado</th>\n",
              "      <th>estadoIBGE</th>\n",
              "      <th>municipio</th>\n",
              "      <th>municipioIBGE</th>\n",
              "      <th>origem</th>\n",
              "      <th>estadoNotificacao</th>\n",
              "      <th>estadoNotificacaoIBGE</th>\n",
              "      <th>municipioNotificacao</th>\n",
              "      <th>municipioNotificacaoIBGE</th>\n",
              "      <th>excluido</th>\n",
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              "      <th>idade</th>\n",
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              "      <th>evolucaoCaso</th>\n",
              "      <th>classificacaoFinal</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ozHhVSzSdq</td>\n",
              "      <td>2020-04-06T13:17:27.512Z</td>\n",
              "      <td>2020-03-22T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Febre, Tosse, Dispneia, Outros</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Coletado</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>47.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>C0ya737eMv</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>2020-03-30T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Dor de Garganta, Febre, Tosse</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Governador Edison Lobão</td>\n",
              "      <td>2104552.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>26.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>JUzKNcyiIH</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>2020-04-05T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Tosse</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Governador Edison Lobão</td>\n",
              "      <td>2104552.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>30.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>ECYrdK7ZN6</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>2020-04-04T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Dispneia, Febre</td>\n",
              "      <td>Não</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Feminino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Governador Edison Lobão</td>\n",
              "      <td>2104552.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>41.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>SsE6bE0dw8</td>\n",
              "      <td>2020-04-06T18:04:25.570Z</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Outros, Dispneia</td>\n",
              "      <td>Sim</td>\n",
              "      <td>225 - Médico</td>\n",
              "      <td>Doenças cardíacas crônicas</td>\n",
              "      <td>Coletado</td>\n",
              "      <td>2020-04-06T03:00:00.000Z</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>undefined</td>\n",
              "      <td>Masculino</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>MARANHÃO</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Imperatriz</td>\n",
              "      <td>2105302.0</td>\n",
              "      <td>undefined</td>\n",
              "      <td>undefined</td>\n",
              "      <td>70.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            ÿid           dataNotificacao  ... evolucaoCaso classificacaoFinal\n",
              "1    ozHhVSzSdq  2020-04-06T13:17:27.512Z  ...          NaN                NaN\n",
              "52   C0ya737eMv  2020-04-06T03:00:00.000Z  ...          NaN                NaN\n",
              "57   JUzKNcyiIH  2020-04-06T03:00:00.000Z  ...          NaN                NaN\n",
              "63   ECYrdK7ZN6  2020-04-06T03:00:00.000Z  ...          NaN                NaN\n",
              "164  SsE6bE0dw8  2020-04-06T18:04:25.570Z  ...          NaN                NaN\n",
              "\n",
              "[5 rows x 29 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sx89GKITh4JG"
      },
      "source": [
        "testes_itz = covid_itz.value_counts('resultadoTeste').sum()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "anBpVm5ucuei",
        "outputId": "959c1700-6366-4eca-bd21-676331f96e8e"
      },
      "source": [
        "testes_itz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "49195"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tdAKkTxTh-Lg"
      },
      "source": [
        "result_itz = covid_itz.value_counts('resultadoTeste')   "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KShuRSwrdz0h"
      },
      "source": [
        "result_itz = result_itz.drop('Inconclusivo ou Indeterminado')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "niSim-fGnceX",
        "outputId": "d89a78e4-dd18-41c7-917c-85b1de1e5846"
      },
      "source": [
        "result_itz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Negativo    31196\n",
              "Positivo    17982\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZRF8dcAnygwy"
      },
      "source": [
        "**Profissionais da saúde infectados em Imperatriz**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kBQRBvjdytTU"
      },
      "source": [
        "pi_itz = covid_itz.query('profissionalSaude == \"Sim\" & resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g-wiuoMzytw5"
      },
      "source": [
        "tpi_itz = pi_itz.value_counts('resultadoTeste')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RYxeFbG9yuJs",
        "outputId": "18f1c573-b1b2-402c-fb13-046e05f8b425"
      },
      "source": [
        "tpi_itz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "resultadoTeste\n",
              "Positivo    722\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cMyH6vJFpoKG"
      },
      "source": [
        "**Sexo dos infectados em Imperatriz**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xn2tYBs3pucW"
      },
      "source": [
        "positivo_itz = covid_itz.query('resultadoTeste == \"Positivo\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QzKb_HfHpzWk"
      },
      "source": [
        "positivos_sexo_itz = positivo_itz.value_counts('sexo')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6xMAiQ96tBd6",
        "outputId": "650282fc-9a90-4084-918f-a43dc9f2c588"
      },
      "source": [
        "positivos_sexo_itz.sort_index"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<bound method Series.sort_index of sexo\n",
              "Feminino      9772\n",
              "Masculino     8203\n",
              "Indefinido       7\n",
              "dtype: int64>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NJ_OhQjzvQNI"
      },
      "source": [
        "**Idade dos infectados em Imperatriz**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-LKnqnt_vNZD"
      },
      "source": [
        "idade_filtrada_itz = idade_filtrada.query('municipio == \"Imperatriz\"')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BOZP0q6EvOmO"
      },
      "source": [
        "idades_itz = idade_filtrada_itz.value_counts('idade')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_GtoREgTvoiB",
        "outputId": "5fdf4ad0-5f0b-4275-9eb0-e5ca1692fa61"
      },
      "source": [
        "idades_itz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "idade\n",
              "33     467\n",
              "36     436\n",
              "34     436\n",
              "31     433\n",
              "38     433\n",
              "      ... \n",
              "97       6\n",
              "92       6\n",
              "100      5\n",
              "99       4\n",
              "95       4\n",
              "Length: 99, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 152
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1qZOhHUFqHuZ"
      },
      "source": [
        "# **Visualização dos dados**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "id": "jsOJl52vfM_K",
        "outputId": "50f33b91-d290-452f-99ae-fc8093862c97"
      },
      "source": [
        "#---------Testes da COVID-19 no estado do Maranhão---------\n",
        "cores = ['#7FFFD4', '#FA8072']\n",
        "legenda = ['Negativo', 'Positivo']\n",
        "\n",
        "fig,(ax1, ax2, ax3, ax4) = plt.subplots(1, 4, figsize=(20,6))\n",
        "plt.suptitle('Testes da COVID-19 no estado do Maranhão', weight='bold', size=22)\n",
        "\n",
        "ax1.pie(result_ma, labels=result_ma, autopct='%1.1f%%', shadow=True, explode=(0,0.05), colors=cores)\n",
        "ax1.set_title('Todo o estado', weight='bold', size=15)\n",
        "ax1.legend(legenda, title='Resultado', bbox_to_anchor=(1, 0))\n",
        "\n",
        "ax2.pie(result_slz, labels=result_slz, autopct='%1.1f%%', shadow=True, explode=(0,0.05), colors=cores)\n",
        "ax2.set_title('São Luís', weight='bold', size=15)\n",
        "ax2.legend(legenda, title='Resultado', bbox_to_anchor=(1, 0))\n",
        "\n",
        "ax3.pie(result_acai, labels=result_acai, autopct='%1.1f%%', shadow=True, explode=(0,0.05), colors=cores)\n",
        "ax3.set_title('Açailândia', weight='bold', size=15)\n",
        "ax3.legend(legenda, title='Resultado', bbox_to_anchor=(1, 0))\n",
        "\n",
        "ax4.pie(result_itz, labels=result_itz, autopct='%1.1f%%', shadow=True, explode=(0,0.05), colors=cores)\n",
        "ax4.set_title('Imperatriz', weight='bold', size=15)\n",
        "ax4.legend(legenda, title='Resultado', bbox_to_anchor=(1, 0))\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "qLLmGU-8zI_-",
        "outputId": "a58810bd-24d0-47ba-bd91-d1d13a4f0ab9"
      },
      "source": [
        "#---------Profissionais da saúde que testaram positivo a COVID-19---------\n",
        "cores = ['#B0E0E6', '#FF7F50']\n",
        "ma = (result_ma['Positivo'], tpi_ma['Positivo'])\n",
        "slz = (result_slz['Positivo'], tpi_slz['Positivo'])\n",
        "acai = (result_acai['Positivo'], tpi_acai['Positivo'])\n",
        "itz = (result_itz['Positivo'], tpi_itz['Positivo'])\n",
        "legenda = ('Não profissional', 'Profissional da saúde')\n",
        "\n",
        "fig,(ax1, ax2, ax3, ax4)= plt.subplots(1,4, figsize = (22,7))\n",
        "plt.suptitle('Profissionais da saúde que testaram positivo a COVID-19 no estado do Maranhão', weight='bold', size=22)\n",
        "\n",
        "ax1.pie(ma, labels=ma, autopct='%1.1f%%', shadow=True, explode=(0.1,0.1), colors=cores)\n",
        "ax1.set_title('Todo o estado', weight='bold', size=15)\n",
        "ax1.legend(legenda, bbox_to_anchor=(1, 0))\n",
        "\n",
        "ax2.pie(slz, labels=slz, autopct='%1.1f%%', shadow=True, explode=(0,0.1), colors=cores)\n",
        "ax2.set_title('São Luís', weight='bold', size=15)\n",
        "ax2.legend(legenda, bbox_to_anchor=(1, 0))\n",
        "\n",
        "ax3.pie(acai, labels=acai, autopct='%1.1f%%', shadow=True, explode=(0.2,0.2), colors=cores)\n",
        "ax3.set_title('Açailândia', weight='bold', size=15)\n",
        "ax3.legend(legenda, bbox_to_anchor=(1, 0))\n",
        "\n",
        "ax4.pie(itz, labels=itz, autopct='%1.1f%%', shadow=True, explode=(0.1,0.1), colors=cores)\n",
        "ax4.set_title('Imperatriz', weight='bold', size=15)\n",
        "ax4.legend(legenda, bbox_to_anchor=(1, 0))\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1584x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 387
        },
        "id": "Co0Kcskop-4m",
        "outputId": "7d97dcad-90c8-4074-89c4-4f5929fb4516"
      },
      "source": [
        "#---------Sexo das pessoa que testaram positivo a COVID-19---------\n",
        "\n",
        "cores = ('#F08080', '#B0C4DE', '#FF0000')\n",
        "legenda = ('Feminino', 'Masculino')\n",
        "ma = (positivos_sexo_ma['Feminino'], positivos_sexo_ma['Masculino'])\n",
        "slz = (positivos_sexo_slz['Feminino'], positivos_sexo_slz['Masculino'])\n",
        "acai = (positivos_sexo_acai['Feminino'], positivos_sexo_acai['Masculino'])\n",
        "itz = (positivos_sexo_itz['Feminino'], positivos_sexo_itz['Masculino'])\n",
        "\n",
        "fig,(ax1, ax2, ax3, ax4)= plt.subplots(1,4, figsize = (28,8))\n",
        "plt.suptitle('Sexo das pessoas que testaram positivo a COVID-19 no estado do Maranhão', weight='bold', size=22)\n",
        "\n",
        "ax1.bar(legenda, ma, color=cores)\n",
        "ax1.set_title('Todo o estado', weight='bold', size=15)\n",
        "ax1.set_ylabel('Quantidade de infectados', size=13)\n",
        "\n",
        "ax2.bar(legenda, slz, color=cores)\n",
        "ax2.set_title('São Luís', weight='bold', size=15)\n",
        "\n",
        "ax3.bar(legenda, acai, color=cores)\n",
        "ax3.set_title('Açailândia', weight='bold', size=15)\n",
        "\n",
        "ax4.bar(legenda, itz, color=cores)\n",
        "ax4.set_title('Imperatriz', weight='bold', size=15)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2016x576 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yXlxSEePtrBu"
      },
      "source": [
        "import seaborn as sns"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 375
        },
        "id": "lxpKqjUPvBp0",
        "outputId": "5d2997da-869d-4d35-b027-a100e439d8af"
      },
      "source": [
        "#---------Idade das pessoa que testaram positivo a COVID-19---------\n",
        "plt.figure(figsize = (20,5))\n",
        "plt.suptitle('Idade das pessoas que testaram positivo a COVID-19 no estado do Maranhão', weight='bold', size=20)\n",
        "\n",
        "sns.barplot(x = idades_ma.index, y = idades_ma.values)\n",
        "plt.xlabel('Idade')\n",
        "plt.ylabel('Quantidade de infectados')\n",
        "plt.xticks(rotation=70)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 371
        },
        "id": "MtthEx75srgV",
        "outputId": "c339e99b-ecff-4953-8150-9434108f66d0"
      },
      "source": [
        "plt.figure(figsize = (20,5))\n",
        "plt.suptitle('Idade das pessoas que testaram positivo a COVID-19 na cidade de São Luís', weight='bold', size=20)\n",
        "\n",
        "sns.barplot(x = idades_slz.index, y = idades_slz.values)\n",
        "plt.xlabel('Idade')\n",
        "plt.ylabel('Quantidade de infectados')\n",
        "plt.xticks(rotation=70)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "id": "5caJqPfDtyf3",
        "outputId": "41e3d655-839e-49f4-c5fb-3b606ae93afa"
      },
      "source": [
        "plt.figure(figsize = (20,5))\n",
        "plt.suptitle('Idade das pessoas que testaram positivo a COVID-19 na cidade de Açailândia', weight='bold', size=20)\n",
        "\n",
        "sns.barplot(x = idades_acai.index, y = idades_acai.values)\n",
        "plt.xlabel('Idade')\n",
        "plt.ylabel('Quantidade de infectados')\n",
        "plt.xticks(rotation=70)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "id": "CAo_yROcvyV0",
        "outputId": "137a1679-5d5f-4325-b425-22facc14f6ca"
      },
      "source": [
        "plt.figure(figsize = (20,5))\n",
        "plt.suptitle('Idade das pessoas que testaram positivo a COVID-19 na cidade de Imperatriz', weight='bold', size=20)\n",
        "\n",
        "sns.barplot(x=idades_itz.index, y=idades_itz.values)\n",
        "plt.xlabel('Idade')\n",
        "plt.ylabel('Quantidade de infectados')\n",
        "plt.xticks(rotation=70)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}