merge_concat_planilhas.ipynb

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        "<a href=\"https://colab.research.google.com/github/rivelle/python_pandas/blob/master/merge_concat_planilhas.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "import pandas as pd"
      ]
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    {
      "cell_type": "markdown",
      "source": [
        "### Ajuste planilha apicultura"
      ],
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        "id": "6GjOCF0EFG-i"
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        "apic = pd.read_csv('/apic_melip_tab6935.csv')\n",
        "\n",
        "apic.head()"
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              "   cod_ibge     nm_mun  nfam_estab_cx  fam_estab_cx  nfam_estab_colm  \\\n",
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              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e4a21679-ef15-46de-84ed-0aa69c4df67d button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e4a21679-ef15-46de-84ed-0aa69c4df67d');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-b8bf771c-18a7-4e1d-8459-3e9f1309c51a\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b8bf771c-18a7-4e1d-8459-3e9f1309c51a')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-b8bf771c-18a7-4e1d-8459-3e9f1309c51a button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "apic",
              "summary": "{\n  \"name\": \"apic\",\n  \"rows\": 416,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9804,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 416,\n        \"samples\": [\n          2912608,\n          2924108,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 416,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Pedr\\u00e3o\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab_cx\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8,\n        \"min\": 0,\n        \"max\": 118,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          9,\n          55,\n          6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab_cx\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 72,\n        \"min\": 0,\n        \"max\": 1203,\n        \"num_unique_values\": 52,\n        \"samples\": [\n          15,\n          19,\n          118\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab_colm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 378,\n        \"min\": 0,\n        \"max\": 5231,\n        \"num_unique_values\": 102,\n        \"samples\": [\n          76,\n          97,\n          1564\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab_colm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1575,\n        \"min\": 0,\n        \"max\": 24505,\n        \"num_unique_values\": 115,\n        \"samples\": [\n          75,\n          80,\n          182\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "apic = apic.rename(columns = {'nfam_estab_cx':'nfam_estab', 'fam_estab_cx':'fam_estab', 'nfam_estab_colm':'nfam_animais', 'fam_estab_colm': 'fam_animais'})"
      ],
      "metadata": {
        "id": "nLL1wRTWEG5r"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "apic['sisprod'] = 'Apicultura e Meliponicultura'"
      ],
      "metadata": {
        "id": "vRLa0_4PE0zS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "apic.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "H9JhnoiREqUi",
        "outputId": "6511d7e4-74a7-484c-c1a6-62034d66398b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge     nm_mun  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra           1          3             0            0   \n",
              "1   2900207      Abaré           0          0             0            0   \n",
              "2   2900306  Acajutiba           0          1             0            0   \n",
              "3   2900355   Adustina           0          1             0            0   \n",
              "4   2900405  Água Fria          11         12           303          294   \n",
              "\n",
              "                        sisprod  \n",
              "0  Apicultura e Meliponicultura  \n",
              "1  Apicultura e Meliponicultura  \n",
              "2  Apicultura e Meliponicultura  \n",
              "3  Apicultura e Meliponicultura  \n",
              "4  Apicultura e Meliponicultura  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6e418826-630c-451f-a799-db3897be5b80\" class=\"colab-df-container\">\n",
              "    <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>cod_ibge</th>\n",
              "      <th>nm_mun</th>\n",
              "      <th>nfam_estab</th>\n",
              "      <th>fam_estab</th>\n",
              "      <th>nfam_animais</th>\n",
              "      <th>fam_animais</th>\n",
              "      <th>sisprod</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra</td>\n",
              "      <td>1</td>\n",
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              "      <td>Apicultura e Meliponicultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria</td>\n",
              "      <td>11</td>\n",
              "      <td>12</td>\n",
              "      <td>303</td>\n",
              "      <td>294</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6e418826-630c-451f-a799-db3897be5b80')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-6e418826-630c-451f-a799-db3897be5b80 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-6e418826-630c-451f-a799-db3897be5b80');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-ab646c13-8ef4-43d7-a338-726e794b8935\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ab646c13-8ef4-43d7-a338-726e794b8935')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ab646c13-8ef4-43d7-a338-726e794b8935 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "apic",
              "summary": "{\n  \"name\": \"apic\",\n  \"rows\": 416,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9804,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 416,\n        \"samples\": [\n          2912608,\n          2924108,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 416,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Pedr\\u00e3o\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8,\n        \"min\": 0,\n        \"max\": 118,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          9,\n          55,\n          6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 72,\n        \"min\": 0,\n        \"max\": 1203,\n        \"num_unique_values\": 52,\n        \"samples\": [\n          15,\n          19,\n          118\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 378,\n        \"min\": 0,\n        \"max\": 5231,\n        \"num_unique_values\": 102,\n        \"samples\": [\n          76,\n          97,\n          1564\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1575,\n        \"min\": 0,\n        \"max\": 24505,\n        \"num_unique_values\": 115,\n        \"samples\": [\n          75,\n          80,\n          182\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Apicultura e Meliponicultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun = pd.read_csv('/base_municipios2022.csv')\n",
        "\n",
        "mun.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "boNSg06ZFV2y",
        "outputId": "724fc74e-57a0-4731-990b-b6013b82dc6a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   OBJECTID   CD_MUN     NM_MUN SIGLA_UF     AREA_KM2  \\\n",
              "0         1  2900108     Abaíra       BA   538.677002   \n",
              "1         2  2900207      Abaré       BA  1604.922974   \n",
              "2         3  2900306  Acajutiba       BA   181.475006   \n",
              "3         4  2900355   Adustina       BA   629.098999   \n",
              "4         5  2900405  Água Fria       BA   742.775024   \n",
              "\n",
              "                        TER_IDENT  est_agrico  est_agricf  \\\n",
              "0              Chapada Diamantina         919         820   \n",
              "1                       Itaparica        1885        1700   \n",
              "2  Litoral Norte e Agreste Baiano        1337        1203   \n",
              "3           Semiárido Nordeste II        3249        2744   \n",
              "4                Portal do Sertão        2165        1705   \n",
              "\n",
              "                  biomapredo  \n",
              "0                   Caatinga  \n",
              "1                   Caatinga  \n",
              "2                   Caatinga  \n",
              "3                   Caatinga  \n",
              "4  Caatinga e Mata Atlântica  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-eb4e11c3-e7dd-49d5-8b3e-f3af73ee9a3a\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>OBJECTID</th>\n",
              "      <th>CD_MUN</th>\n",
              "      <th>NM_MUN</th>\n",
              "      <th>SIGLA_UF</th>\n",
              "      <th>AREA_KM2</th>\n",
              "      <th>TER_IDENT</th>\n",
              "      <th>est_agrico</th>\n",
              "      <th>est_agricf</th>\n",
              "      <th>biomapredo</th>\n",
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              "      <th>0</th>\n",
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              "      <td>2900108</td>\n",
              "      <td>Abaíra</td>\n",
              "      <td>BA</td>\n",
              "      <td>538.677002</td>\n",
              "      <td>Chapada Diamantina</td>\n",
              "      <td>919</td>\n",
              "      <td>820</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré</td>\n",
              "      <td>BA</td>\n",
              "      <td>1604.922974</td>\n",
              "      <td>Itaparica</td>\n",
              "      <td>1885</td>\n",
              "      <td>1700</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba</td>\n",
              "      <td>BA</td>\n",
              "      <td>181.475006</td>\n",
              "      <td>Litoral Norte e Agreste Baiano</td>\n",
              "      <td>1337</td>\n",
              "      <td>1203</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina</td>\n",
              "      <td>BA</td>\n",
              "      <td>629.098999</td>\n",
              "      <td>Semiárido Nordeste II</td>\n",
              "      <td>3249</td>\n",
              "      <td>2744</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria</td>\n",
              "      <td>BA</td>\n",
              "      <td>742.775024</td>\n",
              "      <td>Portal do Sertão</td>\n",
              "      <td>2165</td>\n",
              "      <td>1705</td>\n",
              "      <td>Caatinga e Mata Atlântica</td>\n",
              "    </tr>\n",
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              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
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              "\n",
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              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      display: none;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
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              "\n",
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              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-eb4e11c3-e7dd-49d5-8b3e-f3af73ee9a3a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-eb4e11c3-e7dd-49d5-8b3e-f3af73ee9a3a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
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              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
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              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
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              "    animation:\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
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              "    }\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-a78b6440-1957-42cc-9ba2-2eb29477d15f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "mun",
              "summary": "{\n  \"name\": \"mun\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"OBJECTID\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 120,\n        \"min\": 1,\n        \"max\": 417,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          153,\n          398,\n          412\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CD_MUN\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"NM_MUN\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 417,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Ubat\\u00e3\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SIGLA_UF\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"BA\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AREA_KM2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"TER_IDENT\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun = mun.drop(columns = ['OBJECTID'], axis = 1)"
      ],
      "metadata": {
        "id": "76U_rVBDFpcn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mun = mun.drop(columns = ['SIGLA_UF'], axis = 1)"
      ],
      "metadata": {
        "id": "fu9kY5hIF4us"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mun = mun.rename(columns = {'CD_MUN': 'cod_ibge', 'NM_MUN': 'nm_mun', 'AREA_KM2':'area_km2', 'TER_IDENT':'territorio'})"
      ],
      "metadata": {
        "id": "xviSQUnIGW63"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mun.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
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        "id": "rIDJlQ7wFxUY",
        "outputId": "143be2bc-20a3-4234-a6fb-e4706f8702fa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge     nm_mun     area_km2                      territorio  \\\n",
              "0   2900108     Abaíra   538.677002              Chapada Diamantina   \n",
              "1   2900207      Abaré  1604.922974                       Itaparica   \n",
              "2   2900306  Acajutiba   181.475006  Litoral Norte e Agreste Baiano   \n",
              "3   2900355   Adustina   629.098999           Semiárido Nordeste II   \n",
              "4   2900405  Água Fria   742.775024                Portal do Sertão   \n",
              "\n",
              "   est_agrico  est_agricf                 biomapredo  \n",
              "0         919         820                   Caatinga  \n",
              "1        1885        1700                   Caatinga  \n",
              "2        1337        1203                   Caatinga  \n",
              "3        3249        2744                   Caatinga  \n",
              "4        2165        1705  Caatinga e Mata Atlântica  "
            ],
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "mun",
              "summary": "{\n  \"name\": \"mun\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 417,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Ubat\\u00e3\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188,\n          177.643005371094,\n          782.158996582031\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\",\n          \"Bacia do Rio Grande\",\n          \"Vale do Jiquiri\\u00e7\\u00e1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917,\n          154,\n          6488\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844,\n          2060,\n          396\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\",\n          \"Cerrado e Caatinga\",\n          \"Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "apic = apic.merge(mun, on = 'cod_ibge', how = 'outer')"
      ],
      "metadata": {
        "id": "gtY0CYuOGASl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "apic.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "USjc6SuJG4wY",
        "outputId": "1f86917f-7a5d-4faf-f643-b0020090b86d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge   nm_mun_x  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra         1.0        3.0           0.0          0.0   \n",
              "1   2900207      Abaré         0.0        0.0           0.0          0.0   \n",
              "2   2900306  Acajutiba         0.0        1.0           0.0          0.0   \n",
              "3   2900355   Adustina         0.0        1.0           0.0          0.0   \n",
              "4   2900405  Água Fria        11.0       12.0         303.0        294.0   \n",
              "\n",
              "                        sisprod   nm_mun_y     area_km2  \\\n",
              "0  Apicultura e Meliponicultura     Abaíra   538.677002   \n",
              "1  Apicultura e Meliponicultura      Abaré  1604.922974   \n",
              "2  Apicultura e Meliponicultura  Acajutiba   181.475006   \n",
              "3  Apicultura e Meliponicultura   Adustina   629.098999   \n",
              "4  Apicultura e Meliponicultura  Água Fria   742.775024   \n",
              "\n",
              "                       territorio  est_agrico  est_agricf  \\\n",
              "0              Chapada Diamantina         919         820   \n",
              "1                       Itaparica        1885        1700   \n",
              "2  Litoral Norte e Agreste Baiano        1337        1203   \n",
              "3           Semiárido Nordeste II        3249        2744   \n",
              "4                Portal do Sertão        2165        1705   \n",
              "\n",
              "                  biomapredo  \n",
              "0                   Caatinga  \n",
              "1                   Caatinga  \n",
              "2                   Caatinga  \n",
              "3                   Caatinga  \n",
              "4  Caatinga e Mata Atlântica  "
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
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          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "apic.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Twh5bNpSG8nf",
        "outputId": "7b33994e-307e-4528-be71-639d6a0a90b9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(417, 13)"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "apic = apic.rename(columns = {'nm_mun_x':'nm_mun'})"
      ],
      "metadata": {
        "id": "RUCfbmcdHFP1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "apic = apic.drop(columns = ['nm_mun_y'], axis = 1)"
      ],
      "metadata": {
        "id": "8mQHw40rHPoi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "apic.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "hy5v8B9UHW8m",
        "outputId": "23bf0f71-0f97-47e6-8df4-9b7eb90b8235"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge     nm_mun  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra         1.0        3.0           0.0          0.0   \n",
              "1   2900207      Abaré         0.0        0.0           0.0          0.0   \n",
              "2   2900306  Acajutiba         0.0        1.0           0.0          0.0   \n",
              "3   2900355   Adustina         0.0        1.0           0.0          0.0   \n",
              "4   2900405  Água Fria        11.0       12.0         303.0        294.0   \n",
              "\n",
              "                        sisprod     area_km2                      territorio  \\\n",
              "0  Apicultura e Meliponicultura   538.677002              Chapada Diamantina   \n",
              "1  Apicultura e Meliponicultura  1604.922974                       Itaparica   \n",
              "2  Apicultura e Meliponicultura   181.475006  Litoral Norte e Agreste Baiano   \n",
              "3  Apicultura e Meliponicultura   629.098999           Semiárido Nordeste II   \n",
              "4  Apicultura e Meliponicultura   742.775024                Portal do Sertão   \n",
              "\n",
              "   est_agrico  est_agricf                 biomapredo  \n",
              "0         919         820                   Caatinga  \n",
              "1        1885        1700                   Caatinga  \n",
              "2        1337        1203                   Caatinga  \n",
              "3        3249        2744                   Caatinga  \n",
              "4        2165        1705  Caatinga e Mata Atlântica  "
            ],
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              "      <th></th>\n",
              "      <th>cod_ibge</th>\n",
              "      <th>nm_mun</th>\n",
              "      <th>nfam_estab</th>\n",
              "      <th>fam_estab</th>\n",
              "      <th>nfam_animais</th>\n",
              "      <th>fam_animais</th>\n",
              "      <th>sisprod</th>\n",
              "      <th>area_km2</th>\n",
              "      <th>territorio</th>\n",
              "      <th>est_agrico</th>\n",
              "      <th>est_agricf</th>\n",
              "      <th>biomapredo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "      <td>538.677002</td>\n",
              "      <td>Chapada Diamantina</td>\n",
              "      <td>919</td>\n",
              "      <td>820</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "      <td>1604.922974</td>\n",
              "      <td>Itaparica</td>\n",
              "      <td>1885</td>\n",
              "      <td>1700</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "      <td>181.475006</td>\n",
              "      <td>Litoral Norte e Agreste Baiano</td>\n",
              "      <td>1337</td>\n",
              "      <td>1203</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "      <td>629.098999</td>\n",
              "      <td>Semiárido Nordeste II</td>\n",
              "      <td>3249</td>\n",
              "      <td>2744</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria</td>\n",
              "      <td>11.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>303.0</td>\n",
              "      <td>294.0</td>\n",
              "      <td>Apicultura e Meliponicultura</td>\n",
              "      <td>742.775024</td>\n",
              "      <td>Portal do Sertão</td>\n",
              "      <td>2165</td>\n",
              "      <td>1705</td>\n",
              "      <td>Caatinga e Mata Atlântica</td>\n",
              "    </tr>\n",
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              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
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              "    display: none;\n",
              "    fill: var(--fill-color);\n",
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              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "\n",
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              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
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              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "    (() => {\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "apic",
              "summary": "{\n  \"name\": \"apic\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 416,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Pedr\\u00e3o\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.904716172411922,\n        \"min\": 0.0,\n        \"max\": 118.0,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          9.0,\n          55.0,\n          6.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 72.91468220080809,\n        \"min\": 0.0,\n        \"max\": 1203.0,\n        \"num_unique_values\": 52,\n        \"samples\": [\n          15.0,\n          19.0,\n          118.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 378.71957861322414,\n        \"min\": 0.0,\n        \"max\": 5231.0,\n        \"num_unique_values\": 102,\n        \"samples\": [\n          76.0,\n          97.0,\n          1564.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1575.1017211054084,\n        \"min\": 0.0,\n        \"max\": 24505.0,\n        \"num_unique_values\": 115,\n        \"samples\": [\n          75.0,\n          80.0,\n          182.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Apicultura e Meliponicultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "apic.to_csv('/mun_apicultura.csv')"
      ],
      "metadata": {
        "id": "ggt2CJwuFPuK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Ajuste demais planilhas pecuária"
      ],
      "metadata": {
        "id": "RI3gHuW2Ht6K"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pec_estab = pd.read_csv('/suino_tab6926_estabelecimentos.csv')\n",
        "\n",
        "pec_estab.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "mrapsRgFHyZa",
        "outputId": "b750aed5-a030-458a-9727-88c68774a4ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge          nm_mun  nfam_estab  fam_estab\n",
              "0           0   2900108     Abaíra (BA)          23        210\n",
              "1           1   2900207      Abaré (BA)          43        325\n",
              "2           2   2900306  Acajutiba (BA)           5         13\n",
              "3           3   2900355   Adustina (BA)          25        135\n",
              "4           4   2900405  Água Fria (BA)          63        239"
            ],
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              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-00795ae9-8bf1-4398-bb0f-08656234fb54')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-00795ae9-8bf1-4398-bb0f-08656234fb54 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-00795ae9-8bf1-4398-bb0f-08656234fb54');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-71217cf3-6e4c-4cfb-9056-835e09d13883\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-71217cf3-6e4c-4cfb-9056-835e09d13883')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-71217cf3-6e4c-4cfb-9056-835e09d13883 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "pec_estab",
              "summary": "{\n  \"name\": \"pec_estab\",\n  \"rows\": 414,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 119,\n        \"min\": 0,\n        \"max\": 413,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          358,\n          350,\n          373\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9811,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          2929404,\n          2929008,\n          2930709\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas (BA)\",\n          \"S\\u00e3o F\\u00e9lix (BA)\",\n          \"Sim\\u00f5es Filho (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 84,\n        \"min\": 0,\n        \"max\": 697,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          30,\n          389,\n          107\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 375,\n        \"min\": 0,\n        \"max\": 2699,\n        \"num_unique_values\": 281,\n        \"samples\": [\n          136,\n          118,\n          504\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_estab = pec_estab.drop(columns = ['Unnamed: 0'])"
      ],
      "metadata": {
        "id": "VrWOvOjlIAgN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_estab.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "IzX_tvPOIQl8",
        "outputId": "9025c51e-bbac-4e2b-a2e0-cfdb40e66a4d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge          nm_mun  nfam_estab  fam_estab\n",
              "0   2900108     Abaíra (BA)          23        210\n",
              "1   2900207      Abaré (BA)          43        325\n",
              "2   2900306  Acajutiba (BA)           5         13\n",
              "3   2900355   Adustina (BA)          25        135\n",
              "4   2900405  Água Fria (BA)          63        239"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2b69edcd-873e-4974-99fb-e542eb61cfee\" class=\"colab-df-container\">\n",
              "    <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>cod_ibge</th>\n",
              "      <th>nm_mun</th>\n",
              "      <th>nfam_estab</th>\n",
              "      <th>fam_estab</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra (BA)</td>\n",
              "      <td>23</td>\n",
              "      <td>210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>43</td>\n",
              "      <td>325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>5</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>25</td>\n",
              "      <td>135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>63</td>\n",
              "      <td>239</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2b69edcd-873e-4974-99fb-e542eb61cfee')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2b69edcd-873e-4974-99fb-e542eb61cfee button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2b69edcd-873e-4974-99fb-e542eb61cfee');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-7fb34d75-1be7-46f2-912a-ea89936c1adb\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7fb34d75-1be7-46f2-912a-ea89936c1adb')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "\n",
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              "summary": "{\n  \"name\": \"pec_estab\",\n  \"rows\": 414,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9811,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          2929404,\n          2929008,\n          2930709\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas (BA)\",\n          \"S\\u00e3o F\\u00e9lix (BA)\",\n          \"Sim\\u00f5es Filho (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 84,\n        \"min\": 0,\n        \"max\": 697,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          30,\n          389,\n          107\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 375,\n        \"min\": 0,\n        \"max\": 2699,\n        \"num_unique_values\": 281,\n        \"samples\": [\n          136,\n          118,\n          504\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
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          },
          "metadata": {},
          "execution_count": 92
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_animais = pd.read_csv('/suino_tab6926_numcabecas.csv')\n",
        "\n",
        "pec_animais.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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        "id": "9MHS9KRWIT0i",
        "outputId": "b6dec9f2-7892-4502-adbc-a4cb930c0e00"
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      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge     nm_mun  nfam_cabecas  fam_cabecas\n",
              "0           0   2900108     Abaíra            71          671\n",
              "1           1   2900207      Abaré           236         1727\n",
              "2           2   2900306  Acajutiba           285          185\n",
              "3           3   2900355   Adustina           308          713\n",
              "4           4   2900405  Água Fria           268          842"
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
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              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "pec_animais",
              "summary": "{\n  \"name\": \"pec_animais\",\n  \"rows\": 414,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 119,\n        \"min\": 0,\n        \"max\": 413,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          358,\n          350,\n          373\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9811,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          2929404,\n          2929008,\n          2930709\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas\",\n          \"S\\u00e3o F\\u00e9lix\",\n          \"Sim\\u00f5es Filho\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_cabecas\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1414,\n        \"min\": 0,\n        \"max\": 18297,\n        \"num_unique_values\": 322,\n        \"samples\": [\n          310,\n          21,\n          977\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_cabecas\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2196,\n        \"min\": 0,\n        \"max\": 22605,\n        \"num_unique_values\": 364,\n        \"samples\": [\n          1347,\n          787,\n          1807\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 93
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_animais = pec_animais.drop(columns = ['Unnamed: 0'], axis = 1)"
      ],
      "metadata": {
        "id": "3a7f9qfrIesl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_animais = pec_animais.rename(columns = {'nfam_cabecas':'nfam_animais', 'fam_cabecas':'fam_animais'})"
      ],
      "metadata": {
        "id": "nNDoXlyoIn2V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_animais['sisprod'] = 'Suinocultura'"
      ],
      "metadata": {
        "id": "fMb0a1h0I8dx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_animais.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "qm7kVF9rJCdU",
        "outputId": "24b51646-5df0-4b13-b9f4-0463c72ef9b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge     nm_mun  nfam_animais  fam_animais       sisprod\n",
              "0   2900108     Abaíra            71          671  Suinocultura\n",
              "1   2900207      Abaré           236         1727  Suinocultura\n",
              "2   2900306  Acajutiba           285          185  Suinocultura\n",
              "3   2900355   Adustina           308          713  Suinocultura\n",
              "4   2900405  Água Fria           268          842  Suinocultura"
            ],
            "text/html": [
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              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina</td>\n",
              "      <td>308</td>\n",
              "      <td>713</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria</td>\n",
              "      <td>268</td>\n",
              "      <td>842</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2cd9b8d6-fb9d-4dd1-8822-cff56bd65400')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      border-radius: 50%;\n",
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              "      display: none;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2cd9b8d6-fb9d-4dd1-8822-cff56bd65400 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2cd9b8d6-fb9d-4dd1-8822-cff56bd65400');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-b239e5e8-9fc2-4490-af2a-ffcae3c69eae\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b239e5e8-9fc2-4490-af2a-ffcae3c69eae')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-b239e5e8-9fc2-4490-af2a-ffcae3c69eae button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "pec_animais",
              "summary": "{\n  \"name\": \"pec_animais\",\n  \"rows\": 414,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9811,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          2929404,\n          2929008,\n          2930709\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas\",\n          \"S\\u00e3o F\\u00e9lix\",\n          \"Sim\\u00f5es Filho\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1414,\n        \"min\": 0,\n        \"max\": 18297,\n        \"num_unique_values\": 322,\n        \"samples\": [\n          310,\n          21,\n          977\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2196,\n        \"min\": 0,\n        \"max\": 22605,\n        \"num_unique_values\": 364,\n        \"samples\": [\n          1347,\n          787,\n          1807\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Suinocultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 97
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge = pec_estab.merge(pec_animais, on = 'cod_ibge', how = 'left')"
      ],
      "metadata": {
        "id": "AuBnCBwKJLZH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "g8nhjvodJW2X",
        "outputId": "70614671-311f-439f-c4e8-84374f539c48"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge        nm_mun_x  nfam_estab  fam_estab   nm_mun_y  nfam_animais  \\\n",
              "0   2900108     Abaíra (BA)          23        210     Abaíra            71   \n",
              "1   2900207      Abaré (BA)          43        325      Abaré           236   \n",
              "2   2900306  Acajutiba (BA)           5         13  Acajutiba           285   \n",
              "3   2900355   Adustina (BA)          25        135   Adustina           308   \n",
              "4   2900405  Água Fria (BA)          63        239  Água Fria           268   \n",
              "\n",
              "   fam_animais       sisprod  \n",
              "0          671  Suinocultura  \n",
              "1         1727  Suinocultura  \n",
              "2          185  Suinocultura  \n",
              "3          713  Suinocultura  \n",
              "4          842  Suinocultura  "
            ],
            "text/html": [
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>cod_ibge</th>\n",
              "      <th>nm_mun_x</th>\n",
              "      <th>nfam_estab</th>\n",
              "      <th>fam_estab</th>\n",
              "      <th>nm_mun_y</th>\n",
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              "      <th>fam_animais</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra (BA)</td>\n",
              "      <td>23</td>\n",
              "      <td>210</td>\n",
              "      <td>Abaíra</td>\n",
              "      <td>71</td>\n",
              "      <td>671</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>43</td>\n",
              "      <td>325</td>\n",
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              "      <td>1727</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>5</td>\n",
              "      <td>13</td>\n",
              "      <td>Acajutiba</td>\n",
              "      <td>285</td>\n",
              "      <td>185</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>25</td>\n",
              "      <td>135</td>\n",
              "      <td>Adustina</td>\n",
              "      <td>308</td>\n",
              "      <td>713</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>63</td>\n",
              "      <td>239</td>\n",
              "      <td>Água Fria</td>\n",
              "      <td>268</td>\n",
              "      <td>842</td>\n",
              "      <td>Suinocultura</td>\n",
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              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      display: none;\n",
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              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
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              "      margin-bottom: 4px;\n",
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              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-dad24d64-cad2-4b5e-96df-0e39897033de button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-dad24d64-cad2-4b5e-96df-0e39897033de');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
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              "            title=\"Suggest charts\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e4c86cc6-d7f1-4564-b5ce-c354767c8ca4 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "pec_merge",
              "summary": "{\n  \"name\": \"pec_merge\",\n  \"rows\": 414,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9811,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 414,\n        \"samples\": [\n          2929404,\n          2929008,\n          2930709\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun_x\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas (BA)\",\n          \"S\\u00e3o F\\u00e9lix (BA)\",\n          \"Sim\\u00f5es Filho (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 84,\n        \"min\": 0,\n        \"max\": 697,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          30,\n          389,\n          107\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 375,\n        \"min\": 0,\n        \"max\": 2699,\n        \"num_unique_values\": 281,\n        \"samples\": [\n          136,\n          118,\n          504\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun_y\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas\",\n          \"S\\u00e3o F\\u00e9lix\",\n          \"Sim\\u00f5es Filho\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1414,\n        \"min\": 0,\n        \"max\": 18297,\n        \"num_unique_values\": 322,\n        \"samples\": [\n          310,\n          21,\n          977\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2196,\n        \"min\": 0,\n        \"max\": 22605,\n        \"num_unique_values\": 364,\n        \"samples\": [\n          1347,\n          787,\n          1807\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Suinocultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 99
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge = pec_merge.rename(columns = {'nm_mun_x':'nm_mun'})"
      ],
      "metadata": {
        "id": "m-57QVhHJdjo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge = pec_merge.drop(columns = ['nm_mun_y'], axis = 1)"
      ],
      "metadata": {
        "id": "ftLeOS7UJuF0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "jegGX9ieJ1x-",
        "outputId": "ae4e2ef5-7cd1-4f1c-cfa8-30d2156aabc8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge          nm_mun  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra (BA)          23        210            71          671   \n",
              "1   2900207      Abaré (BA)          43        325           236         1727   \n",
              "2   2900306  Acajutiba (BA)           5         13           285          185   \n",
              "3   2900355   Adustina (BA)          25        135           308          713   \n",
              "4   2900405  Água Fria (BA)          63        239           268          842   \n",
              "\n",
              "        sisprod  \n",
              "0  Suinocultura  \n",
              "1  Suinocultura  \n",
              "2  Suinocultura  \n",
              "3  Suinocultura  \n",
              "4  Suinocultura  "
            ],
            "text/html": [
              "\n",
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              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>cod_ibge</th>\n",
              "      <th>nm_mun</th>\n",
              "      <th>nfam_estab</th>\n",
              "      <th>fam_estab</th>\n",
              "      <th>nfam_animais</th>\n",
              "      <th>fam_animais</th>\n",
              "      <th>sisprod</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra (BA)</td>\n",
              "      <td>23</td>\n",
              "      <td>210</td>\n",
              "      <td>71</td>\n",
              "      <td>671</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>43</td>\n",
              "      <td>325</td>\n",
              "      <td>236</td>\n",
              "      <td>1727</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
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              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>5</td>\n",
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              "      <td>285</td>\n",
              "      <td>185</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>25</td>\n",
              "      <td>135</td>\n",
              "      <td>308</td>\n",
              "      <td>713</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>63</td>\n",
              "      <td>239</td>\n",
              "      <td>268</td>\n",
              "      <td>842</td>\n",
              "      <td>Suinocultura</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0135fba7-6f25-4294-b643-4808b5429901')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-0135fba7-6f25-4294-b643-4808b5429901 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-0135fba7-6f25-4294-b643-4808b5429901');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
              "<div id=\"df-af7cbd1a-1654-46e6-b52c-b046c6f74ed4\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-af7cbd1a-1654-46e6-b52c-b046c6f74ed4')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-af7cbd1a-1654-46e6-b52c-b046c6f74ed4 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
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            }
          },
          "metadata": {},
          "execution_count": 102
        }
      ]
    },
    {
      "cell_type": "code",
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      "execution_count": null,
      "outputs": [
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          "data": {
            "text/plain": [
              "   cod_ibge     nm_mun     area_km2                      territorio  \\\n",
              "0   2900108     Abaíra   538.677002              Chapada Diamantina   \n",
              "1   2900207      Abaré  1604.922974                       Itaparica   \n",
              "2   2900306  Acajutiba   181.475006  Litoral Norte e Agreste Baiano   \n",
              "3   2900355   Adustina   629.098999           Semiárido Nordeste II   \n",
              "4   2900405  Água Fria   742.775024                Portal do Sertão   \n",
              "\n",
              "   est_agrico  est_agricf                 biomapredo  \n",
              "0         919         820                   Caatinga  \n",
              "1        1885        1700                   Caatinga  \n",
              "2        1337        1203                   Caatinga  \n",
              "3        3249        2744                   Caatinga  \n",
              "4        2165        1705  Caatinga e Mata Atlântica  "
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "mun",
              "summary": "{\n  \"name\": \"mun\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 417,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Ubat\\u00e3\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188,\n          177.643005371094,\n          782.158996582031\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\",\n          \"Bacia do Rio Grande\",\n          \"Vale do Jiquiri\\u00e7\\u00e1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917,\n          154,\n          6488\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844,\n          2060,\n          396\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\",\n          \"Cerrado e Caatinga\",\n          \"Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge = pec_merge.merge(mun, on = 'cod_ibge', how = 'outer')"
      ],
      "metadata": {
        "id": "YpVIwRCoKYm7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "_QGPcTYpKiTA",
        "outputId": "0105e308-2944-4397-9e15-492ee7e0f318"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge        nm_mun_x  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra (BA)        23.0      210.0          71.0        671.0   \n",
              "1   2900207      Abaré (BA)        43.0      325.0         236.0       1727.0   \n",
              "2   2900306  Acajutiba (BA)         5.0       13.0         285.0        185.0   \n",
              "3   2900355   Adustina (BA)        25.0      135.0         308.0        713.0   \n",
              "4   2900405  Água Fria (BA)        63.0      239.0         268.0        842.0   \n",
              "\n",
              "        sisprod   nm_mun_y     area_km2                      territorio  \\\n",
              "0  Suinocultura     Abaíra   538.677002              Chapada Diamantina   \n",
              "1  Suinocultura      Abaré  1604.922974                       Itaparica   \n",
              "2  Suinocultura  Acajutiba   181.475006  Litoral Norte e Agreste Baiano   \n",
              "3  Suinocultura   Adustina   629.098999           Semiárido Nordeste II   \n",
              "4  Suinocultura  Água Fria   742.775024                Portal do Sertão   \n",
              "\n",
              "   est_agrico  est_agricf                 biomapredo  \n",
              "0         919         820                   Caatinga  \n",
              "1        1885        1700                   Caatinga  \n",
              "2        1337        1203                   Caatinga  \n",
              "3        3249        2744                   Caatinga  \n",
              "4        2165        1705  Caatinga e Mata Atlântica  "
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              "      <th>fam_animais</th>\n",
              "      <th>sisprod</th>\n",
              "      <th>nm_mun_y</th>\n",
              "      <th>area_km2</th>\n",
              "      <th>territorio</th>\n",
              "      <th>est_agrico</th>\n",
              "      <th>est_agricf</th>\n",
              "      <th>biomapredo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra (BA)</td>\n",
              "      <td>23.0</td>\n",
              "      <td>210.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>671.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>Abaíra</td>\n",
              "      <td>538.677002</td>\n",
              "      <td>Chapada Diamantina</td>\n",
              "      <td>919</td>\n",
              "      <td>820</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>43.0</td>\n",
              "      <td>325.0</td>\n",
              "      <td>236.0</td>\n",
              "      <td>1727.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>Abaré</td>\n",
              "      <td>1604.922974</td>\n",
              "      <td>Itaparica</td>\n",
              "      <td>1885</td>\n",
              "      <td>1700</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>5.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>285.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>Acajutiba</td>\n",
              "      <td>181.475006</td>\n",
              "      <td>Litoral Norte e Agreste Baiano</td>\n",
              "      <td>1337</td>\n",
              "      <td>1203</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>25.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>308.0</td>\n",
              "      <td>713.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>Adustina</td>\n",
              "      <td>629.098999</td>\n",
              "      <td>Semiárido Nordeste II</td>\n",
              "      <td>3249</td>\n",
              "      <td>2744</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>63.0</td>\n",
              "      <td>239.0</td>\n",
              "      <td>268.0</td>\n",
              "      <td>842.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>Água Fria</td>\n",
              "      <td>742.775024</td>\n",
              "      <td>Portal do Sertão</td>\n",
              "      <td>2165</td>\n",
              "      <td>1705</td>\n",
              "      <td>Caatinga e Mata Atlântica</td>\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
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              "summary": "{\n  \"name\": \"pec_merge\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun_x\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas (BA)\",\n          \"S\\u00e3o F\\u00e9lix (BA)\",\n          \"Sim\\u00f5es Filho (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 84.69366551516937,\n        \"min\": 0.0,\n        \"max\": 697.0,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          30.0,\n          389.0,\n          107.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 375.03200614370473,\n        \"min\": 0.0,\n        \"max\": 2699.0,\n        \"num_unique_values\": 281,\n        \"samples\": [\n          136.0,\n          118.0,\n          504.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1414.4174710122077,\n        \"min\": 0.0,\n        \"max\": 18297.0,\n        \"num_unique_values\": 322,\n        \"samples\": [\n          310.0,\n          21.0,\n          977.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2196.697115264162,\n        \"min\": 0.0,\n        \"max\": 22605.0,\n        \"num_unique_values\": 364,\n        \"samples\": [\n          1347.0,\n          787.0,\n          1807.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Suinocultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun_y\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 417,\n        \"samples\": [\n          \"Ibiquera\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 105
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge = pec_merge.rename(columns = {'nm_mun_x':'nm_mun'})"
      ],
      "metadata": {
        "id": "L9joKRfTKo87"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge = pec_merge.drop(columns =  ['nm_mun_y'], axis = 1)"
      ],
      "metadata": {
        "id": "JZ5atR7wKzbT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "DmLIhwnsK70h",
        "outputId": "466fd7a8-64d5-446a-9a2b-3e423bf2f979"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge          nm_mun  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra (BA)        23.0      210.0          71.0        671.0   \n",
              "1   2900207      Abaré (BA)        43.0      325.0         236.0       1727.0   \n",
              "2   2900306  Acajutiba (BA)         5.0       13.0         285.0        185.0   \n",
              "3   2900355   Adustina (BA)        25.0      135.0         308.0        713.0   \n",
              "4   2900405  Água Fria (BA)        63.0      239.0         268.0        842.0   \n",
              "\n",
              "        sisprod     area_km2                      territorio  est_agrico  \\\n",
              "0  Suinocultura   538.677002              Chapada Diamantina         919   \n",
              "1  Suinocultura  1604.922974                       Itaparica        1885   \n",
              "2  Suinocultura   181.475006  Litoral Norte e Agreste Baiano        1337   \n",
              "3  Suinocultura   629.098999           Semiárido Nordeste II        3249   \n",
              "4  Suinocultura   742.775024                Portal do Sertão        2165   \n",
              "\n",
              "   est_agricf                 biomapredo  \n",
              "0         820                   Caatinga  \n",
              "1        1700                   Caatinga  \n",
              "2        1203                   Caatinga  \n",
              "3        2744                   Caatinga  \n",
              "4        1705  Caatinga e Mata Atlântica  "
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              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>43.0</td>\n",
              "      <td>325.0</td>\n",
              "      <td>236.0</td>\n",
              "      <td>1727.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>1604.922974</td>\n",
              "      <td>Itaparica</td>\n",
              "      <td>1885</td>\n",
              "      <td>1700</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>5.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>285.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>181.475006</td>\n",
              "      <td>Litoral Norte e Agreste Baiano</td>\n",
              "      <td>1337</td>\n",
              "      <td>1203</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>25.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>308.0</td>\n",
              "      <td>713.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>629.098999</td>\n",
              "      <td>Semiárido Nordeste II</td>\n",
              "      <td>3249</td>\n",
              "      <td>2744</td>\n",
              "      <td>Caatinga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>63.0</td>\n",
              "      <td>239.0</td>\n",
              "      <td>268.0</td>\n",
              "      <td>842.0</td>\n",
              "      <td>Suinocultura</td>\n",
              "      <td>742.775024</td>\n",
              "      <td>Portal do Sertão</td>\n",
              "      <td>2165</td>\n",
              "      <td>1705</td>\n",
              "      <td>Caatinga e Mata Atlântica</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "    width: 32px;\n",
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              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
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              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "    background-color: var(--disabled-bg-color);\n",
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              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
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              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
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              "  }\n",
              "</style>\n",
              "\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
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              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "pec_merge",
              "summary": "{\n  \"name\": \"pec_merge\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas (BA)\",\n          \"S\\u00e3o F\\u00e9lix (BA)\",\n          \"Sim\\u00f5es Filho (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 84.69366551516937,\n        \"min\": 0.0,\n        \"max\": 697.0,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          30.0,\n          389.0,\n          107.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 375.03200614370473,\n        \"min\": 0.0,\n        \"max\": 2699.0,\n        \"num_unique_values\": 281,\n        \"samples\": [\n          136.0,\n          118.0,\n          504.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1414.4174710122077,\n        \"min\": 0.0,\n        \"max\": 18297.0,\n        \"num_unique_values\": 322,\n        \"samples\": [\n          310.0,\n          21.0,\n          977.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2196.697115264162,\n        \"min\": 0.0,\n        \"max\": 22605.0,\n        \"num_unique_values\": 364,\n        \"samples\": [\n          1347.0,\n          787.0,\n          1807.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Suinocultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 108
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aqVH2oTiL02d",
        "outputId": "1158a508-306e-485b-c606-4bb9418fde79"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(417, 12)"
            ]
          },
          "metadata": {},
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pec_merge.to_csv('/mun_suino.csv')"
      ],
      "metadata": {
        "id": "H7SzZfoQLBdu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Concatenação das planilhas"
      ],
      "metadata": {
        "id": "2zfVerxKM9z2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "mun_apic = pd.read_csv('/mun_apicultura.csv')\n",
        "mun_apic.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "bTx8yBqtNA_e",
        "outputId": "a2670f7a-7fd1-4bbb-ca7d-714c673a64cb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge     nm_mun  nfam_estab  fam_estab  nfam_animais  \\\n",
              "0           0   2900108     Abaíra         1.0        3.0           0.0   \n",
              "1           1   2900207      Abaré         0.0        0.0           0.0   \n",
              "2           2   2900306  Acajutiba         0.0        1.0           0.0   \n",
              "\n",
              "   fam_animais                       sisprod     area_km2  \\\n",
              "0          0.0  Apicultura e Meliponicultura   538.677002   \n",
              "1          0.0  Apicultura e Meliponicultura  1604.922974   \n",
              "2          0.0  Apicultura e Meliponicultura   181.475006   \n",
              "\n",
              "                       territorio  est_agrico  est_agricf biomapredo  \n",
              "0              Chapada Diamantina         919         820   Caatinga  \n",
              "1                       Itaparica        1885        1700   Caatinga  \n",
              "2  Litoral Norte e Agreste Baiano        1337        1203   Caatinga  "
            ],
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              "\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "mun_apic",
              "summary": "{\n  \"name\": \"mun_apic\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 120,\n        \"min\": 0,\n        \"max\": 416,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          152,\n          397,\n          411\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 416,\n        \"samples\": [\n          \"Ibiquera\",\n          \"Pedr\\u00e3o\",\n          \"Vereda\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.904716172411922,\n        \"min\": 0.0,\n        \"max\": 118.0,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          9.0,\n          55.0,\n          6.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 72.91468220080809,\n        \"min\": 0.0,\n        \"max\": 1203.0,\n        \"num_unique_values\": 52,\n        \"samples\": [\n          15.0,\n          19.0,\n          118.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 378.71957861322414,\n        \"min\": 0.0,\n        \"max\": 5231.0,\n        \"num_unique_values\": 102,\n        \"samples\": [\n          76.0,\n          97.0,\n          1564.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1575.1017211054084,\n        \"min\": 0.0,\n        \"max\": 24505.0,\n        \"num_unique_values\": 115,\n        \"samples\": [\n          75.0,\n          80.0,\n          182.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Apicultura e Meliponicultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 111
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_caprino = pd.read_csv('/mun_caprino.csv')\n",
        "mun_caprino.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "zFmveimJNSUH",
        "outputId": "7fc43c75-868d-4c12-9d04-011b63223032"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge          nm_mun  nfam_estab  fam_estab  nfam_animais  \\\n",
              "0           0   2900108     Abaíra (BA)         4.0       32.0          49.0   \n",
              "1           1   2900207      Abaré (BA)       109.0      994.0        8342.0   \n",
              "2           2   2900306  Acajutiba (BA)         1.0        2.0           0.0   \n",
              "\n",
              "   fam_animais         sisprod     area_km2                      territorio  \\\n",
              "0        349.0  Caprinocultura   538.677002              Chapada Diamantina   \n",
              "1      58381.0  Caprinocultura  1604.922974                       Itaparica   \n",
              "2          0.0  Caprinocultura   181.475006  Litoral Norte e Agreste Baiano   \n",
              "\n",
              "   est_agrico  est_agricf biomapredo  \n",
              "0         919         820   Caatinga  \n",
              "1        1885        1700   Caatinga  \n",
              "2        1337        1203   Caatinga  "
            ],
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              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "      --bg-color: #3B4455;\n",
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              "      --disabled-fill-color: #666;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
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              "  }\n",
              "\n",
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              "    animation:\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
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              "\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "    (() => {\n",
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              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "mun_caprino",
              "summary": "{\n  \"name\": \"mun_caprino\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 120,\n        \"min\": 0,\n        \"max\": 416,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          152,\n          397,\n          411\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 416,\n        \"samples\": [\n          \"Ibiquera (BA)\",\n          \"Pedr\\u00e3o (BA)\",\n          \"Vereda (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 93.97200498079842,\n        \"min\": 0.0,\n        \"max\": 1183.0,\n        \"num_unique_values\": 95,\n        \"samples\": [\n          54.0,\n          17.0,\n          76.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 410.1447453532363,\n        \"min\": 0.0,\n        \"max\": 4481.0,\n        \"num_unique_values\": 159,\n        \"samples\": [\n          37.0,\n          138.0,\n          56.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5333.380285089271,\n        \"min\": 0.0,\n        \"max\": 60205.0,\n        \"num_unique_values\": 260,\n        \"samples\": [\n          110.0,\n          1631.0,\n          1781.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 17307.236854380943,\n        \"min\": 0.0,\n        \"max\": 209640.0,\n        \"num_unique_values\": 259,\n        \"samples\": [\n          830.0,\n          838.0,\n          1830.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Caprinocultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 112
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_frango = pd.read_csv('/mun_frango.csv')\n",
        "mun_frango.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "2p_DoeU3NiTA",
        "outputId": "1896546a-0623-446b-a703-ef2ca2548c27"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge          nm_mun  nfam_estab  fam_estab  nfam_animais  \\\n",
              "0           0   2900108     Abaíra (BA)        51.0      478.0           1.0   \n",
              "1           1   2900207      Abaré (BA)        90.0      751.0           2.0   \n",
              "2           2   2900306  Acajutiba (BA)         9.0       45.0           0.0   \n",
              "\n",
              "   fam_animais              sisprod     area_km2  \\\n",
              "0         11.0  Avicultura (Frango)   538.677002   \n",
              "1         11.0  Avicultura (Frango)  1604.922974   \n",
              "2          2.0  Avicultura (Frango)   181.475006   \n",
              "\n",
              "                       territorio  est_agrico  est_agricf biomapredo  \n",
              "0              Chapada Diamantina         919         820   Caatinga  \n",
              "1                       Itaparica        1885        1700   Caatinga  \n",
              "2  Litoral Norte e Agreste Baiano        1337        1203   Caatinga  "
            ],
            "text/html": [
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              "          + ' to learn more about interactive tables.';\n",
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              "\n",
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            ],
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              "type": "dataframe",
              "variable_name": "mun_frango",
              "summary": "{\n  \"name\": \"mun_frango\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 120,\n        \"min\": 0,\n        \"max\": 416,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          152,\n          397,\n          411\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 416,\n        \"samples\": [\n          \"Ibiquera (BA)\",\n          \"Pedr\\u00e3o (BA)\",\n          \"Vereda (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 217.47687208588727,\n        \"min\": 0.0,\n        \"max\": 2486.0,\n        \"num_unique_values\": 266,\n        \"samples\": [\n          409.0,\n          532.0,\n          315.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 784.8361604198053,\n        \"min\": 1.0,\n        \"max\": 4555.0,\n        \"num_unique_values\": 374,\n        \"samples\": [\n          1852.0,\n          1420.0,\n          1241.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 226.43474406848927,\n        \"min\": 0.0,\n        \"max\": 2900.0,\n        \"num_unique_values\": 61,\n        \"samples\": [\n          1.0,\n          4.0,\n          135.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 108.07033135309328,\n        \"min\": 0.0,\n        \"max\": 1756.0,\n        \"num_unique_values\": 86,\n        \"samples\": [\n          58.0,\n          11.0,\n          40.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Avicultura (Frango)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_ovino = pd.read_csv('/mun_ovino.csv')\n",
        "mun_ovino.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "4SVKWCHTNt0x",
        "outputId": "40af0f72-d27c-4f5e-e7f4-1d1445b08804"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge          nm_mun  nfam_estab  fam_estab  nfam_animais  \\\n",
              "0           0   2900108     Abaíra (BA)         2.0       34.0           0.0   \n",
              "1           1   2900207      Abaré (BA)        95.0      921.0        3992.0   \n",
              "2           2   2900306  Acajutiba (BA)         9.0        5.0         390.0   \n",
              "\n",
              "   fam_animais       sisprod     area_km2                      territorio  \\\n",
              "0          0.0  Ovinocultura   538.677002              Chapada Diamantina   \n",
              "1      38322.0  Ovinocultura  1604.922974                       Itaparica   \n",
              "2        280.0  Ovinocultura   181.475006  Litoral Norte e Agreste Baiano   \n",
              "\n",
              "   est_agrico  est_agricf biomapredo  \n",
              "0         919         820   Caatinga  \n",
              "1        1885        1700   Caatinga  \n",
              "2        1337        1203   Caatinga  "
            ],
            "text/html": [
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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            }
          },
          "metadata": {},
          "execution_count": 114
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_suino = pd.read_csv('/mun_suino.csv')\n",
        "mun_suino.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "EIizPbG-N2vh",
        "outputId": "fea5872b-0f36-439c-b8aa-79b8db2f2a6c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge          nm_mun  nfam_estab  fam_estab  nfam_animais  \\\n",
              "0           0   2900108     Abaíra (BA)        23.0      210.0          71.0   \n",
              "1           1   2900207      Abaré (BA)        43.0      325.0         236.0   \n",
              "2           2   2900306  Acajutiba (BA)         5.0       13.0         285.0   \n",
              "\n",
              "   fam_animais       sisprod     area_km2                      territorio  \\\n",
              "0        671.0  Suinocultura   538.677002              Chapada Diamantina   \n",
              "1       1727.0  Suinocultura  1604.922974                       Itaparica   \n",
              "2        185.0  Suinocultura   181.475006  Litoral Norte e Agreste Baiano   \n",
              "\n",
              "   est_agrico  est_agricf biomapredo  \n",
              "0         919         820   Caatinga  \n",
              "1        1885        1700   Caatinga  \n",
              "2        1337        1203   Caatinga  "
            ],
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              "variable_name": "mun_suino",
              "summary": "{\n  \"name\": \"mun_suino\",\n  \"rows\": 417,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 120,\n        \"min\": 0,\n        \"max\": 416,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          152,\n          397,\n          411\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9793,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 414,\n        \"samples\": [\n          \"S\\u00e3o Miguel das Matas (BA)\",\n          \"S\\u00e3o F\\u00e9lix (BA)\",\n          \"Sim\\u00f5es Filho (BA)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 84.69366551516937,\n        \"min\": 0.0,\n        \"max\": 697.0,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          30.0,\n          389.0,\n          107.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 375.03200614370473,\n        \"min\": 0.0,\n        \"max\": 2699.0,\n        \"num_unique_values\": 281,\n        \"samples\": [\n          136.0,\n          118.0,\n          504.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1414.4174710122077,\n        \"min\": 0.0,\n        \"max\": 18297.0,\n        \"num_unique_values\": 322,\n        \"samples\": [\n          310.0,\n          21.0,\n          977.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2196.697115264162,\n        \"min\": 0.0,\n        \"max\": 22605.0,\n        \"num_unique_values\": 364,\n        \"samples\": [\n          1347.0,\n          787.0,\n          1807.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Suinocultura\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1961.350833009998,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1382,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1092,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 115
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_pecuaria_bahia = pd.concat([mun_apic, mun_caprino, mun_frango, mun_ovino, mun_suino], ignore_index = True)"
      ],
      "metadata": {
        "id": "rd0fF9cZOKUX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mun_pecuaria_bahia.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "4Uy7OAojOrnM",
        "outputId": "f41f8a30-2624-44f2-a269-81169ca30555"
      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "   Unnamed: 0  cod_ibge     nm_mun  nfam_estab  fam_estab  nfam_animais  \\\n",
              "0           0   2900108     Abaíra         1.0        3.0           0.0   \n",
              "1           1   2900207      Abaré         0.0        0.0           0.0   \n",
              "2           2   2900306  Acajutiba         0.0        1.0           0.0   \n",
              "3           3   2900355   Adustina         0.0        1.0           0.0   \n",
              "4           4   2900405  Água Fria        11.0       12.0         303.0   \n",
              "\n",
              "   fam_animais                       sisprod     area_km2  \\\n",
              "0          0.0  Apicultura e Meliponicultura   538.677002   \n",
              "1          0.0  Apicultura e Meliponicultura  1604.922974   \n",
              "2          0.0  Apicultura e Meliponicultura   181.475006   \n",
              "3          0.0  Apicultura e Meliponicultura   629.098999   \n",
              "4        294.0  Apicultura e Meliponicultura   742.775024   \n",
              "\n",
              "                       territorio  est_agrico  est_agricf  \\\n",
              "0              Chapada Diamantina         919         820   \n",
              "1                       Itaparica        1885        1700   \n",
              "2  Litoral Norte e Agreste Baiano        1337        1203   \n",
              "3           Semiárido Nordeste II        3249        2744   \n",
              "4                Portal do Sertão        2165        1705   \n",
              "\n",
              "                  biomapredo  \n",
              "0                   Caatinga  \n",
              "1                   Caatinga  \n",
              "2                   Caatinga  \n",
              "3                   Caatinga  \n",
              "4  Caatinga e Mata Atlântica  "
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\"samples\": [\n          \"Itapicuru (BA)\",\n          \"Valen\\u00e7a (BA)\",\n          \"Paripiranga\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 139.63186967645822,\n        \"min\": 0.0,\n        \"max\": 2486.0,\n        \"num_unique_values\": 345,\n        \"samples\": [\n          315.0,\n          130.0,\n          270.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 547.6845039119924,\n        \"min\": 0.0,\n        \"max\": 4555.0,\n        \"num_unique_values\": 696,\n        \"samples\": [\n          788.0,\n          323.0,\n          143.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3317.714751703114,\n        \"min\": 0.0,\n        \"max\": 60205.0,\n        \"num_unique_values\": 804,\n        \"samples\": [\n          489.0,\n          185.0,\n          193.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 10183.974849772489,\n        \"min\": 0.0,\n        \"max\": 209640.0,\n        \"num_unique_values\": 955,\n        \"samples\": [\n          25543.0,\n          2460.0,\n          4942.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caprinocultura\",\n          \"Suinocultura\",\n          \"Avicultura (Frango)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1959.4676344643751,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188,\n          177.643005371094,\n          782.158996582031\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\",\n          \"Bacia do Rio Grande\",\n          \"Vale do Jiquiri\\u00e7\\u00e1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1381,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917,\n          154,\n          6488\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1091,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844,\n          2060,\n          396\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\",\n          \"Cerrado e Caatinga\",\n          \"Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 120
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_pecuaria_bahia.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BLN-ggV6OvMB",
        "outputId": "816f1ca9-45b8-48e3-f062-7f6b42124f07"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2085, 13)"
            ]
          },
          "metadata": {},
          "execution_count": 118
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_pecuaria_bahia = mun_pecuaria_bahia.drop(columns = ['Unnamed: 0'], axis = 1)"
      ],
      "metadata": {
        "id": "89qf2xMUO-Vx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mun_pecuaria_bahia.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "YdBzI3clPLuP",
        "outputId": "43c4a8da-049c-406b-8583-906211145729"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_ibge     nm_mun  nfam_estab  fam_estab  nfam_animais  fam_animais  \\\n",
              "0   2900108     Abaíra         1.0        3.0           0.0          0.0   \n",
              "1   2900207      Abaré         0.0        0.0           0.0          0.0   \n",
              "2   2900306  Acajutiba         0.0        1.0           0.0          0.0   \n",
              "\n",
              "                        sisprod     area_km2                      territorio  \\\n",
              "0  Apicultura e Meliponicultura   538.677002              Chapada Diamantina   \n",
              "1  Apicultura e Meliponicultura  1604.922974                       Itaparica   \n",
              "2  Apicultura e Meliponicultura   181.475006  Litoral Norte e Agreste Baiano   \n",
              "\n",
              "   est_agrico  est_agricf biomapredo  \n",
              "0         919         820   Caatinga  \n",
              "1        1885        1700   Caatinga  \n",
              "2        1337        1203   Caatinga  "
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              "variable_name": "mun_pecuaria_bahia",
              "summary": "{\n  \"name\": \"mun_pecuaria_bahia\",\n  \"rows\": 2085,\n  \"fields\": [\n    {\n      \"column\": \"cod_ibge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9784,\n        \"min\": 2900108,\n        \"max\": 2933604,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          2912608,\n          2932309,\n          2933257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nm_mun\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 832,\n        \"samples\": [\n          \"Itapicuru (BA)\",\n          \"Valen\\u00e7a (BA)\",\n          \"Paripiranga\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 139.63186967645822,\n        \"min\": 0.0,\n        \"max\": 2486.0,\n        \"num_unique_values\": 345,\n        \"samples\": [\n          315.0,\n          130.0,\n          270.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_estab\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 547.6845039119924,\n        \"min\": 0.0,\n        \"max\": 4555.0,\n        \"num_unique_values\": 696,\n        \"samples\": [\n          788.0,\n          323.0,\n          143.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nfam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3317.714751703114,\n        \"min\": 0.0,\n        \"max\": 60205.0,\n        \"num_unique_values\": 804,\n        \"samples\": [\n          489.0,\n          185.0,\n          193.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fam_animais\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 10183.974849772489,\n        \"min\": 0.0,\n        \"max\": 209640.0,\n        \"num_unique_values\": 955,\n        \"samples\": [\n          25543.0,\n          2460.0,\n          4942.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sisprod\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caprinocultura\",\n          \"Suinocultura\",\n          \"Avicultura (Frango)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"area_km2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1959.4676344643751,\n        \"min\": 32.201000213623,\n        \"max\": 15634.328125,\n        \"num_unique_values\": 417,\n        \"samples\": [\n          698.244995117188,\n          177.643005371094,\n          782.158996582031\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"territorio\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27,\n        \"samples\": [\n          \"Litoral Sul\",\n          \"Bacia do Rio Grande\",\n          \"Vale do Jiquiri\\u00e7\\u00e1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agrico\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1381,\n        \"min\": 0,\n        \"max\": 9191,\n        \"num_unique_values\": 395,\n        \"samples\": [\n          1917,\n          154,\n          6488\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"est_agricf\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1091,\n        \"min\": 0,\n        \"max\": 5799,\n        \"num_unique_values\": 386,\n        \"samples\": [\n          1844,\n          2060,\n          396\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"biomapredo\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Caatinga e Mata Atl\\u00e2ntica\",\n          \"Cerrado e Caatinga\",\n          \"Mata Atl\\u00e2ntica\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 122
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mun_pecuaria_bahia.to_csv('/mun_pecuaria_bahia.csv')"
      ],
      "metadata": {
        "id": "X2wQXst2Ozpl"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}