conversao_tipocampo.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNXiIGgmjtX4rDxpvKFAcyG"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "m2SeiEWya8No"
      },
      "outputs": [],
      "source": [
        "import geopandas as gpd\n",
        "import pandas as pd\n",
        "\n",
        "from google.colab import drive"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "drive.mount('/content/drive', force_remount=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xf0L9d2NbwqO",
        "outputId": "8aff27a4-9283-46a1-f0cc-f3b976f9d554"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho = pd.read_csv('/content/drive/MyDrive/HomeLab/csv/cns2017_rebanho_tab6908.csv', sep=';', encoding='iso-8859-1')\n",
        "\n",
        "rebanho.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "id": "bkPA75c-cJ91",
        "outputId": "c5e9bd30-593d-440e-c006-2749150bcc3a"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_mun             mun  reb_total  bovino_total caprino_total ovino_total  \\\n",
              "0  2900108     Abaíra (BA)        797           616            36          36   \n",
              "1  2900207      Abaré (BA)       1513           554          1103        1016   \n",
              "2  2900306  Acajutiba (BA)        326           209             3          14   \n",
              "3  2900355   Adustina (BA)       1481           506            87         654   \n",
              "4  2900405  Água Fria (BA)       1637           479            44         239   \n",
              "\n",
              "  suino_total  aves_total  naofam_total  naofam_bovinos naofam_caprinos  \\\n",
              "0         224         528            83              56               4   \n",
              "1         359         836           144              41             109   \n",
              "2          18          54            42              29               1   \n",
              "3         155         809           259              95              20   \n",
              "4         250        1293           336             112               9   \n",
              "\n",
              "  naofam_ovinos naofam_suinos naofam_aves  fam_total  fam_bovinos  \\\n",
              "0             2            23          51        714          560   \n",
              "1            95            42          90       1369          513   \n",
              "2             9             5           9        284          180   \n",
              "3           106            24         145       1222          411   \n",
              "4            59            55         222       1301          367   \n",
              "\n",
              "  fam_caprinos fam_ovinos fam_suinos  fam_aves  \n",
              "0           32         34        201       477  \n",
              "1          994        921        317       746  \n",
              "2            2          5         13        45  \n",
              "3           67        548        131       664  \n",
              "4           35        180        195      1071  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b9c866e7-4e3e-4bb0-ae76-326edba9605d\" 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_mun</th>\n",
              "      <th>mun</th>\n",
              "      <th>reb_total</th>\n",
              "      <th>bovino_total</th>\n",
              "      <th>caprino_total</th>\n",
              "      <th>ovino_total</th>\n",
              "      <th>suino_total</th>\n",
              "      <th>aves_total</th>\n",
              "      <th>naofam_total</th>\n",
              "      <th>naofam_bovinos</th>\n",
              "      <th>naofam_caprinos</th>\n",
              "      <th>naofam_ovinos</th>\n",
              "      <th>naofam_suinos</th>\n",
              "      <th>naofam_aves</th>\n",
              "      <th>fam_total</th>\n",
              "      <th>fam_bovinos</th>\n",
              "      <th>fam_caprinos</th>\n",
              "      <th>fam_ovinos</th>\n",
              "      <th>fam_suinos</th>\n",
              "      <th>fam_aves</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra (BA)</td>\n",
              "      <td>797</td>\n",
              "      <td>616</td>\n",
              "      <td>36</td>\n",
              "      <td>36</td>\n",
              "      <td>224</td>\n",
              "      <td>528</td>\n",
              "      <td>83</td>\n",
              "      <td>56</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>23</td>\n",
              "      <td>51</td>\n",
              "      <td>714</td>\n",
              "      <td>560</td>\n",
              "      <td>32</td>\n",
              "      <td>34</td>\n",
              "      <td>201</td>\n",
              "      <td>477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>1513</td>\n",
              "      <td>554</td>\n",
              "      <td>1103</td>\n",
              "      <td>1016</td>\n",
              "      <td>359</td>\n",
              "      <td>836</td>\n",
              "      <td>144</td>\n",
              "      <td>41</td>\n",
              "      <td>109</td>\n",
              "      <td>95</td>\n",
              "      <td>42</td>\n",
              "      <td>90</td>\n",
              "      <td>1369</td>\n",
              "      <td>513</td>\n",
              "      <td>994</td>\n",
              "      <td>921</td>\n",
              "      <td>317</td>\n",
              "      <td>746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>326</td>\n",
              "      <td>209</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>18</td>\n",
              "      <td>54</td>\n",
              "      <td>42</td>\n",
              "      <td>29</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>284</td>\n",
              "      <td>180</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>13</td>\n",
              "      <td>45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>1481</td>\n",
              "      <td>506</td>\n",
              "      <td>87</td>\n",
              "      <td>654</td>\n",
              "      <td>155</td>\n",
              "      <td>809</td>\n",
              "      <td>259</td>\n",
              "      <td>95</td>\n",
              "      <td>20</td>\n",
              "      <td>106</td>\n",
              "      <td>24</td>\n",
              "      <td>145</td>\n",
              "      <td>1222</td>\n",
              "      <td>411</td>\n",
              "      <td>67</td>\n",
              "      <td>548</td>\n",
              "      <td>131</td>\n",
              "      <td>664</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>1637</td>\n",
              "      <td>479</td>\n",
              "      <td>44</td>\n",
              "      <td>239</td>\n",
              "      <td>250</td>\n",
              "      <td>1293</td>\n",
              "      <td>336</td>\n",
              "      <td>112</td>\n",
              "      <td>9</td>\n",
              "      <td>59</td>\n",
              "      <td>55</td>\n",
              "      <td>222</td>\n",
              "      <td>1301</td>\n",
              "      <td>367</td>\n",
              "      <td>35</td>\n",
              "      <td>180</td>\n",
              "      <td>195</td>\n",
              "      <td>1071</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-b9c866e7-4e3e-4bb0-ae76-326edba9605d')\"\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-b9c866e7-4e3e-4bb0-ae76-326edba9605d 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-b9c866e7-4e3e-4bb0-ae76-326edba9605d');\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-0e721886-0631-42f3-ad90-10c562647437\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0e721886-0631-42f3-ad90-10c562647437')\"\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-0e721886-0631-42f3-ad90-10c562647437 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4FaRxlUdc5rX",
        "outputId": "4b7f7736-0f58-4b54-dad3-af06f540a1b4"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cod_mun             int64\n",
              "mun                object\n",
              "reb_total           int64\n",
              "bovino_total        int64\n",
              "caprino_total      object\n",
              "ovino_total        object\n",
              "suino_total        object\n",
              "aves_total          int64\n",
              "naofam_total        int64\n",
              "naofam_bovinos      int64\n",
              "naofam_caprinos    object\n",
              "naofam_ovinos      object\n",
              "naofam_suinos      object\n",
              "naofam_aves        object\n",
              "fam_total           int64\n",
              "fam_bovinos         int64\n",
              "fam_caprinos       object\n",
              "fam_ovinos         object\n",
              "fam_suinos         object\n",
              "fam_aves            int64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho['fam_caprinos'] = rebanho['fam_caprinos'].replace('-', 0)\n",
        "rebanho['fam_ovinos'] = rebanho['fam_ovinos'].replace('-', 0)\n",
        "rebanho['fam_suinos'] = rebanho['fam_suinos'].replace('-', 0)\n",
        "rebanho['fam_aves'] = rebanho['fam_aves'].replace('-', 0)\n",
        "\n",
        "rebanho.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "id": "bNbwAd2ffYM4",
        "outputId": "fd34f450-7dee-4ff1-eb34-d4f255b73acc"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   cod_mun             mun  reb_total  bovino_total caprino_total ovino_total  \\\n",
              "0  2900108     Abaíra (BA)        797           616            36          36   \n",
              "1  2900207      Abaré (BA)       1513           554          1103        1016   \n",
              "2  2900306  Acajutiba (BA)        326           209             3          14   \n",
              "3  2900355   Adustina (BA)       1481           506            87         654   \n",
              "4  2900405  Água Fria (BA)       1637           479            44         239   \n",
              "\n",
              "  suino_total  aves_total  naofam_total  naofam_bovinos naofam_caprinos  \\\n",
              "0         224         528            83              56               4   \n",
              "1         359         836           144              41             109   \n",
              "2          18          54            42              29               1   \n",
              "3         155         809           259              95              20   \n",
              "4         250        1293           336             112               9   \n",
              "\n",
              "  naofam_ovinos naofam_suinos naofam_aves  fam_total  fam_bovinos  \\\n",
              "0             2            23          51        714          560   \n",
              "1            95            42          90       1369          513   \n",
              "2             9             5           9        284          180   \n",
              "3           106            24         145       1222          411   \n",
              "4            59            55         222       1301          367   \n",
              "\n",
              "  fam_caprinos fam_ovinos fam_suinos  fam_aves  \n",
              "0           32         34        201       477  \n",
              "1          994        921        317       746  \n",
              "2            2          5         13        45  \n",
              "3           67        548        131       664  \n",
              "4           35        180        195      1071  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d30cad55-7c20-47d5-ad4b-2a37f1fd54b3\" 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_mun</th>\n",
              "      <th>mun</th>\n",
              "      <th>reb_total</th>\n",
              "      <th>bovino_total</th>\n",
              "      <th>caprino_total</th>\n",
              "      <th>ovino_total</th>\n",
              "      <th>suino_total</th>\n",
              "      <th>aves_total</th>\n",
              "      <th>naofam_total</th>\n",
              "      <th>naofam_bovinos</th>\n",
              "      <th>naofam_caprinos</th>\n",
              "      <th>naofam_ovinos</th>\n",
              "      <th>naofam_suinos</th>\n",
              "      <th>naofam_aves</th>\n",
              "      <th>fam_total</th>\n",
              "      <th>fam_bovinos</th>\n",
              "      <th>fam_caprinos</th>\n",
              "      <th>fam_ovinos</th>\n",
              "      <th>fam_suinos</th>\n",
              "      <th>fam_aves</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2900108</td>\n",
              "      <td>Abaíra (BA)</td>\n",
              "      <td>797</td>\n",
              "      <td>616</td>\n",
              "      <td>36</td>\n",
              "      <td>36</td>\n",
              "      <td>224</td>\n",
              "      <td>528</td>\n",
              "      <td>83</td>\n",
              "      <td>56</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>23</td>\n",
              "      <td>51</td>\n",
              "      <td>714</td>\n",
              "      <td>560</td>\n",
              "      <td>32</td>\n",
              "      <td>34</td>\n",
              "      <td>201</td>\n",
              "      <td>477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2900207</td>\n",
              "      <td>Abaré (BA)</td>\n",
              "      <td>1513</td>\n",
              "      <td>554</td>\n",
              "      <td>1103</td>\n",
              "      <td>1016</td>\n",
              "      <td>359</td>\n",
              "      <td>836</td>\n",
              "      <td>144</td>\n",
              "      <td>41</td>\n",
              "      <td>109</td>\n",
              "      <td>95</td>\n",
              "      <td>42</td>\n",
              "      <td>90</td>\n",
              "      <td>1369</td>\n",
              "      <td>513</td>\n",
              "      <td>994</td>\n",
              "      <td>921</td>\n",
              "      <td>317</td>\n",
              "      <td>746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2900306</td>\n",
              "      <td>Acajutiba (BA)</td>\n",
              "      <td>326</td>\n",
              "      <td>209</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>18</td>\n",
              "      <td>54</td>\n",
              "      <td>42</td>\n",
              "      <td>29</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>284</td>\n",
              "      <td>180</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>13</td>\n",
              "      <td>45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2900355</td>\n",
              "      <td>Adustina (BA)</td>\n",
              "      <td>1481</td>\n",
              "      <td>506</td>\n",
              "      <td>87</td>\n",
              "      <td>654</td>\n",
              "      <td>155</td>\n",
              "      <td>809</td>\n",
              "      <td>259</td>\n",
              "      <td>95</td>\n",
              "      <td>20</td>\n",
              "      <td>106</td>\n",
              "      <td>24</td>\n",
              "      <td>145</td>\n",
              "      <td>1222</td>\n",
              "      <td>411</td>\n",
              "      <td>67</td>\n",
              "      <td>548</td>\n",
              "      <td>131</td>\n",
              "      <td>664</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2900405</td>\n",
              "      <td>Água Fria (BA)</td>\n",
              "      <td>1637</td>\n",
              "      <td>479</td>\n",
              "      <td>44</td>\n",
              "      <td>239</td>\n",
              "      <td>250</td>\n",
              "      <td>1293</td>\n",
              "      <td>336</td>\n",
              "      <td>112</td>\n",
              "      <td>9</td>\n",
              "      <td>59</td>\n",
              "      <td>55</td>\n",
              "      <td>222</td>\n",
              "      <td>1301</td>\n",
              "      <td>367</td>\n",
              "      <td>35</td>\n",
              "      <td>180</td>\n",
              "      <td>195</td>\n",
              "      <td>1071</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-d30cad55-7c20-47d5-ad4b-2a37f1fd54b3')\"\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-d30cad55-7c20-47d5-ad4b-2a37f1fd54b3 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-d30cad55-7c20-47d5-ad4b-2a37f1fd54b3');\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-8d702004-f2b6-40fd-a440-47224e72a093\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8d702004-f2b6-40fd-a440-47224e72a093')\"\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-8d702004-f2b6-40fd-a440-47224e72a093 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho['fam_caprinos'] = rebanho['fam_caprinos'].astype('int')\n",
        "rebanho['fam_ovinos'] = rebanho['fam_ovinos'].astype('int')\n",
        "rebanho['fam_suinos'] = rebanho['fam_suinos'].astype('int')\n",
        "rebanho['fam_aves'] = rebanho['fam_aves'].astype('int')\n",
        "\n",
        "rebanho.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fGSdUUdJkUIg",
        "outputId": "7fabdce0-473e-4217-da83-f2e31fdb7a8a"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cod_mun             int64\n",
              "mun                object\n",
              "reb_total           int64\n",
              "bovino_total        int64\n",
              "caprino_total      object\n",
              "ovino_total        object\n",
              "suino_total        object\n",
              "aves_total          int64\n",
              "naofam_total        int64\n",
              "naofam_bovinos      int64\n",
              "naofam_caprinos    object\n",
              "naofam_ovinos      object\n",
              "naofam_suinos      object\n",
              "naofam_aves        object\n",
              "fam_total           int64\n",
              "fam_bovinos         int64\n",
              "fam_caprinos        int64\n",
              "fam_ovinos          int64\n",
              "fam_suinos          int64\n",
              "fam_aves            int64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho['naofam_caprinos'] = rebanho['naofam_caprinos'].replace('-', 0)\n",
        "rebanho['naofam_ovinos'] = rebanho['naofam_ovinos'].replace('-', 0)\n",
        "rebanho['naofam_suinos'] = rebanho['naofam_suinos'].replace('-', 0)\n",
        "rebanho['naofam_aves'] = rebanho['naofam_aves'].replace('-', 0)"
      ],
      "metadata": {
        "id": "yJj0zNhLlDHE"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho['naofam_caprinos'] = rebanho['naofam_caprinos'].astype('int')\n",
        "rebanho['naofam_ovinos'] = rebanho['naofam_ovinos'].astype('int')\n",
        "rebanho['naofam_suinos'] = rebanho['naofam_suinos'].astype('int')\n",
        "rebanho['naofam_aves'] = rebanho['naofam_aves'].astype('int')"
      ],
      "metadata": {
        "id": "1XiIiQEzlQho"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R-8fJYkglW__",
        "outputId": "ccfe4018-5c4c-4d25-c3d6-4e67795c0076"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cod_mun             int64\n",
              "mun                object\n",
              "reb_total           int64\n",
              "bovino_total        int64\n",
              "caprino_total      object\n",
              "ovino_total        object\n",
              "suino_total        object\n",
              "aves_total          int64\n",
              "naofam_total        int64\n",
              "naofam_bovinos      int64\n",
              "naofam_caprinos     int64\n",
              "naofam_ovinos       int64\n",
              "naofam_suinos       int64\n",
              "naofam_aves         int64\n",
              "fam_total           int64\n",
              "fam_bovinos         int64\n",
              "fam_caprinos        int64\n",
              "fam_ovinos          int64\n",
              "fam_suinos          int64\n",
              "fam_aves            int64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho['caprino_total'] = rebanho['caprino_total'].replace('-', 0)\n",
        "rebanho['ovino_total'] = rebanho['ovino_total'].replace('-', 0)\n",
        "rebanho['suino_total'] = rebanho['suino_total'].replace('-', 0)"
      ],
      "metadata": {
        "id": "K7wDCnmElcM-"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho['caprino_total'] = rebanho['caprino_total'].astype('int')\n",
        "rebanho['ovino_total'] = rebanho['ovino_total'].astype('int')\n",
        "rebanho['suino_total'] = rebanho['suino_total'].astype('int')\n",
        "\n",
        "rebanho.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z4zcMwY7mDef",
        "outputId": "49c34edb-12ef-4d82-d571-a90e5921c9d0"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cod_mun             int64\n",
              "mun                object\n",
              "reb_total           int64\n",
              "bovino_total        int64\n",
              "caprino_total       int64\n",
              "ovino_total         int64\n",
              "suino_total         int64\n",
              "aves_total          int64\n",
              "naofam_total        int64\n",
              "naofam_bovinos      int64\n",
              "naofam_caprinos     int64\n",
              "naofam_ovinos       int64\n",
              "naofam_suinos       int64\n",
              "naofam_aves         int64\n",
              "fam_total           int64\n",
              "fam_bovinos         int64\n",
              "fam_caprinos        int64\n",
              "fam_ovinos          int64\n",
              "fam_suinos          int64\n",
              "fam_aves            int64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rebanho2017 = rebanho.to_csv('/content/drive/MyDrive/HomeLab/csv/rebanho2017.csv')"
      ],
      "metadata": {
        "id": "wl-VktG1mTKn"
      },
      "execution_count": 26,
      "outputs": []
    }
  ]
}