notebooks/Pré_Processamento_Juntando_os_Dados.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Pré-Processamento - Juntando os Dados",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "esN1cFxUbOZz"
      },
      "source": [
        "# Instalando Bibliotecas Adicionais"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3uhCuTiWbRtE"
      },
      "source": [
        "!pip install https://github.com/pandas-profiling/pandas-profiling/archive/master.zip &> /dev/null"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TtGEgvz2ZhiB"
      },
      "source": [
        "# Importando Bibliotecas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jjcgkc1KZk2d"
      },
      "source": [
        "import altair as alt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from ipywidgets import interact\n",
        "from pandas_profiling import ProfileReport\n",
        "from tabulate import tabulate"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T-tdOfYObbqO"
      },
      "source": [
        "# Carregando os Dados"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 459
        },
        "id": "OqkRXctgbhi0",
        "outputId": "0d99d357-9631-4a2e-f032-3885cae13dab"
      },
      "source": [
        "df_desmat = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dados_desmatamento.csv')\n",
        "\n",
        "df_desmat"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Desmatado2008</th>\n",
              "      <th>Incremento20072008</th>\n",
              "      <th>Floresta2008</th>\n",
              "      <th>NaoFloresta2008</th>\n",
              "      <th>Hidrografia2008</th>\n",
              "      <th>Desmatado2009</th>\n",
              "      <th>Incremento20082009</th>\n",
              "      <th>Floresta2009</th>\n",
              "      <th>NaoFloresta2009</th>\n",
              "      <th>Hidrografia2009</th>\n",
              "      <th>Desmatado2010</th>\n",
              "      <th>Incremento20092010</th>\n",
              "      <th>Floresta2010</th>\n",
              "      <th>NaoFloresta2010</th>\n",
              "      <th>Hidrografia2010</th>\n",
              "      <th>Desmatado2011</th>\n",
              "      <th>Incremento20102011</th>\n",
              "      <th>Floresta2011</th>\n",
              "      <th>NaoFloresta2011</th>\n",
              "      <th>Hidrografia2011</th>\n",
              "      <th>Desmatado2012</th>\n",
              "      <th>Incremento20112012</th>\n",
              "      <th>Floresta2012</th>\n",
              "      <th>NaoFloresta2012</th>\n",
              "      <th>Hidrografia2012</th>\n",
              "      <th>Desmatado2013</th>\n",
              "      <th>Incremento20122013</th>\n",
              "      <th>Floresta2013</th>\n",
              "      <th>NaoFloresta2013</th>\n",
              "      <th>Hidrografia2013</th>\n",
              "      <th>Desmatado2014</th>\n",
              "      <th>Incremento20132014</th>\n",
              "      <th>Floresta2014</th>\n",
              "      <th>NaoFloresta2014</th>\n",
              "      <th>Hidrografia2014</th>\n",
              "      <th>Desmatado2015</th>\n",
              "      <th>Incremento20142015</th>\n",
              "      <th>Floresta2015</th>\n",
              "      <th>NaoFloresta2015</th>\n",
              "      <th>Hidrografia2015</th>\n",
              "      <th>Desmatado2016</th>\n",
              "      <th>Incremento20152016</th>\n",
              "      <th>Floresta2016</th>\n",
              "      <th>NaoFloresta2016</th>\n",
              "      <th>Hidrografia2016</th>\n",
              "      <th>Desmatado2017</th>\n",
              "      <th>Incremento20162017</th>\n",
              "      <th>Floresta2017</th>\n",
              "      <th>NaoFloresta2017</th>\n",
              "      <th>Hidrografia2017</th>\n",
              "      <th>Desmatado2018</th>\n",
              "      <th>Incremento20172018</th>\n",
              "      <th>Floresta2018</th>\n",
              "      <th>NaoFloresta2018</th>\n",
              "      <th>Hidrografia2018</th>\n",
              "      <th>Desmatado2019</th>\n",
              "      <th>Incremento20182019</th>\n",
              "      <th>Floresta2019</th>\n",
              "      <th>NaoFloresta2019</th>\n",
              "      <th>Hidrografia2019</th>\n",
              "      <th>PercDesmatado2008</th>\n",
              "      <th>PercDesmatado2009</th>\n",
              "      <th>PercDesmatado2010</th>\n",
              "      <th>PercDesmatado2011</th>\n",
              "      <th>PercDesmatado2012</th>\n",
              "      <th>PercDesmatado2013</th>\n",
              "      <th>PercDesmatado2014</th>\n",
              "      <th>PercDesmatado2015</th>\n",
              "      <th>PercDesmatado2016</th>\n",
              "      <th>PercDesmatado2017</th>\n",
              "      <th>PercDesmatado2018</th>\n",
              "      <th>PercDesmatado2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-3.25303</td>\n",
              "      <td>-45.97435</td>\n",
              "      <td>Zé Doca</td>\n",
              "      <td>MA</td>\n",
              "      <td>2438</td>\n",
              "      <td>1953.9</td>\n",
              "      <td>3.6</td>\n",
              "      <td>114.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1986.1</td>\n",
              "      <td>32.3</td>\n",
              "      <td>380.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1991.9</td>\n",
              "      <td>5.8</td>\n",
              "      <td>380.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2003.3</td>\n",
              "      <td>11.4</td>\n",
              "      <td>433.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2005.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>189.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2009.9</td>\n",
              "      <td>4.8</td>\n",
              "      <td>183.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2016.0</td>\n",
              "      <td>6.1</td>\n",
              "      <td>355.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2016.8</td>\n",
              "      <td>0.8</td>\n",
              "      <td>376.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2019.2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>389.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2019.9</td>\n",
              "      <td>0.7</td>\n",
              "      <td>404.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2020.5</td>\n",
              "      <td>0.6</td>\n",
              "      <td>43.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2021.6</td>\n",
              "      <td>1.1</td>\n",
              "      <td>376.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.801436</td>\n",
              "      <td>0.814643</td>\n",
              "      <td>0.817022</td>\n",
              "      <td>0.821698</td>\n",
              "      <td>0.822436</td>\n",
              "      <td>0.824405</td>\n",
              "      <td>0.826907</td>\n",
              "      <td>0.827235</td>\n",
              "      <td>0.828220</td>\n",
              "      <td>0.828507</td>\n",
              "      <td>0.828753</td>\n",
              "      <td>0.829204</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-6.84864</td>\n",
              "      <td>-49.25551</td>\n",
              "      <td>Xinguara</td>\n",
              "      <td>PA</td>\n",
              "      <td>3793</td>\n",
              "      <td>3363.2</td>\n",
              "      <td>4.8</td>\n",
              "      <td>412.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3367.6</td>\n",
              "      <td>4.4</td>\n",
              "      <td>407.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3371.3</td>\n",
              "      <td>3.7</td>\n",
              "      <td>401.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3372.1</td>\n",
              "      <td>0.8</td>\n",
              "      <td>403.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3373.6</td>\n",
              "      <td>1.4</td>\n",
              "      <td>401.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3374.2</td>\n",
              "      <td>0.7</td>\n",
              "      <td>401.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3376.4</td>\n",
              "      <td>2.2</td>\n",
              "      <td>396.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3377.5</td>\n",
              "      <td>1.1</td>\n",
              "      <td>397.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3377.7</td>\n",
              "      <td>0.2</td>\n",
              "      <td>397.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3379.0</td>\n",
              "      <td>1.3</td>\n",
              "      <td>396.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3379.8</td>\n",
              "      <td>0.9</td>\n",
              "      <td>311.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3381.1</td>\n",
              "      <td>1.2</td>\n",
              "      <td>394.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>0.886686</td>\n",
              "      <td>0.887846</td>\n",
              "      <td>0.888822</td>\n",
              "      <td>0.889032</td>\n",
              "      <td>0.889428</td>\n",
              "      <td>0.889586</td>\n",
              "      <td>0.890166</td>\n",
              "      <td>0.890456</td>\n",
              "      <td>0.890509</td>\n",
              "      <td>0.890852</td>\n",
              "      <td>0.891062</td>\n",
              "      <td>0.891405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-10.61178</td>\n",
              "      <td>-68.46285</td>\n",
              "      <td>Xapuri</td>\n",
              "      <td>AC</td>\n",
              "      <td>5511</td>\n",
              "      <td>1257.3</td>\n",
              "      <td>23.8</td>\n",
              "      <td>4253.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1264.7</td>\n",
              "      <td>7.4</td>\n",
              "      <td>4245.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1270.5</td>\n",
              "      <td>5.8</td>\n",
              "      <td>4239.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1285.9</td>\n",
              "      <td>15.4</td>\n",
              "      <td>4224.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1304.7</td>\n",
              "      <td>18.8</td>\n",
              "      <td>4200.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1315.8</td>\n",
              "      <td>11.1</td>\n",
              "      <td>4189.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1334.8</td>\n",
              "      <td>19.0</td>\n",
              "      <td>4175.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1353.1</td>\n",
              "      <td>18.3</td>\n",
              "      <td>4157.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1387.1</td>\n",
              "      <td>34.0</td>\n",
              "      <td>4114.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1409.4</td>\n",
              "      <td>22.4</td>\n",
              "      <td>4101.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1435.8</td>\n",
              "      <td>26.4</td>\n",
              "      <td>3907.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1498.1</td>\n",
              "      <td>62.3</td>\n",
              "      <td>4012.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.228144</td>\n",
              "      <td>0.229486</td>\n",
              "      <td>0.230539</td>\n",
              "      <td>0.233333</td>\n",
              "      <td>0.236745</td>\n",
              "      <td>0.238759</td>\n",
              "      <td>0.242206</td>\n",
              "      <td>0.245527</td>\n",
              "      <td>0.251697</td>\n",
              "      <td>0.255743</td>\n",
              "      <td>0.260533</td>\n",
              "      <td>0.271838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-6.59866</td>\n",
              "      <td>-48.48198</td>\n",
              "      <td>Xambioá</td>\n",
              "      <td>TO</td>\n",
              "      <td>1191</td>\n",
              "      <td>977.5</td>\n",
              "      <td>7.8</td>\n",
              "      <td>172.3</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>980.8</td>\n",
              "      <td>3.3</td>\n",
              "      <td>169.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>987.3</td>\n",
              "      <td>6.5</td>\n",
              "      <td>162.3</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>988.9</td>\n",
              "      <td>1.7</td>\n",
              "      <td>156.7</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>990.2</td>\n",
              "      <td>1.3</td>\n",
              "      <td>139.1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>990.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>128.6</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>994.6</td>\n",
              "      <td>4.2</td>\n",
              "      <td>155.2</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>996.2</td>\n",
              "      <td>1.6</td>\n",
              "      <td>153.7</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>998.2</td>\n",
              "      <td>2.0</td>\n",
              "      <td>151.7</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>998.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>151.1</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>999.4</td>\n",
              "      <td>0.6</td>\n",
              "      <td>149.5</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>999.9</td>\n",
              "      <td>0.5</td>\n",
              "      <td>150.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>0.820739</td>\n",
              "      <td>0.823510</td>\n",
              "      <td>0.828967</td>\n",
              "      <td>0.830311</td>\n",
              "      <td>0.831402</td>\n",
              "      <td>0.831570</td>\n",
              "      <td>0.835097</td>\n",
              "      <td>0.836440</td>\n",
              "      <td>0.838119</td>\n",
              "      <td>0.838623</td>\n",
              "      <td>0.839127</td>\n",
              "      <td>0.839547</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-6.88444</td>\n",
              "      <td>-47.99094</td>\n",
              "      <td>Wanderlândia</td>\n",
              "      <td>TO</td>\n",
              "      <td>1382</td>\n",
              "      <td>314.6</td>\n",
              "      <td>2.4</td>\n",
              "      <td>146.6</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>314.7</td>\n",
              "      <td>0.1</td>\n",
              "      <td>146.5</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>315.1</td>\n",
              "      <td>0.4</td>\n",
              "      <td>146.0</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>315.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>144.2</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>315.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>145.4</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>315.9</td>\n",
              "      <td>0.2</td>\n",
              "      <td>145.2</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>316.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>145.0</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>316.6</td>\n",
              "      <td>0.3</td>\n",
              "      <td>144.6</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>317.8</td>\n",
              "      <td>1.3</td>\n",
              "      <td>143.4</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>317.9</td>\n",
              "      <td>0.1</td>\n",
              "      <td>143.3</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>318.1</td>\n",
              "      <td>0.2</td>\n",
              "      <td>143.1</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>318.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>142.5</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.227641</td>\n",
              "      <td>0.227713</td>\n",
              "      <td>0.228003</td>\n",
              "      <td>0.228437</td>\n",
              "      <td>0.228437</td>\n",
              "      <td>0.228582</td>\n",
              "      <td>0.228799</td>\n",
              "      <td>0.229088</td>\n",
              "      <td>0.229957</td>\n",
              "      <td>0.230029</td>\n",
              "      <td>0.230174</td>\n",
              "      <td>0.230608</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>755</th>\n",
              "      <td>-2.03379</td>\n",
              "      <td>-48.31904</td>\n",
              "      <td>Acará</td>\n",
              "      <td>PA</td>\n",
              "      <td>4361</td>\n",
              "      <td>2263.7</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1971.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2276.0</td>\n",
              "      <td>12.3</td>\n",
              "      <td>1873.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2306.8</td>\n",
              "      <td>30.8</td>\n",
              "      <td>1497.0</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2321.9</td>\n",
              "      <td>15.1</td>\n",
              "      <td>1430.5</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2326.9</td>\n",
              "      <td>5.0</td>\n",
              "      <td>994.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2344.9</td>\n",
              "      <td>17.9</td>\n",
              "      <td>1590.8</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2350.8</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1233.7</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2357.8</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1606.4</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2365.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>1513.5</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2385.1</td>\n",
              "      <td>20.1</td>\n",
              "      <td>1684.0</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2403.0</td>\n",
              "      <td>17.9</td>\n",
              "      <td>1791.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2421.3</td>\n",
              "      <td>18.3</td>\n",
              "      <td>1825.9</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>0.519078</td>\n",
              "      <td>0.521899</td>\n",
              "      <td>0.528961</td>\n",
              "      <td>0.532424</td>\n",
              "      <td>0.533570</td>\n",
              "      <td>0.537698</td>\n",
              "      <td>0.539051</td>\n",
              "      <td>0.540656</td>\n",
              "      <td>0.542307</td>\n",
              "      <td>0.546916</td>\n",
              "      <td>0.551020</td>\n",
              "      <td>0.555217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>756</th>\n",
              "      <td>-4.70208</td>\n",
              "      <td>-47.22036</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>MA</td>\n",
              "      <td>5846</td>\n",
              "      <td>5240.9</td>\n",
              "      <td>56.5</td>\n",
              "      <td>603.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5265.6</td>\n",
              "      <td>24.7</td>\n",
              "      <td>547.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5280.1</td>\n",
              "      <td>14.6</td>\n",
              "      <td>562.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5288.6</td>\n",
              "      <td>8.5</td>\n",
              "      <td>548.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5294.3</td>\n",
              "      <td>5.8</td>\n",
              "      <td>534.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5301.0</td>\n",
              "      <td>6.7</td>\n",
              "      <td>477.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5309.2</td>\n",
              "      <td>8.2</td>\n",
              "      <td>497.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5317.3</td>\n",
              "      <td>8.1</td>\n",
              "      <td>431.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5324.6</td>\n",
              "      <td>7.3</td>\n",
              "      <td>521.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5329.4</td>\n",
              "      <td>4.8</td>\n",
              "      <td>516.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5339.2</td>\n",
              "      <td>9.9</td>\n",
              "      <td>282.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5349.6</td>\n",
              "      <td>10.3</td>\n",
              "      <td>496.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.896493</td>\n",
              "      <td>0.900718</td>\n",
              "      <td>0.903199</td>\n",
              "      <td>0.904653</td>\n",
              "      <td>0.905628</td>\n",
              "      <td>0.906774</td>\n",
              "      <td>0.908177</td>\n",
              "      <td>0.909562</td>\n",
              "      <td>0.910811</td>\n",
              "      <td>0.911632</td>\n",
              "      <td>0.913308</td>\n",
              "      <td>0.915087</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>757</th>\n",
              "      <td>-9.46606</td>\n",
              "      <td>-49.33901</td>\n",
              "      <td>Abreulândia</td>\n",
              "      <td>TO</td>\n",
              "      <td>1900</td>\n",
              "      <td>7.4</td>\n",
              "      <td>1.9</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>0.1</td>\n",
              "      <td>48.2</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.7</td>\n",
              "      <td>2.2</td>\n",
              "      <td>46.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.2</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003947</td>\n",
              "      <td>0.005105</td>\n",
              "      <td>0.005211</td>\n",
              "      <td>0.005211</td>\n",
              "      <td>0.005211</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>758</th>\n",
              "      <td>-4.96265</td>\n",
              "      <td>-48.39406</td>\n",
              "      <td>Abel Figueiredo</td>\n",
              "      <td>PA</td>\n",
              "      <td>616</td>\n",
              "      <td>561.5</td>\n",
              "      <td>2.0</td>\n",
              "      <td>54.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>562.6</td>\n",
              "      <td>1.1</td>\n",
              "      <td>53.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>564.5</td>\n",
              "      <td>1.9</td>\n",
              "      <td>51.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>50.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.4</td>\n",
              "      <td>0.4</td>\n",
              "      <td>43.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.8</td>\n",
              "      <td>0.4</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>566.0</td>\n",
              "      <td>0.1</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>566.5</td>\n",
              "      <td>0.5</td>\n",
              "      <td>49.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>566.7</td>\n",
              "      <td>0.2</td>\n",
              "      <td>49.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>567.7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>48.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>571.9</td>\n",
              "      <td>4.2</td>\n",
              "      <td>44.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.911526</td>\n",
              "      <td>0.913312</td>\n",
              "      <td>0.916396</td>\n",
              "      <td>0.917208</td>\n",
              "      <td>0.917208</td>\n",
              "      <td>0.917857</td>\n",
              "      <td>0.918506</td>\n",
              "      <td>0.918831</td>\n",
              "      <td>0.919643</td>\n",
              "      <td>0.919968</td>\n",
              "      <td>0.921591</td>\n",
              "      <td>0.928409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>759</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>683.3</td>\n",
              "      <td>1.2</td>\n",
              "      <td>505.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>686.4</td>\n",
              "      <td>3.1</td>\n",
              "      <td>491.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>690.2</td>\n",
              "      <td>3.8</td>\n",
              "      <td>492.9</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>691.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>466.1</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>693.2</td>\n",
              "      <td>2.2</td>\n",
              "      <td>496.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>693.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>490.2</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>693.8</td>\n",
              "      <td>0.3</td>\n",
              "      <td>367.4</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>694.4</td>\n",
              "      <td>0.6</td>\n",
              "      <td>451.2</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>694.8</td>\n",
              "      <td>0.4</td>\n",
              "      <td>342.5</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>696.2</td>\n",
              "      <td>1.4</td>\n",
              "      <td>453.3</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>696.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>444.0</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>697.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>492.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.422573</td>\n",
              "      <td>0.424490</td>\n",
              "      <td>0.426840</td>\n",
              "      <td>0.427335</td>\n",
              "      <td>0.428695</td>\n",
              "      <td>0.428942</td>\n",
              "      <td>0.429066</td>\n",
              "      <td>0.429437</td>\n",
              "      <td>0.429685</td>\n",
              "      <td>0.430550</td>\n",
              "      <td>0.430921</td>\n",
              "      <td>0.431169</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>760 rows × 77 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lat      Long  ... PercDesmatado2018 PercDesmatado2019\n",
              "0    -3.25303 -45.97435  ...          0.828753          0.829204\n",
              "1    -6.84864 -49.25551  ...          0.891062          0.891405\n",
              "2   -10.61178 -68.46285  ...          0.260533          0.271838\n",
              "3    -6.59866 -48.48198  ...          0.839127          0.839547\n",
              "4    -6.88444 -47.99094  ...          0.230174          0.230608\n",
              "..        ...       ...  ...               ...               ...\n",
              "755  -2.03379 -48.31904  ...          0.551020          0.555217\n",
              "756  -4.70208 -47.22036  ...          0.913308          0.915087\n",
              "757  -9.46606 -49.33901  ...          0.005211          0.005211\n",
              "758  -4.96265 -48.39406  ...          0.921591          0.928409\n",
              "759  -1.73866 -48.85524  ...          0.430921          0.431169\n",
              "\n",
              "[760 rows x 77 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 459
        },
        "id": "qYTm7MEd2E8g",
        "outputId": "18a07f6c-4a2b-46d8-9d9d-5477ecc7059f"
      },
      "source": [
        "df_desmat_ano = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dados_desmatamento_col_ano.csv')\n",
        "\n",
        "df_desmat_ano"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-3.25303</td>\n",
              "      <td>-45.97435</td>\n",
              "      <td>Zé Doca</td>\n",
              "      <td>MA</td>\n",
              "      <td>2438</td>\n",
              "      <td>2008</td>\n",
              "      <td>1953.9</td>\n",
              "      <td>3.6</td>\n",
              "      <td>114.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.801436</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-6.84864</td>\n",
              "      <td>-49.25551</td>\n",
              "      <td>Xinguara</td>\n",
              "      <td>PA</td>\n",
              "      <td>3793</td>\n",
              "      <td>2008</td>\n",
              "      <td>3363.2</td>\n",
              "      <td>4.8</td>\n",
              "      <td>412.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>0.886686</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-10.61178</td>\n",
              "      <td>-68.46285</td>\n",
              "      <td>Xapuri</td>\n",
              "      <td>AC</td>\n",
              "      <td>5511</td>\n",
              "      <td>2008</td>\n",
              "      <td>1257.3</td>\n",
              "      <td>23.8</td>\n",
              "      <td>4253.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.228144</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-6.59866</td>\n",
              "      <td>-48.48198</td>\n",
              "      <td>Xambioá</td>\n",
              "      <td>TO</td>\n",
              "      <td>1191</td>\n",
              "      <td>2008</td>\n",
              "      <td>977.5</td>\n",
              "      <td>7.8</td>\n",
              "      <td>172.3</td>\n",
              "      <td>11.0</td>\n",
              "      <td>30.1</td>\n",
              "      <td>0.820739</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-6.88444</td>\n",
              "      <td>-47.99094</td>\n",
              "      <td>Wanderlândia</td>\n",
              "      <td>TO</td>\n",
              "      <td>1382</td>\n",
              "      <td>2008</td>\n",
              "      <td>314.6</td>\n",
              "      <td>2.4</td>\n",
              "      <td>146.6</td>\n",
              "      <td>920.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.227641</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9115</th>\n",
              "      <td>-2.03379</td>\n",
              "      <td>-48.31904</td>\n",
              "      <td>Acará</td>\n",
              "      <td>PA</td>\n",
              "      <td>4361</td>\n",
              "      <td>2019</td>\n",
              "      <td>2421.3</td>\n",
              "      <td>18.3</td>\n",
              "      <td>1825.9</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>0.555217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9116</th>\n",
              "      <td>-4.70208</td>\n",
              "      <td>-47.22036</td>\n",
              "      <td>Açailândia</td>\n",
              "      <td>MA</td>\n",
              "      <td>5846</td>\n",
              "      <td>2019</td>\n",
              "      <td>5349.6</td>\n",
              "      <td>10.3</td>\n",
              "      <td>496.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.915087</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9117</th>\n",
              "      <td>-9.46606</td>\n",
              "      <td>-49.33901</td>\n",
              "      <td>Abreulândia</td>\n",
              "      <td>TO</td>\n",
              "      <td>1900</td>\n",
              "      <td>2019</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005211</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9118</th>\n",
              "      <td>-4.96265</td>\n",
              "      <td>-48.39406</td>\n",
              "      <td>Abel Figueiredo</td>\n",
              "      <td>PA</td>\n",
              "      <td>616</td>\n",
              "      <td>2019</td>\n",
              "      <td>571.9</td>\n",
              "      <td>4.2</td>\n",
              "      <td>44.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.928409</td>\n",
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              "    <tr>\n",
              "      <th>9119</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2019</td>\n",
              "      <td>697.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>492.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.431169</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>9120 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           Lat      Long  ... Hidrografia PercDesmatado\n",
              "0     -3.25303 -45.97435  ...         0.0      0.801436\n",
              "1     -6.84864 -49.25551  ...        17.6      0.886686\n",
              "2    -10.61178 -68.46285  ...         0.0      0.228144\n",
              "3     -6.59866 -48.48198  ...        30.1      0.820739\n",
              "4     -6.88444 -47.99094  ...         0.0      0.227641\n",
              "...        ...       ...  ...         ...           ...\n",
              "9115  -2.03379 -48.31904  ...        70.5      0.555217\n",
              "9116  -4.70208 -47.22036  ...         0.0      0.915087\n",
              "9117  -9.46606 -49.33901  ...         0.0      0.005211\n",
              "9118  -4.96265 -48.39406  ...         0.0      0.928409\n",
              "9119  -1.73866 -48.85524  ...       413.6      0.431169\n",
              "\n",
              "[9120 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "EmYHlnG42XEo",
        "outputId": "07d7c06e-cd62-49ec-f91e-7151a8a40856"
      },
      "source": [
        "df_desmat_estados = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dados_desmatamento_estado.csv')\n",
        "\n",
        "df_desmat_estados"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Desmatado2008</th>\n",
              "      <th>Incremento20072008</th>\n",
              "      <th>Floresta2008</th>\n",
              "      <th>NaoFloresta2008</th>\n",
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              "      <th>Incremento20082009</th>\n",
              "      <th>Floresta2009</th>\n",
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              "      <th>Desmatado2010</th>\n",
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              "      <th>Incremento20122013</th>\n",
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              "      <th>NaoFloresta2013</th>\n",
              "      <th>Hidrografia2013</th>\n",
              "      <th>Desmatado2014</th>\n",
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              "      <th>NaoFloresta2014</th>\n",
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              "      <th>Desmatado2015</th>\n",
              "      <th>Incremento20142015</th>\n",
              "      <th>Floresta2015</th>\n",
              "      <th>NaoFloresta2015</th>\n",
              "      <th>Hidrografia2015</th>\n",
              "      <th>Desmatado2016</th>\n",
              "      <th>Incremento20152016</th>\n",
              "      <th>Floresta2016</th>\n",
              "      <th>NaoFloresta2016</th>\n",
              "      <th>Hidrografia2016</th>\n",
              "      <th>Desmatado2017</th>\n",
              "      <th>Incremento20162017</th>\n",
              "      <th>Floresta2017</th>\n",
              "      <th>NaoFloresta2017</th>\n",
              "      <th>Hidrografia2017</th>\n",
              "      <th>Desmatado2018</th>\n",
              "      <th>Incremento20172018</th>\n",
              "      <th>Floresta2018</th>\n",
              "      <th>NaoFloresta2018</th>\n",
              "      <th>Hidrografia2018</th>\n",
              "      <th>Desmatado2019</th>\n",
              "      <th>Incremento20182019</th>\n",
              "      <th>Floresta2019</th>\n",
              "      <th>NaoFloresta2019</th>\n",
              "      <th>Hidrografia2019</th>\n",
              "      <th>PercDesmatado2008</th>\n",
              "      <th>PercDesmatado2009</th>\n",
              "      <th>PercDesmatado2010</th>\n",
              "      <th>PercDesmatado2011</th>\n",
              "      <th>PercDesmatado2012</th>\n",
              "      <th>PercDesmatado2013</th>\n",
              "      <th>PercDesmatado2014</th>\n",
              "      <th>PercDesmatado2015</th>\n",
              "      <th>PercDesmatado2016</th>\n",
              "      <th>PercDesmatado2017</th>\n",
              "      <th>PercDesmatado2018</th>\n",
              "      <th>PercDesmatado2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>20340.4</td>\n",
              "      <td>299.2</td>\n",
              "      <td>146878.3</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>20508.5</td>\n",
              "      <td>168.3</td>\n",
              "      <td>132696.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>20784.4</td>\n",
              "      <td>276.2</td>\n",
              "      <td>147864.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21093.0</td>\n",
              "      <td>308.7</td>\n",
              "      <td>146757.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21374.0</td>\n",
              "      <td>280.9</td>\n",
              "      <td>148047.1</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21582.0</td>\n",
              "      <td>208.2</td>\n",
              "      <td>142143.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21939.0</td>\n",
              "      <td>357.3</td>\n",
              "      <td>146756.9</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>22169.2</td>\n",
              "      <td>230.2</td>\n",
              "      <td>145548.2</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>22548.7</td>\n",
              "      <td>379.5</td>\n",
              "      <td>144377.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>22812.1</td>\n",
              "      <td>263.8</td>\n",
              "      <td>146435.2</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>23294.7</td>\n",
              "      <td>482.6</td>\n",
              "      <td>113395.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>24033.1</td>\n",
              "      <td>737.9</td>\n",
              "      <td>146563.9</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>0.119030</td>\n",
              "      <td>0.120014</td>\n",
              "      <td>0.121629</td>\n",
              "      <td>0.123435</td>\n",
              "      <td>0.125079</td>\n",
              "      <td>0.126296</td>\n",
              "      <td>0.128385</td>\n",
              "      <td>0.129732</td>\n",
              "      <td>0.131953</td>\n",
              "      <td>0.133495</td>\n",
              "      <td>0.136319</td>\n",
              "      <td>0.140640</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>AM</td>\n",
              "      <td>1589661</td>\n",
              "      <td>33502.7</td>\n",
              "      <td>622.6</td>\n",
              "      <td>1355457.7</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>33851.8</td>\n",
              "      <td>349.3</td>\n",
              "      <td>1382499.1</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>34404.1</td>\n",
              "      <td>552.5</td>\n",
              "      <td>1249534.2</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>34920.9</td>\n",
              "      <td>516.8</td>\n",
              "      <td>1332006.4</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>35399.2</td>\n",
              "      <td>479.0</td>\n",
              "      <td>1325062.9</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>35893.5</td>\n",
              "      <td>494.6</td>\n",
              "      <td>1129104.6</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>36455.5</td>\n",
              "      <td>562.7</td>\n",
              "      <td>1255550.8</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>37153.2</td>\n",
              "      <td>697.5</td>\n",
              "      <td>1361366.0</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>38170.7</td>\n",
              "      <td>1017.9</td>\n",
              "      <td>1200537.9</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>39216.0</td>\n",
              "      <td>1045.1</td>\n",
              "      <td>1334842.1</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>40304.6</td>\n",
              "      <td>1088.7</td>\n",
              "      <td>1242887.6</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>41895.6</td>\n",
              "      <td>1591.1</td>\n",
              "      <td>1375593.9</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>0.021075</td>\n",
              "      <td>0.021295</td>\n",
              "      <td>0.021642</td>\n",
              "      <td>0.021968</td>\n",
              "      <td>0.022268</td>\n",
              "      <td>0.022579</td>\n",
              "      <td>0.022933</td>\n",
              "      <td>0.023372</td>\n",
              "      <td>0.024012</td>\n",
              "      <td>0.024669</td>\n",
              "      <td>0.025354</td>\n",
              "      <td>0.026355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AP</td>\n",
              "      <td>142918</td>\n",
              "      <td>2792.3</td>\n",
              "      <td>99.0</td>\n",
              "      <td>77038.2</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>2839.5</td>\n",
              "      <td>46.9</td>\n",
              "      <td>86716.4</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>2910.2</td>\n",
              "      <td>70.9</td>\n",
              "      <td>70369.7</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>2926.5</td>\n",
              "      <td>16.3</td>\n",
              "      <td>64692.8</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>2945.3</td>\n",
              "      <td>18.9</td>\n",
              "      <td>72662.4</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>2969.1</td>\n",
              "      <td>23.8</td>\n",
              "      <td>52083.3</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>2997.6</td>\n",
              "      <td>28.8</td>\n",
              "      <td>70968.9</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>3016.7</td>\n",
              "      <td>19.3</td>\n",
              "      <td>65056.3</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>3029.1</td>\n",
              "      <td>12.6</td>\n",
              "      <td>43046.5</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>3048.2</td>\n",
              "      <td>18.9</td>\n",
              "      <td>51723.9</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>3073.6</td>\n",
              "      <td>25.4</td>\n",
              "      <td>65400.3</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>3112.7</td>\n",
              "      <td>39.5</td>\n",
              "      <td>94949.8</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>0.019538</td>\n",
              "      <td>0.019868</td>\n",
              "      <td>0.020363</td>\n",
              "      <td>0.020477</td>\n",
              "      <td>0.020608</td>\n",
              "      <td>0.020775</td>\n",
              "      <td>0.020974</td>\n",
              "      <td>0.021108</td>\n",
              "      <td>0.021195</td>\n",
              "      <td>0.021328</td>\n",
              "      <td>0.021506</td>\n",
              "      <td>0.021780</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MA</td>\n",
              "      <td>264626</td>\n",
              "      <td>102550.1</td>\n",
              "      <td>1258.2</td>\n",
              "      <td>27876.7</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>103511.7</td>\n",
              "      <td>962.4</td>\n",
              "      <td>37377.5</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>104088.8</td>\n",
              "      <td>577.9</td>\n",
              "      <td>31718.2</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>104424.6</td>\n",
              "      <td>336.5</td>\n",
              "      <td>34341.4</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>104732.5</td>\n",
              "      <td>309.0</td>\n",
              "      <td>29764.9</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>105014.7</td>\n",
              "      <td>283.4</td>\n",
              "      <td>24499.6</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>105293.3</td>\n",
              "      <td>278.6</td>\n",
              "      <td>29424.6</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>105506.2</td>\n",
              "      <td>213.4</td>\n",
              "      <td>37137.6</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>105751.3</td>\n",
              "      <td>244.8</td>\n",
              "      <td>33871.2</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>106035.7</td>\n",
              "      <td>284.3</td>\n",
              "      <td>37495.1</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>106226.6</td>\n",
              "      <td>191.1</td>\n",
              "      <td>21267.4</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>106510.2</td>\n",
              "      <td>283.8</td>\n",
              "      <td>39392.0</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>0.387528</td>\n",
              "      <td>0.391162</td>\n",
              "      <td>0.393343</td>\n",
              "      <td>0.394612</td>\n",
              "      <td>0.395776</td>\n",
              "      <td>0.396842</td>\n",
              "      <td>0.397895</td>\n",
              "      <td>0.398699</td>\n",
              "      <td>0.399626</td>\n",
              "      <td>0.400700</td>\n",
              "      <td>0.401422</td>\n",
              "      <td>0.402493</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>MT</td>\n",
              "      <td>904794</td>\n",
              "      <td>205177.3</td>\n",
              "      <td>3449.5</td>\n",
              "      <td>314653.9</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>206006.2</td>\n",
              "      <td>829.2</td>\n",
              "      <td>313560.1</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>206785.1</td>\n",
              "      <td>780.2</td>\n",
              "      <td>310569.9</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>207853.0</td>\n",
              "      <td>1067.8</td>\n",
              "      <td>313986.3</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>208647.3</td>\n",
              "      <td>794.8</td>\n",
              "      <td>313337.4</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>209752.0</td>\n",
              "      <td>1106.3</td>\n",
              "      <td>311873.3</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>210856.1</td>\n",
              "      <td>1104.2</td>\n",
              "      <td>310600.4</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>212348.6</td>\n",
              "      <td>1492.0</td>\n",
              "      <td>310576.3</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>213732.0</td>\n",
              "      <td>1383.8</td>\n",
              "      <td>308773.1</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>215346.3</td>\n",
              "      <td>1614.2</td>\n",
              "      <td>307195.2</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>216836.8</td>\n",
              "      <td>1491.2</td>\n",
              "      <td>299078.9</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>218741.4</td>\n",
              "      <td>1905.1</td>\n",
              "      <td>304189.0</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>0.226767</td>\n",
              "      <td>0.227683</td>\n",
              "      <td>0.228544</td>\n",
              "      <td>0.229724</td>\n",
              "      <td>0.230602</td>\n",
              "      <td>0.231823</td>\n",
              "      <td>0.233043</td>\n",
              "      <td>0.234693</td>\n",
              "      <td>0.236222</td>\n",
              "      <td>0.238006</td>\n",
              "      <td>0.239653</td>\n",
              "      <td>0.241758</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>PA</td>\n",
              "      <td>1249644</td>\n",
              "      <td>242094.1</td>\n",
              "      <td>5686.9</td>\n",
              "      <td>826172.2</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>245684.3</td>\n",
              "      <td>3591.5</td>\n",
              "      <td>810711.8</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>249028.7</td>\n",
              "      <td>3344.3</td>\n",
              "      <td>770663.1</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>251447.6</td>\n",
              "      <td>2419.5</td>\n",
              "      <td>792188.5</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>253161.1</td>\n",
              "      <td>1714.4</td>\n",
              "      <td>783641.1</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>255250.8</td>\n",
              "      <td>2090.7</td>\n",
              "      <td>687908.1</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>257034.9</td>\n",
              "      <td>1786.9</td>\n",
              "      <td>750884.5</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>259343.7</td>\n",
              "      <td>2308.4</td>\n",
              "      <td>794381.6</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>262087.8</td>\n",
              "      <td>2744.3</td>\n",
              "      <td>715652.3</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>264691.4</td>\n",
              "      <td>2603.5</td>\n",
              "      <td>762213.6</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>267393.0</td>\n",
              "      <td>2701.7</td>\n",
              "      <td>684266.3</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>271863.3</td>\n",
              "      <td>4469.7</td>\n",
              "      <td>838599.9</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>0.193730</td>\n",
              "      <td>0.196603</td>\n",
              "      <td>0.199280</td>\n",
              "      <td>0.201215</td>\n",
              "      <td>0.202587</td>\n",
              "      <td>0.204259</td>\n",
              "      <td>0.205686</td>\n",
              "      <td>0.207534</td>\n",
              "      <td>0.209730</td>\n",
              "      <td>0.211813</td>\n",
              "      <td>0.213975</td>\n",
              "      <td>0.217553</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>RO</td>\n",
              "      <td>240374</td>\n",
              "      <td>84497.0</td>\n",
              "      <td>1109.2</td>\n",
              "      <td>127675.4</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>84930.2</td>\n",
              "      <td>433.3</td>\n",
              "      <td>126675.6</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>85371.3</td>\n",
              "      <td>441.1</td>\n",
              "      <td>127443.5</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>86150.9</td>\n",
              "      <td>779.8</td>\n",
              "      <td>127368.6</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>86855.4</td>\n",
              "      <td>704.8</td>\n",
              "      <td>126812.3</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>87835.3</td>\n",
              "      <td>980.0</td>\n",
              "      <td>125332.8</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>88606.6</td>\n",
              "      <td>771.5</td>\n",
              "      <td>124151.5</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>89577.9</td>\n",
              "      <td>971.5</td>\n",
              "      <td>122742.6</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>90778.4</td>\n",
              "      <td>1200.3</td>\n",
              "      <td>123003.3</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>92085.8</td>\n",
              "      <td>1308.0</td>\n",
              "      <td>121839.3</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>93336.2</td>\n",
              "      <td>1250.0</td>\n",
              "      <td>120195.1</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>94767.2</td>\n",
              "      <td>1430.9</td>\n",
              "      <td>119157.9</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>0.351523</td>\n",
              "      <td>0.353325</td>\n",
              "      <td>0.355160</td>\n",
              "      <td>0.358404</td>\n",
              "      <td>0.361334</td>\n",
              "      <td>0.365411</td>\n",
              "      <td>0.368620</td>\n",
              "      <td>0.372661</td>\n",
              "      <td>0.377655</td>\n",
              "      <td>0.383094</td>\n",
              "      <td>0.388296</td>\n",
              "      <td>0.394249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>RR</td>\n",
              "      <td>226216</td>\n",
              "      <td>9181.4</td>\n",
              "      <td>674.3</td>\n",
              "      <td>128697.5</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9294.1</td>\n",
              "      <td>112.6</td>\n",
              "      <td>123315.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9533.4</td>\n",
              "      <td>239.3</td>\n",
              "      <td>90103.4</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9663.9</td>\n",
              "      <td>130.5</td>\n",
              "      <td>121690.5</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9772.2</td>\n",
              "      <td>108.3</td>\n",
              "      <td>115920.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9921.3</td>\n",
              "      <td>149.1</td>\n",
              "      <td>96082.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10112.0</td>\n",
              "      <td>190.9</td>\n",
              "      <td>113286.6</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10267.6</td>\n",
              "      <td>155.6</td>\n",
              "      <td>123072.6</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10497.7</td>\n",
              "      <td>230.2</td>\n",
              "      <td>109436.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10624.7</td>\n",
              "      <td>127.0</td>\n",
              "      <td>78893.4</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10756.3</td>\n",
              "      <td>131.8</td>\n",
              "      <td>41480.5</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>11311.1</td>\n",
              "      <td>554.8</td>\n",
              "      <td>143764.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>0.040587</td>\n",
              "      <td>0.041085</td>\n",
              "      <td>0.042143</td>\n",
              "      <td>0.042720</td>\n",
              "      <td>0.043199</td>\n",
              "      <td>0.043858</td>\n",
              "      <td>0.044701</td>\n",
              "      <td>0.045388</td>\n",
              "      <td>0.046406</td>\n",
              "      <td>0.046967</td>\n",
              "      <td>0.047549</td>\n",
              "      <td>0.050001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>TO</td>\n",
              "      <td>278931</td>\n",
              "      <td>30147.2</td>\n",
              "      <td>105.4</td>\n",
              "      <td>9404.0</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30206.5</td>\n",
              "      <td>59.8</td>\n",
              "      <td>9745.8</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30261.4</td>\n",
              "      <td>55.1</td>\n",
              "      <td>9919.3</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30296.3</td>\n",
              "      <td>35.2</td>\n",
              "      <td>9881.7</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30344.1</td>\n",
              "      <td>48.1</td>\n",
              "      <td>9737.3</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30421.0</td>\n",
              "      <td>77.3</td>\n",
              "      <td>9668.9</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30466.7</td>\n",
              "      <td>45.9</td>\n",
              "      <td>9719.9</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30522.3</td>\n",
              "      <td>55.8</td>\n",
              "      <td>10089.3</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30575.4</td>\n",
              "      <td>53.4</td>\n",
              "      <td>9645.2</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30609.4</td>\n",
              "      <td>34.4</td>\n",
              "      <td>10075.8</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30632.7</td>\n",
              "      <td>23.5</td>\n",
              "      <td>10006.8</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>30663.7</td>\n",
              "      <td>31.1</td>\n",
              "      <td>10021.5</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>0.108081</td>\n",
              "      <td>0.108294</td>\n",
              "      <td>0.108491</td>\n",
              "      <td>0.108616</td>\n",
              "      <td>0.108787</td>\n",
              "      <td>0.109063</td>\n",
              "      <td>0.109227</td>\n",
              "      <td>0.109426</td>\n",
              "      <td>0.109616</td>\n",
              "      <td>0.109738</td>\n",
              "      <td>0.109822</td>\n",
              "      <td>0.109933</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Estado  AreaKm2  ...  PercDesmatado2018  PercDesmatado2019\n",
              "0     AC   170884  ...           0.136319           0.140640\n",
              "1     AM  1589661  ...           0.025354           0.026355\n",
              "2     AP   142918  ...           0.021506           0.021780\n",
              "3     MA   264626  ...           0.401422           0.402493\n",
              "4     MT   904794  ...           0.239653           0.241758\n",
              "5     PA  1249644  ...           0.213975           0.217553\n",
              "6     RO   240374  ...           0.388296           0.394249\n",
              "7     RR   226216  ...           0.047549           0.050001\n",
              "8     TO   278931  ...           0.109822           0.109933\n",
              "\n",
              "[9 rows x 74 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "z_PZk4Ih2Xdm",
        "outputId": "094c4c78-3195-4789-cc94-83a7053d2339"
      },
      "source": [
        "df_desmat_estados_ano = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dados_desmatamento_estado_col_ano.csv')\n",
        "\n",
        "df_desmat_estados_ano"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2008</td>\n",
              "      <td>20340.4</td>\n",
              "      <td>299.2</td>\n",
              "      <td>146878.3</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>0.119030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>AM</td>\n",
              "      <td>1589661</td>\n",
              "      <td>2008</td>\n",
              "      <td>33502.7</td>\n",
              "      <td>622.6</td>\n",
              "      <td>1355457.7</td>\n",
              "      <td>48867.6</td>\n",
              "      <td>51582.6</td>\n",
              "      <td>0.021075</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AP</td>\n",
              "      <td>142918</td>\n",
              "      <td>2008</td>\n",
              "      <td>2792.3</td>\n",
              "      <td>99.0</td>\n",
              "      <td>77038.2</td>\n",
              "      <td>25611.7</td>\n",
              "      <td>3547.0</td>\n",
              "      <td>0.019538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MA</td>\n",
              "      <td>264626</td>\n",
              "      <td>2008</td>\n",
              "      <td>102550.1</td>\n",
              "      <td>1258.2</td>\n",
              "      <td>27876.7</td>\n",
              "      <td>112916.8</td>\n",
              "      <td>4356.1</td>\n",
              "      <td>0.387528</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>MT</td>\n",
              "      <td>904794</td>\n",
              "      <td>2008</td>\n",
              "      <td>205177.3</td>\n",
              "      <td>3449.5</td>\n",
              "      <td>314653.9</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>0.226767</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>MT</td>\n",
              "      <td>904794</td>\n",
              "      <td>2019</td>\n",
              "      <td>218741.4</td>\n",
              "      <td>1905.1</td>\n",
              "      <td>304189.0</td>\n",
              "      <td>377537.0</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>0.241758</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>PA</td>\n",
              "      <td>1249644</td>\n",
              "      <td>2019</td>\n",
              "      <td>271863.3</td>\n",
              "      <td>4469.7</td>\n",
              "      <td>838599.9</td>\n",
              "      <td>73469.1</td>\n",
              "      <td>43927.9</td>\n",
              "      <td>0.217553</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>RO</td>\n",
              "      <td>240374</td>\n",
              "      <td>2019</td>\n",
              "      <td>94767.2</td>\n",
              "      <td>1430.9</td>\n",
              "      <td>119157.9</td>\n",
              "      <td>24632.3</td>\n",
              "      <td>1816.6</td>\n",
              "      <td>0.394249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>RR</td>\n",
              "      <td>226216</td>\n",
              "      <td>2019</td>\n",
              "      <td>11311.1</td>\n",
              "      <td>554.8</td>\n",
              "      <td>143764.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>0.050001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>TO</td>\n",
              "      <td>278931</td>\n",
              "      <td>2019</td>\n",
              "      <td>30663.7</td>\n",
              "      <td>31.1</td>\n",
              "      <td>10021.5</td>\n",
              "      <td>236725.6</td>\n",
              "      <td>1541.4</td>\n",
              "      <td>0.109933</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>108 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Estado  AreaKm2   Ano  ...  NaoFloresta  Hidrografia  PercDesmatado\n",
              "0       AC   170884  2008  ...         74.4        117.6       0.119030\n",
              "1       AM  1589661  2008  ...      48867.6      51582.6       0.021075\n",
              "2       AP   142918  2008  ...      25611.7       3547.0       0.019538\n",
              "3       MA   264626  2008  ...     112916.8       4356.1       0.387528\n",
              "4       MT   904794  2008  ...     377537.0       4315.6       0.226767\n",
              "..     ...      ...   ...  ...          ...          ...            ...\n",
              "103     MT   904794  2019  ...     377537.0       4315.6       0.241758\n",
              "104     PA  1249644  2019  ...      73469.1      43927.9       0.217553\n",
              "105     RO   240374  2019  ...      24632.3       1816.6       0.394249\n",
              "106     RR   226216  2019  ...      61222.0       1723.2       0.050001\n",
              "107     TO   278931  2019  ...     236725.6       1541.4       0.109933\n",
              "\n",
              "[108 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "Z-SjAg2RoTG9",
        "outputId": "77b0dca2-c662-43ff-aaf1-8ba11452f3c2"
      },
      "source": [
        "df_hosp = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dengue_internacoes.csv')\n",
        "\n",
        "df_hosp"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Municipio</th>\n",
              "      <th>CodIbge</th>\n",
              "      <th>Estado</th>\n",
              "      <th>2008</th>\n",
              "      <th>2009</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acrelândia</td>\n",
              "      <td>120001</td>\n",
              "      <td>AC</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>154.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Assis Brasil</td>\n",
              "      <td>120005</td>\n",
              "      <td>AC</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Brasiléia</td>\n",
              "      <td>120010</td>\n",
              "      <td>AC</td>\n",
              "      <td>1.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bujari</td>\n",
              "      <td>120013</td>\n",
              "      <td>AC</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Capixaba</td>\n",
              "      <td>120017</td>\n",
              "      <td>AC</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>785</th>\n",
              "      <td>Tocantínia</td>\n",
              "      <td>172110</td>\n",
              "      <td>TO</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>8.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>786</th>\n",
              "      <td>Tupirama</td>\n",
              "      <td>172125</td>\n",
              "      <td>TO</td>\n",
              "      <td>3.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>787</th>\n",
              "      <td>Tupiratins</td>\n",
              "      <td>172130</td>\n",
              "      <td>TO</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>788</th>\n",
              "      <td>Wanderlândia</td>\n",
              "      <td>172208</td>\n",
              "      <td>TO</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>789</th>\n",
              "      <td>Xambioá</td>\n",
              "      <td>172210</td>\n",
              "      <td>TO</td>\n",
              "      <td>40.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>24.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>790 rows × 15 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        Municipio  CodIbge Estado  2008  2009  ...  2015  2016  2017  2018  2019\n",
              "0      Acrelândia   120001     AC   0.0   7.0  ...   0.0   0.0   4.0   3.0   1.0\n",
              "1    Assis Brasil   120005     AC   2.0   2.0  ...   1.0   3.0   0.0   0.0   2.0\n",
              "2       Brasiléia   120010     AC   1.0  63.0  ...  14.0  19.0   7.0   9.0  16.0\n",
              "3          Bujari   120013     AC   1.0   1.0  ...   0.0   0.0   0.0   0.0   0.0\n",
              "4        Capixaba   120017     AC   3.0   5.0  ...   1.0   4.0   0.0   3.0   3.0\n",
              "..            ...      ...    ...   ...   ...  ...   ...   ...   ...   ...   ...\n",
              "785    Tocantínia   172110     TO   4.0   0.0  ...   2.0   0.0   1.0   1.0   8.0\n",
              "786      Tupirama   172125     TO   3.0   6.0  ...   1.0   0.0   1.0   0.0   1.0\n",
              "787    Tupiratins   172130     TO   4.0   2.0  ...   0.0   0.0   0.0   0.0   2.0\n",
              "788  Wanderlândia   172208     TO   5.0   3.0  ...   0.0   0.0   0.0   1.0   2.0\n",
              "789       Xambioá   172210     TO  40.0  37.0  ...   1.0  12.0  19.0   5.0  24.0\n",
              "\n",
              "[790 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "Gysh2e_foTG_",
        "outputId": "91b2a486-173e-4bba-9ab3-dd0c274e1202"
      },
      "source": [
        "df_hosp_ano = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dengue_internacoes_col_ano.csv')\n",
        "\n",
        "df_hosp_ano"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Municipio</th>\n",
              "      <th>CodIbge</th>\n",
              "      <th>Estado</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Internações - Dengue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acrelândia</td>\n",
              "      <td>120001</td>\n",
              "      <td>AC</td>\n",
              "      <td>2008</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Assis Brasil</td>\n",
              "      <td>120005</td>\n",
              "      <td>AC</td>\n",
              "      <td>2008</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Brasiléia</td>\n",
              "      <td>120010</td>\n",
              "      <td>AC</td>\n",
              "      <td>2008</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bujari</td>\n",
              "      <td>120013</td>\n",
              "      <td>AC</td>\n",
              "      <td>2008</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Capixaba</td>\n",
              "      <td>120017</td>\n",
              "      <td>AC</td>\n",
              "      <td>2008</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9475</th>\n",
              "      <td>Tocantínia</td>\n",
              "      <td>172110</td>\n",
              "      <td>TO</td>\n",
              "      <td>2019</td>\n",
              "      <td>8.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9476</th>\n",
              "      <td>Tupirama</td>\n",
              "      <td>172125</td>\n",
              "      <td>TO</td>\n",
              "      <td>2019</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9477</th>\n",
              "      <td>Tupiratins</td>\n",
              "      <td>172130</td>\n",
              "      <td>TO</td>\n",
              "      <td>2019</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9478</th>\n",
              "      <td>Wanderlândia</td>\n",
              "      <td>172208</td>\n",
              "      <td>TO</td>\n",
              "      <td>2019</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9479</th>\n",
              "      <td>Xambioá</td>\n",
              "      <td>172210</td>\n",
              "      <td>TO</td>\n",
              "      <td>2019</td>\n",
              "      <td>24.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>9480 rows × 5 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Municipio  CodIbge Estado   Ano  Internações - Dengue\n",
              "0       Acrelândia   120001     AC  2008                   0.0\n",
              "1     Assis Brasil   120005     AC  2008                   2.0\n",
              "2        Brasiléia   120010     AC  2008                   1.0\n",
              "3           Bujari   120013     AC  2008                   1.0\n",
              "4         Capixaba   120017     AC  2008                   3.0\n",
              "...            ...      ...    ...   ...                   ...\n",
              "9475    Tocantínia   172110     TO  2019                   8.0\n",
              "9476      Tupirama   172125     TO  2019                   1.0\n",
              "9477    Tupiratins   172130     TO  2019                   2.0\n",
              "9478  Wanderlândia   172208     TO  2019                   2.0\n",
              "9479       Xambioá   172210     TO  2019                  24.0\n",
              "\n",
              "[9480 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331
        },
        "id": "EpyzR5MZoTG_",
        "outputId": "3c45e007-fdf4-4866-e13a-cd13fc64e52d"
      },
      "source": [
        "df_hosp_estados = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dengue_internacoes_estado.csv')\n",
        "\n",
        "df_hosp_estados"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Estado</th>\n",
              "      <th>2008</th>\n",
              "      <th>2009</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AC</td>\n",
              "      <td>150.0</td>\n",
              "      <td>652.0</td>\n",
              "      <td>754.0</td>\n",
              "      <td>455.0</td>\n",
              "      <td>225.0</td>\n",
              "      <td>248.0</td>\n",
              "      <td>670.0</td>\n",
              "      <td>351.0</td>\n",
              "      <td>109.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>207.0</td>\n",
              "      <td>277.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>AM</td>\n",
              "      <td>881.0</td>\n",
              "      <td>220.0</td>\n",
              "      <td>701.0</td>\n",
              "      <td>1853.0</td>\n",
              "      <td>230.0</td>\n",
              "      <td>486.0</td>\n",
              "      <td>201.0</td>\n",
              "      <td>319.0</td>\n",
              "      <td>261.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>142.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AP</td>\n",
              "      <td>166.0</td>\n",
              "      <td>133.0</td>\n",
              "      <td>205.0</td>\n",
              "      <td>229.0</td>\n",
              "      <td>147.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>191.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MA</td>\n",
              "      <td>3000.0</td>\n",
              "      <td>2254.0</td>\n",
              "      <td>3645.0</td>\n",
              "      <td>5835.0</td>\n",
              "      <td>4066.0</td>\n",
              "      <td>3015.0</td>\n",
              "      <td>2740.0</td>\n",
              "      <td>3963.0</td>\n",
              "      <td>5124.0</td>\n",
              "      <td>2205.0</td>\n",
              "      <td>549.0</td>\n",
              "      <td>1963.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>MT</td>\n",
              "      <td>745.0</td>\n",
              "      <td>4619.0</td>\n",
              "      <td>3804.0</td>\n",
              "      <td>988.0</td>\n",
              "      <td>2766.0</td>\n",
              "      <td>1769.0</td>\n",
              "      <td>521.0</td>\n",
              "      <td>902.0</td>\n",
              "      <td>681.0</td>\n",
              "      <td>363.0</td>\n",
              "      <td>387.0</td>\n",
              "      <td>735.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>PA</td>\n",
              "      <td>7797.0</td>\n",
              "      <td>4742.0</td>\n",
              "      <td>7412.0</td>\n",
              "      <td>7848.0</td>\n",
              "      <td>5601.0</td>\n",
              "      <td>3941.0</td>\n",
              "      <td>1898.0</td>\n",
              "      <td>2326.0</td>\n",
              "      <td>3045.0</td>\n",
              "      <td>2170.0</td>\n",
              "      <td>831.0</td>\n",
              "      <td>1082.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>RO</td>\n",
              "      <td>1076.0</td>\n",
              "      <td>4130.0</td>\n",
              "      <td>4423.0</td>\n",
              "      <td>2078.0</td>\n",
              "      <td>1505.0</td>\n",
              "      <td>2832.0</td>\n",
              "      <td>1362.0</td>\n",
              "      <td>1252.0</td>\n",
              "      <td>1469.0</td>\n",
              "      <td>587.0</td>\n",
              "      <td>338.0</td>\n",
              "      <td>429.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>RR</td>\n",
              "      <td>951.0</td>\n",
              "      <td>754.0</td>\n",
              "      <td>1188.0</td>\n",
              "      <td>234.0</td>\n",
              "      <td>293.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>122.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>123.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>TO</td>\n",
              "      <td>1195.0</td>\n",
              "      <td>946.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>1038.0</td>\n",
              "      <td>1053.0</td>\n",
              "      <td>1073.0</td>\n",
              "      <td>726.0</td>\n",
              "      <td>483.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>299.0</td>\n",
              "      <td>164.0</td>\n",
              "      <td>569.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Estado    2008    2009    2010    2011  ...    2015    2016    2017   2018    2019\n",
              "0     AC   150.0   652.0   754.0   455.0  ...   351.0   109.0    79.0  207.0   277.0\n",
              "1     AM   881.0   220.0   701.0  1853.0  ...   319.0   261.0   112.0   59.0   142.0\n",
              "2     AP   166.0   133.0   205.0   229.0  ...   191.0     0.0     0.0   36.0     0.0\n",
              "3     MA  3000.0  2254.0  3645.0  5835.0  ...  3963.0  5124.0  2205.0  549.0  1963.0\n",
              "4     MT   745.0  4619.0  3804.0   988.0  ...   902.0   681.0   363.0  387.0   735.0\n",
              "5     PA  7797.0  4742.0  7412.0  7848.0  ...  2326.0  3045.0  2170.0  831.0  1082.0\n",
              "6     RO  1076.0  4130.0  4423.0  2078.0  ...  1252.0  1469.0   587.0  338.0   429.0\n",
              "7     RR   951.0   754.0  1188.0   234.0  ...   122.0    41.0     0.0    0.0   123.0\n",
              "8     TO  1195.0   946.0  1224.0  1038.0  ...   483.0   393.0   299.0  164.0   569.0\n",
              "\n",
              "[9 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "3vn1Ot6PoTHA",
        "outputId": "2483270f-0584-4dea-fa5f-8fb5c75d4a48"
      },
      "source": [
        "df_hosp_estados_ano = pd.read_csv(\n",
        "    f'https://raw.githubusercontent.com/george-gca/MO826_IA368_CF044/main/data/processed/dengue_internacoes_estado_col_ano.csv')\n",
        "\n",
        "df_hosp_estados_ano"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th></th>\n",
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              "      <th>Ano</th>\n",
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              "      <th>1</th>\n",
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              "      <td>881.0</td>\n",
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              "      <th>2</th>\n",
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              "      <th>3</th>\n",
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              "      <th>4</th>\n",
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              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>MT</td>\n",
              "      <td>2019</td>\n",
              "      <td>735.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>PA</td>\n",
              "      <td>2019</td>\n",
              "      <td>1082.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>RO</td>\n",
              "      <td>2019</td>\n",
              "      <td>429.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>RR</td>\n",
              "      <td>2019</td>\n",
              "      <td>123.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>TO</td>\n",
              "      <td>2019</td>\n",
              "      <td>569.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>108 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Estado   Ano  Internações - Dengue\n",
              "0       AC  2008                 150.0\n",
              "1       AM  2008                 881.0\n",
              "2       AP  2008                 166.0\n",
              "3       MA  2008                3000.0\n",
              "4       MT  2008                 745.0\n",
              "..     ...   ...                   ...\n",
              "103     MT  2019                 735.0\n",
              "104     PA  2019                1082.0\n",
              "105     RO  2019                 429.0\n",
              "106     RR  2019                 123.0\n",
              "107     TO  2019                 569.0\n",
              "\n",
              "[108 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x-Em1AOjobTT"
      },
      "source": [
        "# Pareando os Dados"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2nbtBj2XogiK"
      },
      "source": [
        "Verificando a quantidade de municípios em cada dado"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ObbrCr5Yp0df",
        "outputId": "1b184a03-792e-4720-e102-13a1df6d3c5f"
      },
      "source": [
        "print(f'Municípios com dados de desmatamento: {len(df_desmat):n}')\n",
        "print(f'Municípios com dados de internação: {len(df_hosp):n}')"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Municípios com dados de desmatamento: 760\n",
            "Municípios com dados de internação: 790\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DIpJpK1j30fI"
      },
      "source": [
        "Verificando a quantidade de municípios com nome único em cada dado"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WhGQfisPodUV",
        "outputId": "caf31b4b-b8af-4d08-8ef0-299c6169abdd"
      },
      "source": [
        "desmat_cities = df_desmat.Municipio.unique()\n",
        "hosp_cities = df_hosp.Municipio.unique()\n",
        "print(f'Municípios com dados de desmatamento: {len(desmat_cities):n}')\n",
        "print(f'Municípios com dados de internação: {len(hosp_cities):n}')"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Municípios com dados de desmatamento: 755\n",
            "Municípios com dados de internação: 790\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-uJCKdlcp8kT"
      },
      "source": [
        "Municipios repetidos em desmatamento"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 277
        },
        "id": "b080rGiVqhnP",
        "outputId": "b213af5f-3ff2-4c5d-9008-1edc3988e38c"
      },
      "source": [
        "df_desmat[df_desmat.Municipio.duplicated()]"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Desmatado2008</th>\n",
              "      <th>Incremento20072008</th>\n",
              "      <th>Floresta2008</th>\n",
              "      <th>NaoFloresta2008</th>\n",
              "      <th>Hidrografia2008</th>\n",
              "      <th>Desmatado2009</th>\n",
              "      <th>Incremento20082009</th>\n",
              "      <th>Floresta2009</th>\n",
              "      <th>NaoFloresta2009</th>\n",
              "      <th>Hidrografia2009</th>\n",
              "      <th>Desmatado2010</th>\n",
              "      <th>Incremento20092010</th>\n",
              "      <th>Floresta2010</th>\n",
              "      <th>NaoFloresta2010</th>\n",
              "      <th>Hidrografia2010</th>\n",
              "      <th>Desmatado2011</th>\n",
              "      <th>Incremento20102011</th>\n",
              "      <th>Floresta2011</th>\n",
              "      <th>NaoFloresta2011</th>\n",
              "      <th>Hidrografia2011</th>\n",
              "      <th>Desmatado2012</th>\n",
              "      <th>Incremento20112012</th>\n",
              "      <th>Floresta2012</th>\n",
              "      <th>NaoFloresta2012</th>\n",
              "      <th>Hidrografia2012</th>\n",
              "      <th>Desmatado2013</th>\n",
              "      <th>Incremento20122013</th>\n",
              "      <th>Floresta2013</th>\n",
              "      <th>NaoFloresta2013</th>\n",
              "      <th>Hidrografia2013</th>\n",
              "      <th>Desmatado2014</th>\n",
              "      <th>Incremento20132014</th>\n",
              "      <th>Floresta2014</th>\n",
              "      <th>NaoFloresta2014</th>\n",
              "      <th>Hidrografia2014</th>\n",
              "      <th>Desmatado2015</th>\n",
              "      <th>Incremento20142015</th>\n",
              "      <th>Floresta2015</th>\n",
              "      <th>NaoFloresta2015</th>\n",
              "      <th>Hidrografia2015</th>\n",
              "      <th>Desmatado2016</th>\n",
              "      <th>Incremento20152016</th>\n",
              "      <th>Floresta2016</th>\n",
              "      <th>NaoFloresta2016</th>\n",
              "      <th>Hidrografia2016</th>\n",
              "      <th>Desmatado2017</th>\n",
              "      <th>Incremento20162017</th>\n",
              "      <th>Floresta2017</th>\n",
              "      <th>NaoFloresta2017</th>\n",
              "      <th>Hidrografia2017</th>\n",
              "      <th>Desmatado2018</th>\n",
              "      <th>Incremento20172018</th>\n",
              "      <th>Floresta2018</th>\n",
              "      <th>NaoFloresta2018</th>\n",
              "      <th>Hidrografia2018</th>\n",
              "      <th>Desmatado2019</th>\n",
              "      <th>Incremento20182019</th>\n",
              "      <th>Floresta2019</th>\n",
              "      <th>NaoFloresta2019</th>\n",
              "      <th>Hidrografia2019</th>\n",
              "      <th>PercDesmatado2008</th>\n",
              "      <th>PercDesmatado2009</th>\n",
              "      <th>PercDesmatado2010</th>\n",
              "      <th>PercDesmatado2011</th>\n",
              "      <th>PercDesmatado2012</th>\n",
              "      <th>PercDesmatado2013</th>\n",
              "      <th>PercDesmatado2014</th>\n",
              "      <th>PercDesmatado2015</th>\n",
              "      <th>PercDesmatado2016</th>\n",
              "      <th>PercDesmatado2017</th>\n",
              "      <th>PercDesmatado2018</th>\n",
              "      <th>PercDesmatado2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>-15.28141</td>\n",
              "      <td>-58.15176</td>\n",
              "      <td>Rio Branco</td>\n",
              "      <td>MT</td>\n",
              "      <td>529</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.4</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.4</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.5</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.5</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.3</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.4</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>445.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.4</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>446.0</td>\n",
              "      <td>0.1</td>\n",
              "      <td>10.8</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>446.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.8</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>446.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.8</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>446.1</td>\n",
              "      <td>0.2</td>\n",
              "      <td>10.7</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>446.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>10.6</td>\n",
              "      <td>72.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.842911</td>\n",
              "      <td>0.843100</td>\n",
              "      <td>0.843100</td>\n",
              "      <td>0.843100</td>\n",
              "      <td>0.843289</td>\n",
              "      <td>0.843478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>-2.30799</td>\n",
              "      <td>-45.76410</td>\n",
              "      <td>Presidente Médici</td>\n",
              "      <td>MA</td>\n",
              "      <td>441</td>\n",
              "      <td>440.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>440.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.997959</td>\n",
              "      <td>0.997959</td>\n",
              "      <td>0.997959</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "      <td>0.998413</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>268</th>\n",
              "      <td>-7.55219</td>\n",
              "      <td>-48.99658</td>\n",
              "      <td>Pau D'Arco</td>\n",
              "      <td>TO</td>\n",
              "      <td>1381</td>\n",
              "      <td>1128.4</td>\n",
              "      <td>1.7</td>\n",
              "      <td>135.4</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1129.5</td>\n",
              "      <td>1.1</td>\n",
              "      <td>134.3</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1129.9</td>\n",
              "      <td>0.4</td>\n",
              "      <td>133.9</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1130.4</td>\n",
              "      <td>0.5</td>\n",
              "      <td>133.4</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1130.5</td>\n",
              "      <td>0.1</td>\n",
              "      <td>133.3</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1130.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>133.2</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1131.0</td>\n",
              "      <td>0.4</td>\n",
              "      <td>132.8</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1131.5</td>\n",
              "      <td>0.5</td>\n",
              "      <td>132.3</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1132.5</td>\n",
              "      <td>0.9</td>\n",
              "      <td>131.3</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1132.8</td>\n",
              "      <td>0.4</td>\n",
              "      <td>131.0</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1133.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>130.8</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>1133.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>130.7</td>\n",
              "      <td>83.7</td>\n",
              "      <td>33.5</td>\n",
              "      <td>0.817089</td>\n",
              "      <td>0.817886</td>\n",
              "      <td>0.818175</td>\n",
              "      <td>0.818537</td>\n",
              "      <td>0.818610</td>\n",
              "      <td>0.818682</td>\n",
              "      <td>0.818972</td>\n",
              "      <td>0.819334</td>\n",
              "      <td>0.820058</td>\n",
              "      <td>0.820275</td>\n",
              "      <td>0.820420</td>\n",
              "      <td>0.820492</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>645</th>\n",
              "      <td>-9.00182</td>\n",
              "      <td>-47.86311</td>\n",
              "      <td>Bom Jesus do Tocantins</td>\n",
              "      <td>TO</td>\n",
              "      <td>1338</td>\n",
              "      <td>6.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.1</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.1</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.1</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.1</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.8</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.1</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>7.4</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>0.5</td>\n",
              "      <td>6.9</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>1314.6</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.004709</td>\n",
              "      <td>0.004709</td>\n",
              "      <td>0.004709</td>\n",
              "      <td>0.004709</td>\n",
              "      <td>0.004709</td>\n",
              "      <td>0.004709</td>\n",
              "      <td>0.004783</td>\n",
              "      <td>0.005232</td>\n",
              "      <td>0.005605</td>\n",
              "      <td>0.005605</td>\n",
              "      <td>0.005605</td>\n",
              "      <td>0.005605</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>702</th>\n",
              "      <td>-3.06101</td>\n",
              "      <td>-45.77225</td>\n",
              "      <td>Araguanã</td>\n",
              "      <td>MA</td>\n",
              "      <td>811</td>\n",
              "      <td>756.8</td>\n",
              "      <td>7.0</td>\n",
              "      <td>53.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.5</td>\n",
              "      <td>0.7</td>\n",
              "      <td>53.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>36.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>53.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.7</td>\n",
              "      <td>0.2</td>\n",
              "      <td>52.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.8</td>\n",
              "      <td>0.1</td>\n",
              "      <td>43.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>757.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.933169</td>\n",
              "      <td>0.934032</td>\n",
              "      <td>0.934032</td>\n",
              "      <td>0.934032</td>\n",
              "      <td>0.934032</td>\n",
              "      <td>0.934279</td>\n",
              "      <td>0.934279</td>\n",
              "      <td>0.934279</td>\n",
              "      <td>0.934279</td>\n",
              "      <td>0.934402</td>\n",
              "      <td>0.934402</td>\n",
              "      <td>0.934402</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lat      Long  ... PercDesmatado2018 PercDesmatado2019\n",
              "191 -15.28141 -58.15176  ...          0.843289          0.843478\n",
              "209  -2.30799 -45.76410  ...          0.998413          0.998413\n",
              "268  -7.55219 -48.99658  ...          0.820420          0.820492\n",
              "645  -9.00182 -47.86311  ...          0.005605          0.005605\n",
              "702  -3.06101 -45.77225  ...          0.934402          0.934402\n",
              "\n",
              "[5 rows x 77 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5Bv18NyIrCt7",
        "outputId": "0a6185cd-02cc-4900-bc90-780e36155082"
      },
      "source": [
        "rows = []\n",
        "for city in df_desmat[df_desmat.Municipio.duplicated()].Municipio:\n",
        "  df = df_desmat[df_desmat.Municipio == city][df_desmat.columns[:4]]\n",
        "  columns = df.columns\n",
        "  \n",
        "  for _, row in df.iterrows():\n",
        "    rows.append({c: row[c] for c in columns})\n",
        "  \n",
        "print(f'{tabulate(rows, headers=\"keys\", tablefmt=\"github\")}\\n\\n')"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "|       Lat |     Long | Municipio              | Estado   |\n",
            "|-----------|----------|------------------------|----------|\n",
            "|  -9.99527 | -68.1593 | Rio Branco             | AC       |\n",
            "| -15.2814  | -58.1518 | Rio Branco             | MT       |\n",
            "| -11.1937  | -61.8474 | Presidente Médici      | RO       |\n",
            "|  -2.30799 | -45.7641 | Presidente Médici      | MA       |\n",
            "|  -7.72486 | -50.1341 | Pau D'Arco             | PA       |\n",
            "|  -7.55219 | -48.9966 | Pau D'Arco             | TO       |\n",
            "|  -5.02798 | -48.7711 | Bom Jesus do Tocantins | PA       |\n",
            "|  -9.00182 | -47.8631 | Bom Jesus do Tocantins | TO       |\n",
            "|  -6.73568 | -48.5563 | Araguanã               | TO       |\n",
            "|  -3.06101 | -45.7722 | Araguanã               | MA       |\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3KuPBvGyAb6u"
      },
      "source": [
        "Municípios que só aparecem em dados hospitalares"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "dU2loOODp5Tp",
        "outputId": "f945f06b-e248-44d5-e60d-750793f2899f"
      },
      "source": [
        "cities_only_in_hosp = {c for c in hosp_cities if c not in desmat_cities}\n",
        "df_only_in_hosp = df_hosp[df_hosp.Municipio.isin(cities_only_in_hosp)]\n",
        "df_only_in_hosp"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Municipio</th>\n",
              "      <th>CodIbge</th>\n",
              "      <th>Estado</th>\n",
              "      <th>2008</th>\n",
              "      <th>2009</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>Afonso Cunha</td>\n",
              "      <td>210010</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>Água Doce do Maranhão</td>\n",
              "      <td>210015</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>Aldeias Altas</td>\n",
              "      <td>210030</td>\n",
              "      <td>MA</td>\n",
              "      <td>23.0</td>\n",
              "      <td>161.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>145.0</td>\n",
              "      <td>276.0</td>\n",
              "      <td>208.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>24.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>Anapurus</td>\n",
              "      <td>210080</td>\n",
              "      <td>MA</td>\n",
              "      <td>4.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>Araioses</td>\n",
              "      <td>210090</td>\n",
              "      <td>MA</td>\n",
              "      <td>87.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>Barão de Grajaú</td>\n",
              "      <td>210150</td>\n",
              "      <td>MA</td>\n",
              "      <td>23.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>213.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>34.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>Barreirinhas</td>\n",
              "      <td>210170</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>Belágua</td>\n",
              "      <td>210173</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>Brejo</td>\n",
              "      <td>210210</td>\n",
              "      <td>MA</td>\n",
              "      <td>172.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>167.0</td>\n",
              "      <td>285.0</td>\n",
              "      <td>147.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>124.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>Buriti</td>\n",
              "      <td>210220</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>Buriti Bravo</td>\n",
              "      <td>210230</td>\n",
              "      <td>MA</td>\n",
              "      <td>8.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>116.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>Cachoeira Grande</td>\n",
              "      <td>210237</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>Caxias</td>\n",
              "      <td>210300</td>\n",
              "      <td>MA</td>\n",
              "      <td>19.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>Chapadinha</td>\n",
              "      <td>210320</td>\n",
              "      <td>MA</td>\n",
              "      <td>13.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>Codó</td>\n",
              "      <td>210330</td>\n",
              "      <td>MA</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>Coelho Neto</td>\n",
              "      <td>210340</td>\n",
              "      <td>MA</td>\n",
              "      <td>7.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>Duque Bacelar</td>\n",
              "      <td>210390</td>\n",
              "      <td>MA</td>\n",
              "      <td>13.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>Humberto de Campos</td>\n",
              "      <td>210500</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>Icatu</td>\n",
              "      <td>210510</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>Lagoa do Mato</td>\n",
              "      <td>210592</td>\n",
              "      <td>MA</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>Magalhães de Almeida</td>\n",
              "      <td>210630</td>\n",
              "      <td>MA</td>\n",
              "      <td>22.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>201</th>\n",
              "      <td>Mata Roma</td>\n",
              "      <td>210640</td>\n",
              "      <td>MA</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>26.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>Matões</td>\n",
              "      <td>210660</td>\n",
              "      <td>MA</td>\n",
              "      <td>83.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>98.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>205</th>\n",
              "      <td>Milagres do Maranhão</td>\n",
              "      <td>210667</td>\n",
              "      <td>MA</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>Morros</td>\n",
              "      <td>210710</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>Nina Rodrigues</td>\n",
              "      <td>210720</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>Paraibano</td>\n",
              "      <td>210770</td>\n",
              "      <td>MA</td>\n",
              "      <td>22.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>28.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>Parnarama</td>\n",
              "      <td>210780</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>Passagem Franca</td>\n",
              "      <td>210790</td>\n",
              "      <td>MA</td>\n",
              "      <td>66.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>114.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>8.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>Paulino Neves</td>\n",
              "      <td>210805</td>\n",
              "      <td>MA</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>242</th>\n",
              "      <td>Presidente Vargas</td>\n",
              "      <td>210930</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>Primeira Cruz</td>\n",
              "      <td>210940</td>\n",
              "      <td>MA</td>\n",
              "      <td>6.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>254</th>\n",
              "      <td>Santa Quitéria do Maranhão</td>\n",
              "      <td>211010</td>\n",
              "      <td>MA</td>\n",
              "      <td>69.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>109.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>256</th>\n",
              "      <td>Santana do Maranhão</td>\n",
              "      <td>211023</td>\n",
              "      <td>MA</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>257</th>\n",
              "      <td>Santo Amaro do Maranhão</td>\n",
              "      <td>211027</td>\n",
              "      <td>MA</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>259</th>\n",
              "      <td>São Benedito do Rio Preto</td>\n",
              "      <td>211040</td>\n",
              "      <td>MA</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>147.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>261</th>\n",
              "      <td>São Bernardo</td>\n",
              "      <td>211060</td>\n",
              "      <td>MA</td>\n",
              "      <td>20.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>167.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>266</th>\n",
              "      <td>São Francisco do Maranhão</td>\n",
              "      <td>211090</td>\n",
              "      <td>MA</td>\n",
              "      <td>40.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>45.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>270</th>\n",
              "      <td>São João do Soter</td>\n",
              "      <td>211107</td>\n",
              "      <td>MA</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>271</th>\n",
              "      <td>São João dos Patos</td>\n",
              "      <td>211110</td>\n",
              "      <td>MA</td>\n",
              "      <td>33.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>128.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>17.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284</th>\n",
              "      <td>Senador Alexandre Costa</td>\n",
              "      <td>211174</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>Sucupira do Riachão</td>\n",
              "      <td>211195</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>14.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>Timbiras</td>\n",
              "      <td>211210</td>\n",
              "      <td>MA</td>\n",
              "      <td>45.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>170.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>Timon</td>\n",
              "      <td>211220</td>\n",
              "      <td>MA</td>\n",
              "      <td>52.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>142.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>Tutóia</td>\n",
              "      <td>211250</td>\n",
              "      <td>MA</td>\n",
              "      <td>30.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>162.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>6.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>Urbano Santos</td>\n",
              "      <td>211260</td>\n",
              "      <td>MA</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>300</th>\n",
              "      <td>Vargem Grande</td>\n",
              "      <td>211270</td>\n",
              "      <td>MA</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>491</th>\n",
              "      <td>Eldorado do Carajás</td>\n",
              "      <td>150295</td>\n",
              "      <td>PA</td>\n",
              "      <td>17.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>551</th>\n",
              "      <td>Santa Izabel do Pará</td>\n",
              "      <td>150650</td>\n",
              "      <td>PA</td>\n",
              "      <td>511.0</td>\n",
              "      <td>226.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>779</th>\n",
              "      <td>São Valério</td>\n",
              "      <td>172049</td>\n",
              "      <td>TO</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      Municipio  CodIbge Estado  ...   2017  2018  2019\n",
              "91                 Afonso Cunha   210010     MA  ...    0.0   1.0   4.0\n",
              "92        Água Doce do Maranhão   210015     MA  ...    1.0   1.0   0.0\n",
              "94                Aldeias Altas   210030     MA  ...  208.0  77.0  24.0\n",
              "102                    Anapurus   210080     MA  ...    3.0  10.0  31.0\n",
              "105                    Araioses   210090     MA  ...   14.0   1.0   7.0\n",
              "113             Barão de Grajaú   210150     MA  ...   21.0   9.0  34.0\n",
              "115                Barreirinhas   210170     MA  ...    1.0   0.0   1.0\n",
              "117                     Belágua   210173     MA  ...    1.0   0.0   0.0\n",
              "125                       Brejo   210210     MA  ...    8.0   1.0   1.0\n",
              "127                      Buriti   210220     MA  ...    2.0   0.0   2.0\n",
              "128                Buriti Bravo   210230     MA  ...    2.0   3.0   9.0\n",
              "131            Cachoeira Grande   210237     MA  ...    1.0   0.0   0.0\n",
              "140                      Caxias   210300     MA  ...    4.0   0.0  10.0\n",
              "145                  Chapadinha   210320     MA  ...    1.0   0.0   7.0\n",
              "147                        Codó   210330     MA  ...    2.0   2.0   4.0\n",
              "148                 Coelho Neto   210340     MA  ...    0.0   1.0   1.0\n",
              "155               Duque Bacelar   210390     MA  ...    1.0   2.0   1.0\n",
              "174          Humberto de Campos   210500     MA  ...    0.0   0.0   0.0\n",
              "175                       Icatu   210510     MA  ...    0.0   0.0   0.0\n",
              "191               Lagoa do Mato   210592     MA  ...    1.0   1.0   1.0\n",
              "197        Magalhães de Almeida   210630     MA  ...    0.0   1.0   1.0\n",
              "201                   Mata Roma   210640     MA  ...    2.0   0.0  26.0\n",
              "203                      Matões   210660     MA  ...    8.0   2.0   4.0\n",
              "205        Milagres do Maranhão   210667     MA  ...    1.0   0.0   0.0\n",
              "211                      Morros   210710     MA  ...    0.0   0.0   0.0\n",
              "212              Nina Rodrigues   210720     MA  ...    0.0   0.0   0.0\n",
              "220                   Paraibano   210770     MA  ...   47.0   0.0  28.0\n",
              "221                   Parnarama   210780     MA  ...    1.0   1.0   2.0\n",
              "222             Passagem Franca   210790     MA  ...   31.0   3.0   8.0\n",
              "224               Paulino Neves   210805     MA  ...    6.0   3.0   7.0\n",
              "242           Presidente Vargas   210930     MA  ...   11.0  11.0   0.0\n",
              "243               Primeira Cruz   210940     MA  ...    5.0   0.0   0.0\n",
              "254  Santa Quitéria do Maranhão   211010     MA  ...    0.0   0.0   0.0\n",
              "256         Santana do Maranhão   211023     MA  ...    1.0   0.0   0.0\n",
              "257     Santo Amaro do Maranhão   211027     MA  ...    0.0   0.0   0.0\n",
              "259   São Benedito do Rio Preto   211040     MA  ...    2.0   1.0   0.0\n",
              "261                São Bernardo   211060     MA  ...    6.0   1.0   3.0\n",
              "266   São Francisco do Maranhão   211090     MA  ...    5.0   9.0  45.0\n",
              "270           São João do Soter   211107     MA  ...   33.0   4.0   4.0\n",
              "271          São João dos Patos   211110     MA  ...   30.0   4.0  17.0\n",
              "284     Senador Alexandre Costa   211174     MA  ...    3.0   1.0   2.0\n",
              "289         Sucupira do Riachão   211195     MA  ...    4.0   1.0  14.0\n",
              "291                    Timbiras   211210     MA  ...    7.0   0.0   2.0\n",
              "292                       Timon   211220     MA  ...  130.0   3.0  10.0\n",
              "298                      Tutóia   211250     MA  ...    8.0   2.0   6.0\n",
              "299               Urbano Santos   211260     MA  ...    6.0   0.0   1.0\n",
              "300               Vargem Grande   211270     MA  ...    8.0   1.0   4.0\n",
              "491         Eldorado do Carajás   150295     PA  ...    0.0   0.0   1.0\n",
              "551        Santa Izabel do Pará   150650     PA  ...    0.0   4.0   1.0\n",
              "779                 São Valério   172049     TO  ...    0.0   0.0   0.0\n",
              "\n",
              "[50 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SCn0aZS3AjPR"
      },
      "source": [
        "Municípios que só aparecem em dados de desmatamento"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 659
        },
        "id": "orH12z_QAqty",
        "outputId": "5752a4a4-a36d-470f-a0ca-ef7891b96313"
      },
      "source": [
        "cities_only_in_desmat = {c for c in desmat_cities if c not in hosp_cities}\n",
        "df_only_in_desmat = df_desmat[df_desmat.Municipio.isin(cities_only_in_desmat)]\n",
        "df_only_in_desmat"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Desmatado2008</th>\n",
              "      <th>Incremento20072008</th>\n",
              "      <th>Floresta2008</th>\n",
              "      <th>NaoFloresta2008</th>\n",
              "      <th>Hidrografia2008</th>\n",
              "      <th>Desmatado2009</th>\n",
              "      <th>Incremento20082009</th>\n",
              "      <th>Floresta2009</th>\n",
              "      <th>NaoFloresta2009</th>\n",
              "      <th>Hidrografia2009</th>\n",
              "      <th>Desmatado2010</th>\n",
              "      <th>Incremento20092010</th>\n",
              "      <th>Floresta2010</th>\n",
              "      <th>NaoFloresta2010</th>\n",
              "      <th>Hidrografia2010</th>\n",
              "      <th>Desmatado2011</th>\n",
              "      <th>Incremento20102011</th>\n",
              "      <th>Floresta2011</th>\n",
              "      <th>NaoFloresta2011</th>\n",
              "      <th>Hidrografia2011</th>\n",
              "      <th>Desmatado2012</th>\n",
              "      <th>Incremento20112012</th>\n",
              "      <th>Floresta2012</th>\n",
              "      <th>NaoFloresta2012</th>\n",
              "      <th>Hidrografia2012</th>\n",
              "      <th>Desmatado2013</th>\n",
              "      <th>Incremento20122013</th>\n",
              "      <th>Floresta2013</th>\n",
              "      <th>NaoFloresta2013</th>\n",
              "      <th>Hidrografia2013</th>\n",
              "      <th>Desmatado2014</th>\n",
              "      <th>Incremento20132014</th>\n",
              "      <th>Floresta2014</th>\n",
              "      <th>NaoFloresta2014</th>\n",
              "      <th>Hidrografia2014</th>\n",
              "      <th>Desmatado2015</th>\n",
              "      <th>Incremento20142015</th>\n",
              "      <th>Floresta2015</th>\n",
              "      <th>NaoFloresta2015</th>\n",
              "      <th>Hidrografia2015</th>\n",
              "      <th>Desmatado2016</th>\n",
              "      <th>Incremento20152016</th>\n",
              "      <th>Floresta2016</th>\n",
              "      <th>NaoFloresta2016</th>\n",
              "      <th>Hidrografia2016</th>\n",
              "      <th>Desmatado2017</th>\n",
              "      <th>Incremento20162017</th>\n",
              "      <th>Floresta2017</th>\n",
              "      <th>NaoFloresta2017</th>\n",
              "      <th>Hidrografia2017</th>\n",
              "      <th>Desmatado2018</th>\n",
              "      <th>Incremento20172018</th>\n",
              "      <th>Floresta2018</th>\n",
              "      <th>NaoFloresta2018</th>\n",
              "      <th>Hidrografia2018</th>\n",
              "      <th>Desmatado2019</th>\n",
              "      <th>Incremento20182019</th>\n",
              "      <th>Floresta2019</th>\n",
              "      <th>NaoFloresta2019</th>\n",
              "      <th>Hidrografia2019</th>\n",
              "      <th>PercDesmatado2008</th>\n",
              "      <th>PercDesmatado2009</th>\n",
              "      <th>PercDesmatado2010</th>\n",
              "      <th>PercDesmatado2011</th>\n",
              "      <th>PercDesmatado2012</th>\n",
              "      <th>PercDesmatado2013</th>\n",
              "      <th>PercDesmatado2014</th>\n",
              "      <th>PercDesmatado2015</th>\n",
              "      <th>PercDesmatado2016</th>\n",
              "      <th>PercDesmatado2017</th>\n",
              "      <th>PercDesmatado2018</th>\n",
              "      <th>PercDesmatado2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>-1.24938</td>\n",
              "      <td>-58.78714</td>\n",
              "      <td>Urucará</td>\n",
              "      <td>AM</td>\n",
              "      <td>28012</td>\n",
              "      <td>332.2</td>\n",
              "      <td>2.1</td>\n",
              "      <td>25340.2</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>333.8</td>\n",
              "      <td>1.6</td>\n",
              "      <td>26129.7</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>338.1</td>\n",
              "      <td>4.3</td>\n",
              "      <td>23045.3</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>339.8</td>\n",
              "      <td>1.8</td>\n",
              "      <td>24634.6</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>340.2</td>\n",
              "      <td>0.4</td>\n",
              "      <td>19692.6</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>342.5</td>\n",
              "      <td>2.3</td>\n",
              "      <td>20384.4</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>344.0</td>\n",
              "      <td>1.5</td>\n",
              "      <td>21242.2</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>344.3</td>\n",
              "      <td>0.4</td>\n",
              "      <td>24400.7</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>344.7</td>\n",
              "      <td>0.4</td>\n",
              "      <td>21904.6</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>345.4</td>\n",
              "      <td>0.7</td>\n",
              "      <td>18097.3</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>346.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>16984.6</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>347.2</td>\n",
              "      <td>1.3</td>\n",
              "      <td>26383.3</td>\n",
              "      <td>423.0</td>\n",
              "      <td>646.4</td>\n",
              "      <td>0.011859</td>\n",
              "      <td>0.011916</td>\n",
              "      <td>0.012070</td>\n",
              "      <td>0.012131</td>\n",
              "      <td>0.012145</td>\n",
              "      <td>0.012227</td>\n",
              "      <td>0.012280</td>\n",
              "      <td>0.012291</td>\n",
              "      <td>0.012305</td>\n",
              "      <td>0.012330</td>\n",
              "      <td>0.012352</td>\n",
              "      <td>0.012395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>-3.20648</td>\n",
              "      <td>-65.43058</td>\n",
              "      <td>Uarini</td>\n",
              "      <td>AM</td>\n",
              "      <td>10448</td>\n",
              "      <td>239.0</td>\n",
              "      <td>6.8</td>\n",
              "      <td>9494.3</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>239.5</td>\n",
              "      <td>0.5</td>\n",
              "      <td>9464.7</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>243.2</td>\n",
              "      <td>3.7</td>\n",
              "      <td>9640.4</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>244.6</td>\n",
              "      <td>1.3</td>\n",
              "      <td>9370.5</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>246.6</td>\n",
              "      <td>2.1</td>\n",
              "      <td>8891.0</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>247.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>3118.4</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>255.9</td>\n",
              "      <td>8.7</td>\n",
              "      <td>9551.1</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>256.4</td>\n",
              "      <td>0.5</td>\n",
              "      <td>9637.4</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>261.6</td>\n",
              "      <td>5.3</td>\n",
              "      <td>1552.5</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>264.4</td>\n",
              "      <td>2.7</td>\n",
              "      <td>9650.2</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>270.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>9448.5</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>272.6</td>\n",
              "      <td>2.6</td>\n",
              "      <td>9182.5</td>\n",
              "      <td>100.4</td>\n",
              "      <td>431.8</td>\n",
              "      <td>0.022875</td>\n",
              "      <td>0.022923</td>\n",
              "      <td>0.023277</td>\n",
              "      <td>0.023411</td>\n",
              "      <td>0.023603</td>\n",
              "      <td>0.023660</td>\n",
              "      <td>0.024493</td>\n",
              "      <td>0.024541</td>\n",
              "      <td>0.025038</td>\n",
              "      <td>0.025306</td>\n",
              "      <td>0.025842</td>\n",
              "      <td>0.026091</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>-2.57583</td>\n",
              "      <td>-67.47268</td>\n",
              "      <td>Tonantins</td>\n",
              "      <td>AM</td>\n",
              "      <td>6619</td>\n",
              "      <td>81.0</td>\n",
              "      <td>0.3</td>\n",
              "      <td>5030.4</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>81.5</td>\n",
              "      <td>0.4</td>\n",
              "      <td>6092.3</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>82.3</td>\n",
              "      <td>0.9</td>\n",
              "      <td>6150.1</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>83.5</td>\n",
              "      <td>1.1</td>\n",
              "      <td>5195.3</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>83.7</td>\n",
              "      <td>0.2</td>\n",
              "      <td>3599.0</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>83.8</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1502.6</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>85.0</td>\n",
              "      <td>1.3</td>\n",
              "      <td>5875.9</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>85.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3539.7</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>85.3</td>\n",
              "      <td>0.3</td>\n",
              "      <td>6142.2</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>93.7</td>\n",
              "      <td>8.3</td>\n",
              "      <td>6073.7</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>93.8</td>\n",
              "      <td>0.1</td>\n",
              "      <td>5392.6</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>94.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>5733.6</td>\n",
              "      <td>67.4</td>\n",
              "      <td>315.7</td>\n",
              "      <td>0.012237</td>\n",
              "      <td>0.012313</td>\n",
              "      <td>0.012434</td>\n",
              "      <td>0.012615</td>\n",
              "      <td>0.012645</td>\n",
              "      <td>0.012661</td>\n",
              "      <td>0.012842</td>\n",
              "      <td>0.012842</td>\n",
              "      <td>0.012887</td>\n",
              "      <td>0.014156</td>\n",
              "      <td>0.014171</td>\n",
              "      <td>0.014202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>-12.08831</td>\n",
              "      <td>-48.85414</td>\n",
              "      <td>Sucupira</td>\n",
              "      <td>TO</td>\n",
              "      <td>1030</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1030.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>-11.77169</td>\n",
              "      <td>-48.22797</td>\n",
              "      <td>São Valério da Natividade</td>\n",
              "      <td>TO</td>\n",
              "      <td>2532</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2532.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>-1.89625</td>\n",
              "      <td>-58.81001</td>\n",
              "      <td>São Sebastião do Uatumã</td>\n",
              "      <td>AM</td>\n",
              "      <td>10776</td>\n",
              "      <td>195.6</td>\n",
              "      <td>5.5</td>\n",
              "      <td>7983.6</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>197.9</td>\n",
              "      <td>2.2</td>\n",
              "      <td>9807.7</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>202.6</td>\n",
              "      <td>4.8</td>\n",
              "      <td>8610.5</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>205.4</td>\n",
              "      <td>2.8</td>\n",
              "      <td>9846.6</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>206.3</td>\n",
              "      <td>1.0</td>\n",
              "      <td>9210.0</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>210.3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7006.9</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>215.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>7455.6</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>216.8</td>\n",
              "      <td>1.7</td>\n",
              "      <td>8704.5</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>217.5</td>\n",
              "      <td>0.7</td>\n",
              "      <td>9281.0</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>221.3</td>\n",
              "      <td>3.8</td>\n",
              "      <td>9515.8</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>222.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>7647.7</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>224.7</td>\n",
              "      <td>2.6</td>\n",
              "      <td>9832.4</td>\n",
              "      <td>65.7</td>\n",
              "      <td>625.8</td>\n",
              "      <td>0.018151</td>\n",
              "      <td>0.018365</td>\n",
              "      <td>0.018801</td>\n",
              "      <td>0.019061</td>\n",
              "      <td>0.019144</td>\n",
              "      <td>0.019516</td>\n",
              "      <td>0.019952</td>\n",
              "      <td>0.020119</td>\n",
              "      <td>0.020184</td>\n",
              "      <td>0.020536</td>\n",
              "      <td>0.020601</td>\n",
              "      <td>0.020852</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>160</th>\n",
              "      <td>-1.36752</td>\n",
              "      <td>-48.12871</td>\n",
              "      <td>Santa Isabel do Pará</td>\n",
              "      <td>PA</td>\n",
              "      <td>720</td>\n",
              "      <td>532.2</td>\n",
              "      <td>1.5</td>\n",
              "      <td>161.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>532.4</td>\n",
              "      <td>0.1</td>\n",
              "      <td>75.3</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>532.6</td>\n",
              "      <td>0.3</td>\n",
              "      <td>27.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>533.0</td>\n",
              "      <td>0.4</td>\n",
              "      <td>94.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>533.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>56.9</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>534.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>157.5</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>534.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>68.3</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>534.7</td>\n",
              "      <td>0.5</td>\n",
              "      <td>130.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>535.6</td>\n",
              "      <td>0.9</td>\n",
              "      <td>70.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>537.3</td>\n",
              "      <td>1.7</td>\n",
              "      <td>157.8</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>537.8</td>\n",
              "      <td>0.5</td>\n",
              "      <td>157.3</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>537.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>157.3</td>\n",
              "      <td>4.1</td>\n",
              "      <td>20.8</td>\n",
              "      <td>0.739167</td>\n",
              "      <td>0.739444</td>\n",
              "      <td>0.739722</td>\n",
              "      <td>0.740278</td>\n",
              "      <td>0.740417</td>\n",
              "      <td>0.741806</td>\n",
              "      <td>0.741944</td>\n",
              "      <td>0.742639</td>\n",
              "      <td>0.743889</td>\n",
              "      <td>0.746250</td>\n",
              "      <td>0.746944</td>\n",
              "      <td>0.746944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>1.61009</td>\n",
              "      <td>-50.73654</td>\n",
              "      <td>Pracuúba</td>\n",
              "      <td>AP</td>\n",
              "      <td>4965</td>\n",
              "      <td>71.5</td>\n",
              "      <td>5.2</td>\n",
              "      <td>2434.1</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>74.3</td>\n",
              "      <td>2.8</td>\n",
              "      <td>3226.7</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>78.2</td>\n",
              "      <td>3.9</td>\n",
              "      <td>2460.3</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>78.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>1711.6</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>78.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1486.3</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>80.9</td>\n",
              "      <td>2.2</td>\n",
              "      <td>1589.0</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>82.1</td>\n",
              "      <td>1.2</td>\n",
              "      <td>1590.9</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>83.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1170.0</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>83.3</td>\n",
              "      <td>0.3</td>\n",
              "      <td>1264.2</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>83.6</td>\n",
              "      <td>0.3</td>\n",
              "      <td>2532.0</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>83.8</td>\n",
              "      <td>0.2</td>\n",
              "      <td>260.6</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>85.4</td>\n",
              "      <td>1.7</td>\n",
              "      <td>3011.0</td>\n",
              "      <td>1176.0</td>\n",
              "      <td>69.1</td>\n",
              "      <td>0.014401</td>\n",
              "      <td>0.014965</td>\n",
              "      <td>0.015750</td>\n",
              "      <td>0.015851</td>\n",
              "      <td>0.015851</td>\n",
              "      <td>0.016294</td>\n",
              "      <td>0.016536</td>\n",
              "      <td>0.016717</td>\n",
              "      <td>0.016777</td>\n",
              "      <td>0.016838</td>\n",
              "      <td>0.016878</td>\n",
              "      <td>0.017200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>339</th>\n",
              "      <td>-1.08094</td>\n",
              "      <td>-58.44390</td>\n",
              "      <td>Nhamundá</td>\n",
              "      <td>AM</td>\n",
              "      <td>14132</td>\n",
              "      <td>456.1</td>\n",
              "      <td>0.8</td>\n",
              "      <td>10746.5</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>460.5</td>\n",
              "      <td>4.4</td>\n",
              "      <td>11909.4</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>474.2</td>\n",
              "      <td>13.7</td>\n",
              "      <td>11686.1</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>478.4</td>\n",
              "      <td>4.2</td>\n",
              "      <td>11807.3</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>481.0</td>\n",
              "      <td>2.6</td>\n",
              "      <td>9717.7</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>483.6</td>\n",
              "      <td>2.6</td>\n",
              "      <td>9984.8</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>486.3</td>\n",
              "      <td>2.7</td>\n",
              "      <td>6121.3</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>491.1</td>\n",
              "      <td>4.8</td>\n",
              "      <td>11436.3</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>492.5</td>\n",
              "      <td>1.4</td>\n",
              "      <td>7318.4</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>494.6</td>\n",
              "      <td>2.1</td>\n",
              "      <td>10326.3</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>499.6</td>\n",
              "      <td>5.0</td>\n",
              "      <td>11538.7</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>502.5</td>\n",
              "      <td>3.0</td>\n",
              "      <td>12084.3</td>\n",
              "      <td>344.4</td>\n",
              "      <td>1107.9</td>\n",
              "      <td>0.032274</td>\n",
              "      <td>0.032586</td>\n",
              "      <td>0.033555</td>\n",
              "      <td>0.033852</td>\n",
              "      <td>0.034036</td>\n",
              "      <td>0.034220</td>\n",
              "      <td>0.034411</td>\n",
              "      <td>0.034751</td>\n",
              "      <td>0.034850</td>\n",
              "      <td>0.034999</td>\n",
              "      <td>0.035352</td>\n",
              "      <td>0.035558</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>385</th>\n",
              "      <td>-3.73889</td>\n",
              "      <td>-60.65552</td>\n",
              "      <td>Manaquiri</td>\n",
              "      <td>AM</td>\n",
              "      <td>4001</td>\n",
              "      <td>488.7</td>\n",
              "      <td>0.7</td>\n",
              "      <td>3021.0</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>490.8</td>\n",
              "      <td>2.1</td>\n",
              "      <td>3116.7</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>492.8</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3114.4</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>494.5</td>\n",
              "      <td>1.7</td>\n",
              "      <td>3102.7</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>494.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>2974.7</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>495.3</td>\n",
              "      <td>0.7</td>\n",
              "      <td>2895.0</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>495.4</td>\n",
              "      <td>0.1</td>\n",
              "      <td>2697.7</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>498.5</td>\n",
              "      <td>3.1</td>\n",
              "      <td>3109.1</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>499.4</td>\n",
              "      <td>0.9</td>\n",
              "      <td>3106.3</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>500.5</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3107.1</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>500.9</td>\n",
              "      <td>0.5</td>\n",
              "      <td>3104.4</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>502.5</td>\n",
              "      <td>1.5</td>\n",
              "      <td>2713.5</td>\n",
              "      <td>106.3</td>\n",
              "      <td>287.1</td>\n",
              "      <td>0.122144</td>\n",
              "      <td>0.122669</td>\n",
              "      <td>0.123169</td>\n",
              "      <td>0.123594</td>\n",
              "      <td>0.123619</td>\n",
              "      <td>0.123794</td>\n",
              "      <td>0.123819</td>\n",
              "      <td>0.124594</td>\n",
              "      <td>0.124819</td>\n",
              "      <td>0.125094</td>\n",
              "      <td>0.125194</td>\n",
              "      <td>0.125594</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>516</th>\n",
              "      <td>-6.12012</td>\n",
              "      <td>-49.26085</td>\n",
              "      <td>Eldorado dos Carajás</td>\n",
              "      <td>PA</td>\n",
              "      <td>2968</td>\n",
              "      <td>2670.2</td>\n",
              "      <td>30.4</td>\n",
              "      <td>297.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2695.1</td>\n",
              "      <td>24.9</td>\n",
              "      <td>272.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2717.2</td>\n",
              "      <td>22.1</td>\n",
              "      <td>250.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2722.3</td>\n",
              "      <td>5.1</td>\n",
              "      <td>233.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2724.9</td>\n",
              "      <td>2.6</td>\n",
              "      <td>242.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2729.4</td>\n",
              "      <td>4.5</td>\n",
              "      <td>238.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2733.5</td>\n",
              "      <td>4.1</td>\n",
              "      <td>199.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2738.1</td>\n",
              "      <td>4.6</td>\n",
              "      <td>229.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2748.7</td>\n",
              "      <td>10.6</td>\n",
              "      <td>219.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2750.7</td>\n",
              "      <td>2.0</td>\n",
              "      <td>217.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2754.8</td>\n",
              "      <td>4.1</td>\n",
              "      <td>201.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2758.3</td>\n",
              "      <td>3.5</td>\n",
              "      <td>209.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.899663</td>\n",
              "      <td>0.908053</td>\n",
              "      <td>0.915499</td>\n",
              "      <td>0.917217</td>\n",
              "      <td>0.918093</td>\n",
              "      <td>0.919609</td>\n",
              "      <td>0.920991</td>\n",
              "      <td>0.922540</td>\n",
              "      <td>0.926112</td>\n",
              "      <td>0.926786</td>\n",
              "      <td>0.928167</td>\n",
              "      <td>0.929346</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>529</th>\n",
              "      <td>1.06660</td>\n",
              "      <td>-50.32807</td>\n",
              "      <td>Cutias</td>\n",
              "      <td>AP</td>\n",
              "      <td>2117</td>\n",
              "      <td>177.8</td>\n",
              "      <td>1.9</td>\n",
              "      <td>301.1</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>178.1</td>\n",
              "      <td>0.3</td>\n",
              "      <td>167.0</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>182.6</td>\n",
              "      <td>4.5</td>\n",
              "      <td>236.1</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>182.9</td>\n",
              "      <td>0.3</td>\n",
              "      <td>219.1</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>182.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>287.8</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>183.2</td>\n",
              "      <td>0.2</td>\n",
              "      <td>185.6</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>184.6</td>\n",
              "      <td>1.4</td>\n",
              "      <td>340.1</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>185.1</td>\n",
              "      <td>0.5</td>\n",
              "      <td>381.9</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>186.4</td>\n",
              "      <td>1.3</td>\n",
              "      <td>175.9</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>186.6</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>187.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>63.1</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>188.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>404.9</td>\n",
              "      <td>1452.3</td>\n",
              "      <td>64.2</td>\n",
              "      <td>0.083987</td>\n",
              "      <td>0.084128</td>\n",
              "      <td>0.086254</td>\n",
              "      <td>0.086396</td>\n",
              "      <td>0.086396</td>\n",
              "      <td>0.086538</td>\n",
              "      <td>0.087199</td>\n",
              "      <td>0.087435</td>\n",
              "      <td>0.088049</td>\n",
              "      <td>0.088144</td>\n",
              "      <td>0.088427</td>\n",
              "      <td>0.088805</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>653</th>\n",
              "      <td>-4.54242</td>\n",
              "      <td>-61.73805</td>\n",
              "      <td>Beruri</td>\n",
              "      <td>AM</td>\n",
              "      <td>17411</td>\n",
              "      <td>203.4</td>\n",
              "      <td>2.4</td>\n",
              "      <td>15690.4</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>205.6</td>\n",
              "      <td>2.2</td>\n",
              "      <td>12831.0</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>210.0</td>\n",
              "      <td>4.4</td>\n",
              "      <td>15705.7</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>212.2</td>\n",
              "      <td>2.2</td>\n",
              "      <td>14394.4</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>213.1</td>\n",
              "      <td>0.9</td>\n",
              "      <td>13656.1</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>215.5</td>\n",
              "      <td>2.4</td>\n",
              "      <td>15572.8</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>218.0</td>\n",
              "      <td>2.5</td>\n",
              "      <td>12911.7</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>220.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>15152.4</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>222.6</td>\n",
              "      <td>2.1</td>\n",
              "      <td>15729.5</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>224.2</td>\n",
              "      <td>1.7</td>\n",
              "      <td>15692.6</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>226.3</td>\n",
              "      <td>2.1</td>\n",
              "      <td>15693.3</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>229.1</td>\n",
              "      <td>2.8</td>\n",
              "      <td>15663.3</td>\n",
              "      <td>886.1</td>\n",
              "      <td>572.8</td>\n",
              "      <td>0.011682</td>\n",
              "      <td>0.011809</td>\n",
              "      <td>0.012061</td>\n",
              "      <td>0.012188</td>\n",
              "      <td>0.012239</td>\n",
              "      <td>0.012377</td>\n",
              "      <td>0.012521</td>\n",
              "      <td>0.012664</td>\n",
              "      <td>0.012785</td>\n",
              "      <td>0.012877</td>\n",
              "      <td>0.012998</td>\n",
              "      <td>0.013158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>677</th>\n",
              "      <td>-2.69129</td>\n",
              "      <td>-44.65781</td>\n",
              "      <td>Bacurituba</td>\n",
              "      <td>MA</td>\n",
              "      <td>684</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.7</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>25.1</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>25.4</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>26.2</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.6</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.4</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.4</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>27.1</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.4</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.7</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19.6</td>\n",
              "      <td>358.2</td>\n",
              "      <td>277.2</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "      <td>0.023684</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>713</th>\n",
              "      <td>-4.15477</td>\n",
              "      <td>-62.08065</td>\n",
              "      <td>Anori</td>\n",
              "      <td>AM</td>\n",
              "      <td>5852</td>\n",
              "      <td>78.6</td>\n",
              "      <td>0.9</td>\n",
              "      <td>4143.9</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>79.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>4215.0</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>79.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>3350.0</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>80.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>4344.2</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>80.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>3828.2</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>81.6</td>\n",
              "      <td>0.8</td>\n",
              "      <td>4204.2</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>82.2</td>\n",
              "      <td>0.7</td>\n",
              "      <td>4547.8</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>82.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>4190.2</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>83.1</td>\n",
              "      <td>0.4</td>\n",
              "      <td>4674.1</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>83.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>4692.5</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>83.5</td>\n",
              "      <td>0.1</td>\n",
              "      <td>4434.1</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>83.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4692.9</td>\n",
              "      <td>640.6</td>\n",
              "      <td>434.7</td>\n",
              "      <td>0.013431</td>\n",
              "      <td>0.013534</td>\n",
              "      <td>0.013602</td>\n",
              "      <td>0.013705</td>\n",
              "      <td>0.013807</td>\n",
              "      <td>0.013944</td>\n",
              "      <td>0.014046</td>\n",
              "      <td>0.014149</td>\n",
              "      <td>0.014200</td>\n",
              "      <td>0.014252</td>\n",
              "      <td>0.014269</td>\n",
              "      <td>0.014269</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lat      Long  ... PercDesmatado2018 PercDesmatado2019\n",
              "23   -1.24938 -58.78714  ...          0.012352          0.012395\n",
              "28   -3.20648 -65.43058  ...          0.025842          0.026091\n",
              "41   -2.57583 -67.47268  ...          0.014171          0.014202\n",
              "65  -12.08831 -48.85414  ...          0.000000          0.000000\n",
              "85  -11.77169 -48.22797  ...          0.000000          0.000000\n",
              "86   -1.89625 -58.81001  ...          0.020601          0.020852\n",
              "160  -1.36752 -48.12871  ...          0.746944          0.746944\n",
              "216   1.61009 -50.73654  ...          0.016878          0.017200\n",
              "339  -1.08094 -58.44390  ...          0.035352          0.035558\n",
              "385  -3.73889 -60.65552  ...          0.125194          0.125594\n",
              "516  -6.12012 -49.26085  ...          0.928167          0.929346\n",
              "529   1.06660 -50.32807  ...          0.088427          0.088805\n",
              "653  -4.54242 -61.73805  ...          0.012998          0.013158\n",
              "677  -2.69129 -44.65781  ...          0.023684          0.023684\n",
              "713  -4.15477 -62.08065  ...          0.014269          0.014269\n",
              "\n",
              "[15 rows x 77 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JzKGDDW1-oZZ"
      },
      "source": [
        "# Unificando os Dados em um Único DataFrame"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LHvU8SuWLBDD"
      },
      "source": [
        "Removendo municípios que só existem nos dados hospitalares"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pFC8jQST-rdg",
        "outputId": "2749ab9e-e21e-4677-86c6-fc6bfaaf58d4"
      },
      "source": [
        "df_hosp_clean = df_hosp.drop(df_only_in_hosp.index)\n",
        "print(f'Dados de internação antes: {len(df_hosp):n}')\n",
        "print(f'Dados de internação depois: {len(df_hosp_clean):n}')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dados de internação antes: 790\n",
            "Dados de internação depois: 740\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2qNeRGizLFio"
      },
      "source": [
        "Removendo municípios que só existem nos dados de desmatamento"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f2PmZmVj_cQx",
        "outputId": "e88dabdd-2f70-46e9-c581-323d7e704a46"
      },
      "source": [
        "df_desmat_clean = df_desmat.drop(df_only_in_desmat.index)\n",
        "print(f'Dados de desmatamento antes: {len(df_desmat):n}')\n",
        "print(f'Dados de desmatamento depois: {len(df_desmat_clean):n}')"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dados de desmatamento antes: 760\n",
            "Dados de desmatamento depois: 745\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ka9qUMXRLJvR"
      },
      "source": [
        "Ainda há 5 municípios a mais em desmatamento. Provavelmente são os municípios de mesmo nome. Vamos confirmar."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2DkgoxwPBSUH",
        "outputId": "f289d9d5-f68f-48a6-9076-630d24e0b295"
      },
      "source": [
        "rows = []\n",
        "for city in df_desmat_clean[df_desmat_clean.Municipio.duplicated()].Municipio:\n",
        "  df = df_desmat_clean[df_desmat_clean.Municipio == city][df_desmat_clean.columns[:4]]\n",
        "  columns = df.columns\n",
        "  \n",
        "  for _, row in df.iterrows():\n",
        "    rows.append({c: row[c] for c in columns})\n",
        "  \n",
        "print(f'{tabulate(rows, headers=\"keys\", tablefmt=\"github\")}\\n\\n')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "|       Lat |     Long | Municipio              | Estado   |\n",
            "|-----------|----------|------------------------|----------|\n",
            "|  -9.99527 | -68.1593 | Rio Branco             | AC       |\n",
            "| -15.2814  | -58.1518 | Rio Branco             | MT       |\n",
            "| -11.1937  | -61.8474 | Presidente Médici      | RO       |\n",
            "|  -2.30799 | -45.7641 | Presidente Médici      | MA       |\n",
            "|  -7.72486 | -50.1341 | Pau D'Arco             | PA       |\n",
            "|  -7.55219 | -48.9966 | Pau D'Arco             | TO       |\n",
            "|  -5.02798 | -48.7711 | Bom Jesus do Tocantins | PA       |\n",
            "|  -9.00182 | -47.8631 | Bom Jesus do Tocantins | TO       |\n",
            "|  -6.73568 | -48.5563 | Araguanã               | TO       |\n",
            "|  -3.06101 | -45.7722 | Araguanã               | MA       |\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7zMnDoWbLqeD"
      },
      "source": [
        "De fato, são os municípios de mesmo nome. Removendo os municípios de mesmo nome que não existem nos dados hospitalares e juntando ambos em um único DataFrame."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 476
        },
        "id": "mqF08MeaUW8B",
        "outputId": "277184ab-2e52-4b32-89c4-7fbcfe79ec72"
      },
      "source": [
        "df_all = df_desmat_clean.merge(df_hosp_clean, on=['Municipio', 'Estado'])\n",
        "df_all.sort_values(by=['Municipio'], ignore_index=True, inplace=True)\n",
        "df_all.rename(columns={f'{year}': f'Internacoes{year}' for year in range(2008, 2020)}, inplace=True)\n",
        "df_all"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Desmatado2008</th>\n",
              "      <th>Incremento20072008</th>\n",
              "      <th>Floresta2008</th>\n",
              "      <th>NaoFloresta2008</th>\n",
              "      <th>Hidrografia2008</th>\n",
              "      <th>Desmatado2009</th>\n",
              "      <th>Incremento20082009</th>\n",
              "      <th>Floresta2009</th>\n",
              "      <th>NaoFloresta2009</th>\n",
              "      <th>Hidrografia2009</th>\n",
              "      <th>Desmatado2010</th>\n",
              "      <th>Incremento20092010</th>\n",
              "      <th>Floresta2010</th>\n",
              "      <th>NaoFloresta2010</th>\n",
              "      <th>Hidrografia2010</th>\n",
              "      <th>Desmatado2011</th>\n",
              "      <th>Incremento20102011</th>\n",
              "      <th>Floresta2011</th>\n",
              "      <th>NaoFloresta2011</th>\n",
              "      <th>Hidrografia2011</th>\n",
              "      <th>Desmatado2012</th>\n",
              "      <th>Incremento20112012</th>\n",
              "      <th>Floresta2012</th>\n",
              "      <th>NaoFloresta2012</th>\n",
              "      <th>Hidrografia2012</th>\n",
              "      <th>Desmatado2013</th>\n",
              "      <th>Incremento20122013</th>\n",
              "      <th>Floresta2013</th>\n",
              "      <th>NaoFloresta2013</th>\n",
              "      <th>Hidrografia2013</th>\n",
              "      <th>Desmatado2014</th>\n",
              "      <th>Incremento20132014</th>\n",
              "      <th>Floresta2014</th>\n",
              "      <th>NaoFloresta2014</th>\n",
              "      <th>Hidrografia2014</th>\n",
              "      <th>...</th>\n",
              "      <th>Desmatado2017</th>\n",
              "      <th>Incremento20162017</th>\n",
              "      <th>Floresta2017</th>\n",
              "      <th>NaoFloresta2017</th>\n",
              "      <th>Hidrografia2017</th>\n",
              "      <th>Desmatado2018</th>\n",
              "      <th>Incremento20172018</th>\n",
              "      <th>Floresta2018</th>\n",
              "      <th>NaoFloresta2018</th>\n",
              "      <th>Hidrografia2018</th>\n",
              "      <th>Desmatado2019</th>\n",
              "      <th>Incremento20182019</th>\n",
              "      <th>Floresta2019</th>\n",
              "      <th>NaoFloresta2019</th>\n",
              "      <th>Hidrografia2019</th>\n",
              "      <th>PercDesmatado2008</th>\n",
              "      <th>PercDesmatado2009</th>\n",
              "      <th>PercDesmatado2010</th>\n",
              "      <th>PercDesmatado2011</th>\n",
              "      <th>PercDesmatado2012</th>\n",
              "      <th>PercDesmatado2013</th>\n",
              "      <th>PercDesmatado2014</th>\n",
              "      <th>PercDesmatado2015</th>\n",
              "      <th>PercDesmatado2016</th>\n",
              "      <th>PercDesmatado2017</th>\n",
              "      <th>PercDesmatado2018</th>\n",
              "      <th>PercDesmatado2019</th>\n",
              "      <th>CodIbge</th>\n",
              "      <th>Internacoes2008</th>\n",
              "      <th>Internacoes2009</th>\n",
              "      <th>Internacoes2010</th>\n",
              "      <th>Internacoes2011</th>\n",
              "      <th>Internacoes2012</th>\n",
              "      <th>Internacoes2013</th>\n",
              "      <th>Internacoes2014</th>\n",
              "      <th>Internacoes2015</th>\n",
              "      <th>Internacoes2016</th>\n",
              "      <th>Internacoes2017</th>\n",
              "      <th>Internacoes2018</th>\n",
              "      <th>Internacoes2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>683.3</td>\n",
              "      <td>1.2</td>\n",
              "      <td>505.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>686.4</td>\n",
              "      <td>3.1</td>\n",
              "      <td>491.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>690.2</td>\n",
              "      <td>3.8</td>\n",
              "      <td>492.9</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>691.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>466.1</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>693.2</td>\n",
              "      <td>2.2</td>\n",
              "      <td>496.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>693.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>490.2</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>693.8</td>\n",
              "      <td>0.3</td>\n",
              "      <td>367.4</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>...</td>\n",
              "      <td>696.2</td>\n",
              "      <td>1.4</td>\n",
              "      <td>453.3</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>696.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>444.0</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>697.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>492.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.422573</td>\n",
              "      <td>0.424490</td>\n",
              "      <td>0.426840</td>\n",
              "      <td>0.427335</td>\n",
              "      <td>0.428695</td>\n",
              "      <td>0.428942</td>\n",
              "      <td>0.429066</td>\n",
              "      <td>0.429437</td>\n",
              "      <td>0.429685</td>\n",
              "      <td>0.430550</td>\n",
              "      <td>0.430921</td>\n",
              "      <td>0.431169</td>\n",
              "      <td>150010</td>\n",
              "      <td>88.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>261.0</td>\n",
              "      <td>201.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>138.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-4.96265</td>\n",
              "      <td>-48.39406</td>\n",
              "      <td>Abel Figueiredo</td>\n",
              "      <td>PA</td>\n",
              "      <td>616</td>\n",
              "      <td>561.5</td>\n",
              "      <td>2.0</td>\n",
              "      <td>54.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>562.6</td>\n",
              "      <td>1.1</td>\n",
              "      <td>53.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>564.5</td>\n",
              "      <td>1.9</td>\n",
              "      <td>51.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>50.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.4</td>\n",
              "      <td>0.4</td>\n",
              "      <td>43.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>565.8</td>\n",
              "      <td>0.4</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>566.7</td>\n",
              "      <td>0.2</td>\n",
              "      <td>49.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>567.7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>48.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>571.9</td>\n",
              "      <td>4.2</td>\n",
              "      <td>44.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.911526</td>\n",
              "      <td>0.913312</td>\n",
              "      <td>0.916396</td>\n",
              "      <td>0.917208</td>\n",
              "      <td>0.917208</td>\n",
              "      <td>0.917857</td>\n",
              "      <td>0.918506</td>\n",
              "      <td>0.918831</td>\n",
              "      <td>0.919643</td>\n",
              "      <td>0.919968</td>\n",
              "      <td>0.921591</td>\n",
              "      <td>0.928409</td>\n",
              "      <td>150013</td>\n",
              "      <td>12.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-9.46606</td>\n",
              "      <td>-49.33901</td>\n",
              "      <td>Abreulândia</td>\n",
              "      <td>TO</td>\n",
              "      <td>1900</td>\n",
              "      <td>7.4</td>\n",
              "      <td>1.9</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.2</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.8</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.003947</td>\n",
              "      <td>0.005105</td>\n",
              "      <td>0.005211</td>\n",
              "      <td>0.005211</td>\n",
              "      <td>0.005211</td>\n",
              "      <td>170025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-2.03379</td>\n",
              "      <td>-48.31904</td>\n",
              "      <td>Acará</td>\n",
              "      <td>PA</td>\n",
              "      <td>4361</td>\n",
              "      <td>2263.7</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1971.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2276.0</td>\n",
              "      <td>12.3</td>\n",
              "      <td>1873.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2306.8</td>\n",
              "      <td>30.8</td>\n",
              "      <td>1497.0</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2321.9</td>\n",
              "      <td>15.1</td>\n",
              "      <td>1430.5</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2326.9</td>\n",
              "      <td>5.0</td>\n",
              "      <td>994.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2344.9</td>\n",
              "      <td>17.9</td>\n",
              "      <td>1590.8</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2350.8</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1233.7</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>...</td>\n",
              "      <td>2385.1</td>\n",
              "      <td>20.1</td>\n",
              "      <td>1684.0</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2403.0</td>\n",
              "      <td>17.9</td>\n",
              "      <td>1791.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>2421.3</td>\n",
              "      <td>18.3</td>\n",
              "      <td>1825.9</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>0.519078</td>\n",
              "      <td>0.521899</td>\n",
              "      <td>0.528961</td>\n",
              "      <td>0.532424</td>\n",
              "      <td>0.533570</td>\n",
              "      <td>0.537698</td>\n",
              "      <td>0.539051</td>\n",
              "      <td>0.540656</td>\n",
              "      <td>0.542307</td>\n",
              "      <td>0.546916</td>\n",
              "      <td>0.551020</td>\n",
              "      <td>0.555217</td>\n",
              "      <td>150020</td>\n",
              "      <td>86.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-15.19422</td>\n",
              "      <td>-56.31716</td>\n",
              "      <td>Acorizal</td>\n",
              "      <td>MT</td>\n",
              "      <td>841</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>510010</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>735</th>\n",
              "      <td>-6.84864</td>\n",
              "      <td>-49.25551</td>\n",
              "      <td>Xinguara</td>\n",
              "      <td>PA</td>\n",
              "      <td>3793</td>\n",
              "      <td>3363.2</td>\n",
              "      <td>4.8</td>\n",
              "      <td>412.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3367.6</td>\n",
              "      <td>4.4</td>\n",
              "      <td>407.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3371.3</td>\n",
              "      <td>3.7</td>\n",
              "      <td>401.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3372.1</td>\n",
              "      <td>0.8</td>\n",
              "      <td>403.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3373.6</td>\n",
              "      <td>1.4</td>\n",
              "      <td>401.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3374.2</td>\n",
              "      <td>0.7</td>\n",
              "      <td>401.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3376.4</td>\n",
              "      <td>2.2</td>\n",
              "      <td>396.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>...</td>\n",
              "      <td>3379.0</td>\n",
              "      <td>1.3</td>\n",
              "      <td>396.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3379.8</td>\n",
              "      <td>0.9</td>\n",
              "      <td>311.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3381.1</td>\n",
              "      <td>1.2</td>\n",
              "      <td>394.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>0.886686</td>\n",
              "      <td>0.887846</td>\n",
              "      <td>0.888822</td>\n",
              "      <td>0.889032</td>\n",
              "      <td>0.889428</td>\n",
              "      <td>0.889586</td>\n",
              "      <td>0.890166</td>\n",
              "      <td>0.890456</td>\n",
              "      <td>0.890509</td>\n",
              "      <td>0.890852</td>\n",
              "      <td>0.891062</td>\n",
              "      <td>0.891405</td>\n",
              "      <td>150840</td>\n",
              "      <td>262.0</td>\n",
              "      <td>162.0</td>\n",
              "      <td>201.0</td>\n",
              "      <td>173.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>126.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>17.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>736</th>\n",
              "      <td>-3.25303</td>\n",
              "      <td>-45.97435</td>\n",
              "      <td>Zé Doca</td>\n",
              "      <td>MA</td>\n",
              "      <td>2438</td>\n",
              "      <td>1953.9</td>\n",
              "      <td>3.6</td>\n",
              "      <td>114.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1986.1</td>\n",
              "      <td>32.3</td>\n",
              "      <td>380.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1991.9</td>\n",
              "      <td>5.8</td>\n",
              "      <td>380.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2003.3</td>\n",
              "      <td>11.4</td>\n",
              "      <td>433.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2005.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>189.7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2009.9</td>\n",
              "      <td>4.8</td>\n",
              "      <td>183.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2016.0</td>\n",
              "      <td>6.1</td>\n",
              "      <td>355.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>2019.9</td>\n",
              "      <td>0.7</td>\n",
              "      <td>404.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2020.5</td>\n",
              "      <td>0.6</td>\n",
              "      <td>43.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2021.6</td>\n",
              "      <td>1.1</td>\n",
              "      <td>376.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.801436</td>\n",
              "      <td>0.814643</td>\n",
              "      <td>0.817022</td>\n",
              "      <td>0.821698</td>\n",
              "      <td>0.822436</td>\n",
              "      <td>0.824405</td>\n",
              "      <td>0.826907</td>\n",
              "      <td>0.827235</td>\n",
              "      <td>0.828220</td>\n",
              "      <td>0.828507</td>\n",
              "      <td>0.828753</td>\n",
              "      <td>0.829204</td>\n",
              "      <td>211400</td>\n",
              "      <td>1.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>8.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>737</th>\n",
              "      <td>-6.76170</td>\n",
              "      <td>-50.32800</td>\n",
              "      <td>Água Azul do Norte</td>\n",
              "      <td>PA</td>\n",
              "      <td>7125</td>\n",
              "      <td>4581.7</td>\n",
              "      <td>23.1</td>\n",
              "      <td>2403.5</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4592.7</td>\n",
              "      <td>11.0</td>\n",
              "      <td>2404.0</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4599.9</td>\n",
              "      <td>7.2</td>\n",
              "      <td>2393.0</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4607.2</td>\n",
              "      <td>7.3</td>\n",
              "      <td>2388.7</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4613.3</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2382.9</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4618.6</td>\n",
              "      <td>5.3</td>\n",
              "      <td>2377.4</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4632.7</td>\n",
              "      <td>14.2</td>\n",
              "      <td>2323.1</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>4659.7</td>\n",
              "      <td>8.6</td>\n",
              "      <td>2337.4</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4664.4</td>\n",
              "      <td>4.7</td>\n",
              "      <td>2332.7</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4674.0</td>\n",
              "      <td>9.7</td>\n",
              "      <td>2323.1</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.643046</td>\n",
              "      <td>0.644589</td>\n",
              "      <td>0.645600</td>\n",
              "      <td>0.646625</td>\n",
              "      <td>0.647481</td>\n",
              "      <td>0.648225</td>\n",
              "      <td>0.650204</td>\n",
              "      <td>0.651565</td>\n",
              "      <td>0.652786</td>\n",
              "      <td>0.653993</td>\n",
              "      <td>0.654653</td>\n",
              "      <td>0.656000</td>\n",
              "      <td>150034</td>\n",
              "      <td>194.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>111.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>193.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>738</th>\n",
              "      <td>-14.08771</td>\n",
              "      <td>-52.43685</td>\n",
              "      <td>Água Boa</td>\n",
              "      <td>MT</td>\n",
              "      <td>7486</td>\n",
              "      <td>37.2</td>\n",
              "      <td>0.8</td>\n",
              "      <td>122.5</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>122.4</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>122.5</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.3</td>\n",
              "      <td>0.1</td>\n",
              "      <td>120.2</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>122.4</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>122.3</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.4</td>\n",
              "      <td>0.1</td>\n",
              "      <td>122.4</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>40.1</td>\n",
              "      <td>1.3</td>\n",
              "      <td>123.5</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>123.5</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>123.5</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.004969</td>\n",
              "      <td>0.004969</td>\n",
              "      <td>0.004969</td>\n",
              "      <td>0.004983</td>\n",
              "      <td>0.004983</td>\n",
              "      <td>0.004983</td>\n",
              "      <td>0.004996</td>\n",
              "      <td>0.005116</td>\n",
              "      <td>0.005196</td>\n",
              "      <td>0.005357</td>\n",
              "      <td>0.005357</td>\n",
              "      <td>0.005357</td>\n",
              "      <td>510020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>0.07317</td>\n",
              "      <td>-55.75937</td>\n",
              "      <td>Óbidos</td>\n",
              "      <td>PA</td>\n",
              "      <td>28031</td>\n",
              "      <td>1741.7</td>\n",
              "      <td>41.5</td>\n",
              "      <td>19642.4</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1769.6</td>\n",
              "      <td>28.0</td>\n",
              "      <td>20257.7</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1814.4</td>\n",
              "      <td>44.8</td>\n",
              "      <td>17699.5</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1830.3</td>\n",
              "      <td>15.9</td>\n",
              "      <td>16862.5</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1840.4</td>\n",
              "      <td>10.0</td>\n",
              "      <td>19128.1</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1855.7</td>\n",
              "      <td>15.3</td>\n",
              "      <td>15120.7</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1878.5</td>\n",
              "      <td>22.9</td>\n",
              "      <td>19903.1</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>...</td>\n",
              "      <td>1920.2</td>\n",
              "      <td>18.4</td>\n",
              "      <td>15591.2</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1944.3</td>\n",
              "      <td>24.1</td>\n",
              "      <td>16832.1</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>1979.3</td>\n",
              "      <td>35.0</td>\n",
              "      <td>18174.5</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>0.062135</td>\n",
              "      <td>0.063130</td>\n",
              "      <td>0.064728</td>\n",
              "      <td>0.065296</td>\n",
              "      <td>0.065656</td>\n",
              "      <td>0.066202</td>\n",
              "      <td>0.067015</td>\n",
              "      <td>0.067482</td>\n",
              "      <td>0.067843</td>\n",
              "      <td>0.068503</td>\n",
              "      <td>0.069362</td>\n",
              "      <td>0.070611</td>\n",
              "      <td>150510</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>740 rows × 90 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lat      Long  ... Internacoes2018 Internacoes2019\n",
              "0    -1.73866 -48.85524  ...             9.0             7.0\n",
              "1    -4.96265 -48.39406  ...             1.0             7.0\n",
              "2    -9.46606 -49.33901  ...             0.0             0.0\n",
              "3    -2.03379 -48.31904  ...             2.0             2.0\n",
              "4   -15.19422 -56.31716  ...             0.0             0.0\n",
              "..        ...       ...  ...             ...             ...\n",
              "735  -6.84864 -49.25551  ...             5.0            17.0\n",
              "736  -3.25303 -45.97435  ...             4.0             8.0\n",
              "737  -6.76170 -50.32800  ...             1.0            35.0\n",
              "738 -14.08771 -52.43685  ...             1.0            10.0\n",
              "739   0.07317 -55.75937  ...             1.0             1.0\n",
              "\n",
              "[740 rows x 90 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5PRy-Ac9Ydmy"
      },
      "source": [
        "Gerando agora a visualização com anos em uma coluna específica"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NYArag76OKj6"
      },
      "source": [
        "column_types = ['Desmatado', 'Incremento', 'Floresta', 'NaoFloresta', 'Hidrografia', 'PercDesmatado'] #, 'Nuvem', 'NaoObservado', 'PercIncremento']"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jqMVTY65Wiyi",
        "outputId": "171a318d-5776-4f95-feeb-a16db7e64e22"
      },
      "source": [
        "dfs_alts = []\n",
        "\n",
        "# doing melt for the first year\n",
        "column_type = column_types[0]\n",
        "columns_of_interest = list(df_all.columns[:5]) + [c for c in df_all.columns if c.startswith(column_type)]\n",
        "print(f'Colunas de interesse: {columns_of_interest}')\n",
        "df_tmp = df_all[columns_of_interest]\n",
        "df_tmp = df_tmp.rename(columns={c: c[-4:] for c in columns_of_interest[5:]})\n",
        "df_tmp = df_tmp.melt(id_vars=columns_of_interest[:5],\n",
        "        var_name='Ano',\n",
        "        value_name=column_type)\n",
        "dfs_alts.append(df_tmp)\n",
        "\n",
        "# doing melt for the rest of the years\n",
        "for column_type in column_types[1:]:\n",
        "  columns_of_interest = ['Municipio'] + [c for c in df_all.columns if c.startswith(column_type)]\n",
        "  print(f'Colunas de interesse: {columns_of_interest}')\n",
        "  df_tmp = df_all[columns_of_interest]\n",
        "  df_tmp = df_tmp.rename(columns={c: c[-4:] for c in columns_of_interest[1:]})\n",
        "  df_tmp = df_tmp.melt(id_vars=columns_of_interest[:1], \n",
        "          var_name='Ano', \n",
        "          value_name=column_type)\n",
        "  \n",
        "  dfs_alts.append(df_tmp[df_tmp.columns[2:]])\n",
        "\n",
        "columns_of_interest = ['Municipio'] + [f'Internacoes{year}' for year in range(2008, 2020)]\n",
        "print(f'Colunas de interesse: {columns_of_interest}')\n",
        "df_tmp = df_all[columns_of_interest]\n",
        "df_tmp = df_tmp.melt(id_vars=columns_of_interest[:1], \n",
        "        var_name='Ano', \n",
        "        value_name='Internações - Dengue')\n",
        "\n",
        "dfs_alts.append(df_tmp[df_tmp.columns[2:]])\n",
        "\n",
        "df_all_alt = pd.concat(dfs_alts, axis=1)\n",
        "df_all_alt['Ano'] = df_all_alt['Ano'].astype(int)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Colunas de interesse: ['Lat', 'Long', 'Municipio', 'Estado', 'AreaKm2', 'Desmatado2008', 'Desmatado2009', 'Desmatado2010', 'Desmatado2011', 'Desmatado2012', 'Desmatado2013', 'Desmatado2014', 'Desmatado2015', 'Desmatado2016', 'Desmatado2017', 'Desmatado2018', 'Desmatado2019']\n",
            "Colunas de interesse: ['Municipio', 'Incremento20072008', 'Incremento20082009', 'Incremento20092010', 'Incremento20102011', 'Incremento20112012', 'Incremento20122013', 'Incremento20132014', 'Incremento20142015', 'Incremento20152016', 'Incremento20162017', 'Incremento20172018', 'Incremento20182019']\n",
            "Colunas de interesse: ['Municipio', 'Floresta2008', 'Floresta2009', 'Floresta2010', 'Floresta2011', 'Floresta2012', 'Floresta2013', 'Floresta2014', 'Floresta2015', 'Floresta2016', 'Floresta2017', 'Floresta2018', 'Floresta2019']\n",
            "Colunas de interesse: ['Municipio', 'NaoFloresta2008', 'NaoFloresta2009', 'NaoFloresta2010', 'NaoFloresta2011', 'NaoFloresta2012', 'NaoFloresta2013', 'NaoFloresta2014', 'NaoFloresta2015', 'NaoFloresta2016', 'NaoFloresta2017', 'NaoFloresta2018', 'NaoFloresta2019']\n",
            "Colunas de interesse: ['Municipio', 'Hidrografia2008', 'Hidrografia2009', 'Hidrografia2010', 'Hidrografia2011', 'Hidrografia2012', 'Hidrografia2013', 'Hidrografia2014', 'Hidrografia2015', 'Hidrografia2016', 'Hidrografia2017', 'Hidrografia2018', 'Hidrografia2019']\n",
            "Colunas de interesse: ['Municipio', 'PercDesmatado2008', 'PercDesmatado2009', 'PercDesmatado2010', 'PercDesmatado2011', 'PercDesmatado2012', 'PercDesmatado2013', 'PercDesmatado2014', 'PercDesmatado2015', 'PercDesmatado2016', 'PercDesmatado2017', 'PercDesmatado2018', 'PercDesmatado2019']\n",
            "Colunas de interesse: ['Municipio', 'Internacoes2008', 'Internacoes2009', 'Internacoes2010', 'Internacoes2011', 'Internacoes2012', 'Internacoes2013', 'Internacoes2014', 'Internacoes2015', 'Internacoes2016', 'Internacoes2017', 'Internacoes2018', 'Internacoes2019']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 494
        },
        "id": "1S-edyeIXtQY",
        "outputId": "21dee57e-3141-44ad-d55d-e1b2fbd4e1e8"
      },
      "source": [
        "df_all_alt"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
              "      <th>Internações - Dengue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2008</td>\n",
              "      <td>683.3</td>\n",
              "      <td>1.2</td>\n",
              "      <td>505.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.422573</td>\n",
              "      <td>88.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-4.96265</td>\n",
              "      <td>-48.39406</td>\n",
              "      <td>Abel Figueiredo</td>\n",
              "      <td>PA</td>\n",
              "      <td>616</td>\n",
              "      <td>2008</td>\n",
              "      <td>561.5</td>\n",
              "      <td>2.0</td>\n",
              "      <td>54.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.911526</td>\n",
              "      <td>12.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-9.46606</td>\n",
              "      <td>-49.33901</td>\n",
              "      <td>Abreulândia</td>\n",
              "      <td>TO</td>\n",
              "      <td>1900</td>\n",
              "      <td>2008</td>\n",
              "      <td>7.4</td>\n",
              "      <td>1.9</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1844.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.003895</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-2.03379</td>\n",
              "      <td>-48.31904</td>\n",
              "      <td>Acará</td>\n",
              "      <td>PA</td>\n",
              "      <td>4361</td>\n",
              "      <td>2008</td>\n",
              "      <td>2263.7</td>\n",
              "      <td>47.9</td>\n",
              "      <td>1971.3</td>\n",
              "      <td>43.3</td>\n",
              "      <td>70.5</td>\n",
              "      <td>0.519078</td>\n",
              "      <td>86.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-15.19422</td>\n",
              "      <td>-56.31716</td>\n",
              "      <td>Acorizal</td>\n",
              "      <td>MT</td>\n",
              "      <td>841</td>\n",
              "      <td>2008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8875</th>\n",
              "      <td>-6.84864</td>\n",
              "      <td>-49.25551</td>\n",
              "      <td>Xinguara</td>\n",
              "      <td>PA</td>\n",
              "      <td>3793</td>\n",
              "      <td>2019</td>\n",
              "      <td>3381.1</td>\n",
              "      <td>1.2</td>\n",
              "      <td>394.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>0.891405</td>\n",
              "      <td>17.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8876</th>\n",
              "      <td>-3.25303</td>\n",
              "      <td>-45.97435</td>\n",
              "      <td>Zé Doca</td>\n",
              "      <td>MA</td>\n",
              "      <td>2438</td>\n",
              "      <td>2019</td>\n",
              "      <td>2021.6</td>\n",
              "      <td>1.1</td>\n",
              "      <td>376.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.829204</td>\n",
              "      <td>8.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8877</th>\n",
              "      <td>-6.76170</td>\n",
              "      <td>-50.32800</td>\n",
              "      <td>Água Azul do Norte</td>\n",
              "      <td>PA</td>\n",
              "      <td>7125</td>\n",
              "      <td>2019</td>\n",
              "      <td>4674.0</td>\n",
              "      <td>9.7</td>\n",
              "      <td>2323.1</td>\n",
              "      <td>127.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.656000</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8878</th>\n",
              "      <td>-14.08771</td>\n",
              "      <td>-52.43685</td>\n",
              "      <td>Água Boa</td>\n",
              "      <td>MT</td>\n",
              "      <td>7486</td>\n",
              "      <td>2019</td>\n",
              "      <td>40.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>123.5</td>\n",
              "      <td>7322.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005357</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8879</th>\n",
              "      <td>0.07317</td>\n",
              "      <td>-55.75937</td>\n",
              "      <td>Óbidos</td>\n",
              "      <td>PA</td>\n",
              "      <td>28031</td>\n",
              "      <td>2019</td>\n",
              "      <td>1979.3</td>\n",
              "      <td>35.0</td>\n",
              "      <td>18174.5</td>\n",
              "      <td>4595.5</td>\n",
              "      <td>1351.5</td>\n",
              "      <td>0.070611</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8880 rows × 13 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           Lat      Long  ... PercDesmatado Internações - Dengue\n",
              "0     -1.73866 -48.85524  ...      0.422573                 88.0\n",
              "1     -4.96265 -48.39406  ...      0.911526                 12.0\n",
              "2     -9.46606 -49.33901  ...      0.003895                  0.0\n",
              "3     -2.03379 -48.31904  ...      0.519078                 86.0\n",
              "4    -15.19422 -56.31716  ...      0.000000                  0.0\n",
              "...        ...       ...  ...           ...                  ...\n",
              "8875  -6.84864 -49.25551  ...      0.891405                 17.0\n",
              "8876  -3.25303 -45.97435  ...      0.829204                  8.0\n",
              "8877  -6.76170 -50.32800  ...      0.656000                 35.0\n",
              "8878 -14.08771 -52.43685  ...      0.005357                 10.0\n",
              "8879   0.07317 -55.75937  ...      0.070611                  1.0\n",
              "\n",
              "[8880 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ic7UUbjjTC5B"
      },
      "source": [
        "Adicionando uma coluna referente às internações de dengue que ocorreram no ano seguinte (facilita a geração de gráficos considerando o efeito nos casos de internações de um ano a partir do desmatamento do ano anterior)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 496
        },
        "id": "pbcHlcjyTCh0",
        "outputId": "949e54ac-06d5-4b26-b40a-9af7ab64bb1e"
      },
      "source": [
        "def add_next_year_hospitalization(row):\n",
        "  if row.Ano < 2019:\n",
        "    return df_all_alt[(df_all_alt.Municipio == row.Municipio) & (df_all_alt.Ano == row.Ano + 1)].iloc[0]['Internações - Dengue']\n",
        "  else:\n",
        "    return np.NaN\n",
        "\n",
        "df_all_alt['Internações Ano Seguinte - Dengue'] = df_all_alt.apply(add_next_year_hospitalization, axis=1)\n",
        "df_all_alt[df_all_alt.Municipio == 'Abaetetuba']"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
              "      <th>Internações - Dengue</th>\n",
              "      <th>Internações Ano Seguinte - Dengue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2008</td>\n",
              "      <td>683.3</td>\n",
              "      <td>1.2</td>\n",
              "      <td>505.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.422573</td>\n",
              "      <td>88.0</td>\n",
              "      <td>52.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>740</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2009</td>\n",
              "      <td>686.4</td>\n",
              "      <td>3.1</td>\n",
              "      <td>491.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.424490</td>\n",
              "      <td>52.0</td>\n",
              "      <td>261.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1480</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2010</td>\n",
              "      <td>690.2</td>\n",
              "      <td>3.8</td>\n",
              "      <td>492.9</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.426840</td>\n",
              "      <td>261.0</td>\n",
              "      <td>201.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2220</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2011</td>\n",
              "      <td>691.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>466.1</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.427335</td>\n",
              "      <td>201.0</td>\n",
              "      <td>238.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2960</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2012</td>\n",
              "      <td>693.2</td>\n",
              "      <td>2.2</td>\n",
              "      <td>496.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.428695</td>\n",
              "      <td>238.0</td>\n",
              "      <td>138.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3700</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2013</td>\n",
              "      <td>693.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>490.2</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.428942</td>\n",
              "      <td>138.0</td>\n",
              "      <td>30.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4440</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2014</td>\n",
              "      <td>693.8</td>\n",
              "      <td>0.3</td>\n",
              "      <td>367.4</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.429066</td>\n",
              "      <td>30.0</td>\n",
              "      <td>55.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5180</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2015</td>\n",
              "      <td>694.4</td>\n",
              "      <td>0.6</td>\n",
              "      <td>451.2</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.429437</td>\n",
              "      <td>55.0</td>\n",
              "      <td>94.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5920</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2016</td>\n",
              "      <td>694.8</td>\n",
              "      <td>0.4</td>\n",
              "      <td>342.5</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.429685</td>\n",
              "      <td>94.0</td>\n",
              "      <td>36.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6660</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2017</td>\n",
              "      <td>696.2</td>\n",
              "      <td>1.4</td>\n",
              "      <td>453.3</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.430550</td>\n",
              "      <td>36.0</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7400</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2018</td>\n",
              "      <td>696.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>444.0</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.430921</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8140</th>\n",
              "      <td>-1.73866</td>\n",
              "      <td>-48.85524</td>\n",
              "      <td>Abaetetuba</td>\n",
              "      <td>PA</td>\n",
              "      <td>1617</td>\n",
              "      <td>2019</td>\n",
              "      <td>697.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>492.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>413.6</td>\n",
              "      <td>0.431169</td>\n",
              "      <td>7.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lat  ...  Internações Ano Seguinte - Dengue\n",
              "0    -1.73866  ...                               52.0\n",
              "740  -1.73866  ...                              261.0\n",
              "1480 -1.73866  ...                              201.0\n",
              "2220 -1.73866  ...                              238.0\n",
              "2960 -1.73866  ...                              138.0\n",
              "3700 -1.73866  ...                               30.0\n",
              "4440 -1.73866  ...                               55.0\n",
              "5180 -1.73866  ...                               94.0\n",
              "5920 -1.73866  ...                               36.0\n",
              "6660 -1.73866  ...                                9.0\n",
              "7400 -1.73866  ...                                7.0\n",
              "8140 -1.73866  ...                                NaN\n",
              "\n",
              "[12 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yEW4FNbHYrPV"
      },
      "source": [
        "Aglutinando as informações por estado"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YrJHBkr2X4H1",
        "outputId": "263c8340-1fcf-428d-f904-47174c7ded3f"
      },
      "source": [
        "df_states = df_all.groupby(['Estado']).sum().reset_index()\n",
        "columns = list(df_states.columns)\n",
        "columns = [columns[0]] + columns[3:]\n",
        "print(f'Deixando somente as colunas:\\n{columns}')\n",
        "df_states = df_states[columns]"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Deixando somente as colunas:\n",
            "['Estado', 'AreaKm2', 'Desmatado2008', 'Incremento20072008', 'Floresta2008', 'NaoFloresta2008', 'Hidrografia2008', 'Desmatado2009', 'Incremento20082009', 'Floresta2009', 'NaoFloresta2009', 'Hidrografia2009', 'Desmatado2010', 'Incremento20092010', 'Floresta2010', 'NaoFloresta2010', 'Hidrografia2010', 'Desmatado2011', 'Incremento20102011', 'Floresta2011', 'NaoFloresta2011', 'Hidrografia2011', 'Desmatado2012', 'Incremento20112012', 'Floresta2012', 'NaoFloresta2012', 'Hidrografia2012', 'Desmatado2013', 'Incremento20122013', 'Floresta2013', 'NaoFloresta2013', 'Hidrografia2013', 'Desmatado2014', 'Incremento20132014', 'Floresta2014', 'NaoFloresta2014', 'Hidrografia2014', 'Desmatado2015', 'Incremento20142015', 'Floresta2015', 'NaoFloresta2015', 'Hidrografia2015', 'Desmatado2016', 'Incremento20152016', 'Floresta2016', 'NaoFloresta2016', 'Hidrografia2016', 'Desmatado2017', 'Incremento20162017', 'Floresta2017', 'NaoFloresta2017', 'Hidrografia2017', 'Desmatado2018', 'Incremento20172018', 'Floresta2018', 'NaoFloresta2018', 'Hidrografia2018', 'Desmatado2019', 'Incremento20182019', 'Floresta2019', 'NaoFloresta2019', 'Hidrografia2019', 'PercDesmatado2008', 'PercDesmatado2009', 'PercDesmatado2010', 'PercDesmatado2011', 'PercDesmatado2012', 'PercDesmatado2013', 'PercDesmatado2014', 'PercDesmatado2015', 'PercDesmatado2016', 'PercDesmatado2017', 'PercDesmatado2018', 'PercDesmatado2019', 'CodIbge', 'Internacoes2008', 'Internacoes2009', 'Internacoes2010', 'Internacoes2011', 'Internacoes2012', 'Internacoes2013', 'Internacoes2014', 'Internacoes2015', 'Internacoes2016', 'Internacoes2017', 'Internacoes2018', 'Internacoes2019']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 380
        },
        "id": "CGrEOG59YyIA",
        "outputId": "e653f015-ab8e-4f25-833f-255d17eaf657"
      },
      "source": [
        "df_states"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    }\n",
              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Desmatado2008</th>\n",
              "      <th>Incremento20072008</th>\n",
              "      <th>Floresta2008</th>\n",
              "      <th>NaoFloresta2008</th>\n",
              "      <th>Hidrografia2008</th>\n",
              "      <th>Desmatado2009</th>\n",
              "      <th>Incremento20082009</th>\n",
              "      <th>Floresta2009</th>\n",
              "      <th>NaoFloresta2009</th>\n",
              "      <th>Hidrografia2009</th>\n",
              "      <th>Desmatado2010</th>\n",
              "      <th>Incremento20092010</th>\n",
              "      <th>Floresta2010</th>\n",
              "      <th>NaoFloresta2010</th>\n",
              "      <th>Hidrografia2010</th>\n",
              "      <th>Desmatado2011</th>\n",
              "      <th>Incremento20102011</th>\n",
              "      <th>Floresta2011</th>\n",
              "      <th>NaoFloresta2011</th>\n",
              "      <th>Hidrografia2011</th>\n",
              "      <th>Desmatado2012</th>\n",
              "      <th>Incremento20112012</th>\n",
              "      <th>Floresta2012</th>\n",
              "      <th>NaoFloresta2012</th>\n",
              "      <th>Hidrografia2012</th>\n",
              "      <th>Desmatado2013</th>\n",
              "      <th>Incremento20122013</th>\n",
              "      <th>Floresta2013</th>\n",
              "      <th>NaoFloresta2013</th>\n",
              "      <th>Hidrografia2013</th>\n",
              "      <th>Desmatado2014</th>\n",
              "      <th>Incremento20132014</th>\n",
              "      <th>Floresta2014</th>\n",
              "      <th>NaoFloresta2014</th>\n",
              "      <th>Hidrografia2014</th>\n",
              "      <th>Desmatado2015</th>\n",
              "      <th>Incremento20142015</th>\n",
              "      <th>Floresta2015</th>\n",
              "      <th>...</th>\n",
              "      <th>Desmatado2017</th>\n",
              "      <th>Incremento20162017</th>\n",
              "      <th>Floresta2017</th>\n",
              "      <th>NaoFloresta2017</th>\n",
              "      <th>Hidrografia2017</th>\n",
              "      <th>Desmatado2018</th>\n",
              "      <th>Incremento20172018</th>\n",
              "      <th>Floresta2018</th>\n",
              "      <th>NaoFloresta2018</th>\n",
              "      <th>Hidrografia2018</th>\n",
              "      <th>Desmatado2019</th>\n",
              "      <th>Incremento20182019</th>\n",
              "      <th>Floresta2019</th>\n",
              "      <th>NaoFloresta2019</th>\n",
              "      <th>Hidrografia2019</th>\n",
              "      <th>PercDesmatado2008</th>\n",
              "      <th>PercDesmatado2009</th>\n",
              "      <th>PercDesmatado2010</th>\n",
              "      <th>PercDesmatado2011</th>\n",
              "      <th>PercDesmatado2012</th>\n",
              "      <th>PercDesmatado2013</th>\n",
              "      <th>PercDesmatado2014</th>\n",
              "      <th>PercDesmatado2015</th>\n",
              "      <th>PercDesmatado2016</th>\n",
              "      <th>PercDesmatado2017</th>\n",
              "      <th>PercDesmatado2018</th>\n",
              "      <th>PercDesmatado2019</th>\n",
              "      <th>CodIbge</th>\n",
              "      <th>Internacoes2008</th>\n",
              "      <th>Internacoes2009</th>\n",
              "      <th>Internacoes2010</th>\n",
              "      <th>Internacoes2011</th>\n",
              "      <th>Internacoes2012</th>\n",
              "      <th>Internacoes2013</th>\n",
              "      <th>Internacoes2014</th>\n",
              "      <th>Internacoes2015</th>\n",
              "      <th>Internacoes2016</th>\n",
              "      <th>Internacoes2017</th>\n",
              "      <th>Internacoes2018</th>\n",
              "      <th>Internacoes2019</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>20340.4</td>\n",
              "      <td>299.2</td>\n",
              "      <td>146878.3</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>20508.5</td>\n",
              "      <td>168.3</td>\n",
              "      <td>132696.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>20784.4</td>\n",
              "      <td>276.2</td>\n",
              "      <td>147864.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21093.0</td>\n",
              "      <td>308.7</td>\n",
              "      <td>146757.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21374.0</td>\n",
              "      <td>280.9</td>\n",
              "      <td>148047.1</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21582.0</td>\n",
              "      <td>208.2</td>\n",
              "      <td>142143.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>21939.0</td>\n",
              "      <td>357.3</td>\n",
              "      <td>146756.9</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>22169.2</td>\n",
              "      <td>230.2</td>\n",
              "      <td>145548.2</td>\n",
              "      <td>...</td>\n",
              "      <td>22812.1</td>\n",
              "      <td>263.8</td>\n",
              "      <td>146435.2</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>23294.7</td>\n",
              "      <td>482.6</td>\n",
              "      <td>113395.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>24033.1</td>\n",
              "      <td>737.9</td>\n",
              "      <td>146563.9</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.204492</td>\n",
              "      <td>5.241148</td>\n",
              "      <td>5.288637</td>\n",
              "      <td>5.349509</td>\n",
              "      <td>5.401466</td>\n",
              "      <td>5.441204</td>\n",
              "      <td>5.507542</td>\n",
              "      <td>5.556181</td>\n",
              "      <td>5.632157</td>\n",
              "      <td>5.680704</td>\n",
              "      <td>5.763435</td>\n",
              "      <td>5.891296</td>\n",
              "      <td>2640762</td>\n",
              "      <td>150.0</td>\n",
              "      <td>652.0</td>\n",
              "      <td>754.0</td>\n",
              "      <td>455.0</td>\n",
              "      <td>225.0</td>\n",
              "      <td>248.0</td>\n",
              "      <td>670.0</td>\n",
              "      <td>351.0</td>\n",
              "      <td>109.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>207.0</td>\n",
              "      <td>277.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>AM</td>\n",
              "      <td>1492410</td>\n",
              "      <td>31428.1</td>\n",
              "      <td>603.1</td>\n",
              "      <td>1274007.4</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>31763.0</td>\n",
              "      <td>335.3</td>\n",
              "      <td>1298932.6</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>32281.3</td>\n",
              "      <td>518.2</td>\n",
              "      <td>1168231.7</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>32782.3</td>\n",
              "      <td>501.1</td>\n",
              "      <td>1249310.8</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>33252.9</td>\n",
              "      <td>471.1</td>\n",
              "      <td>1253493.6</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>33733.7</td>\n",
              "      <td>481.1</td>\n",
              "      <td>1064435.5</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>34273.7</td>\n",
              "      <td>540.5</td>\n",
              "      <td>1185147.5</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>34957.8</td>\n",
              "      <td>683.9</td>\n",
              "      <td>1281195.7</td>\n",
              "      <td>...</td>\n",
              "      <td>36988.5</td>\n",
              "      <td>1024.6</td>\n",
              "      <td>1257686.6</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>38062.5</td>\n",
              "      <td>1074.1</td>\n",
              "      <td>1168643.7</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>39639.5</td>\n",
              "      <td>1577.1</td>\n",
              "      <td>1289308.1</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>2.689739</td>\n",
              "      <td>2.711717</td>\n",
              "      <td>2.751643</td>\n",
              "      <td>2.783006</td>\n",
              "      <td>2.803870</td>\n",
              "      <td>2.823137</td>\n",
              "      <td>2.850133</td>\n",
              "      <td>2.879781</td>\n",
              "      <td>2.912873</td>\n",
              "      <td>2.949068</td>\n",
              "      <td>2.983868</td>\n",
              "      <td>3.039844</td>\n",
              "      <td>6900676</td>\n",
              "      <td>881.0</td>\n",
              "      <td>220.0</td>\n",
              "      <td>701.0</td>\n",
              "      <td>1853.0</td>\n",
              "      <td>230.0</td>\n",
              "      <td>486.0</td>\n",
              "      <td>201.0</td>\n",
              "      <td>319.0</td>\n",
              "      <td>261.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>142.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AP</td>\n",
              "      <td>135836</td>\n",
              "      <td>2543.0</td>\n",
              "      <td>91.9</td>\n",
              "      <td>74303.0</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2587.1</td>\n",
              "      <td>43.8</td>\n",
              "      <td>83322.7</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2649.4</td>\n",
              "      <td>62.5</td>\n",
              "      <td>67673.3</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2664.9</td>\n",
              "      <td>15.4</td>\n",
              "      <td>62762.1</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2683.7</td>\n",
              "      <td>18.9</td>\n",
              "      <td>70888.3</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2705.0</td>\n",
              "      <td>21.4</td>\n",
              "      <td>50308.7</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2730.9</td>\n",
              "      <td>26.2</td>\n",
              "      <td>69037.9</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2748.6</td>\n",
              "      <td>17.8</td>\n",
              "      <td>63504.4</td>\n",
              "      <td>...</td>\n",
              "      <td>2778.0</td>\n",
              "      <td>18.4</td>\n",
              "      <td>49191.9</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2802.6</td>\n",
              "      <td>24.6</td>\n",
              "      <td>65076.6</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>2839.3</td>\n",
              "      <td>37.0</td>\n",
              "      <td>91533.9</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>0.463061</td>\n",
              "      <td>0.468145</td>\n",
              "      <td>0.478596</td>\n",
              "      <td>0.480980</td>\n",
              "      <td>0.483395</td>\n",
              "      <td>0.485968</td>\n",
              "      <td>0.489244</td>\n",
              "      <td>0.491640</td>\n",
              "      <td>0.493444</td>\n",
              "      <td>0.496030</td>\n",
              "      <td>0.500308</td>\n",
              "      <td>0.504795</td>\n",
              "      <td>2240508</td>\n",
              "      <td>166.0</td>\n",
              "      <td>133.0</td>\n",
              "      <td>205.0</td>\n",
              "      <td>229.0</td>\n",
              "      <td>147.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>191.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MA</td>\n",
              "      <td>263942</td>\n",
              "      <td>102533.9</td>\n",
              "      <td>1258.2</td>\n",
              "      <td>27845.0</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>103495.5</td>\n",
              "      <td>962.4</td>\n",
              "      <td>37352.4</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>104072.6</td>\n",
              "      <td>577.9</td>\n",
              "      <td>31692.8</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>104408.4</td>\n",
              "      <td>336.5</td>\n",
              "      <td>34315.2</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>104716.3</td>\n",
              "      <td>309.0</td>\n",
              "      <td>29733.3</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>104998.5</td>\n",
              "      <td>283.4</td>\n",
              "      <td>24467.2</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>105277.1</td>\n",
              "      <td>278.6</td>\n",
              "      <td>29392.2</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>105490.0</td>\n",
              "      <td>213.4</td>\n",
              "      <td>37110.5</td>\n",
              "      <td>...</td>\n",
              "      <td>106019.5</td>\n",
              "      <td>284.3</td>\n",
              "      <td>37462.7</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>106210.4</td>\n",
              "      <td>191.1</td>\n",
              "      <td>21258.7</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>106494.0</td>\n",
              "      <td>283.8</td>\n",
              "      <td>39372.4</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>92.938530</td>\n",
              "      <td>93.591897</td>\n",
              "      <td>93.950146</td>\n",
              "      <td>94.173290</td>\n",
              "      <td>94.392256</td>\n",
              "      <td>94.585907</td>\n",
              "      <td>94.793050</td>\n",
              "      <td>94.942749</td>\n",
              "      <td>95.104640</td>\n",
              "      <td>95.325508</td>\n",
              "      <td>95.469143</td>\n",
              "      <td>95.668429</td>\n",
              "      <td>35599201</td>\n",
              "      <td>2094.0</td>\n",
              "      <td>1464.0</td>\n",
              "      <td>2537.0</td>\n",
              "      <td>4269.0</td>\n",
              "      <td>3136.0</td>\n",
              "      <td>2326.0</td>\n",
              "      <td>1888.0</td>\n",
              "      <td>2848.0</td>\n",
              "      <td>3649.0</td>\n",
              "      <td>1579.0</td>\n",
              "      <td>392.0</td>\n",
              "      <td>1642.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>MT</td>\n",
              "      <td>904265</td>\n",
              "      <td>204731.4</td>\n",
              "      <td>3449.5</td>\n",
              "      <td>314643.5</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>205560.3</td>\n",
              "      <td>829.2</td>\n",
              "      <td>313549.7</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>206339.2</td>\n",
              "      <td>780.2</td>\n",
              "      <td>310559.4</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>207407.1</td>\n",
              "      <td>1067.8</td>\n",
              "      <td>313975.8</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>208201.4</td>\n",
              "      <td>794.8</td>\n",
              "      <td>313327.1</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>209306.1</td>\n",
              "      <td>1106.3</td>\n",
              "      <td>311862.9</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>210410.2</td>\n",
              "      <td>1104.2</td>\n",
              "      <td>310590.0</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>211902.6</td>\n",
              "      <td>1491.9</td>\n",
              "      <td>310565.5</td>\n",
              "      <td>...</td>\n",
              "      <td>214900.3</td>\n",
              "      <td>1614.2</td>\n",
              "      <td>307184.4</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>216390.7</td>\n",
              "      <td>1491.0</td>\n",
              "      <td>299068.2</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>218295.2</td>\n",
              "      <td>1905.0</td>\n",
              "      <td>304178.4</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>43.410817</td>\n",
              "      <td>43.545619</td>\n",
              "      <td>43.665672</td>\n",
              "      <td>43.823275</td>\n",
              "      <td>43.935657</td>\n",
              "      <td>44.089425</td>\n",
              "      <td>44.230321</td>\n",
              "      <td>44.420063</td>\n",
              "      <td>44.576689</td>\n",
              "      <td>44.807477</td>\n",
              "      <td>44.997541</td>\n",
              "      <td>45.233713</td>\n",
              "      <td>70962756</td>\n",
              "      <td>745.0</td>\n",
              "      <td>4619.0</td>\n",
              "      <td>3804.0</td>\n",
              "      <td>988.0</td>\n",
              "      <td>2766.0</td>\n",
              "      <td>1769.0</td>\n",
              "      <td>521.0</td>\n",
              "      <td>902.0</td>\n",
              "      <td>681.0</td>\n",
              "      <td>363.0</td>\n",
              "      <td>387.0</td>\n",
              "      <td>735.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>PA</td>\n",
              "      <td>1245956</td>\n",
              "      <td>238891.7</td>\n",
              "      <td>5655.0</td>\n",
              "      <td>825713.2</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>242456.8</td>\n",
              "      <td>3566.5</td>\n",
              "      <td>810363.6</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>245778.9</td>\n",
              "      <td>3321.9</td>\n",
              "      <td>770385.7</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>248192.3</td>\n",
              "      <td>2414.0</td>\n",
              "      <td>791860.9</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>249903.1</td>\n",
              "      <td>1711.7</td>\n",
              "      <td>783341.8</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>251987.3</td>\n",
              "      <td>2085.2</td>\n",
              "      <td>687512.5</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>253767.2</td>\n",
              "      <td>1782.7</td>\n",
              "      <td>750617.1</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>256070.9</td>\n",
              "      <td>2303.3</td>\n",
              "      <td>794021.7</td>\n",
              "      <td>...</td>\n",
              "      <td>261403.4</td>\n",
              "      <td>2599.8</td>\n",
              "      <td>761838.5</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>264100.4</td>\n",
              "      <td>2697.1</td>\n",
              "      <td>683908.0</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>268567.2</td>\n",
              "      <td>4466.2</td>\n",
              "      <td>838232.9</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>63.197331</td>\n",
              "      <td>63.604692</td>\n",
              "      <td>64.054498</td>\n",
              "      <td>64.336451</td>\n",
              "      <td>64.494579</td>\n",
              "      <td>64.696943</td>\n",
              "      <td>64.853830</td>\n",
              "      <td>65.096103</td>\n",
              "      <td>65.324961</td>\n",
              "      <td>65.607445</td>\n",
              "      <td>65.838586</td>\n",
              "      <td>66.188373</td>\n",
              "      <td>21062588</td>\n",
              "      <td>7269.0</td>\n",
              "      <td>4487.0</td>\n",
              "      <td>7393.0</td>\n",
              "      <td>7785.0</td>\n",
              "      <td>5526.0</td>\n",
              "      <td>3902.0</td>\n",
              "      <td>1872.0</td>\n",
              "      <td>2294.0</td>\n",
              "      <td>3029.0</td>\n",
              "      <td>2170.0</td>\n",
              "      <td>827.0</td>\n",
              "      <td>1080.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>RO</td>\n",
              "      <td>238601</td>\n",
              "      <td>82893.8</td>\n",
              "      <td>1105.4</td>\n",
              "      <td>127532.7</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>83325.1</td>\n",
              "      <td>431.3</td>\n",
              "      <td>126534.8</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>83766.0</td>\n",
              "      <td>441.0</td>\n",
              "      <td>127303.0</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>84545.0</td>\n",
              "      <td>779.2</td>\n",
              "      <td>127228.6</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>85249.4</td>\n",
              "      <td>704.7</td>\n",
              "      <td>126672.4</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>86228.8</td>\n",
              "      <td>979.5</td>\n",
              "      <td>125193.4</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>86999.4</td>\n",
              "      <td>770.8</td>\n",
              "      <td>124012.8</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>87970.4</td>\n",
              "      <td>971.2</td>\n",
              "      <td>122604.2</td>\n",
              "      <td>...</td>\n",
              "      <td>90477.0</td>\n",
              "      <td>1307.4</td>\n",
              "      <td>121702.2</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>91727.0</td>\n",
              "      <td>1249.6</td>\n",
              "      <td>120058.4</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>93156.9</td>\n",
              "      <td>1429.8</td>\n",
              "      <td>119022.3</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>27.871187</td>\n",
              "      <td>27.956376</td>\n",
              "      <td>28.026517</td>\n",
              "      <td>28.139391</td>\n",
              "      <td>28.258577</td>\n",
              "      <td>28.409037</td>\n",
              "      <td>28.534364</td>\n",
              "      <td>28.691503</td>\n",
              "      <td>28.909465</td>\n",
              "      <td>29.145264</td>\n",
              "      <td>29.353225</td>\n",
              "      <td>29.615068</td>\n",
              "      <td>5613496</td>\n",
              "      <td>1076.0</td>\n",
              "      <td>4130.0</td>\n",
              "      <td>4423.0</td>\n",
              "      <td>2078.0</td>\n",
              "      <td>1505.0</td>\n",
              "      <td>2832.0</td>\n",
              "      <td>1362.0</td>\n",
              "      <td>1252.0</td>\n",
              "      <td>1469.0</td>\n",
              "      <td>587.0</td>\n",
              "      <td>338.0</td>\n",
              "      <td>429.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>RR</td>\n",
              "      <td>226216</td>\n",
              "      <td>9181.4</td>\n",
              "      <td>674.3</td>\n",
              "      <td>128697.5</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9294.1</td>\n",
              "      <td>112.6</td>\n",
              "      <td>123315.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9533.4</td>\n",
              "      <td>239.3</td>\n",
              "      <td>90103.4</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9663.9</td>\n",
              "      <td>130.5</td>\n",
              "      <td>121690.5</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9772.2</td>\n",
              "      <td>108.3</td>\n",
              "      <td>115920.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>9921.3</td>\n",
              "      <td>149.1</td>\n",
              "      <td>96082.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10112.0</td>\n",
              "      <td>190.9</td>\n",
              "      <td>113286.6</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10267.6</td>\n",
              "      <td>155.6</td>\n",
              "      <td>123072.6</td>\n",
              "      <td>...</td>\n",
              "      <td>10624.7</td>\n",
              "      <td>127.0</td>\n",
              "      <td>78893.4</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>10756.3</td>\n",
              "      <td>131.8</td>\n",
              "      <td>41480.5</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>11311.1</td>\n",
              "      <td>554.8</td>\n",
              "      <td>143764.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>1.050972</td>\n",
              "      <td>1.063413</td>\n",
              "      <td>1.086473</td>\n",
              "      <td>1.098107</td>\n",
              "      <td>1.107814</td>\n",
              "      <td>1.122403</td>\n",
              "      <td>1.137821</td>\n",
              "      <td>1.151516</td>\n",
              "      <td>1.170812</td>\n",
              "      <td>1.180929</td>\n",
              "      <td>1.191081</td>\n",
              "      <td>1.234494</td>\n",
              "      <td>2100462</td>\n",
              "      <td>951.0</td>\n",
              "      <td>754.0</td>\n",
              "      <td>1188.0</td>\n",
              "      <td>234.0</td>\n",
              "      <td>293.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>122.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>123.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>TO</td>\n",
              "      <td>271812</td>\n",
              "      <td>28270.2</td>\n",
              "      <td>103.1</td>\n",
              "      <td>9192.6</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28328.1</td>\n",
              "      <td>58.4</td>\n",
              "      <td>9535.8</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28382.3</td>\n",
              "      <td>54.4</td>\n",
              "      <td>9710.0</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28416.5</td>\n",
              "      <td>34.5</td>\n",
              "      <td>9673.1</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28463.6</td>\n",
              "      <td>47.4</td>\n",
              "      <td>9529.8</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28540.4</td>\n",
              "      <td>77.2</td>\n",
              "      <td>9483.7</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28585.4</td>\n",
              "      <td>45.1</td>\n",
              "      <td>9512.8</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28639.9</td>\n",
              "      <td>54.7</td>\n",
              "      <td>9883.3</td>\n",
              "      <td>...</td>\n",
              "      <td>28725.2</td>\n",
              "      <td>34.0</td>\n",
              "      <td>9871.6</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28748.1</td>\n",
              "      <td>23.1</td>\n",
              "      <td>9803.1</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>28778.9</td>\n",
              "      <td>30.9</td>\n",
              "      <td>9817.9</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>29.144436</td>\n",
              "      <td>29.204609</td>\n",
              "      <td>29.245959</td>\n",
              "      <td>29.281249</td>\n",
              "      <td>29.311011</td>\n",
              "      <td>29.349700</td>\n",
              "      <td>29.387170</td>\n",
              "      <td>29.427312</td>\n",
              "      <td>29.461944</td>\n",
              "      <td>29.482749</td>\n",
              "      <td>29.505978</td>\n",
              "      <td>29.547436</td>\n",
              "      <td>22762066</td>\n",
              "      <td>1195.0</td>\n",
              "      <td>946.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>1037.0</td>\n",
              "      <td>1053.0</td>\n",
              "      <td>1073.0</td>\n",
              "      <td>726.0</td>\n",
              "      <td>483.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>299.0</td>\n",
              "      <td>164.0</td>\n",
              "      <td>569.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>9 rows × 87 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "  Estado  AreaKm2  ...  Internacoes2018  Internacoes2019\n",
              "0     AC   170884  ...            207.0            277.0\n",
              "1     AM  1492410  ...             59.0            142.0\n",
              "2     AP   135836  ...             36.0              0.0\n",
              "3     MA   263942  ...            392.0           1642.0\n",
              "4     MT   904265  ...            387.0            735.0\n",
              "5     PA  1245956  ...            827.0           1080.0\n",
              "6     RO   238601  ...            338.0            429.0\n",
              "7     RR   226216  ...              0.0            123.0\n",
              "8     TO   271812  ...            164.0            569.0\n",
              "\n",
              "[9 rows x 87 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LEJDWqA3Zz7r"
      },
      "source": [
        "Gerando agora a visualização com anos em uma coluna específica"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bojQ2luzYzP5",
        "outputId": "59e7c176-f2ba-4cd4-ab56-e5edd4bd4acf"
      },
      "source": [
        "dfs_alts = []\n",
        "\n",
        "column_type = column_types[0]\n",
        "columns_of_interest = list(df_states.columns[:2]) + [c for c in df_states.columns if c.startswith(column_type)]\n",
        "print(f'Colunas de interesse: {columns_of_interest}')\n",
        "df_tmp = df_states[columns_of_interest]\n",
        "df_tmp = df_tmp.rename(columns={c: c[-4:] for c in columns_of_interest[2:]})\n",
        "df_tmp = df_tmp.melt(id_vars=columns_of_interest[:2],\n",
        "        var_name='Ano',\n",
        "        value_name=column_type)\n",
        "dfs_alts.append(df_tmp)\n",
        "\n",
        "for column_type in column_types[1:]:\n",
        "  columns_of_interest = ['Estado'] + [c for c in df_states.columns if c.startswith(column_type)]\n",
        "  print(f'Colunas de interesse: {columns_of_interest}')\n",
        "  df_tmp = df_states[columns_of_interest]\n",
        "  df_tmp = df_tmp.rename(columns={c: c[-4:] for c in columns_of_interest[1:]})\n",
        "  df_tmp = df_tmp.melt(id_vars=columns_of_interest[:1], \n",
        "          var_name='Ano', \n",
        "          value_name=column_type)\n",
        "  \n",
        "  dfs_alts.append(df_tmp[df_tmp.columns[2:]])\n",
        "\n",
        "columns_of_interest = ['Estado'] + [f'Internacoes{year}' for year in range(2008, 2020)]\n",
        "print(f'Colunas de interesse: {columns_of_interest}')\n",
        "df_tmp = df_states[columns_of_interest]\n",
        "df_tmp = df_tmp.melt(id_vars=columns_of_interest[:1], \n",
        "        var_name='Ano', \n",
        "        value_name='Internações - Dengue')\n",
        "\n",
        "dfs_alts.append(df_tmp[df_tmp.columns[2:]])\n",
        "\n",
        "df_states_alt = pd.concat(dfs_alts, axis=1)\n",
        "df_states_alt['Ano'] = df_states_alt['Ano'].astype(int)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Colunas de interesse: ['Estado', 'AreaKm2', 'Desmatado2008', 'Desmatado2009', 'Desmatado2010', 'Desmatado2011', 'Desmatado2012', 'Desmatado2013', 'Desmatado2014', 'Desmatado2015', 'Desmatado2016', 'Desmatado2017', 'Desmatado2018', 'Desmatado2019']\n",
            "Colunas de interesse: ['Estado', 'Incremento20072008', 'Incremento20082009', 'Incremento20092010', 'Incremento20102011', 'Incremento20112012', 'Incremento20122013', 'Incremento20132014', 'Incremento20142015', 'Incremento20152016', 'Incremento20162017', 'Incremento20172018', 'Incremento20182019']\n",
            "Colunas de interesse: ['Estado', 'Floresta2008', 'Floresta2009', 'Floresta2010', 'Floresta2011', 'Floresta2012', 'Floresta2013', 'Floresta2014', 'Floresta2015', 'Floresta2016', 'Floresta2017', 'Floresta2018', 'Floresta2019']\n",
            "Colunas de interesse: ['Estado', 'NaoFloresta2008', 'NaoFloresta2009', 'NaoFloresta2010', 'NaoFloresta2011', 'NaoFloresta2012', 'NaoFloresta2013', 'NaoFloresta2014', 'NaoFloresta2015', 'NaoFloresta2016', 'NaoFloresta2017', 'NaoFloresta2018', 'NaoFloresta2019']\n",
            "Colunas de interesse: ['Estado', 'Hidrografia2008', 'Hidrografia2009', 'Hidrografia2010', 'Hidrografia2011', 'Hidrografia2012', 'Hidrografia2013', 'Hidrografia2014', 'Hidrografia2015', 'Hidrografia2016', 'Hidrografia2017', 'Hidrografia2018', 'Hidrografia2019']\n",
            "Colunas de interesse: ['Estado', 'PercDesmatado2008', 'PercDesmatado2009', 'PercDesmatado2010', 'PercDesmatado2011', 'PercDesmatado2012', 'PercDesmatado2013', 'PercDesmatado2014', 'PercDesmatado2015', 'PercDesmatado2016', 'PercDesmatado2017', 'PercDesmatado2018', 'PercDesmatado2019']\n",
            "Colunas de interesse: ['Estado', 'Internacoes2008', 'Internacoes2009', 'Internacoes2010', 'Internacoes2011', 'Internacoes2012', 'Internacoes2013', 'Internacoes2014', 'Internacoes2015', 'Internacoes2016', 'Internacoes2017', 'Internacoes2018', 'Internacoes2019']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "woUtvHMnaQ2L",
        "outputId": "f3432911-9441-426e-841e-331ce8510bdc"
      },
      "source": [
        "df_states_alt"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
              "      <th>Internações - Dengue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2008</td>\n",
              "      <td>20340.4</td>\n",
              "      <td>299.2</td>\n",
              "      <td>146878.3</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.204492</td>\n",
              "      <td>150.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>AM</td>\n",
              "      <td>1492410</td>\n",
              "      <td>2008</td>\n",
              "      <td>31428.1</td>\n",
              "      <td>603.1</td>\n",
              "      <td>1274007.4</td>\n",
              "      <td>46233.7</td>\n",
              "      <td>47160.4</td>\n",
              "      <td>2.689739</td>\n",
              "      <td>881.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AP</td>\n",
              "      <td>135836</td>\n",
              "      <td>2008</td>\n",
              "      <td>2543.0</td>\n",
              "      <td>91.9</td>\n",
              "      <td>74303.0</td>\n",
              "      <td>22983.4</td>\n",
              "      <td>3413.7</td>\n",
              "      <td>0.463061</td>\n",
              "      <td>166.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MA</td>\n",
              "      <td>263942</td>\n",
              "      <td>2008</td>\n",
              "      <td>102533.9</td>\n",
              "      <td>1258.2</td>\n",
              "      <td>27845.0</td>\n",
              "      <td>112558.6</td>\n",
              "      <td>4078.9</td>\n",
              "      <td>92.938530</td>\n",
              "      <td>2094.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>MT</td>\n",
              "      <td>904265</td>\n",
              "      <td>2008</td>\n",
              "      <td>204731.4</td>\n",
              "      <td>3449.5</td>\n",
              "      <td>314643.5</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>43.410817</td>\n",
              "      <td>745.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>MT</td>\n",
              "      <td>904265</td>\n",
              "      <td>2019</td>\n",
              "      <td>218295.2</td>\n",
              "      <td>1905.0</td>\n",
              "      <td>304178.4</td>\n",
              "      <td>377464.8</td>\n",
              "      <td>4315.6</td>\n",
              "      <td>45.233713</td>\n",
              "      <td>735.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>PA</td>\n",
              "      <td>1245956</td>\n",
              "      <td>2019</td>\n",
              "      <td>268567.2</td>\n",
              "      <td>4466.2</td>\n",
              "      <td>838232.9</td>\n",
              "      <td>73465.0</td>\n",
              "      <td>43907.1</td>\n",
              "      <td>66.188373</td>\n",
              "      <td>1080.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>RO</td>\n",
              "      <td>238601</td>\n",
              "      <td>2019</td>\n",
              "      <td>93156.9</td>\n",
              "      <td>1429.8</td>\n",
              "      <td>119022.3</td>\n",
              "      <td>24614.7</td>\n",
              "      <td>1807.1</td>\n",
              "      <td>29.615068</td>\n",
              "      <td>429.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>RR</td>\n",
              "      <td>226216</td>\n",
              "      <td>2019</td>\n",
              "      <td>11311.1</td>\n",
              "      <td>554.8</td>\n",
              "      <td>143764.0</td>\n",
              "      <td>61222.0</td>\n",
              "      <td>1723.2</td>\n",
              "      <td>1.234494</td>\n",
              "      <td>123.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>TO</td>\n",
              "      <td>271812</td>\n",
              "      <td>2019</td>\n",
              "      <td>28778.9</td>\n",
              "      <td>30.9</td>\n",
              "      <td>9817.9</td>\n",
              "      <td>231751.8</td>\n",
              "      <td>1483.6</td>\n",
              "      <td>29.547436</td>\n",
              "      <td>569.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>108 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Estado  AreaKm2   Ano  ...  Hidrografia  PercDesmatado  Internações - Dengue\n",
              "0       AC   170884  2008  ...        117.6       5.204492                 150.0\n",
              "1       AM  1492410  2008  ...      47160.4       2.689739                 881.0\n",
              "2       AP   135836  2008  ...       3413.7       0.463061                 166.0\n",
              "3       MA   263942  2008  ...       4078.9      92.938530                2094.0\n",
              "4       MT   904265  2008  ...       4315.6      43.410817                 745.0\n",
              "..     ...      ...   ...  ...          ...            ...                   ...\n",
              "103     MT   904265  2019  ...       4315.6      45.233713                 735.0\n",
              "104     PA  1245956  2019  ...      43907.1      66.188373                1080.0\n",
              "105     RO   238601  2019  ...       1807.1      29.615068                 429.0\n",
              "106     RR   226216  2019  ...       1723.2       1.234494                 123.0\n",
              "107     TO   271812  2019  ...       1483.6      29.547436                 569.0\n",
              "\n",
              "[108 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xIitburDjQsw"
      },
      "source": [
        "Adicionando uma coluna referente às internações de dengue que ocorreram no ano seguinte (facilita a geração de gráficos considerando o efeito nos casos de internações de um ano a partir do desmatamento do ano anterior)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 496
        },
        "id": "PfwJVm9sjQQB",
        "outputId": "ebc0bf6d-3e2e-4d33-fe47-df07940e805a"
      },
      "source": [
        "def add_next_year_hospitalization(row):\n",
        "  if row.Ano < 2019:\n",
        "    return df_states_alt[(df_states_alt.Estado == row.Estado) & (df_states_alt.Ano == row.Ano + 1)].iloc[0]['Internações - Dengue']\n",
        "  else:\n",
        "    return np.NaN\n",
        "\n",
        "df_states_alt['Internações Ano Seguinte - Dengue'] = df_states_alt.apply(add_next_year_hospitalization, axis=1)\n",
        "df_states_alt[df_states_alt.Estado == 'AC']"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
              "      <th>Internações - Dengue</th>\n",
              "      <th>Internações Ano Seguinte - Dengue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2008</td>\n",
              "      <td>20340.4</td>\n",
              "      <td>299.2</td>\n",
              "      <td>146878.3</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.204492</td>\n",
              "      <td>150.0</td>\n",
              "      <td>652.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2009</td>\n",
              "      <td>20508.5</td>\n",
              "      <td>168.3</td>\n",
              "      <td>132696.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.241148</td>\n",
              "      <td>652.0</td>\n",
              "      <td>754.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2010</td>\n",
              "      <td>20784.4</td>\n",
              "      <td>276.2</td>\n",
              "      <td>147864.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.288637</td>\n",
              "      <td>754.0</td>\n",
              "      <td>455.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2011</td>\n",
              "      <td>21093.0</td>\n",
              "      <td>308.7</td>\n",
              "      <td>146757.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.349509</td>\n",
              "      <td>455.0</td>\n",
              "      <td>225.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2012</td>\n",
              "      <td>21374.0</td>\n",
              "      <td>280.9</td>\n",
              "      <td>148047.1</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.401466</td>\n",
              "      <td>225.0</td>\n",
              "      <td>248.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2013</td>\n",
              "      <td>21582.0</td>\n",
              "      <td>208.2</td>\n",
              "      <td>142143.8</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.441204</td>\n",
              "      <td>248.0</td>\n",
              "      <td>670.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2014</td>\n",
              "      <td>21939.0</td>\n",
              "      <td>357.3</td>\n",
              "      <td>146756.9</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.507542</td>\n",
              "      <td>670.0</td>\n",
              "      <td>351.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2015</td>\n",
              "      <td>22169.2</td>\n",
              "      <td>230.2</td>\n",
              "      <td>145548.2</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.556181</td>\n",
              "      <td>351.0</td>\n",
              "      <td>109.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2016</td>\n",
              "      <td>22548.7</td>\n",
              "      <td>379.5</td>\n",
              "      <td>144377.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.632157</td>\n",
              "      <td>109.0</td>\n",
              "      <td>79.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2017</td>\n",
              "      <td>22812.1</td>\n",
              "      <td>263.8</td>\n",
              "      <td>146435.2</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.680704</td>\n",
              "      <td>79.0</td>\n",
              "      <td>207.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2018</td>\n",
              "      <td>23294.7</td>\n",
              "      <td>482.6</td>\n",
              "      <td>113395.5</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.763435</td>\n",
              "      <td>207.0</td>\n",
              "      <td>277.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>AC</td>\n",
              "      <td>170884</td>\n",
              "      <td>2019</td>\n",
              "      <td>24033.1</td>\n",
              "      <td>737.9</td>\n",
              "      <td>146563.9</td>\n",
              "      <td>74.4</td>\n",
              "      <td>117.6</td>\n",
              "      <td>5.891296</td>\n",
              "      <td>277.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Estado  AreaKm2  ...  Internações - Dengue  Internações Ano Seguinte - Dengue\n",
              "0      AC   170884  ...                 150.0                              652.0\n",
              "9      AC   170884  ...                 652.0                              754.0\n",
              "18     AC   170884  ...                 754.0                              455.0\n",
              "27     AC   170884  ...                 455.0                              225.0\n",
              "36     AC   170884  ...                 225.0                              248.0\n",
              "45     AC   170884  ...                 248.0                              670.0\n",
              "54     AC   170884  ...                 670.0                              351.0\n",
              "63     AC   170884  ...                 351.0                              109.0\n",
              "72     AC   170884  ...                 109.0                               79.0\n",
              "81     AC   170884  ...                  79.0                              207.0\n",
              "90     AC   170884  ...                 207.0                              277.0\n",
              "99     AC   170884  ...                 277.0                                NaN\n",
              "\n",
              "[12 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hY-TbyGdaaHA"
      },
      "source": [
        "# Salvando Dados Conjuntos"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vh35GHHHaXGC"
      },
      "source": [
        "df_all.to_csv('dados_conjuntos.csv', index=False)\n",
        "df_all_alt.to_csv('dados_conjuntos_col_ano.csv', index=False)\n",
        "df_states.to_csv('dados_conjuntos_estado.csv', index=False)\n",
        "df_states_alt.to_csv('dados_conjuntos_estado_col_ano.csv', index=False)"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FRG8FTpfJl0I"
      },
      "source": [
        "# Salvando Dados Filtrados"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "27O_SHMLkfOK",
        "outputId": "92111e15-8c6b-419a-dbd4-117b2661f75a"
      },
      "source": [
        "# remove todo mundo que já foi 100% desmatado em 2008 e não tem mais área pra \n",
        "# desmatar antes do último ano da análise\n",
        "df_aux = df_all.loc[(df_all.PercDesmatado2008 < 0.6) & (df_all.PercDesmatado2018 < 1),:]\n",
        "\n",
        "# filtra os 10 municípios com maior e menor diferença de área desmatada até então\n",
        "# (acumulativo) entre 2008 e 2019\n",
        "df_aux.loc[:,'Acúmulo de Desmatamento'] = df_aux.Desmatado2019 - df_aux.Desmatado2008\n",
        "highest_deforestations_cities = df_aux.nlargest(10, f'Acúmulo de Desmatamento').Municipio\n",
        "lowest_deforestations_cities = df_aux.nsmallest(10, f'Acúmulo de Desmatamento').Municipio\n",
        "\n",
        "print(f'Cidades com maior desmatamento:\\n{highest_deforestations_cities}')\n",
        "print(f'\\nCidades com menor desmatamento:\\n{lowest_deforestations_cities}')\n",
        "\n",
        "df_filtered = df_all_alt[\n",
        "                         (df_all_alt.Municipio.isin(highest_deforestations_cities)) |\n",
        "                         (df_all_alt.Municipio.isin(lowest_deforestations_cities))\n",
        "                         ]\n",
        "\n",
        "df_filtered"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cidades com maior desmatamento:\n",
            "15               Altamira\n",
            "640    São Félix do Xingu\n",
            "524           Porto Velho\n",
            "359                Lábrea\n",
            "449     Novo Repartimento\n",
            "193               Colniza\n",
            "461                Pacajá\n",
            "448        Novo Progresso\n",
            "424           Nova Mamoré\n",
            "46                   Apuí\n",
            "Name: Municipio, dtype: object\n",
            "\n",
            "Cidades com menor desmatamento:\n",
            "4                   Acorizal\n",
            "10      Aliança do Tocantins\n",
            "11                     Almas\n",
            "21             Alto Araguaia\n",
            "23               Alto Garças\n",
            "26             Alto Parnaíba\n",
            "27              Alto Taquari\n",
            "29                  Alvorada\n",
            "43    Aparecida do Rio Negro\n",
            "45                Apicum-Açu\n",
            "Name: Municipio, dtype: object\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/pandas/core/indexing.py:1596: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  self.obj[key] = _infer_fill_value(value)\n",
            "/usr/local/lib/python3.7/dist-packages/pandas/core/indexing.py:1743: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  isetter(ilocs[0], value)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Municipio</th>\n",
              "      <th>Estado</th>\n",
              "      <th>AreaKm2</th>\n",
              "      <th>Ano</th>\n",
              "      <th>Desmatado</th>\n",
              "      <th>Incremento</th>\n",
              "      <th>Floresta</th>\n",
              "      <th>NaoFloresta</th>\n",
              "      <th>Hidrografia</th>\n",
              "      <th>PercDesmatado</th>\n",
              "      <th>Internações - Dengue</th>\n",
              "      <th>Internações Ano Seguinte - Dengue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-15.19422</td>\n",
              "      <td>-56.31716</td>\n",
              "      <td>Acorizal</td>\n",
              "      <td>MT</td>\n",
              "      <td>841</td>\n",
              "      <td>2008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>840.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>-11.35975</td>\n",
              "      <td>-48.94098</td>\n",
              "      <td>Aliança do Tocantins</td>\n",
              "      <td>TO</td>\n",
              "      <td>1585</td>\n",
              "      <td>2008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1585.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>-11.47324</td>\n",
              "      <td>-47.30304</td>\n",
              "      <td>Almas</td>\n",
              "      <td>TO</td>\n",
              "      <td>4041</td>\n",
              "      <td>2008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4041.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>-6.31664</td>\n",
              "      <td>-54.26280</td>\n",
              "      <td>Altamira</td>\n",
              "      <td>PA</td>\n",
              "      <td>159540</td>\n",
              "      <td>2008</td>\n",
              "      <td>6138.8</td>\n",
              "      <td>341.0</td>\n",
              "      <td>144968.9</td>\n",
              "      <td>3760.6</td>\n",
              "      <td>1668.3</td>\n",
              "      <td>0.038478</td>\n",
              "      <td>2.0</td>\n",
              "      <td>154.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>-17.42312</td>\n",
              "      <td>-53.45650</td>\n",
              "      <td>Alto Araguaia</td>\n",
              "      <td>MT</td>\n",
              "      <td>5541</td>\n",
              "      <td>2008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5339.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8588</th>\n",
              "      <td>-7.90803</td>\n",
              "      <td>-55.59552</td>\n",
              "      <td>Novo Progresso</td>\n",
              "      <td>PA</td>\n",
              "      <td>38183</td>\n",
              "      <td>2019</td>\n",
              "      <td>6490.0</td>\n",
              "      <td>200.9</td>\n",
              "      <td>28161.0</td>\n",
              "      <td>3457.3</td>\n",
              "      <td>74.7</td>\n",
              "      <td>0.169971</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8589</th>\n",
              "      <td>-4.52485</td>\n",
              "      <td>-50.19409</td>\n",
              "      <td>Novo Repartimento</td>\n",
              "      <td>PA</td>\n",
              "      <td>15432</td>\n",
              "      <td>2019</td>\n",
              "      <td>8267.9</td>\n",
              "      <td>141.2</td>\n",
              "      <td>5995.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1168.1</td>\n",
              "      <td>0.535763</td>\n",
              "      <td>13.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8601</th>\n",
              "      <td>-3.69969</td>\n",
              "      <td>-50.60258</td>\n",
              "      <td>Pacajá</td>\n",
              "      <td>PA</td>\n",
              "      <td>11851</td>\n",
              "      <td>2019</td>\n",
              "      <td>6238.9</td>\n",
              "      <td>312.3</td>\n",
              "      <td>5612.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.526445</td>\n",
              "      <td>5.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8664</th>\n",
              "      <td>-8.98448</td>\n",
              "      <td>-63.99115</td>\n",
              "      <td>Porto Velho</td>\n",
              "      <td>RO</td>\n",
              "      <td>34631</td>\n",
              "      <td>2019</td>\n",
              "      <td>10617.9</td>\n",
              "      <td>419.0</td>\n",
              "      <td>22830.1</td>\n",
              "      <td>431.9</td>\n",
              "      <td>751.1</td>\n",
              "      <td>0.306601</td>\n",
              "      <td>18.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8780</th>\n",
              "      <td>-7.46114</td>\n",
              "      <td>-52.46225</td>\n",
              "      <td>São Félix do Xingu</td>\n",
              "      <td>PA</td>\n",
              "      <td>84253</td>\n",
              "      <td>2019</td>\n",
              "      <td>19277.8</td>\n",
              "      <td>543.9</td>\n",
              "      <td>60248.2</td>\n",
              "      <td>3788.0</td>\n",
              "      <td>939.0</td>\n",
              "      <td>0.228808</td>\n",
              "      <td>33.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>240 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           Lat  ...  Internações Ano Seguinte - Dengue\n",
              "4    -15.19422  ...                                0.0\n",
              "10   -11.35975  ...                                0.0\n",
              "11   -11.47324  ...                                0.0\n",
              "15    -6.31664  ...                              154.0\n",
              "21   -17.42312  ...                                5.0\n",
              "...        ...  ...                                ...\n",
              "8588  -7.90803  ...                                NaN\n",
              "8589  -4.52485  ...                                NaN\n",
              "8601  -3.69969  ...                                NaN\n",
              "8664  -8.98448  ...                                NaN\n",
              "8780  -7.46114  ...                                NaN\n",
              "\n",
              "[240 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EH3qj8JWk1Dt",
        "outputId": "00482a23-8764-4cba-fca0-3835abed55b7"
      },
      "source": [
        "print(f'Os estados dos municípios com maior acúmulo de desmatamento entre 2008 e 2019 são: '\n",
        "  f'{df_filtered[df_filtered.Municipio.isin(highest_deforestations_cities)].Estado.unique()}')"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Os estados dos municípios com maior acúmulo de desmatamento entre 2008 e 2019 são: ['PA' 'AM' 'MT' 'RO']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "M08C-ARdteuL",
        "outputId": "b3eca9f4-fd6e-47db-8149-32fa84c84e58"
      },
      "source": [
        "print(f'Os estados dos municípios com menor acúmulo de desmatamento entre 2008 e 2019 são: '\n",
        "  f'{df_filtered[df_filtered.Municipio.isin(lowest_deforestations_cities)].Estado.unique()}')"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Os estados dos municípios com menor acúmulo de desmatamento entre 2008 e 2019 são: ['MT' 'TO' 'MA']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LMpgmwwe6ziz"
      },
      "source": [
        "Criando a coluna `Grupo` indicando se o município faz parte do grupo que teve maior/menor incremento de área desmatada, e ordenando os dados por `Ano` e `Incremento`"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_4b3Q3nK5k_n",
        "outputId": "1944a505-aea6-4d18-be20-77f1496978c6"
      },
      "source": [
        "df_filtered.loc[:,'Grupo'] = 'Menor'\n",
        "df_filtered.loc[df_filtered.Municipio.isin(highest_deforestations_cities),'Grupo'] = 'Maior'\n",
        "df_filtered.sort_values(by=['Ano', 'Incremento'], inplace=True)"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/pandas/core/indexing.py:1596: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  self.obj[key] = _infer_fill_value(value)\n",
            "/usr/local/lib/python3.7/dist-packages/pandas/core/indexing.py:1763: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  isetter(loc, value)\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  This is separate from the ipykernel package so we can avoid doing imports until\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vtQXfxwQxAMN"
      },
      "source": [
        "df_filtered.to_csv('maior_menor_desmat.csv', index=False)"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RuDHW-WX6Ll9"
      },
      "source": [
        "Filtrando somente os 10 municípios com maior e menor desmatamento anual, por estado"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uNZgR9ewu8Au",
        "outputId": "a2bd6ef6-9bc9-4b28-aa6a-a8437902c568"
      },
      "source": [
        "states = df_all_alt.Estado.unique()\n",
        "\n",
        "for state in states:\n",
        "  # remove todo mundo que já foi 100% desmatado em 2008 e não tem mais área pra \n",
        "  # desmatar antes do último ano da análise\n",
        "  df_aux = df_all[\n",
        "                  (df_all.Estado == state) &\n",
        "                  (df_all.PercDesmatado2008 < 0.6) &\n",
        "                  (df_all.PercDesmatado2018 < 1)\n",
        "                  ]\n",
        "\n",
        "  # filtra os N municípios com maior e menor diferença de área desmatada até então\n",
        "  # (acumulativo) entre 2008 e 2019\n",
        "  df_aux['Acúmulo de Desmatamento'] = df_aux.Desmatado2019 - df_aux.Desmatado2008\n",
        "  highest_deforestations_cities = df_aux.nlargest(10, f'Acúmulo de Desmatamento').Municipio\n",
        "  lowest_deforestations_cities = df_aux.nsmallest(10, f'Acúmulo de Desmatamento').Municipio\n",
        "\n",
        "  df_state_filtered = df_all_alt[\n",
        "                         (df_all_alt.Municipio.isin(highest_deforestations_cities)) |\n",
        "                         (df_all_alt.Municipio.isin(lowest_deforestations_cities))\n",
        "                         ]\n",
        "\n",
        "\n",
        "  highest_deforestations_in_state = []\n",
        "  lowest_deforestations_in_state = []\n",
        "  for year in df_state_filtered.Ano.unique():\n",
        "    df_aux = df_state_filtered[\n",
        "                                (df_state_filtered.Ano == year) &\n",
        "                                (df_state_filtered.Estado == state)\n",
        "                                ]\n",
        "    highest_deforestations_in_state.append(df_aux.nlargest(10, f'Incremento'))\n",
        "    lowest_deforestations_in_state.append(df_aux.nsmallest(10, f'Incremento'))\n",
        "  \n",
        "  df_aux = pd.concat(highest_deforestations_in_state + lowest_deforestations_in_state,\n",
        "                     axis=0)\n",
        "\n",
        "  df_aux.loc[:,'Grupo'] = 'Menor'\n",
        "  df_aux.loc[df_aux.Municipio.isin(highest_deforestations_cities),'Grupo'] = 'Maior'\n",
        "  df_aux.sort_values(by=['Ano', 'Incremento'], inplace=True)\n",
        "\n",
        "  df_aux.to_csv(f'maior_menor_desmat_{state}.csv', index=False)"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n"
          ],
          "name": "stderr"
        }
      ]
    }
  ]
}