01 -Main dataset manipulation.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "21e1ba55",
   "metadata": {},
   "source": [
    "## Basic data filtering and columns normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "395000af",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:04:49.236726Z",
     "start_time": "2022-10-10T07:04:46.977259Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "import warnings\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from sqlalchemy import create_engine\n",
    "from datetime import datetime, timedelta\n",
    "# Since our dataset is very big and with many columns we activate this option to show all columns\n",
    "pd.set_option('display.max_columns', 100)\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "dataset = pd.read_csv('C:\\\\Users\\\\VideoMachine\\\\IH-labs\\\\Fire-Project\\\\Raw data\\\\ICNF_2013_2022_full.csv') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bb7a4907",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:04:49.300739Z",
     "start_time": "2022-10-10T07:04:49.237728Z"
    }
   },
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>TIPO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>AREAPOV</th>\n",
       "      <th>AREAMATO</th>\n",
       "      <th>AREAAGRIC</th>\n",
       "      <th>AREATOTAL</th>\n",
       "      <th>REACENDIMENTOS</th>\n",
       "      <th>QUEIMADA</th>\n",
       "      <th>FALSOALARME</th>\n",
       "      <th>FOGACHO</th>\n",
       "      <th>INCENDIO</th>\n",
       "      <th>AGRICOLA</th>\n",
       "      <th>NCCO</th>\n",
       "      <th>NOMECCO</th>\n",
       "      <th>DATAALERTA</th>\n",
       "      <th>HORAALERTA</th>\n",
       "      <th>LOCAL</th>\n",
       "      <th>CONCELHO</th>\n",
       "      <th>FREGUESIA</th>\n",
       "      <th>FONTEALERTA</th>\n",
       "      <th>INE</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>DIA</th>\n",
       "      <th>MES</th>\n",
       "      <th>HORA</th>\n",
       "      <th>OPERADOR</th>\n",
       "      <th>PERIMETRO</th>\n",
       "      <th>APS</th>\n",
       "      <th>CAUSA</th>\n",
       "      <th>TIPOCAUSA</th>\n",
       "      <th>DHINICIO</th>\n",
       "      <th>DHFIM</th>\n",
       "      <th>DURACAO</th>\n",
       "      <th>HAHORA</th>\n",
       "      <th>DATAEXTINCAO</th>\n",
       "      <th>HORAEXTINCAO</th>\n",
       "      <th>DATA1INTERVENCAO</th>\n",
       "      <th>HORA1INTERVENCAO</th>\n",
       "      <th>QUEIMA</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>CAUSAFAMILIA</th>\n",
       "      <th>TEMPERATURA</th>\n",
       "      <th>HUMIDADERELATIVA</th>\n",
       "      <th>VENTOINTENSIDADE</th>\n",
       "      <th>VENTOINTENSIDADE_VETOR</th>\n",
       "      <th>VENTODIRECAO_VETOR</th>\n",
       "      <th>PRECEPITACAO</th>\n",
       "      <th>FFMC</th>\n",
       "      <th>DMC</th>\n",
       "      <th>DC</th>\n",
       "      <th>ISI</th>\n",
       "      <th>BUI</th>\n",
       "      <th>FWI</th>\n",
       "      <th>DSR</th>\n",
       "      <th>THC</th>\n",
       "      <th>MODFARSITE</th>\n",
       "      <th>ALTITUDEMEDIA</th>\n",
       "      <th>DECLIVEMEDIO</th>\n",
       "      <th>HORASEXPOSICAOMEDIA</th>\n",
       "      <th>DENDIDADERV</th>\n",
       "      <th>COSN5VARIEDADE</th>\n",
       "      <th>AREAMANCHAMODFARSITE</th>\n",
       "      <th>AREASFICHEIROS_GNR</th>\n",
       "      <th>AREASFICHEIROS_GTF</th>\n",
       "      <th>FICHEIROIMAGEM_GNR</th>\n",
       "      <th>AREASFICHEIROSHP_GTF</th>\n",
       "      <th>AREASFICHEIROSHPXML_GTF</th>\n",
       "      <th>AREASFICHEIRODBF_GTF</th>\n",
       "      <th>AREASFICHEIROPRJ_GTF</th>\n",
       "      <th>AREASFICHEIROSBN_GTF</th>\n",
       "      <th>AREASFICHEIROSBX_GTF</th>\n",
       "      <th>AREASFICHEIROSHX_GTF</th>\n",
       "      <th>AREASFICHEIROZIP_SAA</th>\n",
       "      <th>index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013060000295</td>\n",
       "      <td>6</td>\n",
       "      <td>03-01-2013</td>\n",
       "      <td>17:54</td>\n",
       "      <td>CUNHEDO</td>\n",
       "      <td>Penacova</td>\n",
       "      <td>Oliveira do Mondego</td>\n",
       "      <td>Populares</td>\n",
       "      <td>61305</td>\n",
       "      <td>192399</td>\n",
       "      <td>373499</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>sigo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>449.0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>03-01-2013 17:54:00</td>\n",
       "      <td>03-01-2013 18:29:00</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.001714</td>\n",
       "      <td>03-01-2013</td>\n",
       "      <td>18:29</td>\n",
       "      <td>03-01-2013</td>\n",
       "      <td>18:10</td>\n",
       "      <td>0</td>\n",
       "      <td>40.330172</td>\n",
       "      <td>-8.222549</td>\n",
       "      <td>Incendiarismo - Imputáveis</td>\n",
       "      <td>15.3</td>\n",
       "      <td>54.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.300003</td>\n",
       "      <td>2.2</td>\n",
       "      <td>35.200001</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.01</td>\n",
       "      <td>26.773500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.8913</td>\n",
       "      <td>17.5053</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.767</td>\n",
       "      <td>22.49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013060000445</td>\n",
       "      <td>6</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>23:56</td>\n",
       "      <td>Comareira</td>\n",
       "      <td>Góis</td>\n",
       "      <td>Góis</td>\n",
       "      <td>Populares</td>\n",
       "      <td>60604</td>\n",
       "      <td>198300</td>\n",
       "      <td>351000</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>sigo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>04-01-2013 23:56:00</td>\n",
       "      <td>05-01-2013 01:40:00</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.000577</td>\n",
       "      <td>05-01-2013</td>\n",
       "      <td>01:40</td>\n",
       "      <td>05-01-2013</td>\n",
       "      <td>00:15</td>\n",
       "      <td>0</td>\n",
       "      <td>40.127576</td>\n",
       "      <td>-8.153059</td>\n",
       "      <td>Uso do fogo - Fogueiras</td>\n",
       "      <td>14.6</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.400002</td>\n",
       "      <td>2.9</td>\n",
       "      <td>47.400002</td>\n",
       "      <td>3.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.15</td>\n",
       "      <td>15.847600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>597.4790</td>\n",
       "      <td>49.9571</td>\n",
       "      <td>NaN</td>\n",
       "      <td>183.455</td>\n",
       "      <td>21.73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013060000377</td>\n",
       "      <td>6</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>13:09</td>\n",
       "      <td>Chãs de Égua</td>\n",
       "      <td>Arganil</td>\n",
       "      <td>Piódão</td>\n",
       "      <td>Populares</td>\n",
       "      <td>60111</td>\n",
       "      <td>228799</td>\n",
       "      <td>363099</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>sigo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>04-01-2013 13:09:00</td>\n",
       "      <td>04-01-2013 14:30:00</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>14:30</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>13:45</td>\n",
       "      <td>0</td>\n",
       "      <td>40.236057</td>\n",
       "      <td>-7.794691</td>\n",
       "      <td>Queimas amontoados de sobrantes florestais ou ...</td>\n",
       "      <td>9.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.099998</td>\n",
       "      <td>1.7</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.21</td>\n",
       "      <td>20.834101</td>\n",
       "      <td>227.0</td>\n",
       "      <td>748.7660</td>\n",
       "      <td>50.4426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224.046</td>\n",
       "      <td>11.95</td>\n",
       "      <td>10.8147</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Leiria</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013100000560</td>\n",
       "      <td>10</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>13:13</td>\n",
       "      <td>Sobreiro</td>\n",
       "      <td>Pedrógão Grande</td>\n",
       "      <td>Pedrógão Grande</td>\n",
       "      <td>Outros</td>\n",
       "      <td>101302</td>\n",
       "      <td>197499</td>\n",
       "      <td>325299</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>2020419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>04-01-2013 13:13:00</td>\n",
       "      <td>04-01-2013 13:53:00</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>13:53</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>13:27</td>\n",
       "      <td>0</td>\n",
       "      <td>39.896117</td>\n",
       "      <td>-8.162342</td>\n",
       "      <td>Queimas amontoados de sobrantes florestais ou ...</td>\n",
       "      <td>9.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.099998</td>\n",
       "      <td>1.7</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.21</td>\n",
       "      <td>20.834101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>343.0810</td>\n",
       "      <td>10.0806</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138.011</td>\n",
       "      <td>18.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Leiria</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2013100000546</td>\n",
       "      <td>10</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>12:00</td>\n",
       "      <td>PNSAC - ALVADOS</td>\n",
       "      <td>Porto de Mós</td>\n",
       "      <td>Alvados</td>\n",
       "      <td>Populares</td>\n",
       "      <td>101603</td>\n",
       "      <td>145400</td>\n",
       "      <td>287000</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2020419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SERRAS DE AIRE E CANDEEIROS</td>\n",
       "      <td>129.0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>04-01-2013 12:00:00</td>\n",
       "      <td>04-01-2013 15:08:00</td>\n",
       "      <td>188.0</td>\n",
       "      <td>2.074468</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>15:08</td>\n",
       "      <td>04-01-2013</td>\n",
       "      <td>12:10</td>\n",
       "      <td>0</td>\n",
       "      <td>39.549428</td>\n",
       "      <td>-8.768329</td>\n",
       "      <td>Queimadas de sobrantes florestais ou agrícolas</td>\n",
       "      <td>14.9</td>\n",
       "      <td>42.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.800003</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40.200001</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.33</td>\n",
       "      <td>15.398800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264.8890</td>\n",
       "      <td>11.7616</td>\n",
       "      <td>NaN</td>\n",
       "      <td>261.708</td>\n",
       "      <td>15.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  DISTRITO       TIPO   ANO  AREAPOV  AREAMATO  AREAAGRIC  AREATOTAL  \\\n",
       "0  Coimbra  Florestal  2013      0.0     0.001        0.0      0.001   \n",
       "1  Coimbra  Florestal  2013      0.0     0.001        0.0      0.001   \n",
       "2  Coimbra  Florestal  2013      0.0     0.050        0.0      0.050   \n",
       "3   Leiria  Florestal  2013      0.1     0.100        0.0      0.200   \n",
       "4   Leiria   Agrícola  2013      0.0     0.000        6.5      6.500   \n",
       "\n",
       "   REACENDIMENTOS  QUEIMADA  FALSOALARME  FOGACHO  INCENDIO  AGRICOLA  \\\n",
       "0               0         0            0        1         0         0   \n",
       "1               0         0            0        1         0         0   \n",
       "2               0         0            0        1         0         0   \n",
       "3               0         0            0        1         0         0   \n",
       "4               0         0            0        0         0         1   \n",
       "\n",
       "            NCCO  NOMECCO  DATAALERTA HORAALERTA            LOCAL  \\\n",
       "0  2013060000295        6  03-01-2013      17:54          CUNHEDO   \n",
       "1  2013060000445        6  04-01-2013      23:56        Comareira   \n",
       "2  2013060000377        6  04-01-2013      13:09     Chãs de Égua   \n",
       "3  2013100000560       10  04-01-2013      13:13         Sobreiro   \n",
       "4  2013100000546       10  04-01-2013      12:00  PNSAC - ALVADOS   \n",
       "\n",
       "          CONCELHO            FREGUESIA FONTEALERTA     INE       X       Y  \\\n",
       "0         Penacova  Oliveira do Mondego   Populares   61305  192399  373499   \n",
       "1             Góis                 Góis   Populares   60604  198300  351000   \n",
       "2          Arganil               Piódão   Populares   60111  228799  363099   \n",
       "3  Pedrógão Grande      Pedrógão Grande      Outros  101302  197499  325299   \n",
       "4     Porto de Mós              Alvados   Populares  101603  145400  287000   \n",
       "\n",
       "   DIA  MES  HORA OPERADOR PERIMETRO                          APS  CAUSA  \\\n",
       "0    3    1    17     sigo       NaN                          NaN  449.0   \n",
       "1    4    1    23     sigo       NaN                          NaN   14.0   \n",
       "2    4    1    13     sigo       NaN                          NaN  124.0   \n",
       "3    4    1    13  2020419       NaN                          NaN  124.0   \n",
       "4    4    1    12  2020419       NaN  SERRAS DE AIRE E CANDEEIROS  129.0   \n",
       "\n",
       "     TIPOCAUSA             DHINICIO                DHFIM  DURACAO    HAHORA  \\\n",
       "0  Intencional  03-01-2013 17:54:00  03-01-2013 18:29:00     35.0  0.001714   \n",
       "1   Negligente  04-01-2013 23:56:00  05-01-2013 01:40:00    104.0  0.000577   \n",
       "2   Negligente  04-01-2013 13:09:00  04-01-2013 14:30:00     81.0  0.037037   \n",
       "3   Negligente  04-01-2013 13:13:00  04-01-2013 13:53:00     40.0  0.300000   \n",
       "4   Negligente  04-01-2013 12:00:00  04-01-2013 15:08:00    188.0  2.074468   \n",
       "\n",
       "  DATAEXTINCAO HORAEXTINCAO DATA1INTERVENCAO HORA1INTERVENCAO  QUEIMA  \\\n",
       "0   03-01-2013        18:29       03-01-2013            18:10       0   \n",
       "1   05-01-2013        01:40       05-01-2013            00:15       0   \n",
       "2   04-01-2013        14:30       04-01-2013            13:45       0   \n",
       "3   04-01-2013        13:53       04-01-2013            13:27       0   \n",
       "4   04-01-2013        15:08       04-01-2013            12:10       0   \n",
       "\n",
       "         LAT       LON                                       CAUSAFAMILIA  \\\n",
       "0  40.330172 -8.222549                         Incendiarismo - Imputáveis   \n",
       "1  40.127576 -8.153059                            Uso do fogo - Fogueiras   \n",
       "2  40.236057 -7.794691  Queimas amontoados de sobrantes florestais ou ...   \n",
       "3  39.896117 -8.162342  Queimas amontoados de sobrantes florestais ou ...   \n",
       "4  39.549428 -8.768329     Queimadas de sobrantes florestais ou agrícolas   \n",
       "\n",
       "   TEMPERATURA  HUMIDADERELATIVA  VENTOINTENSIDADE  VENTOINTENSIDADE_VETOR  \\\n",
       "0         15.3              54.0              14.0                  -999.0   \n",
       "1         14.6              41.0              10.0                  -999.0   \n",
       "2          9.6              51.0              28.0                  -999.0   \n",
       "3          9.6              51.0              28.0                  -999.0   \n",
       "4         14.9              42.0              14.0                  -999.0   \n",
       "\n",
       "   VENTODIRECAO_VETOR  PRECEPITACAO       FFMC  DMC         DC  ISI  BUI  FWI  \\\n",
       "0              -999.0           0.0  76.300003  2.2  35.200001  1.7  3.8  0.7   \n",
       "1              -999.0           0.0  85.400002  2.9  47.400002  3.7  5.1  2.6   \n",
       "2              -999.0           0.0  81.099998  1.7  25.000000  5.3  3.0  3.2   \n",
       "3              -999.0           0.0  81.099998  1.7  25.000000  5.3  3.0  3.2   \n",
       "4              -999.0           0.0  85.800003  4.0  40.200001  4.8  6.5  4.1   \n",
       "\n",
       "    DSR        THC  MODFARSITE  ALTITUDEMEDIA  DECLIVEMEDIO  \\\n",
       "0  0.01  26.773500         NaN        99.8913       17.5053   \n",
       "1  0.15  15.847600         NaN       597.4790       49.9571   \n",
       "2  0.21  20.834101       227.0       748.7660       50.4426   \n",
       "3  0.21  20.834101         NaN       343.0810       10.0806   \n",
       "4  0.33  15.398800         NaN       264.8890       11.7616   \n",
       "\n",
       "   HORASEXPOSICAOMEDIA  DENDIDADERV  COSN5VARIEDADE  AREAMANCHAMODFARSITE  \\\n",
       "0                  NaN      120.767           22.49                   NaN   \n",
       "1                  NaN      183.455           21.73                   NaN   \n",
       "2                  NaN      224.046           11.95               10.8147   \n",
       "3                  NaN      138.011           18.89                   NaN   \n",
       "4                  NaN      261.708           15.32                   NaN   \n",
       "\n",
       "  AREASFICHEIROS_GNR AREASFICHEIROS_GTF  FICHEIROIMAGEM_GNR  \\\n",
       "0                NaN                NaN                 NaN   \n",
       "1                NaN                NaN                 NaN   \n",
       "2                NaN                NaN                 NaN   \n",
       "3                NaN                NaN                 NaN   \n",
       "4                NaN                NaN                 NaN   \n",
       "\n",
       "  AREASFICHEIROSHP_GTF  AREASFICHEIROSHPXML_GTF AREASFICHEIRODBF_GTF  \\\n",
       "0                  NaN                      NaN                  NaN   \n",
       "1                  NaN                      NaN                  NaN   \n",
       "2                  NaN                      NaN                  NaN   \n",
       "3                  NaN                      NaN                  NaN   \n",
       "4                  NaN                      NaN                  NaN   \n",
       "\n",
       "  AREASFICHEIROPRJ_GTF AREASFICHEIROSBN_GTF AREASFICHEIROSBX_GTF  \\\n",
       "0                  NaN                  NaN                  NaN   \n",
       "1                  NaN                  NaN                  NaN   \n",
       "2                  NaN                  NaN                  NaN   \n",
       "3                  NaN                  NaN                  NaN   \n",
       "4                  NaN                  NaN                  NaN   \n",
       "\n",
       "  AREASFICHEIROSHX_GTF AREASFICHEIROZIP_SAA  index  \n",
       "0                  NaN                  NaN    NaN  \n",
       "1                  NaN                  NaN    NaN  \n",
       "2                  NaN                  NaN    NaN  \n",
       "3                  NaN                  NaN    NaN  \n",
       "4                  NaN                  NaN    NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bca5889",
   "metadata": {},
   "source": [
    "After looking into the columns I can identify a lot of them that are reserved to store optional data and files, we are droping them all together and work from there"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ad790e0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:04:49.332771Z",
     "start_time": "2022-10-10T07:04:49.301740Z"
    }
   },
   "outputs": [],
   "source": [
    "#columns to maintain in the dataset\n",
    "columns_data = ['X','Y','LAT', 'LON','ANO','TIPO','DISTRITO','CONCELHO','FREGUESIA','DHINICIO','DHFIM','DURACAO',\n",
    "            'AREAPOV','AREAMATO','AREAAGRIC','AREATOTAL','REACENDIMENTOS', 'HAHORA',  \n",
    "            'QUEIMADA','FALSOALARME','FOGACHO','INCENDIO','AGRICOLA','TIPOCAUSA', 'HUMIDADERELATIVA','VENTOINTENSIDADE','PRECEPITACAO','FFMC','DMC','DC','ISI','FWI','THC','ALTITUDEMEDIA','DECLIVEMEDIO','DENDIDADERV','COSN5VARIEDADE']  \n",
    "\n",
    "dataset = dataset[columns_data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b73b867f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:04:49.460739Z",
     "start_time": "2022-10-10T07:04:49.333773Z"
    }
   },
   "outputs": [
    {
     "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>187005.525665</td>\n",
       "      <td>49035.421797</td>\n",
       "      <td>-3.465220e+06</td>\n",
       "      <td>160057.500000</td>\n",
       "      <td>181151.000000</td>\n",
       "      <td>213936.000000</td>\n",
       "      <td>3.599970e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>390386.384704</td>\n",
       "      <td>133962.727045</td>\n",
       "      <td>-8.943710e+05</td>\n",
       "      <td>280023.000000</td>\n",
       "      <td>451665.000000</td>\n",
       "      <td>487251.500000</td>\n",
       "      <td>3.145872e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAT</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>40.478801</td>\n",
       "      <td>1.214036</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>39.485910</td>\n",
       "      <td>41.033043</td>\n",
       "      <td>41.353437</td>\n",
       "      <td>6.524333e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LON</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>-8.283952</td>\n",
       "      <td>0.577236</td>\n",
       "      <td>-5.185375e+01</td>\n",
       "      <td>-8.605960</td>\n",
       "      <td>-8.357085</td>\n",
       "      <td>-7.967908</td>\n",
       "      <td>-0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANO</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>2016.745932</td>\n",
       "      <td>2.776396</td>\n",
       "      <td>2.013000e+03</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>2.022000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DURACAO</th>\n",
       "      <td>142748.0</td>\n",
       "      <td>85.149172</td>\n",
       "      <td>369.995006</td>\n",
       "      <td>-5.000000e+00</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>4.935900e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AREAPOV</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>4.566280</td>\n",
       "      <td>224.221517</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.721543e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AREAMATO</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>3.879583</td>\n",
       "      <td>94.535103</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.129700</td>\n",
       "      <td>1.317886e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AREAAGRIC</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.660495</td>\n",
       "      <td>28.682286</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.493424e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AREATOTAL</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>9.106358</td>\n",
       "      <td>305.132385</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.361881e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REACENDIMENTOS</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.069789</td>\n",
       "      <td>0.254792</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAHORA</th>\n",
       "      <td>142806.0</td>\n",
       "      <td>1.074578</td>\n",
       "      <td>21.208450</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.018367</td>\n",
       "      <td>0.088889</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>6.902792e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QUEIMADA</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FALSOALARME</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOGACHO</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.652004</td>\n",
       "      <td>0.476336</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INCENDIO</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.155857</td>\n",
       "      <td>0.362721</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGRICOLA</th>\n",
       "      <td>143131.0</td>\n",
       "      <td>0.192139</td>\n",
       "      <td>0.393983</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HUMIDADERELATIVA</th>\n",
       "      <td>123225.0</td>\n",
       "      <td>44.730346</td>\n",
       "      <td>17.460084</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.004993e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VENTOINTENSIDADE</th>\n",
       "      <td>123200.0</td>\n",
       "      <td>10.163521</td>\n",
       "      <td>6.368834</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.723747</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>9.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRECEPITACAO</th>\n",
       "      <td>123225.0</td>\n",
       "      <td>0.124679</td>\n",
       "      <td>1.349850</td>\n",
       "      <td>-3.515625e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.080000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FFMC</th>\n",
       "      <td>141610.0</td>\n",
       "      <td>89.223610</td>\n",
       "      <td>71.696991</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>86.900002</td>\n",
       "      <td>89.759953</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>1.007131e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMC</th>\n",
       "      <td>141639.0</td>\n",
       "      <td>114.474760</td>\n",
       "      <td>96.841482</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>37.299999</td>\n",
       "      <td>95.900002</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>1.590033e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DC</th>\n",
       "      <td>141639.0</td>\n",
       "      <td>498.490394</td>\n",
       "      <td>311.520045</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>228.899994</td>\n",
       "      <td>517.299988</td>\n",
       "      <td>726.970032</td>\n",
       "      <td>6.822710e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISI</th>\n",
       "      <td>141610.0</td>\n",
       "      <td>7.735870</td>\n",
       "      <td>5.296050</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>7.034608</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>1.927000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FWI</th>\n",
       "      <td>141639.0</td>\n",
       "      <td>25.838629</td>\n",
       "      <td>64.961184</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>25.700001</td>\n",
       "      <td>36.299999</td>\n",
       "      <td>2.015009e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THC</th>\n",
       "      <td>93155.0</td>\n",
       "      <td>12.310276</td>\n",
       "      <td>11.160860</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>8.027330</td>\n",
       "      <td>10.830800</td>\n",
       "      <td>13.847000</td>\n",
       "      <td>2.498690e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALTITUDEMEDIA</th>\n",
       "      <td>143078.0</td>\n",
       "      <td>273.949513</td>\n",
       "      <td>242.165884</td>\n",
       "      <td>-6.379250e+01</td>\n",
       "      <td>86.392500</td>\n",
       "      <td>201.484000</td>\n",
       "      <td>399.721000</td>\n",
       "      <td>1.813540e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DECLIVEMEDIO</th>\n",
       "      <td>143078.0</td>\n",
       "      <td>13.943407</td>\n",
       "      <td>9.434166</td>\n",
       "      <td>5.408560e-02</td>\n",
       "      <td>6.678890</td>\n",
       "      <td>12.007700</td>\n",
       "      <td>19.221600</td>\n",
       "      <td>6.575060e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DENDIDADERV</th>\n",
       "      <td>143106.0</td>\n",
       "      <td>344.599511</td>\n",
       "      <td>291.106282</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>149.514000</td>\n",
       "      <td>255.892000</td>\n",
       "      <td>422.554000</td>\n",
       "      <td>2.027110e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COSN5VARIEDADE</th>\n",
       "      <td>143108.0</td>\n",
       "      <td>17.875832</td>\n",
       "      <td>4.871232</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>14.710000</td>\n",
       "      <td>17.820000</td>\n",
       "      <td>21.040000</td>\n",
       "      <td>3.988000e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count           mean            std           min  \\\n",
       "X                 143131.0  187005.525665   49035.421797 -3.465220e+06   \n",
       "Y                 143131.0  390386.384704  133962.727045 -8.943710e+05   \n",
       "LAT               143131.0      40.478801       1.214036  0.000000e+00   \n",
       "LON               143131.0      -8.283952       0.577236 -5.185375e+01   \n",
       "ANO               143131.0    2016.745932       2.776396  2.013000e+03   \n",
       "DURACAO           142748.0      85.149172     369.995006 -5.000000e+00   \n",
       "AREAPOV           143131.0       4.566280     224.221517  0.000000e+00   \n",
       "AREAMATO          143131.0       3.879583      94.535103  0.000000e+00   \n",
       "AREAAGRIC         143131.0       0.660495      28.682286  0.000000e+00   \n",
       "AREATOTAL         143131.0       9.106358     305.132385  0.000000e+00   \n",
       "REACENDIMENTOS    143131.0       0.069789       0.254792  0.000000e+00   \n",
       "HAHORA            142806.0       1.074578      21.208450  0.000000e+00   \n",
       "QUEIMADA          143131.0       0.000000       0.000000  0.000000e+00   \n",
       "FALSOALARME       143131.0       0.000000       0.000000  0.000000e+00   \n",
       "FOGACHO           143131.0       0.652004       0.476336  0.000000e+00   \n",
       "INCENDIO          143131.0       0.155857       0.362721  0.000000e+00   \n",
       "AGRICOLA          143131.0       0.192139       0.393983  0.000000e+00   \n",
       "HUMIDADERELATIVA  123225.0      44.730346      17.460084  0.000000e+00   \n",
       "VENTOINTENSIDADE  123200.0      10.163521       6.368834  0.000000e+00   \n",
       "PRECEPITACAO      123225.0       0.124679       1.349850 -3.515625e-02   \n",
       "FFMC              141610.0      89.223610      71.696991 -8.000000e+01   \n",
       "DMC               141639.0     114.474760      96.841482 -8.000000e+01   \n",
       "DC                141639.0     498.490394     311.520045 -8.000000e+01   \n",
       "ISI               141610.0       7.735870       5.296050 -8.000000e+01   \n",
       "FWI               141639.0      25.838629      64.961184 -8.000000e+01   \n",
       "THC                93155.0      12.310276      11.160860  0.000000e+00   \n",
       "ALTITUDEMEDIA     143078.0     273.949513     242.165884 -6.379250e+01   \n",
       "DECLIVEMEDIO      143078.0      13.943407       9.434166  5.408560e-02   \n",
       "DENDIDADERV       143106.0     344.599511     291.106282  0.000000e+00   \n",
       "COSN5VARIEDADE    143108.0      17.875832       4.871232  1.000000e+00   \n",
       "\n",
       "                            25%            50%            75%           max  \n",
       "X                 160057.500000  181151.000000  213936.000000  3.599970e+05  \n",
       "Y                 280023.000000  451665.000000  487251.500000  3.145872e+06  \n",
       "LAT                   39.485910      41.033043      41.353437  6.524333e+01  \n",
       "LON                   -8.605960      -8.357085      -7.967908 -0.000000e+00  \n",
       "ANO                 2015.000000    2017.000000    2019.000000  2.022000e+03  \n",
       "DURACAO               27.000000      45.000000      80.000000  4.935900e+04  \n",
       "AREAPOV                0.000000       0.000000       0.000000  4.721543e+04  \n",
       "AREAMATO               0.000000       0.010000       0.129700  1.317886e+04  \n",
       "AREAAGRIC              0.000000       0.000000       0.000000  5.493424e+03  \n",
       "AREATOTAL              0.010000       0.055000       0.500000  5.361881e+04  \n",
       "REACENDIMENTOS         0.000000       0.000000       0.000000  1.000000e+00  \n",
       "HAHORA                 0.018367       0.088889       0.454545  6.902792e+03  \n",
       "QUEIMADA               0.000000       0.000000       0.000000  0.000000e+00  \n",
       "FALSOALARME            0.000000       0.000000       0.000000  0.000000e+00  \n",
       "FOGACHO                0.000000       1.000000       1.000000  1.000000e+00  \n",
       "INCENDIO               0.000000       0.000000       0.000000  1.000000e+00  \n",
       "AGRICOLA               0.000000       0.000000       0.000000  1.000000e+00  \n",
       "HUMIDADERELATIVA      31.000000      43.000000      56.000000  1.004993e+02  \n",
       "VENTOINTENSIDADE       5.723747       9.000000      14.000000  9.000000e+01  \n",
       "PRECEPITACAO           0.000000       0.000000       0.000000  1.080000e+02  \n",
       "FFMC                  86.900002      89.759953      92.500000  1.007131e+04  \n",
       "DMC                   37.299999      95.900002     159.000000  1.590033e+03  \n",
       "DC                   228.899994     517.299988     726.970032  6.822710e+03  \n",
       "ISI                    4.600000       7.034608      10.100000  1.927000e+02  \n",
       "FWI                   13.000000      25.700001      36.299999  2.015009e+04  \n",
       "THC                    8.027330      10.830800      13.847000  2.498690e+02  \n",
       "ALTITUDEMEDIA         86.392500     201.484000     399.721000  1.813540e+03  \n",
       "DECLIVEMEDIO           6.678890      12.007700      19.221600  6.575060e+01  \n",
       "DENDIDADERV          149.514000     255.892000     422.554000  2.027110e+03  \n",
       "COSN5VARIEDADE        14.710000      17.820000      21.040000  3.988000e+01  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bbb8fab7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:04:49.476754Z",
     "start_time": "2022-10-10T07:04:49.461740Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "X                     int64\n",
       "Y                     int64\n",
       "LAT                 float64\n",
       "LON                 float64\n",
       "ANO                   int64\n",
       "TIPO                 object\n",
       "DISTRITO             object\n",
       "CONCELHO             object\n",
       "FREGUESIA            object\n",
       "DHINICIO             object\n",
       "DHFIM                object\n",
       "DURACAO             float64\n",
       "AREAPOV             float64\n",
       "AREAMATO            float64\n",
       "AREAAGRIC           float64\n",
       "AREATOTAL           float64\n",
       "REACENDIMENTOS        int64\n",
       "HAHORA              float64\n",
       "QUEIMADA              int64\n",
       "FALSOALARME           int64\n",
       "FOGACHO               int64\n",
       "INCENDIO              int64\n",
       "AGRICOLA              int64\n",
       "TIPOCAUSA            object\n",
       "HUMIDADERELATIVA    float64\n",
       "VENTOINTENSIDADE    float64\n",
       "PRECEPITACAO        float64\n",
       "FFMC                float64\n",
       "DMC                 float64\n",
       "DC                  float64\n",
       "ISI                 float64\n",
       "FWI                 float64\n",
       "THC                 float64\n",
       "ALTITUDEMEDIA       float64\n",
       "DECLIVEMEDIO        float64\n",
       "DENDIDADERV         float64\n",
       "COSN5VARIEDADE      float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9baca519",
   "metadata": {},
   "source": [
    "### Assigning the correct date/time types to data columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "46a91b7f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.232899Z",
     "start_time": "2022-10-10T07:04:49.477755Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset['DHINICIO'] = pd.to_datetime(dataset['DHINICIO'])\n",
    "dataset['DHFIM'] = pd.to_datetime(dataset['DHFIM'])    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1dfe9f1",
   "metadata": {},
   "source": [
    "We can see from the describe that we have huge problems here.\n",
    "\n",
    "Columns: DURACAO, HAHORA and the areas have massive ranges and in some cases just invalid ones like the DURACAO columns (Duration of the fire)\n",
    "\n",
    "Lets do some boxplots to find what's what."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dced2608",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.707780Z",
     "start_time": "2022-10-10T07:05:09.233901Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DURACAO\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HAHORA\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AREAPOV\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AREAMATO\n"
     ]
    },
    {
     "data": {
      "image/png": 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4++67efrppxkeHm50a9KUGQhSHcybN4/bb7+dLVu28OUvf5ktW7Zw++23M2/evEa3Jk2ZgSDVwcjICC+++CJDQ0MADA0N8eKLLzIyMtLgzqSpm3EgRERLRPx1RPzP8nlhRLwUEe+W90tqtn0gInZHxDsRcUtN/bqIeKusezgiYqZ9SWfTkiVLGB0dBWDiyr3R0VGWLFnSyLak01KPI4RvA4M1n+8HtmfmMmB7+UxELAfWASuANcCjEdFS9nkM2AAsK681dehLOqsuuugitmzZwvDwMFu2bOGiiy5qdEvSaZlRIETEUuCfAn9cU74V2FqWtwJra+pPZeZwZr4H7Aauj4grgIsz89Uc/9PqiZp9pKawd+9eVqxYwerVq5k7dy6rV69mxYoVXmWkpjLTI4T/CPxb4EhNbXFm7gMo75eX+hLg/Zrt9pTakrJ8fP0EEbEhInZExI79+/fPsHWpfhYsWMDLL7/Mxo0bGRoaYuPGjbz88sssWLCg0a1JUzbtQIiI3wI+ysw3p7rLJLU8Sf3EYuamzGzPzPZFixZN8cdKZ96nn37KggULuPbaa2ltbeXaa69lwYIFfPrpp41uTZqymRwh/Abw2xHxU+Ap4B9FxJ8AH5bTQJT3j8r2e4Ara/ZfCuwt9aWT1KWmMTY2xkMPPURXVxfz58+nq6uLhx56iLGxsUa3Jk3ZtAMhMx/IzKWZeTXjg8UvZ+bvAs8D68tm64HnyvLzwLqImBcR1zA+ePxGOa30WUTcUK4uuqtmH6kpzJs3j4MHD7Jz504OHz7Mzp07OXjwoPchqKmciakrvgc8ExGdwM+B2wAy8+2IeAbYBYwB92bm4bLPt4DHgQuBbeUlNY177rmH73znO3z3u99lbGyMOXPmcPjwYe69995GtyZNWV0CITP/EvjLsnwAWP0F2/UAPZPUdwCVevQiNdLEPQjNOouwzm/eqSzVwebNm9m4cSNjY2NkJmNjY2zcuJHNmzc3ujVpynweglQHEcHQ0NAxN6N9/vnnfOlLX/JoQbOKz0OQzrB58+axYcMGfvSjHx2d/vrrX/+6g8pqKp4ykurg5ptv5sknn+Smm27i4MGD3HTTTTz55JPcfPPNjW5NmjJPGUl1UKlUuPDCC3nzzTfJTCKC6667jl/+8pc+QlOzyslOGXmEINXBrl27OHDgANu3b2dkZITt27dz4MABdu3a1ejWpCkzEKQ6mDt3Lvfddx8dHR20trbS0dHBfffdx9y5cxvdmjRlBoJUByMjI/T29tLf38/o6Cj9/f309vb6gBw1Fa8ykupg+fLlrF27lq6urqNXGX3jG9/g2WefbXRr0pQZCFIddHd3881vfpNDhw5x5MgRfvzjH/Pwww/z/e9/v9GtSVPmKSOpDl555RWGhoZYuHAhEcHChQsZGhrilVdeaXRr0pQZCFIdbN68mRtvvJFPPvmEzOSTTz7hxhtvdOoKNRUDQaqD4eFhXnvtNR588EGGhoZ48MEHee211xgeHm50a9KUeWOaVAcRwWWXXcaBAweO3ph26aWX8vHHHzuXkWYV5zKSzoKPP/746HJmHvNZagaeMpLq6IILLjjmXWom/quV6ujyyy/nggsu4PLLL290K9JpMxCkOrngggv44IMPOHLkCB988IFHCWo6/ouV6uTIkSOsXLmSvXv3snLlSo4cOdLolqTT4qCyVEevvPIKX/3qVxvdhjQtHiFIdXL8KSJPGanZTPtfbERcGRH9ETEYEW9HxLdLfWFEvBQR75b3S2r2eSAidkfEOxFxS039uoh4q6x7OCJiZr+WdPZlJosXLyYiWLx4sfcfqOnM5E+YMeDfZGYbcANwb0QsB+4HtmfmMmB7+UxZtw5YAawBHo2IlvJdjwEbgGXltWYGfUkNkZl8+OGHx7xLzWTagZCZ+zLzr8ryZ8AgsAS4FdhaNtsKrC3LtwJPZeZwZr4H7Aauj4grgIsz89Uc/y/oiZp9JElnSV1OckbE1cC1wOvA4szcB+OhAUxckL0EeL9mtz2ltqQsH1+f7OdsiIgdEbFj//799WhdklTMOBAi4leA/w78XmZ+erJNJ6nlSeonFjM3ZWZ7ZrYvWrTo9JuVJH2hGQVCRLQyHgZPZuaflvKH5TQQ5f2jUt8DXFmz+1Jgb6kvnaQuNR2nrlAzm8lVRgH0AYOZ+Yc1q54H1pfl9cBzNfV1ETEvIq5hfPD4jXJa6bOIuKF85101+0hNZWIg2QFlNaOZ3Jj2G8A/A96KiB+V2r8Dvgc8ExGdwM+B2wAy8+2IeAbYxfgVSvdm5uGy37eAx4ELgW3lJTUdA0HNzOchSHVwsltnmvW/MZ2bTvY8BE90SpIAA0GSVBgIkiTAQJAkFQaCJAkwECRJhYEgSQIMBElSYSBIkgADQZJUGAiSJMBAkCQVBoIkCTAQJEmFgSBJAgwESVJhIEiSAANBklQYCJIkwECQJBUGgiQJmEWBEBFrIuKdiNgdEfc3uh9JOt/MikCIiBbgPwP/BFgO3BERyxvblSSdX2ZFIADXA7sz8yeZOQI8Bdza4J4k6bwyp9ENFEuA92s+7wH+wfEbRcQGYAPAVVdddXY607nl33/ljHxt/v7FZ/1njn/3L87cd+u8M1sCISap5QmFzE3AJoD29vYT1kundIb+Bxox2T/hcZn+U1VzmC2njPYAV9Z8XgrsbVAvknRemi2B8L+AZRFxTUTMBdYBzze4J2nKvugowKMDNZNZccooM8ci4j7gRaAF2JKZbze4Lem0+D9/NbtZEQgAmflnwJ81ug9JOl/NllNGkqQGMxAkSYCBIEkqDARJEgDRrFdGRMR+4GeN7kOaxGXAx41uQvoCfyczF022omkDQZqtImJHZrY3ug/pdHnKSJIEGAiSpMJAkOpvU6MbkKbDMQRJEuARgiSpMBAkSYCBINVNRGyJiI8iYmeje5Gmw0CQ6udxYE2jm5Cmy0CQ6iQzfwgcbHQf0nQZCJIkwECQJBUGgiQJMBAkSYWBINVJRFSBV4GvRcSeiOhsdE/S6XDqCkkS4BGCJKkwECRJgIEgSSoMBEkSYCBIkgoDQZIEGAiSpOL/AVzBjtfYJs3oAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AREAAGRIC\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AREATOTAL\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in ['DURACAO','HAHORA', 'AREAPOV', 'AREAMATO', 'AREAAGRIC', 'AREATOTAL']:\n",
    "    print(i)\n",
    "    plt.boxplot(dataset[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eaeafe0",
   "metadata": {},
   "source": [
    "We know that ha burned by hour (HAHORA) is duration(DURACAO)/total area burned (AREATOTAL). So first of all lets check for nan's, as this columns have to possibly be discarded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ccebba4c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.723795Z",
     "start_time": "2022-10-10T07:05:09.708781Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# No nan's here\n",
    "dataset['AREATOTAL'].isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b47cd365",
   "metadata": {},
   "source": [
    "Let's recompute the total area just to be sure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "22a594e2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.739809Z",
     "start_time": "2022-10-10T07:05:09.724795Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    143131.000000\n",
       "mean          9.106358\n",
       "std         305.132385\n",
       "min           0.000000\n",
       "25%           0.010000\n",
       "50%           0.055000\n",
       "75%           0.500000\n",
       "max       53618.811555\n",
       "Name: AREATOTAL, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['AREATOTAL'] = dataset['AREAPOV']+dataset['AREAMATO']+dataset['AREAAGRIC']\n",
    "dataset['AREATOTAL'].describe()\n",
    "\n",
    "# All good here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f3bacd5",
   "metadata": {},
   "source": [
    "Let's check if we have nan durations and begin and end nan dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b77dc8aa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.755823Z",
     "start_time": "2022-10-10T07:05:09.741812Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "383"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "383"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(dataset['DURACAO'].isna().sum())\n",
    "display(dataset['DHFIM'].isna().sum())\n",
    "display(dataset['DHINICIO'].isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72350435",
   "metadata": {},
   "source": [
    "We have precisely the same number of duration and end date nan's lets check whats happening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0eb16a32",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.802708Z",
     "start_time": "2022-10-10T07:05:09.756824Z"
    }
   },
   "outputs": [
    {
     "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>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>ANO</th>\n",
       "      <th>TIPO</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>CONCELHO</th>\n",
       "      <th>FREGUESIA</th>\n",
       "      <th>DHINICIO</th>\n",
       "      <th>DHFIM</th>\n",
       "      <th>DURACAO</th>\n",
       "      <th>AREAPOV</th>\n",
       "      <th>AREAMATO</th>\n",
       "      <th>AREAAGRIC</th>\n",
       "      <th>AREATOTAL</th>\n",
       "      <th>REACENDIMENTOS</th>\n",
       "      <th>HAHORA</th>\n",
       "      <th>QUEIMADA</th>\n",
       "      <th>FALSOALARME</th>\n",
       "      <th>FOGACHO</th>\n",
       "      <th>INCENDIO</th>\n",
       "      <th>AGRICOLA</th>\n",
       "      <th>TIPOCAUSA</th>\n",
       "      <th>HUMIDADERELATIVA</th>\n",
       "      <th>VENTOINTENSIDADE</th>\n",
       "      <th>PRECEPITACAO</th>\n",
       "      <th>FFMC</th>\n",
       "      <th>DMC</th>\n",
       "      <th>DC</th>\n",
       "      <th>ISI</th>\n",
       "      <th>FWI</th>\n",
       "      <th>THC</th>\n",
       "      <th>ALTITUDEMEDIA</th>\n",
       "      <th>DECLIVEMEDIO</th>\n",
       "      <th>DENDIDADERV</th>\n",
       "      <th>COSN5VARIEDADE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>254299</td>\n",
       "      <td>496900</td>\n",
       "      <td>41.439564</td>\n",
       "      <td>-7.483422</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Vila Real</td>\n",
       "      <td>Murça</td>\n",
       "      <td>Valongo de Milhais</td>\n",
       "      <td>2013-02-26 13:19:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74.300003</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>244.899994</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>29.374001</td>\n",
       "      <td>628.9000</td>\n",
       "      <td>16.56850</td>\n",
       "      <td>149.4730</td>\n",
       "      <td>21.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>186713</td>\n",
       "      <td>470773</td>\n",
       "      <td>41.206040</td>\n",
       "      <td>-8.291547</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Penafiel</td>\n",
       "      <td>Penafiel</td>\n",
       "      <td>2013-02-03 19:10:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.699997</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>12.700000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>13.300000</td>\n",
       "      <td>236.2880</td>\n",
       "      <td>11.47780</td>\n",
       "      <td>317.3160</td>\n",
       "      <td>22.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>201989</td>\n",
       "      <td>462656</td>\n",
       "      <td>41.133060</td>\n",
       "      <td>-8.109440</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Baião</td>\n",
       "      <td>Mesquinhata</td>\n",
       "      <td>2013-04-15 17:15:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>64.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.500000</td>\n",
       "      <td>16.700001</td>\n",
       "      <td>48.700001</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>14.619200</td>\n",
       "      <td>266.7880</td>\n",
       "      <td>26.87170</td>\n",
       "      <td>199.1940</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>127819</td>\n",
       "      <td>232428</td>\n",
       "      <td>39.055000</td>\n",
       "      <td>-8.965556</td>\n",
       "      <td>2013</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Lisboa</td>\n",
       "      <td>Alenquer</td>\n",
       "      <td>Alenquer (Triana)</td>\n",
       "      <td>2013-04-20 20:51:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>51.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.500000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>13.600000</td>\n",
       "      <td>13.518400</td>\n",
       "      <td>13.9894</td>\n",
       "      <td>5.49468</td>\n",
       "      <td>417.7740</td>\n",
       "      <td>16.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>254199</td>\n",
       "      <td>512100</td>\n",
       "      <td>41.576419</td>\n",
       "      <td>-7.483254</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Vila Real</td>\n",
       "      <td>Valpaços</td>\n",
       "      <td>São João da Corveira</td>\n",
       "      <td>2013-04-20 18:00:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.750</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.750</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.699997</td>\n",
       "      <td>22.600000</td>\n",
       "      <td>40.900002</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>8.600000</td>\n",
       "      <td>12.217000</td>\n",
       "      <td>866.5950</td>\n",
       "      <td>12.38280</td>\n",
       "      <td>88.8185</td>\n",
       "      <td>8.83</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141469</th>\n",
       "      <td>178460</td>\n",
       "      <td>536586</td>\n",
       "      <td>41.798333</td>\n",
       "      <td>-8.392222</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Ponte da Barca</td>\n",
       "      <td>Sampriz</td>\n",
       "      <td>2022-08-20 13:28:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.199997</td>\n",
       "      <td>78.800003</td>\n",
       "      <td>534.799988</td>\n",
       "      <td>7.170000</td>\n",
       "      <td>26.770000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>481.6270</td>\n",
       "      <td>33.18810</td>\n",
       "      <td>160.2870</td>\n",
       "      <td>12.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141495</th>\n",
       "      <td>174620</td>\n",
       "      <td>542797</td>\n",
       "      <td>41.854167</td>\n",
       "      <td>-8.438889</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>Parada</td>\n",
       "      <td>2022-08-24 13:30:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.809273</td>\n",
       "      <td>133.165649</td>\n",
       "      <td>629.765625</td>\n",
       "      <td>4.255781</td>\n",
       "      <td>20.091394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.4044</td>\n",
       "      <td>13.06390</td>\n",
       "      <td>217.0840</td>\n",
       "      <td>19.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141591</th>\n",
       "      <td>177664</td>\n",
       "      <td>536758</td>\n",
       "      <td>41.800000</td>\n",
       "      <td>-8.401944</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Ponte da Barca</td>\n",
       "      <td>Vila Nova de Muia</td>\n",
       "      <td>2022-09-24 15:22:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.199997</td>\n",
       "      <td>19.400000</td>\n",
       "      <td>205.699997</td>\n",
       "      <td>7.330000</td>\n",
       "      <td>13.890000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104.6050</td>\n",
       "      <td>22.68550</td>\n",
       "      <td>204.9210</td>\n",
       "      <td>14.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141594</th>\n",
       "      <td>181459</td>\n",
       "      <td>548107</td>\n",
       "      <td>41.902222</td>\n",
       "      <td>-8.356667</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>Carralcova</td>\n",
       "      <td>2022-09-24 20:51:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.599998</td>\n",
       "      <td>16.600000</td>\n",
       "      <td>203.100006</td>\n",
       "      <td>6.830000</td>\n",
       "      <td>12.270000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>449.9400</td>\n",
       "      <td>22.38110</td>\n",
       "      <td>107.3270</td>\n",
       "      <td>13.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143033</th>\n",
       "      <td>194022</td>\n",
       "      <td>418528</td>\n",
       "      <td>40.735680</td>\n",
       "      <td>-8.203890</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viseu</td>\n",
       "      <td>Oliveira de Frades</td>\n",
       "      <td>Sejães</td>\n",
       "      <td>2022-08-15 11:30:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.580</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.123840</td>\n",
       "      <td>199.036133</td>\n",
       "      <td>633.747742</td>\n",
       "      <td>8.077830</td>\n",
       "      <td>34.041569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.0560</td>\n",
       "      <td>28.48590</td>\n",
       "      <td>119.1800</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>383 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             X       Y        LAT       LON   ANO       TIPO  \\\n",
       "113     254299  496900  41.439564 -7.483422  2013  Florestal   \n",
       "179     186713  470773  41.206040 -8.291547  2013  Florestal   \n",
       "400     201989  462656  41.133060 -8.109440  2013  Florestal   \n",
       "587     127819  232428  39.055000 -8.965556  2013   Agrícola   \n",
       "591     254199  512100  41.576419 -7.483254  2013  Florestal   \n",
       "...        ...     ...        ...       ...   ...        ...   \n",
       "141469  178460  536586  41.798333 -8.392222  2022  Florestal   \n",
       "141495  174620  542797  41.854167 -8.438889  2022  Florestal   \n",
       "141591  177664  536758  41.800000 -8.401944  2022  Florestal   \n",
       "141594  181459  548107  41.902222 -8.356667  2022  Florestal   \n",
       "143033  194022  418528  40.735680 -8.203890  2022  Florestal   \n",
       "\n",
       "                DISTRITO            CONCELHO             FREGUESIA  \\\n",
       "113            Vila Real               Murça    Valongo de Milhais   \n",
       "179                Porto            Penafiel              Penafiel   \n",
       "400                Porto               Baião           Mesquinhata   \n",
       "587               Lisboa            Alenquer     Alenquer (Triana)   \n",
       "591            Vila Real            Valpaços  São João da Corveira   \n",
       "...                  ...                 ...                   ...   \n",
       "141469  Viana do Castelo      Ponte da Barca               Sampriz   \n",
       "141495  Viana do Castelo   Arcos de Valdevez                Parada   \n",
       "141591  Viana do Castelo      Ponte da Barca     Vila Nova de Muia   \n",
       "141594  Viana do Castelo   Arcos de Valdevez            Carralcova   \n",
       "143033             Viseu  Oliveira de Frades                Sejães   \n",
       "\n",
       "                  DHINICIO DHFIM  DURACAO  AREAPOV  AREAMATO  AREAAGRIC  \\\n",
       "113    2013-02-26 13:19:00   NaT      NaN    0.040     0.000        0.0   \n",
       "179    2013-02-03 19:10:00   NaT      NaN    0.000     0.010        0.0   \n",
       "400    2013-04-15 17:15:00   NaT      NaN    0.000     0.030        0.0   \n",
       "587    2013-04-20 20:51:00   NaT      NaN    0.000     0.000        0.5   \n",
       "591    2013-04-20 18:00:00   NaT      NaN    0.000     1.750        0.0   \n",
       "...                    ...   ...      ...      ...       ...        ...   \n",
       "141469 2022-08-20 13:28:00   NaT      NaN    0.025     0.025        0.0   \n",
       "141495 2022-08-24 13:30:00   NaT      NaN    0.015     0.000        0.0   \n",
       "141591 2022-09-24 15:22:00   NaT      NaN    0.000     0.050        0.0   \n",
       "141594 2022-09-24 20:51:00   NaT      NaN    0.000     1.000        0.0   \n",
       "143033 2022-08-15 11:30:00   NaT      NaN    0.580     0.020        0.0   \n",
       "\n",
       "        AREATOTAL  REACENDIMENTOS  HAHORA  QUEIMADA  FALSOALARME  FOGACHO  \\\n",
       "113         0.040               0     NaN         0            0        1   \n",
       "179         0.010               0     NaN         0            0        1   \n",
       "400         0.030               0     NaN         0            0        1   \n",
       "587         0.500               0     NaN         0            0        0   \n",
       "591         1.750               0     NaN         0            0        0   \n",
       "...           ...             ...     ...       ...          ...      ...   \n",
       "141469      0.050               1   0.050         0            0        1   \n",
       "141495      0.015               0   0.015         0            0        1   \n",
       "141591      0.050               0   0.050         0            0        1   \n",
       "141594      1.000               0   1.000         0            0        0   \n",
       "143033      0.600               0   0.600         0            0        1   \n",
       "\n",
       "        INCENDIO  AGRICOLA      TIPOCAUSA  HUMIDADERELATIVA  VENTOINTENSIDADE  \\\n",
       "113            0         0     Negligente              50.0               3.0   \n",
       "179            0         0     Negligente              40.0               7.0   \n",
       "400            0         0   Desconhecida              64.0               7.0   \n",
       "587            0         1   Desconhecida              51.0              18.0   \n",
       "591            1         0     Negligente              40.0               7.0   \n",
       "...          ...       ...            ...               ...               ...   \n",
       "141469         0         0  Reacendimento               NaN               NaN   \n",
       "141495         0         0    Intencional               NaN               NaN   \n",
       "141591         0         0    Intencional               NaN               NaN   \n",
       "141594         1         0     Negligente               NaN               NaN   \n",
       "143033         0         0    Intencional               NaN               NaN   \n",
       "\n",
       "        PRECEPITACAO       FFMC         DMC          DC       ISI        FWI  \\\n",
       "113              0.0  74.300003    4.000000  244.899994  0.900000   0.400000   \n",
       "179              0.0  87.699997    7.400000   12.700000  4.400000   4.000000   \n",
       "400              0.0  86.500000   16.700001   48.700001  3.700000   5.600000   \n",
       "587              0.0  87.500000   23.000000  106.000000  7.400000  13.600000   \n",
       "591              0.0  88.699997   22.600000   40.900002  5.100000   8.600000   \n",
       "...              ...        ...         ...         ...       ...        ...   \n",
       "141469           NaN  91.199997   78.800003  534.799988  7.170000  26.770000   \n",
       "141495           NaN  87.809273  133.165649  629.765625  4.255781  20.091394   \n",
       "141591           NaN  87.199997   19.400000  205.699997  7.330000  13.890000   \n",
       "141594           NaN  86.599998   16.600000  203.100006  6.830000  12.270000   \n",
       "143033           NaN  90.123840  199.036133  633.747742  8.077830  34.041569   \n",
       "\n",
       "              THC  ALTITUDEMEDIA  DECLIVEMEDIO  DENDIDADERV  COSN5VARIEDADE  \n",
       "113     29.374001       628.9000      16.56850     149.4730           21.02  \n",
       "179     13.300000       236.2880      11.47780     317.3160           22.75  \n",
       "400     14.619200       266.7880      26.87170     199.1940           19.47  \n",
       "587     13.518400        13.9894       5.49468     417.7740           16.43  \n",
       "591     12.217000       866.5950      12.38280      88.8185            8.83  \n",
       "...           ...            ...           ...          ...             ...  \n",
       "141469        NaN       481.6270      33.18810     160.2870           12.85  \n",
       "141495        NaN        50.4044      13.06390     217.0840           19.14  \n",
       "141591        NaN       104.6050      22.68550     204.9210           14.94  \n",
       "141594        NaN       449.9400      22.38110     107.3270           13.84  \n",
       "143033        NaN       136.0560      28.48590     119.1800           19.47  \n",
       "\n",
       "[383 rows x 37 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['DURACAO'].isna()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5d0e37d",
   "metadata": {},
   "source": [
    "I have noticed that some of the records have a ratio per hour of burnt area, so from there we can calculate our duration. as shown bellow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7a588926",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.818679Z",
     "start_time": "2022-10-10T07:05:09.804710Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset['DURACAO'] = np.where(dataset['DURACAO'].isna() & ~dataset['HAHORA'].isna(), dataset['AREATOTAL']/dataset['HAHORA'] ,dataset['DURACAO'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "16201610",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.834694Z",
     "start_time": "2022-10-10T07:05:09.819681Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "326"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(dataset['DURACAO'].isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af0c55b8",
   "metadata": {},
   "source": [
    "We addressed some of the rows, but unfortunatly for our further analysis we cant use the columns that we cant calculate duration, we have to drop them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7ae6c011",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.880724Z",
     "start_time": "2022-10-10T07:05:09.835695Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset = dataset[~dataset['DURACAO'].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1dc7e154",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.896738Z",
     "start_time": "2022-10-10T07:05:09.881726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    142805.000000\n",
       "mean         85.115584\n",
       "std         369.924976\n",
       "min          -5.000000\n",
       "25%          27.000000\n",
       "50%          45.000000\n",
       "75%          80.000000\n",
       "max       49359.000000\n",
       "Name: DURACAO, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['DURACAO'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7936483",
   "metadata": {},
   "source": [
    "We have to recalculate all durations and if we can't make sense of them, we have to drop the meaningless columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e9989bc6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.912753Z",
     "start_time": "2022-10-10T07:05:09.897740Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['DURACAO'] = (dataset['DHFIM'] - dataset['DHINICIO']).dt.total_seconds() / 60 / 60\n",
    "dataset['DURACAO'].isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6df21308",
   "metadata": {},
   "source": [
    "We have 57 invalid durations wich means we have 57 invalid final dates. Let's check."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "643de8a7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:09.991721Z",
     "start_time": "2022-10-10T07:05:09.913754Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\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>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>ANO</th>\n",
       "      <th>TIPO</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>CONCELHO</th>\n",
       "      <th>FREGUESIA</th>\n",
       "      <th>DHINICIO</th>\n",
       "      <th>DHFIM</th>\n",
       "      <th>DURACAO</th>\n",
       "      <th>AREAPOV</th>\n",
       "      <th>AREAMATO</th>\n",
       "      <th>AREAAGRIC</th>\n",
       "      <th>AREATOTAL</th>\n",
       "      <th>REACENDIMENTOS</th>\n",
       "      <th>HAHORA</th>\n",
       "      <th>QUEIMADA</th>\n",
       "      <th>FALSOALARME</th>\n",
       "      <th>FOGACHO</th>\n",
       "      <th>INCENDIO</th>\n",
       "      <th>AGRICOLA</th>\n",
       "      <th>TIPOCAUSA</th>\n",
       "      <th>HUMIDADERELATIVA</th>\n",
       "      <th>VENTOINTENSIDADE</th>\n",
       "      <th>PRECEPITACAO</th>\n",
       "      <th>FFMC</th>\n",
       "      <th>DMC</th>\n",
       "      <th>DC</th>\n",
       "      <th>ISI</th>\n",
       "      <th>FWI</th>\n",
       "      <th>THC</th>\n",
       "      <th>ALTITUDEMEDIA</th>\n",
       "      <th>DECLIVEMEDIO</th>\n",
       "      <th>DENDIDADERV</th>\n",
       "      <th>COSN5VARIEDADE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>125608</th>\n",
       "      <td>234826</td>\n",
       "      <td>535956</td>\n",
       "      <td>41.790556</td>\n",
       "      <td>-7.713056</td>\n",
       "      <td>2021</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Vila Real</td>\n",
       "      <td>Montalegre</td>\n",
       "      <td>Chã</td>\n",
       "      <td>2021-03-23 19:55:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>91.646713</td>\n",
       "      <td>9.671956</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.599998</td>\n",
       "      <td>13.800000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>5.040000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>923.30900</td>\n",
       "      <td>9.11076</td>\n",
       "      <td>115.5130</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125624</th>\n",
       "      <td>264597</td>\n",
       "      <td>524095</td>\n",
       "      <td>41.683611</td>\n",
       "      <td>-7.357222</td>\n",
       "      <td>2021</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Vila Real</td>\n",
       "      <td>Valpaços</td>\n",
       "      <td>Ervões</td>\n",
       "      <td>2021-03-24 19:11:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>66.772537</td>\n",
       "      <td>22.647295</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.400002</td>\n",
       "      <td>17.900000</td>\n",
       "      <td>37.500000</td>\n",
       "      <td>2.930000</td>\n",
       "      <td>4.410000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>755.66400</td>\n",
       "      <td>14.17450</td>\n",
       "      <td>94.1571</td>\n",
       "      <td>9.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126166</th>\n",
       "      <td>209803</td>\n",
       "      <td>355482</td>\n",
       "      <td>40.167887</td>\n",
       "      <td>-8.018034</td>\n",
       "      <td>2021</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Góis</td>\n",
       "      <td>Colmeal</td>\n",
       "      <td>2021-04-04 15:20:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>51.662560</td>\n",
       "      <td>6.193266</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.475662</td>\n",
       "      <td>17.400370</td>\n",
       "      <td>54.908260</td>\n",
       "      <td>1.393566</td>\n",
       "      <td>1.925831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>622.99100</td>\n",
       "      <td>41.48900</td>\n",
       "      <td>81.3736</td>\n",
       "      <td>11.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129319</th>\n",
       "      <td>202977</td>\n",
       "      <td>486299</td>\n",
       "      <td>41.345833</td>\n",
       "      <td>-8.097500</td>\n",
       "      <td>2021</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Celorico de Basto</td>\n",
       "      <td>Fervença</td>\n",
       "      <td>2021-07-29 23:22:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>89.226555</td>\n",
       "      <td>3.822002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>91.300003</td>\n",
       "      <td>329.299988</td>\n",
       "      <td>7.260000</td>\n",
       "      <td>26.230000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>305.23600</td>\n",
       "      <td>20.84440</td>\n",
       "      <td>181.1630</td>\n",
       "      <td>17.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129421</th>\n",
       "      <td>175099</td>\n",
       "      <td>449799</td>\n",
       "      <td>41.016911</td>\n",
       "      <td>-8.429155</td>\n",
       "      <td>2021</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Santa Maria da Feira</td>\n",
       "      <td>Canedo</td>\n",
       "      <td>2021-07-31 16:49:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.880000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.880000</td>\n",
       "      <td>0</td>\n",
       "      <td>5.880000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>45.907143</td>\n",
       "      <td>18.065189</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.199997</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>412.600006</td>\n",
       "      <td>9.580000</td>\n",
       "      <td>32.970001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.82250</td>\n",
       "      <td>35.50580</td>\n",
       "      <td>300.6660</td>\n",
       "      <td>13.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130845</th>\n",
       "      <td>206125</td>\n",
       "      <td>492003</td>\n",
       "      <td>41.397222</td>\n",
       "      <td>-8.060000</td>\n",
       "      <td>2021</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Celorico de Basto</td>\n",
       "      <td>Infesta</td>\n",
       "      <td>2021-08-27 19:29:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.300000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>0</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>75.571999</td>\n",
       "      <td>12.478767</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.699997</td>\n",
       "      <td>124.699997</td>\n",
       "      <td>507.200012</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>27.870001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>422.00600</td>\n",
       "      <td>31.21040</td>\n",
       "      <td>172.2270</td>\n",
       "      <td>19.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132930</th>\n",
       "      <td>189394</td>\n",
       "      <td>432334</td>\n",
       "      <td>40.859955</td>\n",
       "      <td>-8.258912</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Arouca</td>\n",
       "      <td>Albergaria da Serra</td>\n",
       "      <td>2022-01-04 22:16:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.545200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.545200</td>\n",
       "      <td>0</td>\n",
       "      <td>0.545200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.374947</td>\n",
       "      <td>9.586843</td>\n",
       "      <td>21.438032</td>\n",
       "      <td>0.477571</td>\n",
       "      <td>0.268670</td>\n",
       "      <td>NaN</td>\n",
       "      <td>807.76600</td>\n",
       "      <td>35.73500</td>\n",
       "      <td>168.4030</td>\n",
       "      <td>13.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133061</th>\n",
       "      <td>172500</td>\n",
       "      <td>424900</td>\n",
       "      <td>40.792613</td>\n",
       "      <td>-8.458958</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Oliveira de Azeméis</td>\n",
       "      <td>Palmaz</td>\n",
       "      <td>2022-01-07 16:19:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.800003</td>\n",
       "      <td>19.799999</td>\n",
       "      <td>209.000000</td>\n",
       "      <td>5.180000</td>\n",
       "      <td>10.640000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.45700</td>\n",
       "      <td>23.36370</td>\n",
       "      <td>350.0930</td>\n",
       "      <td>15.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133146</th>\n",
       "      <td>170031</td>\n",
       "      <td>426087</td>\n",
       "      <td>40.803220</td>\n",
       "      <td>-8.488267</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Oliveira de Azeméis</td>\n",
       "      <td>Travanca</td>\n",
       "      <td>2022-07-15 14:40:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062300</td>\n",
       "      <td>0</td>\n",
       "      <td>0.062300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.553429</td>\n",
       "      <td>76.414017</td>\n",
       "      <td>436.666931</td>\n",
       "      <td>11.772620</td>\n",
       "      <td>33.984798</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.01000</td>\n",
       "      <td>14.16460</td>\n",
       "      <td>465.6290</td>\n",
       "      <td>14.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133179</th>\n",
       "      <td>173920</td>\n",
       "      <td>435276</td>\n",
       "      <td>40.886095</td>\n",
       "      <td>-8.442560</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Oliveira de Azeméis</td>\n",
       "      <td>Nogueira do Cravo</td>\n",
       "      <td>2022-07-20 17:42:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.500000</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>381.200012</td>\n",
       "      <td>4.710000</td>\n",
       "      <td>19.900000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>361.65900</td>\n",
       "      <td>26.98640</td>\n",
       "      <td>613.8780</td>\n",
       "      <td>21.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133204</th>\n",
       "      <td>172710</td>\n",
       "      <td>437566</td>\n",
       "      <td>40.906673</td>\n",
       "      <td>-8.457024</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Oliveira de Azeméis</td>\n",
       "      <td>Macieira de Sarnes</td>\n",
       "      <td>2022-07-25 21:25:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.136100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.136100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.136100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>106.500000</td>\n",
       "      <td>423.500000</td>\n",
       "      <td>7.780000</td>\n",
       "      <td>29.770000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>253.35600</td>\n",
       "      <td>9.28841</td>\n",
       "      <td>620.9090</td>\n",
       "      <td>16.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133234</th>\n",
       "      <td>175559</td>\n",
       "      <td>432655</td>\n",
       "      <td>40.862550</td>\n",
       "      <td>-8.423012</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Vale de Cambra</td>\n",
       "      <td>Codal</td>\n",
       "      <td>2022-07-31 10:24:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022300</td>\n",
       "      <td>1</td>\n",
       "      <td>0.022300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.699997</td>\n",
       "      <td>129.699997</td>\n",
       "      <td>476.299988</td>\n",
       "      <td>8.950000</td>\n",
       "      <td>34.419998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>425.09300</td>\n",
       "      <td>23.15530</td>\n",
       "      <td>712.7460</td>\n",
       "      <td>17.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133239</th>\n",
       "      <td>175509</td>\n",
       "      <td>432771</td>\n",
       "      <td>40.863588</td>\n",
       "      <td>-8.423615</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Vale de Cambra</td>\n",
       "      <td>Codal</td>\n",
       "      <td>2022-01-08 12:05:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.207000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.207000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.207000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.599998</td>\n",
       "      <td>134.300003</td>\n",
       "      <td>485.899994</td>\n",
       "      <td>10.540000</td>\n",
       "      <td>38.580002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.41900</td>\n",
       "      <td>26.03430</td>\n",
       "      <td>754.0290</td>\n",
       "      <td>19.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133384</th>\n",
       "      <td>167200</td>\n",
       "      <td>445800</td>\n",
       "      <td>40.980613</td>\n",
       "      <td>-8.522860</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Santa Maria da Feira</td>\n",
       "      <td>Fiães</td>\n",
       "      <td>2022-03-09 14:30:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.400002</td>\n",
       "      <td>109.699997</td>\n",
       "      <td>698.599976</td>\n",
       "      <td>5.270000</td>\n",
       "      <td>24.129999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200.10900</td>\n",
       "      <td>11.56300</td>\n",
       "      <td>754.2060</td>\n",
       "      <td>21.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133596</th>\n",
       "      <td>196685</td>\n",
       "      <td>94456</td>\n",
       "      <td>37.816667</td>\n",
       "      <td>-8.170833</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Beja</td>\n",
       "      <td>Aljustrel</td>\n",
       "      <td>Aljustrel</td>\n",
       "      <td>2022-08-22 15:52:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>113.090000</td>\n",
       "      <td>113.090000</td>\n",
       "      <td>0</td>\n",
       "      <td>113.090000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.199997</td>\n",
       "      <td>131.399994</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>13.090000</td>\n",
       "      <td>46.200001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117.89700</td>\n",
       "      <td>1.78814</td>\n",
       "      <td>23.8093</td>\n",
       "      <td>14.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134178</th>\n",
       "      <td>203266</td>\n",
       "      <td>506057</td>\n",
       "      <td>41.523889</td>\n",
       "      <td>-8.093889</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Fafe</td>\n",
       "      <td>Felgueiras</td>\n",
       "      <td>2022-12-07 22:28:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.099998</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>273.200012</td>\n",
       "      <td>11.170000</td>\n",
       "      <td>29.770000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>703.67100</td>\n",
       "      <td>19.16250</td>\n",
       "      <td>154.2780</td>\n",
       "      <td>13.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134200</th>\n",
       "      <td>208817</td>\n",
       "      <td>486866</td>\n",
       "      <td>41.351111</td>\n",
       "      <td>-8.027778</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Celorico de Basto</td>\n",
       "      <td>Codeçoso</td>\n",
       "      <td>2022-07-14 08:34:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.599998</td>\n",
       "      <td>77.699997</td>\n",
       "      <td>354.500000</td>\n",
       "      <td>13.900000</td>\n",
       "      <td>39.209999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>283.58600</td>\n",
       "      <td>21.54010</td>\n",
       "      <td>140.0700</td>\n",
       "      <td>15.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134544</th>\n",
       "      <td>203770</td>\n",
       "      <td>500834</td>\n",
       "      <td>41.476667</td>\n",
       "      <td>-8.088056</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Fafe</td>\n",
       "      <td>Moreira do Rei</td>\n",
       "      <td>2022-08-20 12:44:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.699997</td>\n",
       "      <td>77.900002</td>\n",
       "      <td>555.099976</td>\n",
       "      <td>9.170000</td>\n",
       "      <td>31.680000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>538.37600</td>\n",
       "      <td>24.44650</td>\n",
       "      <td>126.4650</td>\n",
       "      <td>13.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134551</th>\n",
       "      <td>208618</td>\n",
       "      <td>501390</td>\n",
       "      <td>41.481667</td>\n",
       "      <td>-8.030000</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Cabeceiras de Basto</td>\n",
       "      <td>Alvite</td>\n",
       "      <td>2022-08-20 21:58:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.652062</td>\n",
       "      <td>172.815002</td>\n",
       "      <td>0.531178</td>\n",
       "      <td>212.998243</td>\n",
       "      <td>0</td>\n",
       "      <td>213.202688</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.699997</td>\n",
       "      <td>77.099998</td>\n",
       "      <td>573.599976</td>\n",
       "      <td>9.330000</td>\n",
       "      <td>32.040001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>375.45900</td>\n",
       "      <td>24.02900</td>\n",
       "      <td>184.2730</td>\n",
       "      <td>21.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134602</th>\n",
       "      <td>218054</td>\n",
       "      <td>509626</td>\n",
       "      <td>41.555833</td>\n",
       "      <td>-7.916667</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Cabeceiras de Basto</td>\n",
       "      <td>Rio Douro</td>\n",
       "      <td>2022-08-24 19:33:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.917407</td>\n",
       "      <td>124.602208</td>\n",
       "      <td>1.528339</td>\n",
       "      <td>146.047953</td>\n",
       "      <td>0</td>\n",
       "      <td>147.629478</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.370186</td>\n",
       "      <td>153.898926</td>\n",
       "      <td>897.584473</td>\n",
       "      <td>8.219938</td>\n",
       "      <td>34.374443</td>\n",
       "      <td>NaN</td>\n",
       "      <td>407.71700</td>\n",
       "      <td>34.45460</td>\n",
       "      <td>269.3670</td>\n",
       "      <td>21.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135629</th>\n",
       "      <td>140918</td>\n",
       "      <td>343511</td>\n",
       "      <td>40.058060</td>\n",
       "      <td>-8.825560</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Figueira da Foz</td>\n",
       "      <td>Lavos</td>\n",
       "      <td>2022-07-29 14:54:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.767529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>3.768022</td>\n",
       "      <td>0</td>\n",
       "      <td>3.768022</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.500000</td>\n",
       "      <td>128.500000</td>\n",
       "      <td>659.299988</td>\n",
       "      <td>8.490000</td>\n",
       "      <td>34.110001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.56250</td>\n",
       "      <td>2.04633</td>\n",
       "      <td>264.1230</td>\n",
       "      <td>12.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135643</th>\n",
       "      <td>184886</td>\n",
       "      <td>365771</td>\n",
       "      <td>40.260556</td>\n",
       "      <td>-8.310833</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Penacova</td>\n",
       "      <td>Lorvão</td>\n",
       "      <td>2022-01-08 15:31:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.976489</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.976489</td>\n",
       "      <td>0</td>\n",
       "      <td>64.108871</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>192.100006</td>\n",
       "      <td>662.299988</td>\n",
       "      <td>15.430000</td>\n",
       "      <td>51.779999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>269.79400</td>\n",
       "      <td>29.37840</td>\n",
       "      <td>246.0160</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136403</th>\n",
       "      <td>291942</td>\n",
       "      <td>446703</td>\n",
       "      <td>40.984167</td>\n",
       "      <td>-7.040556</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Guarda</td>\n",
       "      <td>Vila Nova de Foz Côa</td>\n",
       "      <td>Almendra</td>\n",
       "      <td>2022-07-30 22:34:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.795202</td>\n",
       "      <td>115.953626</td>\n",
       "      <td>12.553418</td>\n",
       "      <td>157.302245</td>\n",
       "      <td>0</td>\n",
       "      <td>157.302245</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.800003</td>\n",
       "      <td>234.300003</td>\n",
       "      <td>945.799988</td>\n",
       "      <td>11.620000</td>\n",
       "      <td>43.869999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.77900</td>\n",
       "      <td>41.83100</td>\n",
       "      <td>60.9244</td>\n",
       "      <td>11.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136404</th>\n",
       "      <td>291942</td>\n",
       "      <td>446703</td>\n",
       "      <td>40.984167</td>\n",
       "      <td>-7.040556</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Guarda</td>\n",
       "      <td>Vila Nova de Foz Côa</td>\n",
       "      <td>Almendra</td>\n",
       "      <td>2022-07-30 22:34:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.795202</td>\n",
       "      <td>115.953626</td>\n",
       "      <td>12.553418</td>\n",
       "      <td>157.302245</td>\n",
       "      <td>0</td>\n",
       "      <td>157.302245</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.800003</td>\n",
       "      <td>234.300003</td>\n",
       "      <td>945.799988</td>\n",
       "      <td>11.620000</td>\n",
       "      <td>43.869999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.77900</td>\n",
       "      <td>41.83100</td>\n",
       "      <td>60.9244</td>\n",
       "      <td>11.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136524</th>\n",
       "      <td>142100</td>\n",
       "      <td>280800</td>\n",
       "      <td>39.493373</td>\n",
       "      <td>-8.806179</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Porto de Mós</td>\n",
       "      <td>São Bento</td>\n",
       "      <td>2022-01-31 17:50:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.740677</td>\n",
       "      <td>23.624477</td>\n",
       "      <td>252.961945</td>\n",
       "      <td>4.978432</td>\n",
       "      <td>11.091271</td>\n",
       "      <td>NaN</td>\n",
       "      <td>441.59200</td>\n",
       "      <td>5.91757</td>\n",
       "      <td>117.7200</td>\n",
       "      <td>17.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136539</th>\n",
       "      <td>149860</td>\n",
       "      <td>324580</td>\n",
       "      <td>39.888152</td>\n",
       "      <td>-8.719307</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Carnide</td>\n",
       "      <td>2022-02-28 13:22:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>0.073000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.293000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.293000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85.049095</td>\n",
       "      <td>33.782871</td>\n",
       "      <td>229.362701</td>\n",
       "      <td>2.908056</td>\n",
       "      <td>8.250134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.34690</td>\n",
       "      <td>13.06670</td>\n",
       "      <td>152.7570</td>\n",
       "      <td>13.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136546</th>\n",
       "      <td>153534</td>\n",
       "      <td>307420</td>\n",
       "      <td>39.733820</td>\n",
       "      <td>-8.675138</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Caranguejeira</td>\n",
       "      <td>2022-03-30 20:24:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.810024</td>\n",
       "      <td>8.438224</td>\n",
       "      <td>131.820114</td>\n",
       "      <td>1.401703</td>\n",
       "      <td>1.404482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.80100</td>\n",
       "      <td>10.55340</td>\n",
       "      <td>249.3110</td>\n",
       "      <td>15.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136547</th>\n",
       "      <td>155200</td>\n",
       "      <td>326800</td>\n",
       "      <td>39.908442</td>\n",
       "      <td>-8.657032</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>2022-03-30 20:13:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.868362</td>\n",
       "      <td>8.284831</td>\n",
       "      <td>98.887154</td>\n",
       "      <td>1.642824</td>\n",
       "      <td>1.951233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.33200</td>\n",
       "      <td>5.42327</td>\n",
       "      <td>353.4170</td>\n",
       "      <td>18.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136582</th>\n",
       "      <td>160388</td>\n",
       "      <td>322916</td>\n",
       "      <td>39.873730</td>\n",
       "      <td>-8.596118</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Vila Cã</td>\n",
       "      <td>2022-05-21 13:30:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>188.899994</td>\n",
       "      <td>21.420000</td>\n",
       "      <td>45.080002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104.11400</td>\n",
       "      <td>6.57500</td>\n",
       "      <td>238.6830</td>\n",
       "      <td>20.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136584</th>\n",
       "      <td>148807</td>\n",
       "      <td>338004</td>\n",
       "      <td>40.008982</td>\n",
       "      <td>-8.732675</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Louriçal</td>\n",
       "      <td>2022-05-26 14:28:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.599998</td>\n",
       "      <td>83.300003</td>\n",
       "      <td>250.500000</td>\n",
       "      <td>9.390000</td>\n",
       "      <td>28.840000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.11375</td>\n",
       "      <td>7.21541</td>\n",
       "      <td>161.0910</td>\n",
       "      <td>14.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136588</th>\n",
       "      <td>174300</td>\n",
       "      <td>326599</td>\n",
       "      <td>39.907437</td>\n",
       "      <td>-8.433660</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Ansião</td>\n",
       "      <td>Ansião</td>\n",
       "      <td>2022-05-28 15:54:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.599998</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>231.300003</td>\n",
       "      <td>16.030001</td>\n",
       "      <td>40.980000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.83800</td>\n",
       "      <td>10.20660</td>\n",
       "      <td>246.7230</td>\n",
       "      <td>33.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136589</th>\n",
       "      <td>175581</td>\n",
       "      <td>321908</td>\n",
       "      <td>39.865222</td>\n",
       "      <td>-8.418495</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Ansião</td>\n",
       "      <td>Pousaflores</td>\n",
       "      <td>2022-05-28 16:32:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.800003</td>\n",
       "      <td>94.500000</td>\n",
       "      <td>239.399994</td>\n",
       "      <td>16.350000</td>\n",
       "      <td>42.480000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>357.19500</td>\n",
       "      <td>13.05310</td>\n",
       "      <td>205.1750</td>\n",
       "      <td>15.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136601</th>\n",
       "      <td>142691</td>\n",
       "      <td>335618</td>\n",
       "      <td>39.987108</td>\n",
       "      <td>-8.804083</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Carriço</td>\n",
       "      <td>2022-06-13 13:59:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.500000</td>\n",
       "      <td>45.299999</td>\n",
       "      <td>343.700012</td>\n",
       "      <td>5.690000</td>\n",
       "      <td>17.379999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.88250</td>\n",
       "      <td>2.50242</td>\n",
       "      <td>210.6370</td>\n",
       "      <td>12.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136604</th>\n",
       "      <td>155540</td>\n",
       "      <td>315001</td>\n",
       "      <td>39.802203</td>\n",
       "      <td>-8.652252</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Memória</td>\n",
       "      <td>2022-06-15 12:52:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.221581</td>\n",
       "      <td>122.405617</td>\n",
       "      <td>473.602417</td>\n",
       "      <td>6.485004</td>\n",
       "      <td>26.938091</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.46000</td>\n",
       "      <td>13.50940</td>\n",
       "      <td>245.2700</td>\n",
       "      <td>18.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136609</th>\n",
       "      <td>156000</td>\n",
       "      <td>328999</td>\n",
       "      <td>39.928296</td>\n",
       "      <td>-8.647826</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>2022-06-25 18:53:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79.099998</td>\n",
       "      <td>35.299999</td>\n",
       "      <td>416.899994</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>8.880000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.51690</td>\n",
       "      <td>6.94941</td>\n",
       "      <td>384.8490</td>\n",
       "      <td>25.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136630</th>\n",
       "      <td>159854</td>\n",
       "      <td>314084</td>\n",
       "      <td>39.794162</td>\n",
       "      <td>-8.601825</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Albergaria Dos Doze</td>\n",
       "      <td>2022-07-07 18:50:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.381000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.481000</td>\n",
       "      <td>0</td>\n",
       "      <td>2.481000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.099998</td>\n",
       "      <td>69.400002</td>\n",
       "      <td>482.500000</td>\n",
       "      <td>11.110000</td>\n",
       "      <td>34.110001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264.16300</td>\n",
       "      <td>10.18710</td>\n",
       "      <td>394.9270</td>\n",
       "      <td>13.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136647</th>\n",
       "      <td>152306</td>\n",
       "      <td>326224</td>\n",
       "      <td>39.903100</td>\n",
       "      <td>-8.690830</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>2022-09-07 14:15:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.300003</td>\n",
       "      <td>75.300003</td>\n",
       "      <td>516.299988</td>\n",
       "      <td>17.230000</td>\n",
       "      <td>46.860001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130.32500</td>\n",
       "      <td>6.20819</td>\n",
       "      <td>244.0130</td>\n",
       "      <td>24.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136654</th>\n",
       "      <td>160058</td>\n",
       "      <td>313866</td>\n",
       "      <td>39.792205</td>\n",
       "      <td>-8.599430</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Albergaria Dos Doze</td>\n",
       "      <td>2022-10-07 15:37:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.244000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.244000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.244000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.733025</td>\n",
       "      <td>122.763397</td>\n",
       "      <td>611.183228</td>\n",
       "      <td>13.327854</td>\n",
       "      <td>44.393581</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264.16300</td>\n",
       "      <td>10.18710</td>\n",
       "      <td>394.9270</td>\n",
       "      <td>13.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136666</th>\n",
       "      <td>154400</td>\n",
       "      <td>319799</td>\n",
       "      <td>39.845357</td>\n",
       "      <td>-8.665899</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Vermoil</td>\n",
       "      <td>2022-12-07 18:58:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.599998</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>552.400024</td>\n",
       "      <td>26.709999</td>\n",
       "      <td>65.709999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166.27500</td>\n",
       "      <td>12.48220</td>\n",
       "      <td>239.0900</td>\n",
       "      <td>15.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136685</th>\n",
       "      <td>132000</td>\n",
       "      <td>323500</td>\n",
       "      <td>39.877178</td>\n",
       "      <td>-8.927983</td>\n",
       "      <td>2022</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Marinha Grande</td>\n",
       "      <td>Vieira de Leiria</td>\n",
       "      <td>2022-07-16 09:02:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004000</td>\n",
       "      <td>0.004000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.004000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.753830</td>\n",
       "      <td>139.384338</td>\n",
       "      <td>681.225464</td>\n",
       "      <td>6.823282</td>\n",
       "      <td>29.042221</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.75310</td>\n",
       "      <td>3.65731</td>\n",
       "      <td>223.7840</td>\n",
       "      <td>16.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136699</th>\n",
       "      <td>152544</td>\n",
       "      <td>318655</td>\n",
       "      <td>39.835000</td>\n",
       "      <td>-8.687500</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Vermoil</td>\n",
       "      <td>2022-07-19 16:08:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.291042</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.291042</td>\n",
       "      <td>0</td>\n",
       "      <td>11.291042</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.900002</td>\n",
       "      <td>147.000000</td>\n",
       "      <td>649.299988</td>\n",
       "      <td>9.130000</td>\n",
       "      <td>36.310001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153.41600</td>\n",
       "      <td>4.44833</td>\n",
       "      <td>220.5800</td>\n",
       "      <td>17.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136700</th>\n",
       "      <td>125234</td>\n",
       "      <td>311988</td>\n",
       "      <td>39.772943</td>\n",
       "      <td>-9.005745</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Marinha Grande</td>\n",
       "      <td>Marinha Grande</td>\n",
       "      <td>2022-07-20 10:18:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.199997</td>\n",
       "      <td>120.099998</td>\n",
       "      <td>647.900024</td>\n",
       "      <td>7.670000</td>\n",
       "      <td>31.520000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56.07620</td>\n",
       "      <td>5.71127</td>\n",
       "      <td>135.9820</td>\n",
       "      <td>7.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138494</th>\n",
       "      <td>203362</td>\n",
       "      <td>460450</td>\n",
       "      <td>41.113185</td>\n",
       "      <td>-8.093097</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Baião</td>\n",
       "      <td>Baião (Santa Leocádia)</td>\n",
       "      <td>2022-09-07 14:56:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101.630107</td>\n",
       "      <td>21.886608</td>\n",
       "      <td>38.805241</td>\n",
       "      <td>162.321955</td>\n",
       "      <td>0</td>\n",
       "      <td>162.542914</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.800003</td>\n",
       "      <td>42.299999</td>\n",
       "      <td>308.500000</td>\n",
       "      <td>9.460000</td>\n",
       "      <td>24.059999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>437.31600</td>\n",
       "      <td>27.27170</td>\n",
       "      <td>237.7510</td>\n",
       "      <td>16.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138506</th>\n",
       "      <td>186986</td>\n",
       "      <td>461041</td>\n",
       "      <td>41.118333</td>\n",
       "      <td>-8.288056</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Penafiel</td>\n",
       "      <td>Pinheiro</td>\n",
       "      <td>2022-09-07 18:01:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.400002</td>\n",
       "      <td>41.400002</td>\n",
       "      <td>287.299988</td>\n",
       "      <td>10.310000</td>\n",
       "      <td>25.090000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.32400</td>\n",
       "      <td>11.72910</td>\n",
       "      <td>142.4940</td>\n",
       "      <td>21.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138546</th>\n",
       "      <td>161200</td>\n",
       "      <td>468199</td>\n",
       "      <td>41.182042</td>\n",
       "      <td>-8.595565</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Maia</td>\n",
       "      <td>Pedrouços</td>\n",
       "      <td>2022-10-07 22:41:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.712227</td>\n",
       "      <td>44.599792</td>\n",
       "      <td>304.548615</td>\n",
       "      <td>7.703278</td>\n",
       "      <td>21.124592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.04200</td>\n",
       "      <td>5.65263</td>\n",
       "      <td>1414.0700</td>\n",
       "      <td>18.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138582</th>\n",
       "      <td>169936</td>\n",
       "      <td>473646</td>\n",
       "      <td>41.231457</td>\n",
       "      <td>-8.491717</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Valongo</td>\n",
       "      <td>Sobrado</td>\n",
       "      <td>2022-12-07 14:28:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.900002</td>\n",
       "      <td>69.099998</td>\n",
       "      <td>321.000000</td>\n",
       "      <td>13.230000</td>\n",
       "      <td>36.049999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130.16100</td>\n",
       "      <td>11.88020</td>\n",
       "      <td>442.4060</td>\n",
       "      <td>18.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138828</th>\n",
       "      <td>178372</td>\n",
       "      <td>469549</td>\n",
       "      <td>41.194722</td>\n",
       "      <td>-8.390833</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Paredes</td>\n",
       "      <td>Baltar</td>\n",
       "      <td>2022-07-18 14:45:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.599998</td>\n",
       "      <td>101.400002</td>\n",
       "      <td>377.299988</td>\n",
       "      <td>11.990000</td>\n",
       "      <td>38.570000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>349.71900</td>\n",
       "      <td>21.33790</td>\n",
       "      <td>583.9490</td>\n",
       "      <td>14.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138883</th>\n",
       "      <td>177450</td>\n",
       "      <td>464313</td>\n",
       "      <td>41.147778</td>\n",
       "      <td>-8.401667</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Paredes</td>\n",
       "      <td>Sobreira</td>\n",
       "      <td>2022-07-20 14:07:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.009000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>109.900002</td>\n",
       "      <td>399.600006</td>\n",
       "      <td>4.150000</td>\n",
       "      <td>19.100000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102.11200</td>\n",
       "      <td>14.88140</td>\n",
       "      <td>836.7950</td>\n",
       "      <td>24.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140748</th>\n",
       "      <td>133490</td>\n",
       "      <td>177572</td>\n",
       "      <td>38.562997</td>\n",
       "      <td>-8.896174</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Setúbal</td>\n",
       "      <td>Palmela</td>\n",
       "      <td>Palmela</td>\n",
       "      <td>2022-07-13 12:04:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.826273</td>\n",
       "      <td>90.676735</td>\n",
       "      <td>180.256270</td>\n",
       "      <td>411.759279</td>\n",
       "      <td>0</td>\n",
       "      <td>420.344021</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.300003</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>742.099976</td>\n",
       "      <td>19.950001</td>\n",
       "      <td>61.130001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.80630</td>\n",
       "      <td>6.66952</td>\n",
       "      <td>814.8770</td>\n",
       "      <td>26.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141379</th>\n",
       "      <td>151280</td>\n",
       "      <td>518746</td>\n",
       "      <td>41.636597</td>\n",
       "      <td>-8.717855</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Barroselas</td>\n",
       "      <td>2022-04-08 17:18:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.900002</td>\n",
       "      <td>118.099998</td>\n",
       "      <td>487.600006</td>\n",
       "      <td>5.830000</td>\n",
       "      <td>25.389999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.13000</td>\n",
       "      <td>3.43017</td>\n",
       "      <td>318.1230</td>\n",
       "      <td>18.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141407</th>\n",
       "      <td>168856</td>\n",
       "      <td>537223</td>\n",
       "      <td>41.803889</td>\n",
       "      <td>-8.507778</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>Madalena (Jolda)</td>\n",
       "      <td>2022-09-08 14:47:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.107208</td>\n",
       "      <td>160.212479</td>\n",
       "      <td>551.233887</td>\n",
       "      <td>3.842606</td>\n",
       "      <td>19.852160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>169.05200</td>\n",
       "      <td>24.44130</td>\n",
       "      <td>142.2710</td>\n",
       "      <td>19.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141445</th>\n",
       "      <td>170730</td>\n",
       "      <td>548156</td>\n",
       "      <td>41.902222</td>\n",
       "      <td>-8.485833</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>Sabadim</td>\n",
       "      <td>2022-08-13 15:24:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.621677</td>\n",
       "      <td>1.483563</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.105240</td>\n",
       "      <td>1</td>\n",
       "      <td>7.105240</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.199997</td>\n",
       "      <td>142.800003</td>\n",
       "      <td>479.299988</td>\n",
       "      <td>4.230000</td>\n",
       "      <td>20.850000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.22700</td>\n",
       "      <td>25.29210</td>\n",
       "      <td>77.6404</td>\n",
       "      <td>14.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141469</th>\n",
       "      <td>178460</td>\n",
       "      <td>536586</td>\n",
       "      <td>41.798333</td>\n",
       "      <td>-8.392222</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Ponte da Barca</td>\n",
       "      <td>Sampriz</td>\n",
       "      <td>2022-08-20 13:28:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Reacendimento</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.199997</td>\n",
       "      <td>78.800003</td>\n",
       "      <td>534.799988</td>\n",
       "      <td>7.170000</td>\n",
       "      <td>26.770000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>481.62700</td>\n",
       "      <td>33.18810</td>\n",
       "      <td>160.2870</td>\n",
       "      <td>12.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141495</th>\n",
       "      <td>174620</td>\n",
       "      <td>542797</td>\n",
       "      <td>41.854167</td>\n",
       "      <td>-8.438889</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>Parada</td>\n",
       "      <td>2022-08-24 13:30:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.809273</td>\n",
       "      <td>133.165649</td>\n",
       "      <td>629.765625</td>\n",
       "      <td>4.255781</td>\n",
       "      <td>20.091394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.40440</td>\n",
       "      <td>13.06390</td>\n",
       "      <td>217.0840</td>\n",
       "      <td>19.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141591</th>\n",
       "      <td>177664</td>\n",
       "      <td>536758</td>\n",
       "      <td>41.800000</td>\n",
       "      <td>-8.401944</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Ponte da Barca</td>\n",
       "      <td>Vila Nova de Muia</td>\n",
       "      <td>2022-09-24 15:22:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.199997</td>\n",
       "      <td>19.400000</td>\n",
       "      <td>205.699997</td>\n",
       "      <td>7.330000</td>\n",
       "      <td>13.890000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104.60500</td>\n",
       "      <td>22.68550</td>\n",
       "      <td>204.9210</td>\n",
       "      <td>14.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141594</th>\n",
       "      <td>181459</td>\n",
       "      <td>548107</td>\n",
       "      <td>41.902222</td>\n",
       "      <td>-8.356667</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>Carralcova</td>\n",
       "      <td>2022-09-24 20:51:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.599998</td>\n",
       "      <td>16.600000</td>\n",
       "      <td>203.100006</td>\n",
       "      <td>6.830000</td>\n",
       "      <td>12.270000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>449.94000</td>\n",
       "      <td>22.38110</td>\n",
       "      <td>107.3270</td>\n",
       "      <td>13.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143033</th>\n",
       "      <td>194022</td>\n",
       "      <td>418528</td>\n",
       "      <td>40.735680</td>\n",
       "      <td>-8.203890</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viseu</td>\n",
       "      <td>Oliveira de Frades</td>\n",
       "      <td>Sejães</td>\n",
       "      <td>2022-08-15 11:30:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.580000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.123840</td>\n",
       "      <td>199.036133</td>\n",
       "      <td>633.747742</td>\n",
       "      <td>8.077830</td>\n",
       "      <td>34.041569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.05600</td>\n",
       "      <td>28.48590</td>\n",
       "      <td>119.1800</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             X       Y        LAT       LON   ANO       TIPO  \\\n",
       "125608  234826  535956  41.790556 -7.713056  2021  Florestal   \n",
       "125624  264597  524095  41.683611 -7.357222  2021  Florestal   \n",
       "126166  209803  355482  40.167887 -8.018034  2021   Agrícola   \n",
       "129319  202977  486299  41.345833 -8.097500  2021  Florestal   \n",
       "129421  175099  449799  41.016911 -8.429155  2021  Florestal   \n",
       "130845  206125  492003  41.397222 -8.060000  2021  Florestal   \n",
       "132930  189394  432334  40.859955 -8.258912  2022  Florestal   \n",
       "133061  172500  424900  40.792613 -8.458958  2022  Florestal   \n",
       "133146  170031  426087  40.803220 -8.488267  2022  Florestal   \n",
       "133179  173920  435276  40.886095 -8.442560  2022  Florestal   \n",
       "133204  172710  437566  40.906673 -8.457024  2022  Florestal   \n",
       "133234  175559  432655  40.862550 -8.423012  2022  Florestal   \n",
       "133239  175509  432771  40.863588 -8.423615  2022  Florestal   \n",
       "133384  167200  445800  40.980613 -8.522860  2022  Florestal   \n",
       "133596  196685   94456  37.816667 -8.170833  2022   Agrícola   \n",
       "134178  203266  506057  41.523889 -8.093889  2022  Florestal   \n",
       "134200  208817  486866  41.351111 -8.027778  2022  Florestal   \n",
       "134544  203770  500834  41.476667 -8.088056  2022  Florestal   \n",
       "134551  208618  501390  41.481667 -8.030000  2022  Florestal   \n",
       "134602  218054  509626  41.555833 -7.916667  2022  Florestal   \n",
       "135629  140918  343511  40.058060 -8.825560  2022  Florestal   \n",
       "135643  184886  365771  40.260556 -8.310833  2022  Florestal   \n",
       "136403  291942  446703  40.984167 -7.040556  2022  Florestal   \n",
       "136404  291942  446703  40.984167 -7.040556  2022  Florestal   \n",
       "136524  142100  280800  39.493373 -8.806179  2022  Florestal   \n",
       "136539  149860  324580  39.888152 -8.719307  2022  Florestal   \n",
       "136546  153534  307420  39.733820 -8.675138  2022  Florestal   \n",
       "136547  155200  326800  39.908442 -8.657032  2022   Agrícola   \n",
       "136582  160388  322916  39.873730 -8.596118  2022   Agrícola   \n",
       "136584  148807  338004  40.008982 -8.732675  2022   Agrícola   \n",
       "136588  174300  326599  39.907437 -8.433660  2022  Florestal   \n",
       "136589  175581  321908  39.865222 -8.418495  2022  Florestal   \n",
       "136601  142691  335618  39.987108 -8.804083  2022   Agrícola   \n",
       "136604  155540  315001  39.802203 -8.652252  2022   Agrícola   \n",
       "136609  156000  328999  39.928296 -8.647826  2022   Agrícola   \n",
       "136630  159854  314084  39.794162 -8.601825  2022  Florestal   \n",
       "136647  152306  326224  39.903100 -8.690830  2022   Agrícola   \n",
       "136654  160058  313866  39.792205 -8.599430  2022  Florestal   \n",
       "136666  154400  319799  39.845357 -8.665899  2022   Agrícola   \n",
       "136685  132000  323500  39.877178 -8.927983  2022   Agrícola   \n",
       "136699  152544  318655  39.835000 -8.687500  2022  Florestal   \n",
       "136700  125234  311988  39.772943 -9.005745  2022  Florestal   \n",
       "138494  203362  460450  41.113185 -8.093097  2022  Florestal   \n",
       "138506  186986  461041  41.118333 -8.288056  2022  Florestal   \n",
       "138546  161200  468199  41.182042 -8.595565  2022  Florestal   \n",
       "138582  169936  473646  41.231457 -8.491717  2022  Florestal   \n",
       "138828  178372  469549  41.194722 -8.390833  2022  Florestal   \n",
       "138883  177450  464313  41.147778 -8.401667  2022  Florestal   \n",
       "140748  133490  177572  38.562997 -8.896174  2022  Florestal   \n",
       "141379  151280  518746  41.636597 -8.717855  2022  Florestal   \n",
       "141407  168856  537223  41.803889 -8.507778  2022  Florestal   \n",
       "141445  170730  548156  41.902222 -8.485833  2022  Florestal   \n",
       "141469  178460  536586  41.798333 -8.392222  2022  Florestal   \n",
       "141495  174620  542797  41.854167 -8.438889  2022  Florestal   \n",
       "141591  177664  536758  41.800000 -8.401944  2022  Florestal   \n",
       "141594  181459  548107  41.902222 -8.356667  2022  Florestal   \n",
       "143033  194022  418528  40.735680 -8.203890  2022  Florestal   \n",
       "\n",
       "                DISTRITO              CONCELHO               FREGUESIA  \\\n",
       "125608         Vila Real            Montalegre                     Chã   \n",
       "125624         Vila Real              Valpaços                  Ervões   \n",
       "126166           Coimbra                  Góis                 Colmeal   \n",
       "129319             Braga     Celorico de Basto                Fervença   \n",
       "129421            Aveiro  Santa Maria da Feira                  Canedo   \n",
       "130845             Braga     Celorico de Basto                 Infesta   \n",
       "132930            Aveiro                Arouca     Albergaria da Serra   \n",
       "133061            Aveiro   Oliveira de Azeméis                  Palmaz   \n",
       "133146            Aveiro   Oliveira de Azeméis                Travanca   \n",
       "133179            Aveiro   Oliveira de Azeméis       Nogueira do Cravo   \n",
       "133204            Aveiro   Oliveira de Azeméis      Macieira de Sarnes   \n",
       "133234            Aveiro        Vale de Cambra                   Codal   \n",
       "133239            Aveiro        Vale de Cambra                   Codal   \n",
       "133384            Aveiro  Santa Maria da Feira                   Fiães   \n",
       "133596              Beja             Aljustrel               Aljustrel   \n",
       "134178             Braga                  Fafe              Felgueiras   \n",
       "134200             Braga     Celorico de Basto                Codeçoso   \n",
       "134544             Braga                  Fafe          Moreira do Rei   \n",
       "134551             Braga   Cabeceiras de Basto                  Alvite   \n",
       "134602             Braga   Cabeceiras de Basto               Rio Douro   \n",
       "135629           Coimbra       Figueira da Foz                   Lavos   \n",
       "135643           Coimbra              Penacova                  Lorvão   \n",
       "136403            Guarda  Vila Nova de Foz Côa                Almendra   \n",
       "136404            Guarda  Vila Nova de Foz Côa                Almendra   \n",
       "136524            Leiria          Porto de Mós               São Bento   \n",
       "136539            Leiria                Pombal                 Carnide   \n",
       "136546            Leiria                Leiria           Caranguejeira   \n",
       "136547            Leiria                Pombal                  Pombal   \n",
       "136582            Leiria                Pombal                 Vila Cã   \n",
       "136584            Leiria                Pombal                Louriçal   \n",
       "136588            Leiria                Ansião                  Ansião   \n",
       "136589            Leiria                Ansião             Pousaflores   \n",
       "136601            Leiria                Pombal                 Carriço   \n",
       "136604            Leiria                Leiria                 Memória   \n",
       "136609            Leiria                Pombal                  Pombal   \n",
       "136630            Leiria                Pombal     Albergaria Dos Doze   \n",
       "136647            Leiria                Pombal                  Pombal   \n",
       "136654            Leiria                Pombal     Albergaria Dos Doze   \n",
       "136666            Leiria                Pombal                 Vermoil   \n",
       "136685            Leiria        Marinha Grande        Vieira de Leiria   \n",
       "136699            Leiria                Pombal                 Vermoil   \n",
       "136700            Leiria        Marinha Grande          Marinha Grande   \n",
       "138494             Porto                 Baião  Baião (Santa Leocádia)   \n",
       "138506             Porto              Penafiel                Pinheiro   \n",
       "138546             Porto                  Maia               Pedrouços   \n",
       "138582             Porto               Valongo                 Sobrado   \n",
       "138828             Porto               Paredes                  Baltar   \n",
       "138883             Porto               Paredes                Sobreira   \n",
       "140748           Setúbal               Palmela                 Palmela   \n",
       "141379  Viana do Castelo      Viana do Castelo              Barroselas   \n",
       "141407  Viana do Castelo     Arcos de Valdevez        Madalena (Jolda)   \n",
       "141445  Viana do Castelo     Arcos de Valdevez                 Sabadim   \n",
       "141469  Viana do Castelo        Ponte da Barca                 Sampriz   \n",
       "141495  Viana do Castelo     Arcos de Valdevez                  Parada   \n",
       "141591  Viana do Castelo        Ponte da Barca       Vila Nova de Muia   \n",
       "141594  Viana do Castelo     Arcos de Valdevez              Carralcova   \n",
       "143033             Viseu    Oliveira de Frades                  Sejães   \n",
       "\n",
       "                  DHINICIO DHFIM  DURACAO     AREAPOV    AREAMATO   AREAAGRIC  \\\n",
       "125608 2021-03-23 19:55:00   NaT      NaN    1.000000   69.000000    0.000000   \n",
       "125624 2021-03-24 19:11:00   NaT      NaN    0.000000    0.400000    0.000000   \n",
       "126166 2021-04-04 15:20:00   NaT      NaN    0.000000    0.000000    0.100000   \n",
       "129319 2021-07-29 23:22:00   NaT      NaN    0.370000    0.000000    0.000000   \n",
       "129421 2021-07-31 16:49:00   NaT      NaN    5.880000    0.000000    0.000000   \n",
       "130845 2021-08-27 19:29:00   NaT      NaN   10.300000    4.200000    0.000000   \n",
       "132930 2022-01-04 22:16:00   NaT      NaN    0.000000    0.545200    0.000000   \n",
       "133061 2022-01-07 16:19:00   NaT      NaN    0.000000    0.001000    0.000000   \n",
       "133146 2022-07-15 14:40:00   NaT      NaN    0.000000    0.062300    0.000000   \n",
       "133179 2022-07-20 17:42:00   NaT      NaN    0.000000    0.050000    0.000000   \n",
       "133204 2022-07-25 21:25:00   NaT      NaN    0.136100    0.000000    0.000000   \n",
       "133234 2022-07-31 10:24:00   NaT      NaN    0.000000    0.022300    0.000000   \n",
       "133239 2022-01-08 12:05:00   NaT      NaN    0.207000    0.000000    0.000000   \n",
       "133384 2022-03-09 14:30:00   NaT      NaN    0.000000    0.050000    0.000000   \n",
       "133596 2022-08-22 15:52:00   NaT      NaN    0.000000    0.000000  113.090000   \n",
       "134178 2022-12-07 22:28:00   NaT      NaN    0.300000    1.700000    0.000000   \n",
       "134200 2022-07-14 08:34:00   NaT      NaN    1.000000    0.000000    0.000000   \n",
       "134544 2022-08-20 12:44:00   NaT      NaN    0.000000   50.000000    0.000000   \n",
       "134551 2022-08-20 21:58:00   NaT      NaN   39.652062  172.815002    0.531178   \n",
       "134602 2022-08-24 19:33:00   NaT      NaN   19.917407  124.602208    1.528339   \n",
       "135629 2022-07-29 14:54:00   NaT      NaN    3.767529    0.000000    0.000492   \n",
       "135643 2022-01-08 15:31:00   NaT      NaN   63.976489    0.000000    0.000000   \n",
       "136403 2022-07-30 22:34:00   NaT      NaN   28.795202  115.953626   12.553418   \n",
       "136404 2022-07-30 22:34:00   NaT      NaN   28.795202  115.953626   12.553418   \n",
       "136524 2022-01-31 17:50:00   NaT      NaN    0.000000    0.040000    0.000000   \n",
       "136539 2022-02-28 13:22:00   NaT      NaN    0.220000    0.073000    0.000000   \n",
       "136546 2022-03-30 20:24:00   NaT      NaN    0.040000    0.000000    0.000000   \n",
       "136547 2022-03-30 20:13:00   NaT      NaN    0.000000    0.000000    0.000400   \n",
       "136582 2022-05-21 13:30:00   NaT      NaN    0.000000    0.000000    0.005000   \n",
       "136584 2022-05-26 14:28:00   NaT      NaN    0.000000    0.000000    0.200000   \n",
       "136588 2022-05-28 15:54:00   NaT      NaN    0.000000    0.001000    0.000000   \n",
       "136589 2022-05-28 16:32:00   NaT      NaN    0.000000    0.010000    0.000000   \n",
       "136601 2022-06-13 13:59:00   NaT      NaN    0.000000    0.000000    0.002000   \n",
       "136604 2022-06-15 12:52:00   NaT      NaN    0.000000    0.000000    0.005000   \n",
       "136609 2022-06-25 18:53:00   NaT      NaN    0.000000    0.000000    0.000200   \n",
       "136630 2022-07-07 18:50:00   NaT      NaN    2.100000    0.381000    0.000000   \n",
       "136647 2022-09-07 14:15:00   NaT      NaN    0.000000    0.000000    0.150000   \n",
       "136654 2022-10-07 15:37:00   NaT      NaN    0.244000    0.000000    0.000000   \n",
       "136666 2022-12-07 18:58:00   NaT      NaN    0.000000    0.000000    0.020000   \n",
       "136685 2022-07-16 09:02:00   NaT      NaN    0.000000    0.000000    0.004000   \n",
       "136699 2022-07-19 16:08:00   NaT      NaN   11.291042    0.000000    0.000000   \n",
       "136700 2022-07-20 10:18:00   NaT      NaN    0.000000    0.000200    0.000000   \n",
       "138494 2022-09-07 14:56:00   NaT      NaN  101.630107   21.886608   38.805241   \n",
       "138506 2022-09-07 18:01:00   NaT      NaN    0.000000    0.002000    0.000000   \n",
       "138546 2022-10-07 22:41:00   NaT      NaN    0.000000    0.000400    0.000000   \n",
       "138582 2022-12-07 14:28:00   NaT      NaN    0.000000    4.000000    0.000000   \n",
       "138828 2022-07-18 14:45:00   NaT      NaN    0.000000    0.005000    0.000000   \n",
       "138883 2022-07-20 14:07:00   NaT      NaN    0.000000    0.009000    0.000000   \n",
       "140748 2022-07-13 12:04:00   NaT      NaN  140.826273   90.676735  180.256270   \n",
       "141379 2022-04-08 17:18:00   NaT      NaN    0.000000    0.100000    0.000000   \n",
       "141407 2022-09-08 14:47:00   NaT      NaN    0.000000    0.010000    0.000000   \n",
       "141445 2022-08-13 15:24:00   NaT      NaN    5.621677    1.483563    0.000000   \n",
       "141469 2022-08-20 13:28:00   NaT      NaN    0.025000    0.025000    0.000000   \n",
       "141495 2022-08-24 13:30:00   NaT      NaN    0.015000    0.000000    0.000000   \n",
       "141591 2022-09-24 15:22:00   NaT      NaN    0.000000    0.050000    0.000000   \n",
       "141594 2022-09-24 20:51:00   NaT      NaN    0.000000    1.000000    0.000000   \n",
       "143033 2022-08-15 11:30:00   NaT      NaN    0.580000    0.020000    0.000000   \n",
       "\n",
       "         AREATOTAL  REACENDIMENTOS      HAHORA  QUEIMADA  FALSOALARME  \\\n",
       "125608   70.000000               0   70.000000         0            0   \n",
       "125624    0.400000               0    0.400000         0            0   \n",
       "126166    0.100000               0    0.100000         0            0   \n",
       "129319    0.370000               0    0.370000         0            0   \n",
       "129421    5.880000               0    5.880000         0            0   \n",
       "130845   14.500000               0   14.500000         0            0   \n",
       "132930    0.545200               0    0.545200         0            0   \n",
       "133061    0.001000               1    0.001000         0            0   \n",
       "133146    0.062300               0    0.062300         0            0   \n",
       "133179    0.050000               1    0.050000         0            0   \n",
       "133204    0.136100               0    0.136100         0            0   \n",
       "133234    0.022300               1    0.022300         0            0   \n",
       "133239    0.207000               1    0.207000         0            0   \n",
       "133384    0.050000               1    0.050000         0            0   \n",
       "133596  113.090000               0  113.090000         0            0   \n",
       "134178    2.000000               1    2.000000         0            0   \n",
       "134200    1.000000               1    1.000000         0            0   \n",
       "134544   50.000000               1   50.000000         0            0   \n",
       "134551  212.998243               0  213.202688         0            0   \n",
       "134602  146.047953               0  147.629478         0            0   \n",
       "135629    3.768022               0    3.768022         0            0   \n",
       "135643   63.976489               0   64.108871         0            0   \n",
       "136403  157.302245               0  157.302245         0            0   \n",
       "136404  157.302245               0  157.302245         0            0   \n",
       "136524    0.040000               0    0.040000         0            0   \n",
       "136539    0.293000               0    0.293000         0            0   \n",
       "136546    0.040000               0    0.040000         0            0   \n",
       "136547    0.000400               0    0.000400         0            0   \n",
       "136582    0.005000               0    0.005000         0            0   \n",
       "136584    0.200000               0    0.200000         0            0   \n",
       "136588    0.001000               0    0.001000         0            0   \n",
       "136589    0.010000               0    0.010000         0            0   \n",
       "136601    0.002000               0    0.002000         0            0   \n",
       "136604    0.005000               0    0.005000         0            0   \n",
       "136609    0.000200               0    0.000200         0            0   \n",
       "136630    2.481000               0    2.481000         0            0   \n",
       "136647    0.150000               0    0.150000         0            0   \n",
       "136654    0.244000               1    0.244000         0            0   \n",
       "136666    0.020000               0    0.020000         0            0   \n",
       "136685    0.004000               0    0.004000         0            0   \n",
       "136699   11.291042               0   11.291042         0            0   \n",
       "136700    0.000200               0    0.000200         0            0   \n",
       "138494  162.321955               0  162.542914         0            0   \n",
       "138506    0.002000               0    0.002000         0            0   \n",
       "138546    0.000400               0    0.000400         0            0   \n",
       "138582    4.000000               0    4.000000         0            0   \n",
       "138828    0.005000               0    0.005000         0            0   \n",
       "138883    0.009000               0    0.009000         0            0   \n",
       "140748  411.759279               0  420.344021         0            0   \n",
       "141379    0.100000               0    0.100000         0            0   \n",
       "141407    0.010000               0    0.010000         0            0   \n",
       "141445    7.105240               1    7.105240         0            0   \n",
       "141469    0.050000               1    0.050000         0            0   \n",
       "141495    0.015000               0    0.015000         0            0   \n",
       "141591    0.050000               0    0.050000         0            0   \n",
       "141594    1.000000               0    1.000000         0            0   \n",
       "143033    0.600000               0    0.600000         0            0   \n",
       "\n",
       "        FOGACHO  INCENDIO  AGRICOLA      TIPOCAUSA  HUMIDADERELATIVA  \\\n",
       "125608        0         1         0    Intencional         91.646713   \n",
       "125624        1         0         0     Negligente         66.772537   \n",
       "126166        0         0         1     Negligente         51.662560   \n",
       "129319        1         0         0    Intencional         89.226555   \n",
       "129421        0         1         0    Intencional         45.907143   \n",
       "130845        0         1         0    Intencional         75.571999   \n",
       "132930        1         0         0     Negligente               NaN   \n",
       "133061        1         0         0  Reacendimento               NaN   \n",
       "133146        1         0         0    Intencional               NaN   \n",
       "133179        1         0         0  Reacendimento               NaN   \n",
       "133204        1         0         0   Desconhecida               NaN   \n",
       "133234        1         0         0  Reacendimento               NaN   \n",
       "133239        1         0         0  Reacendimento               NaN   \n",
       "133384        1         0         0  Reacendimento               NaN   \n",
       "133596        0         0         1     Negligente               NaN   \n",
       "134178        0         1         0  Reacendimento               NaN   \n",
       "134200        0         1         0  Reacendimento               NaN   \n",
       "134544        0         1         0  Reacendimento               NaN   \n",
       "134551        0         1         0    Intencional               NaN   \n",
       "134602        0         1         0    Intencional               NaN   \n",
       "135629        0         1         0    Intencional               NaN   \n",
       "135643        0         1         0     Negligente               NaN   \n",
       "136403        0         1         0     Negligente               NaN   \n",
       "136404        0         1         0     Negligente               NaN   \n",
       "136524        1         0         0     Negligente               NaN   \n",
       "136539        1         0         0   Desconhecida               NaN   \n",
       "136546        1         0         0    Intencional               NaN   \n",
       "136547        0         0         1     Negligente               NaN   \n",
       "136582        0         0         1     Negligente               NaN   \n",
       "136584        0         0         1     Negligente               NaN   \n",
       "136588        1         0         0     Negligente               NaN   \n",
       "136589        1         0         0     Negligente               NaN   \n",
       "136601        0         0         1     Negligente               NaN   \n",
       "136604        0         0         1     Negligente               NaN   \n",
       "136609        0         0         1   Desconhecida               NaN   \n",
       "136630        0         1         0    Intencional               NaN   \n",
       "136647        0         0         1     Negligente               NaN   \n",
       "136654        1         0         0  Reacendimento               NaN   \n",
       "136666        0         0         1   Desconhecida               NaN   \n",
       "136685        0         0         1     Negligente               NaN   \n",
       "136699        0         1         0    Intencional               NaN   \n",
       "136700        1         0         0    Intencional               NaN   \n",
       "138494        0         1         0   Desconhecida               NaN   \n",
       "138506        1         0         0   Desconhecida               NaN   \n",
       "138546        1         0         0            NaN               NaN   \n",
       "138582        0         1         0            NaN               NaN   \n",
       "138828        1         0         0   Desconhecida               NaN   \n",
       "138883        1         0         0   Desconhecida               NaN   \n",
       "140748        0         1         0    Intencional               NaN   \n",
       "141379        1         0         0    Intencional               NaN   \n",
       "141407        1         0         0     Negligente               NaN   \n",
       "141445        0         1         0  Reacendimento               NaN   \n",
       "141469        1         0         0  Reacendimento               NaN   \n",
       "141495        1         0         0    Intencional               NaN   \n",
       "141591        1         0         0    Intencional               NaN   \n",
       "141594        0         1         0     Negligente               NaN   \n",
       "143033        1         0         0    Intencional               NaN   \n",
       "\n",
       "        VENTOINTENSIDADE  PRECEPITACAO       FFMC         DMC           DC  \\\n",
       "125608          9.671956           0.0  87.599998   13.800000    28.000000   \n",
       "125624         22.647295           0.0  86.400002   17.900000    37.500000   \n",
       "126166          6.193266           0.0  75.475662   17.400370    54.908260   \n",
       "129319          3.822002           0.0  90.000000   91.300003   329.299988   \n",
       "129421         18.065189           0.0  89.199997   92.500000   412.600006   \n",
       "130845         12.478767           0.0  89.699997  124.699997   507.200012   \n",
       "132930               NaN           NaN  58.374947    9.586843    21.438032   \n",
       "133061               NaN           NaN  87.800003   19.799999   209.000000   \n",
       "133146               NaN           NaN  92.553429   76.414017   436.666931   \n",
       "133179               NaN           NaN  87.500000   92.500000   381.200012   \n",
       "133204               NaN           NaN  89.000000  106.500000   423.500000   \n",
       "133234               NaN           NaN  92.699997  129.699997   476.299988   \n",
       "133239               NaN           NaN  92.599998  134.300003   485.899994   \n",
       "133384               NaN           NaN  86.400002  109.699997   698.599976   \n",
       "133596               NaN           NaN  94.199997  131.399994  1044.000000   \n",
       "134178               NaN           NaN  94.099998   59.000000   273.200012   \n",
       "134200               NaN           NaN  95.599998   77.699997   354.500000   \n",
       "134544               NaN           NaN  92.699997   77.900002   555.099976   \n",
       "134551               NaN           NaN  92.699997   77.099998   573.599976   \n",
       "134602               NaN           NaN  92.370186  153.898926   897.584473   \n",
       "135629               NaN           NaN  87.500000  128.500000   659.299988   \n",
       "135643               NaN           NaN  95.000000  192.100006   662.299988   \n",
       "136403               NaN           NaN  93.800003  234.300003   945.799988   \n",
       "136404               NaN           NaN  93.800003  234.300003   945.799988   \n",
       "136524               NaN           NaN  87.740677   23.624477   252.961945   \n",
       "136539               NaN           NaN  85.049095   33.782871   229.362701   \n",
       "136546               NaN           NaN  62.810024    8.438224   131.820114   \n",
       "136547               NaN           NaN  62.868362    8.284831    98.887154   \n",
       "136582               NaN           NaN  92.500000   74.000000   188.899994   \n",
       "136584               NaN           NaN  91.599998   83.300003   250.500000   \n",
       "136588               NaN           NaN  93.599998   88.500000   231.300003   \n",
       "136589               NaN           NaN  93.800003   94.500000   239.399994   \n",
       "136601               NaN           NaN  89.500000   45.299999   343.700012   \n",
       "136604               NaN           NaN  90.221581  122.405617   473.602417   \n",
       "136609               NaN           NaN  79.099998   35.299999   416.899994   \n",
       "136630               NaN           NaN  94.099998   69.400002   482.500000   \n",
       "136647               NaN           NaN  96.300003   75.300003   516.299988   \n",
       "136654               NaN           NaN  93.733025  122.763397   611.183228   \n",
       "136666               NaN           NaN  97.599998   95.000000   552.400024   \n",
       "136685               NaN           NaN  89.753830  139.384338   681.225464   \n",
       "136699               NaN           NaN  89.900002  147.000000   649.299988   \n",
       "136700               NaN           NaN  87.199997  120.099998   647.900024   \n",
       "138494               NaN           NaN  92.800003   42.299999   308.500000   \n",
       "138506               NaN           NaN  93.400002   41.400002   287.299988   \n",
       "138546               NaN           NaN  88.712227   44.599792   304.548615   \n",
       "138582               NaN           NaN  95.900002   69.099998   321.000000   \n",
       "138828               NaN           NaN  90.599998  101.400002   377.299988   \n",
       "138883               NaN           NaN  88.500000  109.900002   399.600006   \n",
       "140748               NaN           NaN  97.300003  217.000000   742.099976   \n",
       "141379               NaN           NaN  87.900002  118.099998   487.600006   \n",
       "141407               NaN           NaN  87.107208  160.212479   551.233887   \n",
       "141445               NaN           NaN  87.199997  142.800003   479.299988   \n",
       "141469               NaN           NaN  91.199997   78.800003   534.799988   \n",
       "141495               NaN           NaN  87.809273  133.165649   629.765625   \n",
       "141591               NaN           NaN  87.199997   19.400000   205.699997   \n",
       "141594               NaN           NaN  86.599998   16.600000   203.100006   \n",
       "143033               NaN           NaN  90.123840  199.036133   633.747742   \n",
       "\n",
       "              ISI        FWI  THC  ALTITUDEMEDIA  DECLIVEMEDIO  DENDIDADERV  \\\n",
       "125608   3.900000   5.040000  NaN      923.30900       9.11076     115.5130   \n",
       "125624   2.930000   4.410000  NaN      755.66400      14.17450      94.1571   \n",
       "126166   1.393566   1.925831  NaN      622.99100      41.48900      81.3736   \n",
       "129319   7.260000  26.230000  NaN      305.23600      20.84440     181.1630   \n",
       "129421   9.580000  32.970001  NaN       95.82250      35.50580     300.6660   \n",
       "130845   6.540000  27.870001  NaN      422.00600      31.21040     172.2270   \n",
       "132930   0.477571   0.268670  NaN      807.76600      35.73500     168.4030   \n",
       "133061   5.180000  10.640000  NaN      201.45700      23.36370     350.0930   \n",
       "133146  11.772620  33.984798  NaN      149.01000      14.16460     465.6290   \n",
       "133179   4.710000  19.900000  NaN      361.65900      26.98640     613.8780   \n",
       "133204   7.780000  29.770000  NaN      253.35600       9.28841     620.9090   \n",
       "133234   8.950000  34.419998  NaN      425.09300      23.15530     712.7460   \n",
       "133239  10.540000  38.580002  NaN      209.41900      26.03430     754.0290   \n",
       "133384   5.270000  24.129999  NaN      200.10900      11.56300     754.2060   \n",
       "133596  13.090000  46.200001  NaN      117.89700       1.78814      23.8093   \n",
       "134178  11.170000  29.770000  NaN      703.67100      19.16250     154.2780   \n",
       "134200  13.900000  39.209999  NaN      283.58600      21.54010     140.0700   \n",
       "134544   9.170000  31.680000  NaN      538.37600      24.44650     126.4650   \n",
       "134551   9.330000  32.040001  NaN      375.45900      24.02900     184.2730   \n",
       "134602   8.219938  34.374443  NaN      407.71700      34.45460     269.3670   \n",
       "135629   8.490000  34.110001  NaN       68.56250       2.04633     264.1230   \n",
       "135643  15.430000  51.779999  NaN      269.79400      29.37840     246.0160   \n",
       "136403  11.620000  43.869999  NaN      225.77900      41.83100      60.9244   \n",
       "136404  11.620000  43.869999  NaN      225.77900      41.83100      60.9244   \n",
       "136524   4.978432  11.091271  NaN      441.59200       5.91757     117.7200   \n",
       "136539   2.908056   8.250134  NaN       72.34690      13.06670     152.7570   \n",
       "136546   1.401703   1.404482  NaN      141.80100      10.55340     249.3110   \n",
       "136547   1.642824   1.951233  NaN      112.33200       5.42327     353.4170   \n",
       "136582  21.420000  45.080002  NaN      104.11400       6.57500     238.6830   \n",
       "136584   9.390000  28.840000  NaN        9.11375       7.21541     161.0910   \n",
       "136588  16.030001  40.980000  NaN      232.83800      10.20660     246.7230   \n",
       "136589  16.350000  42.480000  NaN      357.19500      13.05310     205.1750   \n",
       "136601   5.690000  17.379999  NaN       96.88250       2.50242     210.6370   \n",
       "136604   6.485004  26.938091  NaN      246.46000      13.50940     245.2700   \n",
       "136609   2.750000   8.880000  NaN       70.51690       6.94941     384.8490   \n",
       "136630  11.110000  34.110001  NaN      264.16300      10.18710     394.9270   \n",
       "136647  17.230000  46.860001  NaN      130.32500       6.20819     244.0130   \n",
       "136654  13.327854  44.393581  NaN      264.16300      10.18710     394.9270   \n",
       "136666  26.709999  65.709999  NaN      166.27500      12.48220     239.0900   \n",
       "136685   6.823282  29.042221  NaN       21.75310       3.65731     223.7840   \n",
       "136699   9.130000  36.310001  NaN      153.41600       4.44833     220.5800   \n",
       "136700   7.670000  31.520000  NaN       56.07620       5.71127     135.9820   \n",
       "138494   9.460000  24.059999  NaN      437.31600      27.27170     237.7510   \n",
       "138506  10.310000  25.090000  NaN      225.32400      11.72910     142.4940   \n",
       "138546   7.703278  21.124592  NaN      118.04200       5.65263    1414.0700   \n",
       "138582  13.230000  36.049999  NaN      130.16100      11.88020     442.4060   \n",
       "138828  11.990000  38.570000  NaN      349.71900      21.33790     583.9490   \n",
       "138883   4.150000  19.100000  NaN      102.11200      14.88140     836.7950   \n",
       "140748  19.950001  61.130001  NaN       61.80630       6.66952     814.8770   \n",
       "141379   5.830000  25.389999  NaN       48.13000       3.43017     318.1230   \n",
       "141407   3.842606  19.852160  NaN      169.05200      24.44130     142.2710   \n",
       "141445   4.230000  20.850000  NaN      209.22700      25.29210      77.6404   \n",
       "141469   7.170000  26.770000  NaN      481.62700      33.18810     160.2870   \n",
       "141495   4.255781  20.091394  NaN       50.40440      13.06390     217.0840   \n",
       "141591   7.330000  13.890000  NaN      104.60500      22.68550     204.9210   \n",
       "141594   6.830000  12.270000  NaN      449.94000      22.38110     107.3270   \n",
       "143033   8.077830  34.041569  NaN      136.05600      28.48590     119.1800   \n",
       "\n",
       "        COSN5VARIEDADE  \n",
       "125608           16.50  \n",
       "125624            9.10  \n",
       "126166           11.65  \n",
       "129319           17.56  \n",
       "129421           13.75  \n",
       "130845           19.34  \n",
       "132930           13.36  \n",
       "133061           15.98  \n",
       "133146           14.81  \n",
       "133179           21.61  \n",
       "133204           16.96  \n",
       "133234           17.42  \n",
       "133239           19.92  \n",
       "133384           21.57  \n",
       "133596           14.80  \n",
       "134178           13.71  \n",
       "134200           15.11  \n",
       "134544           13.97  \n",
       "134551           21.17  \n",
       "134602           21.69  \n",
       "135629           12.94  \n",
       "135643           15.75  \n",
       "136403           11.96  \n",
       "136404           11.96  \n",
       "136524           17.92  \n",
       "136539           13.11  \n",
       "136546           15.85  \n",
       "136547           18.54  \n",
       "136582           20.03  \n",
       "136584           14.94  \n",
       "136588           33.66  \n",
       "136589           15.68  \n",
       "136601           12.06  \n",
       "136604           18.25  \n",
       "136609           25.69  \n",
       "136630           13.23  \n",
       "136647           24.15  \n",
       "136654           13.23  \n",
       "136666           15.15  \n",
       "136685           16.70  \n",
       "136699           17.30  \n",
       "136700            7.71  \n",
       "138494           16.73  \n",
       "138506           21.78  \n",
       "138546           18.03  \n",
       "138582           18.68  \n",
       "138828           14.83  \n",
       "138883           24.53  \n",
       "140748           26.76  \n",
       "141379           18.43  \n",
       "141407           19.25  \n",
       "141445           14.88  \n",
       "141469           12.85  \n",
       "141495           19.14  \n",
       "141591           14.94  \n",
       "141594           13.84  \n",
       "143033           19.47  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['DURACAO'].isna()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ab27698",
   "metadata": {},
   "source": [
    "Analysing the rows, they all have a ratio of burnt ground vs total area burned and a total area burned so we calculate this ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ef5a63f0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.007735Z",
     "start_time": "2022-10-10T07:05:09.992723Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset['DURACAO'] = dataset['DURACAO'].fillna(dataset['AREATOTAL']/dataset['HAHORA'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a5725043",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.023750Z",
     "start_time": "2022-10-10T07:05:10.008737Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    142805.000000\n",
       "mean          3.785961\n",
       "std         245.446189\n",
       "min       -7774.333333\n",
       "25%           0.433333\n",
       "50%           0.750000\n",
       "75%           1.350000\n",
       "max        5888.300000\n",
       "Name: DURACAO, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['DURACAO'].describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d12e03b1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.070794Z",
     "start_time": "2022-10-10T07:05:10.024752Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        vertical-align: top;\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>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>ANO</th>\n",
       "      <th>TIPO</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>CONCELHO</th>\n",
       "      <th>FREGUESIA</th>\n",
       "      <th>DHINICIO</th>\n",
       "      <th>DHFIM</th>\n",
       "      <th>DURACAO</th>\n",
       "      <th>AREAPOV</th>\n",
       "      <th>AREAMATO</th>\n",
       "      <th>AREAAGRIC</th>\n",
       "      <th>AREATOTAL</th>\n",
       "      <th>REACENDIMENTOS</th>\n",
       "      <th>HAHORA</th>\n",
       "      <th>QUEIMADA</th>\n",
       "      <th>FALSOALARME</th>\n",
       "      <th>FOGACHO</th>\n",
       "      <th>INCENDIO</th>\n",
       "      <th>AGRICOLA</th>\n",
       "      <th>TIPOCAUSA</th>\n",
       "      <th>HUMIDADERELATIVA</th>\n",
       "      <th>VENTOINTENSIDADE</th>\n",
       "      <th>PRECEPITACAO</th>\n",
       "      <th>FFMC</th>\n",
       "      <th>DMC</th>\n",
       "      <th>DC</th>\n",
       "      <th>ISI</th>\n",
       "      <th>FWI</th>\n",
       "      <th>THC</th>\n",
       "      <th>ALTITUDEMEDIA</th>\n",
       "      <th>DECLIVEMEDIO</th>\n",
       "      <th>DENDIDADERV</th>\n",
       "      <th>COSN5VARIEDADE</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>144228</td>\n",
       "      <td>542564</td>\n",
       "      <td>41.850560</td>\n",
       "      <td>-8.804720</td>\n",
       "      <td>2013</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Caminha</td>\n",
       "      <td>Venade</td>\n",
       "      <td>2013-04-30 23:56:00</td>\n",
       "      <td>2013-01-05 00:25:00</td>\n",
       "      <td>-2783.516667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.082759</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>87.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>33.400002</td>\n",
       "      <td>22.799999</td>\n",
       "      <td>62.200001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>107.1120</td>\n",
       "      <td>73.7838</td>\n",
       "      <td>20.99580</td>\n",
       "      <td>379.046</td>\n",
       "      <td>15.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>157837</td>\n",
       "      <td>557650</td>\n",
       "      <td>41.987220</td>\n",
       "      <td>-8.641940</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Valença</td>\n",
       "      <td>Cerdal</td>\n",
       "      <td>2013-04-30 23:13:00</td>\n",
       "      <td>2013-01-05 00:03:00</td>\n",
       "      <td>-2783.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.018000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>58.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.599998</td>\n",
       "      <td>41.299999</td>\n",
       "      <td>70.900002</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>11.900000</td>\n",
       "      <td>13.4091</td>\n",
       "      <td>21.1525</td>\n",
       "      <td>4.56611</td>\n",
       "      <td>273.382</td>\n",
       "      <td>15.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>175116</td>\n",
       "      <td>549022</td>\n",
       "      <td>41.910280</td>\n",
       "      <td>-8.433060</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viana do Castelo</td>\n",
       "      <td>Arcos de Valdevez</td>\n",
       "      <td>São Cosme e São Damião</td>\n",
       "      <td>2013-04-30 23:41:00</td>\n",
       "      <td>2013-01-05 00:07:00</td>\n",
       "      <td>-2783.566667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.011538</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.099998</td>\n",
       "      <td>47.500000</td>\n",
       "      <td>79.400002</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.800000</td>\n",
       "      <td>13.9569</td>\n",
       "      <td>174.3040</td>\n",
       "      <td>23.43190</td>\n",
       "      <td>93.907</td>\n",
       "      <td>13.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1613</th>\n",
       "      <td>288294</td>\n",
       "      <td>407554</td>\n",
       "      <td>40.630278</td>\n",
       "      <td>-7.088333</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Guarda</td>\n",
       "      <td>Pinhel</td>\n",
       "      <td>Pínzio</td>\n",
       "      <td>2013-12-05 21:15:00</td>\n",
       "      <td>2013-05-13 01:10:00</td>\n",
       "      <td>-4964.083333</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>2.450000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.765957</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>54.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>111.300003</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>19.7654</td>\n",
       "      <td>735.6890</td>\n",
       "      <td>9.96552</td>\n",
       "      <td>112.050</td>\n",
       "      <td>17.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1642</th>\n",
       "      <td>200772</td>\n",
       "      <td>523070</td>\n",
       "      <td>41.677024</td>\n",
       "      <td>-8.123870</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Vieira do Minho</td>\n",
       "      <td>Louredo</td>\n",
       "      <td>2013-12-05 21:45:00</td>\n",
       "      <td>2013-05-13 00:51:00</td>\n",
       "      <td>-4964.900000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.548387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>39.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.400002</td>\n",
       "      <td>15.400000</td>\n",
       "      <td>69.199997</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>14.7301</td>\n",
       "      <td>353.9600</td>\n",
       "      <td>25.66640</td>\n",
       "      <td>123.184</td>\n",
       "      <td>18.27</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142323</th>\n",
       "      <td>234747</td>\n",
       "      <td>534410</td>\n",
       "      <td>41.778333</td>\n",
       "      <td>-7.715278</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Vila Real</td>\n",
       "      <td>Montalegre</td>\n",
       "      <td>Cervos</td>\n",
       "      <td>2022-12-08 13:40:00</td>\n",
       "      <td>2022-08-13 09:20:00</td>\n",
       "      <td>-2812.333333</td>\n",
       "      <td>37.483269</td>\n",
       "      <td>74.750116</td>\n",
       "      <td>23.596188</td>\n",
       "      <td>135.829574</td>\n",
       "      <td>0</td>\n",
       "      <td>7.148925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Desconhecida</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.900002</td>\n",
       "      <td>166.699997</td>\n",
       "      <td>713.200012</td>\n",
       "      <td>8.420000</td>\n",
       "      <td>34.939999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>912.4380</td>\n",
       "      <td>8.76604</td>\n",
       "      <td>112.401</td>\n",
       "      <td>16.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142428</th>\n",
       "      <td>245453</td>\n",
       "      <td>486454</td>\n",
       "      <td>41.346070</td>\n",
       "      <td>-7.590042</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Vila Real</td>\n",
       "      <td>Sabrosa</td>\n",
       "      <td>Parada de Pinhão</td>\n",
       "      <td>2022-08-31 16:39:00</td>\n",
       "      <td>2022-01-09 03:25:00</td>\n",
       "      <td>-5629.233333</td>\n",
       "      <td>32.014145</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043931</td>\n",
       "      <td>32.058076</td>\n",
       "      <td>0</td>\n",
       "      <td>3.205808</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.011261</td>\n",
       "      <td>268.793884</td>\n",
       "      <td>939.917053</td>\n",
       "      <td>7.691860</td>\n",
       "      <td>33.474602</td>\n",
       "      <td>NaN</td>\n",
       "      <td>644.7270</td>\n",
       "      <td>12.30060</td>\n",
       "      <td>143.435</td>\n",
       "      <td>19.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142560</th>\n",
       "      <td>226010</td>\n",
       "      <td>438923</td>\n",
       "      <td>40.918889</td>\n",
       "      <td>-7.824444</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viseu</td>\n",
       "      <td>Vila Nova de Paiva</td>\n",
       "      <td>Pendilhe</td>\n",
       "      <td>2022-01-31 21:02:00</td>\n",
       "      <td>2022-01-02 00:51:00</td>\n",
       "      <td>-716.183333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>0</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.069595</td>\n",
       "      <td>10.777727</td>\n",
       "      <td>37.295921</td>\n",
       "      <td>4.407567</td>\n",
       "      <td>5.143467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>779.9650</td>\n",
       "      <td>11.47120</td>\n",
       "      <td>161.632</td>\n",
       "      <td>14.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142877</th>\n",
       "      <td>204640</td>\n",
       "      <td>451613</td>\n",
       "      <td>41.033611</td>\n",
       "      <td>-8.078056</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viseu</td>\n",
       "      <td>Cinfães</td>\n",
       "      <td>Tendais</td>\n",
       "      <td>2022-12-07 21:13:00</td>\n",
       "      <td>2022-07-13 14:56:00</td>\n",
       "      <td>-3534.283333</td>\n",
       "      <td>3.567500</td>\n",
       "      <td>10.586100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.153600</td>\n",
       "      <td>0</td>\n",
       "      <td>0.832565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.599998</td>\n",
       "      <td>52.299999</td>\n",
       "      <td>307.600006</td>\n",
       "      <td>9.590000</td>\n",
       "      <td>26.240000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>851.5340</td>\n",
       "      <td>31.57230</td>\n",
       "      <td>149.879</td>\n",
       "      <td>14.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142878</th>\n",
       "      <td>204640</td>\n",
       "      <td>451613</td>\n",
       "      <td>41.033611</td>\n",
       "      <td>-8.078056</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Viseu</td>\n",
       "      <td>Cinfães</td>\n",
       "      <td>Tendais</td>\n",
       "      <td>2022-12-07 21:13:00</td>\n",
       "      <td>2022-07-13 14:56:00</td>\n",
       "      <td>-3534.283333</td>\n",
       "      <td>3.567500</td>\n",
       "      <td>10.586100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.153600</td>\n",
       "      <td>0</td>\n",
       "      <td>0.832565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.599998</td>\n",
       "      <td>52.299999</td>\n",
       "      <td>307.600006</td>\n",
       "      <td>9.590000</td>\n",
       "      <td>26.240000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>851.5340</td>\n",
       "      <td>31.57230</td>\n",
       "      <td>149.879</td>\n",
       "      <td>14.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>467 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             X       Y        LAT       LON   ANO       TIPO  \\\n",
       "1143    144228  542564  41.850560 -8.804720  2013   Agrícola   \n",
       "1144    157837  557650  41.987220 -8.641940  2013  Florestal   \n",
       "1145    175116  549022  41.910280 -8.433060  2013  Florestal   \n",
       "1613    288294  407554  40.630278 -7.088333  2013  Florestal   \n",
       "1642    200772  523070  41.677024 -8.123870  2013  Florestal   \n",
       "...        ...     ...        ...       ...   ...        ...   \n",
       "142323  234747  534410  41.778333 -7.715278  2022  Florestal   \n",
       "142428  245453  486454  41.346070 -7.590042  2022  Florestal   \n",
       "142560  226010  438923  40.918889 -7.824444  2022  Florestal   \n",
       "142877  204640  451613  41.033611 -8.078056  2022  Florestal   \n",
       "142878  204640  451613  41.033611 -8.078056  2022  Florestal   \n",
       "\n",
       "                DISTRITO            CONCELHO               FREGUESIA  \\\n",
       "1143    Viana do Castelo             Caminha                  Venade   \n",
       "1144    Viana do Castelo             Valença                  Cerdal   \n",
       "1145    Viana do Castelo   Arcos de Valdevez  São Cosme e São Damião   \n",
       "1613              Guarda              Pinhel                  Pínzio   \n",
       "1642               Braga     Vieira do Minho                 Louredo   \n",
       "...                  ...                 ...                     ...   \n",
       "142323         Vila Real          Montalegre                  Cervos   \n",
       "142428         Vila Real             Sabrosa        Parada de Pinhão   \n",
       "142560             Viseu  Vila Nova de Paiva                Pendilhe   \n",
       "142877             Viseu             Cinfães                 Tendais   \n",
       "142878             Viseu             Cinfães                 Tendais   \n",
       "\n",
       "                  DHINICIO               DHFIM      DURACAO    AREAPOV  \\\n",
       "1143   2013-04-30 23:56:00 2013-01-05 00:25:00 -2783.516667   0.000000   \n",
       "1144   2013-04-30 23:13:00 2013-01-05 00:03:00 -2783.166667   0.000000   \n",
       "1145   2013-04-30 23:41:00 2013-01-05 00:07:00 -2783.566667   0.000000   \n",
       "1613   2013-12-05 21:15:00 2013-05-13 01:10:00 -4964.083333   0.550000   \n",
       "1642   2013-12-05 21:45:00 2013-05-13 00:51:00 -4964.900000   0.000000   \n",
       "...                    ...                 ...          ...        ...   \n",
       "142323 2022-12-08 13:40:00 2022-08-13 09:20:00 -2812.333333  37.483269   \n",
       "142428 2022-08-31 16:39:00 2022-01-09 03:25:00 -5629.233333  32.014145   \n",
       "142560 2022-01-31 21:02:00 2022-01-02 00:51:00  -716.183333   0.000000   \n",
       "142877 2022-12-07 21:13:00 2022-07-13 14:56:00 -3534.283333   3.567500   \n",
       "142878 2022-12-07 21:13:00 2022-07-13 14:56:00 -3534.283333   3.567500   \n",
       "\n",
       "         AREAMATO  AREAAGRIC   AREATOTAL  REACENDIMENTOS    HAHORA  QUEIMADA  \\\n",
       "1143     0.000000   0.040000    0.040000               0  0.082759         0   \n",
       "1144     0.015000   0.000000    0.015000               0  0.018000         0   \n",
       "1145     0.005000   0.000000    0.005000               0  0.011538         0   \n",
       "1613     2.450000   0.000000    3.000000               0  0.765957         0   \n",
       "1642     1.700000   0.000000    1.700000               0  0.548387         0   \n",
       "...           ...        ...         ...             ...       ...       ...   \n",
       "142323  74.750116  23.596188  135.829574               0  7.148925         0   \n",
       "142428   0.000000   0.043931   32.058076               0  3.205808         0   \n",
       "142560   7.200000   0.000000    7.200000               0  2.400000         0   \n",
       "142877  10.586100   0.000000   14.153600               0  0.832565         0   \n",
       "142878  10.586100   0.000000   14.153600               0  0.832565         0   \n",
       "\n",
       "        FALSOALARME  FOGACHO  INCENDIO  AGRICOLA     TIPOCAUSA  \\\n",
       "1143              0        0         0         1   Intencional   \n",
       "1144              0        1         0         0    Negligente   \n",
       "1145              0        1         0         0   Intencional   \n",
       "1613              0        0         1         0    Negligente   \n",
       "1642              0        0         1         0    Negligente   \n",
       "...             ...      ...       ...       ...           ...   \n",
       "142323            0        0         1         0  Desconhecida   \n",
       "142428            0        0         1         0   Intencional   \n",
       "142560            0        0         1         0    Negligente   \n",
       "142877            0        0         1         0   Intencional   \n",
       "142878            0        0         1         0   Intencional   \n",
       "\n",
       "        HUMIDADERELATIVA  VENTOINTENSIDADE  PRECEPITACAO       FFMC  \\\n",
       "1143                87.0               7.0           9.0  33.400002   \n",
       "1144                58.0              10.0           0.0  87.599998   \n",
       "1145                62.0               7.0           0.0  87.099998   \n",
       "1613                54.0              10.0           0.0  82.000000   \n",
       "1642                39.0               3.0           0.0  86.400002   \n",
       "...                  ...               ...           ...        ...   \n",
       "142323               NaN               NaN           NaN  91.900002   \n",
       "142428               NaN               NaN           NaN  91.011261   \n",
       "142560               NaN               NaN           NaN  87.069595   \n",
       "142877               NaN               NaN           NaN  93.599998   \n",
       "142878               NaN               NaN           NaN  93.599998   \n",
       "\n",
       "               DMC          DC       ISI        FWI       THC  ALTITUDEMEDIA  \\\n",
       "1143     22.799999   62.200001  0.000000   0.000000  107.1120        73.7838   \n",
       "1144     41.299999   70.900002  5.000000  11.900000   13.4091        21.1525   \n",
       "1145     47.500000   79.400002  4.000000  10.800000   13.9569       174.3040   \n",
       "1613     22.000000  111.300003  2.400000   5.000000   19.7654       735.6890   \n",
       "1642     15.400000   69.199997  3.000000   4.900000   14.7301       353.9600   \n",
       "...            ...         ...       ...        ...       ...            ...   \n",
       "142323  166.699997  713.200012  8.420000  34.939999       NaN       912.4380   \n",
       "142428  268.793884  939.917053  7.691860  33.474602       NaN       644.7270   \n",
       "142560   10.777727   37.295921  4.407567   5.143467       NaN       779.9650   \n",
       "142877   52.299999  307.600006  9.590000  26.240000       NaN       851.5340   \n",
       "142878   52.299999  307.600006  9.590000  26.240000       NaN       851.5340   \n",
       "\n",
       "        DECLIVEMEDIO  DENDIDADERV  COSN5VARIEDADE  \n",
       "1143        20.99580      379.046           15.21  \n",
       "1144         4.56611      273.382           15.94  \n",
       "1145        23.43190       93.907           13.97  \n",
       "1613         9.96552      112.050           17.09  \n",
       "1642        25.66640      123.184           18.27  \n",
       "...              ...          ...             ...  \n",
       "142323       8.76604      112.401           16.05  \n",
       "142428      12.30060      143.435           19.06  \n",
       "142560      11.47120      161.632           14.59  \n",
       "142877      31.57230      149.879           14.56  \n",
       "142878      31.57230      149.879           14.56  \n",
       "\n",
       "[467 rows x 37 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['DURACAO']<0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ffa9759",
   "metadata": {},
   "source": [
    "Again a problem with negative dates, We are going to calculate again with operation dividing the ratio by the total area burnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "64c81c82",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.086808Z",
     "start_time": "2022-10-10T07:05:10.071796Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset['DURACAO'] = np.where(dataset['DURACAO']<0, dataset['AREATOTAL']/dataset['HAHORA'], dataset['DURACAO'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3dd8fe5",
   "metadata": {},
   "source": [
    "We just have to fill the final dates with the start dates + hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "df1d826e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.117838Z",
     "start_time": "2022-10-10T07:05:10.087810Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset['DHFIM'] = dataset['DHINICIO'] + pd.to_timedelta(dataset['DURACAO'], unit = 'h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "91c084c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.149682Z",
     "start_time": "2022-10-10T07:05:10.118840Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>ANO</th>\n",
       "      <th>TIPO</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>CONCELHO</th>\n",
       "      <th>FREGUESIA</th>\n",
       "      <th>DHINICIO</th>\n",
       "      <th>DHFIM</th>\n",
       "      <th>DURACAO</th>\n",
       "      <th>AREAPOV</th>\n",
       "      <th>AREAMATO</th>\n",
       "      <th>AREAAGRIC</th>\n",
       "      <th>AREATOTAL</th>\n",
       "      <th>REACENDIMENTOS</th>\n",
       "      <th>HAHORA</th>\n",
       "      <th>QUEIMADA</th>\n",
       "      <th>FALSOALARME</th>\n",
       "      <th>FOGACHO</th>\n",
       "      <th>INCENDIO</th>\n",
       "      <th>AGRICOLA</th>\n",
       "      <th>TIPOCAUSA</th>\n",
       "      <th>HUMIDADERELATIVA</th>\n",
       "      <th>VENTOINTENSIDADE</th>\n",
       "      <th>PRECEPITACAO</th>\n",
       "      <th>FFMC</th>\n",
       "      <th>DMC</th>\n",
       "      <th>DC</th>\n",
       "      <th>ISI</th>\n",
       "      <th>FWI</th>\n",
       "      <th>THC</th>\n",
       "      <th>ALTITUDEMEDIA</th>\n",
       "      <th>DECLIVEMEDIO</th>\n",
       "      <th>DENDIDADERV</th>\n",
       "      <th>COSN5VARIEDADE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>192399</td>\n",
       "      <td>373499</td>\n",
       "      <td>40.330172</td>\n",
       "      <td>-8.222549</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Penacova</td>\n",
       "      <td>Oliveira do Mondego</td>\n",
       "      <td>2013-03-01 17:54:00</td>\n",
       "      <td>2013-03-01 18:28:59.999998800</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
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       "      <td>0.001714</td>\n",
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       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>54.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.300003</td>\n",
       "      <td>2.2</td>\n",
       "      <td>35.200001</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>26.773500</td>\n",
       "      <td>99.8913</td>\n",
       "      <td>17.5053</td>\n",
       "      <td>120.767</td>\n",
       "      <td>22.49</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>198300</td>\n",
       "      <td>351000</td>\n",
       "      <td>40.127576</td>\n",
       "      <td>-8.153059</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Góis</td>\n",
       "      <td>Góis</td>\n",
       "      <td>2013-04-01 23:56:00</td>\n",
       "      <td>2013-05-01 01:39:59.999998800</td>\n",
       "      <td>697.733333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000577</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.400002</td>\n",
       "      <td>2.9</td>\n",
       "      <td>47.400002</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>15.847600</td>\n",
       "      <td>597.4790</td>\n",
       "      <td>49.9571</td>\n",
       "      <td>183.455</td>\n",
       "      <td>21.73</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>228799</td>\n",
       "      <td>363099</td>\n",
       "      <td>40.236057</td>\n",
       "      <td>-7.794691</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Arganil</td>\n",
       "      <td>Piódão</td>\n",
       "      <td>2013-04-01 13:09:00</td>\n",
       "      <td>2013-04-01 14:30:00.000000000</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.099998</td>\n",
       "      <td>1.7</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>20.834101</td>\n",
       "      <td>748.7660</td>\n",
       "      <td>50.4426</td>\n",
       "      <td>224.046</td>\n",
       "      <td>11.95</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        X       Y        LAT       LON   ANO       TIPO DISTRITO  CONCELHO  \\\n",
       "0  192399  373499  40.330172 -8.222549  2013  Florestal  Coimbra  Penacova   \n",
       "1  198300  351000  40.127576 -8.153059  2013  Florestal  Coimbra      Góis   \n",
       "2  228799  363099  40.236057 -7.794691  2013  Florestal  Coimbra   Arganil   \n",
       "\n",
       "             FREGUESIA            DHINICIO                         DHFIM  \\\n",
       "0  Oliveira do Mondego 2013-03-01 17:54:00 2013-03-01 18:28:59.999998800   \n",
       "1                 Góis 2013-04-01 23:56:00 2013-05-01 01:39:59.999998800   \n",
       "2               Piódão 2013-04-01 13:09:00 2013-04-01 14:30:00.000000000   \n",
       "\n",
       "      DURACAO  AREAPOV  AREAMATO  AREAAGRIC  AREATOTAL  REACENDIMENTOS  \\\n",
       "0    0.583333      0.0     0.001        0.0      0.001               0   \n",
       "1  697.733333      0.0     0.001        0.0      0.001               0   \n",
       "2    1.350000      0.0     0.050        0.0      0.050               0   \n",
       "\n",
       "     HAHORA  QUEIMADA  FALSOALARME  FOGACHO  INCENDIO  AGRICOLA    TIPOCAUSA  \\\n",
       "0  0.001714         0            0        1         0         0  Intencional   \n",
       "1  0.000577         0            0        1         0         0   Negligente   \n",
       "2  0.037037         0            0        1         0         0   Negligente   \n",
       "\n",
       "   HUMIDADERELATIVA  VENTOINTENSIDADE  PRECEPITACAO       FFMC  DMC  \\\n",
       "0              54.0              14.0           0.0  76.300003  2.2   \n",
       "1              41.0              10.0           0.0  85.400002  2.9   \n",
       "2              51.0              28.0           0.0  81.099998  1.7   \n",
       "\n",
       "          DC  ISI  FWI        THC  ALTITUDEMEDIA  DECLIVEMEDIO  DENDIDADERV  \\\n",
       "0  35.200001  1.7  0.7  26.773500        99.8913       17.5053      120.767   \n",
       "1  47.400002  3.7  2.6  15.847600       597.4790       49.9571      183.455   \n",
       "2  25.000000  5.3  3.2  20.834101       748.7660       50.4426      224.046   \n",
       "\n",
       "   COSN5VARIEDADE  \n",
       "0           22.49  \n",
       "1           21.73  \n",
       "2           11.95  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04e9aca1",
   "metadata": {},
   "source": [
    "We still have 5 nan duration and end dates that are nan, we are going to drop them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "26217a32",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.180710Z",
     "start_time": "2022-10-10T07:05:10.150683Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113241</th>\n",
       "      <td>118203</td>\n",
       "      <td>246245</td>\n",
       "      <td>39.180236</td>\n",
       "      <td>-9.079732</td>\n",
       "      <td>2019</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Lisboa</td>\n",
       "      <td>Cadaval</td>\n",
       "      <td>Vilar</td>\n",
       "      <td>2019-12-09 17:37:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.427505</td>\n",
       "      <td>20.23826</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94.037186</td>\n",
       "      <td>170.632721</td>\n",
       "      <td>1057.079468</td>\n",
       "      <td>19.155760</td>\n",
       "      <td>58.123363</td>\n",
       "      <td>NaN</td>\n",
       "      <td>385.0770</td>\n",
       "      <td>39.8005</td>\n",
       "      <td>202.590</td>\n",
       "      <td>15.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133115</th>\n",
       "      <td>181900</td>\n",
       "      <td>407699</td>\n",
       "      <td>40.637990</td>\n",
       "      <td>-8.347085</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Aveiro</td>\n",
       "      <td>Águeda</td>\n",
       "      <td>Préstimo</td>\n",
       "      <td>2022-12-07 13:55:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.800003</td>\n",
       "      <td>67.199997</td>\n",
       "      <td>316.600006</td>\n",
       "      <td>14.820000</td>\n",
       "      <td>38.389999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.4362</td>\n",
       "      <td>14.6760</td>\n",
       "      <td>446.113</td>\n",
       "      <td>21.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136663</th>\n",
       "      <td>173484</td>\n",
       "      <td>308698</td>\n",
       "      <td>39.746180</td>\n",
       "      <td>-8.442470</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Alvaiázere</td>\n",
       "      <td>Pelmá</td>\n",
       "      <td>2022-12-07 16:11:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.199997</td>\n",
       "      <td>112.599998</td>\n",
       "      <td>580.200012</td>\n",
       "      <td>34.770000</td>\n",
       "      <td>79.769997</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.8490</td>\n",
       "      <td>18.7312</td>\n",
       "      <td>218.640</td>\n",
       "      <td>23.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136664</th>\n",
       "      <td>170388</td>\n",
       "      <td>324369</td>\n",
       "      <td>39.887220</td>\n",
       "      <td>-8.479300</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Abiul</td>\n",
       "      <td>2022-12-07 16:24:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.599998</td>\n",
       "      <td>103.500000</td>\n",
       "      <td>512.700012</td>\n",
       "      <td>27.639999</td>\n",
       "      <td>67.800003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>194.8370</td>\n",
       "      <td>11.0305</td>\n",
       "      <td>221.195</td>\n",
       "      <td>23.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136665</th>\n",
       "      <td>168770</td>\n",
       "      <td>326183</td>\n",
       "      <td>39.903500</td>\n",
       "      <td>-8.498300</td>\n",
       "      <td>2022</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pombal</td>\n",
       "      <td>Abiul</td>\n",
       "      <td>2022-12-07 16:39:00</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.599998</td>\n",
       "      <td>103.500000</td>\n",
       "      <td>512.700012</td>\n",
       "      <td>27.639999</td>\n",
       "      <td>67.800003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.9660</td>\n",
       "      <td>11.8323</td>\n",
       "      <td>186.096</td>\n",
       "      <td>31.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             X       Y        LAT       LON   ANO       TIPO DISTRITO  \\\n",
       "113241  118203  246245  39.180236 -9.079732  2019  Florestal   Lisboa   \n",
       "133115  181900  407699  40.637990 -8.347085  2022  Florestal   Aveiro   \n",
       "136663  173484  308698  39.746180 -8.442470  2022  Florestal   Leiria   \n",
       "136664  170388  324369  39.887220 -8.479300  2022  Florestal   Leiria   \n",
       "136665  168770  326183  39.903500 -8.498300  2022  Florestal   Leiria   \n",
       "\n",
       "          CONCELHO FREGUESIA            DHINICIO DHFIM  DURACAO  AREAPOV  \\\n",
       "113241     Cadaval     Vilar 2019-12-09 17:37:00   NaT      NaN      0.0   \n",
       "133115      Águeda  Préstimo 2022-12-07 13:55:00   NaT      NaN      0.0   \n",
       "136663  Alvaiázere     Pelmá 2022-12-07 16:11:00   NaT      NaN      0.0   \n",
       "136664      Pombal     Abiul 2022-12-07 16:24:00   NaT      NaN      0.0   \n",
       "136665      Pombal     Abiul 2022-12-07 16:39:00   NaT      NaN      0.0   \n",
       "\n",
       "        AREAMATO  AREAAGRIC  AREATOTAL  REACENDIMENTOS  HAHORA  QUEIMADA  \\\n",
       "113241       0.0        0.0        0.0               0     0.0         0   \n",
       "133115       0.0        0.0        0.0               0     0.0         0   \n",
       "136663       0.0        0.0        0.0               0     0.0         0   \n",
       "136664       0.0        0.0        0.0               0     0.0         0   \n",
       "136665       0.0        0.0        0.0               0     0.0         0   \n",
       "\n",
       "        FALSOALARME  FOGACHO  INCENDIO  AGRICOLA TIPOCAUSA  HUMIDADERELATIVA  \\\n",
       "113241            0        1         0         0       NaN         31.427505   \n",
       "133115            0        1         0         0       NaN               NaN   \n",
       "136663            0        1         0         0       NaN               NaN   \n",
       "136664            0        1         0         0       NaN               NaN   \n",
       "136665            0        1         0         0       NaN               NaN   \n",
       "\n",
       "        VENTOINTENSIDADE  PRECEPITACAO       FFMC         DMC           DC  \\\n",
       "113241          20.23826           0.0  94.037186  170.632721  1057.079468   \n",
       "133115               NaN           NaN  95.800003   67.199997   316.600006   \n",
       "136663               NaN           NaN  98.199997  112.599998   580.200012   \n",
       "136664               NaN           NaN  97.599998  103.500000   512.700012   \n",
       "136665               NaN           NaN  97.599998  103.500000   512.700012   \n",
       "\n",
       "              ISI        FWI  THC  ALTITUDEMEDIA  DECLIVEMEDIO  DENDIDADERV  \\\n",
       "113241  19.155760  58.123363  NaN       385.0770       39.8005      202.590   \n",
       "133115  14.820000  38.389999  NaN        83.4362       14.6760      446.113   \n",
       "136663  34.770000  79.769997  NaN       134.8490       18.7312      218.640   \n",
       "136664  27.639999  67.800003  NaN       194.8370       11.0305      221.195   \n",
       "136665  27.639999  67.800003  NaN       250.9660       11.8323      186.096   \n",
       "\n",
       "        COSN5VARIEDADE  \n",
       "113241           15.72  \n",
       "133115           21.26  \n",
       "136663           23.08  \n",
       "136664           23.45  \n",
       "136665           31.60  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['DURACAO'].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0237c1c6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.212739Z",
     "start_time": "2022-10-10T07:05:10.181711Z"
    }
   },
   "outputs": [],
   "source": [
    "final_dataset = dataset[~dataset['DURACAO'].isna()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c1479bd",
   "metadata": {},
   "source": [
    "#### Renaming columns, I will translate all columns now to english, and lowercase them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9a1eb1ed",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.228754Z",
     "start_time": "2022-10-10T07:05:10.213740Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['X', 'Y', 'LAT', 'LON', 'ANO', 'TIPO', 'DISTRITO', 'CONCELHO',\n",
       "       'FREGUESIA', 'DHINICIO', 'DHFIM', 'DURACAO', 'AREAPOV', 'AREAMATO',\n",
       "       'AREAAGRIC', 'AREATOTAL', 'REACENDIMENTOS', 'HAHORA', 'QUEIMADA',\n",
       "       'FALSOALARME', 'FOGACHO', 'INCENDIO', 'AGRICOLA', 'TIPOCAUSA',\n",
       "       'HUMIDADERELATIVA', 'VENTOINTENSIDADE', 'PRECEPITACAO', 'FFMC', 'DMC',\n",
       "       'DC', 'ISI', 'FWI', 'THC', 'ALTITUDEMEDIA', 'DECLIVEMEDIO',\n",
       "       'DENDIDADERV', 'COSN5VARIEDADE'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2f3231b6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.244768Z",
     "start_time": "2022-10-10T07:05:10.229755Z"
    }
   },
   "outputs": [],
   "source": [
    "final_dataset.columns = ['x','y','lat', 'lon','year','type','district','county','parish','alert_date','extinction_date','duration',\n",
    "    'area_populated','area_bush','area_agricultural','area_total','reignition', 'hour_ha', 'burned','false_alarm','spark',\n",
    "    'fire','agricultural','type_cause', 'relative_humidity','wind_intensity', 'precipitation', 'ffmc', 'dmc', 'dc', 'isi', \n",
    "    'fwi','thc', 'avg_altitude', 'avg_inclination', 'rvdendity','cosn5variety']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6f7202fb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.276799Z",
     "start_time": "2022-10-10T07:05:10.247772Z"
    }
   },
   "outputs": [
    {
     "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>x</th>\n",
       "      <th>y</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>district</th>\n",
       "      <th>county</th>\n",
       "      <th>parish</th>\n",
       "      <th>alert_date</th>\n",
       "      <th>extinction_date</th>\n",
       "      <th>duration</th>\n",
       "      <th>area_populated</th>\n",
       "      <th>area_bush</th>\n",
       "      <th>area_agricultural</th>\n",
       "      <th>area_total</th>\n",
       "      <th>reignition</th>\n",
       "      <th>hour_ha</th>\n",
       "      <th>burned</th>\n",
       "      <th>false_alarm</th>\n",
       "      <th>spark</th>\n",
       "      <th>fire</th>\n",
       "      <th>agricultural</th>\n",
       "      <th>type_cause</th>\n",
       "      <th>relative_humidity</th>\n",
       "      <th>wind_intensity</th>\n",
       "      <th>precipitation</th>\n",
       "      <th>ffmc</th>\n",
       "      <th>dmc</th>\n",
       "      <th>dc</th>\n",
       "      <th>isi</th>\n",
       "      <th>fwi</th>\n",
       "      <th>thc</th>\n",
       "      <th>avg_altitude</th>\n",
       "      <th>avg_inclination</th>\n",
       "      <th>rvdendity</th>\n",
       "      <th>cosn5variety</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>192399</td>\n",
       "      <td>373499</td>\n",
       "      <td>40.330172</td>\n",
       "      <td>-8.222549</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Penacova</td>\n",
       "      <td>Oliveira do Mondego</td>\n",
       "      <td>2013-03-01 17:54:00</td>\n",
       "      <td>2013-03-01 18:28:59.999998800</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001714</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intencional</td>\n",
       "      <td>54.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.300003</td>\n",
       "      <td>2.2</td>\n",
       "      <td>35.200001</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>26.773500</td>\n",
       "      <td>99.8913</td>\n",
       "      <td>17.5053</td>\n",
       "      <td>120.767</td>\n",
       "      <td>22.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>198300</td>\n",
       "      <td>351000</td>\n",
       "      <td>40.127576</td>\n",
       "      <td>-8.153059</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Góis</td>\n",
       "      <td>Góis</td>\n",
       "      <td>2013-04-01 23:56:00</td>\n",
       "      <td>2013-05-01 01:39:59.999998800</td>\n",
       "      <td>697.733333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000577</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.400002</td>\n",
       "      <td>2.9</td>\n",
       "      <td>47.400002</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>15.847600</td>\n",
       "      <td>597.4790</td>\n",
       "      <td>49.9571</td>\n",
       "      <td>183.455</td>\n",
       "      <td>21.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>228799</td>\n",
       "      <td>363099</td>\n",
       "      <td>40.236057</td>\n",
       "      <td>-7.794691</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Arganil</td>\n",
       "      <td>Piódão</td>\n",
       "      <td>2013-04-01 13:09:00</td>\n",
       "      <td>2013-04-01 14:30:00.000000000</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.099998</td>\n",
       "      <td>1.7</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>20.834101</td>\n",
       "      <td>748.7660</td>\n",
       "      <td>50.4426</td>\n",
       "      <td>224.046</td>\n",
       "      <td>11.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>197499</td>\n",
       "      <td>325299</td>\n",
       "      <td>39.896117</td>\n",
       "      <td>-8.162342</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Pedrógão Grande</td>\n",
       "      <td>Pedrógão Grande</td>\n",
       "      <td>2013-04-01 13:13:00</td>\n",
       "      <td>2013-04-01 13:53:00.000001200</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.099998</td>\n",
       "      <td>1.7</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>20.834101</td>\n",
       "      <td>343.0810</td>\n",
       "      <td>10.0806</td>\n",
       "      <td>138.011</td>\n",
       "      <td>18.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>145400</td>\n",
       "      <td>287000</td>\n",
       "      <td>39.549428</td>\n",
       "      <td>-8.768329</td>\n",
       "      <td>2013</td>\n",
       "      <td>Agrícola</td>\n",
       "      <td>Leiria</td>\n",
       "      <td>Porto de Mós</td>\n",
       "      <td>Alvados</td>\n",
       "      <td>2013-04-01 12:00:00</td>\n",
       "      <td>2013-04-01 15:07:59.999998800</td>\n",
       "      <td>3.133333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.500</td>\n",
       "      <td>0</td>\n",
       "      <td>2.074468</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Negligente</td>\n",
       "      <td>42.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.800003</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40.200001</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.1</td>\n",
       "      <td>15.398800</td>\n",
       "      <td>264.8890</td>\n",
       "      <td>11.7616</td>\n",
       "      <td>261.708</td>\n",
       "      <td>15.32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        x       y        lat       lon  year       type district  \\\n",
       "0  192399  373499  40.330172 -8.222549  2013  Florestal  Coimbra   \n",
       "1  198300  351000  40.127576 -8.153059  2013  Florestal  Coimbra   \n",
       "2  228799  363099  40.236057 -7.794691  2013  Florestal  Coimbra   \n",
       "3  197499  325299  39.896117 -8.162342  2013  Florestal   Leiria   \n",
       "4  145400  287000  39.549428 -8.768329  2013   Agrícola   Leiria   \n",
       "\n",
       "            county               parish          alert_date  \\\n",
       "0         Penacova  Oliveira do Mondego 2013-03-01 17:54:00   \n",
       "1             Góis                 Góis 2013-04-01 23:56:00   \n",
       "2          Arganil               Piódão 2013-04-01 13:09:00   \n",
       "3  Pedrógão Grande      Pedrógão Grande 2013-04-01 13:13:00   \n",
       "4     Porto de Mós              Alvados 2013-04-01 12:00:00   \n",
       "\n",
       "                extinction_date    duration  area_populated  area_bush  \\\n",
       "0 2013-03-01 18:28:59.999998800    0.583333             0.0      0.001   \n",
       "1 2013-05-01 01:39:59.999998800  697.733333             0.0      0.001   \n",
       "2 2013-04-01 14:30:00.000000000    1.350000             0.0      0.050   \n",
       "3 2013-04-01 13:53:00.000001200    0.666667             0.1      0.100   \n",
       "4 2013-04-01 15:07:59.999998800    3.133333             0.0      0.000   \n",
       "\n",
       "   area_agricultural  area_total  reignition   hour_ha  burned  false_alarm  \\\n",
       "0                0.0       0.001           0  0.001714       0            0   \n",
       "1                0.0       0.001           0  0.000577       0            0   \n",
       "2                0.0       0.050           0  0.037037       0            0   \n",
       "3                0.0       0.200           0  0.300000       0            0   \n",
       "4                6.5       6.500           0  2.074468       0            0   \n",
       "\n",
       "   spark  fire  agricultural   type_cause  relative_humidity  wind_intensity  \\\n",
       "0      1     0             0  Intencional               54.0            14.0   \n",
       "1      1     0             0   Negligente               41.0            10.0   \n",
       "2      1     0             0   Negligente               51.0            28.0   \n",
       "3      1     0             0   Negligente               51.0            28.0   \n",
       "4      0     0             1   Negligente               42.0            14.0   \n",
       "\n",
       "   precipitation       ffmc  dmc         dc  isi  fwi        thc  \\\n",
       "0            0.0  76.300003  2.2  35.200001  1.7  0.7  26.773500   \n",
       "1            0.0  85.400002  2.9  47.400002  3.7  2.6  15.847600   \n",
       "2            0.0  81.099998  1.7  25.000000  5.3  3.2  20.834101   \n",
       "3            0.0  81.099998  1.7  25.000000  5.3  3.2  20.834101   \n",
       "4            0.0  85.800003  4.0  40.200001  4.8  4.1  15.398800   \n",
       "\n",
       "   avg_altitude  avg_inclination  rvdendity  cosn5variety  \n",
       "0       99.8913          17.5053    120.767         22.49  \n",
       "1      597.4790          49.9571    183.455         21.73  \n",
       "2      748.7660          50.4426    224.046         11.95  \n",
       "3      343.0810          10.0806    138.011         18.89  \n",
       "4      264.8890          11.7616    261.708         15.32  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bb05190f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.404154Z",
     "start_time": "2022-10-10T07:05:10.277800Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>187018.036765</td>\n",
       "      <td>49002.797653</td>\n",
       "      <td>-3.465220e+06</td>\n",
       "      <td>160097.750000</td>\n",
       "      <td>181165.000000</td>\n",
       "      <td>213899.000000</td>\n",
       "      <td>3.599970e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>y</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>390467.702479</td>\n",
       "      <td>133929.827549</td>\n",
       "      <td>-8.943710e+05</td>\n",
       "      <td>280319.500000</td>\n",
       "      <td>451694.000000</td>\n",
       "      <td>487242.750000</td>\n",
       "      <td>3.145872e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lat</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>40.479532</td>\n",
       "      <td>1.213758</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>39.488333</td>\n",
       "      <td>41.033601</td>\n",
       "      <td>41.353437</td>\n",
       "      <td>6.524333e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lon</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>-8.283820</td>\n",
       "      <td>0.576866</td>\n",
       "      <td>-5.185375e+01</td>\n",
       "      <td>-8.605477</td>\n",
       "      <td>-8.356951</td>\n",
       "      <td>-7.968331</td>\n",
       "      <td>-0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>2016.745798</td>\n",
       "      <td>2.776449</td>\n",
       "      <td>2.013000e+03</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>2.022000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>duration</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>15.291980</td>\n",
       "      <td>106.576422</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>5.888300e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_populated</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>4.574534</td>\n",
       "      <td>224.481027</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.721543e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_bush</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>3.882413</td>\n",
       "      <td>94.641489</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.129775</td>\n",
       "      <td>1.317886e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_agricultural</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.661383</td>\n",
       "      <td>28.715220</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.493424e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_total</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>9.118330</td>\n",
       "      <td>305.484452</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.361881e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reignition</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.069825</td>\n",
       "      <td>0.254853</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour_ha</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>1.074623</td>\n",
       "      <td>21.208895</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.018375</td>\n",
       "      <td>0.088889</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>6.902792e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>burned</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>false_alarm</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spark</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.652101</td>\n",
       "      <td>0.476305</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fire</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.155812</td>\n",
       "      <td>0.362679</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agricultural</th>\n",
       "      <td>142800.0</td>\n",
       "      <td>0.192087</td>\n",
       "      <td>0.393942</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>relative_humidity</th>\n",
       "      <td>122921.0</td>\n",
       "      <td>44.724525</td>\n",
       "      <td>17.456145</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.004993e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_intensity</th>\n",
       "      <td>122898.0</td>\n",
       "      <td>10.158956</td>\n",
       "      <td>6.368398</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>9.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precipitation</th>\n",
       "      <td>122921.0</td>\n",
       "      <td>0.124756</td>\n",
       "      <td>1.350713</td>\n",
       "      <td>-3.515625e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.080000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ffmc</th>\n",
       "      <td>141286.0</td>\n",
       "      <td>89.222730</td>\n",
       "      <td>71.778751</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>86.900002</td>\n",
       "      <td>89.755764</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>1.007131e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dmc</th>\n",
       "      <td>141315.0</td>\n",
       "      <td>114.465366</td>\n",
       "      <td>96.874148</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>37.200001</td>\n",
       "      <td>95.847122</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>1.590033e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dc</th>\n",
       "      <td>141315.0</td>\n",
       "      <td>498.315072</td>\n",
       "      <td>311.542280</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>228.650002</td>\n",
       "      <td>517.000000</td>\n",
       "      <td>726.799988</td>\n",
       "      <td>6.822710e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>isi</th>\n",
       "      <td>141286.0</td>\n",
       "      <td>7.734181</td>\n",
       "      <td>5.297695</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>7.030000</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>1.927000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fwi</th>\n",
       "      <td>141315.0</td>\n",
       "      <td>25.831615</td>\n",
       "      <td>65.032228</td>\n",
       "      <td>-8.000000e+01</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>25.700001</td>\n",
       "      <td>36.299999</td>\n",
       "      <td>2.015009e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thc</th>\n",
       "      <td>93001.0</td>\n",
       "      <td>12.309400</td>\n",
       "      <td>11.165382</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>8.027330</td>\n",
       "      <td>10.830800</td>\n",
       "      <td>13.847000</td>\n",
       "      <td>2.498690e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_altitude</th>\n",
       "      <td>142747.0</td>\n",
       "      <td>273.912291</td>\n",
       "      <td>242.097593</td>\n",
       "      <td>-6.379250e+01</td>\n",
       "      <td>86.407500</td>\n",
       "      <td>201.484000</td>\n",
       "      <td>399.721000</td>\n",
       "      <td>1.813540e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_inclination</th>\n",
       "      <td>142747.0</td>\n",
       "      <td>13.942913</td>\n",
       "      <td>9.434713</td>\n",
       "      <td>5.408560e-02</td>\n",
       "      <td>6.673825</td>\n",
       "      <td>12.006800</td>\n",
       "      <td>19.221700</td>\n",
       "      <td>6.575060e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rvdendity</th>\n",
       "      <td>142775.0</td>\n",
       "      <td>344.656296</td>\n",
       "      <td>291.176843</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>149.514000</td>\n",
       "      <td>255.938000</td>\n",
       "      <td>422.590000</td>\n",
       "      <td>2.027110e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cosn5variety</th>\n",
       "      <td>142777.0</td>\n",
       "      <td>17.877137</td>\n",
       "      <td>4.871371</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>14.710000</td>\n",
       "      <td>17.830000</td>\n",
       "      <td>21.040000</td>\n",
       "      <td>3.988000e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      count           mean            std           min  \\\n",
       "x                  142800.0  187018.036765   49002.797653 -3.465220e+06   \n",
       "y                  142800.0  390467.702479  133929.827549 -8.943710e+05   \n",
       "lat                142800.0      40.479532       1.213758  0.000000e+00   \n",
       "lon                142800.0      -8.283820       0.576866 -5.185375e+01   \n",
       "year               142800.0    2016.745798       2.776449  2.013000e+03   \n",
       "duration           142800.0      15.291980     106.576422  0.000000e+00   \n",
       "area_populated     142800.0       4.574534     224.481027  0.000000e+00   \n",
       "area_bush          142800.0       3.882413      94.641489  0.000000e+00   \n",
       "area_agricultural  142800.0       0.661383      28.715220  0.000000e+00   \n",
       "area_total         142800.0       9.118330     305.484452  0.000000e+00   \n",
       "reignition         142800.0       0.069825       0.254853  0.000000e+00   \n",
       "hour_ha            142800.0       1.074623      21.208895  0.000000e+00   \n",
       "burned             142800.0       0.000000       0.000000  0.000000e+00   \n",
       "false_alarm        142800.0       0.000000       0.000000  0.000000e+00   \n",
       "spark              142800.0       0.652101       0.476305  0.000000e+00   \n",
       "fire               142800.0       0.155812       0.362679  0.000000e+00   \n",
       "agricultural       142800.0       0.192087       0.393942  0.000000e+00   \n",
       "relative_humidity  122921.0      44.724525      17.456145  0.000000e+00   \n",
       "wind_intensity     122898.0      10.158956       6.368398  0.000000e+00   \n",
       "precipitation      122921.0       0.124756       1.350713 -3.515625e-02   \n",
       "ffmc               141286.0      89.222730      71.778751 -8.000000e+01   \n",
       "dmc                141315.0     114.465366      96.874148 -8.000000e+01   \n",
       "dc                 141315.0     498.315072     311.542280 -8.000000e+01   \n",
       "isi                141286.0       7.734181       5.297695 -8.000000e+01   \n",
       "fwi                141315.0      25.831615      65.032228 -8.000000e+01   \n",
       "thc                 93001.0      12.309400      11.165382  0.000000e+00   \n",
       "avg_altitude       142747.0     273.912291     242.097593 -6.379250e+01   \n",
       "avg_inclination    142747.0      13.942913       9.434713  5.408560e-02   \n",
       "rvdendity          142775.0     344.656296     291.176843  0.000000e+00   \n",
       "cosn5variety       142777.0      17.877137       4.871371  1.000000e+00   \n",
       "\n",
       "                             25%            50%            75%           max  \n",
       "x                  160097.750000  181165.000000  213899.000000  3.599970e+05  \n",
       "y                  280319.500000  451694.000000  487242.750000  3.145872e+06  \n",
       "lat                    39.488333      41.033601      41.353437  6.524333e+01  \n",
       "lon                    -8.605477      -8.356951      -7.968331 -0.000000e+00  \n",
       "year                 2015.000000    2017.000000    2019.000000  2.022000e+03  \n",
       "duration                0.450000       0.766667       1.350000  5.888300e+03  \n",
       "area_populated          0.000000       0.000000       0.000000  4.721543e+04  \n",
       "area_bush               0.000000       0.010000       0.129775  1.317886e+04  \n",
       "area_agricultural       0.000000       0.000000       0.000000  5.493424e+03  \n",
       "area_total              0.010000       0.055000       0.500000  5.361881e+04  \n",
       "reignition              0.000000       0.000000       0.000000  1.000000e+00  \n",
       "hour_ha                 0.018375       0.088889       0.454545  6.902792e+03  \n",
       "burned                  0.000000       0.000000       0.000000  0.000000e+00  \n",
       "false_alarm             0.000000       0.000000       0.000000  0.000000e+00  \n",
       "spark                   0.000000       1.000000       1.000000  1.000000e+00  \n",
       "fire                    0.000000       0.000000       0.000000  1.000000e+00  \n",
       "agricultural            0.000000       0.000000       0.000000  1.000000e+00  \n",
       "relative_humidity      31.000000      43.000000      56.000000  1.004993e+02  \n",
       "wind_intensity          5.700000       9.000000      14.000000  9.000000e+01  \n",
       "precipitation           0.000000       0.000000       0.000000  1.080000e+02  \n",
       "ffmc                   86.900002      89.755764      92.500000  1.007131e+04  \n",
       "dmc                    37.200001      95.847122     159.000000  1.590033e+03  \n",
       "dc                    228.650002     517.000000     726.799988  6.822710e+03  \n",
       "isi                     4.600000       7.030000      10.100000  1.927000e+02  \n",
       "fwi                    13.000000      25.700001      36.299999  2.015009e+04  \n",
       "thc                     8.027330      10.830800      13.847000  2.498690e+02  \n",
       "avg_altitude           86.407500     201.484000     399.721000  1.813540e+03  \n",
       "avg_inclination         6.673825      12.006800      19.221700  6.575060e+01  \n",
       "rvdendity             149.514000     255.938000     422.590000  2.027110e+03  \n",
       "cosn5variety           14.710000      17.830000      21.040000  3.988000e+01  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c627e39c",
   "metadata": {},
   "source": [
    "#### We can't have negative precipitation so we will set the negatives to 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6a19dee3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.435688Z",
     "start_time": "2022-10-10T07:05:10.405155Z"
    }
   },
   "outputs": [],
   "source": [
    "final_dataset['precipitation'] = np.where(final_dataset['precipitation'] < 0, 0, final_dataset['precipitation']) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e33c504e",
   "metadata": {},
   "source": [
    "#### Adding the CO2 expelled to the atmosphere for each fire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "85a4d98d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:10.451712Z",
     "start_time": "2022-10-10T07:05:10.436690Z"
    }
   },
   "outputs": [],
   "source": [
    "final_dataset['co2_generated'] = (final_dataset['area_populated']*1.28+final_dataset['area_bush']*14+final_dataset['area_agricultural']*1.28)*1.7264    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4482bf7f",
   "metadata": {},
   "source": [
    "### Making some typing corrections to district, county and parish columns so the data is all unified.\n",
    "\n",
    "I noted before that some locals have upper and downcase issues, I'll address them now"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "10102a6f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.101893Z",
     "start_time": "2022-10-10T07:05:10.453218Z"
    }
   },
   "outputs": [],
   "source": [
    "for element in ['district', 'county', 'parish']:\n",
    "    final_dataset[element] = final_dataset[element].str.replace(\" Da \",' da ')\n",
    "    final_dataset[element] = final_dataset[element].str.replace(\" De \",' de ')\n",
    "    final_dataset[element] = final_dataset[element].str.replace(\" Do \",' do ')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f82e778",
   "metadata": {},
   "source": [
    "### Checking for final Nans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dccd8c6f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.196979Z",
     "start_time": "2022-10-10T07:05:11.102894Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "x                        0\n",
       "y                        0\n",
       "lat                      0\n",
       "lon                      0\n",
       "year                     0\n",
       "type                     0\n",
       "district                 0\n",
       "county                   0\n",
       "parish                   0\n",
       "alert_date               0\n",
       "extinction_date          0\n",
       "duration                 0\n",
       "area_populated           0\n",
       "area_bush                0\n",
       "area_agricultural        0\n",
       "area_total               0\n",
       "reignition               0\n",
       "hour_ha                  0\n",
       "burned                   0\n",
       "false_alarm              0\n",
       "spark                    0\n",
       "fire                     0\n",
       "agricultural             0\n",
       "type_cause           23177\n",
       "relative_humidity    19879\n",
       "wind_intensity       19902\n",
       "precipitation        19879\n",
       "ffmc                  1514\n",
       "dmc                   1485\n",
       "dc                    1485\n",
       "isi                   1514\n",
       "fwi                   1485\n",
       "thc                  49799\n",
       "avg_altitude            53\n",
       "avg_inclination         53\n",
       "rvdendity               25\n",
       "cosn5variety            23\n",
       "co2_generated            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5f08b317",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.291979Z",
     "start_time": "2022-10-10T07:05:11.197981Z"
    }
   },
   "outputs": [],
   "source": [
    "# I have no option than dropping the column thc and the rows were relative humidity, wind intensity and precipitation are null \n",
    "# because for the model i want to build this is essencial info.\n",
    "final_dataset = final_dataset.dropna(subset=['relative_humidity', 'avg_altitude'])\n",
    "final_dataset = final_dataset.drop(['thc'], axis=1)\n",
    "\n",
    "# Droping a few more invalid rows\n",
    "final_dataset = final_dataset[~final_dataset['isi'].isna()]\n",
    "final_dataset = final_dataset[~final_dataset['wind_intensity'].isna()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8c0831e",
   "metadata": {},
   "source": [
    "#### I will assign every null of type_cause to unknown because they are in fact, unknown and translate every value to an english translated one for better understanding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3b59c46c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.323015Z",
     "start_time": "2022-10-10T07:05:11.292980Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unknown        57593\n",
       "Negligence     35030\n",
       "Intentional    20061\n",
       "Re-ignition     9185\n",
       "Natural          951\n",
       "Name: type_cause, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset['type_cause'][final_dataset['type_cause'].isna()] = 'Desconhecida'\n",
    "final_dataset['type_cause'] = final_dataset['type_cause'].map({\"Desconhecida\" : 'Unknown', \"Negligente\" : 'Negligence', \"Intencional\" : 'Intentional', \"Reacendimento\" : 'Re-ignition', 'Natural' : 'Natural'})   \n",
    "final_dataset['type_cause'].value_counts() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1c9888a3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.339030Z",
     "start_time": "2022-10-10T07:05:11.324016Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset['type_cause'].isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "63d516a2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.371059Z",
     "start_time": "2022-10-10T07:05:11.340030Z"
    }
   },
   "outputs": [
    {
     "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>x</th>\n",
       "      <th>y</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>year</th>\n",
       "      <th>type</th>\n",
       "      <th>district</th>\n",
       "      <th>county</th>\n",
       "      <th>parish</th>\n",
       "      <th>alert_date</th>\n",
       "      <th>extinction_date</th>\n",
       "      <th>duration</th>\n",
       "      <th>area_populated</th>\n",
       "      <th>area_bush</th>\n",
       "      <th>area_agricultural</th>\n",
       "      <th>area_total</th>\n",
       "      <th>reignition</th>\n",
       "      <th>hour_ha</th>\n",
       "      <th>burned</th>\n",
       "      <th>false_alarm</th>\n",
       "      <th>spark</th>\n",
       "      <th>fire</th>\n",
       "      <th>agricultural</th>\n",
       "      <th>type_cause</th>\n",
       "      <th>relative_humidity</th>\n",
       "      <th>wind_intensity</th>\n",
       "      <th>precipitation</th>\n",
       "      <th>ffmc</th>\n",
       "      <th>dmc</th>\n",
       "      <th>dc</th>\n",
       "      <th>isi</th>\n",
       "      <th>fwi</th>\n",
       "      <th>avg_altitude</th>\n",
       "      <th>avg_inclination</th>\n",
       "      <th>rvdendity</th>\n",
       "      <th>cosn5variety</th>\n",
       "      <th>co2_generated</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>192399</td>\n",
       "      <td>373499</td>\n",
       "      <td>40.330172</td>\n",
       "      <td>-8.222549</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Penacova</td>\n",
       "      <td>Oliveira do Mondego</td>\n",
       "      <td>2013-03-01 17:54:00</td>\n",
       "      <td>2013-03-01 18:28:59.999998800</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001714</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intentional</td>\n",
       "      <td>54.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.300003</td>\n",
       "      <td>2.2</td>\n",
       "      <td>35.200001</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>99.8913</td>\n",
       "      <td>17.5053</td>\n",
       "      <td>120.767</td>\n",
       "      <td>22.49</td>\n",
       "      <td>0.02417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>198300</td>\n",
       "      <td>351000</td>\n",
       "      <td>40.127576</td>\n",
       "      <td>-8.153059</td>\n",
       "      <td>2013</td>\n",
       "      <td>Florestal</td>\n",
       "      <td>Coimbra</td>\n",
       "      <td>Góis</td>\n",
       "      <td>Góis</td>\n",
       "      <td>2013-04-01 23:56:00</td>\n",
       "      <td>2013-05-01 01:39:59.999998800</td>\n",
       "      <td>697.733333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000577</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Negligence</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.400002</td>\n",
       "      <td>2.9</td>\n",
       "      <td>47.400002</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>597.4790</td>\n",
       "      <td>49.9571</td>\n",
       "      <td>183.455</td>\n",
       "      <td>21.73</td>\n",
       "      <td>0.02417</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        x       y        lat       lon  year       type district    county  \\\n",
       "0  192399  373499  40.330172 -8.222549  2013  Florestal  Coimbra  Penacova   \n",
       "1  198300  351000  40.127576 -8.153059  2013  Florestal  Coimbra      Góis   \n",
       "\n",
       "                parish          alert_date               extinction_date  \\\n",
       "0  Oliveira do Mondego 2013-03-01 17:54:00 2013-03-01 18:28:59.999998800   \n",
       "1                 Góis 2013-04-01 23:56:00 2013-05-01 01:39:59.999998800   \n",
       "\n",
       "     duration  area_populated  area_bush  area_agricultural  area_total  \\\n",
       "0    0.583333             0.0      0.001                0.0       0.001   \n",
       "1  697.733333             0.0      0.001                0.0       0.001   \n",
       "\n",
       "   reignition   hour_ha  burned  false_alarm  spark  fire  agricultural  \\\n",
       "0           0  0.001714       0            0      1     0             0   \n",
       "1           0  0.000577       0            0      1     0             0   \n",
       "\n",
       "    type_cause  relative_humidity  wind_intensity  precipitation       ffmc  \\\n",
       "0  Intentional               54.0            14.0            0.0  76.300003   \n",
       "1   Negligence               41.0            10.0            0.0  85.400002   \n",
       "\n",
       "   dmc         dc  isi  fwi  avg_altitude  avg_inclination  rvdendity  \\\n",
       "0  2.2  35.200001  1.7  0.7       99.8913          17.5053    120.767   \n",
       "1  2.9  47.400002  3.7  2.6      597.4790          49.9571    183.455   \n",
       "\n",
       "   cosn5variety  co2_generated  \n",
       "0         22.49        0.02417  \n",
       "1         21.73        0.02417  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "33c98d56",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.387106Z",
     "start_time": "2022-10-10T07:05:11.372099Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gandra                           152\n",
       "Lavradas                         132\n",
       "Portela                          125\n",
       "Refóios do Lima                  118\n",
       "Carvoeiro                        110\n",
       "                                ... \n",
       "Caminha                            1\n",
       "Arcos de Valdevez (são Paio)       1\n",
       "Padreiro (salvador)                1\n",
       "Arga de Cima                       1\n",
       "Viana do Castelo (Monserrate)      1\n",
       "Name: parish, Length: 310, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_dataset['parish'][final_dataset['district']=='Viana do Castelo'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08baabfd",
   "metadata": {},
   "source": [
    "#### The parish's inside brackets are essencially lke north and south of the same place so I will remove all brackets and everything inside them effectivly grouping the fires of this small sub-parish's"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1049395b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.547216Z",
     "start_time": "2022-10-10T07:05:11.388108Z"
    }
   },
   "outputs": [],
   "source": [
    "words = list(final_dataset['parish'][final_dataset['parish'].str.contains(\"\\(.*?\\)\")].unique())\n",
    "file_lst_trimmed = [re.sub(r' \\(.*?\\)', '', file) for file in words]\n",
    "\n",
    "final_dataset[final_dataset['parish'].isin(file_lst_trimmed)]\n",
    "final_dataset['parish'] = [re.sub(r' \\(.*?\\)', '', file) for file in final_dataset['parish']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4c8247c",
   "metadata": {},
   "source": [
    "#### Rounding all the dataset except latitudes and longitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "cdc280f6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:11.721697Z",
     "start_time": "2022-10-10T07:05:11.548218Z"
    }
   },
   "outputs": [],
   "source": [
    "tmt = final_dataset[['lat','lon']]\n",
    "final_dataset = final_dataset.round(2)\n",
    "final_dataset[['lat','lon']] = tmt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e581bb06",
   "metadata": {},
   "source": [
    "### Exporting the new trimmed and treated dataset to csv and our MySQL database for later access and use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5b6c01ca",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:05:14.114726Z",
     "start_time": "2022-10-10T07:05:11.754728Z"
    }
   },
   "outputs": [],
   "source": [
    "final_dataset.to_csv('Full fires 2013-2022 with weather to model.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "af2e9f21",
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     "start_time": "2022-10-10T07:05:14.115726Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "········\n"
     ]
    }
   ],
   "source": [
    "import getpass\n",
    "from sqlalchemy import create_engine\n",
    "\n",
    "password = getpass.getpass()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a0ea08be",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-10T07:06:11.152629Z",
     "start_time": "2022-10-10T07:05:57.992593Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "122820"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "connection_string = 'mysql+pymysql://root:' + password + '@localhost/fire_db'\n",
    "engine = create_engine(connection_string)\n",
    "\n",
    "final_dataset.to_sql('fires_clean',con=engine,index=False,if_exists='replace')"
   ]
  }
 ],
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