ETL.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1bcddf55",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pandera as pa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dc4cd381",
   "metadata": {},
   "outputs": [],
   "source": [
    "# le csv, colunas 'ocorrencia_dia' e 'divulgacao_dia_publicacao' são DateTIme, dayfirst para formato YYYY-MM-DD\n",
    "df = pd.read_csv('ocorrencia.csv', sep=\";\", parse_dates=['ocorrencia_dia', 'divulgacao_dia_publicacao'], dayfirst=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ba07f6bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define um schema e valida os campos\n",
    "schema = pa.DataFrameSchema(\n",
    "    columns = {\n",
    "        'codigo_ocorrencia':pa.Column(pa.Int),\n",
    "        'codigo_ocorrencia1':pa.Column(pa.Int),\n",
    "        'codigo_ocorrencia2':pa.Column(pa.Int),\n",
    "        'codigo_ocorrencia3':pa.Column(pa.Int),\n",
    "        'codigo_ocorrencia4':pa.Column(pa.Int),\n",
    "        'ocorrencia_classificacao':pa.Column(pa.String),\n",
    "        'ocorrencia_latitude':pa.Column(pa.String, nullable=True),\n",
    "        'ocorrencia_longitude':pa.Column(pa.String, nullable=True),\n",
    "        'ocorrencia_cidade':pa.Column(pa.String),\n",
    "        'ocorrencia_uf':pa.Column(pa.String, pa.Check.str_length(2,2)),\n",
    "        'ocorrencia_dia':pa.Column(pa.DateTime),\n",
    "        'ocorrencia_hora':pa.Column(pa.String, pa.Check.str_matches(r'^([0-1]?[0-9]|[2][0-3]):([0-5][0-9])(:[0-5][0-9])?$'), nullable=True),\n",
    "        'investigacao_aeronave_liberada':pa.Column(pa.String, nullable=True),\n",
    "        'investigacao_status':pa.Column(pa.String, nullable=True),\n",
    "        'divulgacao_relatorio_numero':pa.Column(pa.String, nullable=True),\n",
    "        'divulgacao_relatorio_publicado':pa.Column(pa.String, nullable=True),\n",
    "        'divulgacao_dia_publicacao':pa.Column(pa.DateTime, nullable=True),\n",
    "        'total_recomendacoes':pa.Column(pa.Int, nullable=True),\n",
    "        'total_aeronaves_envolvidas':pa.Column(pa.Int, nullable=True),\n",
    "        'ocorrencia_saida_pista':pa.Column(pa.String, nullable=True),\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5f701595",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                    ***                  ***      RIO DE JANEIRO   \n",
       "1                    NaN                  NaN               BELÉM   \n",
       "2                    NaN                  NaN      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                    NaN                  NaN             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            ***                            NÃO   \n",
       "1                            NaN                            NÃO   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         ***                            NÃO   \n",
       "6110                         ***                            NÃO   \n",
       "6111                         ***                            NÃO   \n",
       "6112                         ***                            NÃO   \n",
       "6113                         ***                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                          1   \n",
       "1                          NaT                   0                          1   \n",
       "2                          NaT                   0                          1   \n",
       "3                   2019-10-28                   0                          1   \n",
       "4                          NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                          1   \n",
       "6110                       NaT                   0                          1   \n",
       "6111                       NaT                   0                          1   \n",
       "6112                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Valida os campos do dataframe\n",
    "schema.validate(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aba1eb3",
   "metadata": {},
   "source": [
    "## Limpeza de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "394ee9fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'BELÉM'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# obter um dado de uma linha e coluna\n",
    "df.loc[1, 'ocorrencia_cidade']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "35ae2b3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia                               39527\n",
       "codigo_ocorrencia1                              39527\n",
       "codigo_ocorrencia2                              39527\n",
       "codigo_ocorrencia3                              39527\n",
       "codigo_ocorrencia4                              39527\n",
       "ocorrencia_classificacao                     ACIDENTE\n",
       "ocorrencia_latitude                    -13.1066666667\n",
       "ocorrencia_longitude                   -55.9930555556\n",
       "ocorrencia_cidade                  LUCAS DO RIO VERDE\n",
       "ocorrencia_uf                                      MT\n",
       "ocorrencia_pais                                BRASIL\n",
       "ocorrencia_aerodromo                             ****\n",
       "ocorrencia_dia                    2010-01-04 00:00:00\n",
       "ocorrencia_hora                              17:30:00\n",
       "investigacao_aeronave_liberada                    SIM\n",
       "investigacao_status                        FINALIZADA\n",
       "divulgacao_relatorio_numero         A-539/CENIPA/2018\n",
       "divulgacao_relatorio_publicado                    SIM\n",
       "divulgacao_dia_publicacao         2019-10-28 00:00:00\n",
       "total_recomendacoes                                 0\n",
       "total_aeronaves_envolvidas                          1\n",
       "ocorrencia_saida_pista                            NÃO\n",
       "Name: 3, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Obter todos os dados de uma linha\n",
    "df.loc[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cd24e7f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "1              40349               40349               40349   \n",
       "2              40351               40351               40351   \n",
       "3              39527               39527               39527   \n",
       "\n",
       "   codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "1               40349               40349                INCIDENTE   \n",
       "2               40351               40351                INCIDENTE   \n",
       "3               39527               39527                 ACIDENTE   \n",
       "\n",
       "  ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade ocorrencia_uf  \\\n",
       "1                 NaN                  NaN               BELÉM            PA   \n",
       "2                 NaN                  NaN      RIO DE JANEIRO            RJ   \n",
       "3      -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE            MT   \n",
       "\n",
       "   ... ocorrencia_dia ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "1  ...     2010-01-03        11:05:00                            SIM   \n",
       "2  ...     2010-01-03        03:00:00                            SIM   \n",
       "3  ...     2010-01-04        17:30:00                            SIM   \n",
       "\n",
       "  investigacao_status divulgacao_relatorio_numero  \\\n",
       "1          FINALIZADA                         NaN   \n",
       "2          FINALIZADA                         NaN   \n",
       "3          FINALIZADA           A-539/CENIPA/2018   \n",
       "\n",
       "  divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "1                            NÃO                       NaT   \n",
       "2                            NÃO                       NaT   \n",
       "3                            SIM                2019-10-28   \n",
       "\n",
       "  total_recomendacoes total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "1                   0                          1                     NÃO  \n",
       "2                   0                          1                     NÃO  \n",
       "3                   0                          1                     NÃO  \n",
       "\n",
       "[3 rows x 22 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Obter os dados de uma sequencia de linhas\n",
    "df.loc[1:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "82769c3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SÃO PEDRO DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-10</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>***</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>39158</td>\n",
       "      <td>39158</td>\n",
       "      <td>39158</td>\n",
       "      <td>39158</td>\n",
       "      <td>39158</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-28</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "10              39789               39789               39789   \n",
       "40              39158               39158               39158   \n",
       "\n",
       "    codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "10               39789               39789                INCIDENTE   \n",
       "40               39158               39158                INCIDENTE   \n",
       "\n",
       "   ocorrencia_latitude ocorrencia_longitude ocorrencia_cidade ocorrencia_uf  \\\n",
       "10                 NaN                  NaN  SÃO PEDRO DO SUL            RS   \n",
       "40                 ***                  ***             BELÉM            PA   \n",
       "\n",
       "    ... ocorrencia_dia ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "10  ...     2010-01-10        21:30:00                            ***   \n",
       "40  ...     2010-01-28        16:00:00                            SIM   \n",
       "\n",
       "   investigacao_status divulgacao_relatorio_numero  \\\n",
       "10                 NaN                         NaN   \n",
       "40          FINALIZADA                         NaN   \n",
       "\n",
       "   divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "10                            NÃO                       NaT   \n",
       "40                            NÃO                       NaT   \n",
       "\n",
       "   total_recomendacoes total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "10                   0                          1                     NÃO  \n",
       "40                   0                          1                     NÃO  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Obter os dados de linhas específicas\n",
    "df.loc[[10,40]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4e6adb8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           RIO DE JANEIRO\n",
       "1                    BELÉM\n",
       "2           RIO DE JANEIRO\n",
       "3       LUCAS DO RIO VERDE\n",
       "4                  PELOTAS\n",
       "               ...        \n",
       "6109                RECIFE\n",
       "6110           PORTO VELHO\n",
       "6111                 BELÉM\n",
       "6112            DOM AQUINO\n",
       "6113              CAMPINAS\n",
       "Name: ocorrencia_cidade, Length: 6114, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Dados de toda a coluna sem informar as linhas\n",
    "df.loc[:,'ocorrencia_cidade']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ef5965ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verificar se uma coluna tem valores únicos para linhas diferentes\n",
    "df.codigo_ocorrencia.is_unique ## True\n",
    "df.ocorrencia_uf.is_unique ## False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a152aa31",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Alterar a label/índice da linha do dataframe\n",
    "# df.set_index('codigo_ocorrencia')\n",
    "df.set_index('codigo_ocorrencia', inplace=True) #altera o dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c1132193",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>codigo_ocorrencia1</th>\n",
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       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
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       "      <th>ocorrencia_longitude</th>\n",
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       "      <th>ocorrencia_pais</th>\n",
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       "      <th>ocorrencia_hora</th>\n",
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       "      <th>total_recomendacoes</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>codigo_ocorrencia</th>\n",
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       "      <th>40211</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
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       "      <td>INCIDENTE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
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       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
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       "      <td>NÃO</td>\n",
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       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40351</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
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       "      <td>RIO DE JANEIRO</td>\n",
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       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39527</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40324</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80245</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80247</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80251</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80257</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80259</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   codigo_ocorrencia1  codigo_ocorrencia2  codigo_ocorrencia3  \\\n",
       "codigo_ocorrencia                                                               \n",
       "40211                           40211               40211               40211   \n",
       "40349                           40349               40349               40349   \n",
       "40351                           40351               40351               40351   \n",
       "39527                           39527               39527               39527   \n",
       "40324                           40324               40324               40324   \n",
       "...                               ...                 ...                 ...   \n",
       "80245                           80245               80245               80245   \n",
       "80247                           80247               80247               80247   \n",
       "80251                           80251               80251               80251   \n",
       "80257                           80257               80257               80257   \n",
       "80259                           80259               80259               80259   \n",
       "\n",
       "                   codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "codigo_ocorrencia                                                \n",
       "40211                           40211                INCIDENTE   \n",
       "40349                           40349                INCIDENTE   \n",
       "40351                           40351                INCIDENTE   \n",
       "39527                           39527                 ACIDENTE   \n",
       "40324                           40324                INCIDENTE   \n",
       "...                               ...                      ...   \n",
       "80245                           80245                INCIDENTE   \n",
       "80247                           80247                INCIDENTE   \n",
       "80251                           80251                INCIDENTE   \n",
       "80257                           80257                 ACIDENTE   \n",
       "80259                           80259                INCIDENTE   \n",
       "\n",
       "                  ocorrencia_latitude ocorrencia_longitude  \\\n",
       "codigo_ocorrencia                                            \n",
       "40211                             ***                  ***   \n",
       "40349                             NaN                  NaN   \n",
       "40351                             NaN                  NaN   \n",
       "39527                  -13.1066666667       -55.9930555556   \n",
       "40324                             NaN                  NaN   \n",
       "...                               ...                  ...   \n",
       "80245                        -8.12638            -34.92277   \n",
       "80247                 -8.713611111111      -63.90277777777   \n",
       "80251                 -1.384722222222      -48.47888888888   \n",
       "80257                      -15.430833           -54.699722   \n",
       "80259                 -23.00694444444      -47.13444444444   \n",
       "\n",
       "                    ocorrencia_cidade ocorrencia_uf ocorrencia_pais  ...  \\\n",
       "codigo_ocorrencia                                                    ...   \n",
       "40211                  RIO DE JANEIRO            RJ          BRASIL  ...   \n",
       "40349                           BELÉM            PA          BRASIL  ...   \n",
       "40351                  RIO DE JANEIRO            RJ          BRASIL  ...   \n",
       "39527              LUCAS DO RIO VERDE            MT          BRASIL  ...   \n",
       "40324                         PELOTAS            RS          BRASIL  ...   \n",
       "...                               ...           ...             ...  ...   \n",
       "80245                          RECIFE            PE          BRASIL  ...   \n",
       "80247                     PORTO VELHO            RO          BRASIL  ...   \n",
       "80251                           BELÉM            PA          BRASIL  ...   \n",
       "80257                      DOM AQUINO            MT          BRASIL  ...   \n",
       "80259                        CAMPINAS            SP          BRASIL  ...   \n",
       "\n",
       "                  ocorrencia_dia ocorrencia_hora  \\\n",
       "codigo_ocorrencia                                  \n",
       "40211                 2010-01-03        12:00:00   \n",
       "40349                 2010-01-03        11:05:00   \n",
       "40351                 2010-01-03        03:00:00   \n",
       "39527                 2010-01-04        17:30:00   \n",
       "40324                 2010-01-05        19:25:00   \n",
       "...                          ...             ...   \n",
       "80245                 2021-08-15        15:05:00   \n",
       "80247                 2021-08-16        02:30:00   \n",
       "80251                 2021-08-17        15:45:00   \n",
       "80257                 2021-08-18        16:00:00   \n",
       "80259                 2021-08-18        12:45:00   \n",
       "\n",
       "                  investigacao_aeronave_liberada investigacao_status  \\\n",
       "codigo_ocorrencia                                                      \n",
       "40211                                        SIM          FINALIZADA   \n",
       "40349                                        SIM          FINALIZADA   \n",
       "40351                                        SIM          FINALIZADA   \n",
       "39527                                        SIM          FINALIZADA   \n",
       "40324                                        SIM          FINALIZADA   \n",
       "...                                          ...                 ...   \n",
       "80245                                        SIM          FINALIZADA   \n",
       "80247                                        SIM          FINALIZADA   \n",
       "80251                                        SIM          FINALIZADA   \n",
       "80257                                        SIM          FINALIZADA   \n",
       "80259                                        SIM          FINALIZADA   \n",
       "\n",
       "                  divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "codigo_ocorrencia                                                              \n",
       "40211                                     ***                            NÃO   \n",
       "40349                                     NaN                            NÃO   \n",
       "40351                                     NaN                            NÃO   \n",
       "39527                       A-539/CENIPA/2018                            SIM   \n",
       "40324                                     NaN                            NÃO   \n",
       "...                                       ...                            ...   \n",
       "80245                                     ***                            NÃO   \n",
       "80247                                     ***                            NÃO   \n",
       "80251                                     ***                            NÃO   \n",
       "80257                                     ***                            NÃO   \n",
       "80259                                     ***                            NÃO   \n",
       "\n",
       "                  divulgacao_dia_publicacao total_recomendacoes  \\\n",
       "codigo_ocorrencia                                                 \n",
       "40211                                   NaT                   0   \n",
       "40349                                   NaT                   0   \n",
       "40351                                   NaT                   0   \n",
       "39527                            2019-10-28                   0   \n",
       "40324                                   NaT                   0   \n",
       "...                                     ...                 ...   \n",
       "80245                                   NaT                   0   \n",
       "80247                                   NaT                   0   \n",
       "80251                                   NaT                   0   \n",
       "80257                                   NaT                   0   \n",
       "80259                                   NaT                   0   \n",
       "\n",
       "                   total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "codigo_ocorrencia                                                      \n",
       "40211                                       1                     NÃO  \n",
       "40349                                       1                     NÃO  \n",
       "40351                                       1                     NÃO  \n",
       "39527                                       1                     NÃO  \n",
       "40324                                       1                     NÃO  \n",
       "...                                       ...                     ...  \n",
       "80245                                       1                     NÃO  \n",
       "80247                                       1                     NÃO  \n",
       "80251                                       1                     NÃO  \n",
       "80257                                       1                     NÃO  \n",
       "80259                                       1                     NÃO  \n",
       "\n",
       "[6114 rows x 21 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d9cea0b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reseta o index\n",
    "df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a096af60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "    .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>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>ocorrencia_pais</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia1  codigo_ocorrencia2  codigo_ocorrencia3  \\\n",
       "0                  40211               40211               40211   \n",
       "1                  40349               40349               40349   \n",
       "2                  40351               40351               40351   \n",
       "3                  39527               39527               39527   \n",
       "4                  40324               40324               40324   \n",
       "...                  ...                 ...                 ...   \n",
       "6109               80245               80245               80245   \n",
       "6110               80247               80247               80247   \n",
       "6111               80251               80251               80251   \n",
       "6112               80257               80257               80257   \n",
       "6113               80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia4 ocorrencia_classificacao ocorrencia_latitude  \\\n",
       "0                  40211                INCIDENTE                 ***   \n",
       "1                  40349                INCIDENTE                 NaN   \n",
       "2                  40351                INCIDENTE                 NaN   \n",
       "3                  39527                 ACIDENTE      -13.1066666667   \n",
       "4                  40324                INCIDENTE                 NaN   \n",
       "...                  ...                      ...                 ...   \n",
       "6109               80245                INCIDENTE            -8.12638   \n",
       "6110               80247                INCIDENTE     -8.713611111111   \n",
       "6111               80251                INCIDENTE     -1.384722222222   \n",
       "6112               80257                 ACIDENTE          -15.430833   \n",
       "6113               80259                INCIDENTE     -23.00694444444   \n",
       "\n",
       "     ocorrencia_longitude   ocorrencia_cidade ocorrencia_uf ocorrencia_pais  \\\n",
       "0                     ***      RIO DE JANEIRO            RJ          BRASIL   \n",
       "1                     NaN               BELÉM            PA          BRASIL   \n",
       "2                     NaN      RIO DE JANEIRO            RJ          BRASIL   \n",
       "3          -55.9930555556  LUCAS DO RIO VERDE            MT          BRASIL   \n",
       "4                     NaN             PELOTAS            RS          BRASIL   \n",
       "...                   ...                 ...           ...             ...   \n",
       "6109            -34.92277              RECIFE            PE          BRASIL   \n",
       "6110      -63.90277777777         PORTO VELHO            RO          BRASIL   \n",
       "6111      -48.47888888888               BELÉM            PA          BRASIL   \n",
       "6112           -54.699722          DOM AQUINO            MT          BRASIL   \n",
       "6113      -47.13444444444            CAMPINAS            SP          BRASIL   \n",
       "\n",
       "      ... ocorrencia_dia ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "0     ...     2010-01-03        12:00:00                            SIM   \n",
       "1     ...     2010-01-03        11:05:00                            SIM   \n",
       "2     ...     2010-01-03        03:00:00                            SIM   \n",
       "3     ...     2010-01-04        17:30:00                            SIM   \n",
       "4     ...     2010-01-05        19:25:00                            SIM   \n",
       "...   ...            ...             ...                            ...   \n",
       "6109  ...     2021-08-15        15:05:00                            SIM   \n",
       "6110  ...     2021-08-16        02:30:00                            SIM   \n",
       "6111  ...     2021-08-17        15:45:00                            SIM   \n",
       "6112  ...     2021-08-18        16:00:00                            SIM   \n",
       "6113  ...     2021-08-18        12:45:00                            SIM   \n",
       "\n",
       "     investigacao_status divulgacao_relatorio_numero  \\\n",
       "0             FINALIZADA                         ***   \n",
       "1             FINALIZADA                         NaN   \n",
       "2             FINALIZADA                         NaN   \n",
       "3             FINALIZADA           A-539/CENIPA/2018   \n",
       "4             FINALIZADA                         NaN   \n",
       "...                  ...                         ...   \n",
       "6109          FINALIZADA                         ***   \n",
       "6110          FINALIZADA                         ***   \n",
       "6111          FINALIZADA                         ***   \n",
       "6112          FINALIZADA                         ***   \n",
       "6113          FINALIZADA                         ***   \n",
       "\n",
       "     divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "0                               NÃO                       NaT   \n",
       "1                               NÃO                       NaT   \n",
       "2                               NÃO                       NaT   \n",
       "3                               SIM                2019-10-28   \n",
       "4                               NÃO                       NaT   \n",
       "...                             ...                       ...   \n",
       "6109                            NÃO                       NaT   \n",
       "6110                            NÃO                       NaT   \n",
       "6111                            NÃO                       NaT   \n",
       "6112                            NÃO                       NaT   \n",
       "6113                            NÃO                       NaT   \n",
       "\n",
       "     total_recomendacoes  total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "0                      0                           1                     NÃO  \n",
       "1                      0                           1                     NÃO  \n",
       "2                      0                           1                     NÃO  \n",
       "3                      0                           1                     NÃO  \n",
       "4                      0                           1                     NÃO  \n",
       "...                  ...                         ...                     ...  \n",
       "6109                   0                           1                     NÃO  \n",
       "6110                   0                           1                     NÃO  \n",
       "6111                   0                           1                     NÃO  \n",
       "6112                   0                           1                     NÃO  \n",
       "6113                   0                           1                     NÃO  \n",
       "\n",
       "[6114 rows x 21 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4f43b2f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           \n",
       "1       SBBE\n",
       "2       SBRJ\n",
       "3       ****\n",
       "4       SBPK\n",
       "        ... \n",
       "6109    SBRF\n",
       "6110    SBPV\n",
       "6111    SBBE\n",
       "6112    ****\n",
       "6113    SBKP\n",
       "Name: ocorrencia_aerodromo, Length: 6114, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Alteração de dados\n",
    "df.loc[0,'ocorrencia_aerodromo'] = ''\n",
    "df.loc[:,'ocorrencia_aerodromo']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cc1b8d53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>ocorrencia_pais</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03 00:00:00</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   codigo_ocorrencia1  codigo_ocorrencia2  codigo_ocorrencia3  \\\n",
       "0               40211               40211               40211   \n",
       "1                  20                  20                  20   \n",
       "\n",
       "   codigo_ocorrencia4 ocorrencia_classificacao ocorrencia_latitude  \\\n",
       "0               40211                INCIDENTE                 ***   \n",
       "1                  20                       20                  20   \n",
       "\n",
       "  ocorrencia_longitude ocorrencia_cidade ocorrencia_uf ocorrencia_pais  ...  \\\n",
       "0                  ***    RIO DE JANEIRO            RJ          BRASIL  ...   \n",
       "1                   20                20            20              20  ...   \n",
       "\n",
       "        ocorrencia_dia ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "0  2010-01-03 00:00:00        12:00:00                            SIM   \n",
       "1                   20              20                             20   \n",
       "\n",
       "  investigacao_status divulgacao_relatorio_numero  \\\n",
       "0          FINALIZADA                         ***   \n",
       "1                  20                          20   \n",
       "\n",
       "  divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "0                            NÃO                       NaT   \n",
       "1                             20                        20   \n",
       "\n",
       "  total_recomendacoes  total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "0                   0                           1                     NÃO  \n",
       "1                  20                          20                      20  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Alterar dados de uma linha\n",
    "df.loc[1] = 20\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "94bd09cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       10\n",
       "1       10\n",
       "2       10\n",
       "3       10\n",
       "4       10\n",
       "        ..\n",
       "6109    10\n",
       "6110    10\n",
       "6111    10\n",
       "6112    10\n",
       "6113    10\n",
       "Name: total_aeronaves_envolvidas, Length: 6114, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Alterar os dados de toda a coluna\n",
    "df.loc[:, 'total_aeronaves_envolvidas'] = 10\n",
    "df['total_aeronaves_envolvidas']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a52a9fc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\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>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>ocorrencia_pais</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "      <th>ocorrencia_uf_bkp</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>40211</td>\n",
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       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RJ</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>MT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RS</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>PE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>MT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia1  codigo_ocorrencia2  codigo_ocorrencia3  \\\n",
       "0                  40211               40211               40211   \n",
       "1                     20                  20                  20   \n",
       "2                  40351               40351               40351   \n",
       "3                  39527               39527               39527   \n",
       "4                  40324               40324               40324   \n",
       "...                  ...                 ...                 ...   \n",
       "6109               80245               80245               80245   \n",
       "6110               80247               80247               80247   \n",
       "6111               80251               80251               80251   \n",
       "6112               80257               80257               80257   \n",
       "6113               80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia4 ocorrencia_classificacao ocorrencia_latitude  \\\n",
       "0                  40211                INCIDENTE                 ***   \n",
       "1                     20                       20                  20   \n",
       "2                  40351                INCIDENTE                 NaN   \n",
       "3                  39527                 ACIDENTE      -13.1066666667   \n",
       "4                  40324                INCIDENTE                 NaN   \n",
       "...                  ...                      ...                 ...   \n",
       "6109               80245                INCIDENTE            -8.12638   \n",
       "6110               80247                INCIDENTE     -8.713611111111   \n",
       "6111               80251                INCIDENTE     -1.384722222222   \n",
       "6112               80257                 ACIDENTE          -15.430833   \n",
       "6113               80259                INCIDENTE     -23.00694444444   \n",
       "\n",
       "     ocorrencia_longitude   ocorrencia_cidade ocorrencia_uf ocorrencia_pais  \\\n",
       "0                     ***      RIO DE JANEIRO            RJ          BRASIL   \n",
       "1                      20                  20            20              20   \n",
       "2                     NaN      RIO DE JANEIRO            RJ          BRASIL   \n",
       "3          -55.9930555556  LUCAS DO RIO VERDE            MT          BRASIL   \n",
       "4                     NaN             PELOTAS            RS          BRASIL   \n",
       "...                   ...                 ...           ...             ...   \n",
       "6109            -34.92277              RECIFE            PE          BRASIL   \n",
       "6110      -63.90277777777         PORTO VELHO            RO          BRASIL   \n",
       "6111      -48.47888888888               BELÉM            PA          BRASIL   \n",
       "6112           -54.699722          DOM AQUINO            MT          BRASIL   \n",
       "6113      -47.13444444444            CAMPINAS            SP          BRASIL   \n",
       "\n",
       "      ... ocorrencia_hora investigacao_aeronave_liberada investigacao_status  \\\n",
       "0     ...        12:00:00                            SIM          FINALIZADA   \n",
       "1     ...              20                             20                  20   \n",
       "2     ...        03:00:00                            SIM          FINALIZADA   \n",
       "3     ...        17:30:00                            SIM          FINALIZADA   \n",
       "4     ...        19:25:00                            SIM          FINALIZADA   \n",
       "...   ...             ...                            ...                 ...   \n",
       "6109  ...        15:05:00                            SIM          FINALIZADA   \n",
       "6110  ...        02:30:00                            SIM          FINALIZADA   \n",
       "6111  ...        15:45:00                            SIM          FINALIZADA   \n",
       "6112  ...        16:00:00                            SIM          FINALIZADA   \n",
       "6113  ...        12:45:00                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            ***                            NÃO   \n",
       "1                             20                             20   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         ***                            NÃO   \n",
       "6110                         ***                            NÃO   \n",
       "6111                         ***                            NÃO   \n",
       "6112                         ***                            NÃO   \n",
       "6113                         ***                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                         10   \n",
       "1                           20                  20                         10   \n",
       "2                          NaT                   0                         10   \n",
       "3          2019-10-28 00:00:00                   0                         10   \n",
       "4                          NaT                   0                         10   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                         10   \n",
       "6110                       NaT                   0                         10   \n",
       "6111                       NaT                   0                         10   \n",
       "6112                       NaT                   0                         10   \n",
       "6113                       NaT                   0                         10   \n",
       "\n",
       "      ocorrencia_saida_pista  ocorrencia_uf_bkp  \n",
       "0                        NÃO                 RJ  \n",
       "1                         20                 20  \n",
       "2                        NÃO                 RJ  \n",
       "3                        NÃO                 MT  \n",
       "4                        NÃO                 RS  \n",
       "...                      ...                ...  \n",
       "6109                     NÃO                 PE  \n",
       "6110                     NÃO                 RO  \n",
       "6111                     NÃO                 PA  \n",
       "6112                     NÃO                 MT  \n",
       "6113                     NÃO                 SP  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Backup da coluna\n",
    "df['ocorrencia_uf_bkp'] = df.ocorrencia_uf\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b135c8c0",
   "metadata": {},
   "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>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>ocorrencia_pais</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "      <th>ocorrencia_uf_bkp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-23.5069444444</td>\n",
       "      <td>-46.6341666667</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>14:50:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-121/CENIPA/2012</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2012-11-19 00:00:00</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>***</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>***</td>\n",
       "      <td>***</td>\n",
       "      <td>SANTOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>17:45:00</td>\n",
       "      <td>***</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SOROCABA</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>***</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>20:45:00</td>\n",
       "      <td>***</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6084</th>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-23.626111</td>\n",
       "      <td>-46.656389</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>13:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6085</th>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-23.506667</td>\n",
       "      <td>-46.633889</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>19:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-20.457222</td>\n",
       "      <td>-50.002500</td>\n",
       "      <td>VOTUPORANGA</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>19:09:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6108</th>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-22.978841</td>\n",
       "      <td>-46.537076°</td>\n",
       "      <td>BRAGANÇA PAULISTA</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>15:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>***</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1464 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia1  codigo_ocorrencia2  codigo_ocorrencia3  \\\n",
       "11                 40069               40069               40069   \n",
       "16                 39809               39809               39809   \n",
       "18                 39828               39828               39828   \n",
       "26                 39847               39847               39847   \n",
       "27                 39768               39768               39768   \n",
       "...                  ...                 ...                 ...   \n",
       "6084               80234               80234               80234   \n",
       "6085               80208               80208               80208   \n",
       "6104               80238               80238               80238   \n",
       "6108               80244               80244               80244   \n",
       "6113               80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia4 ocorrencia_classificacao ocorrencia_latitude  \\\n",
       "11                 40069                    GRAVE      -23.5069444444   \n",
       "16                 39809                    GRAVE                 NaN   \n",
       "18                 39828                    GRAVE                 ***   \n",
       "26                 39847                    GRAVE                 NaN   \n",
       "27                 39768                    GRAVE                 NaN   \n",
       "...                  ...                      ...                 ...   \n",
       "6084               80234                    GRAVE          -23.626111   \n",
       "6085               80208                    GRAVE          -23.506667   \n",
       "6104               80238                    GRAVE          -20.457222   \n",
       "6108               80244                    GRAVE          -22.978841   \n",
       "6113               80259                    GRAVE     -23.00694444444   \n",
       "\n",
       "     ocorrencia_longitude  ocorrencia_cidade ocorrencia_uf ocorrencia_pais  \\\n",
       "11         -46.6341666667          SÃO PAULO            SP          BRASIL   \n",
       "16                    NaN          SÃO PAULO            SP          BRASIL   \n",
       "18                    ***             SANTOS            SP          BRASIL   \n",
       "26                    NaN           SOROCABA            SP          BRASIL   \n",
       "27                    NaN           CAMPINAS            SP          BRASIL   \n",
       "...                   ...                ...           ...             ...   \n",
       "6084           -46.656389          SÃO PAULO            SP          BRASIL   \n",
       "6085           -46.633889          SÃO PAULO            SP          BRASIL   \n",
       "6104           -50.002500        VOTUPORANGA            SP          BRASIL   \n",
       "6108          -46.537076°  BRAGANÇA PAULISTA            SP          BRASIL   \n",
       "6113      -47.13444444444           CAMPINAS            SP          BRASIL   \n",
       "\n",
       "      ... ocorrencia_hora investigacao_aeronave_liberada investigacao_status  \\\n",
       "11    ...        14:50:00                            SIM          FINALIZADA   \n",
       "16    ...        15:00:00                            ***                 NaN   \n",
       "18    ...        17:45:00                            ***                 NaN   \n",
       "26    ...        13:10:00                            ***                 NaN   \n",
       "27    ...        20:45:00                            ***                 NaN   \n",
       "...   ...             ...                            ...                 ...   \n",
       "6084  ...        13:20:00                            SIM          FINALIZADA   \n",
       "6085  ...        19:45:00                            SIM          FINALIZADA   \n",
       "6104  ...        19:09:00                            SIM               ATIVA   \n",
       "6108  ...        15:20:00                            SIM          FINALIZADA   \n",
       "6113  ...        12:45:00                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "11             A-121/CENIPA/2012                            SIM   \n",
       "16                           NaN                            NÃO   \n",
       "18                           NaN                            NÃO   \n",
       "26                           NaN                            NÃO   \n",
       "27                           NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6084                         ***                            NÃO   \n",
       "6085                         ***                            NÃO   \n",
       "6104                         ***                            NÃO   \n",
       "6108                         ***                            NÃO   \n",
       "6113                         ***                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "11         2012-11-19 00:00:00                   8                         10   \n",
       "16                         NaT                   0                         10   \n",
       "18                         NaT                   0                         10   \n",
       "26                         NaT                   0                         10   \n",
       "27                         NaT                   0                         10   \n",
       "...                        ...                 ...                        ...   \n",
       "6084                       NaT                   0                         10   \n",
       "6085                       NaT                   0                         10   \n",
       "6104                       NaT                   0                         10   \n",
       "6108                       NaT                   0                         10   \n",
       "6113                       NaT                   0                         10   \n",
       "\n",
       "      ocorrencia_saida_pista  ocorrencia_uf_bkp  \n",
       "11                       NÃO                 SP  \n",
       "16                       NÃO                 SP  \n",
       "18                       NÃO                 SP  \n",
       "26                       NÃO                 SP  \n",
       "27                       NÃO                 SP  \n",
       "...                      ...                ...  \n",
       "6084                     NÃO                 SP  \n",
       "6085                     NÃO                 SP  \n",
       "6104                     NÃO                 SP  \n",
       "6108                     NÃO                 SP  \n",
       "6113                     NÃO                 SP  \n",
       "\n",
       "[1464 rows x 22 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Alterar a coluna onde existe um valor especifico ex:\n",
    "# alterar para grave todas as ocorrencias de são paulo\n",
    "df.loc[df.ocorrencia_uf == \"SP\", ['ocorrencia_classificacao']] = 'GRAVE' # Filtro dentro do loc\n",
    "df.loc[df.ocorrencia_uf  == 'SP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "edde59e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           \n",
       "1         20\n",
       "2       SBRJ\n",
       "3       <NA>\n",
       "4       SBPK\n",
       "        ... \n",
       "6109    SBRF\n",
       "6110    SBPV\n",
       "6111    SBBE\n",
       "6112    <NA>\n",
       "6113    SBKP\n",
       "Name: ocorrencia_aerodromo, Length: 6114, dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## ocorrencia_aerodromo\n",
    "df.loc[df.ocorrencia_aerodromo == '****', ['ocorrencia_aerodromo']] = pd.NA\n",
    "df['ocorrencia_aerodromo']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8eb42c6b",
   "metadata": {},
   "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>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>ocorrencia_pais</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "      <th>ocorrencia_uf_bkp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>MT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RS</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>PE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>RO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>MT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>GRAVE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>...</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia1  codigo_ocorrencia2  codigo_ocorrencia3  \\\n",
       "0                  40211               40211               40211   \n",
       "1                     20                  20                  20   \n",
       "2                  40351               40351               40351   \n",
       "3                  39527               39527               39527   \n",
       "4                  40324               40324               40324   \n",
       "...                  ...                 ...                 ...   \n",
       "6109               80245               80245               80245   \n",
       "6110               80247               80247               80247   \n",
       "6111               80251               80251               80251   \n",
       "6112               80257               80257               80257   \n",
       "6113               80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia4 ocorrencia_classificacao ocorrencia_latitude  \\\n",
       "0                  40211                INCIDENTE                <NA>   \n",
       "1                     20                       20                  20   \n",
       "2                  40351                INCIDENTE                 NaN   \n",
       "3                  39527                 ACIDENTE      -13.1066666667   \n",
       "4                  40324                INCIDENTE                 NaN   \n",
       "...                  ...                      ...                 ...   \n",
       "6109               80245                INCIDENTE            -8.12638   \n",
       "6110               80247                INCIDENTE     -8.713611111111   \n",
       "6111               80251                INCIDENTE     -1.384722222222   \n",
       "6112               80257                 ACIDENTE          -15.430833   \n",
       "6113               80259                    GRAVE     -23.00694444444   \n",
       "\n",
       "     ocorrencia_longitude   ocorrencia_cidade ocorrencia_uf ocorrencia_pais  \\\n",
       "0                    <NA>      RIO DE JANEIRO            RJ          BRASIL   \n",
       "1                      20                  20            20              20   \n",
       "2                     NaN      RIO DE JANEIRO            RJ          BRASIL   \n",
       "3          -55.9930555556  LUCAS DO RIO VERDE            MT          BRASIL   \n",
       "4                     NaN             PELOTAS            RS          BRASIL   \n",
       "...                   ...                 ...           ...             ...   \n",
       "6109            -34.92277              RECIFE            PE          BRASIL   \n",
       "6110      -63.90277777777         PORTO VELHO            RO          BRASIL   \n",
       "6111      -48.47888888888               BELÉM            PA          BRASIL   \n",
       "6112           -54.699722          DOM AQUINO            MT          BRASIL   \n",
       "6113      -47.13444444444            CAMPINAS            SP          BRASIL   \n",
       "\n",
       "      ... ocorrencia_hora investigacao_aeronave_liberada investigacao_status  \\\n",
       "0     ...        12:00:00                            SIM          FINALIZADA   \n",
       "1     ...              20                             20                  20   \n",
       "2     ...        03:00:00                            SIM          FINALIZADA   \n",
       "3     ...        17:30:00                            SIM          FINALIZADA   \n",
       "4     ...        19:25:00                            SIM          FINALIZADA   \n",
       "...   ...             ...                            ...                 ...   \n",
       "6109  ...        15:05:00                            SIM          FINALIZADA   \n",
       "6110  ...        02:30:00                            SIM          FINALIZADA   \n",
       "6111  ...        15:45:00                            SIM          FINALIZADA   \n",
       "6112  ...        16:00:00                            SIM          FINALIZADA   \n",
       "6113  ...        12:45:00                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                           <NA>                            NÃO   \n",
       "1                             20                             20   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                        <NA>                            NÃO   \n",
       "6110                        <NA>                            NÃO   \n",
       "6111                        <NA>                            NÃO   \n",
       "6112                        <NA>                            NÃO   \n",
       "6113                        <NA>                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                         10   \n",
       "1                           20                  20                         10   \n",
       "2                          NaT                   0                         10   \n",
       "3          2019-10-28 00:00:00                   0                         10   \n",
       "4                          NaT                   0                         10   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                         10   \n",
       "6110                       NaT                   0                         10   \n",
       "6111                       NaT                   0                         10   \n",
       "6112                       NaT                   0                         10   \n",
       "6113                       NaT                   0                         10   \n",
       "\n",
       "      ocorrencia_saida_pista  ocorrencia_uf_bkp  \n",
       "0                        NÃO                 RJ  \n",
       "1                         20                 20  \n",
       "2                        NÃO                 RJ  \n",
       "3                        NÃO                 MT  \n",
       "4                        NÃO                 RS  \n",
       "...                      ...                ...  \n",
       "6109                     NÃO                 PE  \n",
       "6110                     NÃO                 RO  \n",
       "6111                     NÃO                 PA  \n",
       "6112                     NÃO                 MT  \n",
       "6113                     NÃO                 SP  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# permite que faça alterações num dataset como um todo\n",
    "valores_ausentes = ['**','***','###', '####', '****', '******', 'NULL']\n",
    "df.replace(valores_ausentes, pd.NA, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cb4238d5",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                    NaN                  NaN      RIO DE JANEIRO   \n",
       "1                    NaN                  NaN               BELÉM   \n",
       "2                    NaN                  NaN      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                    NaN                  NaN             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            NaN                            NÃO   \n",
       "1                            NaN                            NÃO   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         NaN                            NÃO   \n",
       "6110                         NaN                            NÃO   \n",
       "6111                         NaN                            NÃO   \n",
       "6112                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                          1   \n",
       "1                          NaT                   0                          1   \n",
       "2                          NaT                   0                          1   \n",
       "3                   2019-10-28                   0                          1   \n",
       "4                          NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                          1   \n",
       "6110                       NaT                   0                          1   \n",
       "6111                       NaT                   0                          1   \n",
       "6112                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# alterar valores por NA diretamente na leitura do arquivo csv\n",
    "df = pd.read_csv('ocorrencia.csv', sep=\";\", parse_dates=['ocorrencia_dia', 'divulgacao_dia_publicacao'], dayfirst=True, na_values=valores_ausentes)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1337243d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia                    0\n",
       "codigo_ocorrencia1                   0\n",
       "codigo_ocorrencia2                   0\n",
       "codigo_ocorrencia3                   0\n",
       "codigo_ocorrencia4                   0\n",
       "ocorrencia_classificacao             0\n",
       "ocorrencia_latitude               2288\n",
       "ocorrencia_longitude              2289\n",
       "ocorrencia_cidade                    0\n",
       "ocorrencia_uf                        2\n",
       "ocorrencia_pais                      0\n",
       "ocorrencia_aerodromo              2285\n",
       "ocorrencia_dia                       0\n",
       "ocorrencia_hora                      1\n",
       "investigacao_aeronave_liberada    2399\n",
       "investigacao_status                341\n",
       "divulgacao_relatorio_numero       3920\n",
       "divulgacao_relatorio_publicado       0\n",
       "divulgacao_dia_publicacao         4537\n",
       "total_recomendacoes                  0\n",
       "total_aeronaves_envolvidas           0\n",
       "ocorrencia_saida_pista               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Quantos dados não estao disponíveis\n",
    "df.isna().sum()\n",
    "# ou\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3986d975",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>0</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                      0                    0      RIO DE JANEIRO   \n",
       "1                      0                    0               BELÉM   \n",
       "2                      0                    0      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                      0                    0             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                              0                            NÃO   \n",
       "1                              0                            NÃO   \n",
       "2                              0                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                              0                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                           0                            NÃO   \n",
       "6110                           0                            NÃO   \n",
       "6111                           0                            NÃO   \n",
       "6112                           0                            NÃO   \n",
       "6113                           0                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                            0                   0                          1   \n",
       "1                            0                   0                          1   \n",
       "2                            0                   0                          1   \n",
       "3          2019-10-28 00:00:00                   0                          1   \n",
       "4                            0                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                         0                   0                          1   \n",
       "6110                         0                   0                          1   \n",
       "6111                         0                   0                          1   \n",
       "6112                         0                   0                          1   \n",
       "6113                         0                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Alterar todos os dados NA para 0\n",
    "df.fillna(0, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "676eed76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       0\n",
       "1       0\n",
       "2       0\n",
       "3       0\n",
       "4       0\n",
       "       ..\n",
       "6109    0\n",
       "6110    0\n",
       "6111    0\n",
       "6112    0\n",
       "6113    0\n",
       "Name: total_recomendacoes, Length: 6114, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('ocorrencia.csv', sep=\";\", parse_dates=['ocorrencia_dia', 'divulgacao_dia_publicacao'], dayfirst=True, na_values=valores_ausentes)\n",
    "# Alterar algumas colunas com dados NA\n",
    "df.fillna(value={'total_recomendacoes':10}, inplace=True)\n",
    "df['total_recomendacoes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "849ed0d4",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                    NaN                  NaN      RIO DE JANEIRO   \n",
       "1                    NaN                  NaN               BELÉM   \n",
       "2                    NaN                  NaN      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                    NaN                  NaN             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            NaN                            NÃO   \n",
       "1                            NaN                            NÃO   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         NaN                            NÃO   \n",
       "6110                         NaN                            NÃO   \n",
       "6111                         NaN                            NÃO   \n",
       "6112                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                          1   \n",
       "1                          NaT                   0                          1   \n",
       "2                          NaT                   0                          1   \n",
       "3                   2019-10-28                   0                          1   \n",
       "4                          NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                          1   \n",
       "6110                       NaT                   0                          1   \n",
       "6111                       NaT                   0                          1   \n",
       "6112                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Excluir uma coluna\n",
    "df['total_recomendacoes_bkp'] = df.total_recomendacoes # criando um backup\n",
    "# df.drop(['total_recomendacoes_bkp'])  # tenta apagar a linha\n",
    "df.drop(['total_recomendacoes_bkp'], axis=1, inplace=True)  # tenta apagar a coluna\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "522cbf42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6112 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                    NaN                  NaN      RIO DE JANEIRO   \n",
       "1                    NaN                  NaN               BELÉM   \n",
       "2                    NaN                  NaN      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                    NaN                  NaN             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            NaN                            NÃO   \n",
       "1                            NaN                            NÃO   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         NaN                            NÃO   \n",
       "6110                         NaN                            NÃO   \n",
       "6111                         NaN                            NÃO   \n",
       "6112                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                          1   \n",
       "1                          NaT                   0                          1   \n",
       "2                          NaT                   0                          1   \n",
       "3                   2019-10-28                   0                          1   \n",
       "4                          NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                          1   \n",
       "6110                       NaT                   0                          1   \n",
       "6111                       NaT                   0                          1   \n",
       "6112                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6112 rows x 22 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Exclui as linhas com valores não informados\n",
    "df.dropna() # todas as linhas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "abb88e82",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('ocorrencia.csv', sep=\";\", parse_dates=['ocorrencia_dia', 'divulgacao_dia_publicacao'], dayfirst=True, na_values=valores_ausentes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "74a85526",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6112 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                    NaN                  NaN      RIO DE JANEIRO   \n",
       "1                    NaN                  NaN               BELÉM   \n",
       "2                    NaN                  NaN      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                    NaN                  NaN             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            NaN                            NÃO   \n",
       "1                            NaN                            NÃO   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         NaN                            NÃO   \n",
       "6110                         NaN                            NÃO   \n",
       "6111                         NaN                            NÃO   \n",
       "6112                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                          1   \n",
       "1                          NaT                   0                          1   \n",
       "2                          NaT                   0                          1   \n",
       "3                   2019-10-28                   0                          1   \n",
       "4                          NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                          1   \n",
       "6110                       NaT                   0                          1   \n",
       "6111                       NaT                   0                          1   \n",
       "6112                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6112 rows x 22 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(subset=['ocorrencia_uf']) #linha por coluna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "82ebc007",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>40211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>40349</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>11:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>40351</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>39527</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.1066666667</td>\n",
       "      <td>-55.9930555556</td>\n",
       "      <td>LUCAS DO RIO VERDE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-539/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>40324</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PELOTAS</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>19:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>80245</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.12638</td>\n",
       "      <td>-34.92277</td>\n",
       "      <td>RECIFE</td>\n",
       "      <td>PE</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:05:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>80247</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-8.713611111111</td>\n",
       "      <td>-63.90277777777</td>\n",
       "      <td>PORTO VELHO</td>\n",
       "      <td>RO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>02:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>80251</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-1.384722222222</td>\n",
       "      <td>-48.47888888888</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>80257</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.430833</td>\n",
       "      <td>-54.699722</td>\n",
       "      <td>DOM AQUINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6114 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "0                 40211               40211               40211   \n",
       "1                 40349               40349               40349   \n",
       "2                 40351               40351               40351   \n",
       "3                 39527               39527               39527   \n",
       "4                 40324               40324               40324   \n",
       "...                 ...                 ...                 ...   \n",
       "6109              80245               80245               80245   \n",
       "6110              80247               80247               80247   \n",
       "6111              80251               80251               80251   \n",
       "6112              80257               80257               80257   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "0                  40211               40211                INCIDENTE   \n",
       "1                  40349               40349                INCIDENTE   \n",
       "2                  40351               40351                INCIDENTE   \n",
       "3                  39527               39527                 ACIDENTE   \n",
       "4                  40324               40324                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6109               80245               80245                INCIDENTE   \n",
       "6110               80247               80247                INCIDENTE   \n",
       "6111               80251               80251                INCIDENTE   \n",
       "6112               80257               80257                 ACIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "0                    NaN                  NaN      RIO DE JANEIRO   \n",
       "1                    NaN                  NaN               BELÉM   \n",
       "2                    NaN                  NaN      RIO DE JANEIRO   \n",
       "3         -13.1066666667       -55.9930555556  LUCAS DO RIO VERDE   \n",
       "4                    NaN                  NaN             PELOTAS   \n",
       "...                  ...                  ...                 ...   \n",
       "6109            -8.12638            -34.92277              RECIFE   \n",
       "6110     -8.713611111111      -63.90277777777         PORTO VELHO   \n",
       "6111     -1.384722222222      -48.47888888888               BELÉM   \n",
       "6112          -15.430833           -54.699722          DOM AQUINO   \n",
       "6113     -23.00694444444      -47.13444444444            CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "0               RJ  ...     2010-01-03        12:00:00   \n",
       "1               PA  ...     2010-01-03        11:05:00   \n",
       "2               RJ  ...     2010-01-03        03:00:00   \n",
       "3               MT  ...     2010-01-04        17:30:00   \n",
       "4               RS  ...     2010-01-05        19:25:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6109            PE  ...     2021-08-15        15:05:00   \n",
       "6110            RO  ...     2021-08-16        02:30:00   \n",
       "6111            PA  ...     2021-08-17        15:45:00   \n",
       "6112            MT  ...     2021-08-18        16:00:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "0                               SIM          FINALIZADA   \n",
       "1                               SIM          FINALIZADA   \n",
       "2                               SIM          FINALIZADA   \n",
       "3                               SIM          FINALIZADA   \n",
       "4                               SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6109                            SIM          FINALIZADA   \n",
       "6110                            SIM          FINALIZADA   \n",
       "6111                            SIM          FINALIZADA   \n",
       "6112                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "0                            NaN                            NÃO   \n",
       "1                            NaN                            NÃO   \n",
       "2                            NaN                            NÃO   \n",
       "3              A-539/CENIPA/2018                            SIM   \n",
       "4                            NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6109                         NaN                            NÃO   \n",
       "6110                         NaN                            NÃO   \n",
       "6111                         NaN                            NÃO   \n",
       "6112                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "0                          NaT                   0                          1   \n",
       "1                          NaT                   0                          1   \n",
       "2                          NaT                   0                          1   \n",
       "3                   2019-10-28                   0                          1   \n",
       "4                          NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6109                       NaT                   0                          1   \n",
       "6110                       NaT                   0                          1   \n",
       "6111                       NaT                   0                          1   \n",
       "6112                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "0                        NÃO  \n",
       "1                        NÃO  \n",
       "2                        NÃO  \n",
       "3                        NÃO  \n",
       "4                        NÃO  \n",
       "...                      ...  \n",
       "6109                     NÃO  \n",
       "6110                     NÃO  \n",
       "6111                     NÃO  \n",
       "6112                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[6114 rows x 22 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Excluir valores duplicados\n",
    "df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a8875ca",
   "metadata": {},
   "source": [
    "##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "da549bfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('ocorrencia.csv', sep=\";\", parse_dates=['ocorrencia_dia', 'divulgacao_dia_publicacao'], dayfirst=True, na_values=valores_ausentes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "751685bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia                               80259\n",
       "codigo_ocorrencia1                              80259\n",
       "codigo_ocorrencia2                              80259\n",
       "codigo_ocorrencia3                              80259\n",
       "codigo_ocorrencia4                              80259\n",
       "ocorrencia_classificacao                    INCIDENTE\n",
       "ocorrencia_latitude                   -23.00694444444\n",
       "ocorrencia_longitude                  -47.13444444444\n",
       "ocorrencia_cidade                            CAMPINAS\n",
       "ocorrencia_uf                                      SP\n",
       "ocorrencia_pais                                BRASIL\n",
       "ocorrencia_aerodromo                             SBKP\n",
       "ocorrencia_dia                    2021-08-18 00:00:00\n",
       "ocorrencia_hora                              12:45:00\n",
       "investigacao_aeronave_liberada                    SIM\n",
       "investigacao_status                        FINALIZADA\n",
       "divulgacao_relatorio_numero                       NaN\n",
       "divulgacao_relatorio_publicado                    NÃO\n",
       "divulgacao_dia_publicacao                         NaT\n",
       "total_recomendacoes                                 0\n",
       "total_aeronaves_envolvidas                          1\n",
       "ocorrencia_saida_pista                            NÃO\n",
       "Name: 6113, dtype: object"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Buscar pelo indice\n",
    "df.iloc[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "4e1caccd",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>39789</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SÃO PEDRO DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-10</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>40069</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-23.5069444444</td>\n",
       "      <td>-46.6341666667</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-10</td>\n",
       "      <td>14:50:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-121/CENIPA/2012</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2012-11-19</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BRASÍLIA</td>\n",
       "      <td>DF</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-10</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.5588888889</td>\n",
       "      <td>-54.3047222222</td>\n",
       "      <td>PRIMAVERA DO LESTE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-11</td>\n",
       "      <td>17:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-016/CENIPA/2011</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>40107</td>\n",
       "      <td>40107</td>\n",
       "      <td>40107</td>\n",
       "      <td>40107</td>\n",
       "      <td>40107</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-1.4169444444</td>\n",
       "      <td>-51.6338888889</td>\n",
       "      <td>GURUPÁ</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-12</td>\n",
       "      <td>14:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-505/CENIPA/2016</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-03-18</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "10              39789               39789               39789   \n",
       "11              40069               40069               40069   \n",
       "12              40414               40414               40414   \n",
       "13              39507               39507               39507   \n",
       "14              40107               40107               40107   \n",
       "\n",
       "    codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "10               39789               39789                INCIDENTE   \n",
       "11               40069               40069                 ACIDENTE   \n",
       "12               40414               40414                INCIDENTE   \n",
       "13               39507               39507                 ACIDENTE   \n",
       "14               40107               40107                 ACIDENTE   \n",
       "\n",
       "   ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade ocorrencia_uf  \\\n",
       "10                 NaN                  NaN    SÃO PEDRO DO SUL            RS   \n",
       "11      -23.5069444444       -46.6341666667           SÃO PAULO            SP   \n",
       "12                 NaN                  NaN            BRASÍLIA            DF   \n",
       "13      -15.5588888889       -54.3047222222  PRIMAVERA DO LESTE            MT   \n",
       "14       -1.4169444444       -51.6338888889              GURUPÁ            PA   \n",
       "\n",
       "    ... ocorrencia_dia ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "10  ...     2010-01-10        21:30:00                            NaN   \n",
       "11  ...     2010-01-10        14:50:00                            SIM   \n",
       "12  ...     2010-01-10        03:00:00                            SIM   \n",
       "13  ...     2010-01-11        17:00:00                            SIM   \n",
       "14  ...     2010-01-12        14:30:00                            SIM   \n",
       "\n",
       "   investigacao_status divulgacao_relatorio_numero  \\\n",
       "10                 NaN                         NaN   \n",
       "11          FINALIZADA           A-121/CENIPA/2012   \n",
       "12          FINALIZADA                         NaN   \n",
       "13          FINALIZADA           A-016/CENIPA/2011   \n",
       "14          FINALIZADA           A-505/CENIPA/2016   \n",
       "\n",
       "   divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "10                            NÃO                       NaT   \n",
       "11                            SIM                2012-11-19   \n",
       "12                            NÃO                       NaT   \n",
       "13                            SIM                2011-06-30   \n",
       "14                            SIM                2016-03-18   \n",
       "\n",
       "   total_recomendacoes total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "10                   0                          1                     NÃO  \n",
       "11                   8                          1                     NÃO  \n",
       "12                   0                          1                     NÃO  \n",
       "13                   2                          1                     NÃO  \n",
       "14                   0                          1                     NÃO  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Buscar pelo indice\n",
    "df.iloc[10:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "495f2116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "6109    False\n",
       "6110    False\n",
       "6111    False\n",
       "6112    False\n",
       "6113    False\n",
       "Name: ocorrencia_uf, Length: 6114, dtype: bool"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checa se os valores são nulos em uma coluna\n",
    "df.ocorrencia_uf.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "90d627e4",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2227</th>\n",
       "      <td>49474</td>\n",
       "      <td>49474</td>\n",
       "      <td>49474</td>\n",
       "      <td>49474</td>\n",
       "      <td>49474</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-6.7119444444</td>\n",
       "      <td>-32.9919444444</td>\n",
       "      <td>ÁGUAS INTERNACIONAIS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2013-09-02</td>\n",
       "      <td>02:54:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-158/CENIPA/2013</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5855</th>\n",
       "      <td>79956</td>\n",
       "      <td>79956</td>\n",
       "      <td>79956</td>\n",
       "      <td>79956</td>\n",
       "      <td>79956</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>000</td>\n",
       "      <td>000</td>\n",
       "      <td>NÃO IDENTIFICADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>11:00:00</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>A-030/CENIPA/2021</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "2227              49474               49474               49474   \n",
       "5855              79956               79956               79956   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "2227               49474               49474                 ACIDENTE   \n",
       "5855               79956               79956                 ACIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude     ocorrencia_cidade  \\\n",
       "2227       -6.7119444444       -32.9919444444  ÁGUAS INTERNACIONAIS   \n",
       "5855                 000                  000      NÃO IDENTIFICADA   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "2227           NaN  ...     2013-09-02        02:54:00   \n",
       "5855           NaN  ...     2021-02-26        11:00:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "2227                            SIM          FINALIZADA   \n",
       "5855                            NÃO               ATIVA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "2227           A-158/CENIPA/2013                            SIM   \n",
       "5855           A-030/CENIPA/2021                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "2227                2018-05-10                   0                          1   \n",
       "5855                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "2227                     NÃO  \n",
       "5855                     NÃO  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtro = df.ocorrencia_uf.isnull()\n",
    "df.loc[filtro]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "9de1d9c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia                 6114\n",
       "codigo_ocorrencia1                6114\n",
       "codigo_ocorrencia2                6114\n",
       "codigo_ocorrencia3                6114\n",
       "codigo_ocorrencia4                6114\n",
       "ocorrencia_classificacao          6114\n",
       "ocorrencia_latitude               3826\n",
       "ocorrencia_longitude              3825\n",
       "ocorrencia_cidade                 6114\n",
       "ocorrencia_uf                     6112\n",
       "ocorrencia_pais                   6114\n",
       "ocorrencia_aerodromo              3829\n",
       "ocorrencia_dia                    6114\n",
       "ocorrencia_hora                   6113\n",
       "investigacao_aeronave_liberada    3715\n",
       "investigacao_status               5773\n",
       "divulgacao_relatorio_numero       2194\n",
       "divulgacao_relatorio_publicado    6114\n",
       "divulgacao_dia_publicacao         1577\n",
       "total_recomendacoes               6114\n",
       "total_aeronaves_envolvidas        6114\n",
       "ocorrencia_saida_pista            6114\n",
       "dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# conta valores não nulos\n",
    "df.count() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "628b636d",
   "metadata": {},
   "source": [
    "## Filtro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "b6901db8",
   "metadata": {},
   "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>ocorrencia_cidade</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>ITÁPOLIS</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>RECIFE</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>SÃO JOSÉ DOS PINHAIS</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>UBERLÂNDIA</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>BRASÍLIA</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2797</th>\n",
       "      <td>SANTOS</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3932</th>\n",
       "      <td>VITÓRIA</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ocorrencia_cidade  total_recomendacoes\n",
       "63               SÃO PAULO                   11\n",
       "326         RIO DE JANEIRO                   19\n",
       "530              SÃO PAULO                   11\n",
       "727               ITÁPOLIS                   11\n",
       "872                 RECIFE                   23\n",
       "884   SÃO JOSÉ DOS PINHAIS                   11\n",
       "1062            UBERLÂNDIA                   20\n",
       "1972              BRASÍLIA                   11\n",
       "2797                SANTOS                   13\n",
       "3932               VITÓRIA                   12"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias com mais de  10 recomendações\n",
    "filtro = df.total_recomendacoes > 10\n",
    "df.loc[filtro, ['ocorrencia_cidade', 'total_recomendacoes']] # cidades com essse filtro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "cf7400f4",
   "metadata": {},
   "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>ocorrencia_cidade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CANUTAMA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CASCAVEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>PARÁ DE MINAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CURITIBA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>PALMAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6090</th>\n",
       "      <td>MARAÚ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6095</th>\n",
       "      <td>ELDORADO DO SUL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6097</th>\n",
       "      <td>CAXIAS DO SUL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6098</th>\n",
       "      <td>CHAPADÃO DO SUL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>VOTUPORANGA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>791 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ocorrencia_cidade\n",
       "7             CANUTAMA\n",
       "8             CASCAVEL\n",
       "9        PARÁ DE MINAS\n",
       "29            CURITIBA\n",
       "35              PALMAS\n",
       "...                ...\n",
       "6090             MARAÚ\n",
       "6095   ELDORADO DO SUL\n",
       "6097     CAXIAS DO SUL\n",
       "6098   CHAPADÃO DO SUL\n",
       "6104       VOTUPORANGA\n",
       "\n",
       "[791 rows x 1 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias cujo classificacao == INCIDENTE GRAVE\n",
    "filtro_class = df.ocorrencia_classificacao == 'INCIDENTE GRAVE'\n",
    "df.loc[filtro_class, ['ocorrencia_cidade']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "8a1b7d5a",
   "metadata": {},
   "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>ocorrencia_cidade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>PIRASSUNUNGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>GUARULHOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>SÃO PAULO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>SÃO PAULO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>SÃO JOSÉ DO RIO PRETO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5949</th>\n",
       "      <td>FERNANDÓPOLIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6000</th>\n",
       "      <td>LINS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6007</th>\n",
       "      <td>SÃO PAULO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6081</th>\n",
       "      <td>BRAGANÇA PAULISTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>VOTUPORANGA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          ocorrencia_cidade\n",
       "136            PIRASSUNUNGA\n",
       "171               GUARULHOS\n",
       "219               SÃO PAULO\n",
       "297               SÃO PAULO\n",
       "314   SÃO JOSÉ DO RIO PRETO\n",
       "...                     ...\n",
       "5949          FERNANDÓPOLIS\n",
       "6000                   LINS\n",
       "6007              SÃO PAULO\n",
       "6081      BRAGANÇA PAULISTA\n",
       "6104            VOTUPORANGA\n",
       "\n",
       "[145 rows x 1 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias cujo classificacao == INCIDENTE GRAVE e o Estado == SÃO PAULO\n",
    "filtro_class = df.ocorrencia_classificacao == 'INCIDENTE GRAVE'\n",
    "filtro_uf = df.ocorrencia_uf == 'SP'\n",
    "df.loc[filtro_class & filtro_uf, ['ocorrencia_cidade']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "131498fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SANTOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>17:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SOROCABA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-20</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-21</td>\n",
       "      <td>20:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GUARULHOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-25</td>\n",
       "      <td>17:05:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6084</th>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.626111</td>\n",
       "      <td>-46.656389</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-26</td>\n",
       "      <td>13:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6085</th>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.506667</td>\n",
       "      <td>-46.633889</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-27</td>\n",
       "      <td>19:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.457222</td>\n",
       "      <td>-50.002500</td>\n",
       "      <td>VOTUPORANGA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-11</td>\n",
       "      <td>19:09:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6108</th>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.978841</td>\n",
       "      <td>-46.537076°</td>\n",
       "      <td>BRAGANÇA PAULISTA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1058 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "16                39809               39809               39809   \n",
       "18                39828               39828               39828   \n",
       "26                39847               39847               39847   \n",
       "27                39768               39768               39768   \n",
       "33                39848               39848               39848   \n",
       "...                 ...                 ...                 ...   \n",
       "6084              80234               80234               80234   \n",
       "6085              80208               80208               80208   \n",
       "6104              80238               80238               80238   \n",
       "6108              80244               80244               80244   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "16                 39809               39809                INCIDENTE   \n",
       "18                 39828               39828                INCIDENTE   \n",
       "26                 39847               39847                INCIDENTE   \n",
       "27                 39768               39768                INCIDENTE   \n",
       "33                 39848               39848                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6084               80234               80234                INCIDENTE   \n",
       "6085               80208               80208                INCIDENTE   \n",
       "6104               80238               80238          INCIDENTE GRAVE   \n",
       "6108               80244               80244                INCIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude  ocorrencia_cidade  \\\n",
       "16                   NaN                  NaN          SÃO PAULO   \n",
       "18                   NaN                  NaN             SANTOS   \n",
       "26                   NaN                  NaN           SOROCABA   \n",
       "27                   NaN                  NaN           CAMPINAS   \n",
       "33                   NaN                  NaN          GUARULHOS   \n",
       "...                  ...                  ...                ...   \n",
       "6084          -23.626111           -46.656389          SÃO PAULO   \n",
       "6085          -23.506667           -46.633889          SÃO PAULO   \n",
       "6104          -20.457222           -50.002500        VOTUPORANGA   \n",
       "6108          -22.978841          -46.537076°  BRAGANÇA PAULISTA   \n",
       "6113     -23.00694444444      -47.13444444444           CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "16              SP  ...     2010-01-15        15:00:00   \n",
       "18              SP  ...     2010-01-15        17:45:00   \n",
       "26              SP  ...     2010-01-20        13:10:00   \n",
       "27              SP  ...     2010-01-21        20:45:00   \n",
       "33              SP  ...     2010-01-25        17:05:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6084            SP  ...     2021-07-26        13:20:00   \n",
       "6085            SP  ...     2021-07-27        19:45:00   \n",
       "6104            SP  ...     2021-08-11        19:09:00   \n",
       "6108            SP  ...     2021-08-15        15:20:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "16                              NaN                 NaN   \n",
       "18                              NaN                 NaN   \n",
       "26                              NaN                 NaN   \n",
       "27                              NaN                 NaN   \n",
       "33                              NaN                 NaN   \n",
       "...                             ...                 ...   \n",
       "6084                            SIM          FINALIZADA   \n",
       "6085                            SIM          FINALIZADA   \n",
       "6104                            SIM               ATIVA   \n",
       "6108                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "16                           NaN                            NÃO   \n",
       "18                           NaN                            NÃO   \n",
       "26                           NaN                            NÃO   \n",
       "27                           NaN                            NÃO   \n",
       "33                           NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6084                         NaN                            NÃO   \n",
       "6085                         NaN                            NÃO   \n",
       "6104                         NaN                            NÃO   \n",
       "6108                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "16                         NaT                   0                          1   \n",
       "18                         NaT                   0                          1   \n",
       "26                         NaT                   0                          1   \n",
       "27                         NaT                   0                          1   \n",
       "33                         NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6084                       NaT                   0                          1   \n",
       "6085                       NaT                   0                          1   \n",
       "6104                       NaT                   0                          1   \n",
       "6108                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "16                       NÃO  \n",
       "18                       NÃO  \n",
       "26                       NÃO  \n",
       "27                       NÃO  \n",
       "33                       NÃO  \n",
       "...                      ...  \n",
       "6084                     NÃO  \n",
       "6085                     NÃO  \n",
       "6104                     NÃO  \n",
       "6108                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[1058 rows x 22 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias cujo classificacao == INCIDENTE GRAVE ou INCIDENTE no Estado == SÃO PAULO\n",
    "filtro1 = (df.ocorrencia_classificacao == 'INCIDENTE GRAVE') | (df.ocorrencia_classificacao == 'INCIDENTE')\n",
    "filtro2 = df.ocorrencia_uf == 'SP'\n",
    "df.loc[filtro1 & filtro2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "e7562e45",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>39809</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>39828</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SANTOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>17:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SOROCABA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-20</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>39768</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-21</td>\n",
       "      <td>20:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>39848</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GUARULHOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-25</td>\n",
       "      <td>17:05:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6084</th>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>80234</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.626111</td>\n",
       "      <td>-46.656389</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-26</td>\n",
       "      <td>13:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6085</th>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>80208</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.506667</td>\n",
       "      <td>-46.633889</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-27</td>\n",
       "      <td>19:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.457222</td>\n",
       "      <td>-50.002500</td>\n",
       "      <td>VOTUPORANGA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-11</td>\n",
       "      <td>19:09:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6108</th>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.978841</td>\n",
       "      <td>-46.537076°</td>\n",
       "      <td>BRAGANÇA PAULISTA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1058 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "16                39809               39809               39809   \n",
       "18                39828               39828               39828   \n",
       "26                39847               39847               39847   \n",
       "27                39768               39768               39768   \n",
       "33                39848               39848               39848   \n",
       "...                 ...                 ...                 ...   \n",
       "6084              80234               80234               80234   \n",
       "6085              80208               80208               80208   \n",
       "6104              80238               80238               80238   \n",
       "6108              80244               80244               80244   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "16                 39809               39809                INCIDENTE   \n",
       "18                 39828               39828                INCIDENTE   \n",
       "26                 39847               39847                INCIDENTE   \n",
       "27                 39768               39768                INCIDENTE   \n",
       "33                 39848               39848                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6084               80234               80234                INCIDENTE   \n",
       "6085               80208               80208                INCIDENTE   \n",
       "6104               80238               80238          INCIDENTE GRAVE   \n",
       "6108               80244               80244                INCIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude  ocorrencia_cidade  \\\n",
       "16                   NaN                  NaN          SÃO PAULO   \n",
       "18                   NaN                  NaN             SANTOS   \n",
       "26                   NaN                  NaN           SOROCABA   \n",
       "27                   NaN                  NaN           CAMPINAS   \n",
       "33                   NaN                  NaN          GUARULHOS   \n",
       "...                  ...                  ...                ...   \n",
       "6084          -23.626111           -46.656389          SÃO PAULO   \n",
       "6085          -23.506667           -46.633889          SÃO PAULO   \n",
       "6104          -20.457222           -50.002500        VOTUPORANGA   \n",
       "6108          -22.978841          -46.537076°  BRAGANÇA PAULISTA   \n",
       "6113     -23.00694444444      -47.13444444444           CAMPINAS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "16              SP  ...     2010-01-15        15:00:00   \n",
       "18              SP  ...     2010-01-15        17:45:00   \n",
       "26              SP  ...     2010-01-20        13:10:00   \n",
       "27              SP  ...     2010-01-21        20:45:00   \n",
       "33              SP  ...     2010-01-25        17:05:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6084            SP  ...     2021-07-26        13:20:00   \n",
       "6085            SP  ...     2021-07-27        19:45:00   \n",
       "6104            SP  ...     2021-08-11        19:09:00   \n",
       "6108            SP  ...     2021-08-15        15:20:00   \n",
       "6113            SP  ...     2021-08-18        12:45:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "16                              NaN                 NaN   \n",
       "18                              NaN                 NaN   \n",
       "26                              NaN                 NaN   \n",
       "27                              NaN                 NaN   \n",
       "33                              NaN                 NaN   \n",
       "...                             ...                 ...   \n",
       "6084                            SIM          FINALIZADA   \n",
       "6085                            SIM          FINALIZADA   \n",
       "6104                            SIM               ATIVA   \n",
       "6108                            SIM          FINALIZADA   \n",
       "6113                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "16                           NaN                            NÃO   \n",
       "18                           NaN                            NÃO   \n",
       "26                           NaN                            NÃO   \n",
       "27                           NaN                            NÃO   \n",
       "33                           NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6084                         NaN                            NÃO   \n",
       "6085                         NaN                            NÃO   \n",
       "6104                         NaN                            NÃO   \n",
       "6108                         NaN                            NÃO   \n",
       "6113                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "16                         NaT                   0                          1   \n",
       "18                         NaT                   0                          1   \n",
       "26                         NaT                   0                          1   \n",
       "27                         NaT                   0                          1   \n",
       "33                         NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6084                       NaT                   0                          1   \n",
       "6085                       NaT                   0                          1   \n",
       "6104                       NaT                   0                          1   \n",
       "6108                       NaT                   0                          1   \n",
       "6113                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "16                       NÃO  \n",
       "18                       NÃO  \n",
       "26                       NÃO  \n",
       "27                       NÃO  \n",
       "33                       NÃO  \n",
       "...                      ...  \n",
       "6084                     NÃO  \n",
       "6085                     NÃO  \n",
       "6104                     NÃO  \n",
       "6108                     NÃO  \n",
       "6113                     NÃO  \n",
       "\n",
       "[1058 rows x 22 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias cujo classificacao == INCIDENTE GRAVE ou INCIDENTE no Estado == SÃO PAULO utilizando o método isin()\n",
    "filtro1 = df.ocorrencia_classificacao.isin(['INCIDENTE GRAVE', 'INCIDENTE'])\n",
    "filtro2 = df.ocorrencia_uf == 'SP'\n",
    "df.loc[filtro1 & filtro2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "4e583d19",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>40215</td>\n",
       "      <td>40215</td>\n",
       "      <td>40215</td>\n",
       "      <td>40215</td>\n",
       "      <td>40215</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>COARI</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-07</td>\n",
       "      <td>18:40:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-6.5319444444</td>\n",
       "      <td>-64.3805555556</td>\n",
       "      <td>CANUTAMA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-09</td>\n",
       "      <td>12:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-028/CENIPA/2011</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2011-07-21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>39156</td>\n",
       "      <td>39156</td>\n",
       "      <td>39156</td>\n",
       "      <td>39156</td>\n",
       "      <td>39156</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-15.2402777778</td>\n",
       "      <td>-59.3541666667</td>\n",
       "      <td>CASCAVEL</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-10</td>\n",
       "      <td>23:15:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>I-004/CENIPA/2011</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-6.615</td>\n",
       "      <td>-64.1116666667</td>\n",
       "      <td>CANUTAMA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>21:22:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-519/CENIPA/2016</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>40310</td>\n",
       "      <td>40310</td>\n",
       "      <td>40310</td>\n",
       "      <td>40310</td>\n",
       "      <td>40310</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CRUZEIRO DO SUL</td>\n",
       "      <td>AC</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-18</td>\n",
       "      <td>19:32:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6094</th>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-25.403333</td>\n",
       "      <td>-49.233611</td>\n",
       "      <td>CURITIBA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-04</td>\n",
       "      <td>13:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6097</th>\n",
       "      <td>80231</td>\n",
       "      <td>80231</td>\n",
       "      <td>80231</td>\n",
       "      <td>80231</td>\n",
       "      <td>80231</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-29.19555555555</td>\n",
       "      <td>-51.18972222222</td>\n",
       "      <td>CAXIAS DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-06</td>\n",
       "      <td>16:59:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6098</th>\n",
       "      <td>80248</td>\n",
       "      <td>80248</td>\n",
       "      <td>80248</td>\n",
       "      <td>80248</td>\n",
       "      <td>80248</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-52.48805</td>\n",
       "      <td>-18.83916</td>\n",
       "      <td>CHAPADÃO DO SUL</td>\n",
       "      <td>MS</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-06</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6100</th>\n",
       "      <td>80235</td>\n",
       "      <td>80235</td>\n",
       "      <td>80235</td>\n",
       "      <td>80235</td>\n",
       "      <td>80235</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.011944</td>\n",
       "      <td>-57.671389</td>\n",
       "      <td>CORUMBÁ</td>\n",
       "      <td>MS</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-09</td>\n",
       "      <td>20:55:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>80259</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.00694444444</td>\n",
       "      <td>-47.13444444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>12:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>895 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "6                 40215               40215               40215   \n",
       "7                 39707               39707               39707   \n",
       "8                 39156               39156               39156   \n",
       "15                39315               39315               39315   \n",
       "20                40310               40310               40310   \n",
       "...                 ...                 ...                 ...   \n",
       "6094              80225               80225               80225   \n",
       "6097              80231               80231               80231   \n",
       "6098              80248               80248               80248   \n",
       "6100              80235               80235               80235   \n",
       "6113              80259               80259               80259   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "6                  40215               40215                INCIDENTE   \n",
       "7                  39707               39707          INCIDENTE GRAVE   \n",
       "8                  39156               39156          INCIDENTE GRAVE   \n",
       "15                 39315               39315                 ACIDENTE   \n",
       "20                 40310               40310                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6094               80225               80225                INCIDENTE   \n",
       "6097               80231               80231          INCIDENTE GRAVE   \n",
       "6098               80248               80248          INCIDENTE GRAVE   \n",
       "6100               80235               80235                INCIDENTE   \n",
       "6113               80259               80259                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude ocorrencia_cidade ocorrencia_uf  \\\n",
       "6                    NaN                  NaN             COARI            AM   \n",
       "7          -6.5319444444       -64.3805555556          CANUTAMA            AM   \n",
       "8         -15.2402777778       -59.3541666667          CASCAVEL            PR   \n",
       "15                -6.615       -64.1116666667          CANUTAMA            AM   \n",
       "20                   NaN                  NaN   CRUZEIRO DO SUL            AC   \n",
       "...                  ...                  ...               ...           ...   \n",
       "6094          -25.403333           -49.233611          CURITIBA            PR   \n",
       "6097     -29.19555555555      -51.18972222222     CAXIAS DO SUL            RS   \n",
       "6098           -52.48805            -18.83916   CHAPADÃO DO SUL            MS   \n",
       "6100          -19.011944           -57.671389           CORUMBÁ            MS   \n",
       "6113     -23.00694444444      -47.13444444444          CAMPINAS            SP   \n",
       "\n",
       "      ... ocorrencia_dia ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "6     ...     2010-01-07        18:40:00                            SIM   \n",
       "7     ...     2010-01-09        12:30:00                            SIM   \n",
       "8     ...     2010-01-10        23:15:00                            SIM   \n",
       "15    ...     2010-01-15        21:22:00                            SIM   \n",
       "20    ...     2010-01-18        19:32:00                            SIM   \n",
       "...   ...            ...             ...                            ...   \n",
       "6094  ...     2021-08-04        13:45:00                            SIM   \n",
       "6097  ...     2021-08-06        16:59:00                            SIM   \n",
       "6098  ...     2021-08-06        20:00:00                            SIM   \n",
       "6100  ...     2021-08-09        20:55:00                            SIM   \n",
       "6113  ...     2021-08-18        12:45:00                            SIM   \n",
       "\n",
       "     investigacao_status divulgacao_relatorio_numero  \\\n",
       "6             FINALIZADA                         NaN   \n",
       "7             FINALIZADA          IG-028/CENIPA/2011   \n",
       "8             FINALIZADA           I-004/CENIPA/2011   \n",
       "15            FINALIZADA           A-519/CENIPA/2016   \n",
       "20            FINALIZADA                         NaN   \n",
       "...                  ...                         ...   \n",
       "6094          FINALIZADA                         NaN   \n",
       "6097               ATIVA                         NaN   \n",
       "6098          FINALIZADA                         NaN   \n",
       "6100          FINALIZADA                         NaN   \n",
       "6113          FINALIZADA                         NaN   \n",
       "\n",
       "     divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "6                               NÃO                       NaT   \n",
       "7                               SIM                2011-07-21   \n",
       "8                               SIM                2011-06-30   \n",
       "15                              SIM                2017-02-08   \n",
       "20                              NÃO                       NaT   \n",
       "...                             ...                       ...   \n",
       "6094                            NÃO                       NaT   \n",
       "6097                            NÃO                       NaT   \n",
       "6098                            NÃO                       NaT   \n",
       "6100                            NÃO                       NaT   \n",
       "6113                            NÃO                       NaT   \n",
       "\n",
       "     total_recomendacoes total_aeronaves_envolvidas  ocorrencia_saida_pista  \n",
       "6                      0                          1                     SIM  \n",
       "7                      3                          1                     NÃO  \n",
       "8                      2                          1                     NÃO  \n",
       "15                     0                          1                     NÃO  \n",
       "20                     0                          1                     NÃO  \n",
       "...                  ...                        ...                     ...  \n",
       "6094                   0                          1                     NÃO  \n",
       "6097                   0                          1                     NÃO  \n",
       "6098                   0                          1                     SIM  \n",
       "6100                   0                          1                     NÃO  \n",
       "6113                   0                          1                     NÃO  \n",
       "\n",
       "[895 rows x 22 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Strings\n",
    "## Ocorrencias em cidades que a cidade começa com C\n",
    "filtro = df.ocorrencia_cidade.str[0] == 'C'\n",
    "df.loc[filtro]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "4e591848",
   "metadata": {},
   "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",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-6.5319444444</td>\n",
       "      <td>-64.3805555556</td>\n",
       "      <td>CANUTAMA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-09</td>\n",
       "      <td>12:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-028/CENIPA/2011</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2011-07-21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>40414</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BRASÍLIA</td>\n",
       "      <td>DF</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-10</td>\n",
       "      <td>03:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-6.615</td>\n",
       "      <td>-64.1116666667</td>\n",
       "      <td>CANUTAMA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>21:22:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-519/CENIPA/2016</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>39772</td>\n",
       "      <td>39772</td>\n",
       "      <td>39772</td>\n",
       "      <td>39772</td>\n",
       "      <td>39772</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UBERLÂNDIA</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-20</td>\n",
       "      <td>18:58:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>39847</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SOROCABA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-20</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6093</th>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-23.638333</td>\n",
       "      <td>-53.555278</td>\n",
       "      <td>UMUARAMA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-02</td>\n",
       "      <td>14:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>A DEFINIR</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6094</th>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>80225</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-25.403333</td>\n",
       "      <td>-49.233611</td>\n",
       "      <td>CURITIBA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-04</td>\n",
       "      <td>13:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6102</th>\n",
       "      <td>80240</td>\n",
       "      <td>80240</td>\n",
       "      <td>80240</td>\n",
       "      <td>80240</td>\n",
       "      <td>80240</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-16.625556</td>\n",
       "      <td>-49.349444</td>\n",
       "      <td>GOIÂNIA</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-10</td>\n",
       "      <td>14:15:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>80238</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.457222</td>\n",
       "      <td>-50.002500</td>\n",
       "      <td>VOTUPORANGA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-11</td>\n",
       "      <td>19:09:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6108</th>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>80244</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.978841</td>\n",
       "      <td>-46.537076°</td>\n",
       "      <td>BRAGANÇA PAULISTA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-15</td>\n",
       "      <td>15:20:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1642 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "7                 39707               39707               39707   \n",
       "12                40414               40414               40414   \n",
       "15                39315               39315               39315   \n",
       "25                39772               39772               39772   \n",
       "26                39847               39847               39847   \n",
       "...                 ...                 ...                 ...   \n",
       "6093              80227               80227               80227   \n",
       "6094              80225               80225               80225   \n",
       "6102              80240               80240               80240   \n",
       "6104              80238               80238               80238   \n",
       "6108              80244               80244               80244   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "7                  39707               39707          INCIDENTE GRAVE   \n",
       "12                 40414               40414                INCIDENTE   \n",
       "15                 39315               39315                 ACIDENTE   \n",
       "25                 39772               39772                INCIDENTE   \n",
       "26                 39847               39847                INCIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "6093               80227               80227                 ACIDENTE   \n",
       "6094               80225               80225                INCIDENTE   \n",
       "6102               80240               80240                INCIDENTE   \n",
       "6104               80238               80238          INCIDENTE GRAVE   \n",
       "6108               80244               80244                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude  ocorrencia_cidade  \\\n",
       "7          -6.5319444444       -64.3805555556           CANUTAMA   \n",
       "12                   NaN                  NaN           BRASÍLIA   \n",
       "15                -6.615       -64.1116666667           CANUTAMA   \n",
       "25                   NaN                  NaN         UBERLÂNDIA   \n",
       "26                   NaN                  NaN           SOROCABA   \n",
       "...                  ...                  ...                ...   \n",
       "6093          -23.638333           -53.555278           UMUARAMA   \n",
       "6094          -25.403333           -49.233611           CURITIBA   \n",
       "6102          -16.625556           -49.349444            GOIÂNIA   \n",
       "6104          -20.457222           -50.002500        VOTUPORANGA   \n",
       "6108          -22.978841          -46.537076°  BRAGANÇA PAULISTA   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "7               AM  ...     2010-01-09        12:30:00   \n",
       "12              DF  ...     2010-01-10        03:00:00   \n",
       "15              AM  ...     2010-01-15        21:22:00   \n",
       "25              MG  ...     2010-01-20        18:58:00   \n",
       "26              SP  ...     2010-01-20        13:10:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6093            PR  ...     2021-08-02        14:30:00   \n",
       "6094            PR  ...     2021-08-04        13:45:00   \n",
       "6102            GO  ...     2021-08-10        14:15:00   \n",
       "6104            SP  ...     2021-08-11        19:09:00   \n",
       "6108            SP  ...     2021-08-15        15:20:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "7                               SIM          FINALIZADA   \n",
       "12                              SIM          FINALIZADA   \n",
       "15                              SIM          FINALIZADA   \n",
       "25                              NaN                 NaN   \n",
       "26                              NaN                 NaN   \n",
       "...                             ...                 ...   \n",
       "6093                            SIM               ATIVA   \n",
       "6094                            SIM          FINALIZADA   \n",
       "6102                            SIM          FINALIZADA   \n",
       "6104                            SIM               ATIVA   \n",
       "6108                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "7             IG-028/CENIPA/2011                            SIM   \n",
       "12                           NaN                            NÃO   \n",
       "15             A-519/CENIPA/2016                            SIM   \n",
       "25                           NaN                            NÃO   \n",
       "26                           NaN                            NÃO   \n",
       "...                          ...                            ...   \n",
       "6093                   A DEFINIR                            NÃO   \n",
       "6094                         NaN                            NÃO   \n",
       "6102                         NaN                            NÃO   \n",
       "6104                         NaN                            NÃO   \n",
       "6108                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "7                   2011-07-21                   3                          1   \n",
       "12                         NaT                   0                          1   \n",
       "15                  2017-02-08                   0                          1   \n",
       "25                         NaT                   0                          1   \n",
       "26                         NaT                   0                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6093                       NaT                   0                          1   \n",
       "6094                       NaT                   0                          1   \n",
       "6102                       NaT                   0                          1   \n",
       "6104                       NaT                   0                          1   \n",
       "6108                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "7                        NÃO  \n",
       "12                       NÃO  \n",
       "15                       NÃO  \n",
       "25                       NÃO  \n",
       "26                       NÃO  \n",
       "...                      ...  \n",
       "6093                     NÃO  \n",
       "6094                     NÃO  \n",
       "6102                     NÃO  \n",
       "6104                     NÃO  \n",
       "6108                     NÃO  \n",
       "\n",
       "[1642 rows x 22 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias em cidades que a cidade termina com A\n",
    "filtro = df.ocorrencia_cidade.str[-1] == 'A'\n",
    "df.loc[filtro]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "d1570289",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>39707</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-6.5319444444</td>\n",
       "      <td>-64.3805555556</td>\n",
       "      <td>CANUTAMA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-09</td>\n",
       "      <td>12:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-028/CENIPA/2011</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2011-07-21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>39507</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-15.5588888889</td>\n",
       "      <td>-54.3047222222</td>\n",
       "      <td>PRIMAVERA DO LESTE</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-11</td>\n",
       "      <td>17:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-016/CENIPA/2011</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>39315</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-6.615</td>\n",
       "      <td>-64.1116666667</td>\n",
       "      <td>CANUTAMA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-15</td>\n",
       "      <td>21:22:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-519/CENIPA/2016</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>39487</td>\n",
       "      <td>39487</td>\n",
       "      <td>39487</td>\n",
       "      <td>39487</td>\n",
       "      <td>39487</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-10.290000</td>\n",
       "      <td>-48.357778</td>\n",
       "      <td>PALMAS</td>\n",
       "      <td>TO</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-01-26</td>\n",
       "      <td>16:50:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-575/CENIPA/2014</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2014-10-13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>39916</td>\n",
       "      <td>39916</td>\n",
       "      <td>39916</td>\n",
       "      <td>39916</td>\n",
       "      <td>39916</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-3.0505555556</td>\n",
       "      <td>-60.0508333333</td>\n",
       "      <td>MANAUS</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-03-07</td>\n",
       "      <td>19:35:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-171/CENIPA/2013</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2013-12-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6075</th>\n",
       "      <td>80205</td>\n",
       "      <td>80205</td>\n",
       "      <td>80205</td>\n",
       "      <td>80205</td>\n",
       "      <td>80205</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-3.041111111111</td>\n",
       "      <td>-60.05055555555</td>\n",
       "      <td>MANAUS</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-23</td>\n",
       "      <td>11:15:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6086</th>\n",
       "      <td>80212</td>\n",
       "      <td>80212</td>\n",
       "      <td>80212</td>\n",
       "      <td>80212</td>\n",
       "      <td>80212</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>2.15</td>\n",
       "      <td>-50.89472</td>\n",
       "      <td>AMAPÁ</td>\n",
       "      <td>AP</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-28</td>\n",
       "      <td>18:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6090</th>\n",
       "      <td>80221</td>\n",
       "      <td>80221</td>\n",
       "      <td>80221</td>\n",
       "      <td>80221</td>\n",
       "      <td>80221</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-13.90611</td>\n",
       "      <td>-38.94000</td>\n",
       "      <td>MARAÚ</td>\n",
       "      <td>BA</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-31</td>\n",
       "      <td>13:15:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>A DEFINIR</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6093</th>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>80227</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-23.638333</td>\n",
       "      <td>-53.555278</td>\n",
       "      <td>UMUARAMA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-02</td>\n",
       "      <td>14:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>A DEFINIR</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6106</th>\n",
       "      <td>80249</td>\n",
       "      <td>80249</td>\n",
       "      <td>80249</td>\n",
       "      <td>80249</td>\n",
       "      <td>80249</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-3.041111111111</td>\n",
       "      <td>-60.05055555555</td>\n",
       "      <td>MANAUS</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-14</td>\n",
       "      <td>15:40:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>514 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "7                 39707               39707               39707   \n",
       "13                39507               39507               39507   \n",
       "15                39315               39315               39315   \n",
       "35                39487               39487               39487   \n",
       "78                39916               39916               39916   \n",
       "...                 ...                 ...                 ...   \n",
       "6075              80205               80205               80205   \n",
       "6086              80212               80212               80212   \n",
       "6090              80221               80221               80221   \n",
       "6093              80227               80227               80227   \n",
       "6106              80249               80249               80249   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "7                  39707               39707          INCIDENTE GRAVE   \n",
       "13                 39507               39507                 ACIDENTE   \n",
       "15                 39315               39315                 ACIDENTE   \n",
       "35                 39487               39487          INCIDENTE GRAVE   \n",
       "78                 39916               39916          INCIDENTE GRAVE   \n",
       "...                  ...                 ...                      ...   \n",
       "6075               80205               80205                INCIDENTE   \n",
       "6086               80212               80212                INCIDENTE   \n",
       "6090               80221               80221          INCIDENTE GRAVE   \n",
       "6093               80227               80227                 ACIDENTE   \n",
       "6106               80249               80249                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude   ocorrencia_cidade  \\\n",
       "7          -6.5319444444       -64.3805555556            CANUTAMA   \n",
       "13        -15.5588888889       -54.3047222222  PRIMAVERA DO LESTE   \n",
       "15                -6.615       -64.1116666667            CANUTAMA   \n",
       "35            -10.290000           -48.357778              PALMAS   \n",
       "78         -3.0505555556       -60.0508333333              MANAUS   \n",
       "...                  ...                  ...                 ...   \n",
       "6075     -3.041111111111      -60.05055555555              MANAUS   \n",
       "6086                2.15            -50.89472               AMAPÁ   \n",
       "6090           -13.90611            -38.94000               MARAÚ   \n",
       "6093          -23.638333           -53.555278            UMUARAMA   \n",
       "6106     -3.041111111111      -60.05055555555              MANAUS   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "7               AM  ...     2010-01-09        12:30:00   \n",
       "13              MT  ...     2010-01-11        17:00:00   \n",
       "15              AM  ...     2010-01-15        21:22:00   \n",
       "35              TO  ...     2010-01-26        16:50:00   \n",
       "78              AM  ...     2010-03-07        19:35:00   \n",
       "...            ...  ...            ...             ...   \n",
       "6075            AM  ...     2021-07-23        11:15:00   \n",
       "6086            AP  ...     2021-07-28        18:00:00   \n",
       "6090            BA  ...     2021-07-31        13:15:00   \n",
       "6093            PR  ...     2021-08-02        14:30:00   \n",
       "6106            AM  ...     2021-08-14        15:40:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "7                               SIM          FINALIZADA   \n",
       "13                              SIM          FINALIZADA   \n",
       "15                              SIM          FINALIZADA   \n",
       "35                              SIM          FINALIZADA   \n",
       "78                              SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "6075                            SIM          FINALIZADA   \n",
       "6086                            SIM          FINALIZADA   \n",
       "6090                            SIM               ATIVA   \n",
       "6093                            SIM               ATIVA   \n",
       "6106                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "7             IG-028/CENIPA/2011                            SIM   \n",
       "13             A-016/CENIPA/2011                            SIM   \n",
       "15             A-519/CENIPA/2016                            SIM   \n",
       "35            IG-575/CENIPA/2014                            SIM   \n",
       "78            IG-171/CENIPA/2013                            SIM   \n",
       "...                          ...                            ...   \n",
       "6075                         NaN                            NÃO   \n",
       "6086                         NaN                            NÃO   \n",
       "6090                   A DEFINIR                            NÃO   \n",
       "6093                   A DEFINIR                            NÃO   \n",
       "6106                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "7                   2011-07-21                   3                          1   \n",
       "13                  2011-06-30                   2                          1   \n",
       "15                  2017-02-08                   0                          1   \n",
       "35                  2014-10-13                   0                          1   \n",
       "78                  2013-12-30                   2                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "6075                       NaT                   0                          1   \n",
       "6086                       NaT                   0                          1   \n",
       "6090                       NaT                   0                          1   \n",
       "6093                       NaT                   0                          1   \n",
       "6106                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "7                        NÃO  \n",
       "13                       NÃO  \n",
       "15                       NÃO  \n",
       "35                       NÃO  \n",
       "78                       SIM  \n",
       "...                      ...  \n",
       "6075                     NÃO  \n",
       "6086                     NÃO  \n",
       "6090                     SIM  \n",
       "6093                     NÃO  \n",
       "6106                     NÃO  \n",
       "\n",
       "[514 rows x 22 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias em cidades que a cidade contém MA\n",
    "filtro = df.ocorrencia_cidade.str.contains('MA')\n",
    "df.loc[filtro]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "1c993ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5                 SALVADOR\n",
       "7                 CANUTAMA\n",
       "13      PRIMAVERA DO LESTE\n",
       "15                CANUTAMA\n",
       "17                SALVADOR\n",
       "               ...        \n",
       "6075                MANAUS\n",
       "6086                 AMAPÁ\n",
       "6090                 MARAÚ\n",
       "6093              UMUARAMA\n",
       "6106                MANAUS\n",
       "Name: ocorrencia_cidade, Length: 954, dtype: object"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias em cidades que a cidade contém MA ou  AL\n",
    "filtro = df.ocorrencia_cidade.str.contains('MA|AL')\n",
    "df.loc[filtro, 'ocorrencia_cidade']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "521f1a44",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2998</th>\n",
       "      <td>52992</td>\n",
       "      <td>52992</td>\n",
       "      <td>52992</td>\n",
       "      <td>52992</td>\n",
       "      <td>52992</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SALVADOR</td>\n",
       "      <td>BA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>11:40:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-001/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2999</th>\n",
       "      <td>52979</td>\n",
       "      <td>52979</td>\n",
       "      <td>52979</td>\n",
       "      <td>52979</td>\n",
       "      <td>52979</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.3855555556</td>\n",
       "      <td>-53.8763888889</td>\n",
       "      <td>IVINHEMA</td>\n",
       "      <td>MS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-01-02</td>\n",
       "      <td>14:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-002/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3000</th>\n",
       "      <td>53073</td>\n",
       "      <td>53073</td>\n",
       "      <td>53073</td>\n",
       "      <td>53073</td>\n",
       "      <td>53073</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TEFÉ</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-01-02</td>\n",
       "      <td>16:28:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3001</th>\n",
       "      <td>53074</td>\n",
       "      <td>53074</td>\n",
       "      <td>53074</td>\n",
       "      <td>53074</td>\n",
       "      <td>53074</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-01-02</td>\n",
       "      <td>20:34:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3002</th>\n",
       "      <td>52976</td>\n",
       "      <td>52976</td>\n",
       "      <td>52976</td>\n",
       "      <td>52976</td>\n",
       "      <td>52976</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-24.7533333333</td>\n",
       "      <td>-53.635</td>\n",
       "      <td>TOLEDO</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-01-04</td>\n",
       "      <td>22:04:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-003/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-06-16</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3464</th>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-23.8441666667</td>\n",
       "      <td>-49.0569444444</td>\n",
       "      <td>ITABERÁ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-24</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-171/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3465</th>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-5.7688888889</td>\n",
       "      <td>-35.3663888889</td>\n",
       "      <td>GUARULHOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3466</th>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-26.2191666667</td>\n",
       "      <td>-48.5002777778</td>\n",
       "      <td>SÃO FRANCISCO DO SUL</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-26</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3467</th>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-29.1625</td>\n",
       "      <td>-55.9388888889</td>\n",
       "      <td>MAÇAMBARÁ</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-28</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-172/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-07-27</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3468</th>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-27.1633333333</td>\n",
       "      <td>-48.6258333333</td>\n",
       "      <td>PORTO BELO</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A - 501/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>471 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "2998              52992               52992               52992   \n",
       "2999              52979               52979               52979   \n",
       "3000              53073               53073               53073   \n",
       "3001              53074               53074               53074   \n",
       "3002              52976               52976               52976   \n",
       "...                 ...                 ...                 ...   \n",
       "3464              60632               60632               60632   \n",
       "3465              60600               60600               60600   \n",
       "3466              60642               60642               60642   \n",
       "3467              60631               60631               60631   \n",
       "3468              60649               60649               60649   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "2998               52992               52992          INCIDENTE GRAVE   \n",
       "2999               52979               52979                 ACIDENTE   \n",
       "3000               53073               53073                INCIDENTE   \n",
       "3001               53074               53074                INCIDENTE   \n",
       "3002               52976               52976                 ACIDENTE   \n",
       "...                  ...                 ...                      ...   \n",
       "3464               60632               60632          INCIDENTE GRAVE   \n",
       "3465               60600               60600                INCIDENTE   \n",
       "3466               60642               60642                INCIDENTE   \n",
       "3467               60631               60631                 ACIDENTE   \n",
       "3468               60649               60649                 ACIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude     ocorrencia_cidade  \\\n",
       "2998                 NaN                  NaN              SALVADOR   \n",
       "2999      -22.3855555556       -53.8763888889              IVINHEMA   \n",
       "3000                 NaN                  NaN                  TEFÉ   \n",
       "3001                 NaN                  NaN        BELO HORIZONTE   \n",
       "3002      -24.7533333333              -53.635                TOLEDO   \n",
       "...                  ...                  ...                   ...   \n",
       "3464      -23.8441666667       -49.0569444444               ITABERÁ   \n",
       "3465       -5.7688888889       -35.3663888889             GUARULHOS   \n",
       "3466      -26.2191666667       -48.5002777778  SÃO FRANCISCO DO SUL   \n",
       "3467            -29.1625       -55.9388888889             MAÇAMBARÁ   \n",
       "3468      -27.1633333333       -48.6258333333            PORTO BELO   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "2998            BA  ...     2015-01-01        11:40:00   \n",
       "2999            MS  ...     2015-01-02        14:50:00   \n",
       "3000            AM  ...     2015-01-02        16:28:00   \n",
       "3001            MG  ...     2015-01-02        20:34:00   \n",
       "3002            PR  ...     2015-01-04        22:04:00   \n",
       "...            ...  ...            ...             ...   \n",
       "3464            SP  ...     2015-12-24        14:00:00   \n",
       "3465            SP  ...     2015-12-25        19:00:00   \n",
       "3466            SC  ...     2015-12-26        16:00:00   \n",
       "3467            RS  ...     2015-12-28        19:00:00   \n",
       "3468            SC  ...     2015-12-31        14:00:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "2998                            NaN          FINALIZADA   \n",
       "2999                            NaN          FINALIZADA   \n",
       "3000                            SIM          FINALIZADA   \n",
       "3001                            NaN          FINALIZADA   \n",
       "3002                            SIM          FINALIZADA   \n",
       "...                             ...                 ...   \n",
       "3464                            NaN          FINALIZADA   \n",
       "3465                            NaN          FINALIZADA   \n",
       "3466                            NaN          FINALIZADA   \n",
       "3467                            NaN          FINALIZADA   \n",
       "3468                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "2998          IG-001/CENIPA/2015                            SIM   \n",
       "2999           A-002/CENIPA/2015                            SIM   \n",
       "3000                         NaN                            NÃO   \n",
       "3001                         NaN                            NÃO   \n",
       "3002           A-003/CENIPA/2015                            SIM   \n",
       "...                          ...                            ...   \n",
       "3464          IG-171/CENIPA/2015                            SIM   \n",
       "3465                         NaN                            NÃO   \n",
       "3466                         NaN                            NÃO   \n",
       "3467           A-172/CENIPA/2015                            SIM   \n",
       "3468         A - 501/CENIPA/2018                            SIM   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "2998                2018-11-07                   3                          2   \n",
       "2999                2018-06-25                   0                          1   \n",
       "3000                       NaT                   0                          1   \n",
       "3001                       NaT                   0                          1   \n",
       "3002                2016-06-16                   6                          1   \n",
       "...                        ...                 ...                        ...   \n",
       "3464                2017-08-01                   0                          1   \n",
       "3465                       NaT                   0                          1   \n",
       "3466                       NaT                   0                          1   \n",
       "3467                2018-07-27                   2                          1   \n",
       "3468                2018-06-25                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "2998                     NÃO  \n",
       "2999                     NÃO  \n",
       "3000                     NÃO  \n",
       "3001                     NÃO  \n",
       "3002                     NÃO  \n",
       "...                      ...  \n",
       "3464                     NÃO  \n",
       "3465                     NÃO  \n",
       "3466                     NÃO  \n",
       "3467                     NÃO  \n",
       "3468                     SIM  \n",
       "\n",
       "[471 rows x 22 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias do ano de 2015\n",
    "filtro = df.ocorrencia_dia.dt.year == 2015\n",
    "df.loc[filtro]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "20310899",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3430</th>\n",
       "      <td>53573</td>\n",
       "      <td>53573</td>\n",
       "      <td>53573</td>\n",
       "      <td>53573</td>\n",
       "      <td>53573</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.4355555556</td>\n",
       "      <td>-46.4730555556</td>\n",
       "      <td>GUARULHOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-01</td>\n",
       "      <td>02:48:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3431</th>\n",
       "      <td>60601</td>\n",
       "      <td>60601</td>\n",
       "      <td>60601</td>\n",
       "      <td>60601</td>\n",
       "      <td>60601</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-10.29</td>\n",
       "      <td>-48.3577777778</td>\n",
       "      <td>PALMAS</td>\n",
       "      <td>TO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-01</td>\n",
       "      <td>16:05:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3432</th>\n",
       "      <td>53634</td>\n",
       "      <td>53634</td>\n",
       "      <td>53634</td>\n",
       "      <td>53634</td>\n",
       "      <td>53634</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-10.29</td>\n",
       "      <td>-48.3577777778</td>\n",
       "      <td>PALMAS</td>\n",
       "      <td>TO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-02</td>\n",
       "      <td>17:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3433</th>\n",
       "      <td>53636</td>\n",
       "      <td>53636</td>\n",
       "      <td>53636</td>\n",
       "      <td>53636</td>\n",
       "      <td>53636</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.1747222222</td>\n",
       "      <td>-46.9455555556</td>\n",
       "      <td>JUNDIAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-02</td>\n",
       "      <td>17:42:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434</th>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.0366666667</td>\n",
       "      <td>-41.0708333333</td>\n",
       "      <td>CAMPOS DOS GOYTACAZES</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-03</td>\n",
       "      <td>10:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3435</th>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.91</td>\n",
       "      <td>-43.9902777778</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-03</td>\n",
       "      <td>16:47:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3436</th>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-16.6533333333</td>\n",
       "      <td>-49.6094444444</td>\n",
       "      <td>TRINDADE</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-159/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3437</th>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.7555555556</td>\n",
       "      <td>-47.2672222222</td>\n",
       "      <td>AMERICANA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-160/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3438</th>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.0327777778</td>\n",
       "      <td>-47.0258333333</td>\n",
       "      <td>AGUAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>14:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-161/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-05-17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3439</th>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.2991666667</td>\n",
       "      <td>-50.5469444444</td>\n",
       "      <td>JALES</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-162/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3440</th>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.0069444444</td>\n",
       "      <td>-47.1344444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>16:19:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3441</th>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-29.1955555556</td>\n",
       "      <td>-51.1897222222</td>\n",
       "      <td>CAXIAS DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3442</th>\n",
       "      <td>53627</td>\n",
       "      <td>53627</td>\n",
       "      <td>53627</td>\n",
       "      <td>53627</td>\n",
       "      <td>53627</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-5.4038888889</td>\n",
       "      <td>-43.0644444444</td>\n",
       "      <td>TERESINA</td>\n",
       "      <td>PI</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-12</td>\n",
       "      <td>19:05:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3443</th>\n",
       "      <td>60604</td>\n",
       "      <td>60604</td>\n",
       "      <td>60604</td>\n",
       "      <td>60604</td>\n",
       "      <td>60604</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-16.6297222222</td>\n",
       "      <td>-49.2266666667</td>\n",
       "      <td>GOIÂNIA</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-12</td>\n",
       "      <td>14:34:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3444</th>\n",
       "      <td>60611</td>\n",
       "      <td>60611</td>\n",
       "      <td>60611</td>\n",
       "      <td>60611</td>\n",
       "      <td>60611</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.6269444444</td>\n",
       "      <td>-46.6563888889</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-12</td>\n",
       "      <td>15:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3445</th>\n",
       "      <td>60613</td>\n",
       "      <td>60613</td>\n",
       "      <td>60613</td>\n",
       "      <td>60613</td>\n",
       "      <td>60613</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-16.3586111111</td>\n",
       "      <td>-55.1077777778</td>\n",
       "      <td>JUSCIMEIRA</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-12</td>\n",
       "      <td>08:31:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-163/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-05-02</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3446</th>\n",
       "      <td>60629</td>\n",
       "      <td>60629</td>\n",
       "      <td>60629</td>\n",
       "      <td>60629</td>\n",
       "      <td>60629</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-32.2672222222</td>\n",
       "      <td>-52.5663888889</td>\n",
       "      <td>RIO GRANDE</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-12</td>\n",
       "      <td>10:40:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-164/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-09-04</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3447</th>\n",
       "      <td>53630</td>\n",
       "      <td>53630</td>\n",
       "      <td>53630</td>\n",
       "      <td>53630</td>\n",
       "      <td>53630</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.195</td>\n",
       "      <td>-49.9263888889</td>\n",
       "      <td>MARÍLIA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>13:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3448</th>\n",
       "      <td>60603</td>\n",
       "      <td>60603</td>\n",
       "      <td>60603</td>\n",
       "      <td>60603</td>\n",
       "      <td>60603</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.3302777778</td>\n",
       "      <td>-51.1366666667</td>\n",
       "      <td>LONDRINA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>17:46:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3449</th>\n",
       "      <td>60612</td>\n",
       "      <td>60612</td>\n",
       "      <td>60612</td>\n",
       "      <td>60612</td>\n",
       "      <td>60612</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-29.1480555556</td>\n",
       "      <td>-51.5383333333</td>\n",
       "      <td>BENTO GONÇALVES</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-165/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3450</th>\n",
       "      <td>60783</td>\n",
       "      <td>60783</td>\n",
       "      <td>60783</td>\n",
       "      <td>60783</td>\n",
       "      <td>60783</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-28.1608333333</td>\n",
       "      <td>-50.4402777778</td>\n",
       "      <td>LAGES</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-173/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3451</th>\n",
       "      <td>53639</td>\n",
       "      <td>53639</td>\n",
       "      <td>53639</td>\n",
       "      <td>53639</td>\n",
       "      <td>53639</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.0761111111</td>\n",
       "      <td>-46.935</td>\n",
       "      <td>LOUVEIRA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>14:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3452</th>\n",
       "      <td>60609</td>\n",
       "      <td>60609</td>\n",
       "      <td>60609</td>\n",
       "      <td>60609</td>\n",
       "      <td>60609</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-7.2283333333</td>\n",
       "      <td>-48.2408333333</td>\n",
       "      <td>ARAGUAÍNA</td>\n",
       "      <td>TO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-166/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-05-17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3453</th>\n",
       "      <td>60616</td>\n",
       "      <td>60616</td>\n",
       "      <td>60616</td>\n",
       "      <td>60616</td>\n",
       "      <td>60616</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-24.2897222222</td>\n",
       "      <td>-53.8252777778</td>\n",
       "      <td>PALOTINA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-167/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3454</th>\n",
       "      <td>60620</td>\n",
       "      <td>60620</td>\n",
       "      <td>60620</td>\n",
       "      <td>60620</td>\n",
       "      <td>60620</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.9830555556</td>\n",
       "      <td>-43.3725</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>16:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-168/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3455</th>\n",
       "      <td>60645</td>\n",
       "      <td>60645</td>\n",
       "      <td>60645</td>\n",
       "      <td>60645</td>\n",
       "      <td>60645</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-21.1366666667</td>\n",
       "      <td>-48.1038888889</td>\n",
       "      <td>SERTÃOZINHO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-169/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3456</th>\n",
       "      <td>60608</td>\n",
       "      <td>60608</td>\n",
       "      <td>60608</td>\n",
       "      <td>60608</td>\n",
       "      <td>60608</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.9094444444</td>\n",
       "      <td>-43.9888888889</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>10:38:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3457</th>\n",
       "      <td>60625</td>\n",
       "      <td>60625</td>\n",
       "      <td>60625</td>\n",
       "      <td>60625</td>\n",
       "      <td>60625</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-21.6036111111</td>\n",
       "      <td>-48.8316666667</td>\n",
       "      <td>ITÁPOLIS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-17</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-170/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-05-26</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3458</th>\n",
       "      <td>60605</td>\n",
       "      <td>60605</td>\n",
       "      <td>60605</td>\n",
       "      <td>60605</td>\n",
       "      <td>60605</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-18.8836111111</td>\n",
       "      <td>-48.2252777778</td>\n",
       "      <td>UBERLÂNDIA</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-18</td>\n",
       "      <td>10:25:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3459</th>\n",
       "      <td>60610</td>\n",
       "      <td>60610</td>\n",
       "      <td>60610</td>\n",
       "      <td>60610</td>\n",
       "      <td>60610</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.1816666667</td>\n",
       "      <td>-46.9436111111</td>\n",
       "      <td>JUNDIAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-18</td>\n",
       "      <td>18:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3460</th>\n",
       "      <td>60602</td>\n",
       "      <td>60602</td>\n",
       "      <td>60602</td>\n",
       "      <td>60602</td>\n",
       "      <td>60602</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-21.1363888889</td>\n",
       "      <td>-47.7766666667</td>\n",
       "      <td>RIBEIRÃO PRETO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-22</td>\n",
       "      <td>06:27:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3461</th>\n",
       "      <td>60615</td>\n",
       "      <td>60615</td>\n",
       "      <td>60615</td>\n",
       "      <td>60615</td>\n",
       "      <td>60615</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.5069444444</td>\n",
       "      <td>-46.6341666667</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-22</td>\n",
       "      <td>13:07:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3462</th>\n",
       "      <td>60640</td>\n",
       "      <td>60640</td>\n",
       "      <td>60640</td>\n",
       "      <td>60640</td>\n",
       "      <td>60640</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-25.0022222222</td>\n",
       "      <td>-53.5019444444</td>\n",
       "      <td>CASCAVEL</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>13:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3463</th>\n",
       "      <td>60641</td>\n",
       "      <td>60641</td>\n",
       "      <td>60641</td>\n",
       "      <td>60641</td>\n",
       "      <td>60641</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.8519444444</td>\n",
       "      <td>-43.9505555556</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>15:53:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3464</th>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>60632</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-23.8441666667</td>\n",
       "      <td>-49.0569444444</td>\n",
       "      <td>ITABERÁ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-24</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-171/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3465</th>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>60600</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-5.7688888889</td>\n",
       "      <td>-35.3663888889</td>\n",
       "      <td>GUARULHOS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3466</th>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>60642</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-26.2191666667</td>\n",
       "      <td>-48.5002777778</td>\n",
       "      <td>SÃO FRANCISCO DO SUL</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-26</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3467</th>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>60631</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-29.1625</td>\n",
       "      <td>-55.9388888889</td>\n",
       "      <td>MAÇAMBARÁ</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-28</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-172/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-07-27</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3468</th>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>60649</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-27.1633333333</td>\n",
       "      <td>-48.6258333333</td>\n",
       "      <td>PORTO BELO</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A - 501/CENIPA/2018</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "3430              53573               53573               53573   \n",
       "3431              60601               60601               60601   \n",
       "3432              53634               53634               53634   \n",
       "3433              53636               53636               53636   \n",
       "3434              53575               53575               53575   \n",
       "3435              60637               60637               60637   \n",
       "3436              53625               53625               53625   \n",
       "3437              53626               53626               53626   \n",
       "3438              53628               53628               53628   \n",
       "3439              53629               53629               53629   \n",
       "3440              53631               53631               53631   \n",
       "3441              60636               60636               60636   \n",
       "3442              53627               53627               53627   \n",
       "3443              60604               60604               60604   \n",
       "3444              60611               60611               60611   \n",
       "3445              60613               60613               60613   \n",
       "3446              60629               60629               60629   \n",
       "3447              53630               53630               53630   \n",
       "3448              60603               60603               60603   \n",
       "3449              60612               60612               60612   \n",
       "3450              60783               60783               60783   \n",
       "3451              53639               53639               53639   \n",
       "3452              60609               60609               60609   \n",
       "3453              60616               60616               60616   \n",
       "3454              60620               60620               60620   \n",
       "3455              60645               60645               60645   \n",
       "3456              60608               60608               60608   \n",
       "3457              60625               60625               60625   \n",
       "3458              60605               60605               60605   \n",
       "3459              60610               60610               60610   \n",
       "3460              60602               60602               60602   \n",
       "3461              60615               60615               60615   \n",
       "3462              60640               60640               60640   \n",
       "3463              60641               60641               60641   \n",
       "3464              60632               60632               60632   \n",
       "3465              60600               60600               60600   \n",
       "3466              60642               60642               60642   \n",
       "3467              60631               60631               60631   \n",
       "3468              60649               60649               60649   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "3430               53573               53573                INCIDENTE   \n",
       "3431               60601               60601                INCIDENTE   \n",
       "3432               53634               53634                INCIDENTE   \n",
       "3433               53636               53636                INCIDENTE   \n",
       "3434               53575               53575                INCIDENTE   \n",
       "3435               60637               60637                INCIDENTE   \n",
       "3436               53625               53625                 ACIDENTE   \n",
       "3437               53626               53626                 ACIDENTE   \n",
       "3438               53628               53628                 ACIDENTE   \n",
       "3439               53629               53629          INCIDENTE GRAVE   \n",
       "3440               53631               53631                INCIDENTE   \n",
       "3441               60636               60636                INCIDENTE   \n",
       "3442               53627               53627                INCIDENTE   \n",
       "3443               60604               60604                INCIDENTE   \n",
       "3444               60611               60611                INCIDENTE   \n",
       "3445               60613               60613                 ACIDENTE   \n",
       "3446               60629               60629                 ACIDENTE   \n",
       "3447               53630               53630                INCIDENTE   \n",
       "3448               60603               60603                INCIDENTE   \n",
       "3449               60612               60612                 ACIDENTE   \n",
       "3450               60783               60783                 ACIDENTE   \n",
       "3451               53639               53639                INCIDENTE   \n",
       "3452               60609               60609          INCIDENTE GRAVE   \n",
       "3453               60616               60616                 ACIDENTE   \n",
       "3454               60620               60620                 ACIDENTE   \n",
       "3455               60645               60645                 ACIDENTE   \n",
       "3456               60608               60608                INCIDENTE   \n",
       "3457               60625               60625                 ACIDENTE   \n",
       "3458               60605               60605                INCIDENTE   \n",
       "3459               60610               60610                INCIDENTE   \n",
       "3460               60602               60602                INCIDENTE   \n",
       "3461               60615               60615                INCIDENTE   \n",
       "3462               60640               60640                INCIDENTE   \n",
       "3463               60641               60641                INCIDENTE   \n",
       "3464               60632               60632          INCIDENTE GRAVE   \n",
       "3465               60600               60600                INCIDENTE   \n",
       "3466               60642               60642                INCIDENTE   \n",
       "3467               60631               60631                 ACIDENTE   \n",
       "3468               60649               60649                 ACIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude      ocorrencia_cidade  \\\n",
       "3430      -23.4355555556       -46.4730555556              GUARULHOS   \n",
       "3431              -10.29       -48.3577777778                 PALMAS   \n",
       "3432              -10.29       -48.3577777778                 PALMAS   \n",
       "3433      -23.1747222222       -46.9455555556                JUNDIAÍ   \n",
       "3434      -22.0366666667       -41.0708333333  CAMPOS DOS GOYTACAZES   \n",
       "3435              -19.91       -43.9902777778         BELO HORIZONTE   \n",
       "3436      -16.6533333333       -49.6094444444               TRINDADE   \n",
       "3437      -22.7555555556       -47.2672222222              AMERICANA   \n",
       "3438      -22.0327777778       -47.0258333333                  AGUAÍ   \n",
       "3439      -20.2991666667       -50.5469444444                  JALES   \n",
       "3440      -23.0069444444       -47.1344444444               CAMPINAS   \n",
       "3441      -29.1955555556       -51.1897222222          CAXIAS DO SUL   \n",
       "3442       -5.4038888889       -43.0644444444               TERESINA   \n",
       "3443      -16.6297222222       -49.2266666667                GOIÂNIA   \n",
       "3444      -23.6269444444       -46.6563888889              SÃO PAULO   \n",
       "3445      -16.3586111111       -55.1077777778             JUSCIMEIRA   \n",
       "3446      -32.2672222222       -52.5663888889             RIO GRANDE   \n",
       "3447             -22.195       -49.9263888889                MARÍLIA   \n",
       "3448      -23.3302777778       -51.1366666667               LONDRINA   \n",
       "3449      -29.1480555556       -51.5383333333        BENTO GONÇALVES   \n",
       "3450      -28.1608333333       -50.4402777778                  LAGES   \n",
       "3451      -23.0761111111              -46.935               LOUVEIRA   \n",
       "3452       -7.2283333333       -48.2408333333              ARAGUAÍNA   \n",
       "3453      -24.2897222222       -53.8252777778               PALOTINA   \n",
       "3454      -22.9830555556             -43.3725         RIO DE JANEIRO   \n",
       "3455      -21.1366666667       -48.1038888889            SERTÃOZINHO   \n",
       "3456      -19.9094444444       -43.9888888889         BELO HORIZONTE   \n",
       "3457      -21.6036111111       -48.8316666667               ITÁPOLIS   \n",
       "3458      -18.8836111111       -48.2252777778             UBERLÂNDIA   \n",
       "3459      -23.1816666667       -46.9436111111                JUNDIAÍ   \n",
       "3460      -21.1363888889       -47.7766666667         RIBEIRÃO PRETO   \n",
       "3461      -23.5069444444       -46.6341666667              SÃO PAULO   \n",
       "3462      -25.0022222222       -53.5019444444               CASCAVEL   \n",
       "3463      -19.8519444444       -43.9505555556         BELO HORIZONTE   \n",
       "3464      -23.8441666667       -49.0569444444                ITABERÁ   \n",
       "3465       -5.7688888889       -35.3663888889              GUARULHOS   \n",
       "3466      -26.2191666667       -48.5002777778   SÃO FRANCISCO DO SUL   \n",
       "3467            -29.1625       -55.9388888889              MAÇAMBARÁ   \n",
       "3468      -27.1633333333       -48.6258333333             PORTO BELO   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "3430            SP  ...     2015-12-01        02:48:00   \n",
       "3431            TO  ...     2015-12-01        16:05:00   \n",
       "3432            TO  ...     2015-12-02        17:45:00   \n",
       "3433            SP  ...     2015-12-02        17:42:00   \n",
       "3434            RJ  ...     2015-12-03        10:50:00   \n",
       "3435            MG  ...     2015-12-03        16:47:00   \n",
       "3436            GO  ...     2015-12-06        13:10:00   \n",
       "3437            SP  ...     2015-12-06        15:00:00   \n",
       "3438            SP  ...     2015-12-08        14:30:00   \n",
       "3439            SP  ...     2015-12-08        10:20:00   \n",
       "3440            SP  ...     2015-12-08        16:19:00   \n",
       "3441            RS  ...     2015-12-08        13:00:00   \n",
       "3442            PI  ...     2015-12-12        19:05:00   \n",
       "3443            GO  ...     2015-12-12        14:34:00   \n",
       "3444            SP  ...     2015-12-12        15:30:00   \n",
       "3445            MT  ...     2015-12-12        08:31:00   \n",
       "3446            RS  ...     2015-12-12        10:40:00   \n",
       "3447            SP  ...     2015-12-13        13:50:00   \n",
       "3448            PR  ...     2015-12-13        17:46:00   \n",
       "3449            RS  ...     2015-12-13        20:30:00   \n",
       "3450            SC  ...     2015-12-13        14:00:00   \n",
       "3451            SP  ...     2015-12-15        14:20:00   \n",
       "3452            TO  ...     2015-12-15        13:00:00   \n",
       "3453            PR  ...     2015-12-15        20:30:00   \n",
       "3454            RJ  ...     2015-12-15        16:50:00   \n",
       "3455            SP  ...     2015-12-15        13:00:00   \n",
       "3456            MG  ...     2015-12-16        10:38:00   \n",
       "3457            SP  ...     2015-12-17        21:30:00   \n",
       "3458            MG  ...     2015-12-18        10:25:00   \n",
       "3459            SP  ...     2015-12-18        18:45:00   \n",
       "3460            SP  ...     2015-12-22        06:27:00   \n",
       "3461            SP  ...     2015-12-22        13:07:00   \n",
       "3462            PR  ...     2015-12-23        13:20:00   \n",
       "3463            MG  ...     2015-12-23        15:53:00   \n",
       "3464            SP  ...     2015-12-24        14:00:00   \n",
       "3465            SP  ...     2015-12-25        19:00:00   \n",
       "3466            SC  ...     2015-12-26        16:00:00   \n",
       "3467            RS  ...     2015-12-28        19:00:00   \n",
       "3468            SC  ...     2015-12-31        14:00:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "3430                            NaN          FINALIZADA   \n",
       "3431                            NaN          FINALIZADA   \n",
       "3432                            NaN          FINALIZADA   \n",
       "3433                            NaN          FINALIZADA   \n",
       "3434                            NaN          FINALIZADA   \n",
       "3435                            NaN          FINALIZADA   \n",
       "3436                            NaN          FINALIZADA   \n",
       "3437                            NaN          FINALIZADA   \n",
       "3438                            NaN          FINALIZADA   \n",
       "3439                            NaN          FINALIZADA   \n",
       "3440                            NaN          FINALIZADA   \n",
       "3441                            NaN          FINALIZADA   \n",
       "3442                            NaN          FINALIZADA   \n",
       "3443                            NaN          FINALIZADA   \n",
       "3444                            NaN          FINALIZADA   \n",
       "3445                            NaN          FINALIZADA   \n",
       "3446                            NaN          FINALIZADA   \n",
       "3447                            NaN          FINALIZADA   \n",
       "3448                            NaN          FINALIZADA   \n",
       "3449                            NaN          FINALIZADA   \n",
       "3450                            NaN          FINALIZADA   \n",
       "3451                            NaN          FINALIZADA   \n",
       "3452                            NaN          FINALIZADA   \n",
       "3453                            NaN          FINALIZADA   \n",
       "3454                            NaN          FINALIZADA   \n",
       "3455                            NaN          FINALIZADA   \n",
       "3456                            NaN          FINALIZADA   \n",
       "3457                            NaN          FINALIZADA   \n",
       "3458                            NaN          FINALIZADA   \n",
       "3459                            NaN          FINALIZADA   \n",
       "3460                            NaN          FINALIZADA   \n",
       "3461                            NaN          FINALIZADA   \n",
       "3462                            NaN          FINALIZADA   \n",
       "3463                            NaN          FINALIZADA   \n",
       "3464                            NaN          FINALIZADA   \n",
       "3465                            NaN          FINALIZADA   \n",
       "3466                            NaN          FINALIZADA   \n",
       "3467                            NaN          FINALIZADA   \n",
       "3468                            SIM          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "3430                         NaN                            NÃO   \n",
       "3431                         NaN                            NÃO   \n",
       "3432                         NaN                            NÃO   \n",
       "3433                         NaN                            NÃO   \n",
       "3434                         NaN                            NÃO   \n",
       "3435                         NaN                            NÃO   \n",
       "3436           A-159/CENIPA/2015                            SIM   \n",
       "3437           A-160/CENIPA/2015                            SIM   \n",
       "3438           A-161/CENIPA/2015                            SIM   \n",
       "3439           A-162/CENIPA/2015                            NÃO   \n",
       "3440                         NaN                            NÃO   \n",
       "3441                         NaN                            NÃO   \n",
       "3442                         NaN                            NÃO   \n",
       "3443                         NaN                            NÃO   \n",
       "3444                         NaN                            NÃO   \n",
       "3445           A-163/CENIPA/2015                            SIM   \n",
       "3446           A-164/CENIPA/2015                            SIM   \n",
       "3447                         NaN                            NÃO   \n",
       "3448                         NaN                            NÃO   \n",
       "3449           A-165/CENIPA/2015                            SIM   \n",
       "3450           A-173/CENIPA/2015                            SIM   \n",
       "3451                         NaN                            NÃO   \n",
       "3452          IG-166/CENIPA/2015                            SIM   \n",
       "3453           A-167/CENIPA/2015                            SIM   \n",
       "3454           A-168/CENIPA/2015                            SIM   \n",
       "3455           A-169/CENIPA/2015                            NÃO   \n",
       "3456                         NaN                            NÃO   \n",
       "3457           A-170/CENIPA/2015                            SIM   \n",
       "3458                         NaN                            NÃO   \n",
       "3459                         NaN                            NÃO   \n",
       "3460                         NaN                            NÃO   \n",
       "3461                         NaN                            NÃO   \n",
       "3462                         NaN                            NÃO   \n",
       "3463                         NaN                            NÃO   \n",
       "3464          IG-171/CENIPA/2015                            SIM   \n",
       "3465                         NaN                            NÃO   \n",
       "3466                         NaN                            NÃO   \n",
       "3467           A-172/CENIPA/2015                            SIM   \n",
       "3468         A - 501/CENIPA/2018                            SIM   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "3430                       NaT                   0                          1   \n",
       "3431                       NaT                   0                          1   \n",
       "3432                       NaT                   0                          1   \n",
       "3433                       NaT                   0                          1   \n",
       "3434                       NaT                   0                          1   \n",
       "3435                       NaT                   0                          1   \n",
       "3436                2019-04-08                   3                          1   \n",
       "3437                2019-10-28                   1                          1   \n",
       "3438                2018-05-17                   1                          1   \n",
       "3439                       NaT                   0                          1   \n",
       "3440                       NaT                   0                          1   \n",
       "3441                       NaT                   0                          1   \n",
       "3442                       NaT                   0                          1   \n",
       "3443                       NaT                   0                          1   \n",
       "3444                       NaT                   0                          1   \n",
       "3445                2017-05-02                   0                          1   \n",
       "3446                2018-09-04                   0                          1   \n",
       "3447                       NaT                   0                          1   \n",
       "3448                       NaT                   0                          1   \n",
       "3449                2019-04-08                   0                          1   \n",
       "3450                2018-09-24                   3                          1   \n",
       "3451                       NaT                   0                          1   \n",
       "3452                2018-05-17                   0                          1   \n",
       "3453                2018-11-07                   0                          1   \n",
       "3454                2017-08-01                   4                          1   \n",
       "3455                       NaT                   0                          1   \n",
       "3456                       NaT                   0                          1   \n",
       "3457                2017-05-26                   1                          1   \n",
       "3458                       NaT                   0                          1   \n",
       "3459                       NaT                   0                          1   \n",
       "3460                       NaT                   0                          1   \n",
       "3461                       NaT                   0                          1   \n",
       "3462                       NaT                   0                          1   \n",
       "3463                       NaT                   0                          1   \n",
       "3464                2017-08-01                   0                          1   \n",
       "3465                       NaT                   0                          1   \n",
       "3466                       NaT                   0                          1   \n",
       "3467                2018-07-27                   2                          1   \n",
       "3468                2018-06-25                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "3430                     NÃO  \n",
       "3431                     NÃO  \n",
       "3432                     NÃO  \n",
       "3433                     NÃO  \n",
       "3434                     NÃO  \n",
       "3435                     NÃO  \n",
       "3436                     NÃO  \n",
       "3437                     SIM  \n",
       "3438                     NÃO  \n",
       "3439                     NÃO  \n",
       "3440                     NÃO  \n",
       "3441                     NÃO  \n",
       "3442                     NÃO  \n",
       "3443                     NÃO  \n",
       "3444                     NÃO  \n",
       "3445                     NÃO  \n",
       "3446                     NÃO  \n",
       "3447                     NÃO  \n",
       "3448                     NÃO  \n",
       "3449                     NÃO  \n",
       "3450                     NÃO  \n",
       "3451                     NÃO  \n",
       "3452                     NÃO  \n",
       "3453                     NÃO  \n",
       "3454                     NÃO  \n",
       "3455                     NÃO  \n",
       "3456                     NÃO  \n",
       "3457                     SIM  \n",
       "3458                     NÃO  \n",
       "3459                     NÃO  \n",
       "3460                     NÃO  \n",
       "3461                     NÃO  \n",
       "3462                     NÃO  \n",
       "3463                     NÃO  \n",
       "3464                     NÃO  \n",
       "3465                     NÃO  \n",
       "3466                     NÃO  \n",
       "3467                     NÃO  \n",
       "3468                     SIM  \n",
       "\n",
       "[39 rows x 22 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias de 12/2015\n",
    "## Separado\n",
    "filtro_ano = df.ocorrencia_dia.dt.year == 2015\n",
    "filtro_mes = df.ocorrencia_dia.dt.month == 12\n",
    "df.loc[filtro_ano & filtro_mes]\n",
    "## Junto\n",
    "filtro = (df.ocorrencia_dia.dt.year == 2015) & (df.ocorrencia_dia.dt.month == 12)\n",
    "df.loc[filtro_ano & filtro_mes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "ab35d4ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3434</th>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.0366666667</td>\n",
       "      <td>-41.0708333333</td>\n",
       "      <td>CAMPOS DOS GOYTACAZES</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-03</td>\n",
       "      <td>10:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3435</th>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.91</td>\n",
       "      <td>-43.9902777778</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-03</td>\n",
       "      <td>16:47:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3436</th>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-16.6533333333</td>\n",
       "      <td>-49.6094444444</td>\n",
       "      <td>TRINDADE</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-159/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3437</th>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.7555555556</td>\n",
       "      <td>-47.2672222222</td>\n",
       "      <td>AMERICANA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-160/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3438</th>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.0327777778</td>\n",
       "      <td>-47.0258333333</td>\n",
       "      <td>AGUAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>14:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-161/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-05-17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3439</th>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.2991666667</td>\n",
       "      <td>-50.5469444444</td>\n",
       "      <td>JALES</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-162/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3440</th>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.0069444444</td>\n",
       "      <td>-47.1344444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>16:19:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3441</th>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-29.1955555556</td>\n",
       "      <td>-51.1897222222</td>\n",
       "      <td>CAXIAS DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-12-08</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "3434              53575               53575               53575   \n",
       "3435              60637               60637               60637   \n",
       "3436              53625               53625               53625   \n",
       "3437              53626               53626               53626   \n",
       "3438              53628               53628               53628   \n",
       "3439              53629               53629               53629   \n",
       "3440              53631               53631               53631   \n",
       "3441              60636               60636               60636   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "3434               53575               53575                INCIDENTE   \n",
       "3435               60637               60637                INCIDENTE   \n",
       "3436               53625               53625                 ACIDENTE   \n",
       "3437               53626               53626                 ACIDENTE   \n",
       "3438               53628               53628                 ACIDENTE   \n",
       "3439               53629               53629          INCIDENTE GRAVE   \n",
       "3440               53631               53631                INCIDENTE   \n",
       "3441               60636               60636                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude      ocorrencia_cidade  \\\n",
       "3434      -22.0366666667       -41.0708333333  CAMPOS DOS GOYTACAZES   \n",
       "3435              -19.91       -43.9902777778         BELO HORIZONTE   \n",
       "3436      -16.6533333333       -49.6094444444               TRINDADE   \n",
       "3437      -22.7555555556       -47.2672222222              AMERICANA   \n",
       "3438      -22.0327777778       -47.0258333333                  AGUAÍ   \n",
       "3439      -20.2991666667       -50.5469444444                  JALES   \n",
       "3440      -23.0069444444       -47.1344444444               CAMPINAS   \n",
       "3441      -29.1955555556       -51.1897222222          CAXIAS DO SUL   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "3434            RJ  ...     2015-12-03        10:50:00   \n",
       "3435            MG  ...     2015-12-03        16:47:00   \n",
       "3436            GO  ...     2015-12-06        13:10:00   \n",
       "3437            SP  ...     2015-12-06        15:00:00   \n",
       "3438            SP  ...     2015-12-08        14:30:00   \n",
       "3439            SP  ...     2015-12-08        10:20:00   \n",
       "3440            SP  ...     2015-12-08        16:19:00   \n",
       "3441            RS  ...     2015-12-08        13:00:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "3434                            NaN          FINALIZADA   \n",
       "3435                            NaN          FINALIZADA   \n",
       "3436                            NaN          FINALIZADA   \n",
       "3437                            NaN          FINALIZADA   \n",
       "3438                            NaN          FINALIZADA   \n",
       "3439                            NaN          FINALIZADA   \n",
       "3440                            NaN          FINALIZADA   \n",
       "3441                            NaN          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "3434                         NaN                            NÃO   \n",
       "3435                         NaN                            NÃO   \n",
       "3436           A-159/CENIPA/2015                            SIM   \n",
       "3437           A-160/CENIPA/2015                            SIM   \n",
       "3438           A-161/CENIPA/2015                            SIM   \n",
       "3439           A-162/CENIPA/2015                            NÃO   \n",
       "3440                         NaN                            NÃO   \n",
       "3441                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "3434                       NaT                   0                          1   \n",
       "3435                       NaT                   0                          1   \n",
       "3436                2019-04-08                   3                          1   \n",
       "3437                2019-10-28                   1                          1   \n",
       "3438                2018-05-17                   1                          1   \n",
       "3439                       NaT                   0                          1   \n",
       "3440                       NaT                   0                          1   \n",
       "3441                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "3434                     NÃO  \n",
       "3435                     NÃO  \n",
       "3436                     NÃO  \n",
       "3437                     SIM  \n",
       "3438                     NÃO  \n",
       "3439                     NÃO  \n",
       "3440                     NÃO  \n",
       "3441                     NÃO  \n",
       "\n",
       "[8 rows x 22 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Ocorrencias de 12/2015 do dia 3 ao dia 8\n",
    "filtro_ano = df.ocorrencia_dia.dt.year == 2015\n",
    "filtro_mes = df.ocorrencia_dia.dt.month == 12\n",
    "filtro_dia = (df.ocorrencia_dia.dt.day >= 3) &  (df.ocorrencia_dia.dt.day <=8)\n",
    "df.loc[filtro_ano & filtro_mes & filtro_dia]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "e4658dfb",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "      <th>ocorrencia_dia_hora</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3434</th>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>53575</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.0366666667</td>\n",
       "      <td>-41.0708333333</td>\n",
       "      <td>CAMPOS DOS GOYTACAZES</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>10:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-03 10:50:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3435</th>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.91</td>\n",
       "      <td>-43.9902777778</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>16:47:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-03 16:47:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3436</th>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-16.6533333333</td>\n",
       "      <td>-49.6094444444</td>\n",
       "      <td>TRINDADE</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-159/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-06 13:10:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3437</th>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.7555555556</td>\n",
       "      <td>-47.2672222222</td>\n",
       "      <td>AMERICANA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-160/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-12-06 15:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3438</th>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>53628</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.0327777778</td>\n",
       "      <td>-47.0258333333</td>\n",
       "      <td>AGUAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>14:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-161/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-05-17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-08 14:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3439</th>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.2991666667</td>\n",
       "      <td>-50.5469444444</td>\n",
       "      <td>JALES</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-162/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-08 10:20:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3440</th>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>53631</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-23.0069444444</td>\n",
       "      <td>-47.1344444444</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>16:19:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-08 16:19:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3441</th>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-29.1955555556</td>\n",
       "      <td>-51.1897222222</td>\n",
       "      <td>CAXIAS DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-08 13:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "3434              53575               53575               53575   \n",
       "3435              60637               60637               60637   \n",
       "3436              53625               53625               53625   \n",
       "3437              53626               53626               53626   \n",
       "3438              53628               53628               53628   \n",
       "3439              53629               53629               53629   \n",
       "3440              53631               53631               53631   \n",
       "3441              60636               60636               60636   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "3434               53575               53575                INCIDENTE   \n",
       "3435               60637               60637                INCIDENTE   \n",
       "3436               53625               53625                 ACIDENTE   \n",
       "3437               53626               53626                 ACIDENTE   \n",
       "3438               53628               53628                 ACIDENTE   \n",
       "3439               53629               53629          INCIDENTE GRAVE   \n",
       "3440               53631               53631                INCIDENTE   \n",
       "3441               60636               60636                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude      ocorrencia_cidade  \\\n",
       "3434      -22.0366666667       -41.0708333333  CAMPOS DOS GOYTACAZES   \n",
       "3435              -19.91       -43.9902777778         BELO HORIZONTE   \n",
       "3436      -16.6533333333       -49.6094444444               TRINDADE   \n",
       "3437      -22.7555555556       -47.2672222222              AMERICANA   \n",
       "3438      -22.0327777778       -47.0258333333                  AGUAÍ   \n",
       "3439      -20.2991666667       -50.5469444444                  JALES   \n",
       "3440      -23.0069444444       -47.1344444444               CAMPINAS   \n",
       "3441      -29.1955555556       -51.1897222222          CAXIAS DO SUL   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_hora investigacao_aeronave_liberada  \\\n",
       "3434            RJ  ...        10:50:00                            NaN   \n",
       "3435            MG  ...        16:47:00                            NaN   \n",
       "3436            GO  ...        13:10:00                            NaN   \n",
       "3437            SP  ...        15:00:00                            NaN   \n",
       "3438            SP  ...        14:30:00                            NaN   \n",
       "3439            SP  ...        10:20:00                            NaN   \n",
       "3440            SP  ...        16:19:00                            NaN   \n",
       "3441            RS  ...        13:00:00                            NaN   \n",
       "\n",
       "     investigacao_status divulgacao_relatorio_numero  \\\n",
       "3434          FINALIZADA                         NaN   \n",
       "3435          FINALIZADA                         NaN   \n",
       "3436          FINALIZADA           A-159/CENIPA/2015   \n",
       "3437          FINALIZADA           A-160/CENIPA/2015   \n",
       "3438          FINALIZADA           A-161/CENIPA/2015   \n",
       "3439          FINALIZADA           A-162/CENIPA/2015   \n",
       "3440          FINALIZADA                         NaN   \n",
       "3441          FINALIZADA                         NaN   \n",
       "\n",
       "     divulgacao_relatorio_publicado divulgacao_dia_publicacao  \\\n",
       "3434                            NÃO                       NaT   \n",
       "3435                            NÃO                       NaT   \n",
       "3436                            SIM                2019-04-08   \n",
       "3437                            SIM                2019-10-28   \n",
       "3438                            SIM                2018-05-17   \n",
       "3439                            NÃO                       NaT   \n",
       "3440                            NÃO                       NaT   \n",
       "3441                            NÃO                       NaT   \n",
       "\n",
       "     total_recomendacoes total_aeronaves_envolvidas ocorrencia_saida_pista  \\\n",
       "3434                   0                          1                    NÃO   \n",
       "3435                   0                          1                    NÃO   \n",
       "3436                   3                          1                    NÃO   \n",
       "3437                   1                          1                    SIM   \n",
       "3438                   1                          1                    NÃO   \n",
       "3439                   0                          1                    NÃO   \n",
       "3440                   0                          1                    NÃO   \n",
       "3441                   0                          1                    NÃO   \n",
       "\n",
       "      ocorrencia_dia_hora  \n",
       "3434  2015-12-03 10:50:00  \n",
       "3435  2015-12-03 16:47:00  \n",
       "3436  2015-12-06 13:10:00  \n",
       "3437  2015-12-06 15:00:00  \n",
       "3438  2015-12-08 14:30:00  \n",
       "3439  2015-12-08 10:20:00  \n",
       "3440  2015-12-08 16:19:00  \n",
       "3441  2015-12-08 13:00:00  \n",
       "\n",
       "[8 rows x 23 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Criar uma coluna no dataframe com dia e horas juntos\n",
    "df['ocorrencia_dia_hora'] = pd.to_datetime(df.ocorrencia_dia.astype(str) + ' ' + df.ocorrencia_hora)\n",
    "filtro_ano = df.ocorrencia_dia_hora.dt.year == 2015\n",
    "filtro_mes = df.ocorrencia_dia_hora.dt.month == 12\n",
    "filtro_dia = (df.ocorrencia_dia_hora.dt.day >= 3) &  (df.ocorrencia_dia.dt.day <=8)\n",
    "df.loc[filtro_ano & filtro_mes & filtro_dia]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "e363fa56",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "      <th>ocorrencia_dia_hora</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3435</th>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>60637</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-19.91</td>\n",
       "      <td>-43.9902777778</td>\n",
       "      <td>BELO HORIZONTE</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>16:47:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-03 16:47:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3436</th>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>53625</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-16.6533333333</td>\n",
       "      <td>-49.6094444444</td>\n",
       "      <td>TRINDADE</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>13:10:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-159/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-06 13:10:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3437</th>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>53626</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.7555555556</td>\n",
       "      <td>-47.2672222222</td>\n",
       "      <td>AMERICANA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>15:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-160/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-12-06 15:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3439</th>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>53629</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-20.2991666667</td>\n",
       "      <td>-50.5469444444</td>\n",
       "      <td>JALES</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-162/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-08 10:20:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3441</th>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>60636</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-29.1955555556</td>\n",
       "      <td>-51.1897222222</td>\n",
       "      <td>CAXIAS DO SUL</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>2015-12-08 13:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "3435              60637               60637               60637   \n",
       "3436              53625               53625               53625   \n",
       "3437              53626               53626               53626   \n",
       "3439              53629               53629               53629   \n",
       "3441              60636               60636               60636   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "3435               60637               60637                INCIDENTE   \n",
       "3436               53625               53625                 ACIDENTE   \n",
       "3437               53626               53626                 ACIDENTE   \n",
       "3439               53629               53629          INCIDENTE GRAVE   \n",
       "3441               60636               60636                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude ocorrencia_cidade ocorrencia_uf  \\\n",
       "3435              -19.91       -43.9902777778    BELO HORIZONTE            MG   \n",
       "3436      -16.6533333333       -49.6094444444          TRINDADE            GO   \n",
       "3437      -22.7555555556       -47.2672222222         AMERICANA            SP   \n",
       "3439      -20.2991666667       -50.5469444444             JALES            SP   \n",
       "3441      -29.1955555556       -51.1897222222     CAXIAS DO SUL            RS   \n",
       "\n",
       "      ... ocorrencia_hora investigacao_aeronave_liberada investigacao_status  \\\n",
       "3435  ...        16:47:00                            NaN          FINALIZADA   \n",
       "3436  ...        13:10:00                            NaN          FINALIZADA   \n",
       "3437  ...        15:00:00                            NaN          FINALIZADA   \n",
       "3439  ...        10:20:00                            NaN          FINALIZADA   \n",
       "3441  ...        13:00:00                            NaN          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "3435                         NaN                            NÃO   \n",
       "3436           A-159/CENIPA/2015                            SIM   \n",
       "3437           A-160/CENIPA/2015                            SIM   \n",
       "3439           A-162/CENIPA/2015                            NÃO   \n",
       "3441                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "3435                       NaT                   0                          1   \n",
       "3436                2019-04-08                   3                          1   \n",
       "3437                2019-10-28                   1                          1   \n",
       "3439                       NaT                   0                          1   \n",
       "3441                       NaT                   0                          1   \n",
       "\n",
       "     ocorrencia_saida_pista  ocorrencia_dia_hora  \n",
       "3435                    NÃO  2015-12-03 16:47:00  \n",
       "3436                    NÃO  2015-12-06 13:10:00  \n",
       "3437                    SIM  2015-12-06 15:00:00  \n",
       "3439                    NÃO  2015-12-08 10:20:00  \n",
       "3441                    NÃO  2015-12-08 13:00:00  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Criar uma coluna no dataframe com dia e horas juntos\n",
    "## Ocorrencias de 12/2015 do dia 3 às 11h ao dia 8 às 13h\n",
    "df['ocorrencia_dia_hora'] = pd.to_datetime(df.ocorrencia_dia.astype(str) + ' ' + df.ocorrencia_hora)\n",
    "filtro1 = df.ocorrencia_dia_hora >= '2015-12-03 11:00:00'\n",
    "filtro2 = df.ocorrencia_dia_hora <= '2015-12-08 13:00:00'\n",
    "df.loc[filtro1 & filtro2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21b5afa5",
   "metadata": {},
   "source": [
    "### Agrupamento de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "d4c559e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('ocorrencia.csv', sep=\";\", parse_dates=['ocorrencia_dia', 'divulgacao_dia_publicacao'], dayfirst=True, na_values=valores_ausentes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "5239565e",
   "metadata": {},
   "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>codigo_ocorrencia</th>\n",
       "      <th>codigo_ocorrencia1</th>\n",
       "      <th>codigo_ocorrencia2</th>\n",
       "      <th>codigo_ocorrencia3</th>\n",
       "      <th>codigo_ocorrencia4</th>\n",
       "      <th>ocorrencia_classificacao</th>\n",
       "      <th>ocorrencia_latitude</th>\n",
       "      <th>ocorrencia_longitude</th>\n",
       "      <th>ocorrencia_cidade</th>\n",
       "      <th>ocorrencia_uf</th>\n",
       "      <th>...</th>\n",
       "      <th>ocorrencia_dia</th>\n",
       "      <th>ocorrencia_hora</th>\n",
       "      <th>investigacao_aeronave_liberada</th>\n",
       "      <th>investigacao_status</th>\n",
       "      <th>divulgacao_relatorio_numero</th>\n",
       "      <th>divulgacao_relatorio_publicado</th>\n",
       "      <th>divulgacao_dia_publicacao</th>\n",
       "      <th>total_recomendacoes</th>\n",
       "      <th>total_aeronaves_envolvidas</th>\n",
       "      <th>ocorrencia_saida_pista</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3088</th>\n",
       "      <td>53183</td>\n",
       "      <td>53183</td>\n",
       "      <td>53183</td>\n",
       "      <td>53183</td>\n",
       "      <td>53183</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-23.0819444444</td>\n",
       "      <td>-52.7652777778</td>\n",
       "      <td>AMAPORÃ</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-02</td>\n",
       "      <td>23:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-031/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3089</th>\n",
       "      <td>53120</td>\n",
       "      <td>53120</td>\n",
       "      <td>53120</td>\n",
       "      <td>53120</td>\n",
       "      <td>53120</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-0.2002777778</td>\n",
       "      <td>-49.9672222222</td>\n",
       "      <td>CHAVES</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-04</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-032/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-10-19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3090</th>\n",
       "      <td>53109</td>\n",
       "      <td>53109</td>\n",
       "      <td>53109</td>\n",
       "      <td>53109</td>\n",
       "      <td>53109</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-20.5994444444</td>\n",
       "      <td>-54.6025</td>\n",
       "      <td>CAMPO GRANDE</td>\n",
       "      <td>MS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-05</td>\n",
       "      <td>13:50:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-033/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3091</th>\n",
       "      <td>53112</td>\n",
       "      <td>53112</td>\n",
       "      <td>53112</td>\n",
       "      <td>53112</td>\n",
       "      <td>53112</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.2036111111</td>\n",
       "      <td>-47.1966666667</td>\n",
       "      <td>MOGI GUAÇU</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>A-034/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3092</th>\n",
       "      <td>53152</td>\n",
       "      <td>53152</td>\n",
       "      <td>53152</td>\n",
       "      <td>53152</td>\n",
       "      <td>53152</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-22.9938888889</td>\n",
       "      <td>-43.3752777778</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-10</td>\n",
       "      <td>11:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-035/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-08-26</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3093</th>\n",
       "      <td>53167</td>\n",
       "      <td>53167</td>\n",
       "      <td>53167</td>\n",
       "      <td>53167</td>\n",
       "      <td>53167</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MARABÁ</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-10</td>\n",
       "      <td>17:33:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3094</th>\n",
       "      <td>53596</td>\n",
       "      <td>53596</td>\n",
       "      <td>53596</td>\n",
       "      <td>53596</td>\n",
       "      <td>53596</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-27.1363888889</td>\n",
       "      <td>-48.6816666667</td>\n",
       "      <td>ITAPEMA</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-10</td>\n",
       "      <td>21:35:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>53149</td>\n",
       "      <td>53149</td>\n",
       "      <td>53149</td>\n",
       "      <td>53149</td>\n",
       "      <td>53149</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-4.2597222222</td>\n",
       "      <td>-69.9169444444</td>\n",
       "      <td>TABATINGA</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-11</td>\n",
       "      <td>23:25:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-036/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-10-14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3096</th>\n",
       "      <td>53148</td>\n",
       "      <td>53148</td>\n",
       "      <td>53148</td>\n",
       "      <td>53148</td>\n",
       "      <td>53148</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-22.3388888889</td>\n",
       "      <td>-47.3580555556</td>\n",
       "      <td>ARARAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-12</td>\n",
       "      <td>12:40:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-037/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-10-19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3097</th>\n",
       "      <td>53153</td>\n",
       "      <td>53153</td>\n",
       "      <td>53153</td>\n",
       "      <td>53153</td>\n",
       "      <td>53153</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PORTO ALEGRE</td>\n",
       "      <td>RS</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-13</td>\n",
       "      <td>15:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3098</th>\n",
       "      <td>53154</td>\n",
       "      <td>53154</td>\n",
       "      <td>53154</td>\n",
       "      <td>53154</td>\n",
       "      <td>53154</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SOROCABA</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-13</td>\n",
       "      <td>14:40:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3099</th>\n",
       "      <td>53238</td>\n",
       "      <td>53238</td>\n",
       "      <td>53238</td>\n",
       "      <td>53238</td>\n",
       "      <td>53238</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SERRA</td>\n",
       "      <td>ES</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-13</td>\n",
       "      <td>11:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3100</th>\n",
       "      <td>53189</td>\n",
       "      <td>53189</td>\n",
       "      <td>53189</td>\n",
       "      <td>53189</td>\n",
       "      <td>53189</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONFINS</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-14</td>\n",
       "      <td>07:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3101</th>\n",
       "      <td>53193</td>\n",
       "      <td>53193</td>\n",
       "      <td>53193</td>\n",
       "      <td>53193</td>\n",
       "      <td>53193</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.0891666667</td>\n",
       "      <td>-52.5105555556</td>\n",
       "      <td>CANARANA</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-14</td>\n",
       "      <td>18:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-038/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3102</th>\n",
       "      <td>53164</td>\n",
       "      <td>53164</td>\n",
       "      <td>53164</td>\n",
       "      <td>53164</td>\n",
       "      <td>53164</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-7.7180555556</td>\n",
       "      <td>-37.9269444444</td>\n",
       "      <td>PRINCESA ISABEL</td>\n",
       "      <td>PB</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-15</td>\n",
       "      <td>18:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-039/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-10-19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3103</th>\n",
       "      <td>53151</td>\n",
       "      <td>53151</td>\n",
       "      <td>53151</td>\n",
       "      <td>53151</td>\n",
       "      <td>53151</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-3.3736111111</td>\n",
       "      <td>-57.7247222222</td>\n",
       "      <td>MAUÉS</td>\n",
       "      <td>AM</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-16</td>\n",
       "      <td>18:07:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-040/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2019-03-11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3104</th>\n",
       "      <td>53168</td>\n",
       "      <td>53168</td>\n",
       "      <td>53168</td>\n",
       "      <td>53168</td>\n",
       "      <td>53168</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PARÁ DE MINAS</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-16</td>\n",
       "      <td>21:05:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3105</th>\n",
       "      <td>53169</td>\n",
       "      <td>53169</td>\n",
       "      <td>53169</td>\n",
       "      <td>53169</td>\n",
       "      <td>53169</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELÉM</td>\n",
       "      <td>PA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-19</td>\n",
       "      <td>03:25:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3106</th>\n",
       "      <td>53165</td>\n",
       "      <td>53165</td>\n",
       "      <td>53165</td>\n",
       "      <td>53165</td>\n",
       "      <td>53165</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-12.6108333333</td>\n",
       "      <td>-46.2463888889</td>\n",
       "      <td>SÃO DESIDÉRIO</td>\n",
       "      <td>BA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-20</td>\n",
       "      <td>14:35:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-041/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3107</th>\n",
       "      <td>53188</td>\n",
       "      <td>53188</td>\n",
       "      <td>53188</td>\n",
       "      <td>53188</td>\n",
       "      <td>53188</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIO DE JANEIRO</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-20</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3108</th>\n",
       "      <td>53184</td>\n",
       "      <td>53184</td>\n",
       "      <td>53184</td>\n",
       "      <td>53184</td>\n",
       "      <td>53184</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-26.2427777778</td>\n",
       "      <td>-51.0744444444</td>\n",
       "      <td>PORTO UNIÃO</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-22</td>\n",
       "      <td>13:44:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3109</th>\n",
       "      <td>53178</td>\n",
       "      <td>53178</td>\n",
       "      <td>53178</td>\n",
       "      <td>53178</td>\n",
       "      <td>53178</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-13.8163888889</td>\n",
       "      <td>-57.1683333333</td>\n",
       "      <td>DIAMANTINO</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-23</td>\n",
       "      <td>17:15:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-042/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>53182</td>\n",
       "      <td>53182</td>\n",
       "      <td>53182</td>\n",
       "      <td>53182</td>\n",
       "      <td>53182</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-3.8613888889</td>\n",
       "      <td>-45.6544444444</td>\n",
       "      <td>SANTA LUZIA</td>\n",
       "      <td>MA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-23</td>\n",
       "      <td>20:40:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-043/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2018-12-19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3111</th>\n",
       "      <td>53166</td>\n",
       "      <td>53166</td>\n",
       "      <td>53166</td>\n",
       "      <td>53166</td>\n",
       "      <td>53166</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-11.6711111111</td>\n",
       "      <td>-45.7208333333</td>\n",
       "      <td>RIACHÃO DAS NEVES</td>\n",
       "      <td>BA</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>14:45:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-044/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2015-10-19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3112</th>\n",
       "      <td>53170</td>\n",
       "      <td>53170</td>\n",
       "      <td>53170</td>\n",
       "      <td>53170</td>\n",
       "      <td>53170</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONFINS</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>17:57:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3113</th>\n",
       "      <td>53185</td>\n",
       "      <td>53185</td>\n",
       "      <td>53185</td>\n",
       "      <td>53185</td>\n",
       "      <td>53185</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CURITIBA</td>\n",
       "      <td>PR</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>23:01:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3114</th>\n",
       "      <td>53412</td>\n",
       "      <td>53412</td>\n",
       "      <td>53412</td>\n",
       "      <td>53412</td>\n",
       "      <td>53412</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>-22.1</td>\n",
       "      <td>-40.5</td>\n",
       "      <td>MACAÉ</td>\n",
       "      <td>RJ</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-24</td>\n",
       "      <td>16:35:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>IG-045/CENIPA/2015</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3115</th>\n",
       "      <td>53194</td>\n",
       "      <td>53194</td>\n",
       "      <td>53194</td>\n",
       "      <td>53194</td>\n",
       "      <td>53194</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-4.1641666667</td>\n",
       "      <td>-40.7847222222</td>\n",
       "      <td>GUARACIABA DO NORTE</td>\n",
       "      <td>CE</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-26</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-046/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-06-23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SIM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3116</th>\n",
       "      <td>53186</td>\n",
       "      <td>53186</td>\n",
       "      <td>53186</td>\n",
       "      <td>53186</td>\n",
       "      <td>53186</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BRASÍLIA</td>\n",
       "      <td>DF</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-27</td>\n",
       "      <td>14:55:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3117</th>\n",
       "      <td>53179</td>\n",
       "      <td>53179</td>\n",
       "      <td>53179</td>\n",
       "      <td>53179</td>\n",
       "      <td>53179</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-17.1741666667</td>\n",
       "      <td>-51.6755555556</td>\n",
       "      <td>CAIAPÔNIA</td>\n",
       "      <td>GO</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>10:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-047/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-06-03</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118</th>\n",
       "      <td>53180</td>\n",
       "      <td>53180</td>\n",
       "      <td>53180</td>\n",
       "      <td>53180</td>\n",
       "      <td>53180</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-18.6233333333</td>\n",
       "      <td>-48.1636111111</td>\n",
       "      <td>ARAGUARI</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>18:52:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-048/CENIPA/2015</td>\n",
       "      <td>SIM</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3119</th>\n",
       "      <td>53190</td>\n",
       "      <td>53190</td>\n",
       "      <td>53190</td>\n",
       "      <td>53190</td>\n",
       "      <td>53190</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CAMPINAS</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>16:26:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>53212</td>\n",
       "      <td>53212</td>\n",
       "      <td>53212</td>\n",
       "      <td>53212</td>\n",
       "      <td>53212</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JUNDIAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>17:32:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>53213</td>\n",
       "      <td>53213</td>\n",
       "      <td>53213</td>\n",
       "      <td>53213</td>\n",
       "      <td>53213</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JUNDIAÍ</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>15:51:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>53181</td>\n",
       "      <td>53181</td>\n",
       "      <td>53181</td>\n",
       "      <td>53181</td>\n",
       "      <td>53181</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>-10.7555555556</td>\n",
       "      <td>-55.4583333333</td>\n",
       "      <td>COLÍDER</td>\n",
       "      <td>MT</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-29</td>\n",
       "      <td>20:17:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>53187</td>\n",
       "      <td>53187</td>\n",
       "      <td>53187</td>\n",
       "      <td>53187</td>\n",
       "      <td>53187</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-26.2211111111</td>\n",
       "      <td>-48.8019444444</td>\n",
       "      <td>JOINVILLE</td>\n",
       "      <td>SC</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-29</td>\n",
       "      <td>18:36:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>53211</td>\n",
       "      <td>53211</td>\n",
       "      <td>53211</td>\n",
       "      <td>53211</td>\n",
       "      <td>53211</td>\n",
       "      <td>INCIDENTE</td>\n",
       "      <td>-22.3436111111</td>\n",
       "      <td>-49.0538888889</td>\n",
       "      <td>BAURU</td>\n",
       "      <td>SP</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-03-30</td>\n",
       "      <td>19:40:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NÃO</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NÃO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      codigo_ocorrencia  codigo_ocorrencia1  codigo_ocorrencia2  \\\n",
       "3088              53183               53183               53183   \n",
       "3089              53120               53120               53120   \n",
       "3090              53109               53109               53109   \n",
       "3091              53112               53112               53112   \n",
       "3092              53152               53152               53152   \n",
       "3093              53167               53167               53167   \n",
       "3094              53596               53596               53596   \n",
       "3095              53149               53149               53149   \n",
       "3096              53148               53148               53148   \n",
       "3097              53153               53153               53153   \n",
       "3098              53154               53154               53154   \n",
       "3099              53238               53238               53238   \n",
       "3100              53189               53189               53189   \n",
       "3101              53193               53193               53193   \n",
       "3102              53164               53164               53164   \n",
       "3103              53151               53151               53151   \n",
       "3104              53168               53168               53168   \n",
       "3105              53169               53169               53169   \n",
       "3106              53165               53165               53165   \n",
       "3107              53188               53188               53188   \n",
       "3108              53184               53184               53184   \n",
       "3109              53178               53178               53178   \n",
       "3110              53182               53182               53182   \n",
       "3111              53166               53166               53166   \n",
       "3112              53170               53170               53170   \n",
       "3113              53185               53185               53185   \n",
       "3114              53412               53412               53412   \n",
       "3115              53194               53194               53194   \n",
       "3116              53186               53186               53186   \n",
       "3117              53179               53179               53179   \n",
       "3118              53180               53180               53180   \n",
       "3119              53190               53190               53190   \n",
       "3120              53212               53212               53212   \n",
       "3121              53213               53213               53213   \n",
       "3122              53181               53181               53181   \n",
       "3123              53187               53187               53187   \n",
       "3124              53211               53211               53211   \n",
       "\n",
       "      codigo_ocorrencia3  codigo_ocorrencia4 ocorrencia_classificacao  \\\n",
       "3088               53183               53183                 ACIDENTE   \n",
       "3089               53120               53120                 ACIDENTE   \n",
       "3090               53109               53109                 ACIDENTE   \n",
       "3091               53112               53112                 ACIDENTE   \n",
       "3092               53152               53152          INCIDENTE GRAVE   \n",
       "3093               53167               53167                INCIDENTE   \n",
       "3094               53596               53596                INCIDENTE   \n",
       "3095               53149               53149                 ACIDENTE   \n",
       "3096               53148               53148                 ACIDENTE   \n",
       "3097               53153               53153                INCIDENTE   \n",
       "3098               53154               53154                INCIDENTE   \n",
       "3099               53238               53238                INCIDENTE   \n",
       "3100               53189               53189                INCIDENTE   \n",
       "3101               53193               53193                 ACIDENTE   \n",
       "3102               53164               53164                 ACIDENTE   \n",
       "3103               53151               53151          INCIDENTE GRAVE   \n",
       "3104               53168               53168                INCIDENTE   \n",
       "3105               53169               53169                INCIDENTE   \n",
       "3106               53165               53165          INCIDENTE GRAVE   \n",
       "3107               53188               53188                INCIDENTE   \n",
       "3108               53184               53184                 ACIDENTE   \n",
       "3109               53178               53178                 ACIDENTE   \n",
       "3110               53182               53182                 ACIDENTE   \n",
       "3111               53166               53166          INCIDENTE GRAVE   \n",
       "3112               53170               53170                INCIDENTE   \n",
       "3113               53185               53185                INCIDENTE   \n",
       "3114               53412               53412          INCIDENTE GRAVE   \n",
       "3115               53194               53194                 ACIDENTE   \n",
       "3116               53186               53186                INCIDENTE   \n",
       "3117               53179               53179                 ACIDENTE   \n",
       "3118               53180               53180                 ACIDENTE   \n",
       "3119               53190               53190                INCIDENTE   \n",
       "3120               53212               53212                INCIDENTE   \n",
       "3121               53213               53213                INCIDENTE   \n",
       "3122               53181               53181                 ACIDENTE   \n",
       "3123               53187               53187                INCIDENTE   \n",
       "3124               53211               53211                INCIDENTE   \n",
       "\n",
       "     ocorrencia_latitude ocorrencia_longitude    ocorrencia_cidade  \\\n",
       "3088      -23.0819444444       -52.7652777778              AMAPORÃ   \n",
       "3089       -0.2002777778       -49.9672222222               CHAVES   \n",
       "3090      -20.5994444444             -54.6025         CAMPO GRANDE   \n",
       "3091      -22.2036111111       -47.1966666667           MOGI GUAÇU   \n",
       "3092      -22.9938888889       -43.3752777778       RIO DE JANEIRO   \n",
       "3093                 NaN                  NaN               MARABÁ   \n",
       "3094      -27.1363888889       -48.6816666667              ITAPEMA   \n",
       "3095       -4.2597222222       -69.9169444444            TABATINGA   \n",
       "3096      -22.3388888889       -47.3580555556               ARARAS   \n",
       "3097                 NaN                  NaN         PORTO ALEGRE   \n",
       "3098                 NaN                  NaN             SOROCABA   \n",
       "3099                 NaN                  NaN                SERRA   \n",
       "3100                 NaN                  NaN              CONFINS   \n",
       "3101      -13.0891666667       -52.5105555556             CANARANA   \n",
       "3102       -7.7180555556       -37.9269444444      PRINCESA ISABEL   \n",
       "3103       -3.3736111111       -57.7247222222                MAUÉS   \n",
       "3104                 NaN                  NaN        PARÁ DE MINAS   \n",
       "3105                 NaN                  NaN                BELÉM   \n",
       "3106      -12.6108333333       -46.2463888889        SÃO DESIDÉRIO   \n",
       "3107                 NaN                  NaN       RIO DE JANEIRO   \n",
       "3108      -26.2427777778       -51.0744444444          PORTO UNIÃO   \n",
       "3109      -13.8163888889       -57.1683333333           DIAMANTINO   \n",
       "3110       -3.8613888889       -45.6544444444          SANTA LUZIA   \n",
       "3111      -11.6711111111       -45.7208333333    RIACHÃO DAS NEVES   \n",
       "3112                 NaN                  NaN              CONFINS   \n",
       "3113                 NaN                  NaN             CURITIBA   \n",
       "3114               -22.1                -40.5                MACAÉ   \n",
       "3115       -4.1641666667       -40.7847222222  GUARACIABA DO NORTE   \n",
       "3116                 NaN                  NaN             BRASÍLIA   \n",
       "3117      -17.1741666667       -51.6755555556            CAIAPÔNIA   \n",
       "3118      -18.6233333333       -48.1636111111             ARAGUARI   \n",
       "3119                 NaN                  NaN             CAMPINAS   \n",
       "3120                 NaN                  NaN              JUNDIAÍ   \n",
       "3121                 NaN                  NaN              JUNDIAÍ   \n",
       "3122      -10.7555555556       -55.4583333333              COLÍDER   \n",
       "3123      -26.2211111111       -48.8019444444            JOINVILLE   \n",
       "3124      -22.3436111111       -49.0538888889                BAURU   \n",
       "\n",
       "     ocorrencia_uf  ... ocorrencia_dia ocorrencia_hora  \\\n",
       "3088            PR  ...     2015-03-02        23:00:00   \n",
       "3089            PA  ...     2015-03-04        13:30:00   \n",
       "3090            MS  ...     2015-03-05        13:50:00   \n",
       "3091            SP  ...     2015-03-06        21:00:00   \n",
       "3092            RJ  ...     2015-03-10        11:30:00   \n",
       "3093            PA  ...     2015-03-10        17:33:00   \n",
       "3094            SC  ...     2015-03-10        21:35:00   \n",
       "3095            AM  ...     2015-03-11        23:25:00   \n",
       "3096            SP  ...     2015-03-12        12:40:00   \n",
       "3097            RS  ...     2015-03-13        15:45:00   \n",
       "3098            SP  ...     2015-03-13        14:40:00   \n",
       "3099            ES  ...     2015-03-13        11:30:00   \n",
       "3100            MG  ...     2015-03-14        07:20:00   \n",
       "3101            MT  ...     2015-03-14        18:00:00   \n",
       "3102            PB  ...     2015-03-15        18:30:00   \n",
       "3103            AM  ...     2015-03-16        18:07:00   \n",
       "3104            MG  ...     2015-03-16        21:05:00   \n",
       "3105            PA  ...     2015-03-19        03:25:00   \n",
       "3106            BA  ...     2015-03-20        14:35:00   \n",
       "3107            RJ  ...     2015-03-20        21:00:00   \n",
       "3108            SC  ...     2015-03-22        13:44:00   \n",
       "3109            MT  ...     2015-03-23        17:15:00   \n",
       "3110            MA  ...     2015-03-23        20:40:00   \n",
       "3111            BA  ...     2015-03-24        14:45:00   \n",
       "3112            MG  ...     2015-03-24        17:57:00   \n",
       "3113            PR  ...     2015-03-24        23:01:00   \n",
       "3114            RJ  ...     2015-03-24        16:35:00   \n",
       "3115            CE  ...     2015-03-26        20:30:00   \n",
       "3116            DF  ...     2015-03-27        14:55:00   \n",
       "3117            GO  ...     2015-03-28        10:30:00   \n",
       "3118            MG  ...     2015-03-28        18:52:00   \n",
       "3119            SP  ...     2015-03-28        16:26:00   \n",
       "3120            SP  ...     2015-03-28        17:32:00   \n",
       "3121            SP  ...     2015-03-28        15:51:00   \n",
       "3122            MT  ...     2015-03-29        20:17:00   \n",
       "3123            SC  ...     2015-03-29        18:36:00   \n",
       "3124            SP  ...     2015-03-30        19:40:00   \n",
       "\n",
       "     investigacao_aeronave_liberada investigacao_status  \\\n",
       "3088                            NaN          FINALIZADA   \n",
       "3089                            NaN          FINALIZADA   \n",
       "3090                            SIM          FINALIZADA   \n",
       "3091                            NaN               ATIVA   \n",
       "3092                            NaN          FINALIZADA   \n",
       "3093                            NaN          FINALIZADA   \n",
       "3094                            NaN          FINALIZADA   \n",
       "3095                            SIM          FINALIZADA   \n",
       "3096                            NaN          FINALIZADA   \n",
       "3097                            NaN          FINALIZADA   \n",
       "3098                            SIM          FINALIZADA   \n",
       "3099                            NaN          FINALIZADA   \n",
       "3100                            NaN          FINALIZADA   \n",
       "3101                            NaN          FINALIZADA   \n",
       "3102                            SIM          FINALIZADA   \n",
       "3103                            SIM          FINALIZADA   \n",
       "3104                            NaN          FINALIZADA   \n",
       "3105                            NaN          FINALIZADA   \n",
       "3106                            SIM          FINALIZADA   \n",
       "3107                            NaN          FINALIZADA   \n",
       "3108                            NaN                 NaN   \n",
       "3109                            SIM          FINALIZADA   \n",
       "3110                            SIM          FINALIZADA   \n",
       "3111                            SIM          FINALIZADA   \n",
       "3112                            NaN          FINALIZADA   \n",
       "3113                            NaN          FINALIZADA   \n",
       "3114                            NaN               ATIVA   \n",
       "3115                            SIM          FINALIZADA   \n",
       "3116                            NaN          FINALIZADA   \n",
       "3117                            SIM          FINALIZADA   \n",
       "3118                            SIM          FINALIZADA   \n",
       "3119                            NaN          FINALIZADA   \n",
       "3120                            NaN          FINALIZADA   \n",
       "3121                            NaN          FINALIZADA   \n",
       "3122                            NaN                 NaN   \n",
       "3123                            NaN          FINALIZADA   \n",
       "3124                            NaN          FINALIZADA   \n",
       "\n",
       "     divulgacao_relatorio_numero divulgacao_relatorio_publicado  \\\n",
       "3088           A-031/CENIPA/2015                            NÃO   \n",
       "3089           A-032/CENIPA/2015                            SIM   \n",
       "3090           A-033/CENIPA/2015                            SIM   \n",
       "3091           A-034/CENIPA/2015                            NÃO   \n",
       "3092          IG-035/CENIPA/2015                            SIM   \n",
       "3093                         NaN                            NÃO   \n",
       "3094                         NaN                            NÃO   \n",
       "3095           A-036/CENIPA/2015                            SIM   \n",
       "3096           A-037/CENIPA/2015                            SIM   \n",
       "3097                         NaN                            NÃO   \n",
       "3098                         NaN                            NÃO   \n",
       "3099                         NaN                            NÃO   \n",
       "3100                         NaN                            NÃO   \n",
       "3101           A-038/CENIPA/2015                            SIM   \n",
       "3102           A-039/CENIPA/2015                            SIM   \n",
       "3103          IG-040/CENIPA/2015                            SIM   \n",
       "3104                         NaN                            NÃO   \n",
       "3105                         NaN                            NÃO   \n",
       "3106          IG-041/CENIPA/2015                            SIM   \n",
       "3107                         NaN                            NÃO   \n",
       "3108                         NaN                            NÃO   \n",
       "3109           A-042/CENIPA/2015                            SIM   \n",
       "3110           A-043/CENIPA/2015                            SIM   \n",
       "3111          IG-044/CENIPA/2015                            SIM   \n",
       "3112                         NaN                            NÃO   \n",
       "3113                         NaN                            NÃO   \n",
       "3114          IG-045/CENIPA/2015                            NÃO   \n",
       "3115           A-046/CENIPA/2015                            SIM   \n",
       "3116                         NaN                            NÃO   \n",
       "3117           A-047/CENIPA/2015                            SIM   \n",
       "3118           A-048/CENIPA/2015                            SIM   \n",
       "3119                         NaN                            NÃO   \n",
       "3120                         NaN                            NÃO   \n",
       "3121                         NaN                            NÃO   \n",
       "3122                         NaN                            NÃO   \n",
       "3123                         NaN                            NÃO   \n",
       "3124                         NaN                            NÃO   \n",
       "\n",
       "     divulgacao_dia_publicacao total_recomendacoes total_aeronaves_envolvidas  \\\n",
       "3088                       NaT                   0                          1   \n",
       "3089                2015-10-19                   0                          1   \n",
       "3090                2018-09-24                   0                          1   \n",
       "3091                       NaT                   0                          1   \n",
       "3092                2016-08-26                   2                          1   \n",
       "3093                       NaT                   0                          1   \n",
       "3094                       NaT                   0                          1   \n",
       "3095                2016-10-14                   0                          1   \n",
       "3096                2015-10-19                   0                          1   \n",
       "3097                       NaT                   0                          1   \n",
       "3098                       NaT                   0                          1   \n",
       "3099                       NaT                   0                          1   \n",
       "3100                       NaT                   0                          1   \n",
       "3101                2015-11-16                   0                          1   \n",
       "3102                2015-10-19                   0                          1   \n",
       "3103                2019-03-11                   1                          1   \n",
       "3104                       NaT                   0                          1   \n",
       "3105                       NaT                   0                          1   \n",
       "3106                2015-11-16                   0                          1   \n",
       "3107                       NaT                   0                          1   \n",
       "3108                       NaT                   0                          1   \n",
       "3109                2017-08-01                   0                          1   \n",
       "3110                2018-12-19                   0                          1   \n",
       "3111                2015-10-19                   0                          1   \n",
       "3112                       NaT                   0                          1   \n",
       "3113                       NaT                   0                          1   \n",
       "3114                       NaT                   0                          1   \n",
       "3115                2016-06-23                   0                          1   \n",
       "3116                       NaT                   0                          1   \n",
       "3117                2016-06-03                   0                          1   \n",
       "3118                2016-07-07                   0                          1   \n",
       "3119                       NaT                   0                          1   \n",
       "3120                       NaT                   0                          1   \n",
       "3121                       NaT                   0                          1   \n",
       "3122                       NaT                   0                          1   \n",
       "3123                       NaT                   0                          1   \n",
       "3124                       NaT                   0                          1   \n",
       "\n",
       "      ocorrencia_saida_pista  \n",
       "3088                     NÃO  \n",
       "3089                     NÃO  \n",
       "3090                     NÃO  \n",
       "3091                     NÃO  \n",
       "3092                     NÃO  \n",
       "3093                     NÃO  \n",
       "3094                     NÃO  \n",
       "3095                     NÃO  \n",
       "3096                     NÃO  \n",
       "3097                     NÃO  \n",
       "3098                     NÃO  \n",
       "3099                     NÃO  \n",
       "3100                     NÃO  \n",
       "3101                     NÃO  \n",
       "3102                     NÃO  \n",
       "3103                     SIM  \n",
       "3104                     NÃO  \n",
       "3105                     NÃO  \n",
       "3106                     NÃO  \n",
       "3107                     NÃO  \n",
       "3108                     NÃO  \n",
       "3109                     NÃO  \n",
       "3110                     NÃO  \n",
       "3111                     NÃO  \n",
       "3112                     NÃO  \n",
       "3113                     NÃO  \n",
       "3114                     NÃO  \n",
       "3115                     SIM  \n",
       "3116                     NÃO  \n",
       "3117                     NÃO  \n",
       "3118                     NÃO  \n",
       "3119                     NÃO  \n",
       "3120                     NÃO  \n",
       "3121                     NÃO  \n",
       "3122                     NÃO  \n",
       "3123                     NÃO  \n",
       "3124                     NÃO  \n",
       "\n",
       "[37 rows x 22 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ocorrências de 03/2015\n",
    "filtro1 = df.ocorrencia_dia.dt.year == 2015\n",
    "filtro2 = df.ocorrencia_dia.dt.month == 3\n",
    "df201503 = df.loc[filtro1 & filtro2]\n",
    "df201503"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "c29e7df5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia                 37\n",
       "codigo_ocorrencia1                37\n",
       "codigo_ocorrencia2                37\n",
       "codigo_ocorrencia3                37\n",
       "codigo_ocorrencia4                37\n",
       "ocorrencia_classificacao          37\n",
       "ocorrencia_latitude               23\n",
       "ocorrencia_longitude              23\n",
       "ocorrencia_cidade                 37\n",
       "ocorrencia_uf                     37\n",
       "ocorrencia_pais                   37\n",
       "ocorrencia_aerodromo              21\n",
       "ocorrencia_dia                    37\n",
       "ocorrencia_hora                   37\n",
       "investigacao_aeronave_liberada    12\n",
       "investigacao_status               35\n",
       "divulgacao_relatorio_numero       18\n",
       "divulgacao_relatorio_publicado    37\n",
       "divulgacao_dia_publicacao         15\n",
       "total_recomendacoes               37\n",
       "total_aeronaves_envolvidas        37\n",
       "ocorrencia_saida_pista            37\n",
       "dtype: int64"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df201503.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "ff49d374",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ocorrencia_classificacao\n",
      "ACIDENTE           15\n",
      "INCIDENTE          17\n",
      "INCIDENTE GRAVE     5\n",
      "Name: codigo_ocorrencia, dtype: int64\n",
      "\n",
      "\n",
      "ocorrencia_classificacao\n",
      "ACIDENTE            5\n",
      "INCIDENTE          14\n",
      "INCIDENTE GRAVE     2\n",
      "Name: ocorrencia_aerodromo, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Agrupamento de ocorrencia_classificacao e soma de codigo_ocorrencia/ocorrencia_aerodromo\n",
    "print(df201503.groupby(['ocorrencia_classificacao']).codigo_ocorrencia.count())\n",
    "print('\\n')\n",
    "print(df201503.groupby(['ocorrencia_classificacao']).ocorrencia_aerodromo.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "c88fa626",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ocorrencia_classificacao\n",
      "ACIDENTE           15\n",
      "INCIDENTE          17\n",
      "INCIDENTE GRAVE     5\n",
      "dtype: int64\n",
      "\n",
      "\n",
      "ocorrencia_classificacao\n",
      "INCIDENTE GRAVE     5\n",
      "ACIDENTE           15\n",
      "INCIDENTE          17\n",
      "dtype: int64\n",
      "\n",
      "\n",
      "ocorrencia_classificacao\n",
      "INCIDENTE          17\n",
      "ACIDENTE           15\n",
      "INCIDENTE GRAVE     5\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Tamanho \n",
    "print(df201503.groupby(['ocorrencia_classificacao']).size())\n",
    "print('\\n')\n",
    "print(df201503.groupby(['ocorrencia_classificacao']).size().sort_values())\n",
    "print('\\n')\n",
    "print(df201503.groupby(['ocorrencia_classificacao']).size().sort_values(ascending=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "58e7078d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ocorrencia_classificacao\n",
       "ACIDENTE            40\n",
       "INCIDENTE          170\n",
       "INCIDENTE GRAVE     18\n",
       "dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Agrupamentos no sudeste\n",
    "filtro1 = df.ocorrencia_dia.dt.year == 2010\n",
    "filtro2 = df.ocorrencia_uf.isin(['SP','MG','ES','RJ'])\n",
    "dfsudeste2010 = df.loc[filtro1 & filtro2]\n",
    "dfsudeste2010.groupby(['ocorrencia_classificacao']).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "985957e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ocorrencia_uf  ocorrencia_classificacao\n",
       "ES             INCIDENTE                    5\n",
       "MG             ACIDENTE                     7\n",
       "               INCIDENTE                   39\n",
       "               INCIDENTE GRAVE              5\n",
       "RJ             ACIDENTE                     9\n",
       "               INCIDENTE                   52\n",
       "               INCIDENTE GRAVE              4\n",
       "SP             ACIDENTE                    24\n",
       "               INCIDENTE                   74\n",
       "               INCIDENTE GRAVE              9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## por estado\n",
    "dfsudeste2010.groupby(['ocorrencia_uf', 'ocorrencia_classificacao']).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "833412b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ocorrencia_cidade\n",
       "RIO DE JANEIRO           47\n",
       "SÃO PAULO                33\n",
       "GUARULHOS                18\n",
       "BELO HORIZONTE           17\n",
       "CAMPINAS                 13\n",
       "MACAÉ                    12\n",
       "CONFINS                   7\n",
       "UBERLÂNDIA                5\n",
       "JUIZ DE FORA              4\n",
       "VITÓRIA                   4\n",
       "MARÍLIA                   3\n",
       "SÃO JOSÉ DOS CAMPOS       3\n",
       "SÃO JOSÉ DO RIO PRETO     3\n",
       "SOROCABA                  2\n",
       "ITANHAÉM                  2\n",
       "RIBEIRÃO PRETO            2\n",
       "IPATINGA                  2\n",
       "POÇOS DE CALDAS           2\n",
       "DIVINÓPOLIS               2\n",
       "BAURU                     2\n",
       "JUNDIAÍ                   2\n",
       "ARARAQUARA                2\n",
       "CAMPOS DOS GOYTACAZES     2\n",
       "AREALVA                   2\n",
       "MONTES CLAROS             2\n",
       "UBERABA                   2\n",
       "POUSO ALEGRE              1\n",
       "PIRACICABA                1\n",
       "PIRASSUNUNGA              1\n",
       "ARRAIAL DO CABO           1\n",
       "RESENDE                   1\n",
       "PENÁPOLIS                 1\n",
       "SANTOS                    1\n",
       "SERRA NEGRA               1\n",
       "SÃO BERNARDO DO CAMPO     1\n",
       "TIMÓTEO                   1\n",
       "ARAÇATUBA                 1\n",
       "PIACATU                   1\n",
       "BOM JESUS DO AMPARO       1\n",
       "PARÁ DE MINAS             1\n",
       "OLÍMPIA                   1\n",
       "BRAGANÇA PAULISTA         1\n",
       "BROTAS                    1\n",
       "CAJOBI                    1\n",
       "CAMANDUCAIA               1\n",
       "BOITUVA                   1\n",
       "CASIMIRO DE ABREU         1\n",
       "BOCAINA                   1\n",
       "COROMANDEL                1\n",
       "COSMÓPOLIS                1\n",
       "DIAMANTINA                1\n",
       "BEBEDOURO                 1\n",
       "IPERÓ                     1\n",
       "ITÁPOLIS                  1\n",
       "LINHARES                  1\n",
       "MANGARATIBA               1\n",
       "BOM JESUS DO GALHO        1\n",
       "NOVO HORIZONTE            1\n",
       "AMERICANA                 1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Por cidades\n",
    "dfsudeste2010.groupby(['ocorrencia_cidade']).size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "16a3e252",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## No RJ\n",
    "filtro = dfsudeste2010.ocorrencia_cidade == 'RIO DE JANEIRO'\n",
    "dfsudeste2010.loc[filtro].total_recomendacoes.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "a9c46d95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ocorrencia_cidade\n",
       "BELO HORIZONTE            2\n",
       "BOITUVA                   1\n",
       "BOM JESUS DO GALHO        1\n",
       "BRAGANÇA PAULISTA         9\n",
       "CAMANDUCAIA               9\n",
       "IPERÓ                     3\n",
       "ITANHAÉM                  1\n",
       "JUNDIAÍ                   7\n",
       "NOVO HORIZONTE            3\n",
       "RESENDE                   8\n",
       "RIO DE JANEIRO           25\n",
       "SÃO BERNARDO DO CAMPO     2\n",
       "SÃO PAULO                41\n",
       "TIMÓTEO                   3\n",
       "Name: total_recomendacoes, dtype: int64"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## total de recomendacoes por cidade\n",
    "filtro = dfsudeste2010.total_recomendacoes > 0\n",
    "dfsudeste2010.loc[filtro].groupby(['ocorrencia_cidade']).total_recomendacoes.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "797d2136",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ocorrencia_cidade      ocorrencia_dia\n",
       "BELO HORIZONTE         2                  1\n",
       "                       3                  1\n",
       "BOITUVA                7                  1\n",
       "BOM JESUS DO GALHO     12                 1\n",
       "BRAGANÇA PAULISTA      11                 9\n",
       "CAMANDUCAIA            7                  9\n",
       "IPERÓ                  1                  3\n",
       "ITANHAÉM               9                  1\n",
       "JUNDIAÍ                5                  5\n",
       "                       6                  2\n",
       "NOVO HORIZONTE         7                  3\n",
       "RESENDE                4                  8\n",
       "RIO DE JANEIRO         4                  3\n",
       "                       7                  3\n",
       "                       8                 19\n",
       "SÃO BERNARDO DO CAMPO  1                  2\n",
       "SÃO PAULO              1                  8\n",
       "                       2                 14\n",
       "                       6                  2\n",
       "                       11                 6\n",
       "                       12                11\n",
       "TIMÓTEO                2                  3\n",
       "Name: total_recomendacoes, dtype: int64"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Agrupar dentro das cidades por mes\n",
    "dfsudeste2010.loc[filtro].groupby(['ocorrencia_cidade', dfsudeste2010.ocorrencia_dia.dt.month]).total_recomendacoes.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e6ff543",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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