Trabajo final (1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "675176f6",
   "metadata": {},
   "source": [
    "# Preprocesamiento de los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5b95f58a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore') \n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5d144d16",
   "metadata": {},
   "outputs": [],
   "source": [
    "llamadas2019s1=pd.read_csv(r\"C:\\Users\\monse\\Documents\\Diplomado TEyMD\\MODULO 4\\dataset\\llamadas_911_2019_s1.csv\")\n",
    "llamadas2019s2=pd.read_csv(r\"C:\\Users\\monse\\Documents\\Diplomado TEyMD\\MODULO 4\\dataset\\llamadas_911_2019_s2.csv\")\n",
    "llamadas2020s1=pd.read_csv(r\"C:\\Users\\monse\\Documents\\Diplomado TEyMD\\MODULO 4\\dataset\\llamadas_911_2020_s1.csv\")\n",
    "llamadas2020s2=pd.read_csv(r\"C:\\Users\\monse\\Documents\\Diplomado TEyMD\\MODULO 4\\dataset\\llamadas_911_2020_s2.csv\")\n",
    "llamadas2021s1=pd.read_csv(r\"C:\\Users\\monse\\Documents\\Diplomado TEyMD\\MODULO 4\\dataset\\llamadas_911_2021_s1.csv\",encoding=\"latin-1\")\n",
    "llamadas2021s2=pd.read_csv(r\"C:\\Users\\monse\\Documents\\Diplomado TEyMD\\MODULO 4\\dataset\\llamadas_911_2021_s2.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cecfd912",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>folio</th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
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       "      <th>manzana</th>\n",
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       "      <th>0</th>\n",
       "      <td>C5/190213/04539</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:05:48</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:20:08</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CERRO DE LA ESTRELLA I</td>\n",
       "      <td>090070001593A001</td>\n",
       "      <td>19.328052</td>\n",
       "      <td>-99.080812</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/190213/04548</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Persona sospechosa</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:00:26</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:27:21</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CAMPESTRE POTRERO</td>\n",
       "      <td>090070001426A016</td>\n",
       "      <td>19.331351</td>\n",
       "      <td>-98.977739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/190213/06073</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:09:39</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:14:36</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>NONOALCO-TLATELOLCO (U HAB) II</td>\n",
       "      <td>0901500010409003</td>\n",
       "      <td>19.452512</td>\n",
       "      <td>-99.141834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/190213/04629</td>\n",
       "      <td>Danos</td>\n",
       "      <td>Otros</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:19:18</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:39:39</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>PRESIDENTES EJIDALES PRIMERA SECCION</td>\n",
       "      <td>0900300010713055</td>\n",
       "      <td>19.328719</td>\n",
       "      <td>-99.129804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/190213/06272</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Entrevista ciudadana</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:33:35</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>19:44:41</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>NAPOLES</td>\n",
       "      <td>0901400010204009</td>\n",
       "      <td>19.397118</td>\n",
       "      <td>-99.176123</td>\n",
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       "             folio categoria_incidente_c4          incidente_c4  \\\n",
       "0  C5/190213/04539                Medicos          Inconsciente   \n",
       "1  C5/190213/04548               Denuncia    Persona sospechosa   \n",
       "2  C5/190213/06073                Medicos          Inconsciente   \n",
       "3  C5/190213/04629                  Danos                 Otros   \n",
       "4  C5/190213/06272              Servicios  Entrevista ciudadana   \n",
       "\n",
       "   anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "0           2019      Febrero     2019-02-13      15:05:48         2019   \n",
       "1           2019      Febrero     2019-02-13      15:00:26         2019   \n",
       "2           2019      Febrero     2019-02-13      18:09:39         2019   \n",
       "3           2019      Febrero     2019-02-13      15:19:18         2019   \n",
       "4           2019      Febrero     2019-02-13      18:33:35         2019   \n",
       "\n",
       "  mes_cierre fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0    Febrero   2019-02-13    15:20:08      Negativo  URGENCIAS MEDICAS   \n",
       "1    Febrero   2019-02-13    15:27:21      Negativo           SERVICIO   \n",
       "2    Febrero   2019-02-13    18:14:36     Duplicado  URGENCIAS MEDICAS   \n",
       "3    Febrero   2019-02-13    15:39:39      Negativo             DELITO   \n",
       "4    Febrero   2019-02-13    19:44:41     Duplicado           SERVICIO   \n",
       "\n",
       "  alcaldia_cierre                        colonia_cierre           manzana  \\\n",
       "0      IZTAPALAPA                CERRO DE LA ESTRELLA I  090070001593A001   \n",
       "1      IZTAPALAPA                     CAMPESTRE POTRERO  090070001426A016   \n",
       "2      CUAUHTEMOC        NONOALCO-TLATELOLCO (U HAB) II  0901500010409003   \n",
       "3        COYOACAN  PRESIDENTES EJIDALES PRIMERA SECCION  0900300010713055   \n",
       "4   BENITO JUAREZ                               NAPOLES  0901400010204009   \n",
       "\n",
       "     latitud   longitud  \n",
       "0  19.328052 -99.080812  \n",
       "1  19.331351 -98.977739  \n",
       "2  19.452512 -99.141834  \n",
       "3  19.328719 -99.129804  \n",
       "4  19.397118 -99.176123  "
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       "      <td>C5/191113/00249</td>\n",
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       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
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       "      <td>2019</td>\n",
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       "      <th>1</th>\n",
       "      <td>C5/191113/00250</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Escandalo</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>01:13:36</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>01:44:51</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CARMEN SERDAN ( U HAB)</td>\n",
       "      <td>0900700014310011</td>\n",
       "      <td>19.299564</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/191113/00223</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>01:00:48</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>01:29:16</td>\n",
       "      <td>Afirmativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>PREDIO DEGOLLADO</td>\n",
       "      <td>0900700015501046</td>\n",
       "      <td>19.318908</td>\n",
       "      <td>-99.040439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/191113/00475</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Escandalo</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>02:57:27</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>02:58:39</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>TLALPAN</td>\n",
       "      <td>TLALPAN CENTRO</td>\n",
       "      <td>0901200010375016</td>\n",
       "      <td>19.293866</td>\n",
       "      <td>-99.174294</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/191113/00477</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Escandalo</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>02:57:57</td>\n",
       "      <td>2019</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>03:00:11</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>TLALPAN</td>\n",
       "      <td>TLALPAN CENTRO</td>\n",
       "      <td>0901200010375017</td>\n",
       "      <td>19.292372</td>\n",
       "      <td>-99.175031</td>\n",
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       "             folio categoria_incidente_c4  incidente_c4  anio_creacion  \\\n",
       "0  C5/191113/00249              Disturbio     Escandalo           2019   \n",
       "1  C5/191113/00250              Disturbio     Escandalo           2019   \n",
       "2  C5/191113/00223                Medicos  Inconsciente           2019   \n",
       "3  C5/191113/00475              Disturbio     Escandalo           2019   \n",
       "4  C5/191113/00477              Disturbio     Escandalo           2019   \n",
       "\n",
       "  mes_creacion fecha_creacion hora_creacion  anio_cierre mes_cierre  \\\n",
       "0    Noviembre     2019-11-13      01:14:17         2019  Noviembre   \n",
       "1    Noviembre     2019-11-13      01:13:36         2019  Noviembre   \n",
       "2    Noviembre     2019-11-13      01:00:48         2019  Noviembre   \n",
       "3    Noviembre     2019-11-13      02:57:27         2019  Noviembre   \n",
       "4    Noviembre     2019-11-13      02:57:57         2019  Noviembre   \n",
       "\n",
       "  fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0   2019-11-13    01:21:49    Afirmativo       FALTA CÍVICA   \n",
       "1   2019-11-13    01:44:51      Negativo       FALTA CÍVICA   \n",
       "2   2019-11-13    01:29:16    Afirmativo  URGENCIAS MEDICAS   \n",
       "3   2019-11-13    02:58:39     Duplicado       FALTA CÍVICA   \n",
       "4   2019-11-13    03:00:11     Duplicado       FALTA CÍVICA   \n",
       "\n",
       "       alcaldia_cierre          colonia_cierre           manzana    latitud  \\\n",
       "0  VENUSTIANO CARRANZA                 CARACOL  0901700010846002  19.426119   \n",
       "1           IZTAPALAPA  CARMEN SERDAN ( U HAB)  0900700014310011  19.299564   \n",
       "2           IZTAPALAPA        PREDIO DEGOLLADO  0900700015501046  19.318908   \n",
       "3              TLALPAN          TLALPAN CENTRO  0901200010375016  19.293866   \n",
       "4              TLALPAN          TLALPAN CENTRO  0901200010375017  19.292372   \n",
       "\n",
       "    longitud  \n",
       "0 -99.068801  \n",
       "1 -99.079042  \n",
       "2 -99.040439  \n",
       "3 -99.174294  \n",
       "4 -99.175031  "
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       "      <th></th>\n",
       "      <th>folio</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/200103/07617</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Escandalo</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:01:50</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:18:08</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>PERALVILLO II</td>\n",
       "      <td>0901500010038010</td>\n",
       "      <td>19.459899</td>\n",
       "      <td>-99.128849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/200103/07629</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Escandalo</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:05:16</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:13:17</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>NONOALCO</td>\n",
       "      <td>0901400010558002</td>\n",
       "      <td>19.382396</td>\n",
       "      <td>-99.184539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/200103/07633</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Escandalo</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:06:31</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:15:23</td>\n",
       "      <td>Falso</td>\n",
       "      <td>FALSA ALARMA</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>ALIANZA POPULAR REVOLUCIONARIA ORIENTE (U HAB)</td>\n",
       "      <td>090030001136A027</td>\n",
       "      <td>19.315992</td>\n",
       "      <td>-99.118754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/200103/07639</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Entrevista ciudadana</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:06:44</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:10:24</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>CENTRO VIII</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.435742</td>\n",
       "      <td>-99.144060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/200103/07640</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Entrevista ciudadana</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:07:16</td>\n",
       "      <td>2020</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>23:15:10</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>VENUSTIANO CARRANZA</td>\n",
       "      <td>FEDERAL</td>\n",
       "      <td>0901700011238025</td>\n",
       "      <td>19.421357</td>\n",
       "      <td>-99.083797</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "             folio categoria_incidente_c4          incidente_c4  \\\n",
       "0  C5/200103/07617              Disturbio             Escandalo   \n",
       "1  C5/200103/07629              Disturbio             Escandalo   \n",
       "2  C5/200103/07633              Disturbio             Escandalo   \n",
       "3  C5/200103/07639              Servicios  Entrevista ciudadana   \n",
       "4  C5/200103/07640              Servicios  Entrevista ciudadana   \n",
       "\n",
       "   anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "0           2020        Enero     2020-01-03      23:01:50         2020   \n",
       "1           2020        Enero     2020-01-03      23:05:16         2020   \n",
       "2           2020        Enero     2020-01-03      23:06:31         2020   \n",
       "3           2020        Enero     2020-01-03      23:06:44         2020   \n",
       "4           2020        Enero     2020-01-03      23:07:16         2020   \n",
       "\n",
       "  mes_cierre fecha_cierre hora_cierre codigo_cierre clas_con_f_alarma  \\\n",
       "0      Enero   2020-01-03    23:18:08      Negativo      FALTA CÍVICA   \n",
       "1      Enero   2020-01-03    23:13:17      Negativo      FALTA CÍVICA   \n",
       "2      Enero   2020-01-03    23:15:23         Falso      FALSA ALARMA   \n",
       "3      Enero   2020-01-03    23:10:24     Duplicado          SERVICIO   \n",
       "4      Enero   2020-01-03    23:15:10      Negativo          SERVICIO   \n",
       "\n",
       "       alcaldia_cierre                                  colonia_cierre  \\\n",
       "0           CUAUHTEMOC                                   PERALVILLO II   \n",
       "1        BENITO JUAREZ                                        NONOALCO   \n",
       "2             COYOACAN  ALIANZA POPULAR REVOLUCIONARIA ORIENTE (U HAB)   \n",
       "3           CUAUHTEMOC                                     CENTRO VIII   \n",
       "4  VENUSTIANO CARRANZA                                         FEDERAL   \n",
       "\n",
       "            manzana    latitud   longitud  \n",
       "0  0901500010038010  19.459899 -99.128849  \n",
       "1  0901400010558002  19.382396 -99.184539  \n",
       "2  090030001136A027  19.315992 -99.118754  \n",
       "3               NaN  19.435742 -99.144060  \n",
       "4  0901700011238025  19.421357 -99.083797  "
      ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>folio</th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
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       "      <th>colonia_cierre</th>\n",
       "      <th>manzana</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/200702/07369</td>\n",
       "      <td>Lesionado</td>\n",
       "      <td>Caida</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:25:59</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:30:35</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>GUSTAVO A. MADERO</td>\n",
       "      <td>SALVADOR DIAZ MIRON</td>\n",
       "      <td>0900500012907021</td>\n",
       "      <td>19.48655</td>\n",
       "      <td>-99.09506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/200702/07404</td>\n",
       "      <td>Lesionado</td>\n",
       "      <td>Caida</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:30:30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>22:29:43</td>\n",
       "      <td>Afirmativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>NARVARTE III</td>\n",
       "      <td>0901400010257024</td>\n",
       "      <td>19.39354</td>\n",
       "      <td>-99.16083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/200702/07419</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Hechos</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:32:27</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:42:31</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>OBRERA I</td>\n",
       "      <td>0901500011144017</td>\n",
       "      <td>19.41770</td>\n",
       "      <td>-99.14011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/200702/07300</td>\n",
       "      <td>Agresion</td>\n",
       "      <td>Casa habitacion</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:13:59</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>22:05:50</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>MILPA ALTA</td>\n",
       "      <td>SANTA ANA TLACOTENCO (PBLO)</td>\n",
       "      <td>0900900360223055</td>\n",
       "      <td>19.17844</td>\n",
       "      <td>-99.00204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/200702/07342</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Menor en riesgo</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:21:51</td>\n",
       "      <td>2020</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>21:49:46</td>\n",
       "      <td>Afirmativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>GUSTAVO A. MADERO</td>\n",
       "      <td>DEFENSORES DE LA REPUBLICA</td>\n",
       "      <td>0900500011557005</td>\n",
       "      <td>19.47489</td>\n",
       "      <td>-99.14424</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "             folio categoria_incidente_c4     incidente_c4  anio_creacion  \\\n",
       "0  C5/200702/07369              Lesionado            Caida           2020   \n",
       "1  C5/200702/07404              Lesionado            Caida           2020   \n",
       "2  C5/200702/07419               Denuncia           Hechos           2020   \n",
       "3  C5/200702/07300               Agresion  Casa habitacion           2020   \n",
       "4  C5/200702/07342               Denuncia  Menor en riesgo           2020   \n",
       "\n",
       "  mes_creacion fecha_creacion hora_creacion  anio_cierre mes_cierre  \\\n",
       "0        Julio     2020-07-02      21:25:59         2020      Julio   \n",
       "1        Julio     2020-07-02      21:30:30         2020      Julio   \n",
       "2        Julio     2020-07-02      21:32:27         2020      Julio   \n",
       "3        Julio     2020-07-02      21:13:59         2020      Julio   \n",
       "4        Julio     2020-07-02      21:21:51         2020      Julio   \n",
       "\n",
       "  fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0   2020-07-02    21:30:35     Duplicado  URGENCIAS MEDICAS   \n",
       "1   2020-07-02    22:29:43    Afirmativo  URGENCIAS MEDICAS   \n",
       "2   2020-07-02    21:42:31      Negativo           SERVICIO   \n",
       "3   2020-07-02    22:05:50     Duplicado             DELITO   \n",
       "4   2020-07-02    21:49:46    Afirmativo           SERVICIO   \n",
       "\n",
       "     alcaldia_cierre               colonia_cierre           manzana   latitud  \\\n",
       "0  GUSTAVO A. MADERO          SALVADOR DIAZ MIRON  0900500012907021  19.48655   \n",
       "1      BENITO JUAREZ                 NARVARTE III  0901400010257024  19.39354   \n",
       "2         CUAUHTEMOC                     OBRERA I  0901500011144017  19.41770   \n",
       "3         MILPA ALTA  SANTA ANA TLACOTENCO (PBLO)  0900900360223055  19.17844   \n",
       "4  GUSTAVO A. MADERO   DEFENSORES DE LA REPUBLICA  0900500011557005  19.47489   \n",
       "\n",
       "   longitud  \n",
       "0 -99.09506  \n",
       "1 -99.16083  \n",
       "2 -99.14011  \n",
       "3 -99.00204  \n",
       "4 -99.14424  "
      ]
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       "      <th></th>\n",
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       "      <th>categoria_incidente_c4</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/210101/00016</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Disparos</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:01:53</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:20:04</td>\n",
       "      <td>N</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>TLALPAN</td>\n",
       "      <td>HEROES DE PADIERNA I</td>\n",
       "      <td>9.012E+14</td>\n",
       "      <td>19.285353</td>\n",
       "      <td>-99.225382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/210101/00277</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Alarma activada</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:30:45</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:46:45</td>\n",
       "      <td>N</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>HIPODROMO II</td>\n",
       "      <td>9.015E+14</td>\n",
       "      <td>19.406936</td>\n",
       "      <td>-99.174057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/210101/00333</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Quema de pirotecnia</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:37:41</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:51:07</td>\n",
       "      <td>A</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>TLALPAN</td>\n",
       "      <td>PEDREGAL DE SN NICOLAS 4A SECC I</td>\n",
       "      <td>090120001077A005</td>\n",
       "      <td>19.279974</td>\n",
       "      <td>-99.241664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/210101/00364</td>\n",
       "      <td>Incendio</td>\n",
       "      <td>Casa habitacion</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>00:41:24</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>03:21:02</td>\n",
       "      <td>A</td>\n",
       "      <td>EMERGENCIA</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>PEDREGAL DE STO DOMINGO VIII</td>\n",
       "      <td>9.003E+14</td>\n",
       "      <td>19.323809</td>\n",
       "      <td>-99.170317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/210101/00770</td>\n",
       "      <td>Disturbio</td>\n",
       "      <td>Fiestas</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>01:21:06</td>\n",
       "      <td>2021</td>\n",
       "      <td>Enero</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>01:54:24</td>\n",
       "      <td>N</td>\n",
       "      <td>FALTA CÃVICA</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>SAN ANDRES TETEPILCO (PBLO)</td>\n",
       "      <td>9.007E+14</td>\n",
       "      <td>19.368088</td>\n",
       "      <td>-99.132832</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "             folio categoria_incidente_c4         incidente_c4  anio_creacion  \\\n",
       "0  C5/210101/00016              Disturbio             Disparos           2021   \n",
       "1  C5/210101/00277              Servicios      Alarma activada           2021   \n",
       "2  C5/210101/00333              Disturbio  Quema de pirotecnia           2021   \n",
       "3  C5/210101/00364               Incendio      Casa habitacion           2021   \n",
       "4  C5/210101/00770              Disturbio              Fiestas           2021   \n",
       "\n",
       "  mes_creacion fecha_creacion hora_creacion  anio_cierre mes_cierre  \\\n",
       "0        Enero     2021-01-01      00:01:53         2021      Enero   \n",
       "1        Enero     2021-01-01      00:30:45         2021      Enero   \n",
       "2        Enero     2021-01-01      00:37:41         2021      Enero   \n",
       "3        Enero     2021-01-01      00:41:24         2021      Enero   \n",
       "4        Enero     2021-01-01      01:21:06         2021      Enero   \n",
       "\n",
       "  fecha_cierre hora_cierre codigo_cierre clas_con_f_alarma alcaldia_cierre  \\\n",
       "0   2021-01-01    00:20:04             N            DELITO         TLALPAN   \n",
       "1   2021-01-01    00:46:45             N          SERVICIO      CUAUHTEMOC   \n",
       "2   2021-01-01    00:51:07             A            DELITO         TLALPAN   \n",
       "3   2021-01-01    03:21:02             A        EMERGENCIA        COYOACAN   \n",
       "4   2021-01-01    01:54:24             N     FALTA CÃVICA      IZTAPALAPA   \n",
       "\n",
       "                     colonia_cierre           manzana    latitud   longitud  \n",
       "0              HEROES DE PADIERNA I         9.012E+14  19.285353 -99.225382  \n",
       "1                      HIPODROMO II         9.015E+14  19.406936 -99.174057  \n",
       "2  PEDREGAL DE SN NICOLAS 4A SECC I  090120001077A005  19.279974 -99.241664  \n",
       "3      PEDREGAL DE STO DOMINGO VIII         9.003E+14  19.323809 -99.170317  \n",
       "4       SAN ANDRES TETEPILCO (PBLO)         9.007E+14  19.368088 -99.132832  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>folio</th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
       "      <th>mes_creacion</th>\n",
       "      <th>fecha_creacion</th>\n",
       "      <th>hora_creacion</th>\n",
       "      <th>anio_cierre</th>\n",
       "      <th>mes_cierre</th>\n",
       "      <th>fecha_cierre</th>\n",
       "      <th>hora_cierre</th>\n",
       "      <th>codigo_cierre</th>\n",
       "      <th>clas_con_f_alarma</th>\n",
       "      <th>alcaldia_cierre</th>\n",
       "      <th>colonia_cierre</th>\n",
       "      <th>manzana</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/20210712/03052</td>\n",
       "      <td>Lesionado</td>\n",
       "      <td>Por golpes agresion</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-12</td>\n",
       "      <td>18:24:46</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-12</td>\n",
       "      <td>21:35:27</td>\n",
       "      <td>Otros</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>GUSTAVO A. MADERO</td>\n",
       "      <td>GABRIEL HERNANDEZ</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.498628</td>\n",
       "      <td>-99.098794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/20210725/03686</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Persona desaparecida</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-25</td>\n",
       "      <td>13:28:05</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-26</td>\n",
       "      <td>13:49:32</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>XALPA III</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.342204</td>\n",
       "      <td>-99.016986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/20210715/01914</td>\n",
       "      <td>Cadaver</td>\n",
       "      <td>Muerte causa ignorada</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-15</td>\n",
       "      <td>14:16:20</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-15</td>\n",
       "      <td>17:52:22</td>\n",
       "      <td>A</td>\n",
       "      <td>EMERGENCIA</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>ROMA SUR I</td>\n",
       "      <td>9.02E+14</td>\n",
       "      <td>19.410182</td>\n",
       "      <td>-99.161472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/20210717/05031</td>\n",
       "      <td>Amenaza</td>\n",
       "      <td>A persona</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-17</td>\n",
       "      <td>20:26:25</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-17</td>\n",
       "      <td>20:41:50</td>\n",
       "      <td>Otros</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>JOSE LOPEZ PORTILLO I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.304684</td>\n",
       "      <td>-99.085418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/20210714/00195</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-14</td>\n",
       "      <td>01:29:58</td>\n",
       "      <td>2021</td>\n",
       "      <td>Julio</td>\n",
       "      <td>2021-07-14</td>\n",
       "      <td>02:55:18</td>\n",
       "      <td>A</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>GUSTAVO A. MADERO</td>\n",
       "      <td>VALLEJO I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.469749</td>\n",
       "      <td>-99.132238</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               folio categoria_incidente_c4           incidente_c4  \\\n",
       "0  C5/20210712/03052              Lesionado    Por golpes agresion   \n",
       "1  C5/20210725/03686               Denuncia   Persona desaparecida   \n",
       "2  C5/20210715/01914                Cadaver  Muerte causa ignorada   \n",
       "3  C5/20210717/05031                Amenaza              A persona   \n",
       "4  C5/20210714/00195                Medicos           Inconsciente   \n",
       "\n",
       "   anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "0           2021        Julio     2021-07-12      18:24:46         2021   \n",
       "1           2021        Julio     2021-07-25      13:28:05         2021   \n",
       "2           2021        Julio     2021-07-15      14:16:20         2021   \n",
       "3           2021        Julio     2021-07-17      20:26:25         2021   \n",
       "4           2021        Julio     2021-07-14      01:29:58         2021   \n",
       "\n",
       "  mes_cierre fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0      Julio   2021-07-12    21:35:27         Otros  URGENCIAS MEDICAS   \n",
       "1      Julio   2021-07-26    13:49:32             A           SERVICIO   \n",
       "2      Julio   2021-07-15    17:52:22             A         EMERGENCIA   \n",
       "3      Julio   2021-07-17    20:41:50         Otros             DELITO   \n",
       "4      Julio   2021-07-14    02:55:18             A  URGENCIAS MEDICAS   \n",
       "\n",
       "     alcaldia_cierre         colonia_cierre   manzana    latitud   longitud  \n",
       "0  GUSTAVO A. MADERO      GABRIEL HERNANDEZ  9.01E+14  19.498628 -99.098794  \n",
       "1         IZTAPALAPA              XALPA III  9.01E+14  19.342204 -99.016986  \n",
       "2         CUAUHTEMOC             ROMA SUR I  9.02E+14  19.410182 -99.161472  \n",
       "3         IZTAPALAPA  JOSE LOPEZ PORTILLO I  9.01E+14  19.304684 -99.085418  \n",
       "4  GUSTAVO A. MADERO              VALLEJO I  9.01E+14  19.469749 -99.132238  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(llamadas2019s1.head())\n",
    "display(llamadas2019s2.head())\n",
    "display(llamadas2020s1.head())\n",
    "display(llamadas2020s2.head())\n",
    "display(llamadas2021s1.head())\n",
    "display(llamadas2021s2.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "52e12b6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>folio</th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
       "      <th>mes_creacion</th>\n",
       "      <th>fecha_creacion</th>\n",
       "      <th>hora_creacion</th>\n",
       "      <th>anio_cierre</th>\n",
       "      <th>mes_cierre</th>\n",
       "      <th>fecha_cierre</th>\n",
       "      <th>hora_cierre</th>\n",
       "      <th>codigo_cierre</th>\n",
       "      <th>clas_con_f_alarma</th>\n",
       "      <th>alcaldia_cierre</th>\n",
       "      <th>colonia_cierre</th>\n",
       "      <th>manzana</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/190213/04539</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:05:48</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:20:08</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CERRO DE LA ESTRELLA I</td>\n",
       "      <td>090070001593A001</td>\n",
       "      <td>19.328052</td>\n",
       "      <td>-99.080812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/190213/04548</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Persona sospechosa</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:00:26</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:27:21</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CAMPESTRE POTRERO</td>\n",
       "      <td>090070001426A016</td>\n",
       "      <td>19.331351</td>\n",
       "      <td>-98.977739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/190213/06073</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:09:39</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:14:36</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>NONOALCO-TLATELOLCO (U HAB) II</td>\n",
       "      <td>0901500010409003</td>\n",
       "      <td>19.452512</td>\n",
       "      <td>-99.141834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/190213/04629</td>\n",
       "      <td>Danos</td>\n",
       "      <td>Otros</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:19:18</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:39:39</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>PRESIDENTES EJIDALES PRIMERA SECCION</td>\n",
       "      <td>0900300010713055</td>\n",
       "      <td>19.328719</td>\n",
       "      <td>-99.129804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/190213/06272</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Entrevista ciudadana</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:33:35</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>19:44:41</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>NAPOLES</td>\n",
       "      <td>0901400010204009</td>\n",
       "      <td>19.397118</td>\n",
       "      <td>-99.176123</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630692</th>\n",
       "      <td>C5/20211231/01227</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>08:19:50</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>11:24:06</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>ALAMOS I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.403137</td>\n",
       "      <td>-99.137721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630693</th>\n",
       "      <td>C5/20211231/02503</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>15:15:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>18:24:06</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>ALVARO OBREGON</td>\n",
       "      <td>MERCED GOMEZ</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.365974</td>\n",
       "      <td>-99.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630694</th>\n",
       "      <td>C5/20211231/02522</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>15:18:36</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>18:24:08</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>LEYES DE REFORMA 3A SECCION I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.377347</td>\n",
       "      <td>-99.063880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630695</th>\n",
       "      <td>C5/20211231/03785</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>20:09:02</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>23:14:08</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>DEL VALLE II</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.390050</td>\n",
       "      <td>-99.162527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630696</th>\n",
       "      <td>C5/210308/05804</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Invasion de predio</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-08</td>\n",
       "      <td>21:47:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>05:45:38</td>\n",
       "      <td>A</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>EL SANTUARIO</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.353191</td>\n",
       "      <td>-99.092810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3727871 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    folio categoria_incidente_c4          incidente_c4  \\\n",
       "0         C5/190213/04539                Medicos          Inconsciente   \n",
       "1         C5/190213/04548               Denuncia    Persona sospechosa   \n",
       "2         C5/190213/06073                Medicos          Inconsciente   \n",
       "3         C5/190213/04629                  Danos                 Otros   \n",
       "4         C5/190213/06272              Servicios  Entrevista ciudadana   \n",
       "...                   ...                    ...                   ...   \n",
       "630692  C5/20211231/01227              Servicios  Vehiculo obstruyendo   \n",
       "630693  C5/20211231/02503              Servicios  Vehiculo obstruyendo   \n",
       "630694  C5/20211231/02522              Servicios  Vehiculo obstruyendo   \n",
       "630695  C5/20211231/03785              Servicios  Vehiculo obstruyendo   \n",
       "630696    C5/210308/05804               Denuncia    Invasion de predio   \n",
       "\n",
       "        anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "0                2019      Febrero     2019-02-13      15:05:48         2019   \n",
       "1                2019      Febrero     2019-02-13      15:00:26         2019   \n",
       "2                2019      Febrero     2019-02-13      18:09:39         2019   \n",
       "3                2019      Febrero     2019-02-13      15:19:18         2019   \n",
       "4                2019      Febrero     2019-02-13      18:33:35         2019   \n",
       "...               ...          ...            ...           ...          ...   \n",
       "630692           2021    Diciembre     2021-12-31      08:19:50         2021   \n",
       "630693           2021    Diciembre     2021-12-31      15:15:00         2021   \n",
       "630694           2021    Diciembre     2021-12-31      15:18:36         2021   \n",
       "630695           2021    Diciembre     2021-12-31      20:09:02         2021   \n",
       "630696           2021        Marzo     2021-03-08      21:47:00         2021   \n",
       "\n",
       "       mes_cierre fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0         Febrero   2019-02-13    15:20:08      Negativo  URGENCIAS MEDICAS   \n",
       "1         Febrero   2019-02-13    15:27:21      Negativo           SERVICIO   \n",
       "2         Febrero   2019-02-13    18:14:36     Duplicado  URGENCIAS MEDICAS   \n",
       "3         Febrero   2019-02-13    15:39:39      Negativo             DELITO   \n",
       "4         Febrero   2019-02-13    19:44:41     Duplicado           SERVICIO   \n",
       "...           ...          ...         ...           ...                ...   \n",
       "630692  Diciembre   2021-12-31    11:24:06         Otros           SERVICIO   \n",
       "630693  Diciembre   2021-12-31    18:24:06         Otros           SERVICIO   \n",
       "630694  Diciembre   2021-12-31    18:24:08         Otros           SERVICIO   \n",
       "630695  Diciembre   2021-12-31    23:14:08             A           SERVICIO   \n",
       "630696  Diciembre   2021-12-30    05:45:38             A             DELITO   \n",
       "\n",
       "       alcaldia_cierre                        colonia_cierre  \\\n",
       "0           IZTAPALAPA                CERRO DE LA ESTRELLA I   \n",
       "1           IZTAPALAPA                     CAMPESTRE POTRERO   \n",
       "2           CUAUHTEMOC        NONOALCO-TLATELOLCO (U HAB) II   \n",
       "3             COYOACAN  PRESIDENTES EJIDALES PRIMERA SECCION   \n",
       "4        BENITO JUAREZ                               NAPOLES   \n",
       "...                ...                                   ...   \n",
       "630692   BENITO JUAREZ                              ALAMOS I   \n",
       "630693  ALVARO OBREGON                          MERCED GOMEZ   \n",
       "630694      IZTAPALAPA         LEYES DE REFORMA 3A SECCION I   \n",
       "630695   BENITO JUAREZ                          DEL VALLE II   \n",
       "630696      IZTAPALAPA                          EL SANTUARIO   \n",
       "\n",
       "                 manzana    latitud   longitud  \n",
       "0       090070001593A001  19.328052 -99.080812  \n",
       "1       090070001426A016  19.331351 -98.977739  \n",
       "2       0901500010409003  19.452512 -99.141834  \n",
       "3       0900300010713055  19.328719 -99.129804  \n",
       "4       0901400010204009  19.397118 -99.176123  \n",
       "...                  ...        ...        ...  \n",
       "630692          9.01E+14  19.403137 -99.137721  \n",
       "630693          9.01E+14  19.365974 -99.210000  \n",
       "630694          9.01E+14  19.377347 -99.063880  \n",
       "630695          9.01E+14  19.390050 -99.162527  \n",
       "630696          9.01E+14  19.353191 -99.092810  \n",
       "\n",
       "[3727871 rows x 18 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5=pd.concat([llamadas2019s1,llamadas2019s2,llamadas2020s1,llamadas2020s2,llamadas2021s1,llamadas2021s2],axis=0)\n",
    "llamadasC5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67d26009",
   "metadata": {},
   "source": [
    "### Datos faltantes\n",
    "Para tratar los datos faltantes se sacara el porcentaje que estos representan respecto al total, si no tienen un porcentaje tan significativo se eliminaran esas observaciones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6574b9a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anio_creacion</th>\n",
       "      <th>anio_cierre</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.727871e+06</td>\n",
       "      <td>3.727871e+06</td>\n",
       "      <td>3.727871e+06</td>\n",
       "      <td>3.727871e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.020004e+03</td>\n",
       "      <td>2.020004e+03</td>\n",
       "      <td>1.938320e+01</td>\n",
       "      <td>-9.913292e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.266269e-01</td>\n",
       "      <td>8.265980e-01</td>\n",
       "      <td>7.348403e-02</td>\n",
       "      <td>6.339334e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.018000e+03</td>\n",
       "      <td>2.019000e+03</td>\n",
       "      <td>1.912987e+01</td>\n",
       "      <td>-9.934146e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.019000e+03</td>\n",
       "      <td>2.019000e+03</td>\n",
       "      <td>1.932998e+01</td>\n",
       "      <td>-9.917430e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.020000e+03</td>\n",
       "      <td>2.020000e+03</td>\n",
       "      <td>1.938234e+01</td>\n",
       "      <td>-9.913433e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.021000e+03</td>\n",
       "      <td>2.021000e+03</td>\n",
       "      <td>1.944028e+01</td>\n",
       "      <td>-9.908942e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.021000e+03</td>\n",
       "      <td>2.021000e+03</td>\n",
       "      <td>1.957953e+01</td>\n",
       "      <td>-9.894752e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       anio_creacion   anio_cierre       latitud      longitud\n",
       "count   3.727871e+06  3.727871e+06  3.727871e+06  3.727871e+06\n",
       "mean    2.020004e+03  2.020004e+03  1.938320e+01 -9.913292e+01\n",
       "std     8.266269e-01  8.265980e-01  7.348403e-02  6.339334e-02\n",
       "min     2.018000e+03  2.019000e+03  1.912987e+01 -9.934146e+01\n",
       "25%     2.019000e+03  2.019000e+03  1.932998e+01 -9.917430e+01\n",
       "50%     2.020000e+03  2.020000e+03  1.938234e+01 -9.913433e+01\n",
       "75%     2.021000e+03  2.021000e+03  1.944028e+01 -9.908942e+01\n",
       "max     2.021000e+03  2.021000e+03  1.957953e+01 -9.894752e+01"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c22bcf80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "incidente_c4              227270\n",
       "categoria_incidente_c4    227212\n",
       "anio_creacion                  0\n",
       "mes_creacion                   0\n",
       "fecha_creacion                 0\n",
       "hora_creacion                  0\n",
       "anio_cierre                    0\n",
       "mes_cierre                     0\n",
       "fecha_cierre                   0\n",
       "hora_cierre                    0\n",
       "codigo_cierre                  0\n",
       "clas_con_f_alarma              0\n",
       "latitud                        0\n",
       "longitud                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Total_nulos=llamadasC5.isnull().sum().sort_values(ascending=False)\n",
    "Total_nulos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a2ab2500",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
       "      <th>mes_creacion</th>\n",
       "      <th>fecha_creacion</th>\n",
       "      <th>hora_creacion</th>\n",
       "      <th>anio_cierre</th>\n",
       "      <th>mes_cierre</th>\n",
       "      <th>fecha_cierre</th>\n",
       "      <th>hora_cierre</th>\n",
       "      <th>codigo_cierre</th>\n",
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       "      <th>longitud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>213541</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>08:46:38</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>08:55:10</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.355858</td>\n",
       "      <td>-99.259912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213542</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>02:31:58</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>16:33:28</td>\n",
       "      <td>A</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.393455</td>\n",
       "      <td>-99.202899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213543</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>13:47:59</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>16:33:33</td>\n",
       "      <td>A</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.368266</td>\n",
       "      <td>-99.227574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213544</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>18:08:33</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>16:33:35</td>\n",
       "      <td>Otros</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.390643</td>\n",
       "      <td>-99.215385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213545</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>13:41:56</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>14:16:11</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.388021</td>\n",
       "      <td>-99.196613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213546</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>16:23:35</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>22:03:18</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.371248</td>\n",
       "      <td>-99.203410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213547</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>19:56:56</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>20:07:00</td>\n",
       "      <td>Otros</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>19.381318</td>\n",
       "      <td>-99.236138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213549</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>16:13:53</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>21:56:40</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.331724</td>\n",
       "      <td>-99.210505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213550</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>16:21:38</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>22:02:41</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.351217</td>\n",
       "      <td>-99.189875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213551</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>00:46:04</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>05:23:07</td>\n",
       "      <td>Otros</td>\n",
       "      <td>FALTA CÍVICA</td>\n",
       "      <td>19.364077</td>\n",
       "      <td>-99.190555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213552</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>00:51:48</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>02:18:30</td>\n",
       "      <td>Otros</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.367059</td>\n",
       "      <td>-99.211545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213554</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>04:30:19</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>04:41:19</td>\n",
       "      <td>Otros</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>19.372854</td>\n",
       "      <td>-99.219318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213558</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>13:54:49</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>16:33:33</td>\n",
       "      <td>Otros</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.376309</td>\n",
       "      <td>-99.207676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213559</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>16:30:49</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>16:33:34</td>\n",
       "      <td>A</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.355057</td>\n",
       "      <td>-99.190556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213560</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-23</td>\n",
       "      <td>18:49:47</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>16:33:35</td>\n",
       "      <td>Otros</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>19.390401</td>\n",
       "      <td>-99.214818</td>\n",
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       "</table>\n",
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       "       categoria_incidente_c4 incidente_c4  anio_creacion mes_creacion  \\\n",
       "213541                    NaN          NaN           2021        Marzo   \n",
       "213542                    NaN          NaN           2021        Marzo   \n",
       "213543                    NaN          NaN           2021        Marzo   \n",
       "213544                    NaN          NaN           2021        Marzo   \n",
       "213545                    NaN          NaN           2021        Marzo   \n",
       "213546                    NaN          NaN           2021        Marzo   \n",
       "213547                    NaN          NaN           2021        Marzo   \n",
       "213549                    NaN          NaN           2021        Marzo   \n",
       "213550                    NaN          NaN           2021        Marzo   \n",
       "213551                    NaN          NaN           2021        Marzo   \n",
       "213552                    NaN          NaN           2021        Marzo   \n",
       "213554                    NaN          NaN           2021        Marzo   \n",
       "213558                    NaN          NaN           2021        Marzo   \n",
       "213559                    NaN          NaN           2021        Marzo   \n",
       "213560                    NaN          NaN           2021        Marzo   \n",
       "\n",
       "       fecha_creacion hora_creacion  anio_cierre mes_cierre fecha_cierre  \\\n",
       "213541     2021-03-23      08:46:38         2021      Marzo   2021-03-24   \n",
       "213542     2021-03-23      02:31:58         2021      Marzo   2021-03-30   \n",
       "213543     2021-03-23      13:47:59         2021      Marzo   2021-03-30   \n",
       "213544     2021-03-23      18:08:33         2021      Marzo   2021-03-30   \n",
       "213545     2021-03-23      13:41:56         2021      Marzo   2021-03-23   \n",
       "213546     2021-03-23      16:23:35         2021      Marzo   2021-03-23   \n",
       "213547     2021-03-23      19:56:56         2021      Marzo   2021-03-23   \n",
       "213549     2021-03-23      16:13:53         2021      Marzo   2021-03-23   \n",
       "213550     2021-03-23      16:21:38         2021      Marzo   2021-03-23   \n",
       "213551     2021-03-24      00:46:04         2021      Marzo   2021-03-24   \n",
       "213552     2021-03-24      00:51:48         2021      Marzo   2021-03-24   \n",
       "213554     2021-03-24      04:30:19         2021      Marzo   2021-03-24   \n",
       "213558     2021-03-23      13:54:49         2021      Marzo   2021-03-30   \n",
       "213559     2021-03-23      16:30:49         2021      Marzo   2021-03-30   \n",
       "213560     2021-03-23      18:49:47         2021      Marzo   2021-03-30   \n",
       "\n",
       "       hora_cierre codigo_cierre  clas_con_f_alarma    latitud   longitud  \n",
       "213541    08:55:10             A           SERVICIO  19.355858 -99.259912  \n",
       "213542    16:33:28             A  URGENCIAS MEDICAS  19.393455 -99.202899  \n",
       "213543    16:33:33             A  URGENCIAS MEDICAS  19.368266 -99.227574  \n",
       "213544    16:33:35         Otros  URGENCIAS MEDICAS  19.390643 -99.215385  \n",
       "213545    14:16:11         Otros           SERVICIO  19.388021 -99.196613  \n",
       "213546    22:03:18             A           SERVICIO  19.371248 -99.203410  \n",
       "213547    20:07:00         Otros       FALTA CÍVICA  19.381318 -99.236138  \n",
       "213549    21:56:40             A           SERVICIO  19.331724 -99.210505  \n",
       "213550    22:02:41             A           SERVICIO  19.351217 -99.189875  \n",
       "213551    05:23:07         Otros       FALTA CÍVICA  19.364077 -99.190555  \n",
       "213552    02:18:30         Otros  URGENCIAS MEDICAS  19.367059 -99.211545  \n",
       "213554    04:41:19         Otros             DELITO  19.372854 -99.219318  \n",
       "213558    16:33:33         Otros  URGENCIAS MEDICAS  19.376309 -99.207676  \n",
       "213559    16:33:34             A  URGENCIAS MEDICAS  19.355057 -99.190556  \n",
       "213560    16:33:35         Otros  URGENCIAS MEDICAS  19.390401 -99.214818  "
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
       "      <th>mes_creacion</th>\n",
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       "      <th>codigo_cierre</th>\n",
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       "      <th>longitud</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>382303</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-27</td>\n",
       "      <td>19:54:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-27</td>\n",
       "      <td>20:20:58</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.344073</td>\n",
       "      <td>-99.089412</td>\n",
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       "    <tr>\n",
       "      <th>410296</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-02</td>\n",
       "      <td>14:47:23</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-02</td>\n",
       "      <td>15:19:46</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.171689</td>\n",
       "      <td>-99.031574</td>\n",
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       "    <tr>\n",
       "      <th>416475</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>18:59:11</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>20:04:31</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.296684</td>\n",
       "      <td>-99.007805</td>\n",
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       "      <th>422297</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-18</td>\n",
       "      <td>13:52:23</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-18</td>\n",
       "      <td>18:17:20</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.258784</td>\n",
       "      <td>-99.138628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423268</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-19</td>\n",
       "      <td>14:55:27</td>\n",
       "      <td>2021</td>\n",
       "      <td>Octubre</td>\n",
       "      <td>2021-10-19</td>\n",
       "      <td>16:07:21</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.305092</td>\n",
       "      <td>-99.337295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477753</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-12</td>\n",
       "      <td>16:47:38</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-13</td>\n",
       "      <td>06:09:29</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.237214</td>\n",
       "      <td>-99.242322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501487</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-18</td>\n",
       "      <td>18:48:04</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-18</td>\n",
       "      <td>23:34:03</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.333280</td>\n",
       "      <td>-99.003573</td>\n",
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       "    <tr>\n",
       "      <th>501632</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-28</td>\n",
       "      <td>18:57:49</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-28</td>\n",
       "      <td>19:17:08</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.237214</td>\n",
       "      <td>-99.242322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508559</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-27</td>\n",
       "      <td>19:08:49</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-27</td>\n",
       "      <td>21:33:20</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.291730</td>\n",
       "      <td>-99.258031</td>\n",
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       "    <tr>\n",
       "      <th>513686</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-27</td>\n",
       "      <td>19:15:03</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-27</td>\n",
       "      <td>22:42:07</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.309109</td>\n",
       "      <td>-99.328572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514827</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-28</td>\n",
       "      <td>18:53:23</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-28</td>\n",
       "      <td>23:16:10</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.213882</td>\n",
       "      <td>-99.222238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520628</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-12</td>\n",
       "      <td>12:51:15</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-12</td>\n",
       "      <td>13:07:33</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.300167</td>\n",
       "      <td>-99.249679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520630</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-12</td>\n",
       "      <td>18:25:30</td>\n",
       "      <td>2021</td>\n",
       "      <td>Noviembre</td>\n",
       "      <td>2021-11-12</td>\n",
       "      <td>19:59:41</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.238308</td>\n",
       "      <td>-99.234453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551517</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-04</td>\n",
       "      <td>16:41:51</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-04</td>\n",
       "      <td>23:44:27</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.181521</td>\n",
       "      <td>-99.145282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576485</th>\n",
       "      <td>Persona extraviada en zona boscosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-09</td>\n",
       "      <td>12:11:34</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-09</td>\n",
       "      <td>13:37:26</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>19.292268</td>\n",
       "      <td>-99.211527</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    categoria_incidente_c4 incidente_c4  anio_creacion  \\\n",
       "382303  Persona extraviada en zona boscosa          NaN           2021   \n",
       "410296  Persona extraviada en zona boscosa          NaN           2021   \n",
       "416475  Persona extraviada en zona boscosa          NaN           2021   \n",
       "422297  Persona extraviada en zona boscosa          NaN           2021   \n",
       "423268  Persona extraviada en zona boscosa          NaN           2021   \n",
       "477753  Persona extraviada en zona boscosa          NaN           2021   \n",
       "501487  Persona extraviada en zona boscosa          NaN           2021   \n",
       "501632  Persona extraviada en zona boscosa          NaN           2021   \n",
       "508559  Persona extraviada en zona boscosa          NaN           2021   \n",
       "513686  Persona extraviada en zona boscosa          NaN           2021   \n",
       "514827  Persona extraviada en zona boscosa          NaN           2021   \n",
       "520628  Persona extraviada en zona boscosa          NaN           2021   \n",
       "520630  Persona extraviada en zona boscosa          NaN           2021   \n",
       "551517  Persona extraviada en zona boscosa          NaN           2021   \n",
       "576485  Persona extraviada en zona boscosa          NaN           2021   \n",
       "\n",
       "       mes_creacion fecha_creacion hora_creacion  anio_cierre mes_cierre  \\\n",
       "382303      Octubre     2021-10-27      19:54:00         2021    Octubre   \n",
       "410296      Octubre     2021-10-02      14:47:23         2021    Octubre   \n",
       "416475      Octubre     2021-10-05      18:59:11         2021    Octubre   \n",
       "422297      Octubre     2021-10-18      13:52:23         2021    Octubre   \n",
       "423268      Octubre     2021-10-19      14:55:27         2021    Octubre   \n",
       "477753    Noviembre     2021-11-12      16:47:38         2021  Noviembre   \n",
       "501487    Noviembre     2021-11-18      18:48:04         2021  Noviembre   \n",
       "501632    Noviembre     2021-11-28      18:57:49         2021  Noviembre   \n",
       "508559    Noviembre     2021-11-27      19:08:49         2021  Noviembre   \n",
       "513686    Noviembre     2021-11-27      19:15:03         2021  Noviembre   \n",
       "514827    Noviembre     2021-11-28      18:53:23         2021  Noviembre   \n",
       "520628    Noviembre     2021-11-12      12:51:15         2021  Noviembre   \n",
       "520630    Noviembre     2021-11-12      18:25:30         2021  Noviembre   \n",
       "551517    Diciembre     2021-12-04      16:41:51         2021  Diciembre   \n",
       "576485    Diciembre     2021-12-09      12:11:34         2021  Diciembre   \n",
       "\n",
       "       fecha_cierre hora_cierre codigo_cierre clas_con_f_alarma    latitud  \\\n",
       "382303   2021-10-27    20:20:58         Otros          SERVICIO  19.344073   \n",
       "410296   2021-10-02    15:19:46         Otros          SERVICIO  19.171689   \n",
       "416475   2021-10-05    20:04:31         Otros          SERVICIO  19.296684   \n",
       "422297   2021-10-18    18:17:20             A          SERVICIO  19.258784   \n",
       "423268   2021-10-19    16:07:21         Otros          SERVICIO  19.305092   \n",
       "477753   2021-11-13    06:09:29             A          SERVICIO  19.237214   \n",
       "501487   2021-11-18    23:34:03             A          SERVICIO  19.333280   \n",
       "501632   2021-11-28    19:17:08         Otros          SERVICIO  19.237214   \n",
       "508559   2021-11-27    21:33:20         Otros          SERVICIO  19.291730   \n",
       "513686   2021-11-27    22:42:07         Otros          SERVICIO  19.309109   \n",
       "514827   2021-11-28    23:16:10             A          SERVICIO  19.213882   \n",
       "520628   2021-11-12    13:07:33         Otros          SERVICIO  19.300167   \n",
       "520630   2021-11-12    19:59:41         Otros          SERVICIO  19.238308   \n",
       "551517   2021-12-04    23:44:27             A          SERVICIO  19.181521   \n",
       "576485   2021-12-09    13:37:26             A          SERVICIO  19.292268   \n",
       "\n",
       "         longitud  \n",
       "382303 -99.089412  \n",
       "410296 -99.031574  \n",
       "416475 -99.007805  \n",
       "422297 -99.138628  \n",
       "423268 -99.337295  \n",
       "477753 -99.242322  \n",
       "501487 -99.003573  \n",
       "501632 -99.242322  \n",
       "508559 -99.258031  \n",
       "513686 -99.328572  \n",
       "514827 -99.222238  \n",
       "520628 -99.249679  \n",
       "520630 -99.234453  \n",
       "551517 -99.145282  \n",
       "576485 -99.211527  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filas_con_nulos = llamadasC5[llamadasC5.isnull().any(axis=1)]\n",
    "display(filas_con_nulos.head(10))\n",
    "display(filas_con_nulos.tail(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "67b072cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "Porcentaje=((llamadasC5.isnull().sum()/llamadasC5.isnull().count())*100).sort_values(ascending=False)\n",
    "missing_data = pd.concat([Total_nulos, Porcentaje], axis = 1, keys = ['Total', 'Percent'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "fdb36202",
   "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>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>incidente_c4</th>\n",
       "      <td>227270</td>\n",
       "      <td>6.096509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <td>227212</td>\n",
       "      <td>6.094953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anio_creacion</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mes_creacion</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fecha_creacion</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hora_creacion</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anio_cierre</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mes_cierre</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fecha_cierre</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hora_cierre</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>codigo_cierre</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clas_con_f_alarma</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latitud</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitud</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Total   Percent\n",
       "incidente_c4            227270  6.096509\n",
       "categoria_incidente_c4  227212  6.094953\n",
       "anio_creacion                0  0.000000\n",
       "mes_creacion                 0  0.000000\n",
       "fecha_creacion               0  0.000000\n",
       "hora_creacion                0  0.000000\n",
       "anio_cierre                  0  0.000000\n",
       "mes_cierre                   0  0.000000\n",
       "fecha_cierre                 0  0.000000\n",
       "hora_cierre                  0  0.000000\n",
       "codigo_cierre                0  0.000000\n",
       "clas_con_f_alarma            0  0.000000\n",
       "latitud                      0  0.000000\n",
       "longitud                     0  0.000000"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "459b5704",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "51d55998",
   "metadata": {},
   "source": [
    "Se observa, que el tipo indicente_c4 es el que tiene una mayor cantidad de datos nulos, como representa el 6% del total, se obta por eliminarlos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2da3b177",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Elimar filas con NaN\n",
    "llamadasC5_new=llamadasC5.dropna(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c9d95cce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "folio                     0\n",
       "categoria_incidente_c4    0\n",
       "incidente_c4              0\n",
       "anio_creacion             0\n",
       "mes_creacion              0\n",
       "fecha_creacion            0\n",
       "hora_creacion             0\n",
       "anio_cierre               0\n",
       "mes_cierre                0\n",
       "fecha_cierre              0\n",
       "hora_cierre               0\n",
       "codigo_cierre             0\n",
       "clas_con_f_alarma         0\n",
       "alcaldia_cierre           0\n",
       "colonia_cierre            0\n",
       "manzana                   0\n",
       "latitud                   0\n",
       "longitud                  0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Verificar que ya no hay datos nulos\n",
    "llamadasC5_new.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "738a6c9c",
   "metadata": {},
   "source": [
    "### Tipo de datos\n",
    "Observamos en la siguiente salida, que hay variables que no tienen el tipo de dato adecuado, como lo es fecha_creacion,hora_creacion, fecha_cierre y hora_cierre; por lo que se realizara el cambio adeacuado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "01a4288e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3500601 entries, 0 to 630696\n",
      "Data columns (total 14 columns):\n",
      " #   Column                  Dtype  \n",
      "---  ------                  -----  \n",
      " 0   categoria_incidente_c4  object \n",
      " 1   incidente_c4            object \n",
      " 2   anio_creacion           int64  \n",
      " 3   mes_creacion            object \n",
      " 4   fecha_creacion          object \n",
      " 5   hora_creacion           object \n",
      " 6   anio_cierre             int64  \n",
      " 7   mes_cierre              object \n",
      " 8   fecha_cierre            object \n",
      " 9   hora_cierre             object \n",
      " 10  codigo_cierre           object \n",
      " 11  clas_con_f_alarma       object \n",
      " 12  latitud                 float64\n",
      " 13  longitud                float64\n",
      "dtypes: float64(2), int64(2), object(10)\n",
      "memory usage: 400.6+ MB\n"
     ]
    }
   ],
   "source": [
    "llamadasC5_new.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2dcb18dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creacion de una nueva variable que contine la fecha y hora para creacion y cierre\n",
    "llamadasC5_new['datetime_creacion']=llamadasC5_new['fecha_creacion']+' '+llamadasC5_new['hora_creacion']\n",
    "llamadasC5_new['datetime_cierre']=llamadasC5_new['fecha_cierre']+' '+llamadasC5_new['hora_cierre']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "76cfe3a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Cambiamos el tipo de dato a datetime \n",
    "llamadasC5_new['datetime_creacion']=pd.to_datetime(llamadasC5_new['datetime_creacion'],format='%Y-%m-%d %H:%M:%S')\n",
    "llamadasC5_new['datetime_cierre']=pd.to_datetime(llamadasC5_new['datetime_cierre'],format='%Y-%m-%d %H:%M:%S')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb5cd027",
   "metadata": {},
   "source": [
    "Dado que las columas creadas anteriormente contienen la información necesaria, se eliminan columnas que representan duplicidad( fecha-hora de creacion y fecha-hora cierre)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "45013843",
   "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>folio</th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>codigo_cierre</th>\n",
       "      <th>clas_con_f_alarma</th>\n",
       "      <th>alcaldia_cierre</th>\n",
       "      <th>colonia_cierre</th>\n",
       "      <th>manzana</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>datetime_creacion</th>\n",
       "      <th>datetime_cierre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/190213/04539</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CERRO DE LA ESTRELLA I</td>\n",
       "      <td>090070001593A001</td>\n",
       "      <td>19.328052</td>\n",
       "      <td>-99.080812</td>\n",
       "      <td>2019-02-13 15:05:48</td>\n",
       "      <td>2019-02-13 15:20:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/190213/04548</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Persona sospechosa</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CAMPESTRE POTRERO</td>\n",
       "      <td>090070001426A016</td>\n",
       "      <td>19.331351</td>\n",
       "      <td>-98.977739</td>\n",
       "      <td>2019-02-13 15:00:26</td>\n",
       "      <td>2019-02-13 15:27:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/190213/06073</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>NONOALCO-TLATELOLCO (U HAB) II</td>\n",
       "      <td>0901500010409003</td>\n",
       "      <td>19.452512</td>\n",
       "      <td>-99.141834</td>\n",
       "      <td>2019-02-13 18:09:39</td>\n",
       "      <td>2019-02-13 18:14:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/190213/04629</td>\n",
       "      <td>Danos</td>\n",
       "      <td>Otros</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>PRESIDENTES EJIDALES PRIMERA SECCION</td>\n",
       "      <td>0900300010713055</td>\n",
       "      <td>19.328719</td>\n",
       "      <td>-99.129804</td>\n",
       "      <td>2019-02-13 15:19:18</td>\n",
       "      <td>2019-02-13 15:39:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/190213/06272</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Entrevista ciudadana</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>NAPOLES</td>\n",
       "      <td>0901400010204009</td>\n",
       "      <td>19.397118</td>\n",
       "      <td>-99.176123</td>\n",
       "      <td>2019-02-13 18:33:35</td>\n",
       "      <td>2019-02-13 19:44:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630692</th>\n",
       "      <td>C5/20211231/01227</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>ALAMOS I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.403137</td>\n",
       "      <td>-99.137721</td>\n",
       "      <td>2021-12-31 08:19:50</td>\n",
       "      <td>2021-12-31 11:24:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630693</th>\n",
       "      <td>C5/20211231/02503</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>ALVARO OBREGON</td>\n",
       "      <td>MERCED GOMEZ</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.365974</td>\n",
       "      <td>-99.210000</td>\n",
       "      <td>2021-12-31 15:15:00</td>\n",
       "      <td>2021-12-31 18:24:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630694</th>\n",
       "      <td>C5/20211231/02522</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>Otros</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>LEYES DE REFORMA 3A SECCION I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.377347</td>\n",
       "      <td>-99.063880</td>\n",
       "      <td>2021-12-31 15:18:36</td>\n",
       "      <td>2021-12-31 18:24:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630695</th>\n",
       "      <td>C5/20211231/03785</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>A</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>DEL VALLE II</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.390050</td>\n",
       "      <td>-99.162527</td>\n",
       "      <td>2021-12-31 20:09:02</td>\n",
       "      <td>2021-12-31 23:14:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630696</th>\n",
       "      <td>C5/210308/05804</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Invasion de predio</td>\n",
       "      <td>A</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>EL SANTUARIO</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.353191</td>\n",
       "      <td>-99.092810</td>\n",
       "      <td>2021-03-08 21:47:00</td>\n",
       "      <td>2021-12-30 05:45:38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3438109 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    folio categoria_incidente_c4          incidente_c4  \\\n",
       "0         C5/190213/04539                Medicos          Inconsciente   \n",
       "1         C5/190213/04548               Denuncia    Persona sospechosa   \n",
       "2         C5/190213/06073                Medicos          Inconsciente   \n",
       "3         C5/190213/04629                  Danos                 Otros   \n",
       "4         C5/190213/06272              Servicios  Entrevista ciudadana   \n",
       "...                   ...                    ...                   ...   \n",
       "630692  C5/20211231/01227              Servicios  Vehiculo obstruyendo   \n",
       "630693  C5/20211231/02503              Servicios  Vehiculo obstruyendo   \n",
       "630694  C5/20211231/02522              Servicios  Vehiculo obstruyendo   \n",
       "630695  C5/20211231/03785              Servicios  Vehiculo obstruyendo   \n",
       "630696    C5/210308/05804               Denuncia    Invasion de predio   \n",
       "\n",
       "       codigo_cierre  clas_con_f_alarma alcaldia_cierre  \\\n",
       "0           Negativo  URGENCIAS MEDICAS      IZTAPALAPA   \n",
       "1           Negativo           SERVICIO      IZTAPALAPA   \n",
       "2          Duplicado  URGENCIAS MEDICAS      CUAUHTEMOC   \n",
       "3           Negativo             DELITO        COYOACAN   \n",
       "4          Duplicado           SERVICIO   BENITO JUAREZ   \n",
       "...              ...                ...             ...   \n",
       "630692         Otros           SERVICIO   BENITO JUAREZ   \n",
       "630693         Otros           SERVICIO  ALVARO OBREGON   \n",
       "630694         Otros           SERVICIO      IZTAPALAPA   \n",
       "630695             A           SERVICIO   BENITO JUAREZ   \n",
       "630696             A             DELITO      IZTAPALAPA   \n",
       "\n",
       "                              colonia_cierre           manzana    latitud  \\\n",
       "0                     CERRO DE LA ESTRELLA I  090070001593A001  19.328052   \n",
       "1                          CAMPESTRE POTRERO  090070001426A016  19.331351   \n",
       "2             NONOALCO-TLATELOLCO (U HAB) II  0901500010409003  19.452512   \n",
       "3       PRESIDENTES EJIDALES PRIMERA SECCION  0900300010713055  19.328719   \n",
       "4                                    NAPOLES  0901400010204009  19.397118   \n",
       "...                                      ...               ...        ...   \n",
       "630692                              ALAMOS I          9.01E+14  19.403137   \n",
       "630693                          MERCED GOMEZ          9.01E+14  19.365974   \n",
       "630694         LEYES DE REFORMA 3A SECCION I          9.01E+14  19.377347   \n",
       "630695                          DEL VALLE II          9.01E+14  19.390050   \n",
       "630696                          EL SANTUARIO          9.01E+14  19.353191   \n",
       "\n",
       "         longitud   datetime_creacion     datetime_cierre  \n",
       "0      -99.080812 2019-02-13 15:05:48 2019-02-13 15:20:08  \n",
       "1      -98.977739 2019-02-13 15:00:26 2019-02-13 15:27:21  \n",
       "2      -99.141834 2019-02-13 18:09:39 2019-02-13 18:14:36  \n",
       "3      -99.129804 2019-02-13 15:19:18 2019-02-13 15:39:39  \n",
       "4      -99.176123 2019-02-13 18:33:35 2019-02-13 19:44:41  \n",
       "...           ...                 ...                 ...  \n",
       "630692 -99.137721 2021-12-31 08:19:50 2021-12-31 11:24:06  \n",
       "630693 -99.210000 2021-12-31 15:15:00 2021-12-31 18:24:06  \n",
       "630694 -99.063880 2021-12-31 15:18:36 2021-12-31 18:24:08  \n",
       "630695 -99.162527 2021-12-31 20:09:02 2021-12-31 23:14:08  \n",
       "630696 -99.092810 2021-03-08 21:47:00 2021-12-30 05:45:38  \n",
       "\n",
       "[3438109 rows x 12 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#llamadasC5_new[llamadasC5_new['datetime_creacion'].dt.time > datetime.time(23,0)]\n",
    "#llamadasC5_new['datetime_creacion'].dt.year\n",
    "llamadasC5_new.drop(['anio_creacion','mes_creacion','fecha_creacion','hora_creacion','anio_cierre','mes_cierre','fecha_cierre','hora_cierre'], axis=1,inplace=True)\n",
    "llamadasC5_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "9f8626b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3438109 entries, 0 to 630696\n",
      "Data columns (total 12 columns):\n",
      " #   Column                  Dtype         \n",
      "---  ------                  -----         \n",
      " 0   folio                   object        \n",
      " 1   categoria_incidente_c4  object        \n",
      " 2   incidente_c4            object        \n",
      " 3   codigo_cierre           object        \n",
      " 4   clas_con_f_alarma       object        \n",
      " 5   alcaldia_cierre         object        \n",
      " 6   colonia_cierre          object        \n",
      " 7   manzana                 object        \n",
      " 8   latitud                 float64       \n",
      " 9   longitud                float64       \n",
      " 10  datetime_creacion       datetime64[ns]\n",
      " 11  datetime_cierre         datetime64[ns]\n",
      "dtypes: datetime64[ns](2), float64(2), object(8)\n",
      "memory usage: 341.0+ MB\n"
     ]
    }
   ],
   "source": [
    "#Verificamos que el tipo de dato es adecuado \n",
    "llamadasC5_new.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90dc3b46",
   "metadata": {},
   "source": [
    "### Errores en variables categoricas\n",
    "Lo siguientes es verificar que no haya errores en las variables categoricas.\n",
    "El primero es el codigo cierre, en este caso se observa que hay categorias que representan lo mismo pero tienen un valor diferente, en este caso reemplazamos con el valor con el adecuado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3172b8e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Negativo', 'Duplicado', 'Afirmativo', 'Falso', 'Informativo', 'N',\n",
       "       'A', 'D', 'I', 'Otros'], dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5_new['codigo_cierre'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b306e8fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reemplazo del el nombre de categorias\n",
    "llamadasC5_new['codigo_cierre'].replace({'A':'Afirmativo','D':'Duplicado','I':'Informativo','N':'Negativo'},inplace=True) #inplace= remplazarlo en el mismo df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad38359f",
   "metadata": {},
   "source": [
    "La variable clas_con_f_alarma, presenta un error ya que FALTA CÃ\\x8dVICA representa lo mismo que FALTA CÍVICA, por lo cual se corrige."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b60f33e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['URGENCIAS MEDICAS', 'SERVICIO', 'DELITO', 'FALTA CÍVICA',\n",
       "       'EMERGENCIA', 'FALSA ALARMA', 'FALTA CÃ\\x8dVICA'], dtype=object)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5_new['clas_con_f_alarma'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "582660bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Se hace el reemplazo\n",
    "llamadasC5_new['clas_con_f_alarma'].replace({'FALTA CÃ\\x8dVICA':'FALTA CÍVICA'},inplace=True)\n",
    "#inplace= remplazarlo en el mismo df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8d14ad4",
   "metadata": {},
   "source": [
    "En este caso el error, se encuentra en la categoria Abandono; hay dos valores, lo que los diferencia es un espacio en blanco, \n",
    "se hace el reemplazo con la categoria Abandono que no contiene espacios en blanco."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "da30108a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Medicos', 'Denuncia', 'Danos', 'Servicios', 'Robo', 'Disturbio',\n",
       "       'Incendio', 'Agresion', 'Danos por fenomeno natural o tercero',\n",
       "       'Privacion de la libertad', 'Denuncia de hechos', 'Amenaza',\n",
       "       'Lesionado', 'Derrame o fuga', 'Contra la salud',\n",
       "       'Administrativas', 'Detencion ciudadana', 'Cadaver', 'Abandono',\n",
       "       'Explosion', 'Abandono ', 'Sismo', 'Accidente', 'Electorales',\n",
       "       'Intento de suicidio'], dtype=object)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5_new['categoria_incidente_c4'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fe770997",
   "metadata": {},
   "outputs": [],
   "source": [
    "llamadasC5_new['categoria_incidente_c4'].replace({'Abandono ':'Abandono'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "f077d3fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "clas_con_f_alarma\n",
       "DELITO                58\n",
       "EMERGENCIA            88\n",
       "FALSA ALARMA         157\n",
       "FALTA CÍVICA          20\n",
       "SERVICIO              70\n",
       "URGENCIAS MEDICAS     39\n",
       "Name: incidente_c4, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#llamadasC5_new.groupby(['clas_con_f_alarma','incidente_c4'])['clas_con_f_alarma','incidente_c4'].count()\n",
    "#groupby('Categoria')['Subcategoria'].nunique()\n",
    "llamadasC5_new.groupby('clas_con_f_alarma')['incidente_c4'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8db3eee",
   "metadata": {},
   "source": [
    "Lo siguiente es verificar que no haya duplicado. Con la siguiente salida, encontramos que no es el caso."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "c39b2ae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5_new.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dd9cc9b",
   "metadata": {},
   "source": [
    "Para finalizar, elimanos las columnas que no resultan necesarias, como lo son folio, alcaldia_cierre, colonia_cierre."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "98f409d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "llamadasC5_new.drop(['folio','colonia_cierre','alcaldia_cierre'], axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "fe64d1c4",
   "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>folio</th>\n",
       "      <th>categoria_incidente_c4</th>\n",
       "      <th>incidente_c4</th>\n",
       "      <th>anio_creacion</th>\n",
       "      <th>mes_creacion</th>\n",
       "      <th>fecha_creacion</th>\n",
       "      <th>hora_creacion</th>\n",
       "      <th>anio_cierre</th>\n",
       "      <th>mes_cierre</th>\n",
       "      <th>fecha_cierre</th>\n",
       "      <th>hora_cierre</th>\n",
       "      <th>codigo_cierre</th>\n",
       "      <th>clas_con_f_alarma</th>\n",
       "      <th>alcaldia_cierre</th>\n",
       "      <th>colonia_cierre</th>\n",
       "      <th>manzana</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>datetime_creacion</th>\n",
       "      <th>datetime_cierre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C5/190213/04539</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:05:48</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:20:08</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CERRO DE LA ESTRELLA I</td>\n",
       "      <td>090070001593A001</td>\n",
       "      <td>19.328052</td>\n",
       "      <td>-99.080812</td>\n",
       "      <td>2019-02-13 15:05:48</td>\n",
       "      <td>2019-02-13 15:20:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/190213/04548</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Persona sospechosa</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:00:26</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:27:21</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CAMPESTRE POTRERO</td>\n",
       "      <td>090070001426A016</td>\n",
       "      <td>19.331351</td>\n",
       "      <td>-98.977739</td>\n",
       "      <td>2019-02-13 15:00:26</td>\n",
       "      <td>2019-02-13 15:27:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/190213/06073</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:09:39</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:14:36</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>NONOALCO-TLATELOLCO (U HAB) II</td>\n",
       "      <td>0901500010409003</td>\n",
       "      <td>19.452512</td>\n",
       "      <td>-99.141834</td>\n",
       "      <td>2019-02-13 18:09:39</td>\n",
       "      <td>2019-02-13 18:14:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/190213/04629</td>\n",
       "      <td>Danos</td>\n",
       "      <td>Otros</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:19:18</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:39:39</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>PRESIDENTES EJIDALES PRIMERA SECCION</td>\n",
       "      <td>0900300010713055</td>\n",
       "      <td>19.328719</td>\n",
       "      <td>-99.129804</td>\n",
       "      <td>2019-02-13 15:19:18</td>\n",
       "      <td>2019-02-13 15:39:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C5/190213/06272</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Entrevista ciudadana</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:33:35</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>19:44:41</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>NAPOLES</td>\n",
       "      <td>0901400010204009</td>\n",
       "      <td>19.397118</td>\n",
       "      <td>-99.176123</td>\n",
       "      <td>2019-02-13 18:33:35</td>\n",
       "      <td>2019-02-13 19:44:41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             folio categoria_incidente_c4          incidente_c4  \\\n",
       "0  C5/190213/04539                Medicos          Inconsciente   \n",
       "1  C5/190213/04548               Denuncia    Persona sospechosa   \n",
       "2  C5/190213/06073                Medicos          Inconsciente   \n",
       "3  C5/190213/04629                  Danos                 Otros   \n",
       "4  C5/190213/06272              Servicios  Entrevista ciudadana   \n",
       "\n",
       "   anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "0           2019      Febrero     2019-02-13      15:05:48         2019   \n",
       "1           2019      Febrero     2019-02-13      15:00:26         2019   \n",
       "2           2019      Febrero     2019-02-13      18:09:39         2019   \n",
       "3           2019      Febrero     2019-02-13      15:19:18         2019   \n",
       "4           2019      Febrero     2019-02-13      18:33:35         2019   \n",
       "\n",
       "  mes_cierre fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0    Febrero   2019-02-13    15:20:08      Negativo  URGENCIAS MEDICAS   \n",
       "1    Febrero   2019-02-13    15:27:21      Negativo           SERVICIO   \n",
       "2    Febrero   2019-02-13    18:14:36     Duplicado  URGENCIAS MEDICAS   \n",
       "3    Febrero   2019-02-13    15:39:39      Negativo             DELITO   \n",
       "4    Febrero   2019-02-13    19:44:41     Duplicado           SERVICIO   \n",
       "\n",
       "  alcaldia_cierre                        colonia_cierre           manzana  \\\n",
       "0      IZTAPALAPA                CERRO DE LA ESTRELLA I  090070001593A001   \n",
       "1      IZTAPALAPA                     CAMPESTRE POTRERO  090070001426A016   \n",
       "2      CUAUHTEMOC        NONOALCO-TLATELOLCO (U HAB) II  0901500010409003   \n",
       "3        COYOACAN  PRESIDENTES EJIDALES PRIMERA SECCION  0900300010713055   \n",
       "4   BENITO JUAREZ                               NAPOLES  0901400010204009   \n",
       "\n",
       "     latitud   longitud    datetime_creacion      datetime_cierre  \n",
       "0  19.328052 -99.080812  2019-02-13 15:05:48  2019-02-13 15:20:08  \n",
       "1  19.331351 -98.977739  2019-02-13 15:00:26  2019-02-13 15:27:21  \n",
       "2  19.452512 -99.141834  2019-02-13 18:09:39  2019-02-13 18:14:36  \n",
       "3  19.328719 -99.129804  2019-02-13 15:19:18  2019-02-13 15:39:39  \n",
       "4  19.397118 -99.176123  2019-02-13 18:33:35  2019-02-13 19:44:41  "
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       "      <th>630692</th>\n",
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       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>15:18:36</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>18:24:08</td>\n",
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       "      <td>20:09:02</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>23:14:08</td>\n",
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       "      <td>BENITO JUAREZ</td>\n",
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       "      <td>9.01E+14</td>\n",
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       "      <td>-99.162527</td>\n",
       "      <td>2021-12-31 20:09:02</td>\n",
       "      <td>2021-12-31 23:14:08</td>\n",
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       "      <td>C5/210308/05804</td>\n",
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       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-08</td>\n",
       "      <td>21:47:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-30</td>\n",
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       "                    folio categoria_incidente_c4          incidente_c4  \\\n",
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       "630693  C5/20211231/02503              Servicios  Vehiculo obstruyendo   \n",
       "630694  C5/20211231/02522              Servicios  Vehiculo obstruyendo   \n",
       "630695  C5/20211231/03785              Servicios  Vehiculo obstruyendo   \n",
       "630696    C5/210308/05804               Denuncia    Invasion de predio   \n",
       "\n",
       "        anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "630692           2021    Diciembre     2021-12-31      08:19:50         2021   \n",
       "630693           2021    Diciembre     2021-12-31      15:15:00         2021   \n",
       "630694           2021    Diciembre     2021-12-31      15:18:36         2021   \n",
       "630695           2021    Diciembre     2021-12-31      20:09:02         2021   \n",
       "630696           2021        Marzo     2021-03-08      21:47:00         2021   \n",
       "\n",
       "       mes_cierre fecha_cierre hora_cierre codigo_cierre clas_con_f_alarma  \\\n",
       "630692  Diciembre   2021-12-31    11:24:06         Otros          SERVICIO   \n",
       "630693  Diciembre   2021-12-31    18:24:06         Otros          SERVICIO   \n",
       "630694  Diciembre   2021-12-31    18:24:08         Otros          SERVICIO   \n",
       "630695  Diciembre   2021-12-31    23:14:08    Afirmativo          SERVICIO   \n",
       "630696  Diciembre   2021-12-30    05:45:38    Afirmativo            DELITO   \n",
       "\n",
       "       alcaldia_cierre                 colonia_cierre   manzana    latitud  \\\n",
       "630692   BENITO JUAREZ                       ALAMOS I  9.01E+14  19.403137   \n",
       "630693  ALVARO OBREGON                   MERCED GOMEZ  9.01E+14  19.365974   \n",
       "630694      IZTAPALAPA  LEYES DE REFORMA 3A SECCION I  9.01E+14  19.377347   \n",
       "630695   BENITO JUAREZ                   DEL VALLE II  9.01E+14  19.390050   \n",
       "630696      IZTAPALAPA                   EL SANTUARIO  9.01E+14  19.353191   \n",
       "\n",
       "         longitud    datetime_creacion      datetime_cierre  \n",
       "630692 -99.137721  2021-12-31 08:19:50  2021-12-31 11:24:06  \n",
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       "      <th>0</th>\n",
       "      <td>C5/190213/04539</td>\n",
       "      <td>Medicos</td>\n",
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       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:20:08</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>IZTAPALAPA</td>\n",
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       "      <td>2019-02-13 15:05:48</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C5/190213/04548</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Persona sospechosa</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:00:26</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:27:21</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>CAMPESTRE POTRERO</td>\n",
       "      <td>090070001426A016</td>\n",
       "      <td>19.331351</td>\n",
       "      <td>-98.977739</td>\n",
       "      <td>2019-02-13 15:00:26</td>\n",
       "      <td>2019-02-13 15:27:21</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C5/190213/06073</td>\n",
       "      <td>Medicos</td>\n",
       "      <td>Inconsciente</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:09:39</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>18:14:36</td>\n",
       "      <td>Duplicado</td>\n",
       "      <td>URGENCIAS MEDICAS</td>\n",
       "      <td>CUAUHTEMOC</td>\n",
       "      <td>NONOALCO-TLATELOLCO (U HAB) II</td>\n",
       "      <td>0901500010409003</td>\n",
       "      <td>19.452512</td>\n",
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       "      <td>2019-02-13 18:09:39</td>\n",
       "      <td>2019-02-13 18:14:36</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C5/190213/04629</td>\n",
       "      <td>Danos</td>\n",
       "      <td>Otros</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:19:18</td>\n",
       "      <td>2019</td>\n",
       "      <td>Febrero</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>15:39:39</td>\n",
       "      <td>Negativo</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>COYOACAN</td>\n",
       "      <td>PRESIDENTES EJIDALES PRIMERA SECCION</td>\n",
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       "      <td>19.328719</td>\n",
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       "      <td>2019-02-13 15:19:18</td>\n",
       "      <td>2019-02-13 15:39:39</td>\n",
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       "      <th>4</th>\n",
       "      <td>C5/190213/06272</td>\n",
       "      <td>Servicios</td>\n",
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       "      <td>18:33:35</td>\n",
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       "      <td>2019-02-13</td>\n",
       "      <td>19:44:41</td>\n",
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       "      <td>11:24:06</td>\n",
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       "      <td>ALAMOS I</td>\n",
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       "      <td>-99.137721</td>\n",
       "      <td>2021-12-31 08:19:50</td>\n",
       "      <td>2021-12-31 11:24:06</td>\n",
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       "      <td>15:15:00</td>\n",
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       "      <td>SERVICIO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>LEYES DE REFORMA 3A SECCION I</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.377347</td>\n",
       "      <td>-99.063880</td>\n",
       "      <td>2021-12-31 15:18:36</td>\n",
       "      <td>2021-12-31 18:24:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630695</th>\n",
       "      <td>C5/20211231/03785</td>\n",
       "      <td>Servicios</td>\n",
       "      <td>Vehiculo obstruyendo</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>20:09:02</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>23:14:08</td>\n",
       "      <td>Afirmativo</td>\n",
       "      <td>SERVICIO</td>\n",
       "      <td>BENITO JUAREZ</td>\n",
       "      <td>DEL VALLE II</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.390050</td>\n",
       "      <td>-99.162527</td>\n",
       "      <td>2021-12-31 20:09:02</td>\n",
       "      <td>2021-12-31 23:14:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630696</th>\n",
       "      <td>C5/210308/05804</td>\n",
       "      <td>Denuncia</td>\n",
       "      <td>Invasion de predio</td>\n",
       "      <td>2021</td>\n",
       "      <td>Marzo</td>\n",
       "      <td>2021-03-08</td>\n",
       "      <td>21:47:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>Diciembre</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>05:45:38</td>\n",
       "      <td>Afirmativo</td>\n",
       "      <td>DELITO</td>\n",
       "      <td>IZTAPALAPA</td>\n",
       "      <td>EL SANTUARIO</td>\n",
       "      <td>9.01E+14</td>\n",
       "      <td>19.353191</td>\n",
       "      <td>-99.092810</td>\n",
       "      <td>2021-03-08 21:47:00</td>\n",
       "      <td>2021-12-30 05:45:38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3438109 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    folio categoria_incidente_c4          incidente_c4  \\\n",
       "0         C5/190213/04539                Medicos          Inconsciente   \n",
       "1         C5/190213/04548               Denuncia    Persona sospechosa   \n",
       "2         C5/190213/06073                Medicos          Inconsciente   \n",
       "3         C5/190213/04629                  Danos                 Otros   \n",
       "4         C5/190213/06272              Servicios  Entrevista ciudadana   \n",
       "...                   ...                    ...                   ...   \n",
       "630692  C5/20211231/01227              Servicios  Vehiculo obstruyendo   \n",
       "630693  C5/20211231/02503              Servicios  Vehiculo obstruyendo   \n",
       "630694  C5/20211231/02522              Servicios  Vehiculo obstruyendo   \n",
       "630695  C5/20211231/03785              Servicios  Vehiculo obstruyendo   \n",
       "630696    C5/210308/05804               Denuncia    Invasion de predio   \n",
       "\n",
       "        anio_creacion mes_creacion fecha_creacion hora_creacion  anio_cierre  \\\n",
       "0                2019      Febrero     2019-02-13      15:05:48         2019   \n",
       "1                2019      Febrero     2019-02-13      15:00:26         2019   \n",
       "2                2019      Febrero     2019-02-13      18:09:39         2019   \n",
       "3                2019      Febrero     2019-02-13      15:19:18         2019   \n",
       "4                2019      Febrero     2019-02-13      18:33:35         2019   \n",
       "...               ...          ...            ...           ...          ...   \n",
       "630692           2021    Diciembre     2021-12-31      08:19:50         2021   \n",
       "630693           2021    Diciembre     2021-12-31      15:15:00         2021   \n",
       "630694           2021    Diciembre     2021-12-31      15:18:36         2021   \n",
       "630695           2021    Diciembre     2021-12-31      20:09:02         2021   \n",
       "630696           2021        Marzo     2021-03-08      21:47:00         2021   \n",
       "\n",
       "       mes_cierre fecha_cierre hora_cierre codigo_cierre  clas_con_f_alarma  \\\n",
       "0         Febrero   2019-02-13    15:20:08      Negativo  URGENCIAS MEDICAS   \n",
       "1         Febrero   2019-02-13    15:27:21      Negativo           SERVICIO   \n",
       "2         Febrero   2019-02-13    18:14:36     Duplicado  URGENCIAS MEDICAS   \n",
       "3         Febrero   2019-02-13    15:39:39      Negativo             DELITO   \n",
       "4         Febrero   2019-02-13    19:44:41     Duplicado           SERVICIO   \n",
       "...           ...          ...         ...           ...                ...   \n",
       "630692  Diciembre   2021-12-31    11:24:06         Otros           SERVICIO   \n",
       "630693  Diciembre   2021-12-31    18:24:06         Otros           SERVICIO   \n",
       "630694  Diciembre   2021-12-31    18:24:08         Otros           SERVICIO   \n",
       "630695  Diciembre   2021-12-31    23:14:08    Afirmativo           SERVICIO   \n",
       "630696  Diciembre   2021-12-30    05:45:38    Afirmativo             DELITO   \n",
       "\n",
       "       alcaldia_cierre                        colonia_cierre  \\\n",
       "0           IZTAPALAPA                CERRO DE LA ESTRELLA I   \n",
       "1           IZTAPALAPA                     CAMPESTRE POTRERO   \n",
       "2           CUAUHTEMOC        NONOALCO-TLATELOLCO (U HAB) II   \n",
       "3             COYOACAN  PRESIDENTES EJIDALES PRIMERA SECCION   \n",
       "4        BENITO JUAREZ                               NAPOLES   \n",
       "...                ...                                   ...   \n",
       "630692   BENITO JUAREZ                              ALAMOS I   \n",
       "630693  ALVARO OBREGON                          MERCED GOMEZ   \n",
       "630694      IZTAPALAPA         LEYES DE REFORMA 3A SECCION I   \n",
       "630695   BENITO JUAREZ                          DEL VALLE II   \n",
       "630696      IZTAPALAPA                          EL SANTUARIO   \n",
       "\n",
       "                 manzana    latitud   longitud    datetime_creacion  \\\n",
       "0       090070001593A001  19.328052 -99.080812  2019-02-13 15:05:48   \n",
       "1       090070001426A016  19.331351 -98.977739  2019-02-13 15:00:26   \n",
       "2       0901500010409003  19.452512 -99.141834  2019-02-13 18:09:39   \n",
       "3       0900300010713055  19.328719 -99.129804  2019-02-13 15:19:18   \n",
       "4       0901400010204009  19.397118 -99.176123  2019-02-13 18:33:35   \n",
       "...                  ...        ...        ...                  ...   \n",
       "630692          9.01E+14  19.403137 -99.137721  2021-12-31 08:19:50   \n",
       "630693          9.01E+14  19.365974 -99.210000  2021-12-31 15:15:00   \n",
       "630694          9.01E+14  19.377347 -99.063880  2021-12-31 15:18:36   \n",
       "630695          9.01E+14  19.390050 -99.162527  2021-12-31 20:09:02   \n",
       "630696          9.01E+14  19.353191 -99.092810  2021-03-08 21:47:00   \n",
       "\n",
       "            datetime_cierre  \n",
       "0       2019-02-13 15:20:08  \n",
       "1       2019-02-13 15:27:21  \n",
       "2       2019-02-13 18:14:36  \n",
       "3       2019-02-13 15:39:39  \n",
       "4       2019-02-13 19:44:41  \n",
       "...                     ...  \n",
       "630692  2021-12-31 11:24:06  \n",
       "630693  2021-12-31 18:24:06  \n",
       "630694  2021-12-31 18:24:08  \n",
       "630695  2021-12-31 23:14:08  \n",
       "630696  2021-12-30 05:45:38  \n",
       "\n",
       "[3438109 rows x 20 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(llamadasC5_new.head())\n",
    "display(llamadasC5_new.tail())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a4e7f9e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Cambiar a tipo de dato numerico\n",
    "llamadasC5_new['clas_con_f_alarma_num'] = pd.factorize(llamadasC5_new['clas_con_f_alarma'])[0]\n",
    "llamadasC5_new['categoria_incidente_c4_num'] = pd.factorize(llamadasC5_new['categoria_incidente_c4'])[0]\n",
    "llamadasC5_new['incidente_c4_num'] = pd.factorize(llamadasC5_new['incidente_c4'])[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bbfa7036",
   "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>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>clas_con_f_alarma_num</th>\n",
       "      <th>categoria_incidente_c4_num</th>\n",
       "      <th>incidente_c4_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>latitud</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.065349</td>\n",
       "      <td>-0.037788</td>\n",
       "      <td>-0.040874</td>\n",
       "      <td>-0.039515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitud</th>\n",
       "      <td>-0.065349</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.029133</td>\n",
       "      <td>0.025001</td>\n",
       "      <td>0.004876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clas_con_f_alarma_num</th>\n",
       "      <td>-0.037788</td>\n",
       "      <td>0.029133</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.536709</td>\n",
       "      <td>0.184060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>categoria_incidente_c4_num</th>\n",
       "      <td>-0.040874</td>\n",
       "      <td>0.025001</td>\n",
       "      <td>0.536709</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.400231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incidente_c4_num</th>\n",
       "      <td>-0.039515</td>\n",
       "      <td>0.004876</td>\n",
       "      <td>0.184060</td>\n",
       "      <td>0.400231</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             latitud  longitud  clas_con_f_alarma_num  \\\n",
       "latitud                     1.000000 -0.065349              -0.037788   \n",
       "longitud                   -0.065349  1.000000               0.029133   \n",
       "clas_con_f_alarma_num      -0.037788  0.029133               1.000000   \n",
       "categoria_incidente_c4_num -0.040874  0.025001               0.536709   \n",
       "incidente_c4_num           -0.039515  0.004876               0.184060   \n",
       "\n",
       "                            categoria_incidente_c4_num  incidente_c4_num  \n",
       "latitud                                      -0.040874         -0.039515  \n",
       "longitud                                      0.025001          0.004876  \n",
       "clas_con_f_alarma_num                         0.536709          0.184060  \n",
       "categoria_incidente_c4_num                    1.000000          0.400231  \n",
       "incidente_c4_num                              0.400231          1.000000  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = llamadasC5_new.corr(method='spearman')\n",
    "corr_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49eda0c2",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "73087975",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=llamadasC5_new,x='clas_con_f_alarma')\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylim([0, 990000])\n",
    "plt.xlabel(\"Clasificación del incidente\")\n",
    "plt.ylabel(\"Frecuencia\")\n",
    "plt.title(\"Frecuencia del tipo de incidente\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "9b2d53f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "clas_con_f_alarma\n",
       "DELITO               762142\n",
       "EMERGENCIA           277039\n",
       "FALSA ALARMA          15333\n",
       "FALTA CÍVICA         918106\n",
       "SERVICIO             955730\n",
       "URGENCIAS MEDICAS    509759\n",
       "Name: clas_con_f_alarma, dtype: int64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "llamadasC5_new.groupby('clas_con_f_alarma')['clas_con_f_alarma'].count()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}