{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "242ebc1d-2211-451d-ba0f-6508407f6b4f",
   "metadata": {},
   "source": [
    "# Preprocesamiento datos tramites.jsonl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "62051ebd-2571-418d-9d1a-b2d50b100e57",
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   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>estado</th>\n",
       "      <th>fechaActualización</th>\n",
       "      <th>nombre</th>\n",
       "      <th>slug</th>\n",
       "      <th>sigla</th>\n",
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       "      <th>dislike</th>\n",
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       "      <th>categorias</th>\n",
       "      <th>eventosVida</th>\n",
       "      <th>herramientas</th>\n",
       "      <th>documentos</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1002</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>22/10/2025</td>\n",
       "      <td>SOLICITUD DE COPIAS SIMPLES</td>\n",
       "      <td>solicitud-de-copias-simples</td>\n",
       "      <td>TCOP</td>\n",
       "      <td>Se refiere a la solicitud de copias simples de...</td>\n",
       "      <td>Resolución Nº RD 01-096-24 de 24/10/2024.</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>{'nombre': 'Aduana Nacional', 'sigla': 'AN', '...</td>\n",
       "      <td>Registro</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'nombre': 'Empresas', 'slug': 'empresas'}]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[COPIA SIMPLE DE DOCUMENTO DE IMPORTACIÓN O EX...</td>\n",
       "      <td>[{'tipo': 'VIRTUAL', 'url': 'https://jarembae....</td>\n",
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       "      <th>1</th>\n",
       "      <td>1003</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>22/10/2025</td>\n",
       "      <td>SOLICITUD DE LEGALIZACIONES Y/O AUTENTICACIONES</td>\n",
       "      <td>solicitud-de-legalizaciones-y-o-autenticaciones</td>\n",
       "      <td>TLEG</td>\n",
       "      <td>Se refiere a la solicitud de Legalización de d...</td>\n",
       "      <td>Resolución Nº RD 01-096-24 de 24/10/2024</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>{'nombre': 'Aduana Nacional', 'sigla': 'AN', '...</td>\n",
       "      <td>Registro</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'nombre': 'Empresas', 'slug': 'empresas'}]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[LEGALIZACIONES Y/O AUTENTICACIONES DE DOCUMEN...</td>\n",
       "      <td>[{'tipo': 'VIRTUAL', 'url': 'https://jarembae....</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1005</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>09/07/2025</td>\n",
       "      <td>Registro de Ciudadanos Digitales</td>\n",
       "      <td>registro-de-ciudadanos-digitales</td>\n",
       "      <td>None</td>\n",
       "      <td>Se brinda la colaboración personalizada a la c...</td>\n",
       "      <td>1. Ley N° 1173 - Ley de abreviación procesal p...</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>{'nombre': 'Tribunal Supremo de Justicia', 'si...</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'nombre': 'Justicia', 'slug': 'justicia'}]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Tribunal Supremo de Justicia', 't...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1006</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>09/09/2025</td>\n",
       "      <td>Registro en Ciudadanía Digital</td>\n",
       "      <td>registro-en-ciudadania-digital</td>\n",
       "      <td>CD</td>\n",
       "      <td>Ciudadanía Digital es la identidad digital de ...</td>\n",
       "      <td>Ley N° 1080 - Ciudadanía Digital</td>\n",
       "      <td>[digital, ciudadania, registro, pre registro, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>{'nombre': 'Agencia de Gobierno Electrónico y ...</td>\n",
       "      <td>Registro</td>\n",
       "      <td>[{'nombre': 'Ciudadania Digital', 'url': 'http...</td>\n",
       "      <td>[{'nombre': 'Seguridad', 'slug': 'seguridad'},...</td>\n",
       "      <td>[Empleo]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[Registro]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'AGETIC', 'tipo': 'Oficina central...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1008</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>04/08/2025</td>\n",
       "      <td>RESOLUCIÓN DE RECURSO DE ALZADA</td>\n",
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       "      <td>None</td>\n",
       "      <td>Es el recurso que tiene el contribuyente o suj...</td>\n",
       "      <td>La Autoridad de Impugnación Tributaria (AIT), ...</td>\n",
       "      <td>None</td>\n",
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       "      <td>0</td>\n",
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       "      <td>{'nombre': 'Autoridad de Impugnación Tributari...</td>\n",
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       "      <td>[{'nombre': 'Autoridad Regional de Impugnación...</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1364</th>\n",
       "      <td>2867</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>24/10/2025</td>\n",
       "      <td>Actualización de Datos\\nConvalidación de estud...</td>\n",
       "      <td>actualizacion-de-datos-convalidacion-de-estudi...</td>\n",
       "      <td>None</td>\n",
       "      <td>El trámite consiste en presentar los certifica...</td>\n",
       "      <td>R.A. Departamental</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>[Mi educación]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[Resolución de convalidación y Diploma de Bach...</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Subdirección de Educación Regular...</td>\n",
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       "    <tr>\n",
       "      <th>1365</th>\n",
       "      <td>2868</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>24/10/2025</td>\n",
       "      <td>TOPOGRAFÍA Y GEODESIA</td>\n",
       "      <td>topografia-y-geodesia</td>\n",
       "      <td>TG</td>\n",
       "      <td>El Área de Geodesia y Topografía brinda servic...</td>\n",
       "      <td>La Ley N° 535, en sus artículos 9, 10 y 71, es...</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>False</td>\n",
       "      <td>{'nombre': 'Servicio Geológico Minero', 'sigla...</td>\n",
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       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'OFICINA CENTRAL DE SERGEOMIN', 't...</td>\n",
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       "    <tr>\n",
       "      <th>1366</th>\n",
       "      <td>2869</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>24/10/2025</td>\n",
       "      <td>Actualización de Datos\\nSolicitud de Anteceden...</td>\n",
       "      <td>actualizacion-de-datos-solicitud-de-antecedent...</td>\n",
       "      <td>None</td>\n",
       "      <td>El trámite consiste en presentar una carta de ...</td>\n",
       "      <td>R.A. Departamental</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>False</td>\n",
       "      <td>{'nombre': 'Direc. Dptal. de Educación Potosí'...</td>\n",
       "      <td>Registro</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'nombre': 'Educación', 'slug': 'educacion'}]</td>\n",
       "      <td>[Mi educación]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[Certificado o informe de antecedentes adminis...</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Subdirección de Educación Regular...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>2870</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>24/10/2025</td>\n",
       "      <td>GEOFÍSICA</td>\n",
       "      <td>geofisica</td>\n",
       "      <td>AG</td>\n",
       "      <td>La geofísica aplicada es un área especializada...</td>\n",
       "      <td>La ley N°535 de 28 de mayo de 2014 – Ley de Mi...</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>{'nombre': 'Servicio Geológico Minero', 'sigla...</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'nombre': 'Transporte', 'slug': 'transporte'}]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'OFICINA CENTRAL DE SERGEOMIN', 't...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>2871</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>24/10/2025</td>\n",
       "      <td>MEDIO AMBIENTE</td>\n",
       "      <td>medio-ambiente</td>\n",
       "      <td>UMA</td>\n",
       "      <td>El Área de Medio Ambiente se encarga de la ela...</td>\n",
       "      <td>El Área de Medio Ambiente se encarga de la ela...</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>{'nombre': 'Servicio Geológico Minero', 'sigla...</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'nombre': 'Medio ambiente', 'slug': 'medio-a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'OFICINA CENTRAL DE SERGEOMIN', 't...</td>\n",
       "    </tr>\n",
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       "        id     estado fechaActualización  \\\n",
       "0     1002  PUBLICADO         22/10/2025   \n",
       "1     1003  PUBLICADO         22/10/2025   \n",
       "2     1005  PUBLICADO         09/07/2025   \n",
       "3     1006  PUBLICADO         09/09/2025   \n",
       "4     1008  PUBLICADO         04/08/2025   \n",
       "...    ...        ...                ...   \n",
       "1364  2867  PUBLICADO         24/10/2025   \n",
       "1365  2868  PUBLICADO         24/10/2025   \n",
       "1366  2869  PUBLICADO         24/10/2025   \n",
       "1367  2870  PUBLICADO         24/10/2025   \n",
       "1368  2871  PUBLICADO         24/10/2025   \n",
       "\n",
       "                                                 nombre  \\\n",
       "0                           SOLICITUD DE COPIAS SIMPLES   \n",
       "1       SOLICITUD DE LEGALIZACIONES Y/O AUTENTICACIONES   \n",
       "2                      Registro de Ciudadanos Digitales   \n",
       "3                        Registro en Ciudadanía Digital   \n",
       "4                       RESOLUCIÓN DE RECURSO DE ALZADA   \n",
       "...                                                 ...   \n",
       "1364  Actualización de Datos\\nConvalidación de estud...   \n",
       "1365                              TOPOGRAFÍA Y GEODESIA   \n",
       "1366  Actualización de Datos\\nSolicitud de Anteceden...   \n",
       "1367                                          GEOFÍSICA   \n",
       "1368                                     MEDIO AMBIENTE   \n",
       "\n",
       "                                                   slug sigla  \\\n",
       "0                           solicitud-de-copias-simples  TCOP   \n",
       "1       solicitud-de-legalizaciones-y-o-autenticaciones  TLEG   \n",
       "2                      registro-de-ciudadanos-digitales  None   \n",
       "3                        registro-en-ciudadania-digital    CD   \n",
       "4                       resolucion-de-recurso-de-alzada  None   \n",
       "...                                                 ...   ...   \n",
       "1364  actualizacion-de-datos-convalidacion-de-estudi...  None   \n",
       "1365                              topografia-y-geodesia    TG   \n",
       "1366  actualizacion-de-datos-solicitud-de-antecedent...  None   \n",
       "1367                                          geofisica    AG   \n",
       "1368                                     medio-ambiente   UMA   \n",
       "\n",
       "                                            descripcion  \\\n",
       "0     Se refiere a la solicitud de copias simples de...   \n",
       "1     Se refiere a la solicitud de Legalización de d...   \n",
       "2     Se brinda la colaboración personalizada a la c...   \n",
       "3     Ciudadanía Digital es la identidad digital de ...   \n",
       "4     Es el recurso que tiene el contribuyente o suj...   \n",
       "...                                                 ...   \n",
       "1364  El trámite consiste en presentar los certifica...   \n",
       "1365  El Área de Geodesia y Topografía brinda servic...   \n",
       "1366  El trámite consiste en presentar una carta de ...   \n",
       "1367  La geofísica aplicada es un área especializada...   \n",
       "1368  El Área de Medio Ambiente se encarga de la ela...   \n",
       "\n",
       "                                             marcoLegal  \\\n",
       "0             Resolución Nº RD 01-096-24 de 24/10/2024.   \n",
       "1              Resolución Nº RD 01-096-24 de 24/10/2024   \n",
       "2     1. Ley N° 1173 - Ley de abreviación procesal p...   \n",
       "3                      Ley N° 1080 - Ciudadanía Digital   \n",
       "4     La Autoridad de Impugnación Tributaria (AIT), ...   \n",
       "...                                                 ...   \n",
       "1364                                 R.A. Departamental   \n",
       "1365  La Ley N° 535, en sus artículos 9, 10 y 71, es...   \n",
       "1366                                 R.A. Departamental   \n",
       "1367  La ley N°535 de 28 de mayo de 2014 – Ley de Mi...   \n",
       "1368  El Área de Medio Ambiente se encarga de la ela...   \n",
       "\n",
       "                                          palabrasClave  like  dislike  \\\n",
       "0                                                  None     0        0   \n",
       "1                                                  None     0        0   \n",
       "2                                                  None     0        0   \n",
       "3     [digital, ciudadania, registro, pre registro, ...     0        0   \n",
       "4                                                  None     0        0   \n",
       "...                                                 ...   ...      ...   \n",
       "1364                                               None     0        0   \n",
       "1365                                               None     0        0   \n",
       "1366                                               None     0        0   \n",
       "1367                                               None     0        0   \n",
       "1368                                               None     0        0   \n",
       "\n",
       "      esPresencial  esVirtual  \\\n",
       "0            False       True   \n",
       "1            False       True   \n",
       "2             True      False   \n",
       "3             True       True   \n",
       "4             True      False   \n",
       "...            ...        ...   \n",
       "1364          True      False   \n",
       "1365          True      False   \n",
       "1366          True      False   \n",
       "1367          True      False   \n",
       "1368          True      False   \n",
       "\n",
       "                                                entidad resultado  \\\n",
       "0     {'nombre': 'Aduana Nacional', 'sigla': 'AN', '...  Registro   \n",
       "1     {'nombre': 'Aduana Nacional', 'sigla': 'AN', '...  Registro   \n",
       "2     {'nombre': 'Tribunal Supremo de Justicia', 'si...             \n",
       "3     {'nombre': 'Agencia de Gobierno Electrónico y ...  Registro   \n",
       "4     {'nombre': 'Autoridad de Impugnación Tributari...             \n",
       "...                                                 ...       ...   \n",
       "1364  {'nombre': 'Direc. Dptal. de Educación Potosí'...  Registro   \n",
       "1365  {'nombre': 'Servicio Geológico Minero', 'sigla...             \n",
       "1366  {'nombre': 'Direc. Dptal. de Educación Potosí'...  Registro   \n",
       "1367  {'nombre': 'Servicio Geológico Minero', 'sigla...             \n",
       "1368  {'nombre': 'Servicio Geológico Minero', 'sigla...             \n",
       "\n",
       "                                                enlaces  \\\n",
       "0                                                    []   \n",
       "1                                                    []   \n",
       "2                                                    []   \n",
       "3     [{'nombre': 'Ciudadania Digital', 'url': 'http...   \n",
       "4     [{'nombre': 'Doctrina Tributaria', 'url': 'htt...   \n",
       "...                                                 ...   \n",
       "1364                                                 []   \n",
       "1365                                                 []   \n",
       "1366                                                 []   \n",
       "1367                                                 []   \n",
       "1368                                                 []   \n",
       "\n",
       "                                             categorias     eventosVida  \\\n",
       "0          [{'nombre': 'Empresas', 'slug': 'empresas'}]              []   \n",
       "1          [{'nombre': 'Empresas', 'slug': 'empresas'}]              []   \n",
       "2          [{'nombre': 'Justicia', 'slug': 'justicia'}]              []   \n",
       "3     [{'nombre': 'Seguridad', 'slug': 'seguridad'},...        [Empleo]   \n",
       "4     [{'nombre': 'Justicia', 'slug': 'justicia'}, {...              []   \n",
       "...                                                 ...             ...   \n",
       "1364     [{'nombre': 'Educación', 'slug': 'educacion'}]  [Mi educación]   \n",
       "1365   [{'nombre': 'Transporte', 'slug': 'transporte'}]              []   \n",
       "1366     [{'nombre': 'Educación', 'slug': 'educacion'}]  [Mi educación]   \n",
       "1367   [{'nombre': 'Transporte', 'slug': 'transporte'}]              []   \n",
       "1368  [{'nombre': 'Medio ambiente', 'slug': 'medio-a...              []   \n",
       "\n",
       "     herramientas                                         documentos  \\\n",
       "0              []  [COPIA SIMPLE DE DOCUMENTO DE IMPORTACIÓN O EX...   \n",
       "1              []  [LEGALIZACIONES Y/O AUTENTICACIONES DE DOCUMEN...   \n",
       "2              []                                                 []   \n",
       "3              []                                         [Registro]   \n",
       "4              []                                                 []   \n",
       "...           ...                                                ...   \n",
       "1364           []  [Resolución de convalidación y Diploma de Bach...   \n",
       "1365           []                                                 []   \n",
       "1366           []  [Certificado o informe de antecedentes adminis...   \n",
       "1367           []                                                 []   \n",
       "1368           []                                                 []   \n",
       "\n",
       "                                            modalidades  \\\n",
       "0     [{'tipo': 'VIRTUAL', 'url': 'https://jarembae....   \n",
       "1     [{'tipo': 'VIRTUAL', 'url': 'https://jarembae....   \n",
       "2     [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "3     [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "4     [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "...                                                 ...   \n",
       "1364  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "1365  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "1366  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "1367  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "1368  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "\n",
       "                                            ubicaciones  \n",
       "0                                                    []  \n",
       "1                                                    []  \n",
       "2     [{'nombre': 'Tribunal Supremo de Justicia', 't...  \n",
       "3     [{'nombre': 'AGETIC', 'tipo': 'Oficina central...  \n",
       "4     [{'nombre': 'Autoridad Regional de Impugnación...  \n",
       "...                                                 ...  \n",
       "1364  [{'nombre': 'Subdirección de Educación Regular...  \n",
       "1365  [{'nombre': 'OFICINA CENTRAL DE SERGEOMIN', 't...  \n",
       "1366  [{'nombre': 'Subdirección de Educación Regular...  \n",
       "1367  [{'nombre': 'OFICINA CENTRAL DE SERGEOMIN', 't...  \n",
       "1368  [{'nombre': 'OFICINA CENTRAL DE SERGEOMIN', 't...  \n",
       "\n",
       "[1369 rows x 22 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "\n",
    "pd.set_option(\"display.max_columns\", None)\n",
    "pd.set_option(\"display.width\", None)\n",
    "\n",
    "# Obteniendo data frame pandas para explorar\n",
    "lines = []\n",
    "with open(r'../tramites.jsonl') as f:\n",
    "    lines = f.read().splitlines()\n",
    "\n",
    "line_dicts = [json.loads(line) for line in lines]\n",
    "df = pd.DataFrame(line_dicts)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "febcb93a-ea52-4645-9e2c-25bc1cb80305",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "49eea40a-1fdb-48f1-b12d-6e27aff28725",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>estado</th>\n",
       "      <th>fechaActualización</th>\n",
       "      <th>nombre</th>\n",
       "      <th>slug</th>\n",
       "      <th>sigla</th>\n",
       "      <th>descripcion</th>\n",
       "      <th>marcoLegal</th>\n",
       "      <th>like</th>\n",
       "      <th>dislike</th>\n",
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       "      <th>resultado</th>\n",
       "      <th>enlaces</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>2087</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>10/07/2025</td>\n",
       "      <td>Apertura de Unidades Educativas Privadas de Co...</td>\n",
       "      <td>apertura-de-unidades-educativas-privadas-de-co...</td>\n",
       "      <td>SER</td>\n",
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       "      <td>[{'nombre': 'DIRECCION DEPARTAMENTAL DEL BENI'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>2425</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>04/08/2025</td>\n",
       "      <td>CREACIÓN, MODIFICACIÓN O AMPLIACIÓN DE RUTAS Y...</td>\n",
       "      <td>creacion-modificacion-o-ampliacion-de-rutas-y-...</td>\n",
       "      <td>None</td>\n",
       "      <td>Solicitudes de creación, modificación o amplia...</td>\n",
       "      <td>Ley Nº 2341 de 23 de abril de 2002, de Procedi...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Constancia</td>\n",
       "      <td>[{'nombre': 'GAMLP', 'url': 'https://lapaz.bo/...</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Plataforma de Atención Ciudadana ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>1560</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>10/07/2025</td>\n",
       "      <td>DIPLOMA ACADEMICO - APOSTILLA</td>\n",
       "      <td>diploma-academico-apostilla</td>\n",
       "      <td>None</td>\n",
       "      <td>Trámite de apostilla dirigido a profesionales ...</td>\n",
       "      <td>Verificación de Originalidad</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Registro y constancia</td>\n",
       "      <td>[{'nombre': 'Archivos', 'url': 'https://www.ar...</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Archivos', 'tipo': 'Oficina centr...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id     estado fechaActualización  \\\n",
       "858   2087  PUBLICADO         10/07/2025   \n",
       "1130  2425  PUBLICADO         04/08/2025   \n",
       "476   1560  PUBLICADO         10/07/2025   \n",
       "\n",
       "                                                 nombre  \\\n",
       "858   Apertura de Unidades Educativas Privadas de Co...   \n",
       "1130  CREACIÓN, MODIFICACIÓN O AMPLIACIÓN DE RUTAS Y...   \n",
       "476                       DIPLOMA ACADEMICO - APOSTILLA   \n",
       "\n",
       "                                                   slug sigla  \\\n",
       "858   apertura-de-unidades-educativas-privadas-de-co...   SER   \n",
       "1130  creacion-modificacion-o-ampliacion-de-rutas-y-...  None   \n",
       "476                         diploma-academico-apostilla  None   \n",
       "\n",
       "                                            descripcion  \\\n",
       "858   Apertura de Unidades Educativas Privadas de Co...   \n",
       "1130  Solicitudes de creación, modificación o amplia...   \n",
       "476   Trámite de apostilla dirigido a profesionales ...   \n",
       "\n",
       "                                             marcoLegal  like  dislike  \\\n",
       "858   Resolución Administrativa Departamental DDE-BE...     0        0   \n",
       "1130  Ley Nº 2341 de 23 de abril de 2002, de Procedi...     0        0   \n",
       "476                        Verificación de Originalidad     0        0   \n",
       "\n",
       "      esPresencial  esVirtual              resultado  \\\n",
       "858           True      False             Constancia   \n",
       "1130          True      False             Constancia   \n",
       "476           True      False  Registro y constancia   \n",
       "\n",
       "                                                enlaces  \\\n",
       "858                                                  []   \n",
       "1130  [{'nombre': 'GAMLP', 'url': 'https://lapaz.bo/...   \n",
       "476   [{'nombre': 'Archivos', 'url': 'https://www.ar...   \n",
       "\n",
       "                                            modalidades  \\\n",
       "858   [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "1130  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "476   [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "\n",
       "                                            ubicaciones  \n",
       "858   [{'nombre': 'DIRECCION DEPARTAMENTAL DEL BENI'...  \n",
       "1130  [{'nombre': 'Plataforma de Atención Ciudadana ...  \n",
       "476   [{'nombre': 'Archivos', 'tipo': 'Oficina centr...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# columnas pendientes:\n",
    "pendientes = ['palabrasClave', 'entidad', 'categorias', 'eventosVida',\n",
    "              'herramientas', 'documentos',\n",
    "             ]\n",
    "\n",
    "new_df = df[[col for col in df.columns if col not in pendientes]].copy()\n",
    "new_df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb94399f-67fb-4b45-9080-10b34d631beb",
   "metadata": {},
   "source": [
    "## Desglosando columnas\n",
    "\n",
    "### entidad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b89721ce-f7b0-4e7f-8cae-60019c50f438",
   "metadata": {},
   "outputs": [
    {
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       "      <th>nombre</th>\n",
       "      <th>slug</th>\n",
       "      <th>sigla</th>\n",
       "      <th>descripcion</th>\n",
       "      <th>marcoLegal</th>\n",
       "      <th>like</th>\n",
       "      <th>dislike</th>\n",
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       "      <th>esVirtual</th>\n",
       "      <th>resultado</th>\n",
       "      <th>enlaces</th>\n",
       "      <th>modalidades</th>\n",
       "      <th>ubicaciones</th>\n",
       "      <th>entidad.nombre</th>\n",
       "      <th>entidad.sigla</th>\n",
       "      <th>entidad.slug</th>\n",
       "      <th>entidad.logo</th>\n",
       "      <th>entidad.descripcion</th>\n",
       "      <th>entidad.urlSitioWeb</th>\n",
       "      <th>entidad.telefonoContacto</th>\n",
       "      <th>entidad.correoElectronicoContacto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>2509</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>29/08/2025</td>\n",
       "      <td>Certificado de Despacho Aduanero</td>\n",
       "      <td>certificado-de-despacho-aduanero</td>\n",
       "      <td>INSO-DA</td>\n",
       "      <td>Certificado de Despacho Aduanero es un proceso...</td>\n",
       "      <td>Decreto Supremo  N°  26119/01\\t Tuición y f...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Registro y constancia</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'INSO-La Paz', 'tipo': 'Oficina ce...</td>\n",
       "      <td>Instituto Nacional de Salud Ocupacional</td>\n",
       "      <td>INSO</td>\n",
       "      <td>instituto-nacional-de-salud-ocupacional</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/5933844f-a6...</td>\n",
       "      <td>El Instituto Nacional de Salud Ocupacional con...</td>\n",
       "      <td>https://www.inso.gob.bo/</td>\n",
       "      <td>2245414 - 2244881</td>\n",
       "      <td>inso@minsalud.gob.bo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>1217</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>10/07/2025</td>\n",
       "      <td>Trámite 50 - Peticiones Escritas</td>\n",
       "      <td>tramite-50-peticiones-escritas</td>\n",
       "      <td>Trámite 50</td>\n",
       "      <td>Toda solicitud de información que presenten en...</td>\n",
       "      <td>Constitución Política del Estado Plurinacional...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Registro</td>\n",
       "      <td>[{'nombre': 'Guía de Trámites', 'url': 'https:...</td>\n",
       "      <td>[{'tipo': 'VIRTUAL', 'url': 'https://tramites....</td>\n",
       "      <td>[{'nombre': 'Oficina Nacional', 'tipo': 'Ofici...</td>\n",
       "      <td>Servicio Plurinacional de Registro de Comercio</td>\n",
       "      <td>SEPREC</td>\n",
       "      <td>servicio-plurinacional-de-registro-de-comercio</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/dec5dd8d-a6...</td>\n",
       "      <td>El Servicio Plurinacional de Registro de Comer...</td>\n",
       "      <td>https://www.seprec.gob.bo</td>\n",
       "      <td>800102992</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>1657</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>11/07/2025</td>\n",
       "      <td>Pago del Beneficio Fondo de Retiro Policial So...</td>\n",
       "      <td>pago-del-beneficio-fondo-de-retiro-policial-so...</td>\n",
       "      <td>FR-JUB</td>\n",
       "      <td>Es el beneficio que brinda protección a los mi...</td>\n",
       "      <td>a) Constitución Política del Estado Plurinacio...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'OFICINA CENTRAL LA PAZ', 'tipo': ...</td>\n",
       "      <td>Mutual de Servicios al Policía</td>\n",
       "      <td>MUSERPOL</td>\n",
       "      <td>mutual-de-servicios-al-policia</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/1b0c8503-ed...</td>\n",
       "      <td>La Mutual de Servicios al Policía – MUSERPOL s...</td>\n",
       "      <td>https://www.muserpol.gob.bo</td>\n",
       "      <td>(2)2441186</td>\n",
       "      <td>info@muserpol.gob.bo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id     estado fechaActualización  \\\n",
       "1211  2509  PUBLICADO         29/08/2025   \n",
       "184   1217  PUBLICADO         10/07/2025   \n",
       "568   1657  PUBLICADO         11/07/2025   \n",
       "\n",
       "                                                 nombre  \\\n",
       "1211                   Certificado de Despacho Aduanero   \n",
       "184                    Trámite 50 - Peticiones Escritas   \n",
       "568   Pago del Beneficio Fondo de Retiro Policial So...   \n",
       "\n",
       "                                                   slug       sigla  \\\n",
       "1211                   certificado-de-despacho-aduanero     INSO-DA   \n",
       "184                      tramite-50-peticiones-escritas  Trámite 50   \n",
       "568   pago-del-beneficio-fondo-de-retiro-policial-so...      FR-JUB   \n",
       "\n",
       "                                            descripcion  \\\n",
       "1211  Certificado de Despacho Aduanero es un proceso...   \n",
       "184   Toda solicitud de información que presenten en...   \n",
       "568   Es el beneficio que brinda protección a los mi...   \n",
       "\n",
       "                                             marcoLegal  like  dislike  \\\n",
       "1211     Decreto Supremo  N°  26119/01\\t Tuición y f...     0        0   \n",
       "184   Constitución Política del Estado Plurinacional...     0        0   \n",
       "568   a) Constitución Política del Estado Plurinacio...     0        0   \n",
       "\n",
       "      esPresencial  esVirtual              resultado  \\\n",
       "1211          True      False  Registro y constancia   \n",
       "184          False       True               Registro   \n",
       "568           True      False                          \n",
       "\n",
       "                                                enlaces  \\\n",
       "1211                                                 []   \n",
       "184   [{'nombre': 'Guía de Trámites', 'url': 'https:...   \n",
       "568                                                  []   \n",
       "\n",
       "                                            modalidades  \\\n",
       "1211  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "184   [{'tipo': 'VIRTUAL', 'url': 'https://tramites....   \n",
       "568   [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "\n",
       "                                            ubicaciones  \\\n",
       "1211  [{'nombre': 'INSO-La Paz', 'tipo': 'Oficina ce...   \n",
       "184   [{'nombre': 'Oficina Nacional', 'tipo': 'Ofici...   \n",
       "568   [{'nombre': 'OFICINA CENTRAL LA PAZ', 'tipo': ...   \n",
       "\n",
       "                                      entidad.nombre entidad.sigla  \\\n",
       "1211         Instituto Nacional de Salud Ocupacional          INSO   \n",
       "184   Servicio Plurinacional de Registro de Comercio        SEPREC   \n",
       "568                   Mutual de Servicios al Policía      MUSERPOL   \n",
       "\n",
       "                                        entidad.slug  \\\n",
       "1211         instituto-nacional-de-salud-ocupacional   \n",
       "184   servicio-plurinacional-de-registro-de-comercio   \n",
       "568                   mutual-de-servicios-al-policia   \n",
       "\n",
       "                                           entidad.logo  \\\n",
       "1211  https://www.gob.bo/ws/api/archivos/5933844f-a6...   \n",
       "184   https://www.gob.bo/ws/api/archivos/dec5dd8d-a6...   \n",
       "568   https://www.gob.bo/ws/api/archivos/1b0c8503-ed...   \n",
       "\n",
       "                                    entidad.descripcion  \\\n",
       "1211  El Instituto Nacional de Salud Ocupacional con...   \n",
       "184   El Servicio Plurinacional de Registro de Comer...   \n",
       "568   La Mutual de Servicios al Policía – MUSERPOL s...   \n",
       "\n",
       "              entidad.urlSitioWeb entidad.telefonoContacto  \\\n",
       "1211     https://www.inso.gob.bo/        2245414 - 2244881   \n",
       "184     https://www.seprec.gob.bo                800102992   \n",
       "568   https://www.muserpol.gob.bo               (2)2441186   \n",
       "\n",
       "     entidad.correoElectronicoContacto  \n",
       "1211              inso@minsalud.gob.bo  \n",
       "184                               None  \n",
       "568               info@muserpol.gob.bo  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# desglosando columnas de la entidad\n",
    "\n",
    "new_rows = {\n",
    "    'entidad.nombre': [],\n",
    "    'entidad.sigla': [],\n",
    "    'entidad.slug': [],\n",
    "    'entidad.logo': [],\n",
    "    'entidad.descripcion': [],\n",
    "    'entidad.urlSitioWeb': [],\n",
    "    'entidad.telefonoContacto': [],\n",
    "    'entidad.correoElectronicoContacto': [],\n",
    "}\n",
    "for i in range(0, df.shape[0]):\n",
    "    entidad_json = df.iloc[i]['entidad']\n",
    "    #entidad_json = json.loads(df.iloc[i]['entidad'])\n",
    "    new_rows['entidad.nombre'].append(entidad_json['nombre'])\n",
    "    new_rows['entidad.sigla'].append(entidad_json['sigla'])\n",
    "    new_rows['entidad.slug'].append(entidad_json['slug'])\n",
    "    new_rows['entidad.logo'].append(entidad_json['logo'])\n",
    "    new_rows['entidad.descripcion'].append(entidad_json['descripcion'])\n",
    "    new_rows['entidad.urlSitioWeb'].append(entidad_json['urlSitioWeb'])\n",
    "    new_rows['entidad.telefonoContacto'].append(entidad_json['telefonoContacto'])\n",
    "    new_rows['entidad.correoElectronicoContacto'].append(entidad_json['correoElectronicoContacto'])\n",
    "\n",
    "for k, v in new_rows.items():\n",
    "    new_df[k] = pd.Series(v).values\n",
    "\n",
    "new_df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48f9eda7-5016-4f07-91fd-76cfc6ed1214",
   "metadata": {},
   "source": [
    "### esPresencial y esVirtual\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3c9dfb8b-f6a7-4f75-82ab-5b7a973189d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1067                                                   \n",
       "916                                                    \n",
       "148               Global,Notas,Certificado,Legalización\n",
       "190                    Certificación,Escolares,Libretas\n",
       "1054    inscripción vehículo,importación,casa comercial\n",
       "Name: palabrasClave, dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = []\n",
    "for i in range(0, df.shape[0]):\n",
    "    palabras_clave = df.iloc[i]['palabrasClave']\n",
    "    if isinstance(palabras_clave, list):\n",
    "        rows.append(','.join(palabras_clave))\n",
    "    else:\n",
    "        rows.append('')\n",
    "\n",
    "new_df['palabrasClave'] = pd.Series(rows).values\n",
    "new_df.sample(5)['palabrasClave']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eafc4d9e-ac97-41fa-bf38-fb681128ca18",
   "metadata": {},
   "source": [
    "### categorias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b492f2b3-6bb7-4412-81a5-e2a0543ec7a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "981    Educación,Salud,Vivienda,Empresas\n",
       "644                            Educación\n",
       "956                             Vivienda\n",
       "757            Justicia,Seguridad social\n",
       "751                            Educación\n",
       "Name: categorias, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = []\n",
    "for i in range(0, df.shape[0]):\n",
    "    categorias = df.iloc[i]['categorias']\n",
    "    categorias_list = [categoria['nombre'] for categoria in categorias]\n",
    "    if len(categorias_list) > 0:\n",
    "        rows.append(','.join(categorias_list))\n",
    "    else:\n",
    "        # TODO: ver como normalizar valores vacios, NULL o cadena vacia?\n",
    "        rows.append('')\n",
    "new_df['categorias'] = rows\n",
    "new_df.sample(5)['categorias']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8d7df89-dfa0-429c-ae5a-cbf578cfa2a1",
   "metadata": {},
   "source": [
    "### eventosVida"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ec66e9d-4154-4a30-a8d5-4a6d52ba7709",
   "metadata": {},
   "outputs": [],
   "source": [
    "def separar_lista_por_caracter(df, col, separator=','):\n",
    "    rows = []\n",
    "    for i in range(0, df.shape[0]):\n",
    "        words = df.iloc[i][col]\n",
    "        if isinstance(words, list):\n",
    "            rows.append(separator.join(words))\n",
    "        else:\n",
    "            rows.append('')\n",
    "    return rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0f891bad-d8bd-4e7f-a82a-da559b223fae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "91                 \n",
       "429    Mi educación\n",
       "715    Mi educación\n",
       "851    Mi educación\n",
       "603      Jubilación\n",
       "Name: eventosVida, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = separar_lista_por_caracter(df, 'eventosVida')\n",
    "new_df['eventosVida'] = pd.Series(rows).values\n",
    "new_df.sample(5)['eventosVida']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06217a9b-7bba-4c02-99be-b6f426276595",
   "metadata": {},
   "source": [
    "### documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b3c23fd8-a417-471d-9a76-3b7323ecd096",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1312                                                     \n",
       "486                                Formulario de registro\n",
       "1126                           Emisión de certificaciones\n",
       "679                    Titulo y Resolución Administrativa\n",
       "279     Concentrado de Notas Histórico Académico Récor...\n",
       "Name: documentos, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = separar_lista_por_caracter(df, 'documentos')\n",
    "new_df['documentos'] = pd.Series(rows).values\n",
    "new_df.sample(5)['documentos']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ae3d172e-46b4-4bd7-9182-fd032b4c4df6",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df['enlaces'] = df['enlaces']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8720df45-89fd-42b5-8483-8d6dca7287e9",
   "metadata": {},
   "source": [
    "### herramientas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "20472e60-f3a0-4a09-aeba-6e4d9b27ec05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1050    \n",
       "500     \n",
       "1089    \n",
       "1317    \n",
       "1203    \n",
       "Name: herramientas, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = separar_lista_por_caracter(df, 'herramientas')\n",
    "new_df['herramientas'] = pd.Series(rows).values\n",
    "new_df.sample(5)['herramientas']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "40b8b76e-be7b-4199-81af-4fbe6cb98f86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                                   object\n",
       "estado                               object\n",
       "fechaActualización                   object\n",
       "nombre                               object\n",
       "slug                                 object\n",
       "sigla                                object\n",
       "descripcion                          object\n",
       "marcoLegal                           object\n",
       "like                                  int64\n",
       "dislike                               int64\n",
       "esPresencial                           bool\n",
       "esVirtual                              bool\n",
       "resultado                            object\n",
       "enlaces                              object\n",
       "modalidades                          object\n",
       "ubicaciones                          object\n",
       "entidad.nombre                       object\n",
       "entidad.sigla                        object\n",
       "entidad.slug                         object\n",
       "entidad.logo                         object\n",
       "entidad.descripcion                  object\n",
       "entidad.urlSitioWeb                  object\n",
       "entidad.telefonoContacto             object\n",
       "entidad.correoElectronicoContacto    object\n",
       "palabrasClave                        object\n",
       "categorias                           object\n",
       "eventosVida                          object\n",
       "documentos                           object\n",
       "herramientas                         object\n",
       "dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a240370-0091-4fa1-96aa-36ee136624fa",
   "metadata": {},
   "source": [
    "### esPresencial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "30e194e4-58cf-449e-bdff-fd39e725f152",
   "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>id</th>\n",
       "      <th>nombre</th>\n",
       "      <th>esPresencial</th>\n",
       "      <th>esVirtual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>1313</td>\n",
       "      <td>Atención A Reclamos De Clientes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>1973</td>\n",
       "      <td>LEGALIZACION DE POLIZA DE INTERNACION</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>1450</td>\n",
       "      <td>Título Profesional de Maestro(a)</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1114</td>\n",
       "      <td>Legalización de Título Profesional - Técnico S...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1062</td>\n",
       "      <td>INSPECCIÓN DE CILINDROS DE HIERRO O ACERO SOME...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id                                             nombre  esPresencial  \\\n",
       "275  1313                    Atención A Reclamos De Clientes             1   \n",
       "767  1973              LEGALIZACION DE POLIZA DE INTERNACION             1   \n",
       "401  1450                   Título Profesional de Maestro(a)             1   \n",
       "89   1114  Legalización de Título Profesional - Técnico S...             1   \n",
       "54   1062  INSPECCIÓN DE CILINDROS DE HIERRO O ACERO SOME...             1   \n",
       "\n",
       "     esVirtual  \n",
       "275          0  \n",
       "767          0  \n",
       "401          0  \n",
       "89           1  \n",
       "54           0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['esPresencial'] = new_df['esPresencial'].apply(lambda value: 1 if value is True else 0)\n",
    "new_df['esVirtual'] = new_df['esVirtual'].apply(lambda value: 1 if value is True else 0)\n",
    "new_df.sample(5)[['id', 'nombre', 'esPresencial', 'esVirtual']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8984fbe6-024b-44a2-b796-2ab3a976981b",
   "metadata": {},
   "source": [
    "## Guardado como csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "947a2928-535c-4510-8dec-eeb36ebc87c0",
   "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>id</th>\n",
       "      <th>estado</th>\n",
       "      <th>fechaActualización</th>\n",
       "      <th>nombre</th>\n",
       "      <th>slug</th>\n",
       "      <th>sigla</th>\n",
       "      <th>descripcion</th>\n",
       "      <th>marcoLegal</th>\n",
       "      <th>like</th>\n",
       "      <th>dislike</th>\n",
       "      <th>esPresencial</th>\n",
       "      <th>esVirtual</th>\n",
       "      <th>resultado</th>\n",
       "      <th>enlaces</th>\n",
       "      <th>modalidades</th>\n",
       "      <th>ubicaciones</th>\n",
       "      <th>entidad.nombre</th>\n",
       "      <th>entidad.sigla</th>\n",
       "      <th>entidad.slug</th>\n",
       "      <th>entidad.logo</th>\n",
       "      <th>entidad.descripcion</th>\n",
       "      <th>entidad.urlSitioWeb</th>\n",
       "      <th>entidad.telefonoContacto</th>\n",
       "      <th>entidad.correoElectronicoContacto</th>\n",
       "      <th>palabrasClave</th>\n",
       "      <th>categorias</th>\n",
       "      <th>eventosVida</th>\n",
       "      <th>documentos</th>\n",
       "      <th>herramientas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>1572</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>13/07/2025</td>\n",
       "      <td>Devolución de Aportes Derechohabientes</td>\n",
       "      <td>devolucion-de-aportes-derechohabientes</td>\n",
       "      <td>None</td>\n",
       "      <td>Derechohabientes de Funcionarios Policiales fa...</td>\n",
       "      <td>Reglamento para la Devolución de Aportes VERSI...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Consejo Nacional de Vivienda Poli...</td>\n",
       "      <td>Consejo Nacional de Vivienda Policial</td>\n",
       "      <td>COVIPOL</td>\n",
       "      <td>consejo-nacional-de-vivienda-policial</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/24ca848f-d1...</td>\n",
       "      <td>El Consejo Nacional de Vivienda Policial (COVI...</td>\n",
       "      <td>https://covipol.gob.bo</td>\n",
       "      <td>73288511</td>\n",
       "      <td>achavez@covipol.gob.bo</td>\n",
       "      <td></td>\n",
       "      <td>Vivienda</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1055</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>23/07/2025</td>\n",
       "      <td>VERIFICACIÓN Y RESERVA DE DENOMINACIÓN</td>\n",
       "      <td>verificacion-y-reserva-de-denominacion</td>\n",
       "      <td>None</td>\n",
       "      <td>Regular el procedimiento de solicitud, verific...</td>\n",
       "      <td>Ley N°356 y Decreto Supremo N°1995</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Registro y constancia</td>\n",
       "      <td>[{'nombre': 'SITCOOP', 'url': 'https://coopera...</td>\n",
       "      <td>[{'tipo': 'VIRTUAL', 'url': 'https://cooperati...</td>\n",
       "      <td>[{'nombre': 'Central', 'tipo': 'Oficina centra...</td>\n",
       "      <td>Autoridad de Fiscalización y Control de Cooper...</td>\n",
       "      <td>AFCOOP</td>\n",
       "      <td>autoridad-de-fiscalizacion-y-control-de-cooper...</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/2bf12663-3f...</td>\n",
       "      <td>“Regular, Controlar, Fiscalizar y Supervisar e...</td>\n",
       "      <td>https://www.afcoop.gob.bo/</td>\n",
       "      <td>2 129205</td>\n",
       "      <td>None</td>\n",
       "      <td>reserva,denominacion,afcoop,nombre,cooperativa</td>\n",
       "      <td>Identificación</td>\n",
       "      <td></td>\n",
       "      <td>VERIFICACIÓN Y RESERVA DE DENOMINACIÓN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>1617</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>30/07/2025</td>\n",
       "      <td>REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...</td>\n",
       "      <td>requisitos-para-afiliacion-del-empleador-empre...</td>\n",
       "      <td>None</td>\n",
       "      <td>REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...</td>\n",
       "      <td>REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Constancia</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'CNS REGIONAL LA PAZ', 'tipo': 'Re...</td>\n",
       "      <td>Caja Nacional de Salud</td>\n",
       "      <td>CNS</td>\n",
       "      <td>caja-nacional-de-salud</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/8c891d9b-56...</td>\n",
       "      <td>La Caja Nacional de Salud es una institución d...</td>\n",
       "      <td>https://www.cns.gob.bo</td>\n",
       "      <td>2112064</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Salud</td>\n",
       "      <td>Cuidado de salud</td>\n",
       "      <td>REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>2852</td>\n",
       "      <td>PUBLICADO</td>\n",
       "      <td>15/10/2025</td>\n",
       "      <td>LLENADO Y LEGALIZADO DE CERTIFICADOS DE CALIFI...</td>\n",
       "      <td>llenado-y-legalizado-de-certificados-de-califi...</td>\n",
       "      <td>013</td>\n",
       "      <td>Trámite que permite al estudiante que realizó ...</td>\n",
       "      <td>Aprobación de la Actualización de la Guía de T...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Constancia</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...</td>\n",
       "      <td>[{'nombre': 'Dirección Departamental de Educac...</td>\n",
       "      <td>Direc. Dptal. de Educación La Paz</td>\n",
       "      <td>DDE-LPZ</td>\n",
       "      <td>direc-dptal-de-educacion-la-paz</td>\n",
       "      <td>https://www.gob.bo/ws/api/archivos/1a6cd44a-f5...</td>\n",
       "      <td>La Educación en Bolivia, ha sufrido una serie ...</td>\n",
       "      <td>https://www.ddelapaz.gob.bo</td>\n",
       "      <td>65125555</td>\n",
       "      <td>jronald.es.cruz@gmail.com</td>\n",
       "      <td></td>\n",
       "      <td>Educación</td>\n",
       "      <td></td>\n",
       "      <td>LLENADO Y LEGALIZADO DE CERTIFICADOS DE CALIFI...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id     estado fechaActualización  \\\n",
       "488   1572  PUBLICADO         13/07/2025   \n",
       "47    1055  PUBLICADO         23/07/2025   \n",
       "531   1617  PUBLICADO         30/07/2025   \n",
       "1357  2852  PUBLICADO         15/10/2025   \n",
       "\n",
       "                                                 nombre  \\\n",
       "488              Devolución de Aportes Derechohabientes   \n",
       "47               VERIFICACIÓN Y RESERVA DE DENOMINACIÓN   \n",
       "531   REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...   \n",
       "1357  LLENADO Y LEGALIZADO DE CERTIFICADOS DE CALIFI...   \n",
       "\n",
       "                                                   slug sigla  \\\n",
       "488              devolucion-de-aportes-derechohabientes  None   \n",
       "47               verificacion-y-reserva-de-denominacion  None   \n",
       "531   requisitos-para-afiliacion-del-empleador-empre...  None   \n",
       "1357  llenado-y-legalizado-de-certificados-de-califi...   013   \n",
       "\n",
       "                                            descripcion  \\\n",
       "488   Derechohabientes de Funcionarios Policiales fa...   \n",
       "47    Regular el procedimiento de solicitud, verific...   \n",
       "531   REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...   \n",
       "1357  Trámite que permite al estudiante que realizó ...   \n",
       "\n",
       "                                             marcoLegal  like  dislike  \\\n",
       "488   Reglamento para la Devolución de Aportes VERSI...     0        0   \n",
       "47                   Ley N°356 y Decreto Supremo N°1995     0        0   \n",
       "531   REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...     0        0   \n",
       "1357  Aprobación de la Actualización de la Guía de T...     0        0   \n",
       "\n",
       "      esPresencial  esVirtual              resultado  \\\n",
       "488              1          0                          \n",
       "47               0          1  Registro y constancia   \n",
       "531              1          0             Constancia   \n",
       "1357             1          0             Constancia   \n",
       "\n",
       "                                                enlaces  \\\n",
       "488                                                  []   \n",
       "47    [{'nombre': 'SITCOOP', 'url': 'https://coopera...   \n",
       "531                                                  []   \n",
       "1357                                                 []   \n",
       "\n",
       "                                            modalidades  \\\n",
       "488   [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "47    [{'tipo': 'VIRTUAL', 'url': 'https://cooperati...   \n",
       "531   [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "1357  [{'tipo': 'PRESENCIAL', 'url': None, 'urlSegui...   \n",
       "\n",
       "                                            ubicaciones  \\\n",
       "488   [{'nombre': 'Consejo Nacional de Vivienda Poli...   \n",
       "47    [{'nombre': 'Central', 'tipo': 'Oficina centra...   \n",
       "531   [{'nombre': 'CNS REGIONAL LA PAZ', 'tipo': 'Re...   \n",
       "1357  [{'nombre': 'Dirección Departamental de Educac...   \n",
       "\n",
       "                                         entidad.nombre entidad.sigla  \\\n",
       "488               Consejo Nacional de Vivienda Policial       COVIPOL   \n",
       "47    Autoridad de Fiscalización y Control de Cooper...        AFCOOP   \n",
       "531                              Caja Nacional de Salud           CNS   \n",
       "1357                  Direc. Dptal. de Educación La Paz       DDE-LPZ   \n",
       "\n",
       "                                           entidad.slug  \\\n",
       "488               consejo-nacional-de-vivienda-policial   \n",
       "47    autoridad-de-fiscalizacion-y-control-de-cooper...   \n",
       "531                              caja-nacional-de-salud   \n",
       "1357                    direc-dptal-de-educacion-la-paz   \n",
       "\n",
       "                                           entidad.logo  \\\n",
       "488   https://www.gob.bo/ws/api/archivos/24ca848f-d1...   \n",
       "47    https://www.gob.bo/ws/api/archivos/2bf12663-3f...   \n",
       "531   https://www.gob.bo/ws/api/archivos/8c891d9b-56...   \n",
       "1357  https://www.gob.bo/ws/api/archivos/1a6cd44a-f5...   \n",
       "\n",
       "                                    entidad.descripcion  \\\n",
       "488   El Consejo Nacional de Vivienda Policial (COVI...   \n",
       "47    “Regular, Controlar, Fiscalizar y Supervisar e...   \n",
       "531   La Caja Nacional de Salud es una institución d...   \n",
       "1357  La Educación en Bolivia, ha sufrido una serie ...   \n",
       "\n",
       "              entidad.urlSitioWeb entidad.telefonoContacto  \\\n",
       "488        https://covipol.gob.bo                 73288511   \n",
       "47     https://www.afcoop.gob.bo/                 2 129205   \n",
       "531        https://www.cns.gob.bo                  2112064   \n",
       "1357  https://www.ddelapaz.gob.bo                 65125555   \n",
       "\n",
       "     entidad.correoElectronicoContacto  \\\n",
       "488             achavez@covipol.gob.bo   \n",
       "47                                None   \n",
       "531                               None   \n",
       "1357         jronald.es.cruz@gmail.com   \n",
       "\n",
       "                                       palabrasClave      categorias  \\\n",
       "488                                                         Vivienda   \n",
       "47    reserva,denominacion,afcoop,nombre,cooperativa  Identificación   \n",
       "531                                                            Salud   \n",
       "1357                                                       Educación   \n",
       "\n",
       "           eventosVida                                         documentos  \\\n",
       "488                                                                         \n",
       "47                                 VERIFICACIÓN Y RESERVA DE DENOMINACIÓN   \n",
       "531   Cuidado de salud  REQUISITOS PARA AFILIACION DEL EMPLEADOR EMPRE...   \n",
       "1357                    LLENADO Y LEGALIZADO DE CERTIFICADOS DE CALIFI...   \n",
       "\n",
       "     herramientas  \n",
       "488                \n",
       "47                 \n",
       "531                \n",
       "1357               "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.sample(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ad4c72a-ead5-47ac-8124-a6ab73189793",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1369, 22)\n",
      "(1369, 29)\n"
     ]
    }
   ],
   "source": [
    "print(df.shape)\n",
    "print(new_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f6e08f6b-0314-4b8f-9deb-a5d7db5b0c1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df.to_csv('../tramites.csv', index=False)"
   ]
  }
 ],
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