strymsg commited on
Commit
58d6d4a
·
1 Parent(s): f8d5ec6

Corrigiendo eliminación de trámites duplicados

Browse files
data/gobbo_tramites_pre.csv CHANGED
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+ "id": "0d5eae83-3d65-485d-b520-4041cb1e98a1",
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+ "metadata": {},
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+ "source": [
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+ "# Análisis dataset gob.bo\n",
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+ "\n",
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+ "Analizando Datos de trámites del portal único de trámites de Bolivia. Datos obtenidos por web scraping."
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "id": "af7dbc07-115f-4de5-b928-0e1eaf31cd19",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>titulo</th>\n",
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+ " <th>institucion</th>\n",
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+ " <th>descripcion</th>\n",
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+ " <th>0</th>\n",
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+ " <td>DECLARACIONES JURADAS - SIAT EN LÍNEA</td>\n",
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+ " <td>Servicio de Impuestos Nacionales - SIN</td>\n",
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+ " <td>Facilitar al contribuyente el cumplimiento de ...</td>\n",
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+ " <td>informaciontributaria@impuestos.gob.bo</td>\n",
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+ " <td>1</td>\n",
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+ " <td>REQUISITOS\\nContar con las credenciales de acc...</td>\n",
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+ " <td>PROCEDIMIENTO\\nIngresar al siguiente enlace: h...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>4</td>\n",
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+ " <td>https://www.gob.bo/tramite/851</td>\n",
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+ " <td>Impuestos</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1</th>\n",
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+ " <td>INSCRIPCIÓN AL RÉGIMEN DE REINTEGRO EN EFECTIV...</td>\n",
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+ " <td>Servicio de Impuestos Nacionales - SIN</td>\n",
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+ " <td>El Régimen de Reintegro del IVA (Re-IVA), alca...</td>\n",
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+ " <td>informaciontributaria@impuestos.gob.bo</td>\n",
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+ " <td>https://www.impuestos.gob.bo/</td>\n",
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+ " <td>0</td>\n",
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+ " <td>1</td>\n",
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+ " <td>REQUISITOS\\nCedula de Identidad vigente.\\nN° d...</td>\n",
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+ " <td>PROCEDIMIENTO\\nIngresar al siguiente enlace pa...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>3</td>\n",
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+ " <td>https://www.gob.bo/tramite/2652</td>\n",
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+ " <td>Impuestos</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Ley 1355</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>REGISTRO AL PADRÓN NACIONAL DE CONTRIBUYENTES</td>\n",
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+ " <td>Servicio de Impuestos Nacionales - SIN</td>\n",
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+ " <td>Las Personas Naturales y Jurídicas que efectúe...</td>\n",
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+ " <td>informaciontributaria@impuestos.gob.bo</td>\n",
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+ " <td>https://www.impuestos.gob.bo/</td>\n",
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+ " <td>0</td>\n",
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+ " <td>1</td>\n",
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+ " <td>REQUISITOS INSCRIPCIÓN A TRAVÉS DEL SIAT EN LÍ...</td>\n",
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+ " <td>PROCEDIMIENTO DE INSCRIPCIÓN\\nIngresar al sigu...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>3</td>\n",
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+ " <td>https://www.gob.bo/tramite/1367</td>\n",
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+ " <td>Impuestos</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>3</th>\n",
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+ " <td>INACTIVACIÓN DEL NIT</td>\n",
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+ " <td>Servicio de Impuestos Nacionales - SIN</td>\n",
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+ " <td>Procedimiento para inactivar el NIT</td>\n",
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+ " <td>informaciontributaria@impuestos.gob.bo</td>\n",
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+ " <td>https://www.impuestos.gob.bo/</td>\n",
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+ " <td>0</td>\n",
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+ " <td>1</td>\n",
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+ " <td>REQUISITOS\\nContar con las credenciales de acc...</td>\n",
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+ " <td>PRODECIMIENTO\\nIngresar al siguiente enlace ht...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>3</td>\n",
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+ " <td>https://www.gob.bo/tramite/2650</td>\n",
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+ " <td>Impuestos</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>RND 10-0009-11</td>\n",
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+ " <td>NaN</td>\n",
158
+ " <td>NaN</td>\n",
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+ " </tr>\n",
160
+ " <tr>\n",
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+ " <th>4</th>\n",
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+ " <td>VERIFICADOR DE FACTURAS</td>\n",
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+ " <td>Servicio de Impuestos Nacionales - SIN</td>\n",
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+ " <td>Herramienta habilitada para verificar si las f...</td>\n",
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+ " <td>informaciontributaria@impuestos.gob.bo</td>\n",
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+ " <td>https://www.impuestos.gob.bo/</td>\n",
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+ " <td>0</td>\n",
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+ " <td>1</td>\n",
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+ " <td>REQUISITO\\nContar la factura original.</td>\n",
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+ " <td>PROCEDIMIENTO\\nIngresar al siguiente enlace ht...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>4</td>\n",
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+ " <td>https://www.gob.bo/tramite/2654</td>\n",
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+ " <td>Impuestos</td>\n",
179
+ " <td>NaN</td>\n",
180
+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1777</th>\n",
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+ " <td>PERMISO ESPECIAL DE CIRCULACION POR EXCESO DE ...</td>\n",
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+ " <td>Administradora Boliviana de Carreteras - ABC</td>\n",
212
+ " <td>Obtencion de permiso especial para transitar c...</td>\n",
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+ " <td>wgutierrez@abc.gob.bo</td>\n",
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+ " <td>www.abc.gob.bo</td>\n",
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+ " <td>1</td>\n",
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+ " <td>0</td>\n",
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+ " <td>llenado de formulario\\npoliza de buena ejecuci...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>1</td>\n",
220
+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
222
+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>0</td>\n",
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+ " <td>https://www.gob.bo/tramite/291</td>\n",
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+ " <td>Transporte</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Decreto Supremo Nº 25629, 24 de diciembre de 1999</td>\n",
229
+ " <td>NaN</td>\n",
230
+ " <td>08:00 - 18:00</td>\n",
231
+ " </tr>\n",
232
+ " <tr>\n",
233
+ " <th>1778</th>\n",
234
+ " <td>PERMISO DE CIURCULACION POR EXCESO DE DIMENSIONES</td>\n",
235
+ " <td>Administradora Boliviana de Carreteras - ABC</td>\n",
236
+ " <td>Obtencion de permiso para circular con exceso ...</td>\n",
237
+ " <td>wgutierrez@abc.gob.bo</td>\n",
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+ " <td>www.abc.gob.bo</td>\n",
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+ " <td>1</td>\n",
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+ " <td>0</td>\n",
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+ " <td>Nota Dirigida al Gerente Regional (Mencionando...</td>\n",
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+ " <td>Presentar todos los requisitos en ventanilla ú...</td>\n",
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+ " <td>9</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>0</td>\n",
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+ " <td>https://www.gob.bo/tramite/296</td>\n",
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+ " <td>Transporte</td>\n",
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+ " <td>3 dias</td>\n",
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+ " <td>Decreto Supremo Nº 25629, 24 de diciembre de 1999</td>\n",
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+ " <td>NaN</td>\n",
254
+ " <td>08:00 - 18:00,08:00 - 18:00,08:00 - 18:00,08:0...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1779</th>\n",
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+ " <td>USO DE BALANZA</td>\n",
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+ " <td>Zona Franca Comercial e Industrial de Cobija -...</td>\n",
260
+ " <td>Brindar el servicio de pesaje a todos los tran...</td>\n",
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+ " <td>MAEZOFRACOBIJA@GMAIL.COM</td>\n",
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+ " <td>https://www.zofracobija.gob.bo/</td>\n",
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+ " <td>1</td>\n",
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+ " <td>0</td>\n",
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+ " <td>Presentarse físicamente con el transporte en i...</td>\n",
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+ " <td>Presentarse físicamente con el transporte en i...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
269
+ " <td>Forma de pago: EFECTIVO</td>\n",
270
+ " <td>Concepto de pago: uso de balanza</td>\n",
271
+ " <td>-</td>\n",
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+ " <td>0</td>\n",
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+ " <td>https://www.gob.bo/tramite/2136</td>\n",
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+ " <td>Transporte</td>\n",
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+ " <td>20 minutos</td>\n",
276
+ " <td>R.A. Nº 20/2017</td>\n",
277
+ " <td>Banco Unión</td>\n",
278
+ " <td>NaN</td>\n",
279
+ " </tr>\n",
280
+ " <tr>\n",
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+ " <th>1780</th>\n",
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+ " <td>CERTIFICACIÓN DE NO SUSTANCIAS AGOTADORAS DE O...</td>\n",
283
+ " <td>Ministerio de Medio Ambiente y Agua - MINMAA</td>\n",
284
+ " <td>Otorgar la Certificación de No Sustancias Agot...</td>\n",
285
+ " <td>quinochavez@hotmail.com</td>\n",
286
+ " <td>www.mmaya.gob.bo</td>\n",
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+ " <td>1</td>\n",
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+ " <td>0</td>\n",
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+ " <td>Carta de Solicitud de Certificación de No SAO,...</td>\n",
290
+ " <td>El solicitante se apersona a oficinas de la Co...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
294
+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
296
+ " <td>0</td>\n",
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+ " <td>https://www.gob.bo/tramite/1515</td>\n",
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+ " <td>Transporte</td>\n",
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+ " <td>10 dias</td>\n",
300
+ " <td>Compendio de normativas de gestión ambiental d...</td>\n",
301
+ " <td>NaN</td>\n",
302
+ " <td>NaN</td>\n",
303
+ " </tr>\n",
304
+ " <tr>\n",
305
+ " <th>1781</th>\n",
306
+ " <td>REGISTRO DE EMPRESA EN EL ORGANISMO SECTORIAL ...</td>\n",
307
+ " <td>Ministerio de Medio Ambiente y Agua - MINMAA</td>\n",
308
+ " <td>Realizar el Registro de Empresa en el Organism...</td>\n",
309
+ " <td>quinochavez@hotmail.com</td>\n",
310
+ " <td>www.mmaya.gob.bo</td>\n",
311
+ " <td>1</td>\n",
312
+ " <td>0</td>\n",
313
+ " <td>Carta de Solicitud de Registro de Empresa, dir...</td>\n",
314
+ " <td>El solicitante se apersona a oficinas de la Co...</td>\n",
315
+ " <td>0</td>\n",
316
+ " <td>...</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
320
+ " <td>0</td>\n",
321
+ " <td>https://www.gob.bo/tramite/1517</td>\n",
322
+ " <td>Transporte</td>\n",
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+ " <td>10 dias</td>\n",
324
+ " <td>Compendio de normativas de gestión ambiental d...</td>\n",
325
+ " <td>NaN</td>\n",
326
+ " <td>NaN</td>\n",
327
+ " </tr>\n",
328
+ " </tbody>\n",
329
+ "</table>\n",
330
+ "<p>1782 rows × 26 columns</p>\n",
331
+ "</div>"
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+ ],
333
+ "text/plain": [
334
+ " titulo \\\n",
335
+ "0 DECLARACIONES JURADAS - SIAT EN LÍNEA \n",
336
+ "1 INSCRIPCIÓN AL RÉGIMEN DE REINTEGRO EN EFECTIV... \n",
337
+ "2 REGISTRO AL PADRÓN NACIONAL DE CONTRIBUYENTES \n",
338
+ "3 INACTIVACIÓN DEL NIT \n",
339
+ "4 VERIFICADOR DE FACTURAS \n",
340
+ "... ... \n",
341
+ "1777 PERMISO ESPECIAL DE CIRCULACION POR EXCESO DE ... \n",
342
+ "1778 PERMISO DE CIURCULACION POR EXCESO DE DIMENSIONES \n",
343
+ "1779 USO DE BALANZA \n",
344
+ "1780 CERTIFICACIÓN DE NO SUSTANCIAS AGOTADORAS DE O... \n",
345
+ "1781 REGISTRO DE EMPRESA EN EL ORGANISMO SECTORIAL ... \n",
346
+ "\n",
347
+ " institucion \\\n",
348
+ "0 Servicio de Impuestos Nacionales - SIN \n",
349
+ "1 Servicio de Impuestos Nacionales - SIN \n",
350
+ "2 Servicio de Impuestos Nacionales - SIN \n",
351
+ "3 Servicio de Impuestos Nacionales - SIN \n",
352
+ "4 Servicio de Impuestos Nacionales - SIN \n",
353
+ "... ... \n",
354
+ "1777 Administradora Boliviana de Carreteras - ABC \n",
355
+ "1778 Administradora Boliviana de Carreteras - ABC \n",
356
+ "1779 Zona Franca Comercial e Industrial de Cobija -... \n",
357
+ "1780 Ministerio de Medio Ambiente y Agua - MINMAA \n",
358
+ "1781 Ministerio de Medio Ambiente y Agua - MINMAA \n",
359
+ "\n",
360
+ " descripcion \\\n",
361
+ "0 Facilitar al contribuyente el cumplimiento de ... \n",
362
+ "1 El Régimen de Reintegro del IVA (Re-IVA), alca... \n",
363
+ "2 Las Personas Naturales y Jurídicas que efectúe... \n",
364
+ "3 Procedimiento para inactivar el NIT \n",
365
+ "4 Herramienta habilitada para verificar si las f... \n",
366
+ "... ... \n",
367
+ "1777 Obtencion de permiso especial para transitar c... \n",
368
+ "1778 Obtencion de permiso para circular con exceso ... \n",
369
+ "1779 Brindar el servicio de pesaje a todos los tran... \n",
370
+ "1780 Otorgar la Certificación de No Sustancias Agot... \n",
371
+ "1781 Realizar el Registro de Empresa en el Organism... \n",
372
+ "\n",
373
+ " contacto web \\\n",
374
+ "0 informaciontributaria@impuestos.gob.bo https://www.impuestos.gob.bo/ \n",
375
+ "1 informaciontributaria@impuestos.gob.bo https://www.impuestos.gob.bo/ \n",
376
+ "2 informaciontributaria@impuestos.gob.bo https://www.impuestos.gob.bo/ \n",
377
+ "3 informaciontributaria@impuestos.gob.bo https://www.impuestos.gob.bo/ \n",
378
+ "4 informaciontributaria@impuestos.gob.bo https://www.impuestos.gob.bo/ \n",
379
+ "... ... ... \n",
380
+ "1777 wgutierrez@abc.gob.bo www.abc.gob.bo \n",
381
+ "1778 wgutierrez@abc.gob.bo www.abc.gob.bo \n",
382
+ "1779 MAEZOFRACOBIJA@GMAIL.COM https://www.zofracobija.gob.bo/ \n",
383
+ "1780 quinochavez@hotmail.com www.mmaya.gob.bo \n",
384
+ "1781 quinochavez@hotmail.com www.mmaya.gob.bo \n",
385
+ "\n",
386
+ " es_presencial es_en_linea \\\n",
387
+ "0 0 1 \n",
388
+ "1 0 1 \n",
389
+ "2 0 1 \n",
390
+ "3 0 1 \n",
391
+ "4 0 1 \n",
392
+ "... ... ... \n",
393
+ "1777 1 0 \n",
394
+ "1778 1 0 \n",
395
+ "1779 1 0 \n",
396
+ "1780 1 0 \n",
397
+ "1781 1 0 \n",
398
+ "\n",
399
+ " requisitos \\\n",
400
+ "0 REQUISITOS\\nContar con las credenciales de acc... \n",
401
+ "1 REQUISITOS\\nCedula de Identidad vigente.\\nN° d... \n",
402
+ "2 REQUISITOS INSCRIPCIÓN A TRAVÉS DEL SIAT EN LÍ... \n",
403
+ "3 REQUISITOS\\nContar con las credenciales de acc... \n",
404
+ "4 REQUISITO\\nContar la factura original. \n",
405
+ "... ... \n",
406
+ "1777 llenado de formulario\\npoliza de buena ejecuci... \n",
407
+ "1778 Nota Dirigida al Gerente Regional (Mencionando... \n",
408
+ "1779 Presentarse físicamente con el transporte en i... \n",
409
+ "1780 Carta de Solicitud de Certificación de No SAO,... \n",
410
+ "1781 Carta de Solicitud de Registro de Empresa, dir... \n",
411
+ "\n",
412
+ " procedimiento num_ubicaciones ... \\\n",
413
+ "0 PROCEDIMIENTO\\nIngresar al siguiente enlace: h... 0 ... \n",
414
+ "1 PROCEDIMIENTO\\nIngresar al siguiente enlace pa... 0 ... \n",
415
+ "2 PROCEDIMIENTO DE INSCRIPCIÓN\\nIngresar al sigu... 0 ... \n",
416
+ "3 PRODECIMIENTO\\nIngresar al siguiente enlace ht... 0 ... \n",
417
+ "4 PROCEDIMIENTO\\nIngresar al siguiente enlace ht... 0 ... \n",
418
+ "... ... ... ... \n",
419
+ "1777 NaN 1 ... \n",
420
+ "1778 Presentar todos los requisitos en ventanilla ú... 9 ... \n",
421
+ "1779 Presentarse físicamente con el transporte en i... 0 ... \n",
422
+ "1780 El solicitante se apersona a oficinas de la Co... 0 ... \n",
423
+ "1781 El solicitante se apersona a oficinas de la Co... 0 ... \n",
424
+ "\n",
425
+ " costo_formas costo_conceptos \\\n",
426
+ "0 NaN NaN \n",
427
+ "1 NaN NaN \n",
428
+ "2 NaN NaN \n",
429
+ "3 NaN NaN \n",
430
+ "4 NaN NaN \n",
431
+ "... ... ... \n",
432
+ "1777 NaN NaN \n",
433
+ "1778 NaN NaN \n",
434
+ "1779 Forma de pago: EFECTIVO Concepto de pago: uso de balanza \n",
435
+ "1780 NaN NaN \n",
436
+ "1781 NaN NaN \n",
437
+ "\n",
438
+ " costo_ctas_bancarias calificacion url \\\n",
439
+ "0 NaN 4 https://www.gob.bo/tramite/851 \n",
440
+ "1 NaN 3 https://www.gob.bo/tramite/2652 \n",
441
+ "2 NaN 3 https://www.gob.bo/tramite/1367 \n",
442
+ "3 NaN 3 https://www.gob.bo/tramite/2650 \n",
443
+ "4 NaN 4 https://www.gob.bo/tramite/2654 \n",
444
+ "... ... ... ... \n",
445
+ "1777 NaN 0 https://www.gob.bo/tramite/291 \n",
446
+ "1778 NaN 0 https://www.gob.bo/tramite/296 \n",
447
+ "1779 - 0 https://www.gob.bo/tramite/2136 \n",
448
+ "1780 NaN 0 https://www.gob.bo/tramite/1515 \n",
449
+ "1781 NaN 0 https://www.gob.bo/tramite/1517 \n",
450
+ "\n",
451
+ " categoria duracion \\\n",
452
+ "0 Impuestos NaN \n",
453
+ "1 Impuestos NaN \n",
454
+ "2 Impuestos NaN \n",
455
+ "3 Impuestos NaN \n",
456
+ "4 Impuestos NaN \n",
457
+ "... ... ... \n",
458
+ "1777 Transporte NaN \n",
459
+ "1778 Transporte 3 dias \n",
460
+ "1779 Transporte 20 minutos \n",
461
+ "1780 Transporte 10 dias \n",
462
+ "1781 Transporte 10 dias \n",
463
+ "\n",
464
+ " marco_legal costo_bancos \\\n",
465
+ "0 NaN NaN \n",
466
+ "1 Ley 1355 NaN \n",
467
+ "2 NaN NaN \n",
468
+ "3 RND 10-0009-11 NaN \n",
469
+ "4 NaN NaN \n",
470
+ "... ... ... \n",
471
+ "1777 Decreto Supremo Nº 25629, 24 de diciembre de 1999 NaN \n",
472
+ "1778 Decreto Supremo Nº 25629, 24 de diciembre de 1999 NaN \n",
473
+ "1779 R.A. Nº 20/2017 Banco Unión \n",
474
+ "1780 Compendio de normativas de gestión ambiental d... NaN \n",
475
+ "1781 Compendio de normativas de gestión ambiental d... NaN \n",
476
+ "\n",
477
+ " horarios_atencion \n",
478
+ "0 NaN \n",
479
+ "1 NaN \n",
480
+ "2 NaN \n",
481
+ "3 NaN \n",
482
+ "4 NaN \n",
483
+ "... ... \n",
484
+ "1777 08:00 - 18:00 \n",
485
+ "1778 08:00 - 18:00,08:00 - 18:00,08:00 - 18:00,08:0... \n",
486
+ "1779 NaN \n",
487
+ "1780 NaN \n",
488
+ "1781 NaN \n",
489
+ "\n",
490
+ "[1782 rows x 26 columns]"
491
+ ]
492
+ },
493
+ "execution_count": 4,
494
+ "metadata": {},
495
+ "output_type": "execute_result"
496
+ }
497
+ ],
498
+ "source": [
499
+ "import pandas as pd\n",
500
+ "import numpy as np\n",
501
+ "\n",
502
+ "df = pd.read_csv('../data/gobbo_tramites_pre.csv', encoding='utf-8', sep=\",\" )\n",
503
+ "df"
504
+ ]
505
+ }
506
+ ],
507
+ "metadata": {
508
+ "kernelspec": {
509
+ "display_name": "Python 3 (ipykernel)",
510
+ "language": "python",
511
+ "name": "python3"
512
+ },
513
+ "language_info": {
514
+ "codemirror_mode": {
515
+ "name": "ipython",
516
+ "version": 3
517
+ },
518
+ "file_extension": ".py",
519
+ "mimetype": "text/x-python",
520
+ "name": "python",
521
+ "nbconvert_exporter": "python",
522
+ "pygments_lexer": "ipython3",
523
+ "version": "3.12.4"
524
+ }
525
+ },
526
+ "nbformat": 4,
527
+ "nbformat_minor": 5
528
+ }
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