From 69d071c7569c34fdff3afe69d025214c91967d6c Mon Sep 17 00:00:00 2001 From: Miguel Alejandro Salgado Zapien Date: Sat, 24 Feb 2024 22:11:31 -0800 Subject: [PATCH] Update. --- Pipfile | 1 + exploracion-individual.ipynb | 3507 ++++++++++++++++++++++++++++++---- 2 files changed, 3171 insertions(+), 337 deletions(-) diff --git a/Pipfile b/Pipfile index 350c988..eefc5b5 100644 --- a/Pipfile +++ b/Pipfile @@ -13,6 +13,7 @@ pandas = "*" scipy = "*" scikit-learn = "*" pyarrow = "*" +black = {extras = ["jupyter"], version = "*"} [dev-packages] diff --git a/exploracion-individual.ipynb b/exploracion-individual.ipynb index 632c9fa..c60a0fc 100644 --- a/exploracion-individual.ipynb +++ b/exploracion-individual.ipynb @@ -2,42 +2,85 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 222, "id": "16c86730-6982-4338-a98c-49f0c5b603ba", "metadata": {}, "outputs": [], "source": [ "from functools import cache\n", "import pandas as pd\n", - "\n", + "pd.set_option('display.max_columns', None)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "id": "754c0d91-a10d-4e84-9dc2-02b01ec1ac57", + "metadata": {}, + "outputs": [], + "source": [ "@cache\n", "def get_dataset_for(year):\n", - " return pd.read_csv(f\"datasets/sinac{year}DatosAbiertos.csv\")" + " return pd.read_csv(f\"datasets/sinac{year}DatosAbiertos.csv\", dtype=object)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 224, "id": "d03c787f-f963-4eff-8294-63bc7b073d04", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/05/y38rqjl55hjb_hbnypxzgrsw0000gn/T/ipykernel_48786/301737641.py:6: DtypeWarning: Columns (5,6,7,54,60) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " return pd.read_csv(f\"datasets/sinac{year}DatosAbiertos.csv\")\n" - ] - } - ], + "outputs": [], "source": [ - "df = get_dataset_for(2015)" + "_df = get_dataset_for(2013)" ] }, { "cell_type": "code", - "execution_count": 15, - "id": "f793f126-f1a6-417c-8801-b39fdd9b740d", + "execution_count": 241, + "id": "9b688263-b6ea-4cec-a1e3-8b7a9935d909", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "estados_mexicanos ={'AGUASCALIENTES',\n", + " 'BAJA CALIFORNIA',\n", + " 'BAJA CALIFORNIA SUR',\n", + " 'CAMPECHE',\n", + " 'CHIAPAS',\n", + " 'CHIHUAHUA',\n", + " 'COAHUILA DE ZARAGOZA',\n", + " 'COLIMA',\n", + " 'DISTRITO FEDERAL',\n", + " 'DURANGO',\n", + " 'GUANAJUATO',\n", + " 'GUERRERO',\n", + " 'HIDALGO',\n", + " 'JALISCO',\n", + " 'MEXICO',\n", + " 'MICHOACAN DE OCAMPO',\n", + " 'MORELOS',\n", + " 'NAYARIT',\n", + " 'NUEVO LEON',\n", + " 'OAXACA',\n", + " 'PUEBLA',\n", + " 'QUERETARO DE ARTEAGA',\n", + " 'QUINTANA ROO',\n", + " 'SAN LUIS POTOSI',\n", + " 'SINALOA',\n", + " 'SONORA',\n", + " 'TABASCO',\n", + " 'TAMAULIPAS',\n", + " 'TLAXCALA',\n", + " 'VERACRUZ DE IGNACIO DE LA LLAVE',\n", + " 'YUCATAN',\n", + " 'ZACATECAS'}" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "id": "bbfc26f0-7bae-444c-9f08-cbf77096713a", "metadata": {}, "outputs": [ { @@ -66,12 +109,48 @@ " mpo_nac_madre\n", " fecha_nac_madre\n", " edad_madre\n", - " madre_se_considera_indigena\n", - " madre_habla_lengua_indigena\n", - " lengua_indigena_hablada\n", " estado_conyugal\n", " entidad_residencia_madre\n", - " ...\n", + " municipio_residencia_madre\n", + " localidad_residencia_madre\n", + " numero_embarazos\n", + " hijos_nacidos_muertos\n", + " hijos_nacidos_vivos\n", + " hijos_sobrevivientes\n", + " el_hijo_anterior_nacio\n", + " vive_aun_hijo_anterior\n", + " orden_nacimiento\n", + " recibio_atencion_prenatal\n", + " trimestre_recibio_primera_consulta\n", + " total_consultas_recibidas\n", + " madre_sobrevivio_al_parto\n", + " afiliacion_serv_salud\n", + " escolaridad_madre\n", + " ocupacion_habitual_madre\n", + " trabaja_actualmente\n", + " fecha_nacimiento_nac_vivo\n", + " hora_nacimiento_nac_vivo\n", + " sexo_nac_vivo\n", + " semanas_gestacion_nac_vivo\n", + " talla_nac_vivo\n", + " peso_nac_vivo\n", + " valoracion_apgar_nac_vivo\n", + " valoracion_silverman_nac_vivo\n", + " recibio_vacuna_bcg\n", + " recibio_vacuna_hep_b\n", + " recibio_vit_a\n", + " recibio_vit_k\n", + " se_realizo_tamiz_auditivo\n", + " producto_de_un_embarazo\n", + " codigo_anomalia\n", + " anomalia_congenita_nac_vivo\n", + " procedimiento_utilizado\n", + " lugar_de_nacimiento\n", + " nombre_unidad_medica\n", + " clues\n", + " quien_atendio_parto\n", + " entidad_nacimiento\n", + " municipio_nacimiento\n", " localidad_nacimiento\n", " certificado_por\n", " unidad_medica_certifico\n", @@ -86,124 +165,2743 @@ " \n", " \n", " \n", - " 0\n", - " MEXICO\n", - " MEXICO\n", - " NAUCALPAN DE JUAREZ\n", - " 16/09/1994\n", - " 20\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 1921658\n", + " TAMAULIPAS\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " TANTOYUCA\n", + " 12/04/1989\n", + " 24\n", " UNIÓN LIBRE\n", - " MEXICO\n", - " ...\n", - " NAUCALPAN DE JUAREZ\n", + " TAMAULIPAS\n", + " NUEVO LAREDO\n", + " NUEVO LAREDO\n", + " 4\n", + " 0\n", + " 4\n", + " 4\n", + " VIVO\n", + " SI\n", + " 4\n", + " SI\n", + " PRIMERO\n", + " 8\n", + " SI\n", + " SEGURO POPULAR\n", + " SECUNDARIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 05/11/2013\n", + " 09:47\n", + " HOMBRE\n", + " 40\n", + " 51\n", + " 3240\n", + " 9\n", + " 99\n", + " SI\n", + " SI\n", + " SI\n", + " SI\n", + " SI\n", + " ÚNICO\n", + " 9999\n", + " No Especificado\n", + " CESÁREA\n", + " SECRETARÍA DE SALUD\n", + " HG HOSPITAL GENERAL CIVIL NUEVO LAREDO\n", + " TSSSA001562\n", + " MÉDICO\n", + " TAMAULIPAS\n", + " NUEVO LAREDO\n", + " NUEVO LAREDO\n", " MÉDICO GINECO-OBSTETRA\n", " NO APLICA\n", " 9997\n", + " TAMAULIPAS\n", + " NUEVO LAREDO\n", + " NUEVO LAREDO\n", + " 05/11/2013\n", + " 25/11/2013\n", + " 2010\n", + " \n", + " \n", + " 2120706\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " TRES VALLES\n", + " 12/03/1992\n", + " 21\n", + " CASADA\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " TRES VALLES\n", + " TRES VALLES\n", + " 3\n", + " 0\n", + " 3\n", + " 3\n", + " VIVO\n", + " SI\n", + " 3\n", + " SI\n", + " PRIMERO\n", + " 5\n", + " SI\n", + " SEGURO POPULAR\n", + " PRIMARIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 25/10/2013\n", + " 03:00\n", + " MUJER\n", + " 38\n", + " 50\n", + " 3300\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL GENERAL COSAMALOAPAN DR. VÍCTOR MANU...\n", + " VZSSA001384\n", + " MÉDICO\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " COSAMALOAPAN DE CARPIO\n", + " COSAMALOAPAN\n", + " OTRO MÉDICO\n", + " NO APLICA\n", + " 9997\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " COSAMALOAPAN DE CARPIO\n", + " COSAMALOAPAN\n", + " 25/10/2013\n", + " 13/11/2013\n", + " 2010\n", + " \n", + " \n", + " 208694\n", + " CHIAPAS\n", + " CHIAPAS\n", + " COMITAN DE DOMINGUEZ\n", + " 08/05/1991\n", + " 22\n", + " CASADA\n", + " CHIAPAS\n", + " LA INDEPENDENCIA\n", + " LA INDEPENDENCIA\n", + " 3\n", + " 0\n", + " 3\n", + " 3\n", + " VIVO\n", + " SI\n", + " 3\n", + " SI\n", + " PRIMERO\n", + " 8\n", + " SI\n", + " SEGURO POPULAR\n", + " PRIMARIA INCOMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 23/12/2013\n", + " 15:03\n", + " HOMBRE\n", + " 40\n", + " 51\n", + " 2915\n", + " 8\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL DE LA MUJER COMITÁN\n", + " CSSSA018776\n", + " MÉDICO\n", + " CHIAPAS\n", + " COMITAN DE DOMINGUEZ\n", + " COMITAN DE DOMINGUEZ\n", + " MÉDICO GINECO-OBSTETRA\n", + " NO APLICA\n", + " 9997\n", + " CHIAPAS\n", + " COMITAN DE DOMINGUEZ\n", + " COMITAN DE DOMINGUEZ\n", + " 23/12/2013\n", + " 27/12/2013\n", + " 2010\n", + " \n", + " \n", + " 1181864\n", + " MEXICO\n", + " DISTRITO FEDERAL\n", + " CUAUHTEMOC\n", + " 30/07/1983\n", + " 29\n", + " SOLTERA\n", + " MEXICO\n", + " CUAUTITLAN IZCALLI\n", + " NO ESPECIFICADO\n", + " 3\n", + " 0\n", + " 3\n", + " 3\n", + " VIVO\n", + " SI\n", + " 3\n", + " SI\n", + " SEGUNDO\n", + " 3\n", + " SI\n", + " SEGURO POPULAR\n", + " SECUNDARIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 15/03/2013\n", + " 22:42\n", + " HOMBRE\n", + " 40\n", + " 48\n", + " 3000\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " SECRETARÍA DE SALUD\n", + " H.G. VALLE CEYLAN\n", + " MCSSA007265\n", + " MÉDICO\n", + " MEXICO\n", + " TLALNEPANTLA DE BAZ\n", + " TLALNEPANTLA\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " MEXICO\n", + " TLALNEPANTLA DE BAZ\n", + " TLALNEPANTLA\n", + " 16/03/2013\n", + " 20/03/2013\n", + " 2010\n", + " \n", + " \n", + " 1719391\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " 19/06/1993\n", + " 19\n", + " UNIÓN LIBRE\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " NaN\n", + " 1\n", + " SI\n", + " PRIMERO\n", + " 4\n", + " SI\n", + " SEGURO POPULAR\n", + " SECUNDARIA COMPLETA\n", + " NO REMUNERADO - ESTUDIANTE\n", + " NaN\n", + " 27/04/2013\n", + " 13:50\n", + " MUJER\n", + " 40\n", + " 99\n", + " 3280\n", + " 8\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " NO\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " UNIDAD MÉDICA PRIVADA\n", + " NO TIENE CLUES\n", + " 9998\n", + " MÉDICO\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " SAN LUIS POTOSI\n", + " 27/04/2013\n", + " 27/04/2013\n", + " 2010\n", + " \n", + " \n", + " 1770740\n", + " SINALOA\n", + " SINALOA\n", + " CULIACAN\n", + " 11/09/1986\n", + " 26\n", + " CASADA\n", + " SINALOA\n", + " CULIACAN\n", + " CULIACAN ROSALES\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " NaN\n", + " 1\n", + " SI\n", + " PRIMERO\n", + " 7\n", + " SI\n", + " IMSS\n", + " PROFESIONAL\n", + " EMPLEADOS DE SECTORES PÚBLICO Y PRIVADO\n", + " SI\n", + " 24/08/2013\n", + " 23:09\n", + " MUJER\n", + " 37\n", + " 52\n", + " 3250\n", + " 9\n", + " 0\n", + " SI\n", + " SI\n", + " SI\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " IMSS\n", + " HGR 1 CULIACÁN\n", + " SLIMS000131\n", + " MÉDICO\n", + " SINALOA\n", + " CULIACAN\n", + " CULIACAN ROSALES\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " SINALOA\n", + " CULIACAN\n", + " CULIACAN ROSALES\n", + " 27/08/2013\n", + " 09/09/2013\n", + " 2010\n", + " \n", + " \n", + " 1541814\n", + " MORELOS\n", + " PUEBLA\n", + " JOLALPAN\n", + " 18/08/1973\n", + " 40\n", + " CASADA\n", + " PUEBLA\n", + " JOLALPAN\n", + " JOLALPAN\n", + " 4\n", + " 0\n", + " 4\n", + " 4\n", + " VIVO\n", + " SI\n", + " 4\n", + " SI\n", + " PRIMERO\n", + " 6\n", + " SI\n", + " SEGURO POPULAR\n", + " PRIMARIA INCOMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 20/09/2013\n", + " 12:25\n", + " HOMBRE\n", + " 39\n", + " 50\n", + " 3100\n", + " 9\n", + " 2\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HG DE AXOCHIAPAN DR. ÁNGEL VENTURA NERI\n", + " MSSSA000080\n", + " MÉDICO\n", + " MORELOS\n", + " AXOCHIAPAN\n", + " AXOCHIAPAN\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " MORELOS\n", + " AXOCHIAPAN\n", + " AXOCHIAPAN\n", + " 20/09/2013\n", + " 23/09/2013\n", + " 2010\n", + " \n", + " \n", + " 476524\n", + " DURANGO\n", + " DURANGO\n", + " DURANGO\n", + " 28/01/1998\n", + " 15\n", + " UNIÓN LIBRE\n", + " DURANGO\n", + " DURANGO\n", + " VICTORIA DE DURANGO\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " NaN\n", + " 1\n", + " SI\n", + " TERCERO\n", + " 5\n", + " SI\n", + " SEGURO POPULAR\n", + " SECUNDARIA INCOMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 05/02/2013\n", + " 12:30\n", + " MUJER\n", + " 40\n", + " 50\n", + " 3170\n", + " 10\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL GENERAL DE DURANGO\n", + " DGSSA000191\n", + " MÉDICO\n", + " DURANGO\n", + " DURANGO\n", + " VICTORIA DE DURANGO\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " DURANGO\n", + " DURANGO\n", + " VICTORIA DE DURANGO\n", + " 05/02/2013\n", + " 02/05/2013\n", + " 2010\n", + " \n", + " \n", + " 1031734\n", + " DISTRITO FEDERAL\n", + " DISTRITO FEDERAL\n", + " NO ESPECIFICADO\n", + " 22/10/1977\n", + " 35\n", + " CASADA\n", " MEXICO\n", " NAUCALPAN DE JUAREZ\n", " NAUCALPAN DE JUAREZ\n", - " 07/08/2015\n", - " 08/11/2015\n", + " 2\n", + " 1\n", + " 1\n", + " 1\n", + " MUERTO\n", + " NaN\n", + " 2\n", + " SI\n", + " PRIMERO\n", + " 12\n", + " SI\n", + " IMSS\n", + " PROFESIONAL\n", + " EMPLEADOS DE SECTORES PÚBLICO Y PRIVADO\n", + " SI\n", + " 07/08/2013\n", + " 00:25\n", + " HOMBRE\n", + " 38\n", + " 47\n", + " 2460\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " S.I.\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " UNIDAD MÉDICA PRIVADA\n", + " SOCIEDAD DE BENEFICENCIA ESPAÑOLA I.A.P. (HOSP...\n", + " DFSMP000032\n", + " MÉDICO\n", + " DISTRITO FEDERAL\n", + " MIGUEL HIDALGO\n", + " MIGUEL HIDALGO\n", + " MÉDICO GINECO-OBSTETRA\n", + " NO APLICA\n", + " 9997\n", + " DISTRITO FEDERAL\n", + " MIGUEL HIDALGO\n", + " MIGUEL HIDALGO\n", + " 07/08/2013\n", + " 07/08/2013\n", " 2010\n", " \n", " \n", + " 640165\n", + " GUERRERO\n", + " GUERRERO\n", + " ACAPULCO DE JUAREZ\n", + " 08/01/1992\n", + " 21\n", + " UNIÓN LIBRE\n", + " GUERRERO\n", + " ACAPULCO DE JUAREZ\n", + " ACAPULCO DE JUAREZ\n", + " 3\n", + " 2\n", + " 1\n", + " 1\n", + " MUERTO\n", + " NaN\n", + " 3\n", + " SI\n", + " TERCERO\n", + " 2\n", + " SI\n", + " SEGURO POPULAR\n", + " BACHILLERATO O PREPARATORIA INCOMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 21/01/2013\n", + " 09:35\n", + " MUJER\n", + " 38\n", + " 49\n", + " 3150\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSP. GRAL. RENACIMIENTO\n", + " GRSSA000034\n", + " MÉDICO\n", + " GUERRERO\n", + " ACAPULCO DE JUAREZ\n", + " ACAPULCO DE JUAREZ\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " GUERRERO\n", + " ACAPULCO DE JUAREZ\n", + " ACAPULCO DE JUAREZ\n", + " 21/01/2013\n", + " 28/01/2013\n", + " 2010\n", + " \n", + " \n", + " 853491\n", + " JALISCO\n", + " JALISCO\n", + " GUADALAJARA\n", + " 16/06/1995\n", + " 18\n", + " UNIÓN LIBRE\n", + " JALISCO\n", + " TLAQUEPAQUE\n", + " TLAQUEPAQUE\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " NaN\n", + " 1\n", + " SI\n", + " PRIMERO\n", + " 9\n", + " SI\n", + " NINGUNA\n", + " BACHILLERATO O PREPARATORIA COMPLETA\n", + " NO OCUPADO\n", + " NaN\n", + " 01/10/2013\n", + " 12:03\n", + " MUJER\n", + " 39\n", + " 54\n", + " 4150\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " SI\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " UNIDAD MÉDICA PRIVADA\n", + " SALUD DE LOS ENFERMOS AC\n", + " JCSMP000202\n", + " MÉDICO\n", + " JALISCO\n", + " GUADALAJARA\n", + " GUADALAJARA\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " JALISCO\n", + " GUADALAJARA\n", + " GUADALAJARA\n", + " 01/10/2013\n", + " 01/10/2013\n", + " 2010\n", + " \n", + " \n", + " 310935\n", + " CHIHUAHUA\n", + " CHIHUAHUA\n", + " JUAREZ\n", + " 09/09/1984\n", + " 28\n", + " UNIÓN LIBRE\n", + " CHIHUAHUA\n", + " JUAREZ\n", + " JUAREZ\n", + " 4\n", + " 1\n", + " 4\n", + " 4\n", + " MUERTO\n", + " NaN\n", + " 5\n", + " SI\n", + " PRIMERO\n", + " 12\n", + " SI\n", + " SEGURO POPULAR\n", + " PRIMARIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 07/01/2013\n", + " 20:10\n", + " MUJER\n", + " 38\n", + " 52\n", + " 3240\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " SECRETARÍA DE SALUD\n", + " H DE LA MUJER\n", + " CHSSA001796\n", + " MÉDICO\n", + " CHIHUAHUA\n", + " JUAREZ\n", + " JUAREZ\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " CHIHUAHUA\n", + " JUAREZ\n", + " JUAREZ\n", + " 08/01/2013\n", + " 01/08/2013\n", + " 2010\n", + " \n", + " \n", + " 1614190\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " PUEBLA\n", + " TEZIUTLAN\n", + " 23/05/1988\n", + " 24\n", + " UNIÓN LIBRE\n", + " PUEBLA\n", + " TEZIUTLAN\n", + " SAN SEBASTIAN\n", + " 1\n", + " 0\n", + " 1\n", + " 99\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " S.I.\n", + " 1\n", + " SI\n", + " SEGUNDO\n", + " 4\n", + " SI\n", + " NINGUNA\n", + " PRIMARIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 01/05/2013\n", + " 12:25\n", + " HOMBRE\n", + " 40\n", + " 50\n", + " 3000\n", + " 99\n", + " 99\n", + " S.I.\n", + " S.I.\n", + " S.I.\n", + " S.I.\n", + " S.I.\n", + " ÚNICO\n", + " 9999\n", + " No Especificado\n", + " EUTÓCICO\n", + " HOGAR\n", + " NO TIENE CLUES\n", + " 9998\n", + " PARTERA\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " JALACINGO\n", + " MELCHOR OCAMPO\n", + " PARTERA\n", + " JALACINGO\n", + " VZSSA002900\n", + " VERACRUZ DE IGNACIO DE LA LLAVE\n", + " JALACINGO\n", + " JALACINGO\n", + " 01/05/2013\n", + " 18/05/2013\n", + " 2010\n", + " \n", + " \n", + " 1439899\n", + " PUEBLA\n", + " OAXACA\n", + " SAN JUAN BAUTISTA TUXTEPEC\n", + " 30/01/1980\n", + " 33\n", + " CASADA\n", + " OAXACA\n", + " HUAUTLA DE JIMENEZ\n", + " HUAUTLA DE JIMENEZ\n", + " 3\n", + " 0\n", + " 3\n", + " 3\n", + " VIVO\n", + " SI\n", + " 3\n", + " SI\n", + " PRIMERO\n", + " 8\n", + " SI\n", + " NINGUNA\n", + " PROFESIONAL\n", + " TRABAJADORES DE LA EDUCACIÓN\n", + " SI\n", + " 11/02/2013\n", + " 11:15\n", + " MUJER\n", + " 38\n", + " 99\n", + " 9999\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " NO\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " UNIDAD MÉDICA PRIVADA\n", + " NO TIENE CLUES\n", + " 9998\n", + " MÉDICO\n", + " PUEBLA\n", + " TEHUACAN\n", + " TEHUACAN\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " PUEBLA\n", + " TEHUACAN\n", + " TEHUACAN\n", + " 13/02/2013\n", + " 04/04/2013\n", + " 2010\n", + " \n", + " \n", + " 1518822\n", + " PUEBLA\n", + " PUEBLA\n", + " CALPAN\n", + " 07/07/1986\n", + " 27\n", + " UNIÓN LIBRE\n", + " PUEBLA\n", + " CALPAN\n", + " SAN ANDRES CALPAN\n", + " 3\n", + " 0\n", + " 3\n", + " 3\n", + " VIVO\n", + " SI\n", + " 3\n", + " SI\n", + " TERCERO\n", + " 2\n", + " SI\n", + " SEGURO POPULAR\n", + " BACHILLERATO O PREPARATORIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 12/10/2013\n", + " 15:03\n", + " MUJER\n", + " 38\n", + " 48\n", + " 2650\n", + " 9\n", + " 0\n", + " SI\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " UNIDAD MÉDICA PRIVADA\n", + " CLÍNICA MATERNO INFANTIL\n", + " PLSMP001974\n", + " MÉDICO\n", + " PUEBLA\n", + " PUEBLA\n", + " HEROICA PUEBLA DE ZARAGOZA\n", + " OTRO MÉDICO\n", + " NO APLICA\n", + " 9997\n", + " PUEBLA\n", + " PUEBLA\n", + " HEROICA PUEBLA DE ZARAGOZA\n", + " 13/10/2013\n", + " 14/10/2013\n", + " 2010\n", + " \n", + " \n", + " 1885809\n", + " TABASCO\n", + " TABASCO\n", + " JALPA DE MENDEZ\n", + " 12/12/1992\n", + " 20\n", + " UNIÓN LIBRE\n", + " TABASCO\n", + " JALPA DE MENDEZ\n", + " JALPA DE MENDEZ\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " NaN\n", + " 1\n", + " SI\n", + " PRIMERO\n", + " 8\n", + " SI\n", + " SEGURO POPULAR\n", + " BACHILLERATO O PREPARATORIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 14/06/2013\n", + " 08:42\n", + " HOMBRE\n", + " 39\n", + " 49\n", + " 2600\n", + " 9\n", + " 0\n", + " SI\n", + " SI\n", + " SI\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " CESÁREA\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL REGIONAL DE ALTA ESPECIALIDAD DE LA M...\n", + " TCSSA001076\n", + " MÉDICO\n", + " TABASCO\n", + " CENTRO\n", + " VILLAHERMOSA\n", + " OTRO MÉDICO\n", + " NO APLICA\n", + " 9997\n", + " TABASCO\n", + " CENTRO\n", + " VILLAHERMOSA\n", + " 14/06/2013\n", + " 17/06/2013\n", + " 2010\n", + " \n", + " \n", + " 226340\n", + " CHIAPAS\n", + " CHIAPAS\n", + " ACAPETAHUA\n", + " 25/08/1992\n", + " 21\n", + " UNIÓN LIBRE\n", + " CHIAPAS\n", + " PALENQUE\n", + " EL NARANJO\n", + " 2\n", + " 0\n", + " 2\n", + " 2\n", + " VIVO\n", + " SI\n", + " 2\n", + " SI\n", + " SEGUNDO\n", + " 7\n", + " SI\n", + " SEGURO POPULAR\n", + " PRIMARIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 11/10/2013\n", + " 05:40\n", + " SIN INFORMACIÓN\n", + " 40\n", + " 51\n", + " 3200\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " NO\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 9999\n", + " No Especificado\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL GENERAL PALENQUE\n", + " CSSSA004595\n", + " MÉDICO\n", + " CHIAPAS\n", + " PALENQUE\n", + " PALENQUE\n", + " OTRO MÉDICO\n", + " NO APLICA\n", + " 9997\n", + " CHIAPAS\n", + " PALENQUE\n", + " PALENQUE\n", + " 11/10/2013\n", + " 11/10/2013\n", + " 2010\n", + " \n", + " \n", + " 1490\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " 09/05/1996\n", + " 17\n", + " SOLTERA\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " S.I.\n", + " 1\n", + " SI\n", + " PRIMERO\n", + " 7\n", + " SI\n", + " SEGURO POPULAR\n", + " BACHILLERATO O PREPARATORIA INCOMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 02/07/2013\n", + " 11:09\n", + " MUJER\n", + " 38\n", + " 49\n", + " 3300\n", + " 9\n", + " 0\n", + " SI\n", + " SI\n", + " SI\n", + " SI\n", + " S.I.\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL DE LA MUJER\n", + " ASSSA000042\n", + " MÉDICO\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " AGUASCALIENTES\n", + " 02/07/2013\n", + " 08/07/2013\n", + " 2010\n", + " \n", + " \n", + " 71323\n", + " BAJA CALIFORNIA\n", + " BAJA CALIFORNIA\n", + " MEXICALI\n", + " 03/07/1992\n", + " 20\n", + " UNIÓN LIBRE\n", + " BAJA CALIFORNIA\n", + " TIJUANA\n", + " TIJUANA\n", + " 3\n", + " 0\n", + " 3\n", + " 3\n", + " VIVO\n", + " SI\n", + " 3\n", + " SI\n", + " PRIMERO\n", + " 5\n", + " SI\n", + " NINGUNA\n", + " BACHILLERATO O PREPARATORIA COMPLETA\n", + " NO REMUNERADO - AMA DE CASA\n", + " NaN\n", + " 26/01/2013\n", + " 12:28\n", + " MUJER\n", + " 39\n", + " 48\n", + " 2625\n", + " 9\n", + " 0\n", + " SI\n", + " SI\n", + " SI\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " 0000\n", + " Ninguna aparente\n", + " EUTÓCICO\n", + " SECRETARÍA DE SALUD\n", + " HOSPITAL GENERAL TIJUANA\n", + " BCSSA000913\n", + " MÉDICO\n", + " BAJA CALIFORNIA\n", + " TIJUANA\n", + " TIJUANA\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " BAJA CALIFORNIA\n", + " TIJUANA\n", + " TIJUANA\n", + " 27/01/2013\n", + " 27/01/2013\n", + " 2010\n", + " \n", + " \n", + " 1672856\n", + " QUINTANA ROO\n", + " QUINTANA ROO\n", + " COZUMEL\n", + " 18/01/1996\n", + " 17\n", + " SOLTERA\n", + " QUINTANA ROO\n", + " COZUMEL\n", + " COZUMEL\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NO HA TENIDO OTROS HIJOS(AS)\n", + " NaN\n", + " 1\n", + " SI\n", + " PRIMERO\n", + " 8\n", + " SI\n", + " IMSS\n", + " BACHILLERATO O PREPARATORIA INCOMPLETA\n", + " NO REMUNERADO - ESTUDIANTE\n", + " NaN\n", + " 06/08/2013\n", + " 21:35\n", + " HOMBRE\n", + " 39\n", + " 49\n", + " 3100\n", + " 9\n", + " 0\n", + " NO\n", + " NO\n", + " SI\n", + " SI\n", + " NO\n", + " ÚNICO\n", + " P835\n", + " Hidrocele congénito\n", + " EUTÓCICO\n", + " IMSS\n", + " HGSMF 2 COZUMEL\n", + " QRIMS000014\n", + " MÉDICO\n", + " QUINTANA ROO\n", + " COZUMEL\n", + " COZUMEL\n", + " MÉDICO PEDIATRA\n", + " NO APLICA\n", + " 9997\n", + " QUINTANA ROO\n", + " COZUMEL\n", + " COZUMEL\n", + " 06/08/2013\n", + " 19/08/2013\n", + " 2010\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " edo_captura edo_nac_madre \\\n", + "1921658 TAMAULIPAS VERACRUZ DE IGNACIO DE LA LLAVE \n", + "2120706 VERACRUZ DE IGNACIO DE LA LLAVE VERACRUZ DE IGNACIO DE LA LLAVE \n", + "208694 CHIAPAS CHIAPAS \n", + "1181864 MEXICO DISTRITO FEDERAL \n", + "1719391 SAN LUIS POTOSI SAN LUIS POTOSI \n", + "1770740 SINALOA SINALOA \n", + "1541814 MORELOS PUEBLA \n", + "476524 DURANGO DURANGO \n", + "1031734 DISTRITO FEDERAL DISTRITO FEDERAL \n", + "640165 GUERRERO GUERRERO \n", + "853491 JALISCO JALISCO \n", + "310935 CHIHUAHUA CHIHUAHUA \n", + "1614190 VERACRUZ DE IGNACIO DE LA LLAVE PUEBLA \n", + "1439899 PUEBLA OAXACA \n", + "1518822 PUEBLA PUEBLA \n", + "1885809 TABASCO TABASCO \n", + "226340 CHIAPAS CHIAPAS \n", + "1490 AGUASCALIENTES AGUASCALIENTES \n", + "71323 BAJA CALIFORNIA BAJA CALIFORNIA \n", + "1672856 QUINTANA ROO QUINTANA ROO \n", + "\n", + " mpo_nac_madre fecha_nac_madre edad_madre \\\n", + "1921658 TANTOYUCA 12/04/1989 24 \n", + "2120706 TRES VALLES 12/03/1992 21 \n", + "208694 COMITAN DE DOMINGUEZ 08/05/1991 22 \n", + "1181864 CUAUHTEMOC 30/07/1983 29 \n", + "1719391 SAN LUIS POTOSI 19/06/1993 19 \n", + "1770740 CULIACAN 11/09/1986 26 \n", + "1541814 JOLALPAN 18/08/1973 40 \n", + "476524 DURANGO 28/01/1998 15 \n", + "1031734 NO ESPECIFICADO 22/10/1977 35 \n", + "640165 ACAPULCO DE JUAREZ 08/01/1992 21 \n", + "853491 GUADALAJARA 16/06/1995 18 \n", + "310935 JUAREZ 09/09/1984 28 \n", + "1614190 TEZIUTLAN 23/05/1988 24 \n", + "1439899 SAN JUAN BAUTISTA TUXTEPEC 30/01/1980 33 \n", + "1518822 CALPAN 07/07/1986 27 \n", + "1885809 JALPA DE MENDEZ 12/12/1992 20 \n", + "226340 ACAPETAHUA 25/08/1992 21 \n", + "1490 AGUASCALIENTES 09/05/1996 17 \n", + "71323 MEXICALI 03/07/1992 20 \n", + "1672856 COZUMEL 18/01/1996 17 \n", + "\n", + " estado_conyugal entidad_residencia_madre \\\n", + "1921658 UNIÓN LIBRE TAMAULIPAS \n", + "2120706 CASADA VERACRUZ DE IGNACIO DE LA LLAVE \n", + "208694 CASADA CHIAPAS \n", + "1181864 SOLTERA MEXICO \n", + "1719391 UNIÓN LIBRE SAN LUIS POTOSI \n", + "1770740 CASADA SINALOA \n", + "1541814 CASADA PUEBLA \n", + "476524 UNIÓN LIBRE DURANGO \n", + "1031734 CASADA MEXICO \n", + "640165 UNIÓN LIBRE GUERRERO \n", + "853491 UNIÓN LIBRE JALISCO \n", + "310935 UNIÓN LIBRE CHIHUAHUA \n", + "1614190 UNIÓN LIBRE PUEBLA \n", + "1439899 CASADA OAXACA \n", + "1518822 UNIÓN LIBRE PUEBLA \n", + "1885809 UNIÓN LIBRE TABASCO \n", + "226340 UNIÓN LIBRE CHIAPAS \n", + "1490 SOLTERA AGUASCALIENTES \n", + "71323 UNIÓN LIBRE BAJA CALIFORNIA \n", + "1672856 SOLTERA QUINTANA ROO \n", + "\n", + " municipio_residencia_madre localidad_residencia_madre \\\n", + "1921658 NUEVO LAREDO NUEVO LAREDO \n", + "2120706 TRES VALLES TRES VALLES \n", + "208694 LA INDEPENDENCIA LA INDEPENDENCIA \n", + "1181864 CUAUTITLAN IZCALLI NO ESPECIFICADO \n", + "1719391 SAN LUIS POTOSI SAN LUIS POTOSI \n", + "1770740 CULIACAN CULIACAN ROSALES \n", + "1541814 JOLALPAN JOLALPAN \n", + "476524 DURANGO VICTORIA DE DURANGO \n", + "1031734 NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", + "640165 ACAPULCO DE JUAREZ ACAPULCO DE JUAREZ \n", + "853491 TLAQUEPAQUE TLAQUEPAQUE \n", + "310935 JUAREZ JUAREZ \n", + "1614190 TEZIUTLAN SAN SEBASTIAN \n", + "1439899 HUAUTLA DE JIMENEZ HUAUTLA DE JIMENEZ \n", + "1518822 CALPAN SAN ANDRES CALPAN \n", + "1885809 JALPA DE MENDEZ JALPA DE MENDEZ \n", + "226340 PALENQUE EL NARANJO \n", + "1490 AGUASCALIENTES AGUASCALIENTES \n", + "71323 TIJUANA TIJUANA \n", + "1672856 COZUMEL COZUMEL \n", + "\n", + " numero_embarazos hijos_nacidos_muertos hijos_nacidos_vivos \\\n", + "1921658 4 0 4 \n", + "2120706 3 0 3 \n", + "208694 3 0 3 \n", + "1181864 3 0 3 \n", + "1719391 1 0 1 \n", + "1770740 1 0 1 \n", + "1541814 4 0 4 \n", + "476524 1 0 1 \n", + "1031734 2 1 1 \n", + "640165 3 2 1 \n", + "853491 1 0 1 \n", + "310935 4 1 4 \n", + "1614190 1 0 1 \n", + "1439899 3 0 3 \n", + "1518822 3 0 3 \n", + "1885809 1 0 1 \n", + "226340 2 0 2 \n", + "1490 1 0 1 \n", + "71323 3 0 3 \n", + "1672856 1 0 1 \n", + "\n", + " hijos_sobrevivientes el_hijo_anterior_nacio \\\n", + "1921658 4 VIVO \n", + "2120706 3 VIVO \n", + "208694 3 VIVO \n", + "1181864 3 VIVO \n", + "1719391 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "1770740 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "1541814 4 VIVO \n", + "476524 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "1031734 1 MUERTO \n", + "640165 1 MUERTO \n", + "853491 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "310935 4 MUERTO \n", + "1614190 99 NO HA TENIDO OTROS HIJOS(AS) \n", + "1439899 3 VIVO \n", + "1518822 3 VIVO \n", + "1885809 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "226340 2 VIVO \n", + "1490 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "71323 3 VIVO \n", + "1672856 1 NO HA TENIDO OTROS HIJOS(AS) \n", + "\n", + " vive_aun_hijo_anterior orden_nacimiento recibio_atencion_prenatal \\\n", + "1921658 SI 4 SI \n", + "2120706 SI 3 SI \n", + "208694 SI 3 SI \n", + "1181864 SI 3 SI \n", + "1719391 NaN 1 SI \n", + "1770740 NaN 1 SI \n", + "1541814 SI 4 SI \n", + "476524 NaN 1 SI \n", + "1031734 NaN 2 SI \n", + "640165 NaN 3 SI \n", + "853491 NaN 1 SI \n", + "310935 NaN 5 SI \n", + "1614190 S.I. 1 SI \n", + "1439899 SI 3 SI \n", + "1518822 SI 3 SI \n", + "1885809 NaN 1 SI \n", + "226340 SI 2 SI \n", + "1490 S.I. 1 SI \n", + "71323 SI 3 SI \n", + "1672856 NaN 1 SI \n", + "\n", + " trimestre_recibio_primera_consulta total_consultas_recibidas \\\n", + "1921658 PRIMERO 8 \n", + "2120706 PRIMERO 5 \n", + "208694 PRIMERO 8 \n", + "1181864 SEGUNDO 3 \n", + "1719391 PRIMERO 4 \n", + "1770740 PRIMERO 7 \n", + "1541814 PRIMERO 6 \n", + "476524 TERCERO 5 \n", + "1031734 PRIMERO 12 \n", + "640165 TERCERO 2 \n", + "853491 PRIMERO 9 \n", + "310935 PRIMERO 12 \n", + "1614190 SEGUNDO 4 \n", + "1439899 PRIMERO 8 \n", + "1518822 TERCERO 2 \n", + "1885809 PRIMERO 8 \n", + "226340 SEGUNDO 7 \n", + "1490 PRIMERO 7 \n", + "71323 PRIMERO 5 \n", + "1672856 PRIMERO 8 \n", + "\n", + " madre_sobrevivio_al_parto afiliacion_serv_salud \\\n", + "1921658 SI SEGURO POPULAR \n", + "2120706 SI SEGURO POPULAR \n", + "208694 SI SEGURO POPULAR \n", + "1181864 SI SEGURO POPULAR \n", + "1719391 SI SEGURO POPULAR \n", + "1770740 SI IMSS \n", + "1541814 SI SEGURO POPULAR \n", + "476524 SI SEGURO POPULAR \n", + "1031734 SI IMSS \n", + "640165 SI SEGURO POPULAR \n", + "853491 SI NINGUNA \n", + "310935 SI SEGURO POPULAR \n", + "1614190 SI NINGUNA \n", + "1439899 SI NINGUNA \n", + "1518822 SI SEGURO POPULAR \n", + "1885809 SI SEGURO POPULAR \n", + "226340 SI SEGURO POPULAR \n", + "1490 SI SEGURO POPULAR \n", + "71323 SI NINGUNA \n", + "1672856 SI IMSS \n", + "\n", + " escolaridad_madre \\\n", + "1921658 SECUNDARIA COMPLETA \n", + "2120706 PRIMARIA COMPLETA \n", + "208694 PRIMARIA INCOMPLETA \n", + "1181864 SECUNDARIA COMPLETA \n", + "1719391 SECUNDARIA COMPLETA \n", + "1770740 PROFESIONAL \n", + "1541814 PRIMARIA INCOMPLETA \n", + "476524 SECUNDARIA INCOMPLETA \n", + "1031734 PROFESIONAL \n", + "640165 BACHILLERATO O PREPARATORIA INCOMPLETA \n", + "853491 BACHILLERATO O PREPARATORIA COMPLETA \n", + "310935 PRIMARIA COMPLETA \n", + "1614190 PRIMARIA COMPLETA \n", + "1439899 PROFESIONAL \n", + "1518822 BACHILLERATO O PREPARATORIA COMPLETA \n", + "1885809 BACHILLERATO O PREPARATORIA COMPLETA \n", + "226340 PRIMARIA COMPLETA \n", + "1490 BACHILLERATO O PREPARATORIA INCOMPLETA \n", + "71323 BACHILLERATO O PREPARATORIA COMPLETA \n", + "1672856 BACHILLERATO O PREPARATORIA INCOMPLETA \n", + "\n", + " ocupacion_habitual_madre trabaja_actualmente \\\n", + "1921658 NO REMUNERADO - AMA DE CASA NaN \n", + "2120706 NO REMUNERADO - AMA DE CASA NaN \n", + "208694 NO REMUNERADO - AMA DE CASA NaN \n", + "1181864 NO REMUNERADO - AMA DE CASA NaN \n", + "1719391 NO REMUNERADO - ESTUDIANTE NaN \n", + "1770740 EMPLEADOS DE SECTORES PÚBLICO Y PRIVADO SI \n", + "1541814 NO REMUNERADO - AMA DE CASA NaN \n", + "476524 NO REMUNERADO - AMA DE CASA NaN \n", + "1031734 EMPLEADOS DE SECTORES PÚBLICO Y PRIVADO SI \n", + "640165 NO REMUNERADO - AMA DE CASA NaN \n", + "853491 NO OCUPADO NaN \n", + "310935 NO REMUNERADO - AMA DE CASA NaN \n", + "1614190 NO REMUNERADO - AMA DE CASA NaN \n", + "1439899 TRABAJADORES DE LA EDUCACIÓN SI \n", + "1518822 NO REMUNERADO - AMA DE CASA NaN \n", + "1885809 NO REMUNERADO - AMA DE CASA NaN \n", + "226340 NO REMUNERADO - AMA DE CASA NaN \n", + "1490 NO REMUNERADO - AMA DE CASA NaN \n", + "71323 NO REMUNERADO - AMA DE CASA NaN \n", + "1672856 NO REMUNERADO - ESTUDIANTE NaN \n", + "\n", + " fecha_nacimiento_nac_vivo hora_nacimiento_nac_vivo sexo_nac_vivo \\\n", + "1921658 05/11/2013 09:47 HOMBRE \n", + "2120706 25/10/2013 03:00 MUJER \n", + "208694 23/12/2013 15:03 HOMBRE \n", + "1181864 15/03/2013 22:42 HOMBRE \n", + "1719391 27/04/2013 13:50 MUJER \n", + "1770740 24/08/2013 23:09 MUJER \n", + "1541814 20/09/2013 12:25 HOMBRE \n", + "476524 05/02/2013 12:30 MUJER \n", + "1031734 07/08/2013 00:25 HOMBRE \n", + "640165 21/01/2013 09:35 MUJER \n", + "853491 01/10/2013 12:03 MUJER \n", + "310935 07/01/2013 20:10 MUJER \n", + "1614190 01/05/2013 12:25 HOMBRE \n", + "1439899 11/02/2013 11:15 MUJER \n", + "1518822 12/10/2013 15:03 MUJER \n", + "1885809 14/06/2013 08:42 HOMBRE \n", + "226340 11/10/2013 05:40 SIN INFORMACIÓN \n", + "1490 02/07/2013 11:09 MUJER \n", + "71323 26/01/2013 12:28 MUJER \n", + "1672856 06/08/2013 21:35 HOMBRE \n", + "\n", + " semanas_gestacion_nac_vivo talla_nac_vivo peso_nac_vivo \\\n", + "1921658 40 51 3240 \n", + "2120706 38 50 3300 \n", + "208694 40 51 2915 \n", + "1181864 40 48 3000 \n", + "1719391 40 99 3280 \n", + "1770740 37 52 3250 \n", + "1541814 39 50 3100 \n", + "476524 40 50 3170 \n", + "1031734 38 47 2460 \n", + "640165 38 49 3150 \n", + "853491 39 54 4150 \n", + "310935 38 52 3240 \n", + "1614190 40 50 3000 \n", + "1439899 38 99 9999 \n", + "1518822 38 48 2650 \n", + "1885809 39 49 2600 \n", + "226340 40 51 3200 \n", + "1490 38 49 3300 \n", + "71323 39 48 2625 \n", + "1672856 39 49 3100 \n", + "\n", + " valoracion_apgar_nac_vivo valoracion_silverman_nac_vivo \\\n", + "1921658 9 99 \n", + "2120706 9 0 \n", + "208694 8 0 \n", + "1181864 9 0 \n", + "1719391 8 0 \n", + "1770740 9 0 \n", + "1541814 9 2 \n", + "476524 10 0 \n", + "1031734 9 0 \n", + "640165 9 0 \n", + "853491 9 0 \n", + "310935 9 0 \n", + "1614190 99 99 \n", + "1439899 9 0 \n", + "1518822 9 0 \n", + "1885809 9 0 \n", + "226340 9 0 \n", + "1490 9 0 \n", + "71323 9 0 \n", + "1672856 9 0 \n", + "\n", + " recibio_vacuna_bcg recibio_vacuna_hep_b recibio_vit_a recibio_vit_k \\\n", + "1921658 SI SI SI SI \n", + "2120706 NO NO NO SI \n", + "208694 NO NO NO SI \n", + "1181864 NO NO NO SI \n", + "1719391 NO NO NO NO \n", + "1770740 SI SI SI SI \n", + "1541814 NO NO NO SI \n", + "476524 NO NO NO SI \n", + "1031734 NO NO NO SI \n", + "640165 NO NO NO SI \n", + "853491 NO NO SI SI \n", + "310935 NO NO NO SI \n", + "1614190 S.I. S.I. S.I. S.I. \n", + "1439899 NO NO NO NO \n", + "1518822 SI NO NO SI \n", + "1885809 SI SI SI SI \n", + "226340 NO NO NO SI \n", + "1490 SI SI SI SI \n", + "71323 SI SI SI SI \n", + "1672856 NO NO SI SI \n", + "\n", + " se_realizo_tamiz_auditivo producto_de_un_embarazo codigo_anomalia \\\n", + "1921658 SI ÚNICO 9999 \n", + "2120706 NO ÚNICO 0000 \n", + "208694 NO ÚNICO 0000 \n", + "1181864 NO ÚNICO 0000 \n", + "1719391 NO ÚNICO 0000 \n", + "1770740 NO ÚNICO 0000 \n", + "1541814 NO ÚNICO 0000 \n", + "476524 NO ÚNICO 0000 \n", + "1031734 S.I. ÚNICO 0000 \n", + "640165 NO ÚNICO 0000 \n", + "853491 NO ÚNICO 0000 \n", + "310935 NO ÚNICO 0000 \n", + "1614190 S.I. ÚNICO 9999 \n", + "1439899 NO ÚNICO 0000 \n", + "1518822 NO ÚNICO 0000 \n", + "1885809 NO ÚNICO 0000 \n", + "226340 NO ÚNICO 9999 \n", + "1490 S.I. ÚNICO 0000 \n", + "71323 NO ÚNICO 0000 \n", + "1672856 NO ÚNICO P835 \n", + "\n", + " anomalia_congenita_nac_vivo procedimiento_utilizado \\\n", + "1921658 No Especificado CESÁREA \n", + "2120706 Ninguna aparente EUTÓCICO \n", + "208694 Ninguna aparente EUTÓCICO \n", + "1181864 Ninguna aparente CESÁREA \n", + "1719391 Ninguna aparente EUTÓCICO \n", + "1770740 Ninguna aparente CESÁREA \n", + "1541814 Ninguna aparente EUTÓCICO \n", + "476524 Ninguna aparente EUTÓCICO \n", + "1031734 Ninguna aparente CESÁREA \n", + "640165 Ninguna aparente EUTÓCICO \n", + "853491 Ninguna aparente CESÁREA \n", + "310935 Ninguna aparente CESÁREA \n", + "1614190 No Especificado EUTÓCICO \n", + "1439899 Ninguna aparente CESÁREA \n", + "1518822 Ninguna aparente CESÁREA \n", + "1885809 Ninguna aparente CESÁREA \n", + "226340 No Especificado EUTÓCICO \n", + "1490 Ninguna aparente EUTÓCICO \n", + "71323 Ninguna aparente EUTÓCICO \n", + "1672856 Hidrocele congénito EUTÓCICO \n", + "\n", + " lugar_de_nacimiento \\\n", + "1921658 SECRETARÍA DE SALUD \n", + "2120706 SECRETARÍA DE SALUD \n", + "208694 SECRETARÍA DE SALUD \n", + "1181864 SECRETARÍA DE SALUD \n", + "1719391 UNIDAD MÉDICA PRIVADA \n", + "1770740 IMSS \n", + "1541814 SECRETARÍA DE SALUD \n", + "476524 SECRETARÍA DE SALUD \n", + "1031734 UNIDAD MÉDICA PRIVADA \n", + "640165 SECRETARÍA DE SALUD \n", + "853491 UNIDAD MÉDICA PRIVADA \n", + "310935 SECRETARÍA DE SALUD \n", + "1614190 HOGAR \n", + "1439899 UNIDAD MÉDICA PRIVADA \n", + "1518822 UNIDAD MÉDICA PRIVADA \n", + "1885809 SECRETARÍA DE SALUD \n", + "226340 SECRETARÍA DE SALUD \n", + "1490 SECRETARÍA DE SALUD \n", + "71323 SECRETARÍA DE SALUD \n", + "1672856 IMSS \n", + "\n", + " nombre_unidad_medica clues \\\n", + "1921658 HG HOSPITAL GENERAL CIVIL NUEVO LAREDO TSSSA001562 \n", + "2120706 HOSPITAL GENERAL COSAMALOAPAN DR. VÍCTOR MANU... VZSSA001384 \n", + "208694 HOSPITAL DE LA MUJER COMITÁN CSSSA018776 \n", + "1181864 H.G. VALLE CEYLAN MCSSA007265 \n", + "1719391 NO TIENE CLUES 9998 \n", + "1770740 HGR 1 CULIACÁN SLIMS000131 \n", + "1541814 HG DE AXOCHIAPAN DR. ÁNGEL VENTURA NERI MSSSA000080 \n", + "476524 HOSPITAL GENERAL DE DURANGO DGSSA000191 \n", + "1031734 SOCIEDAD DE BENEFICENCIA ESPAÑOLA I.A.P. (HOSP... DFSMP000032 \n", + "640165 HOSP. GRAL. RENACIMIENTO GRSSA000034 \n", + "853491 SALUD DE LOS ENFERMOS AC JCSMP000202 \n", + "310935 H DE LA MUJER CHSSA001796 \n", + "1614190 NO TIENE CLUES 9998 \n", + "1439899 NO TIENE CLUES 9998 \n", + "1518822 CLÍNICA MATERNO INFANTIL PLSMP001974 \n", + "1885809 HOSPITAL REGIONAL DE ALTA ESPECIALIDAD DE LA M... TCSSA001076 \n", + "226340 HOSPITAL GENERAL PALENQUE CSSSA004595 \n", + "1490 HOSPITAL DE LA MUJER ASSSA000042 \n", + "71323 HOSPITAL GENERAL TIJUANA BCSSA000913 \n", + "1672856 HGSMF 2 COZUMEL QRIMS000014 \n", + "\n", + " quien_atendio_parto entidad_nacimiento \\\n", + "1921658 MÉDICO TAMAULIPAS \n", + "2120706 MÉDICO VERACRUZ DE IGNACIO DE LA LLAVE \n", + "208694 MÉDICO CHIAPAS \n", + "1181864 MÉDICO MEXICO \n", + "1719391 MÉDICO SAN LUIS POTOSI \n", + "1770740 MÉDICO SINALOA \n", + "1541814 MÉDICO MORELOS \n", + "476524 MÉDICO DURANGO \n", + "1031734 MÉDICO DISTRITO FEDERAL \n", + "640165 MÉDICO GUERRERO \n", + "853491 MÉDICO JALISCO \n", + "310935 MÉDICO CHIHUAHUA \n", + "1614190 PARTERA VERACRUZ DE IGNACIO DE LA LLAVE \n", + "1439899 MÉDICO PUEBLA \n", + "1518822 MÉDICO PUEBLA \n", + "1885809 MÉDICO TABASCO \n", + "226340 MÉDICO CHIAPAS \n", + "1490 MÉDICO AGUASCALIENTES \n", + "71323 MÉDICO BAJA CALIFORNIA \n", + "1672856 MÉDICO QUINTANA ROO \n", + "\n", + " municipio_nacimiento localidad_nacimiento \\\n", + "1921658 NUEVO LAREDO NUEVO LAREDO \n", + "2120706 COSAMALOAPAN DE CARPIO COSAMALOAPAN \n", + "208694 COMITAN DE DOMINGUEZ COMITAN DE DOMINGUEZ \n", + "1181864 TLALNEPANTLA DE BAZ TLALNEPANTLA \n", + "1719391 SAN LUIS POTOSI SAN LUIS POTOSI \n", + "1770740 CULIACAN CULIACAN ROSALES \n", + "1541814 AXOCHIAPAN AXOCHIAPAN \n", + "476524 DURANGO VICTORIA DE DURANGO \n", + "1031734 MIGUEL HIDALGO MIGUEL HIDALGO \n", + "640165 ACAPULCO DE JUAREZ ACAPULCO DE JUAREZ \n", + "853491 GUADALAJARA GUADALAJARA \n", + "310935 JUAREZ JUAREZ \n", + "1614190 JALACINGO MELCHOR OCAMPO \n", + "1439899 TEHUACAN TEHUACAN \n", + "1518822 PUEBLA HEROICA PUEBLA DE ZARAGOZA \n", + "1885809 CENTRO VILLAHERMOSA \n", + "226340 PALENQUE PALENQUE \n", + "1490 AGUASCALIENTES AGUASCALIENTES \n", + "71323 TIJUANA TIJUANA \n", + "1672856 COZUMEL COZUMEL \n", + "\n", + " certificado_por unidad_medica_certifico clues_certifico \\\n", + "1921658 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", + "2120706 OTRO MÉDICO NO APLICA 9997 \n", + "208694 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", + "1181864 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1719391 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1770740 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1541814 MÉDICO PEDIATRA NO APLICA 9997 \n", + "476524 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1031734 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", + "640165 MÉDICO PEDIATRA NO APLICA 9997 \n", + "853491 MÉDICO PEDIATRA NO APLICA 9997 \n", + "310935 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1614190 PARTERA JALACINGO VZSSA002900 \n", + "1439899 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1518822 OTRO MÉDICO NO APLICA 9997 \n", + "1885809 OTRO MÉDICO NO APLICA 9997 \n", + "226340 OTRO MÉDICO NO APLICA 9997 \n", + "1490 MÉDICO PEDIATRA NO APLICA 9997 \n", + "71323 MÉDICO PEDIATRA NO APLICA 9997 \n", + "1672856 MÉDICO PEDIATRA NO APLICA 9997 \n", + "\n", + " entidad_certifico municipio_certifico \\\n", + "1921658 TAMAULIPAS NUEVO LAREDO \n", + "2120706 VERACRUZ DE IGNACIO DE LA LLAVE COSAMALOAPAN DE CARPIO \n", + "208694 CHIAPAS COMITAN DE DOMINGUEZ \n", + "1181864 MEXICO TLALNEPANTLA DE BAZ \n", + "1719391 SAN LUIS POTOSI SAN LUIS POTOSI \n", + "1770740 SINALOA CULIACAN \n", + "1541814 MORELOS AXOCHIAPAN \n", + "476524 DURANGO DURANGO \n", + "1031734 DISTRITO FEDERAL MIGUEL HIDALGO \n", + "640165 GUERRERO ACAPULCO DE JUAREZ \n", + "853491 JALISCO GUADALAJARA \n", + "310935 CHIHUAHUA JUAREZ \n", + "1614190 VERACRUZ DE IGNACIO DE LA LLAVE JALACINGO \n", + "1439899 PUEBLA TEHUACAN \n", + "1518822 PUEBLA PUEBLA \n", + "1885809 TABASCO CENTRO \n", + "226340 CHIAPAS PALENQUE \n", + "1490 AGUASCALIENTES AGUASCALIENTES \n", + "71323 BAJA CALIFORNIA TIJUANA \n", + "1672856 QUINTANA ROO COZUMEL \n", + "\n", + " localidad_certifico fecha_certificacion fecha_captura \\\n", + "1921658 NUEVO LAREDO 05/11/2013 25/11/2013 \n", + "2120706 COSAMALOAPAN 25/10/2013 13/11/2013 \n", + "208694 COMITAN DE DOMINGUEZ 23/12/2013 27/12/2013 \n", + "1181864 TLALNEPANTLA 16/03/2013 20/03/2013 \n", + "1719391 SAN LUIS POTOSI 27/04/2013 27/04/2013 \n", + "1770740 CULIACAN ROSALES 27/08/2013 09/09/2013 \n", + "1541814 AXOCHIAPAN 20/09/2013 23/09/2013 \n", + "476524 VICTORIA DE DURANGO 05/02/2013 02/05/2013 \n", + "1031734 MIGUEL HIDALGO 07/08/2013 07/08/2013 \n", + "640165 ACAPULCO DE JUAREZ 21/01/2013 28/01/2013 \n", + "853491 GUADALAJARA 01/10/2013 01/10/2013 \n", + "310935 JUAREZ 08/01/2013 01/08/2013 \n", + "1614190 JALACINGO 01/05/2013 18/05/2013 \n", + "1439899 TEHUACAN 13/02/2013 04/04/2013 \n", + "1518822 HEROICA PUEBLA DE ZARAGOZA 13/10/2013 14/10/2013 \n", + "1885809 VILLAHERMOSA 14/06/2013 17/06/2013 \n", + "226340 PALENQUE 11/10/2013 11/10/2013 \n", + "1490 AGUASCALIENTES 02/07/2013 08/07/2013 \n", + "71323 TIJUANA 27/01/2013 27/01/2013 \n", + "1672856 COZUMEL 06/08/2013 19/08/2013 \n", + "\n", + " tipo_formato \n", + "1921658 2010 \n", + "2120706 2010 \n", + "208694 2010 \n", + "1181864 2010 \n", + "1719391 2010 \n", + "1770740 2010 \n", + "1541814 2010 \n", + "476524 2010 \n", + "1031734 2010 \n", + "640165 2010 \n", + "853491 2010 \n", + "310935 2010 \n", + "1614190 2010 \n", + "1439899 2010 \n", + "1518822 2010 \n", + "1885809 2010 \n", + "226340 2010 \n", + "1490 2010 \n", + "71323 2010 \n", + "1672856 2010 " + ] + }, + "execution_count": 225, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_df.sample(n=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "f793f126-f1a6-417c-8801-b39fdd9b740d", + "metadata": {}, + "outputs": [], + "source": [ + "columns = [\"ENTIDAD_NACMAD\", \"FECH_NACM\", \"ESTADO_CIVIL\", \"ENTIDAD_RESMAD\", \"NUMERO_EMBARAZOS\", \"NACIDOS_MUERTOS\", \"NACIDOS_VIVOS\", \"SOBREVIVIENTES\", \"ANTERIOR_NACIO\", \"VIVE_AUN\", \"ORDEN_NAC\", \"ATENCION_PRENA\", \"TRIMESTR_ATEN\", \"SOBREVIVIO_PARTO\", \"ESCOLARIDAD\", \"DESC_OCUPHAB\", \"OCUPACION_HABITUAL\", \"TRABAJA_ACTUALMENTE\", \"FECH_NACH\", \"HORA_NACH\", \"SEXO_RN\", \"GESTACH\", \"TALLAH\", \"PESOH\", \"APGARH\", \"SILVERMAN\", \"NACIMIENTOS\", \"MES_NACI\", \"Producto\", \"CIE10\", \"CIE10_2da\", \"PROCEDIMIENTO\", \"OTRO_PROCEDIMIENTO\", \"LUGAR_NACIM\", \"ENTIDAD_NACIM\", \"ENTIDAD_CERTIF\", \"FECHA_CERTIF\",]\n", + "columns = [x.lower() for x in columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "3a0a131b-b6d5-490c-afe8-b38e01f67afa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "35" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(set(columns) - set(df.columns.to_list()))" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "id": "22d00a15-0b36-4da8-be7a-ea5081c0e20b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - anomalia_congenita_nac_vivo\n", + " - edad_madre\n", + " - edo_captura\n", + " - edo_nac_madre\n", + " - el_hijo_anterior_nacio\n", + " - entidad_certifico\n", + " - entidad_nacimiento\n", + " - entidad_residencia_madre\n", + " - escolaridad_madre\n", + " - estado_conyugal\n", + " - fecha_nac_madre\n", + " - fecha_nacimiento_nac_vivo\n", + " - hijos_nacidos_muertos\n", + " - hijos_nacidos_vivos\n", + " - hijos_sobrevivientes\n", + " - hora_nacimiento_nac_vivo\n", + " - lugar_de_nacimiento\n", + " - madre_sobrevivio_al_parto\n", + " - numero_embarazos\n", + " - ocupacion_habitual_madre\n", + " - orden_nacimiento\n", + " - peso_nac_vivo\n", + " - producto_de_un_embarazo\n", + " - recibio_atencion_prenatal\n", + " - semanas_gestacion_nac_vivo\n", + " - sexo_nac_vivo\n", + " - talla_nac_vivo\n", + " - total_consultas_recibidas\n", + " - trabaja_actualmente\n", + " - trimestre_recibio_primera_consulta\n", + " - valoracion_apgar_nac_vivo\n", + " - valoracion_silverman_nac_vivo\n", + " - vive_aun_hijo_anterior\n" + ] + }, + { + "data": { + "text/plain": [ + "33" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns_original = get_dataset_for(2013).columns.to_list()\n", + "columns_selected = [\n", + " 'edo_captura', 'edo_nac_madre', 'fecha_nac_madre', 'edad_madre', 'estado_conyugal', 'entidad_residencia_madre', 'numero_embarazos', 'hijos_nacidos_muertos', 'hijos_nacidos_vivos', 'hijos_sobrevivientes', 'el_hijo_anterior_nacio', 'vive_aun_hijo_anterior', 'orden_nacimiento', 'recibio_atencion_prenatal', 'trimestre_recibio_primera_consulta', 'total_consultas_recibidas', 'madre_sobrevivio_al_parto', 'escolaridad_madre', 'ocupacion_habitual_madre', 'trabaja_actualmente', 'fecha_nacimiento_nac_vivo', 'hora_nacimiento_nac_vivo', 'sexo_nac_vivo', 'semanas_gestacion_nac_vivo', 'talla_nac_vivo', 'peso_nac_vivo', 'valoracion_apgar_nac_vivo', 'valoracion_silverman_nac_vivo', 'producto_de_un_embarazo', 'anomalia_congenita_nac_vivo', 'lugar_de_nacimiento', 'entidad_nacimiento', 'entidad_certifico',]\n", + "print(\" - \", end=\"\")\n", + "print(*sorted(columns_selected), sep=\"\\n - \")\n", + "len(columns_selected)" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "1938d1bb-b1a5-4d85-9e7e-6df8636bef9b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Año - #Cols - #Faltantes\n", + "2010 - 57 - 0\n", + "2011 - 57 - 0\n", + "2012 - 57 - 0\n", + "2013 - 57 - 0\n", + "2014 - 57 - 0\n", + "2015 - 61 - 0\n", + "2016 - 61 - 0\n", + "2017 - 77 - 33\n", + "2018 - 77 - 33\n", + "2019 - 76 - 33\n" + ] + } + ], + "source": [ + "print(\"Año - #Cols - #Faltantes\")\n", + "for year in range(2010, 2020):\n", + " df = get_dataset_for(year)\n", + " columns = set(df.columns.to_list())\n", + " print(year, \" - \", len(columns), \" - \", len(set(columns_selected) - columns))" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "id": "c9ebdd00-ee89-4806-82aa-589e4bd7e3df", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.concat([get_dataset_for(year)[columns_selected] for year in range(2010, 2017)])" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "id": "28ab2aac-ab57-4c3c-ad7d-3af70bbdeb60", + "metadata": {}, + "outputs": [], + "source": [ + "def _ano_nacimiento_vivo_func(str_date):\n", + " try:\n", + " return str_date.split(\"/\")[-1]\n", + " except:\n", + " return \"\"\n", + "\n", + "df[\"año_de_nacimiento_vivo\"] = df[\"fecha_nacimiento_nac_vivo\"].apply(_ano_nacimiento_vivo_func)\n", + "df = df[df.edad_madre < 120]" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "id": "f941bb5f-dc2f-40d3-a626-00d948370241", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 15003237 entries, 0 to 2080252\n", + "Data columns (total 34 columns):\n", + " # Column Dtype \n", + "--- ------ ----- \n", + " 0 edo_captura object\n", + " 1 edo_nac_madre object\n", + " 2 fecha_nac_madre object\n", + " 3 edad_madre int64 \n", + " 4 estado_conyugal object\n", + " 5 entidad_residencia_madre object\n", + " 6 numero_embarazos int64 \n", + " 7 hijos_nacidos_muertos int64 \n", + " 8 hijos_nacidos_vivos int64 \n", + " 9 hijos_sobrevivientes int64 \n", + " 10 el_hijo_anterior_nacio object\n", + " 11 vive_aun_hijo_anterior object\n", + " 12 orden_nacimiento int64 \n", + " 13 recibio_atencion_prenatal object\n", + " 14 trimestre_recibio_primera_consulta object\n", + " 15 total_consultas_recibidas int64 \n", + " 16 madre_sobrevivio_al_parto object\n", + " 17 escolaridad_madre object\n", + " 18 ocupacion_habitual_madre object\n", + " 19 trabaja_actualmente object\n", + " 20 fecha_nacimiento_nac_vivo object\n", + " 21 hora_nacimiento_nac_vivo object\n", + " 22 sexo_nac_vivo object\n", + " 23 semanas_gestacion_nac_vivo int64 \n", + " 24 talla_nac_vivo int64 \n", + " 25 peso_nac_vivo int64 \n", + " 26 valoracion_apgar_nac_vivo int64 \n", + " 27 valoracion_silverman_nac_vivo int64 \n", + " 28 producto_de_un_embarazo object\n", + " 29 anomalia_congenita_nac_vivo object\n", + " 30 lugar_de_nacimiento object\n", + " 31 entidad_nacimiento object\n", + " 32 entidad_certifico object\n", + " 33 año_de_nacimiento_vivo object\n", + "dtypes: int64(12), object(22)\n", + "memory usage: 3.9+ GB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "199d6f0e-f957-42c5-8527-1e1e8496147f", + "metadata": {}, + "source": [ + "# Agrupación por estado lugar de nacimiento de la madre, y año del registro, agregación de edad de la madre" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "id": "204a3e36-b24c-44e3-ad2c-b440538c6fe2", + "metadata": {}, + "outputs": [], + "source": [ + "consulta = df.groupby(\n", + " [\"edo_captura\", \"edo_nac_madre\", \"año_de_nacimiento_vivo\"]\n", + ").agg({\n", + " \"edad_madre\": [\"count\", \"mean\", \"std\", \"min\", \"max\", ],\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "id": "69e1796d-cb0f-4704-ae9d-aafe7701707b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('JALISCO', 'AGUASCALIENTES', '2010'),\n", + " ('JALISCO', 'AGUASCALIENTES', '2011'),\n", + " ('JALISCO', 'AGUASCALIENTES', '2012'),\n", + " ('JALISCO', 'AGUASCALIENTES', '2013'),\n", + " ('JALISCO', 'AGUASCALIENTES', '2014'),\n", + " ('JALISCO', 'AGUASCALIENTES', '2015'),\n", + " ('JALISCO', 'AGUASCALIENTES', '2016'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2010'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2011'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2012'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2013'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2014'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2015'),\n", + " ('JALISCO', 'BAJA CALIFORNIA', '2016'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2010'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2011'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2012'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2013'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2014'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2015'),\n", + " ('JALISCO', 'BAJA CALIFORNIA SUR', '2016'),\n", + " ('JALISCO', 'CAMPECHE', '2010'),\n", + " ('JALISCO', 'CAMPECHE', '2011'),\n", + " ('JALISCO', 'CAMPECHE', '2012'),\n", + " ('JALISCO', 'CAMPECHE', '2013'),\n", + " ('JALISCO', 'CAMPECHE', '2014'),\n", + " ('JALISCO', 'CAMPECHE', '2015'),\n", + " ('JALISCO', 'CAMPECHE', '2016'),\n", + " ('JALISCO', 'CHIAPAS', '2010'),\n", + " ('JALISCO', 'CHIAPAS', '2011'),\n", + " ('JALISCO', 'CHIAPAS', '2012'),\n", + " ('JALISCO', 'CHIAPAS', '2013'),\n", + " ('JALISCO', 'CHIAPAS', '2014'),\n", + " ('JALISCO', 'CHIAPAS', '2015'),\n", + " ('JALISCO', 'CHIAPAS', '2016'),\n", + " ('JALISCO', 'CHIHUAHUA', '2010'),\n", + " ('JALISCO', 'CHIHUAHUA', '2011'),\n", + " ('JALISCO', 'CHIHUAHUA', '2012'),\n", + " ('JALISCO', 'CHIHUAHUA', '2013'),\n", + " ('JALISCO', 'CHIHUAHUA', '2014'),\n", + " ('JALISCO', 'CHIHUAHUA', '2015'),\n", + " ('JALISCO', 'CHIHUAHUA', '2016'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2010'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2011'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2012'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2013'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2014'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2015'),\n", + " ('JALISCO', 'COAHUILA DE ZARAGOZA', '2016'),\n", + " ('JALISCO', 'COLIMA', '2010'),\n", + " ('JALISCO', 'COLIMA', '2011'),\n", + " ('JALISCO', 'COLIMA', '2012'),\n", + " ('JALISCO', 'COLIMA', '2013'),\n", + " ('JALISCO', 'COLIMA', '2014'),\n", + " ('JALISCO', 'COLIMA', '2015'),\n", + " ('JALISCO', 'COLIMA', '2016'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2010'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2011'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2012'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2013'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2014'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2015'),\n", + " ('JALISCO', 'DISTRITO FEDERAL', '2016'),\n", + " ('JALISCO', 'DURANGO', '2010'),\n", + " ('JALISCO', 'DURANGO', '2011'),\n", + " ('JALISCO', 'DURANGO', '2012'),\n", + " ('JALISCO', 'DURANGO', '2013'),\n", + " ('JALISCO', 'DURANGO', '2014'),\n", + " ('JALISCO', 'DURANGO', '2015'),\n", + " ('JALISCO', 'DURANGO', '2016'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2010'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2011'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2012'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2013'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2014'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2015'),\n", + " ('JALISCO', 'ESTADOS UNIDOS DE NORTEAMERICA', '2016'),\n", + " ('JALISCO', 'ESTADOS UNIDOS MEXICANOS', '2011'),\n", + " ('JALISCO', 'GUANAJUATO', '2010'),\n", + " ('JALISCO', 'GUANAJUATO', '2011'),\n", + " ('JALISCO', 'GUANAJUATO', '2012'),\n", + " ('JALISCO', 'GUANAJUATO', '2013'),\n", + " ('JALISCO', 'GUANAJUATO', '2014'),\n", + " ('JALISCO', 'GUANAJUATO', '2015'),\n", + " ('JALISCO', 'GUANAJUATO', '2016'),\n", + " ('JALISCO', 'GUERRERO', '2010'),\n", + " ('JALISCO', 'GUERRERO', '2011'),\n", + " ('JALISCO', 'GUERRERO', '2012'),\n", + " ('JALISCO', 'GUERRERO', '2013'),\n", + " ('JALISCO', 'GUERRERO', '2014'),\n", + " ('JALISCO', 'GUERRERO', '2015'),\n", + " ('JALISCO', 'GUERRERO', '2016'),\n", + " ('JALISCO', 'HIDALGO', '2010'),\n", + " ('JALISCO', 'HIDALGO', '2011'),\n", + " ('JALISCO', 'HIDALGO', '2012'),\n", + " ('JALISCO', 'HIDALGO', '2013'),\n", + " ('JALISCO', 'HIDALGO', '2014'),\n", + " ('JALISCO', 'HIDALGO', '2015'),\n", + " ('JALISCO', 'HIDALGO', '2016'),\n", + " ('JALISCO', 'JALISCO', '2010'),\n", + " ('JALISCO', 'JALISCO', '2011'),\n", + " ('JALISCO', 'JALISCO', '2012'),\n", + " ('JALISCO', 'JALISCO', '2013'),\n", + " ('JALISCO', 'JALISCO', '2014'),\n", + " ('JALISCO', 'JALISCO', '2015'),\n", + " ('JALISCO', 'JALISCO', '2016'),\n", + " ('JALISCO', 'MEXICO', '2010'),\n", + " ('JALISCO', 'MEXICO', '2011'),\n", + " ('JALISCO', 'MEXICO', '2012'),\n", + " ('JALISCO', 'MEXICO', '2013'),\n", + " ('JALISCO', 'MEXICO', '2014'),\n", + " ('JALISCO', 'MEXICO', '2015'),\n", + " ('JALISCO', 'MEXICO', '2016'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2010'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2011'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2012'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2013'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2014'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2015'),\n", + " ('JALISCO', 'MICHOACAN DE OCAMPO', '2016'),\n", + " ('JALISCO', 'MORELOS', '2010'),\n", + " ('JALISCO', 'MORELOS', '2011'),\n", + " ('JALISCO', 'MORELOS', '2012'),\n", + " ('JALISCO', 'MORELOS', '2013'),\n", + " ('JALISCO', 'MORELOS', '2014'),\n", + " ('JALISCO', 'MORELOS', '2015'),\n", + " ('JALISCO', 'MORELOS', '2016'),\n", + " ('JALISCO', 'N.E.', '2010'),\n", + " ('JALISCO', 'N.E.', '2011'),\n", + " ('JALISCO', 'N.E.', '2012'),\n", + " ('JALISCO', 'N.E.', '2013'),\n", + " ('JALISCO', 'N.E.', '2014'),\n", + " ('JALISCO', 'N.E.', '2015'),\n", + " ('JALISCO', 'N.E.', '2016'),\n", + " ('JALISCO', 'NAYARIT', '2010'),\n", + " ('JALISCO', 'NAYARIT', '2011'),\n", + " ('JALISCO', 'NAYARIT', '2012'),\n", + " ('JALISCO', 'NAYARIT', '2013'),\n", + " ('JALISCO', 'NAYARIT', '2014'),\n", + " ('JALISCO', 'NAYARIT', '2015'),\n", + " ('JALISCO', 'NAYARIT', '2016'),\n", + " ('JALISCO', 'NUEVO LEON', '2010'),\n", + " ('JALISCO', 'NUEVO LEON', '2011'),\n", + " ('JALISCO', 'NUEVO LEON', '2012'),\n", + " ('JALISCO', 'NUEVO LEON', '2013'),\n", + " ('JALISCO', 'NUEVO LEON', '2014'),\n", + " ('JALISCO', 'NUEVO LEON', '2015'),\n", + " ('JALISCO', 'NUEVO LEON', '2016'),\n", + " ('JALISCO', 'OAXACA', '2010'),\n", + " ('JALISCO', 'OAXACA', '2011'),\n", + " ('JALISCO', 'OAXACA', '2012'),\n", + " ('JALISCO', 'OAXACA', '2013'),\n", + " ('JALISCO', 'OAXACA', '2014'),\n", + " ('JALISCO', 'OAXACA', '2015'),\n", + " ('JALISCO', 'OAXACA', '2016'),\n", + " ('JALISCO', 'OTROS PAISES', '2010'),\n", + " ('JALISCO', 'OTROS PAISES', '2011'),\n", + " ('JALISCO', 'OTROS PAISES', '2012'),\n", + " ('JALISCO', 'OTROS PAISES', '2013'),\n", + " ('JALISCO', 'OTROS PAISES', '2014'),\n", + " ('JALISCO', 'OTROS PAISES', '2015'),\n", + " ('JALISCO', 'OTROS PAISES', '2016'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2010'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2011'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2012'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2013'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2014'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2015'),\n", + " ('JALISCO', 'OTROS PAISES DE LATINOAMERICA', '2016'),\n", + " ('JALISCO', 'PUEBLA', '2010'),\n", + " ('JALISCO', 'PUEBLA', '2011'),\n", + " ('JALISCO', 'PUEBLA', '2012'),\n", + " ('JALISCO', 'PUEBLA', '2013'),\n", + " ('JALISCO', 'PUEBLA', '2014'),\n", + " ('JALISCO', 'PUEBLA', '2015'),\n", + " ('JALISCO', 'PUEBLA', '2016'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2010'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2011'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2012'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2013'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2014'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2015'),\n", + " ('JALISCO', 'QUERETARO DE ARTEAGA', '2016'),\n", + " ('JALISCO', 'QUINTANA ROO', '2010'),\n", + " ('JALISCO', 'QUINTANA ROO', '2011'),\n", + " ('JALISCO', 'QUINTANA ROO', '2012'),\n", + " ('JALISCO', 'QUINTANA ROO', '2013'),\n", + " ('JALISCO', 'QUINTANA ROO', '2014'),\n", + " ('JALISCO', 'QUINTANA ROO', '2015'),\n", + " ('JALISCO', 'QUINTANA ROO', '2016'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2010'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2011'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2012'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2013'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2014'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2015'),\n", + " ('JALISCO', 'SAN LUIS POTOSI', '2016'),\n", + " ('JALISCO', 'SINALOA', '2010'),\n", + " ('JALISCO', 'SINALOA', '2011'),\n", + " ('JALISCO', 'SINALOA', '2012'),\n", + " ('JALISCO', 'SINALOA', '2013'),\n", + " ('JALISCO', 'SINALOA', '2014'),\n", + " ('JALISCO', 'SINALOA', '2015'),\n", + " ('JALISCO', 'SINALOA', '2016'),\n", + " ('JALISCO', 'SONORA', '2010'),\n", + " ('JALISCO', 'SONORA', '2011'),\n", + " ('JALISCO', 'SONORA', '2012'),\n", + " ('JALISCO', 'SONORA', '2013'),\n", + " ('JALISCO', 'SONORA', '2014'),\n", + " ('JALISCO', 'SONORA', '2015'),\n", + " ('JALISCO', 'SONORA', '2016'),\n", + " ('JALISCO', 'TABASCO', '2010'),\n", + " ('JALISCO', 'TABASCO', '2011'),\n", + " ('JALISCO', 'TABASCO', '2012'),\n", + " ('JALISCO', 'TABASCO', '2013'),\n", + " ('JALISCO', 'TABASCO', '2014'),\n", + " ('JALISCO', 'TABASCO', '2015'),\n", + " ('JALISCO', 'TABASCO', '2016'),\n", + " ('JALISCO', 'TAMAULIPAS', '2010'),\n", + " ('JALISCO', 'TAMAULIPAS', '2011'),\n", + " ('JALISCO', 'TAMAULIPAS', '2012'),\n", + " ('JALISCO', 'TAMAULIPAS', '2013'),\n", + " ('JALISCO', 'TAMAULIPAS', '2014'),\n", + " ('JALISCO', 'TAMAULIPAS', '2015'),\n", + " ('JALISCO', 'TAMAULIPAS', '2016'),\n", + " ('JALISCO', 'TLAXCALA', '2010'),\n", + " ('JALISCO', 'TLAXCALA', '2011'),\n", + " ('JALISCO', 'TLAXCALA', '2012'),\n", + " ('JALISCO', 'TLAXCALA', '2013'),\n", + " ('JALISCO', 'TLAXCALA', '2014'),\n", + " ('JALISCO', 'TLAXCALA', '2015'),\n", + " ('JALISCO', 'TLAXCALA', '2016'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2010'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2011'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2012'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2013'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2014'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2015'),\n", + " ('JALISCO', 'VERACRUZ DE IGNACIO DE LA LLAVE', '2016'),\n", + " ('JALISCO', 'YUCATAN', '2010'),\n", + " ('JALISCO', 'YUCATAN', '2011'),\n", + " ('JALISCO', 'YUCATAN', '2012'),\n", + " ('JALISCO', 'YUCATAN', '2013'),\n", + " ('JALISCO', 'YUCATAN', '2014'),\n", + " ('JALISCO', 'YUCATAN', '2015'),\n", + " ('JALISCO', 'YUCATAN', '2016'),\n", + " ('JALISCO', 'ZACATECAS', '2010'),\n", + " ('JALISCO', 'ZACATECAS', '2011'),\n", + " ('JALISCO', 'ZACATECAS', '2012'),\n", + " ('JALISCO', 'ZACATECAS', '2013'),\n", + " ('JALISCO', 'ZACATECAS', '2014'),\n", + " ('JALISCO', 'ZACATECAS', '2015'),\n", + " ('JALISCO', 'ZACATECAS', '2016')]" + ] + }, + "execution_count": 231, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[row_name for row_name in consulta.index.to_list() if row_name[0] == \"JALISCO\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "id": "ed9657d0-4d2e-4400-b665-18dae6dfe777", + "metadata": {}, + "outputs": [], + "source": [ + "edos_fronterizos = {\n", + " \"BAJA CALIFORNIA\", \"SONORA\", \"CHIHUAHUA\", \"COAHUILA DE ZARAGOZA\", \"NUEVO LEON\", \"TAMAULIPAS\"\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "id": "dbaedd5e-5ddb-4cc3-ad0d-3eccf610e78e", + "metadata": {}, + "outputs": [], + "source": [ + "edo_nac_madre_de_interes = {\"ESTADOS UNIDOS DE NORTEAMERICA\", \"OTROS PAISES\"} # \"OTROS PAISES DE LATINOAMERICA\"}\n", + "consulta_edo_madre_especifico = consulta.loc[[row_name\n", + " for row_name in consulta.index.to_list()\n", + " if row_name[1] in edo_nac_madre_de_interes\n", + " # and row_name[0] in edos_fronterizos\n", + "]]" + ] + }, + { + "cell_type": "raw", + "id": "0897a47d-d9b7-4cde-a843-82a78418a77c", + "metadata": {}, + "source": [ + "with pd.option_context('display.max_rows', None, 'display.max_columns', None): # more options can be specified also\n", + " display(consulta_edo_madre_especifico)" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "id": "d3a4a225-caaa-4980-aa65-6c9c043b6971", + "metadata": {}, + "outputs": [], + "source": [ + "# consulta_edo_madre_especifico.index, consulta_edo_madre_especifico.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "id": "bfaa53b3-4006-4ded-8ff1-124ebd82d029", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib notebook\n", + "from matplotlib.figure import Figure" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "id": "0e46df9b-891e-424e-9d56-21a7355f417c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'AGUASCALIENTES',\n", + " 'BAJA CALIFORNIA',\n", + " 'BAJA CALIFORNIA SUR',\n", + " 'CAMPECHE',\n", + " 'CHIAPAS',\n", + " 'CHIHUAHUA',\n", + " 'COAHUILA DE ZARAGOZA',\n", + " 'COLIMA',\n", + " 'DISTRITO FEDERAL',\n", + " 'DURANGO',\n", + " 'GUANAJUATO',\n", + " 'GUERRERO',\n", + " 'HIDALGO',\n", + " 'JALISCO',\n", + " 'MEXICO',\n", + " 'MICHOACAN DE OCAMPO',\n", + " 'MORELOS',\n", + " 'NAYARIT',\n", + " 'NUEVO LEON',\n", + " 'OAXACA',\n", + " 'PUEBLA',\n", + " 'QUERETARO DE ARTEAGA',\n", + " 'QUINTANA ROO',\n", + " 'SAN LUIS POTOSI',\n", + " 'SINALOA',\n", + " 'SONORA',\n", + " 'TABASCO',\n", + " 'TAMAULIPAS',\n", + " 'TLAXCALA',\n", + " 'VERACRUZ DE IGNACIO DE LA LLAVE',\n", + " 'YUCATAN',\n", + " 'ZACATECAS'}" + ] + }, + "execution_count": 236, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "{x[0] for x in consulta_edo_madre_especifico.index.to_list()}" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "bf52e20f-e51f-4e26-bbea-e7a318c17b44", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 229, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = Figure(figsize=(12, 6))\n", + "ax = fig.add_subplot()\n", + "edo_nac_madre_deseado = \"ESTADOS UNIDOS DE NORTEAMERICA\"\n", + "_df = consulta_edo_madre_especifico.reset_index()\n", + "edo = \"BAJA CALIFORNIA\"\n", + "for edo in {x[0] for x in consulta_edo_madre_especifico.index.to_list()}:\n", + " _to_plot = _df[\n", + " (_df[\"edo_nac_madre\"] == edo_nac_madre_deseado)\n", + " & (_df[\"edo_captura\"] == edo)\n", + " ][\n", + " [(\"año_de_nacimiento_vivo\", \"\"), (\"edad_madre\", \"count\")]\n", + " ]\n", + " _to_plot.columns = [\"Año\", \"Cantidad\"]\n", + " _to_plot = _to_plot.set_index(\"Año\")\n", + " \n", + " _to_plot.plot(y=\"Cantidad\", ax=ax, label=edo, linestyle=\"--\", grid=True)\n", + "\n", + "ax.legend(loc='upper left')\n", + "ax.set_xlabel(\"Año\")\n", + "ax.set_ylabel(\"Cantidad de Nacimientos\")\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "3df800dd-8ca3-4ef0-9f86-e3ccddbd3f27", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "MultiIndex([( 'edo_captura', ''),\n", + " ( 'edo_nac_madre', ''),\n", + " ('año_de_nacimiento_vivo', ''),\n", + " ( 'edad_madre', 'count'),\n", + " ( 'edad_madre', 'mean'),\n", + " ( 'edad_madre', 'std'),\n", + " ( 'edad_madre', 'min'),\n", + " ( 'edad_madre', 'max')],\n", + " )" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " consulta_edo_madre_especifico.reset_index().columns" + ] + }, + { + "cell_type": "markdown", + "id": "0607aeff-41b8-49e0-985f-708a8be45d64", + "metadata": {}, + "source": [ + "# Agrupación por estado de captura, y año" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "id": "503b0648-5a53-4e10-97a5-6141d9c9c6b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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edad_madre
countmeanstdminmax
edo_capturaaño_de_nacimiento_vivo
AGUASCALIENTES20102697325.5697926.3640831052
20112836125.5760736.3621881147
20122884025.5105766.3701191247
20132869525.4353026.3435201053
20142871825.4340486.3214841256
.....................
ZACATECAS20123084025.3789566.3960841258
20133097125.4173586.3675881052
20143020225.5486066.3822921156
20153009925.6191576.4127981257
20163011825.6419756.4022621051
\n", + "

224 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " edad_madre \n", + " count mean std min max\n", + "edo_captura año_de_nacimiento_vivo \n", + "AGUASCALIENTES 2010 26973 25.569792 6.364083 10 52\n", + " 2011 28361 25.576073 6.362188 11 47\n", + " 2012 28840 25.510576 6.370119 12 47\n", + " 2013 28695 25.435302 6.343520 10 53\n", + " 2014 28718 25.434048 6.321484 12 56\n", + "... ... ... ... .. ..\n", + "ZACATECAS 2012 30840 25.378956 6.396084 12 58\n", + " 2013 30971 25.417358 6.367588 10 52\n", + " 2014 30202 25.548606 6.382292 11 56\n", + " 2015 30099 25.619157 6.412798 12 57\n", + " 2016 30118 25.641975 6.402262 10 51\n", + "\n", + "[224 rows x 5 columns]" + ] + }, + "execution_count": 237, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Edades de madres\n", + "consulta = df.groupby(\n", + " [\"edo_captura\", \"año_de_nacimiento_vivo\"]\n", + ").agg({\n", + " \"edad_madre\": [\"count\", \"mean\", \"std\", \"min\", \"max\", ],\n", + "})\n", + "consulta2" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "id": "1016421b-f5d4-4d99-bf10-5994abf0377f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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edo_capturaañoedad_madre_countedad_madre_meanedad_madre_stdedad_madre_minedad_madre_max
0AGUASCALIENTES20102697325.5697926.3640831052
1MEXICODISTRITO FEDERALMIGUEL HIDALGO09/09/199519NaNNaNNaNSOLTERAMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ06/08/201508/11/20152010AGUASCALIENTES20112836125.5760736.3621881147
2MEXICOMEXICONAUCALPAN DE JUAREZ08/08/199321NaNNaNNaNCASADAMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ06/08/201508/11/20152010AGUASCALIENTES20122884025.5105766.3701191247
3MEXICOMEXICOTLALNEPANTLA DE BAZ13/07/199025NaNNaNNaNUNIÓN LIBREMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ06/08/201508/11/20152010AGUASCALIENTES20132869525.4353026.3435201053
4MEXICOHIDALGOTENANGO DE DORIA02/01/198332NaNNaNNaNUNIÓN LIBREMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ07/08/201508/11/20152010AGUASCALIENTES20142871825.4340486.3214841256
......................................................
2145194MEXICOMEXICOSAN FELIPE DEL PROGRESO18/09/198925NaNNaNNaNUNIÓN LIBREMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ04/08/201508/11/20152010219ZACATECAS20123084025.3789566.3960841258
2145195MEXICOMEXICONAUCALPAN DE JUAREZ07/08/198826NaNNaNNaNSOLTERAMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ04/08/201508/11/20152010220ZACATECAS20133097125.4173586.3675881052
2145196MEXICOMEXICOHUIXQUILUCAN13/03/198827NaNNaNNaNCASADAMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ05/08/201508/11/20152010221ZACATECAS20143020225.5486066.3822921156
2145197MEXICOMEXICONAUCALPAN DE JUAREZ26/05/199817NaNNaNNaNUNIÓN LIBREMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ05/08/201508/11/20152010222ZACATECAS20153009925.6191576.4127981257
2145198MEXICOMEXICOATIZAPAN27/01/199619NaNNaNNaNUNIÓN LIBREMEXICO...NAUCALPAN DE JUAREZMÉDICO GINECO-OBSTETRANO APLICA9997MEXICONAUCALPAN DE JUAREZNAUCALPAN DE JUAREZ06/08/201508/11/20152010223ZACATECAS20163011825.6419756.4022621051
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2145199 rows × 61 columns

\n", + "

224 rows × 7 columns

\n", "
" ], "text/plain": [ - " edo_captura edo_nac_madre mpo_nac_madre \\\n", - "0 MEXICO MEXICO NAUCALPAN DE JUAREZ \n", - "1 MEXICO DISTRITO FEDERAL MIGUEL HIDALGO \n", - "2 MEXICO MEXICO NAUCALPAN DE JUAREZ \n", - "3 MEXICO MEXICO TLALNEPANTLA DE BAZ \n", - "4 MEXICO HIDALGO TENANGO DE DORIA \n", - "... ... ... ... \n", - "2145194 MEXICO MEXICO SAN FELIPE DEL PROGRESO \n", - "2145195 MEXICO MEXICO NAUCALPAN DE JUAREZ \n", - "2145196 MEXICO MEXICO HUIXQUILUCAN \n", - "2145197 MEXICO MEXICO NAUCALPAN DE JUAREZ \n", - "2145198 MEXICO MEXICO ATIZAPAN \n", + " edo_captura año edad_madre_count edad_madre_mean edad_madre_std \\\n", + "0 AGUASCALIENTES 2010 26973 25.569792 6.364083 \n", + "1 AGUASCALIENTES 2011 28361 25.576073 6.362188 \n", + "2 AGUASCALIENTES 2012 28840 25.510576 6.370119 \n", + "3 AGUASCALIENTES 2013 28695 25.435302 6.343520 \n", + "4 AGUASCALIENTES 2014 28718 25.434048 6.321484 \n", + ".. ... ... ... ... ... \n", + "219 ZACATECAS 2012 30840 25.378956 6.396084 \n", + "220 ZACATECAS 2013 30971 25.417358 6.367588 \n", + "221 ZACATECAS 2014 30202 25.548606 6.382292 \n", + "222 ZACATECAS 2015 30099 25.619157 6.412798 \n", + "223 ZACATECAS 2016 30118 25.641975 6.402262 \n", "\n", - " fecha_nac_madre edad_madre madre_se_considera_indigena \\\n", - "0 16/09/1994 20 NaN \n", - "1 09/09/1995 19 NaN \n", - "2 08/08/1993 21 NaN \n", - "3 13/07/1990 25 NaN \n", - "4 02/01/1983 32 NaN \n", - "... ... ... ... \n", - "2145194 18/09/1989 25 NaN \n", - "2145195 07/08/1988 26 NaN \n", - "2145196 13/03/1988 27 NaN \n", - "2145197 26/05/1998 17 NaN \n", - "2145198 27/01/1996 19 NaN \n", + " edad_madre_min edad_madre_max \n", + "0 10 52 \n", + "1 11 47 \n", + "2 12 47 \n", + "3 10 53 \n", + "4 12 56 \n", + ".. ... ... \n", + "219 12 58 \n", + "220 10 52 \n", + "221 11 56 \n", + "222 12 57 \n", + "223 10 51 \n", "\n", - " madre_habla_lengua_indigena lengua_indigena_hablada estado_conyugal \\\n", - "0 NaN NaN UNIÓN LIBRE \n", - "1 NaN NaN SOLTERA \n", - "2 NaN NaN CASADA \n", - "3 NaN NaN UNIÓN LIBRE \n", - "4 NaN NaN UNIÓN LIBRE \n", - "... ... ... ... \n", - "2145194 NaN NaN UNIÓN LIBRE \n", - "2145195 NaN NaN SOLTERA \n", - "2145196 NaN NaN CASADA \n", - "2145197 NaN NaN UNIÓN LIBRE \n", - "2145198 NaN NaN UNIÓN LIBRE \n", - "\n", - " entidad_residencia_madre ... localidad_nacimiento \\\n", - "0 MEXICO ... NAUCALPAN DE JUAREZ \n", - "1 MEXICO ... NAUCALPAN DE JUAREZ \n", - "2 MEXICO ... NAUCALPAN DE JUAREZ \n", - "3 MEXICO ... NAUCALPAN DE JUAREZ \n", - "4 MEXICO ... NAUCALPAN DE JUAREZ \n", - "... ... ... ... \n", - "2145194 MEXICO ... NAUCALPAN DE JUAREZ \n", - "2145195 MEXICO ... NAUCALPAN DE JUAREZ \n", - "2145196 MEXICO ... NAUCALPAN DE JUAREZ \n", - "2145197 MEXICO ... NAUCALPAN DE JUAREZ \n", - "2145198 MEXICO ... NAUCALPAN DE JUAREZ \n", - "\n", - " certificado_por unidad_medica_certifico clues_certifico \\\n", - "0 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "1 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "2 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "3 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "4 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "... ... ... ... \n", - "2145194 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "2145195 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "2145196 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "2145197 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "2145198 MÉDICO GINECO-OBSTETRA NO APLICA 9997 \n", - "\n", - " entidad_certifico municipio_certifico localidad_certifico \\\n", - "0 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "1 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "2 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "3 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "4 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "... ... ... ... \n", - "2145194 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "2145195 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "2145196 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "2145197 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "2145198 MEXICO NAUCALPAN DE JUAREZ NAUCALPAN DE JUAREZ \n", - "\n", - " fecha_certificacion fecha_captura tipo_formato \n", - "0 07/08/2015 08/11/2015 2010 \n", - "1 06/08/2015 08/11/2015 2010 \n", - "2 06/08/2015 08/11/2015 2010 \n", - "3 06/08/2015 08/11/2015 2010 \n", - "4 07/08/2015 08/11/2015 2010 \n", - "... ... ... ... \n", - "2145194 04/08/2015 08/11/2015 2010 \n", - "2145195 04/08/2015 08/11/2015 2010 \n", - "2145196 05/08/2015 08/11/2015 2010 \n", - "2145197 05/08/2015 08/11/2015 2010 \n", - "2145198 06/08/2015 08/11/2015 2010 \n", - "\n", - "[2145199 rows x 61 columns]" + "[224 rows x 7 columns]" ] }, - "execution_count": 15, + "execution_count": 204, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df" + "_df = consulta2.reset_index()\n", + "_df.columns = [\"_\".join(x).rstrip(\"_\") for x in _df.columns.to_flat_index()]\n", + "_df = _df.rename(columns={\"año_de_nacimiento_vivo\": \"año\"})\n", + "_df" + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "id": "2fe9eafa-549f-45c0-923c-b59f5fdd5cc5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = Figure(figsize=(12, 6))\n", + "ax = fig.add_subplot()\n", + "_df = consulta2.reset_index()\n", + "_df.columns = [\"_\".join(x).rstrip(\"_\") for x in _df.columns.to_flat_index()]\n", + "_df = _df.rename(columns={\"año_de_nacimiento_vivo\": \"año\"})\n", + "edo = \"BAJA CALIFORNIA\"\n", + "for edo in estados_mexicanos:\n", + " _to_plot = _df[(_df[\"edo_captura\"] == edo)][[\"año\", \"edad_madre_mean\", \"edad_madre_std\"]]\n", + " _to_plot = _to_plot.set_index(\"año\")\n", + " _to_plot.plot(y=\"edad_madre_mean\", ax=ax, label=edo, linestyle=\"--\", grid=True)\n", + "\n", + "\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "7f2d498f-afad-427d-b403-749dd2e7ac07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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edad_madre
countmeanstdminmax
edo_capturaedo_nac_madreaño_de_nacimiento_vivo
AGUASCALIENTESAGUASCALIENTES20102069624.9869066.2288931052
20112158024.9955516.2413111147
20122187824.8869186.2312711247
20132217024.8478576.1723181052
20142245124.8718106.1585771256
........................
ZACATECASZACATECAS20122539925.3865906.3921791258
20132581125.3834416.3856381152
20142531625.5269006.3950301356
20152513825.5568466.4216931257
20162500325.5908096.3990271051
\n", + "

8054 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " edad_madre \\\n", + " count mean \n", + "edo_captura edo_nac_madre año_de_nacimiento_vivo \n", + "AGUASCALIENTES AGUASCALIENTES 2010 20696 24.986906 \n", + " 2011 21580 24.995551 \n", + " 2012 21878 24.886918 \n", + " 2013 22170 24.847857 \n", + " 2014 22451 24.871810 \n", + "... ... ... \n", + "ZACATECAS ZACATECAS 2012 25399 25.386590 \n", + " 2013 25811 25.383441 \n", + " 2014 25316 25.526900 \n", + " 2015 25138 25.556846 \n", + " 2016 25003 25.590809 \n", + "\n", + " \n", + " std min max \n", + "edo_captura edo_nac_madre año_de_nacimiento_vivo \n", + "AGUASCALIENTES AGUASCALIENTES 2010 6.228893 10 52 \n", + " 2011 6.241311 11 47 \n", + " 2012 6.231271 12 47 \n", + " 2013 6.172318 10 52 \n", + " 2014 6.158577 12 56 \n", + "... ... .. .. \n", + "ZACATECAS ZACATECAS 2012 6.392179 12 58 \n", + " 2013 6.385638 11 52 \n", + " 2014 6.395030 13 56 \n", + " 2015 6.421693 12 57 \n", + " 2016 6.399027 10 51 \n", + "\n", + "[8054 rows x 5 columns]" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = Figure(figsize=(12, 6))\n", + "ax = fig.add_subplot()\n", + "_df = consulta2.reset_index()\n", + "for edo in {x[0] for x in consulta.index.to_list()}:\n", + " _to_plot = _df[(_df[\"edo_captura\"] == edo)\n", + " ][\n", + " [(\"año_de_nacimiento_vivo\", \"\"), (\"edad_madre\", \"count\")]\n", + " ]\n", + " _to_plot.columns = [\"Año\", \"Cantidad\"]\n", + " _to_plot = _to_plot.set_index(\"Año\")\n", + " \n", + " _to_plot.plot(y=\"Cantidad\", ax=ax, label=edo, linestyle=\"--\", grid=True)\n", + "\n", + "ax.legend(loc='upper left')\n", + "ax.set_xlabel(\"Año\")\n", + "ax.set_ylabel(\"Cantidad de Nacimientos\")\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "80f2928c-b4b7-49ea-84c9-6a4aba677be2", + "metadata": {}, + "source": [ + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "d97e103b-5384-4bae-b7b8-ebbdb7ec6a68", + "metadata": {}, + "source": [ + "# Filtrar a solo observar los:" + ] + }, + { + "cell_type": "markdown", + "id": "f60b5c93-ffb7-41d6-90a8-9a0e32d396f7", + "metadata": {}, + "source": [ + "## Top GDP" + ] + }, + { + "cell_type": "markdown", + "id": "ee3bea25-e8bb-4af9-b246-b84b46a79e94", + "metadata": {}, + "source": [ + "## Agrupación por zonas metropolitanas\n" ] }, { "cell_type": "code", "execution_count": null, - "id": "3a0a131b-b6d5-490c-afe8-b38e01f67afa", + "id": "a99f74c8-33d2-44fe-b78f-b0a9e5267251", "metadata": {}, "outputs": [], "source": []