{"cells":[{"cell_type":"markdown","metadata":{"tags":[],"id":"zj7hBDWosuws"},"source":["# Primera Entrega del Proyecto Final\n","\n","Dataset a usar: [Encuesta de viajes y turismo de los hogares en Argentina](https://datos.yvera.gob.ar/dataset/encuesta-de-viajes-y-turismo-de-los-hogares-evyth-microdatos)\n","\n","[Más información](https://datos.yvera.gob.ar/dataset/945e10f1-eee7-48a2-b0ef-8aff11df8814/resource/f41af122-ca31-4654-907b-a9cd57b80651/download/evyth-data.pdf)"]},{"cell_type":"markdown","metadata":{"cell_id":"a18869fe26a94da882d48aefe23d9844","deepnote_cell_type":"markdown","id":"p2Rkx6Q1uWU6"},"source":["# Abstract\n","\n","La economía argentina ha enfrentado desafíos significativos en los últimos tiempos, lo que ha llevado a una disminución en el poder adquisitivo de la población y ha generado dificultades para acceder a experiencias vacacionales en destinos internacionales. Como consecuencia directa, muchos ciudadanos han optado por buscar opciones más accesibles y cercanas, redescubriendo la riqueza y variedad de lugares turísticos dentro del territorio nacional.\n","\n","Esta tendencia al alza en el turismo interno ha resultado beneficiosa para el desarrollo de la industria turística local, impulsando la generación de empleo y el crecimiento económico en diferentes regiones del país. Además, ha permitido potenciar la valoración y promoción del patrimonio cultural, natural e histórico de Argentina, fomentando el sentimiento de pertenencia y orgullo entre sus habitantes.\n","\n","No obstante, es importante destacar que este fenómeno también ha generado retos y desafíos, como la necesidad de mejorar la infraestructura y los servicios turísticos para satisfacer la creciente demanda interna. Asimismo, se requiere un enfoque sostenible y responsable para preservar los recursos naturales y culturales, garantizando que el turismo interno sea una opción viable y sustentable a largo plazo.\n","\n","En conclusión, la crisis económica que ha afectado a los argentinos ha impulsado un cambio en las preferencias vacacionales, promoviendo un aumento significativo en el turismo interno como alternativa a los viajes al extranjero. Esta tendencia ha demostrado ser una oportunidad para el desarrollo y valorización de los atractivos nacionales, aunque implica la necesidad de abordar de manera adecuada los desafíos que se presentan para asegurar un turismo interno próspero y sustentable en el futuro.\n","\n","El dataset que se utilizará en este proyecto proviene del Sistema de Información Turística de la Argentina. Consiste en un agrupamiento de encuestas que tiene como objetivo medir la evolución de los viajes realizados por los hogares argentinos, sus características y computar aspectos socio-demográficos que permitan caracterizar a los turistas residentes."]},{"cell_type":"markdown","source":["# Introducción"],"metadata":{"id":"VgVdmHaHfn1o"}},{"cell_type":"markdown","source":["## Objetivo\n","\n","La finalidad de este proyecto es crear un modelo de Machine Learning que permita agrupar a los turistas internos en Argentina en diferentes grupos socio-demográficos según características en común que tengan.\n","\n","## Contexto Comercial\n","\n","Frente al aumento del turismo interno que enfrenta el país debido a la crisis económica, el Miniterio de Turismo propuso realizar mejoras de infraestructura que permitan brindar una mejor experiencia a todos los turistas alrededor del país.\n","\n","Para hacer esto, determinaron que la mejor manera de realizar estas mejoras es ir atacando el problema por área. Es por esto que decidieron contratar a un científico de datos, con la finalidad de separar a los turistas interior en diferentes grupos socio-demográficos, de tal forma que a partir de estas separaciones se puedan brindar soluciones de infraestructura mucho más efectivas en el país.\n","\n","## Problema Comercial\n","\n","En base al dataset a utilizar se busca resolver los siguientes problemas:\n","\n","* ¿Es el dataset suficiente y efectivo para realizar una agrupación socio-demográfica de los turistas internos?\n","\n","* ¿Qué aspectos son más relevantes a la hora de definir estos grupos?\n","\n","## Contexto Analítico\n","\n","El trabajo será realizado sobre un archivo .CSV que contiene datos sobre diferentes atributos económicos, sociales y culturales de los turistas internos. Complementario a esto, tenemos otro archivo .CSV que brinda información sobre las diferentes variables presentes en el dataset principal.\n","\n","Como queremos agrupar a los turistas en base a los atributos en el dataset, sin tener alguna variable específica que los defina y clasifique a cada uno, podemos decir que estamos ante un problema de aprendizaje no supervisado."],"metadata":{"id":"mtvE5EKZBAjV"}},{"cell_type":"markdown","metadata":{"id":"43__mqwnsuwu"},"source":["# Librerías"]},{"cell_type":"code","execution_count":null,"metadata":{"cell_id":"d4e376c7158f4c2592d185b039f2449c","deepnote_cell_type":"code","id":"62wzCfpUu6zN","tags":[]},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","mpl.style.use('bmh')"]},{"cell_type":"markdown","metadata":{"id":"n0mlZHKvsuwx"},"source":["# Extracción del Dataset"]},{"cell_type":"markdown","source":["Para comenzar a trabajar los datos, disponemos de dos archivos. El primero, el cual contiene el dataset propiamente dicho. El segundo, contiene definiciones con respecto a los valores aplicados al dataset."],"metadata":{"id":"TZF6qyc782e4"}},{"cell_type":"code","execution_count":null,"metadata":{"cell_id":"dcfdd748e5a24e948e4de38b475359c0","colab":{"base_uri":"https://localhost:8080/","height":280},"deepnote_cell_type":"code","executionInfo":{"elapsed":14186,"status":"ok","timestamp":1690501798582,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"},"user_tz":180},"id":"KRx0P-JXu9oc","outputId":"17ada33e-b2b6-48f2-bfab-ea0a0e69289b","tags":[]},"outputs":[{"output_type":"execute_result","data":{"text/plain":["   id_hogar  id_viajes  miembro  anio  trimestre  region_origen  \\\n","0        71      41201        1  2012          1              2   \n","1        71      41201        2  2012          1              2   \n","2        71      41201        4  2012          1              2   \n","3        71      41201        3  2012          1              2   \n","4        71      61201        3  2012          1              2   \n","\n","   aglomerado_origen  region_destino  provincia_destino localidad_destino  \\\n","0                 33               3                  6      Mar del Tuyú   \n","1                 33               3                  6      Mar del Tuyú   \n","2                 33               3                  6      Mar del Tuyú   \n","3                 33               3                  6      Mar del Tuyú   \n","4                 33               3                  6              Reta   \n","\n","   ...  p006  p006_agrup  p007  nivel_ed  cond_act  p013  j_sexo  j_edad  \\\n","0  ...    54           4   2.0         7         1     2       1       3   \n","1  ...    56           4   2.0         4         1     3       1       3   \n","2  ...    27           2   2.0         9         1     3       1       3   \n","3  ...    23           2   1.0         8         1     2       1       3   \n","4  ...    23           2   1.0         8         1     2       1       3   \n","\n","   j_nivel_ed  j_cond_act  \n","0           4           1  \n","1           4           1  \n","2           4           1  \n","3           4           1  \n","4           4           1  \n","\n","[5 rows x 88 columns]"],"text/html":["\n","\n","  <div id=\"df-21b03588-8810-47f0-9c63-871735e40259\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id_hogar</th>\n","      <th>id_viajes</th>\n","      <th>miembro</th>\n","      <th>anio</th>\n","      <th>trimestre</th>\n","      <th>region_origen</th>\n","      <th>aglomerado_origen</th>\n","      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\"https://docs.google.com/spreadsheets/d/e/2PACX-1vQQJT0m0tEC-7xFOt9ReyvvqpJgRNEdIqBFUhrJj20aBQmwYwIhh6Vuwo71WeP0ASYq8s64z7wBGsK7/pub?gid=1243501032&single=true&output=csv\"\n","df_diccionario = pd.read_csv(url_diccionario)\n","\n","# Visualización del dataset\n","df_turismo.head()"]},{"cell_type":"code","source":["# Columnas del dataset\n","print(list(df_turismo.columns))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eepHalP9NjNk","executionInfo":{"status":"ok","timestamp":1690501798583,"user_tz":180,"elapsed":52,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"7abe254b-1793-4919-ea93-7b41d78a9490"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['id_hogar', 'id_viajes', 'miembro', 'anio', 'trimestre', 'region_origen', 'aglomerado_origen', 'region_destino', 'provincia_destino', 'localidad_destino', 'cod_loc_2001', 'codigo_2001', 'codigo_2010', 'cod_prov_2010', 'cod_depto_2010', 'cod_loc_2010', 'pondera', 'tipo_visitante', 'cantidad_destinos', 'multidestino', 'px06', 'px06_agrup', 'px07', 'px07_agrup', 'px08', 'px08_agrup', 'px09', 'px10_1', 'px11', 'px12_1', 'px12_2', 'px12_3', 'px12_4', 'px12_5', 'px12_6', 'px12_7', 'px12_8', 'px13', 'px14', 'px15_1', 'px15_2', 'px15_3', 'px15_4', 'pxb16_1_1', 'pxb16_1_2', 'pxb16_1_3', 'pxb16_1_4', 'pxb16_1_5', 'pxb16_1_6', 'pxb16_1_7', 'pxb16_1_9', 'pxb16_2', 'px17_1', 'px17_2_1', 'px17_2_2', 'px17_2_3', 'px17_2_4', 'px17_2_5', 'px17_2_6', 'px17_2_7', 'px17_2_8', 'px17_2_9', 'px17_2_10', 'px17_2_11', 'px17_2_12', 'px17_2_13', 'px18_1', 'px18_2', 'px18_3', 'px18_4', 'px18_5', 'px18_6', 'px18_7', 'gasto_pc', 'quintil_pcf_visitante', 'p002', 'p004', 'p005', 'p006', 'p006_agrup', 'p007', 'nivel_ed', 'cond_act', 'p013', 'j_sexo', 'j_edad', 'j_nivel_ed', 'j_cond_act']\n"]}]},{"cell_type":"markdown","source":["# Variables:"],"metadata":{"id":"CGDmUlgyHUlG"}},{"cell_type":"markdown","source":["La definición de las variables podemos extraerlas del diccionario (no mostraremos todas porque no es relevante en este momento):"],"metadata":{"id":"OSwhDv7WHV_U"}},{"cell_type":"code","source":["display(df_diccionario[df_diccionario[\"opcion\"].isnull()][[\"variable\", \"descripcion\"]])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"vJDV1sBsHU2d","executionInfo":{"status":"ok","timestamp":1690501798583,"user_tz":180,"elapsed":24,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"c3333f21-ab7b-477d-a1bb-d50066966a4b"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["       variable                                       descripcion\n","0      id_hogar         Código de identificación único de hogares\n","1     id_viajes          Código de identificación único de viajes\n","2       miembro                     Número de miembro en el hogar\n","3          anio                                               Año\n","4     trimestre                                         Trimestre\n","..          ...                                               ...\n","456        p013                        Tipo de cobertura de salud\n","462      j_sexo                    Sexo del jefe o jefa del hogar\n","465      j_edad                    Edad del jefe o jefa del hogar\n","470  j_nivel_ed  Máximo nivel educativo del jefe o jefa del hogar\n","475  j_cond_act  Condición de actividad del jefe o jefa del hogar\n","\n","[89 rows x 2 columns]"],"text/html":["\n","\n","  <div id=\"df-50f336de-885b-45dc-ad74-3ae2590e4ea5\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>variable</th>\n","      <th>descripcion</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>id_hogar</td>\n","      <td>Código de identificación único de hogares</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>id_viajes</td>\n","      <td>Código de identificación único de viajes</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>miembro</td>\n","      <td>Número de miembro en el hogar</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>anio</td>\n","      <td>Año</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>trimestre</td>\n","      <td>Trimestre</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>456</th>\n","      <td>p013</td>\n","      <td>Tipo de cobertura de salud</td>\n","    </tr>\n","    <tr>\n","      <th>462</th>\n","      <td>j_sexo</td>\n","      <td>Sexo del jefe o jefa del hogar</td>\n","    </tr>\n","    <tr>\n","      <th>465</th>\n","      <td>j_edad</td>\n","      <td>Edad del jefe o jefa del hogar</td>\n","    </tr>\n","    <tr>\n","      <th>470</th>\n","      <td>j_nivel_ed</td>\n","      <td>Máximo nivel educativo del jefe o jefa del hogar</td>\n","    </tr>\n","    <tr>\n","      <th>475</th>\n","      <td>j_cond_act</td>\n","      <td>Condición de actividad del jefe o jefa del hogar</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>89 rows × 2 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-50f336de-885b-45dc-ad74-3ae2590e4ea5')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" 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Para la finalidad de este proyecto, vamos a simplificar el dataset eliminando variables redundantes, preguntas muy específicas y agrupando otras columnas en información más concisa.\n","\n","Una vez definidas las variables, procedemos a explicarlas una por una."],"metadata":{"id":"1xUthbZ9OBnu"}},{"cell_type":"markdown","source":["1. Eliminamos variables con preguntas muy específicas. También se presentan preguntas con respuesta numérica, y una adyacente con una respuesta categórica (las cuales agrupan las respuestas de la columna anterior). En estos casos eliminaremos las columnas que realizan las agrupaciones y dejaremos las numéricas."],"metadata":{"id":"EOr9GnZtRsGv"}},{"cell_type":"code","source":["preguntas_a_borrar = [\n","    \"px06_agrup\",\n","    \"px07_agrup\",\n","    \"px08\",\n","    \"px12_1\",\n","    \"px12_2\",\n","    \"px12_3\",\n","    \"px12_4\",\n","    \"px12_5\",\n","    \"px12_6\",\n","    \"px12_7\",\n","    \"px12_8\",\n","    \"px15_1\",\n","    \"px15_2\",\n","    \"px15_3\",\n","    \"px15_4\",\n","    \"pxb16_1_1\",\n","    \"pxb16_1_2\",\n","    \"pxb16_1_3\",\n","    \"pxb16_1_4\",\n","    \"pxb16_1_5\",\n","    \"pxb16_1_6\",\n","    \"pxb16_1_7\",\n","    \"pxb16_1_9\",\n","    \"pxb16_2\",\n","    \"px17_1\",\n","    \"px17_2_1\",\n","    \"px17_2_2\",\n","    \"px17_2_3\",\n","    \"px17_2_4\",\n","    \"px17_2_5\",\n","    \"px17_2_6\",\n","    \"px17_2_7\",\n","    \"px17_2_8\",\n","    \"px17_2_9\",\n","    \"px17_2_10\",\n","    \"px17_2_11\",\n","    \"px17_2_12\",\n","    \"px17_2_13\",\n","    \"px18_1\",\n","    \"px18_2\",\n","    \"px18_3\",\n","    \"px18_4\",\n","    \"px18_5\",\n","    \"px18_6\",\n","    \"px18_7\"\n","]\n","\n","df_turismo.drop(columns=preguntas_a_borrar, axis=1, inplace=True)"],"metadata":{"id":"EQDCeqONRrm0"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["2. Eliminamos las columnas de ubicación de origen y destino, dejando solo la región de origen y la de destino"],"metadata":{"id":"KnJ0n62eZFIm"}},{"cell_type":"code","source":["columnas_de_ubicacion_a_borrar = [\n","    \"aglomerado_origen\",\n","    \"provincia_destino\",\n","    \"localidad_destino\",\n","    \"codigo_2001\",\n","    \"codigo_2010\",\n","    \"cod_prov_2010\",\n","    \"cod_depto_2010\",\n","    \"cod_loc_2010\",\n","    \"cod_loc_2001\"\n","]\n","\n","df_turismo.drop(columns=columnas_de_ubicacion_a_borrar, axis=1, inplace=True)"],"metadata":{"id":"j0fgDnPXOke4"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["3. Se eliminan otras columnas que carecen de interés para el análisis del problema"],"metadata":{"id":"rlRazkm-dp-K"}},{"cell_type":"code","source":["otras_columnas_a_borrar = [\n","    \"miembro\",\n","    \"pondera\",\n","    \"multidestino\",\n","    \"p004\",\n","    \"p005\",\n","    \"p006\",\n","    \"p006_agrup\",\n","    \"p007\",\n","    \"nivel_ed\",\n","    \"cond_act\"\n","]\n","\n","df_turismo.drop(columns=otras_columnas_a_borrar, axis=1, inplace=True)"],"metadata":{"id":"bHkGd0Y1dpj0"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["4. Reemplazamos el nombre del resto de las columnas para mejorar su legibilidad"],"metadata":{"id":"PJzjhesxE8dL"}},{"cell_type":"code","source":["df_turismo.rename(columns={\n","    \"px06\": \"cantidad_participantes\",\n","    \"px07\": \"cantidad_noches\",\n","    \"px08_agrup\": \"tipo_alojamiento\",\n","    \"px09\": \"medio_transporte\",\n","    \"px10_1\": \"motivo_viaje\",\n","    \"px11\": \"paquete_turistico\",\n","    \"px13\": \"tiempo_anticipacion\",\n","    \"px14\": \"uso_internet\",\n","    \"gasto_pc\": \"gasto_total\",\n","    \"quintil_pcf_visitante\": \"ingreso_pcf\",\n","    \"p002\": \"cantidad_miembros_hogar\",\n","    \"p013\": \"tipo_cobertura_salud\",\n","    \"j_sexo\": \"jefe_sexo\",\n","    \"j_edad\": \"jefe_edad\",\n","    \"j_nivel_ed\": \"jefe_educacion\",\n","    \"j_cond_act\": \"jefe_actividad\"\n","}, inplace=True)"],"metadata":{"id":"Hn2ZW3UPFA6O"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Variables\n","\n","Aquí se muestra las definiciones de las variables con que se trabajará. Explicaciones más profundas sobre cada una se observará en el análisis exploratorio de datos (EDA).\n","\n","|Variable|Definición|\n","|---|---|\n","|id_hogar|Número de identificación que recibe una persona o grupo de personas que habitan bajo un mismo techo|\n","|id_viajes|Número de identificación de un viaje realizado|\n","|anio|Año en que ocurrió el viaje|\n","|trimestre|Trimestre en que ocurrió el viaje|\n","|region_origen|Región donde reside el hogar|\n","|region_destino|Región que se visitó|\n","|tipo_visitante|Tipo de visitante (turista o excursionista)|\n","|cantidad_destinos|Cantidad de lugares que se visitan en el viaje|\n","|cantidad_participantes|Cantidad de integrantes del hogar que participaron en el viaje|\n","|cantidad_noches|Cantidad de noches de estadía|\n","|tipo_alojamiento|Tipo de alojamiento|\n","|medio_transporte|Medio de transporte utilizado|\n","|motivo_viaje|Motivo del viaje|\n","|paquete_turistico|Se contrató un paquete turístico|\n","|tiempo_anticipacion|Tiempo de anticipación antes de realizar el viaje|\n","|uso_internet|¿Utilizaron internet para consultar información o contratar algún servicio?|\n","|gasto_total|Gasto aproximado total del viaje|\n","|ingreso_pcf|Ingreso per cápita familar (por quintil)|\n","|cantidad_miembros_hogar|Cantidad de miembros del hogar|\n","|tipo_cobertura_salud|Tipo de cobertura de salud|\n","|jefe_sexo|Sexo del jefe/a del hogar|\n","|jefe_edad|Edad del jefe/a del hogar|\n","|jefe_educacion|Máximo nivel educativo del jefe/a del hogar|\n","|jefe_actividad|Condición de actividad del jefe/a del hogar|"],"metadata":{"id":"QAtXQsFJ5lOc"}},{"cell_type":"markdown","source":["# Limpieza de datos"],"metadata":{"id":"LqH21vGf-xFm"}},{"cell_type":"markdown","source":["* Primero que nada, queremos evitar fenómenos como la pandemia y periodos anteriores a la crisis. Por lo tanto, vamos a ser más selectivos con nuestro dataset, y utilizaremos sólo aquellos datos del 2er trimestre de 2021 en adelante."],"metadata":{"id":"mZoostdKKYsS"}},{"cell_type":"code","source":["df_turismo = df_turismo[(df_turismo['anio'] >= 2022) | ((df_turismo[\"anio\"] == 2021) & (df_turismo[\"trimestre\"] != 1))].copy()\n","print(f'Cantidad de filas: {len(df_turismo)}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2F6ntksCKbXl","executionInfo":{"status":"ok","timestamp":1690501799304,"user_tz":180,"elapsed":96,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"ae73f370-835b-43a2-8dee-521265061674"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Cantidad de filas: 70759\n"]}]},{"cell_type":"markdown","source":["* Chequeo de nulos:"],"metadata":{"id":"_O0uFPS3HmAT"}},{"cell_type":"code","source":["df_turismo.info()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"L47YEols_X3u","executionInfo":{"status":"ok","timestamp":1690501799306,"user_tz":180,"elapsed":86,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"0ced50e4-50db-4c77-e1f9-88dab2b1b339"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 70759 entries, 375184 to 446793\n","Data columns (total 24 columns):\n"," #   Column                   Non-Null Count  Dtype  \n","---  ------                   --------------  -----  \n"," 0   id_hogar                 70759 non-null  int64  \n"," 1   id_viajes                70759 non-null  int64  \n"," 2   anio                     70759 non-null  int64  \n"," 3   trimestre                70759 non-null  int64  \n"," 4   region_origen            70759 non-null  int64  \n"," 5   region_destino           70759 non-null  int64  \n"," 6   tipo_visitante           70759 non-null  int64  \n"," 7   cantidad_destinos        70759 non-null  int64  \n"," 8   cantidad_participantes   70759 non-null  int64  \n"," 9   cantidad_noches          70759 non-null  int64  \n"," 10  tipo_alojamiento         70759 non-null  int64  \n"," 11  medio_transporte         70759 non-null  int64  \n"," 12  motivo_viaje             70759 non-null  int64  \n"," 13  paquete_turistico        23758 non-null  float64\n"," 14  tiempo_anticipacion      13976 non-null  float64\n"," 15  uso_internet             33280 non-null  float64\n"," 16  gasto_total              70759 non-null  float64\n"," 17  ingreso_pcf              70759 non-null  int64  \n"," 18  cantidad_miembros_hogar  70759 non-null  int64  \n"," 19  tipo_cobertura_salud     70759 non-null  int64  \n"," 20  jefe_sexo                70759 non-null  int64  \n"," 21  jefe_edad                70759 non-null  int64  \n"," 22  jefe_educacion           70759 non-null  int64  \n"," 23  jefe_actividad           70759 non-null  int64  \n","dtypes: float64(4), int64(20)\n","memory usage: 13.5 MB\n"]}]},{"cell_type":"markdown","source":["Las columnas paquete_turistico, tiempo_anticipacion y uso_internet presentan muchos valores nulos (más del 50%). Para estos casos, lo ideal es eliminar estas variables de nuestro modelo."],"metadata":{"id":"XgN_ZwDZ_h1t"}},{"cell_type":"code","source":["df_turismo.drop([\"tiempo_anticipacion\", \"paquete_turistico\", \"uso_internet\"], axis=1, inplace=True)"],"metadata":{"id":"-vGOq_OJKlpa"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["* Agrupamiento de datos por hogar\n","\n","El dataset está organizado de tal manera que cada integrante de una familia tiene una encuesta diferente. Para nuestro caso de estudio, tal nivel de granularidad es innecesario, por lo que vamos a filtrar el dataset y mantener solo una fila por hogar."],"metadata":{"id":"LxEXvvPkKxAT"}},{"cell_type":"code","source":["df_turismo.drop_duplicates(subset=[\"id_hogar\", \"id_viajes\"], keep=\"first\", inplace=True)"],"metadata":{"id":"Q41iL10-NK4Y"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["* Ajuste de gastos con inflación\n","\n","Para intentar nivelar los gastos con los actuales, vamos a realizar un cálculo de inflación correspondiente al primero de enero de 2023."],"metadata":{"id":"IdOznTngN9Bn"}},{"cell_type":"code","source":["df_turismo.reset_index(inplace=True)\n","\n","multiplicador = {\n","    2021: {\n","        2: 2.60,\n","        3: 2.35,\n","        4: 2.15\n","    },\n","    2022: {\n","        1: 1.95,\n","        2: 1.68,\n","        3: 1.43,\n","        4: 1.17\n","    }\n","}\n","\n","for i, row in df_turismo.iterrows():\n","  if row.anio != 2023:\n","    df_turismo.at[i, \"gasto_total\"] = row.gasto_total * multiplicador[row.anio][row.trimestre]"],"metadata":{"id":"trZXDcbcPNP-"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["* Eliminación de columnas de identificación"],"metadata":{"id":"LyViEfFKSvEG"}},{"cell_type":"code","source":["df_turismo.drop(columns=[\"id_hogar\", \"id_viajes\", \"index\"], axis=1, inplace=True)"],"metadata":{"id":"Y5-nOJk0SuuA"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Exploratory Data Analysis"],"metadata":{"id":"PlIWFlW8SnFL"}},{"cell_type":"markdown","source":["## Distribución de datos"],"metadata":{"id":"u3H4ZGe9Jjzv"}},{"cell_type":"code","source":["fig, ax = plt.subplots(nrows=4, ncols=5, figsize=(20, 14))\n","\n","# Generación de distribuciones\n","for i, ax in enumerate(fig.axes):\n","  if i < len(df_turismo.columns):\n","    if df_turismo[df_turismo.columns[i]].nunique() <= 25:\n","      sns.countplot(data=df_turismo, x=df_turismo.columns[i], ax=ax)\n","    else:\n","      sns.histplot(data=df_turismo, x=df_turismo.columns[i], ax=ax)\n","      ax.set(xlim=(0, df_turismo[df_turismo.columns[i]].quantile(0.99)))\n","    ax.set(ylabel=\"\", xlabel=df_turismo.columns[i])\n","  else:\n","    ax.remove()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":54},"id":"06L9g-5-aoKi","executionInfo":{"status":"ok","timestamp":1690501814294,"user_tz":180,"elapsed":12123,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"df5abd36-010f-489d-8b5f-f673adf7b258"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2000x1400 with 19 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["¿Qué podemos resaltar de las distribuciones?\n","\n","* Como tratamos los datos del 2do trimestre de 2021 hasta el 1ro de 2023, es entendible que gran parte de los datos provengan del 2022. Sin embargo, se intentó mantener un balanceo de las muestras por trimestre.\n","* Las regiones de origen son relativamente uniformes.\n","* La región de destino favorita es Buenos Aires (excluídos CABA y GBA)\n","* Tenemos datos balanceados respecto al tipo de visitante\n","  0. Turista: Visitante que pasa al menos una noche en el destino\n","  1. Excursionista: Visitante que no pasa ninguna noche\n","* La mayoría de las personas realizan viajes con un solo destino.\n","* Las personas prefieren visitar el país acompañados con un solo familiar que ir solos.\n","* En cuanto a los turistas, las noches de estadía tienden a ser entre 2 y 3 noches.\n","* El principal alojamiento que prefieren los visitantes es una segunda vivienda del grupo familiar (ya sea propia o alquilada).\n","* El principal medio de transporte es el automóvila propio, y en los motivos de viaje principales están por esparcimiento y por visitas a familiares o amigos.\n","* Teniendo en cuenta la moda, podemos decir que, con respecto a los hogares:\n","  * El ingreso per cápita familiar es del 5to quintil.\n","  * Tienen 2 miembros.\n","  * Están cubiertos por una obra social.\n","* Y con respecto al jefe/jefa de hogar:\n","  * Es varón\n","  * Tiene 60 años o más\n","  * Tiene educación superior completa\n","  * Está ocupado o inactivo\n","\n","Podemos observar una tendencia clara con respecto al último ítem, nuestra muestra contiene muchos adultos mayores que están trabajando o ya se han jubilado. ¿Será porque este grupo está más predispuesto a completar estas encuestas? ¿O será porque entre los turistas internos este grupo resalta respecto a los otros? ¿Podría ser también que las personas de otros rangos etarios prefieren viajar al exterior en vez del interior del país?"],"metadata":{"id":"FhSjsC9SPYo-"}},{"cell_type":"markdown","source":["## Destino preferido por trimestre"],"metadata":{"id":"OaOoGil6cM7I"}},{"cell_type":"markdown","source":["Diccionario de valores:\n","\n","|ID|Región destino|\n","|---|---|\n","|1|CABA|\n","|2|GBA|\n","|3|Resto de Buenos Aires|\n","|4|Centro|\n","|5|Litoral|\n","|6|Norte|\n","|7|Cuyo|\n","|8|Patagonia|"],"metadata":{"id":"TStAXX14ZPRO"}},{"cell_type":"code","source":["fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(8, 8))\n","\n","for i, ax in enumerate(fig.axes):\n","  sns.countplot(data=df_turismo[df_turismo[\"trimestre\"]==i+1], x=\"region_destino\", ax=ax)\n","  ax.set(xlabel=f\"Región destino para trimestre {i+1}\", ylabel=\"\", ylim=[0, 3500])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":54},"id":"brU2eOTkcOzH","executionInfo":{"status":"ok","timestamp":1690501815224,"user_tz":180,"elapsed":943,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"958fc9e8-80d1-4d4f-f8f4-1dabf2b5be68"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 4 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Podemos observar que el destino preferido de los visitantes es siempre la provincia de Buenos Aires (sin contar GBA y CABA). Sin embargo, en el primer trimestre, la cantidad relativa de este destino con respecto al resto es mucho mayor. ¿Podrá ser porque la muestra es mucho mayor en el 1er trimestre? ¿O será porque el 1er trimestre corresponde al verano, y la gente decide visitar las playas de Buenos Aires por sobre otros lugares?\n","\n","Por otro lado, observamos que los destinos siguientes más elegidos son el Centro del país, el Litorial, y el Norte.\n","\n","Con respecto a la primera pregunta, resulta conveniente analizar la cantidad de muestras por trimestre y año, para tratar de discernir porque hay tanta diferencia en el 1er trimestre con respecto al resto."],"metadata":{"id":"F7Corb-RZkwY"}},{"cell_type":"code","source":["fig, ax = plt.subplots(figsize=(5, 5))\n","\n","sns.countplot(data=df_turismo, x=\"anio\", hue=\"trimestre\", ax=ax)\n","ax.set(xlabel=\"Año\", ylabel=\"\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":464},"id":"dWwQJv9VbXo5","executionInfo":{"status":"ok","timestamp":1690501815230,"user_tz":180,"elapsed":147,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"497022d4-ff3d-4712-8b5c-91b698e26ed0"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 500x500 with 1 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Como se observa, a medida que aumenta el año, también aumentó la cantidad de muestras, por lo que existe un desbalanceo a lo largo del tiempo.\n","Sin embargo, si revisamos por trimestre, por ejemplo en 2022, podemos ver que las muestras tienen su fondo en el 2do trimestre, y van aumentando hasta el 1er trimestre, posiblemente por el hecho de que se realizan más vacaciones o visitas en verano."],"metadata":{"id":"_d1oY7NabsS7"}},{"cell_type":"markdown","source":["## ¿Cómo viajan los/las jefes/jefas de hogar según el sexo?"],"metadata":{"id":"DSiYrXHjeQR7"}},{"cell_type":"code","source":["columnas = [\"cantidad_participantes\", \"tipo_alojamiento\", \"medio_transporte\", \"motivo_viaje\", \"jefe_edad\", \"jefe_educacion\"]\n","\n","fig, ax = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n","\n","# Generación de distribuciones\n","for i, ax in enumerate(fig.axes):\n","  if i < len(columnas):\n","    sns.countplot(data=df_turismo, x=columnas[i], hue=\"jefe_sexo\", ax=ax)\n","    ax.set(ylabel=\"\", xlabel=columnas[i])\n","    ax.legend(labels=[\"Mujer\", \"Hombre\"])\n","  else:\n","    ax.remove()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":677},"id":"Xc4Zew_0emlG","executionInfo":{"status":"ok","timestamp":1690501817462,"user_tz":180,"elapsed":2370,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"ac275dc9-c21a-4da0-92ef-5ce2116c41d5"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x1200 with 6 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Se observa que las tendencias tienden a ser similares en ambos sexos:\n","* Prefieren alojarse en una vivienda del grupo familiar (alquilada o propia)\n","* Prefieren viajar en auto y por motivos de recreación o visita a familiares.\n","* Son principalmente personas adultas mayores y tienen educación secundaria completa o superior.\n","\n","Un aspecto sutil que se puede tener en cuenta, es que los hombres tienden a viajar con un acompañante, mientras que las mujeres prefieren viajar solas, aunque no es mucha la diferencia respecto a los que viajan acompañados."],"metadata":{"id":"8BiYUHaMgHfk"}},{"cell_type":"code","source":["fig, ax = plt.subplots(figsize=(12, 5))\n","sns.histplot(data=df_turismo, x=\"gasto_total\", hue=\"jefe_sexo\", ax=ax, kde=True)\n","ax.set(xlim=(0, df_turismo[\"gasto_total\"].quantile(0.95)), xlabel=\"Gasto total\", ylabel=\"Frecuencia\")\n","ax.legend(labels=[\"Hombre\", \"Mujer\"]);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":464},"id":"_nTkzapalVQO","executionInfo":{"status":"ok","timestamp":1690501828400,"user_tz":180,"elapsed":10943,"user":{"displayName":"Franco Giordano","userId":"11864357500095360887"}},"outputId":"a187f659-5758-4bcf-8555-c7afce8b6a27"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x500 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Por último, podemos ver que las tendencias de gasto tienden a ser similares entre ambos sexos."],"metadata":{"id":"R95VzU6dopIO"}}],"metadata":{"colab":{"provenance":[]},"deepnote":{},"deepnote_execution_queue":[],"deepnote_notebook_id":"492c67a3cc2b495883d35c4597dbf79a","kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.2"}},"nbformat":4,"nbformat_minor":0}