From cae89c87766a9eede4567156a665dfe8c65b324e Mon Sep 17 00:00:00 2001 From: Federico Pacheco Date: Wed, 12 May 2021 17:04:20 -0300 Subject: [PATCH] Agrego ultimo cambio --- notebook_definitivo.ipynb | 2607 ------------------------------------ requirements.txt | 6 + tp_FIUFIP_parte1.ipynb | 2657 +++++++++++++++++++++++++++++++++++++ 3 files changed, 2663 insertions(+), 2607 deletions(-) delete mode 100644 notebook_definitivo.ipynb create mode 100644 requirements.txt create mode 100644 tp_FIUFIP_parte1.ipynb diff --git a/notebook_definitivo.ipynb b/notebook_definitivo.ipynb deleted file mode 100644 index 680d488..0000000 --- a/notebook_definitivo.ipynb +++ /dev/null @@ -1,2607 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "10a4c93a", - "metadata": {}, - "source": [ - "# FIUFIP: Que No Se Escape Nadie" - ] - }, - { - "cell_type": "markdown", - "id": "d8697556", - "metadata": {}, - "source": [ - "## Introducción" - ] - }, - { - "cell_type": "markdown", - "id": "888cf3df", - "metadata": {}, - "source": [ - "Este trabajo consiste en analizar una serie de datos recoletados por la agencia gubernamental de recaudación de impuestos *FIUFIP*.\n", - "\n", - "Buscaremos entender como se relacionan estos datos y determinar un metodo de si una persona tiene **altos ingresos** o **bajos ingresos** a partir de los datos recibidos, que consisten en una serie de atributos de la persona que la agencia fue llenando y catalogando a la persona como de altos ingresos o no.\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "9786fb03", - "metadata": {}, - "source": [ - "## Objetivos" - ] - }, - { - "cell_type": "markdown", - "id": "b91435a2", - "metadata": {}, - "source": [ - "**Tarea**: explicar qué conclusiones se pueden llegar a partir de analizar los datos recolectados\n", - "\n", - "* Saber cómo entender cada uno de los datos\n", - "* Saber cómo se relacionan entre sí \n", - "* Saber si se puede sacar alguna conclusión o descubrir un patrón a partir de estos\n", - "\n", - "**Adicionalmente**\n", - "\n", - "* Saber cuáles son los factores más importantes que determinan si un usuario **tiene altos** o **bajos ingresos** {*varible_target*}.\n", - "\n", - "**Baseline**: código simple \n", - "\n", - "* intente predecir el target (si el usuario tiene **altos ingresos** o **bajos ingresos**).\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "a758ddb4", - "metadata": {}, - "source": [ - "## Carga de librerias y dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "e2988f20", - "metadata": {}, - "outputs": [], - "source": [ - "from collections import Counter \n", - "import requests \n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import squarify\n", - "\n", - "import plotly.express as px\n", - "from matplotlib import pyplot as plt\n", - "from pandas_profiling import ProfileReport\n", - "from sklearn.metrics import accuracy_score, roc_auc_score" - ] - }, - { - "cell_type": "markdown", - "id": "5101d79f", - "metadata": {}, - "source": [ - "Tambien leemos el dataset, que está en formato CSV desde Google Drive." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "13bff10f", - "metadata": {}, - "outputs": [], - "source": [ - "with requests.get(\n", - " \"https://docs.google.com/spreadsheets/d/1-DWTP8uwVS-dZY402-dm0F9ICw_6PNqDGLmH0u8Eqa0/export?format=csv\"\n", - ") as r, open(\"fiufip_dataset.csv\", \"wb\") as f:\n", - " for chunk in r.iter_content():\n", - " f.write(chunk)\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "e9a66357", - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"fiufip_dataset.csv\")" - ] - }, - { - "cell_type": "markdown", - "id": "9b090662", - "metadata": {}, - "source": [ - "# Ser contribuyente y proveer todos los datos a FIUFIP puede volverse complicado ¿Hay datos que falten en el dataset provisto?\n" - ] - }, - { - "cell_type": "markdown", - "id": "841d5fd5", - "metadata": {}, - "source": [ - "Por ser una base de datos de la agencia FIUFIP, es posible que algunos contribuyentes hayan decido no responder o responder erroneamente a la hora de exponer sus datos personales. Esto puede llevar a que haya datos faltantes. Veamos si hay datos faltantes y ya que estamos visualicemos todas las features provistas en el dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "501a4c00", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi = 100)\n", - "df.rename(columns={'ganancia_perdida_declarada_bolsa_argentina':'suma_declarada_bolsa_argentina'},inplace=True)\n", - "nulos = df.isnull().sum().sort_values(ascending = True)\n", - "\n", - "\n", - "y_pos = np.arange(len(nulos.index))\n", - "plt.barh(y_pos, nulos.values, align='center')\n", - "plt.yticks(y_pos, nulos.index)\n", - "plt.ylabel('')\n", - "plt.xlabel('Cantidad')\n", - "plt.xticks(rotation = 45)\n", - "plt.title('Cantidad de nulos segun feature')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "a2f442af", - "metadata": {}, - "source": [ - "Se pueden observar todas las features provistas. En particular solo tres de ellas presentan valores nulos. Resulta llamativo que los nulos en categoria de trabajo y trabajo sean similiares pero primero veamos sucede con la feature barrio " - ] - }, - { - "cell_type": "markdown", - "id": "2e45908b", - "metadata": {}, - "source": [ - "## ¿Qué sucede y cómo se distribuye la feature barrio? ¿A qué puede deberse su cantidad de valores nulos?" - ] - }, - { - "cell_type": "markdown", - "id": "37732522", - "metadata": {}, - "source": [ - "Veamos la cantidad de posibles opciones de barrio que hay en el dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "8f2592f9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "41" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(df.barrio.value_counts().index)\n" - ] - }, - { - "cell_type": "markdown", - "id": "8832fefb", - "metadata": {}, - "source": [ - "Lo primero a destacar es que hay 41 barrios mientrás que Capital Federal tiene 48, luego los datos faltantes podrían deberse a que no estaban todas las opciones disponibles al momento de obtener los datos. Debido a esto cambiemos el Nan por 'Otro' y veamos la distribución de la feature en cuestión" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "7009a315", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df['barrio'] = df['barrio'].replace(np.nan,'Otro')\n", - "barrios = df['barrio'].value_counts(normalize=True,dropna=False) * 100\n", - "\n", - "barrios.cumsum().plot(\n", - " kind='bar', title=\"Distribución de la suma acumulativa de barrios\", figsize=(25, 8)\n", - ")\n", - "\n", - "plt.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "90f60cf5", - "metadata": {}, - "source": [ - "De este gráfico, podemos observar que casi el 90% de los contribuyentes vive en el barrio de Palermo. Es decir, que se trata de una feature que además de tener una alta cardinaliad, tiene una baja varianza y a priori parecería dificil poder establecer relaciones con otras variables" - ] - }, - { - "cell_type": "markdown", - "id": "87bc7aa1", - "metadata": {}, - "source": [ - "## ¿Qué sucede con los valores nulos en las features 'categoría de trabajo' y 'trabajo'? ¿Tienen alguna relación?" - ] - }, - { - "cell_type": "markdown", - "id": "ba788681", - "metadata": {}, - "source": [ - "Como habiamos mencionado anteriormente, la cantidad de nulos en estas features es de un número parecido. Veamos si existe alguna relación que se pueda observar. En primer lugar veamos la feature categoria de trabajo" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "6d8b8fe9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "relacion_de_dependencia 22696\n", - "monotibutista 2541\n", - "empleado_municipal 2093\n", - "NaN 1836\n", - "empleado_provincial 1298\n", - "responsable_inscripto 1116\n", - "empleadao_estatal 960\n", - "trabajo_voluntariado 14\n", - "sin_trabajo 7\n", - "Name: categoria_de_trabajo, dtype: int64" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['categoria_de_trabajo'].value_counts(dropna=False)" - ] - }, - { - "cell_type": "markdown", - "id": "0e3190b7", - "metadata": {}, - "source": [ - "Remplacemos el Nan por un 'No contesta' para poder entender mejor los datos, ya que estamos hablando de una variable categorica. Por otra parte, se observa una distinción entre los distintos tipos de empleado público posible. Reasignemolos a una nueva categoria 'empleado_publico' y veamos la distribución de esta feature" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "fce94ce4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def generalizar_empleados_publicos(categoria):\n", - " if categoria in ['empleado_municipal','empleado_provincial','empleadao_estatal']:\n", - " return 'empleado_publico'\n", - " return categoria\n", - "df['categoria_de_trabajo'] = df['categoria_de_trabajo'].replace(np.nan,'No contesta')\n", - "df['categoria_de_trabajo'] = df['categoria_de_trabajo'].apply(generalizar_empleados_publicos)\n", - "plt.figure(dpi = 100)\n", - "cantidad_por_trabajo = df['categoria_de_trabajo'].value_counts(normalize=True,ascending=True) * 100\n", - "plt.barh(cantidad_por_trabajo.index,cantidad_por_trabajo.values)\n", - "plt.title(\"Proporción de contribuyentes por categoria de trabajo\")\n", - "plt.xticks(rotation = 90)\n", - "plt.xlabel('Proporción')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "acdfdc6e", - "metadata": {}, - "source": [ - "Vemos que la gran mayoria de los contribuyentes se encuentra trabajando en el sector privado y en particular casi el 70% lo hace en relación de dependencia. Quizás en un futuro esta información nos sea útil, pero por el momento sigamos adelante. Veamos ahora la feature 'trabajo'" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "1e1d6a1a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "profesional_especializado 4140\n", - "reparador 4099\n", - "directivo_gerente 4066\n", - "entretenimiento 3770\n", - "ventas 3650\n", - "otros 3295\n", - "inspector 2002\n", - "NaN 1843\n", - "transporte 1597\n", - "limpiador 1370\n", - "sector_primario 994\n", - "soporte_tecnico 928\n", - "seguridad 649\n", - "servicio_domestico 149\n", - "ejercito 9\n", - "Name: trabajo, dtype: int64" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['trabajo'].value_counts(dropna=False)" - ] - }, - { - "cell_type": "markdown", - "id": "6de37fef", - "metadata": {}, - "source": [ - "Podemos observar que no figura entre las posibles opciones estar desempleado, con lo cual quizas no estaba la opción a la hora de la construcción del dataset. Remplacemos los NaN por 'No contesta' y luego veremos si podemos obtener más información de quienes no contestaron" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "d0dcfa24", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df['trabajo'] = df['trabajo'].replace(np.nan,'No contesta')\n", - "plt.figure(dpi = 100)\n", - "cantidad_por_trabajo = df['trabajo'].value_counts(ascending=True)\n", - "plt.barh(cantidad_por_trabajo.index,cantidad_por_trabajo.values)\n", - "plt.title(\"Cantidad de contribuyentes por trabajo\")\n", - "plt.xticks(rotation = 90)\n", - "plt.xlabel('Cantidad')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2273288e", - "metadata": {}, - "source": [ - "Vemos que hay cinco trabajos predominantes, lo cual por el momento no nos dice mucho" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "065f6c97", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1836, 13)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dataset_sin_contestar = df[df['categoria_de_trabajo'] == 'No contesta']\n", - "dataset_sin_contestar = dataset_sin_contestar[dataset_sin_contestar['trabajo'] == 'No contesta']\n", - "dataset_sin_contestar.shape" - ] - }, - { - "cell_type": "markdown", - "id": "548b8ff2", - "metadata": {}, - "source": [ - "Se puede ver que trás filtrar el dataset quienes no contestan en la feature 'trabajo', tampoco lo hacen en la feature 'categoria_de_trabajo'. Ahora bien, ¿Se trata esto de un error en la recolección de los datos por parte de nuestra querida agencia? ¿Se tratará de desempleados que erronamente figuran en el dataset? ¿O son desempleados (quizás retirados) que conservan fuentes de ingreso que son gravables? " - ] - }, - { - "cell_type": "markdown", - "id": "042b632b", - "metadata": {}, - "source": [ - "## Aquellos de quienes desconocemos su trabajo, ¿Operan en la bolsa?¿Qué edades tienen? ¿Presentan horas registradas trabajando?" - ] - }, - { - "cell_type": "markdown", - "id": "d5d853d9", - "metadata": {}, - "source": [ - "Veamos primero como es la distribución de las edades" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "6cca3c86", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=110)\n", - "bins_deseados = int(dataset_sin_contestar.edad.nunique()/2)\n", - "plt.hist(dataset_sin_contestar.edad, bins=bins_deseados, label=\"Edad\")\n", - "\n", - "plt.title(\"Distribución de la edad en la cantidad de encuestados\\nde quienes se desconoce su trabajo\")\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Edad\")\n", - "plt.xticks(np.arange(0,95, 5))\n", - "plt.yticks(np.arange(0,300, 30))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "0871ccb0", - "metadata": {}, - "source": [ - "No resulta llamativo una cierta concentración a partir de aproximadamente contribuyentes mayores a 60 años (pueden ser jubilados con bienes adicionales que sean gravables), pero ¿como se puede explicar la concentración que vemos en los sub 30? Investiguemos un poco más, quizás hemos identificado a genios del trading, que aún así no lograron evadir las garras de la FIUFIP" - ] - }, - { - "cell_type": "markdown", - "id": "5ce67ac9", - "metadata": {}, - "source": [ - "### Los menores a 30 años, ¿Tiene alta participación en la bolsa?" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "395f0b6c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=110)\n", - "\n", - "menores_a_treinta = dataset_sin_contestar[dataset_sin_contestar['edad'] <= 30]\n", - "porcentaje_que_opera = (menores_a_treinta['suma_declarada_bolsa_argentina'] != 0).value_counts(normalize=True)\n", - "porcentaje_que_opera.plot(kind='pie',autopct='%1.0f%%',labels = ['No opera','Opera'])\n", - "plt.title('Porcentaje de quienes se les desconoce\\nel trabajo y menores a treinta que operan en la bolsa')\n", - "plt.ylabel('')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "f5de235a", - "metadata": {}, - "source": [ - "Bueno, pareciera que no se trata particularmente de genios de las finanzas, o al menos no de gente que tiene interés en comunicarlo. Veamos que sucede con las horas de trabajo registradas" - ] - }, - { - "cell_type": "markdown", - "id": "e7c09d8f", - "metadata": {}, - "source": [ - "### ¿Como es la distribución de horas trabajadas de estas personas?¿Y si es gente que esta desempleada y figura por error?" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "44070505", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=110)\n", - "\n", - "sns.histplot(\n", - " data=dataset_sin_contestar,\n", - " x='horas_trabajo_registradas',\n", - " bins=20\n", - ")\n", - "\n", - "plt.title(\"Distribución de las horas trabajadas\\nde quienes se desconoce su trabajo\")\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Horas\")\n", - "plt.xticks(np.arange(0,95, 5))\n", - "plt.yticks(np.arange(0,750, 50))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "205a53c9", - "metadata": {}, - "source": [ - "Los datos resultan concluyentes. No parece tratarse de desempleados (a menos que acaben de perder el empleo y estos datos aún no se hayan actualizado) sino más bien gente de la que realmente no se pudo obtener información. Habrá que mejorar la recolección de datos hecha por FIUFIP. " - ] - }, - { - "cell_type": "markdown", - "id": "a05424ef", - "metadata": {}, - "source": [ - "# Se puede mentir con la Edad en las redes o en persona pero, ¿Y a la FIUFIP?" - ] - }, - { - "cell_type": "markdown", - "id": "80dda8e7", - "metadata": {}, - "source": [ - "Resulta de interés observar la distribución de edades de los contribuyentes. Reagrupemos en rangos y observemos" - ] - }, - { - "cell_type": "markdown", - "id": "8e53f54c", - "metadata": {}, - "source": [ - "Primero verifiquemos que todas las edades tengan sentido" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "bd5c1684", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(df.edad < 10).any()" - ] - }, - { - "cell_type": "markdown", - "id": "d6d072e3", - "metadata": {}, - "source": [ - "Es decir, no hay ninguna edad incongruente." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "5863977d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(dpi=110)\n", - " \n", - "rango_edades = np.arange(10,100,10)\n", - "cantidad_en_rango = pd.Series(pd.cut(df['edad'], bins = rango_edades).value_counts()).sort_index()\n", - "\n", - "ploted = plt.bar(cantidad_en_rango.index.astype(str), cantidad_en_rango.values)\n", - "\n", - "plt.title(\"Distribución de la edad en grupos\\npor la cantidad de encuestados\")\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Edad en grupos\")\n", - "plt.tick_params('x',labelrotation=45)\n", - "plt.yticks(np.arange(0,11000, 1000))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "9f0511c5", - "metadata": {}, - "source": [ - "Justo como lo sospechabamos, hay una mayor cantidad de contribuyentes en el rango de los 20 años a los 50 años. Era esperable, se trata de los años donde la gran mayoria de las personas realiza su vida profesional. " - ] - }, - { - "cell_type": "markdown", - "id": "62809e1d", - "metadata": {}, - "source": [ - "## Edad y horas trabajadas ¿Una evidente relación?" - ] - }, - { - "cell_type": "markdown", - "id": "4a42d742", - "metadata": {}, - "source": [ - "Antes de analizar la relación veamos..." - ] - }, - { - "cell_type": "markdown", - "id": "1f12d03c", - "metadata": {}, - "source": [ - "### ¿Cuantas horas trabaja la gente en general?" - ] - }, - { - "cell_type": "markdown", - "id": "8f43bf9c", - "metadata": {}, - "source": [ - "Observemos" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "7d3adc49", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "plt.title(\"Distribución de las horas trabajadas\")\n", - "sns.histplot(\n", - " data=df,\n", - " x='horas_trabajo_registradas',\n", - " bins=20\n", - ")\n", - "\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Horas\")\n", - "plt.xticks(np.arange(0,95, 5))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "b4c471eb", - "metadata": {}, - "source": [ - "Se observa una gran concentración de personas que trabaja alrededor de 40 horas. Dichas hora son claramente semanales y este valor es lógico ya que lo habitual es trabajar 5 dias y 8 horas por día" - ] - }, - { - "cell_type": "markdown", - "id": "202c9fc5", - "metadata": {}, - "source": [ - "### Ahora si, ¿Se trabaja menos con el paso del tiempo?" - ] - }, - { - "cell_type": "markdown", - "id": "e4aa4ae5", - "metadata": {}, - "source": [ - "La lógica indica que con el paso de los años, se tiende a trabajar menos. O al menos esperamos que sea así. Veamos si hallamos una relación" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "0cfb10e3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rango_edades = np.arange(10,100,10)\n", - "pf = df\n", - "pf['rango'] = pd.Series(pd.cut(pf['edad'], bins = rango_edades))\n", - "pf = pf.groupby('rango').agg(list)\n", - "pf['horas_trabajadas_promedio'] = pf['horas_trabajo_registradas'].apply(np.mean)\n", - "\n", - "plt.figure(dpi=100)\n", - "plt.stem(pf['horas_trabajadas_promedio'],use_line_collection=True)\n", - "plt.title('Horas trabajadas registradas promedio segun rango de edades')\n", - "plt.xticks(np.arange(0,8,1),pf.index)\n", - "plt.xlabel('Rango de edad')\n", - "plt.ylabel('Horas promedio')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "b9ba9109", - "metadata": {}, - "source": [ - "Nuestra sospecha fue confirmada, al avanzar la edad, las horas de trabajo promedio tienden a ser menos. Además observamos que los menores a 20 años tambien trabajan menos horas en promedio, probablemente porque muchos pueden estar estudiando y se insertan en el mercado laboral en trabajos de menor carga horaria. Sigamos analizando un poco más..." - ] - }, - { - "cell_type": "markdown", - "id": "fbc61f28", - "metadata": {}, - "source": [ - "## ¿Hay un rango de Edades que dé indicios de tener alto valor adquisitivo?" - ] - }, - { - "cell_type": "markdown", - "id": "06bb9639", - "metadata": {}, - "source": [ - "Bueno, llegamos a quizás la feature más importante y de la que hablaremos mucho. Hagamos una breve introducción" - ] - }, - { - "cell_type": "markdown", - "id": "4fe7f6fe", - "metadata": {}, - "source": [ - "### ¿Que porcentaje de contribuyentes califican como de altos y bajos ingresos?" - ] - }, - { - "cell_type": "markdown", - "id": "cbd3224b", - "metadata": {}, - "source": [ - "Grafiquemos" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "c7ce0ba4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=100)\n", - "valor_adquisitivo = df.tiene_alto_valor_adquisitivo.value_counts()\n", - "valor_adquisitivo.plot(kind='pie',labels= ['Bajo', 'Alto'], colors=['#D17049',\"#89D15E\"],autopct='%1.0f%%')\n", - "plt.title(\"Proporción de valores\\nadquisitivos declarados\")\n", - "plt.ylabel('')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2b1771e9", - "metadata": {}, - "source": [ - "Vemos que solo el 24% de los contribuyentes califica como de altos ingresos. Este dato sera importante ya que muchas veces dividiremos a los contribuyentes segun su categoria de ingresos. Pero no nos desviemos aún" - ] - }, - { - "cell_type": "markdown", - "id": "95fb2f21", - "metadata": {}, - "source": [ - "### Retomando... ¿Influye la edad en tener altos o bajos ingresos?" - ] - }, - { - "cell_type": "markdown", - "id": "45ac91a2", - "metadata": {}, - "source": [ - "Veamos si podemos encontrar una relación" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "e55933c7", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rango_edades = np.arange(10,100,10)\n", - "pf = df\n", - "pf['rango'] = pd.Series(pd.cut(pf['edad'], bins = rango_edades))\n", - "\n", - "plt.figure(dpi = (100))\n", - "sns.countplot(\n", - " data=pf, x='rango', hue='tiene_alto_valor_adquisitivo'\n", - ")\n", - "\n", - "plt.legend(labels=['Bajo', 'Alto'], title='Valor adquisitivo')\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Rangos por edades\")\n", - "plt.title(\"Cantidad de encuestados segun rango\\nde edades por valor adquisitivo\")\n", - "plt.xticks(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "ccdb31c4", - "metadata": {}, - "source": [ - "Lo que se observa en el gráfico es que en los rangos de edad de entre 30 y 60 años es donde más probabilidad hay de calificar como de altos ingresos. Los menores a 30 años de altos ingresos son muy escasos" - ] - }, - { - "cell_type": "markdown", - "id": "16fe0c50", - "metadata": {}, - "source": [ - "## Los trabajos mejor pagos, ¿Solo alcanzables a partir de cierta edad?" - ] - }, - { - "cell_type": "markdown", - "id": "68323b11", - "metadata": {}, - "source": [ - "No nos apresuremos. Ya habiamos visto la distribución de los trabajos declarados. Veamos ahora cuales son los más propensos a tener altos ingresos" - ] - }, - { - "cell_type": "markdown", - "id": "a0b3c7e9", - "metadata": {}, - "source": [ - "### ¿De que hay que trabajar para tener altos ingresos?" - ] - }, - { - "cell_type": "markdown", - "id": "6c5903b6", - "metadata": {}, - "source": [ - "Más de uno se lo preguntó a la hora de elegir su carrera o más de uno se lo pregunta cuando ve su recibo de sueldo. No demos más vueltas, respondamos con un gráfico" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "33aa4cc9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=110)\n", - "\n", - "ax = sns.histplot(\n", - " df,\n", - " y='trabajo',\n", - " hue='tiene_alto_valor_adquisitivo',\n", - " multiple='fill',\n", - " palette= ['#D17049', \"#89D15E\"],\n", - " edgecolor='white')\n", - "\n", - "ax.set_title('Proporción de valor adquisitivo por trabajos')\n", - "ax.set_xlabel(\"Proporción\")\n", - "ax.set_ylabel(\"\")\n", - "\n", - "leg = ax.get_legend()\n", - "leg.set_title(\"Valor adquisitivo\")\n", - "labs = leg.texts\n", - "labs[0].set_text(\"Bajo\")\n", - "labs[1].set_text(\"Alto\")\n", - "plt.xticks(np.arange(0,1.1,0.1))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "05c8faeb", - "metadata": {}, - "source": [ - "Bueno...pareciera ser que ser gerente o directivo es el camino. También ser un profesional especializado o dedicarse al sector de la seguridad o el soporte técnico. Veamos de que trabajan los jovenes" - ] - }, - { - "cell_type": "markdown", - "id": "522288dc", - "metadata": {}, - "source": [ - "### ¿Hay muchos menores a 30 gerentes? ¿Y profesionales?" - ] - }, - { - "cell_type": "markdown", - "id": "b2f95c5f", - "metadata": {}, - "source": [ - "Veamos que sucede con los trabajos que declaran los menores a 30 años" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "a9a306f9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi = 100)\n", - "jovenes = df[(df.edad < 30)]\n", - "jovenes = jovenes['trabajo'].value_counts(ascending=True)\n", - "\n", - "y_pos = np.arange(len(jovenes.index))\n", - "plt.barh(y_pos, jovenes.values, align='center')\n", - "plt.yticks(y_pos, jovenes.index)\n", - "plt.xlabel('Cantidad')\n", - "plt.title('Cantidad de contribuyentes\\nmenores a 30 años por trabajo')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "a043c96f", - "metadata": {}, - "source": [ - "Vemos en el gráfico que resulta muy complicado para los jóvenes alcanzar puestos jerárquicos. También, es probable que no haya gran cantidad de profesionales especializados porque aún muchos se encuentran estudiando" - ] - }, - { - "cell_type": "markdown", - "id": "b5491335", - "metadata": {}, - "source": [ - "Bueno, dejemos a la edad tranquila, hablemos de algo que viene pisando fuerte en los últimos años... el género" - ] - }, - { - "cell_type": "markdown", - "id": "966fee41", - "metadata": {}, - "source": [ - "# Ellos y Ellas" - ] - }, - { - "cell_type": "markdown", - "id": "5872e868", - "metadata": {}, - "source": [ - "Es momento de saber como se distribuye género de nuestros queridos contribuyentes" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "8e80cc8a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=100)\n", - "cantidad_por_genero = df.genero.value_counts(normalize=True)\n", - "cantidad_por_genero.plot(kind='pie',labels= ['Hombre', 'Mujer'],colors=['#D17049',\"#89D15E\"],autopct='%1.0f%%')\n", - "plt.title('Proporción del género de los contribuyentes')\n", - "plt.ylabel('')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "97db3299", - "metadata": {}, - "source": [ - "Se observa una mayor cantidad de hombres. Una posible explicación, podria ser que, aún en los tiempos que corren, las mujeres continuan realizando mayormente tareas domesticas no remuneradas que les impide trabajar. Veamos si se evidencian algunas otras desigualdades" - ] - }, - { - "cell_type": "markdown", - "id": "1a6ec7c4", - "metadata": {}, - "source": [ - "## ¿Hay igualdad de Genero en los valores adquisitivos declarados?" - ] - }, - { - "cell_type": "markdown", - "id": "ee9d5418", - "metadata": {}, - "source": [ - "Muchas veces se menciona el hecho de que las mujeres suelen tener más obstaculos para llegar a ser mejor remuneradas. Veamos..." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "7182ddc3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi = 110)\n", - "colors = ['#D17049', \"#89D15E\"]\n", - "\n", - "bar_plot = sns.barplot(\n", - " data=df.groupby(\"genero\")\n", - " .tiene_alto_valor_adquisitivo.value_counts(normalize=True)\n", - " .rename(\"Proporción\")\n", - " .reset_index(),\n", - " x='genero',\n", - " y=\"Proporción\",\n", - " hue='tiene_alto_valor_adquisitivo',\n", - " palette=colors,\n", - ")\n", - "\n", - "bar_plot.set_xlabel(\"Género\")\n", - "bar_plot.set_title(\"Proporción de valor adquisitivo declarado\\npor genero\")\n", - "#bar_plot.set_xticks(np.arange(0,1.1, 0.1))\n", - "leg = bar_plot.get_legend()\n", - "leg.set_title(\"Valor adquisitivo\")\n", - "labs = leg.texts\n", - "labs[0].set_text(\"Bajo\")\n", - "labs[1].set_text(\"Alto\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "d2c38cd9", - "metadata": {}, - "source": [ - "Como podemos observar, no es para nada equitativa la posibilidad de tener alto valor adquisitivo. Osea que no solo hay más hombres, sino que estos tienen más chances de calificar como de alto valor adquisitivo. ¿Qué es lo que puede llevar a esto?\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "2c67fa5a", - "metadata": {}, - "source": [ - "## ¿El género y el rol familiar influyen en las horas trabajadas?" - ] - }, - { - "cell_type": "markdown", - "id": "7b52a5b1", - "metadata": {}, - "source": [ - "Antes habiamos mencionado que una posibilidad de disparidad en cantidad de contribuyentes hombres y mujeres, era que aún estos tiempos era posible que más mujeres se ocupen solo de tareas domesticas. Pero ¿Y si esta tendencia se mantiene aún en aquellas mujeres que tiene un trabajo remunerado? Veamos primero como estan distribuidos los roles familiares" - ] - }, - { - "cell_type": "markdown", - "id": "15b34022", - "metadata": {}, - "source": [ - "### ¿Cómo es la distribución de los roles familiares?" - ] - }, - { - "cell_type": "markdown", - "id": "60bd5883", - "metadata": {}, - "source": [ - "Para tener consistencia, vamos a juntar las categorias casado y casado en una sola 'casado_a', ya que por ejemplo en soltero no se hace esa distinción" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "098f85b5", - "metadata": {}, - "outputs": [], - "source": [ - "casada_mujer_o_casado_hombre = (df.rol_familiar_registrado == 'casado' ) | (df.rol_familiar_registrado == 'casada') \n", - "df['rol_familiar_registrado'].mask(casada_mujer_o_casado_hombre, 'casado_a', inplace=True)" - ] - }, - { - "cell_type": "markdown", - "id": "1334d4f6", - "metadata": {}, - "source": [ - "Veamos ahora si, la distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "05b84c08", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi = (100))\n", - "roles = df['rol_familiar_registrado']\n", - "a=sns.countplot(\n", - " data=roles, x=roles.values, order = ['casado_a','sin_familia','con_hijos','soltero_a','otro']\n", - ")\n", - "a.set_title(\"Cantidad de contribuyentes por rol familiar\")\n", - "\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Rol\")\n", - "plt.xticks(rotation=0)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "7b191055", - "metadata": {}, - "source": [ - "Lo que observamos es que la mayoria de personas estan casadas y muchas también tienen hijos. Llama un poco la atención la cantidad sin familia, parece que hay más gente sola de la que pensabamos " - ] - }, - { - "cell_type": "markdown", - "id": "c9d765c4", - "metadata": {}, - "source": [ - "### Ahora si ¿Quienes trabajan más en promedio?" - ] - }, - { - "cell_type": "markdown", - "id": "85830052", - "metadata": {}, - "source": [ - "Observemos que sucede según género en cuanto a las horas trabajadas promedio. Sumemos el rol familiar para obtener más información" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "2041fdac", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hombres = df[df.genero == 'hombre']\n", - "mujeres = df[df.genero == 'mujer']\n", - "hombres = hombres.groupby('rol_familiar_registrado').agg(list)\n", - "mujeres = mujeres.groupby('rol_familiar_registrado').agg(list)\n", - "hombres['horas_trabajadas_promedio'] = hombres['horas_trabajo_registradas'].apply(np.mean)\n", - "mujeres['horas_trabajadas_promedio'] = mujeres['horas_trabajo_registradas'].apply(np.mean)\n", - "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=[6.4 * 2, 4.8], dpi=120)\n", - "\n", - "\n", - "ploted = axes[0].stem(hombres.index,hombres.horas_trabajadas_promedio,use_line_collection=True)\n", - "ploted2 = axes[1].stem(mujeres.index,mujeres.horas_trabajadas_promedio,use_line_collection=True)\n", - "\n", - "for plot in [(ploted,axes[0]), (ploted2,axes[1])]: \n", - " plot[1].set_ylabel(\"Horas trabajadas promedio\")\n", - " plot[1].set_xlabel(\"Rol familiar\") \n", - " plot[1].set_yticks(np.arange(0,55,5))\n", - "\n", - "axes[0].set_title(\"Horas trabajadas promedio de hombres\\nsegún rol familiar\")\n", - "axes[1].set_title(\"Horas trabajadas promedio de mujeres\\nsegún rol familiar\")\n", - "\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "c5929ba9", - "metadata": {}, - "source": [ - "En primer lugar, podemos observar que en todos los roles los hombres parecieran trabajar más en promedio. A su vez, es destacable que tanto para hombres como mujeres, este promedio baja considerablemente al tener hijos y de hecho la categoria con menos horas registradas es la de mujer con hijos. Quizás sea este un factor relevante a la hora de explicar la disparidad en las chances de tener alto poder adquisitivo. Pero no nos detengamos aca, continuemos" - ] - }, - { - "cell_type": "markdown", - "id": "ee329902", - "metadata": {}, - "source": [ - "## Llegar a los mejores trabajos ¿Más complicado para las mujeres?" - ] - }, - { - "cell_type": "markdown", - "id": "589edfea", - "metadata": {}, - "source": [ - "Muchas veces se menciona dificultad para las mujeres a la hora de acceder a puestos de renombre. Grafiquemos" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "1809580f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hombres = df[df.genero == 'hombre']\n", - "mujeres = df[df.genero == 'mujer']\n", - "trabajos_hombres = hombres.trabajo.value_counts(normalize=True)*100\n", - "trabajos_mujeres = mujeres.trabajo.value_counts(normalize=True)*100\n", - "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=[6.4 * 2, 4.8], dpi=120)\n", - "\n", - "\n", - "ploted = axes[0].bar(trabajos_hombres.index,trabajos_hombres.values)\n", - "ploted2 = axes[1].bar(trabajos_mujeres.index,trabajos_mujeres.values)\n", - "\n", - "for plot in [(ploted,axes[0]), (ploted2,axes[1])]: \n", - " plot[1].tick_params('x',labelrotation=90)\n", - " plot[1].set_ylabel(\"Porcentaje\")\n", - " plot[1].set_xlabel(\"Trabajo\") \n", - " plot[1].set_yticks(np.arange(0,30,2.5))\n", - "\n", - "\n", - "axes[0].set_title(\"Distribución de los trabajos en los hombres\")\n", - "axes[1].set_title(\"Distribución de los trabajos en las mujeres\")\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "2d8a7dbe", - "metadata": {}, - "source": [ - "Si bien hay un buen porcentaje de mujeres que se dedica al rubro del entretenimiento y otros trabajos, porcentualmente pareciera que las mujeres no tienen más problemas para llegar a ser profesionales o gerentes. ¿Será entonces que reciben menos por los mismos trabajos? " - ] - }, - { - "cell_type": "markdown", - "id": "33f3692e", - "metadata": {}, - "source": [ - "Bueno, suficiente con el tema género. Vayamos ahora a otro tópico muy mencionado en el último tiempo" - ] - }, - { - "cell_type": "markdown", - "id": "436f1f3f", - "metadata": {}, - "source": [ - "# Con la democracia se come, se cura y ¿Se educa?\n" - ] - }, - { - "cell_type": "markdown", - "id": "04741dd1", - "metadata": {}, - "source": [ - "Analizaremos un poco las variables referidas a la educación, ya que creemos que podria ser una caracteristica importante de los contribuyentes\n" - ] - }, - { - "cell_type": "markdown", - "id": "ac9360ab", - "metadata": {}, - "source": [ - "## ¿Los contribuyentes tienen elevada cantidad de años estudiados?\n" - ] - }, - { - "cell_type": "markdown", - "id": "c3f5a43d", - "metadata": {}, - "source": [ - "Veamos cuantos años pasaron en las aulas " - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "7586d0af", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(dpi=110)\n", - "\n", - "sns.countplot(\n", - " x=\"anios_estudiados\",\n", - " data=df,\n", - " color=(0.23, 0.72, 0.41),\n", - " orient= \"v\",\n", - ")\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Años estudiados\")\n", - "plt.title(\"Cantidad de encuestados\\npor años estudiados\")\n", - "plt.xticks(rotation=45)\n", - "plt.show()\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "bafb3912", - "metadata": {}, - "source": [ - "Podemos concluir en que hay una gran cantidad de personas que han estudiado entre 13 y 14 años, como tambien una buena cantidad de personas que estudiaron 17 años. \n", - "\n", - "Esta elevada cantidad de personas con dichos años estudiados tiene sentido ya que la gran mayoria tarda entre 13 y 14 años en terminar la secundaria, y aquellos que deciden estudiar una carrera universitaria podrian tardar 17 años en promedio segun se puede interpretar de estos gráficos. Confirmemosló\n" - ] - }, - { - "cell_type": "markdown", - "id": "c7ea60fd", - "metadata": {}, - "source": [ - "## La gran mayoria ¿Terminó la secundaria? ¿Se quedó ahí?" - ] - }, - { - "cell_type": "markdown", - "id": "ba730e85", - "metadata": {}, - "source": [ - "No es una obligatoriedad elegir una carrera universitaria una vez finalizado el nivel secundario, por lo que podriamos llegar a ver que predomine una gran mayoria de personas que alcanzó como maximo nivel el de educación secundaria.\n", - "\n", - "Antes de empezar, veamos la cantidad de niveles educativos registrados" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "8a059d40", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hay un total de 16 niveles educativos registrados\n" - ] - }, - { - "data": { - "text/plain": [ - "4_anio 10501\n", - "5_anio 7291\n", - "universidad_3_anio 5355\n", - "universidad_4_anio 1723\n", - "universidad_1_anio 1382\n", - "2_anio 1175\n", - "universidad_2_anio 1067\n", - "1_anio 933\n", - "7-8_grado 646\n", - "universiada_5_anio 576\n", - "9_grado 514\n", - "3_anio 433\n", - "universiada_6_anio 413\n", - "5-6_grado 333\n", - "1-4_grado 168\n", - "preescolar 51\n", - "Name: educacion_alcanzada, dtype: int64" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Hay un total de\", df.educacion_alcanzada.nunique(), \"niveles educativos registrados\")\n", - "df.educacion_alcanzada.value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "adae57ff", - "metadata": {}, - "source": [ - "Para responder nuestra pregunta nos seria más sencillo dividr este espacio reduciendo la cardinalidad, agrupado en pares de grados/años segén el nivel educativo descripto" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "7afc582f", - "metadata": {}, - "outputs": [], - "source": [ - "def agrupacion_educacion(categoria):\n", - " if categoria in ['universidad_4_anio','universiada_5_anio','universiada_6_anio']:\n", - " return 'Universitario - (3,6] anio'\n", - " if categoria in ['universidad_1_anio','universidad_2_anio','universidad_3_anio']:\n", - " return 'Universitario - [1,3] anio'\n", - " if categoria in ['1_anio','2_anio','3_anio']:\n", - " return 'Secundario - [1,3] anio'\n", - " if categoria in ['4_anio','5_anio','6_anio']:\n", - " return 'Secundario - (3,6] anio'\n", - " if categoria in ['1-4_grado','5-6_grado']:\n", - " return 'Primaria - [1,6] grado'\n", - " if categoria in ['7-8_grado','9_grado']:\n", - " return 'Primaria - (6,9] grado'\n", - " if categoria in ['preescolar']:\n", - " return 'Jardin' \n", - " return categoria\n", - "\n", - "\n", - "df['educacion_alcanzada_agrupada'] = df.educacion_alcanzada.apply(agrupacion_educacion)" - ] - }, - { - "cell_type": "markdown", - "id": "73e988a4", - "metadata": {}, - "source": [ - "Con esto nos quedaría:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "6a04fb21", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pd.options.mode.chained_assignment = None\n", - "padding = 0.001 # la buena técnica de relleno, nada le gana\n", - "df2 = df['educacion_alcanzada_agrupada'].value_counts(normalize=True).to_frame().reset_index().rename(columns={'educacion_alcanzada_agrupada': 'Cantidad'}).rename(columns={'index':'educacion_alcanzada_agrupada'})\n", - "df2_modificated = df2.copy()\n", - "df2_modificated.Cantidad = df2_modificated.Cantidad+padding\n", - "df2.loc[0].Cantidad = df2.loc[0].Cantidad - float(padding)\n", - "\n", - "colors = ['#00aae4', '#5ab8e9', '#84c6ed', '#a6d4f2', '#c5e2f6', '#e2f0fb', '#e2f0fb']\n", - "fig = plt.figure(figsize=(15, 10))\n", - "ax = fig.add_subplot(111, aspect=\"equal\")\n", - "labels = [\"%s\\n%1.2f%% contribuyentes\\n\" % (label) for label in zip(df2['educacion_alcanzada_agrupada'], df2.Cantidad*100)]\n", - "labels[6]=' '\n", - "\n", - "labels[5] = \"Primaria\\n[1,6] grado\\n%1.2f%% \" % (df2[\"Cantidad\"][5]*100)\n", - "labels[3] = \"Secundario\\n[1,3] grado\\n%1.2f%% personas\" % (df2['Cantidad'][3]*100)\n", - "labels[2] = \"Universitario\\n(3,6] grado\\n%1.2f%% personas\" % (df2['Cantidad'][2]*100)\n", - "\n", - "ax = squarify.plot(df2_modificated.Cantidad, alpha=.7, label=labels,ax=ax,color=(sns.color_palette(\"OrRd_r\", 7)), bar_kwargs=dict(linewidth=1, edgecolor=\"#222222\"))\n", - "ax.set_xticks([])\n", - "ax.set_yticks([])\n", - "ax.set_title(\"Proporción de contribuyentes por educación alcanzada\\n\", fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "cd705c63", - "metadata": {}, - "source": [ - "Lo cual podemos confirmar lo que esperabamos; una gran mayoria termina, o se queda, solamente con nivel educativo máximo el secundario. Aunque la proporción de universitarios (32%) total es esperanzadora para la población, y no es una proporción poco significativa al total tal como lo es la primaria" - ] - }, - { - "cell_type": "markdown", - "id": "629c2202", - "metadata": {}, - "source": [ - "## ¿Se graduan la misma proporción de generos?" - ] - }, - { - "cell_type": "markdown", - "id": "82dabf3c", - "metadata": {}, - "source": [ - "Manteniendo la misma particion de niveles educativos, nos parece interesante ver si hay igualdad en cuanto a género con el nivel educativo alcanzado.\n", - "\n", - "Utilizado incluso el mismo grafico anterior, separemos según hombres y mujeres registradas" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "fe177bdc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def graficar_treemap_educacion_por_genero(genero,color):\n", - "\n", - " padding = 0.001 # la buena técnica de relleno, nada le gana\n", - "\n", - " df2 = df[(df.genero==genero)]['educacion_alcanzada_agrupada'].value_counts(normalize=True).to_frame().reset_index().rename(columns={'educacion_alcanzada_agrupada': 'Cantidad'}).rename(columns={'index':'educacion_alcanzada_agrupada'})\n", - " df2_modificated = df2.copy()\n", - " df2_modificated.Cantidad = df2_modificated.Cantidad+padding\n", - " df2_modificated.loc[(df2_modificated.index =='Secundario - (3,6] grado')] = df2_modificated.loc[(df2_modificated.index =='Secundario - (3,6] grado')] - padding\n", - "\n", - "\n", - " colors = ['#00aae4', '#5ab8e9', '#84c6ed', '#a6d4f2', '#c5e2f6', '#e2f0fb', '#e2f0fb']\n", - " fig = plt.figure(figsize=(15, 10))\n", - " ax = fig.add_subplot(111, aspect=\"equal\")\n", - " labels = [\"%s\\n%1.2f%% contribuyentes\\n\" % (label) for label in zip(df2['educacion_alcanzada_agrupada'], df2.Cantidad*100)]\n", - " labels[6]=' '\n", - "\n", - " labels[5] = \"Primaria\\n[1,6] grado\\n%1.1f%% personas\" % (df2[\"Cantidad\"][5]*100)\n", - "\n", - " ax = squarify.plot(df2_modificated.Cantidad, alpha=.7, label=labels,ax=ax,color=(sns.color_palette(color, 7)), bar_kwargs=dict(linewidth=1, edgecolor=\"#222222\"))\n", - " ax.set_xticks([])\n", - " ax.set_yticks([])\n", - " ax.set_title(\"Cantidad de contribuyentes por educación alcanzada\\n\", fontsize=20)\n", - "\n", - " title = \"Cantidad de contribuyentes\\npor educación alcanzada\\npor \" + genero\n", - " ax.set_title(title, fontsize=20)\n", - " plt.show()\n", - " \n", - "graficar_treemap_educacion_por_genero(\"hombre\",\"PuBu_r\")" - ] - }, - { - "cell_type": "markdown", - "id": "9dc137c3", - "metadata": {}, - "source": [ - "Veamos en el caso de las mujeres\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "15f53af4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "graficar_treemap_educacion_por_genero(\"mujer\",\"OrRd_r\")" - ] - }, - { - "cell_type": "markdown", - "id": "921925ba", - "metadata": {}, - "source": [ - "En los gráficos podemos observar que no hay gran diferencia en la educación alcanza según género" - ] - }, - { - "cell_type": "markdown", - "id": "92b8cd75", - "metadata": {}, - "source": [ - "## ¿Hay relación con el valor adquisitivo segun los años estudiados y nivel educativo alcanzado?" - ] - }, - { - "cell_type": "markdown", - "id": "5b0f29f8", - "metadata": {}, - "source": [ - "Dividamos y grafiquemos" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "99e022cd", - "metadata": {}, - "outputs": [], - "source": [ - "def agrupacion_anios_estudiados(categoria):\n", - " if categoria in np.arange(1,6).tolist():\n", - " return '(0,5]'\n", - " if categoria in np.arange(6,9).tolist():\n", - " return '(5,8]'\n", - " if categoria in np.arange(9,12).tolist():\n", - " return '(8,11]'\n", - " if categoria in np.arange(12,15).tolist():\n", - " return '(11,14]'\n", - " if categoria in np.arange(15,18).tolist():\n", - " return '(14,17]'\n", - " if categoria in np.arange(18,21).tolist():\n", - " return '(17,20]'\n", - " return categoria\n", - "\n", - "\n", - "df['Anios estudiados generalizada'] = df.anios_estudiados.apply(agrupacion_anios_estudiados)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "426a7bcb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "pivoted_years = pd.pivot_table(\n", - " data = df, \n", - " index ='educacion_alcanzada_agrupada', \n", - " values = 'tiene_alto_valor_adquisitivo', \n", - " columns = 'Anios estudiados generalizada',\n", - ")\n", - "pivoted_years.sort_index(ascending = False, inplace = True)\n", - "pivoted_years = pivoted_years.replace(np.nan,0)\n", - "g = sns.heatmap(pivoted_years, cmap=\"Wistia\", linewidths=.5)\n", - "g.set_ylabel(\"\")\n", - "g.set_xlabel(\"Años estudiados\")\n", - "g.set_title(\"Proporcion Alto valor adquisitivo\\nsegun Años Estudiados y Educacion Alcanzada\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5243eeed", - "metadata": {}, - "source": [ - "Vemos que quienes llegan a los últimos años en la universidad tienen una alta proporción de calificar como de altos ingresos. Esto será significativo a futuro, al momento de predecir quienes tienen alto valor adquisitivo" - ] - }, - { - "cell_type": "markdown", - "id": "7671d4f6", - "metadata": {}, - "source": [ - "Y ya que hablamos de plata..." - ] - }, - { - "cell_type": "markdown", - "id": "2b17884e", - "metadata": {}, - "source": [ - "# Buscando al lobo de Wall Street Argentino" - ] - }, - { - "cell_type": "markdown", - "id": "9baaad8c", - "metadata": {}, - "source": [ - "Cuando se tiene tiempo libre, cuando se dispone de capital o a veces por mera curiosidad, los trabajadores recurren a la bolsa a ver si se puede ganar algo más de dinero del que les da su actividad principal. Veamos que proporción de contribuyentes operan en la bolsa Argentina. Vamos a tener en cuenta que es raro que quién opere en este tipo de activo financiero tenga un balance que le de justo cero, **por lo que consideraremos que estos contribuyentes no operan en la bolsa**" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "6a5570e6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(6.4, 4.8), dpi=110)\n", - "plt.title('Proporción de personas que operan en la bolsa')\n", - "plt.pie((df['suma_declarada_bolsa_argentina'] != 0).value_counts(), labels= ['No opera', 'Opera'], colors=[\"firebrick\",'limegreen'],autopct='%1.0f%%')\n", - "plt.ylabel('')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "6dfc8909", - "metadata": {}, - "source": [ - "El gráfico es concluyente, el 13% de los contribuyentes del dataset provisto operan en la bolsa" - ] - }, - { - "cell_type": "markdown", - "id": "c6778d5a", - "metadata": {}, - "source": [ - "## ¿Qué tal le va a la gente inviertiendo en la bolsa?" - ] - }, - { - "cell_type": "markdown", - "id": "df06f46f", - "metadata": {}, - "source": [ - "Amada por algunos y defenestrada por otros, la inversión en la bolsa puede ser tocar el cielo con las manos o el comienzo de la bancarrota. Observemos" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "4b582940", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "outlier_quitado = (df.suma_declarada_bolsa_argentina != 99999)\n", - "los_que_operan = df[(df.suma_declarada_bolsa_argentina != 0) & outlier_quitado]\n", - "plt.title(\"Distribución de sumas declaradas en la bolsa\")\n", - "sns.boxplot(\n", - " data=los_que_operan,\n", - " y='suma_declarada_bolsa_argentina',\n", - ")\n", - "plt.yticks(np.arange(-5000,50000,5000))\n", - "plt.ylabel(\"Suma declarada\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "18162bc0", - "metadata": {}, - "source": [ - "En primer lugar, lo que se observa es que no hay grandisimas ganancias (si los valores estan en pesos) por parte de los bolseros. En segundo Lugar, tampoco pareciera haber muchas perdidas. Si se pueden observar algunos casos excepcionales (outliers) de personas que realmente logran triunfar con sus inversiones" - ] - }, - { - "cell_type": "markdown", - "id": "da361107", - "metadata": {}, - "source": [ - "## ¿Hay algún estado marital que favorezca el interés por operar en la bolsa?" - ] - }, - { - "cell_type": "markdown", - "id": "1e4ea439", - "metadata": {}, - "source": [ - "Por nuestra propia experiencia, muchos solteros/as acuden a la bolsa al no tener en donde invertir sus ahorros (y además poder ahorrar más). Veamos si esto es asi" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "f4e2fde1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df['declaro_actividad_en_bolsa'] = df['suma_declarada_bolsa_argentina'] != 0\n", - "df['declaro_actividad_en_bolsa'].replace(False,0)\n", - "\n", - "plt.figure(dpi = (100))\n", - "sns.countplot(\n", - " data=df, x='rol_familiar_registrado', hue='declaro_actividad_en_bolsa'\n", - ")\n", - "plt.legend(labels=['No','Si'],title='Opera en la bolsa')\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\" \")\n", - "plt.title(\"Cantidad de encuestados por rol familiar\\n según si opera en la bolsa \")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "447b200b", - "metadata": {}, - "source": [ - "Contrariamente a lo pensado, el mayor porcentaje de inversores en la bolsa se da en gente casada. Sin embargo, al momento de observar a quienes tienen hijos, se ve una disminución muy fuerte de gente inviertiendo en la bolsa. Esto puede deberse a que quizás, la gente prefiere tener el dinero ahorrado, sin generar interés pero también sin generar una posible perdida" - ] - }, - { - "cell_type": "markdown", - "id": "7dd8e9ee", - "metadata": {}, - "source": [ - "## Tener alto valor adqusitivo ¿Sinónimo de operar en la bolsa?" - ] - }, - { - "cell_type": "markdown", - "id": "1e2b6653", - "metadata": {}, - "source": [ - "Dijimos en la introducción a este segmento, que mucha gente recurre a la bolsa por tener capacidad de ahorro y no querer tener inmovilizado ese dinero. Grafiquemos" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "c9b143f3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df['declaro_actividad_en_bolsa'] = df['suma_declarada_bolsa_argentina'] != 0\n", - "df['declaro_actividad_en_bolsa'].replace(False,0)\n", - "\n", - "plt.figure(dpi = (100))\n", - "sns.countplot(\n", - " data=df, x='tiene_alto_valor_adquisitivo', hue='declaro_actividad_en_bolsa'\n", - ")\n", - "plt.legend(labels=['No','Si'],title='Opera en la bolsa')\n", - "plt.ylabel(\"Cantidad\")\n", - "plt.xlabel(\"Valor adquisitivo\")\n", - "plt.title(\"Cantidad de encuestados por valor adquisitivo y bolsa\")\n", - "plt.xticks([False, True], [\"Bajo\", \"Alto\"])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "b6f34897", - "metadata": {}, - "source": [ - "Se observa una mayor tendencia a operar en la bolsa por parte de contribuyentes de altos ingresos, más del 30% tiene alguna suma declarada. La tendencia disminuye drásticamente para contribuyentes de bajos ingresos. ¿Y si una de las claves del éxito esta en las acciones? Prosigamos " - ] - }, - { - "cell_type": "markdown", - "id": "fa96d477", - "metadata": {}, - "source": [ - "### Tienen alto poder adquisitivo y operan en la bolsa ¿Ganan?" - ] - }, - { - "cell_type": "markdown", - "id": "b0110816", - "metadata": {}, - "source": [ - "Veamos la distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "c24342f2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "outlier_quitado = (df.suma_declarada_bolsa_argentina != 99999)\n", - "\n", - "los_que_operan_y_alto = df[(df.suma_declarada_bolsa_argentina != 0) & (df.tiene_alto_valor_adquisitivo == 1) & outlier_quitado]\n", - "plt.title(\"Distribución de sumas de alto valor adqusitivo\\ndeclaradas en la bolsa\")\n", - "sns.boxplot(\n", - " data=los_que_operan_y_alto,\n", - " y='suma_declarada_bolsa_argentina',\n", - ")\n", - "plt.yticks(np.arange(-5000,35000,5000))\n", - "plt.ylabel(\"Suma declarada\")\n", - "plt.grid(b = True, color ='grey', linestyle ='-.', linewidth = 0.5, alpha = 0.8)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "7bc678e7", - "metadata": {}, - "source": [ - "Notable, un alto porcentaje de quienes tienen altos ingresos ganan en la bolsa. Pero bueno, esto en sí no nos dice mucho, veamos la otra cara de la moneda\n" - ] - }, - { - "cell_type": "markdown", - "id": "7e2a4466", - "metadata": {}, - "source": [ - "### Tienen bajo poder adquisitivo y operan en la bolsa ¿Pierden?" - ] - }, - { - "cell_type": "markdown", - "id": "45978939", - "metadata": {}, - "source": [ - "Grafiquemos" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "e0046436", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "los_que_operan_y_bajo = df[(df.suma_declarada_bolsa_argentina != 0) & (df.tiene_alto_valor_adquisitivo == 0)]\n", - "plt.title(\"Distribución de sumas de bajo valor adqusitivo\\ndeclaradas en la bolsa\")\n", - "sns.boxplot(\n", - " data=los_que_operan_y_bajo,\n", - " y='suma_declarada_bolsa_argentina',\n", - ")\n", - "plt.yticks(np.arange(0,50000,5000))\n", - "plt.ylabel(\"Suma declarada\")\n", - "plt.grid(b = True, color ='grey', linestyle ='-.', linewidth = 0.5, alpha = 0.8)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "6c8341b2", - "metadata": {}, - "source": [ - "Es notable, la gran diferencia se ve en los montos que ganan los de bajo poder adquisitivo. Basta comparar el máximo aquí con el del gráfico anterior. Mención especial a unos pocos outliers" - ] - }, - { - "cell_type": "markdown", - "id": "ffc0a9d2", - "metadata": {}, - "source": [ - "Bueno, hasta aquí con la bolsa. Ya hablamos de varias cosas y si bien en el camino fuimos recolectando información al respecto, llego la hora de ir al grano" - ] - }, - { - "cell_type": "markdown", - "id": "1a82d634", - "metadata": {}, - "source": [ - "# Los ricos no piden permiso" - ] - }, - { - "cell_type": "markdown", - "id": "66206e6c", - "metadata": {}, - "source": [ - "Venimos de identificar una interesante relación entre el alto valor adquisitivo y la bolsa. Ya habiamos visto antes la influencia de la edad, del género, de la educación e incluso los trabajos que son propensos a tener más dinero. Profundizemos" - ] - }, - { - "cell_type": "markdown", - "id": "bbca10ac", - "metadata": {}, - "source": [ - "## Sector público vs Sector privado ¿Afecta la categoría de trabajo al nivel de ingresos?" - ] - }, - { - "cell_type": "markdown", - "id": "f73e480d", - "metadata": {}, - "source": [ - "Algunos sostienen que en el Estado se gana más, pero hemos escuchado que el sector privado aún se mantiene fuerte. ¿Será mejor estar en relación de dependencia? ¿O mejor ser monotributista/responsable inscripto? Grafiquemos, teniendo en cuenta también el trabajo" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "338db039", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "pivoted_years = pd.pivot_table(\n", - " data = df, \n", - " index ='trabajo', \n", - " values = 'tiene_alto_valor_adquisitivo', \n", - " columns = 'categoria_de_trabajo',\n", - ")\n", - "pivoted_years.sort_index(ascending = False, inplace = True)\n", - "pivoted_years = pivoted_years.replace(np.nan,0)\n", - "g = sns.heatmap(pivoted_years, cmap=\"Wistia\", linewidths=.9)\n", - "g.set_ylabel(\"\")\n", - "g.set_xlabel(\"\")\n", - "g.set_title(\"Proporcion alto valor adquisitivo\\nsegun trabajo y categoria de trabajo\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "3cef8089", - "metadata": {}, - "source": [ - "La categoria que pareciera presentar más contribuyentes de altos ingresos pareciera ser responsable inscripto. También, en los trabajos que ya habiamos identificado como importantes, independentiemente de la categoria de trabajo, observamos tendencia a calificar como de altos ingresos " - ] - }, - { - "cell_type": "markdown", - "id": "d74dccc6", - "metadata": {}, - "source": [ - "## La religión ¿Determinante?" - ] - }, - { - "cell_type": "markdown", - "id": "8dbf9d93", - "metadata": {}, - "source": [ - "Aún no habiamos introducido esta variable, grafiquemos su distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "a5b6ddb3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, ax = plt.subplots(dpi = 120)\n", - "g = sns.countplot(y=\"religion\", data=df, color=\"g\")\n", - "g.set_ylabel(\"\")\n", - "g.set_xlabel(\"Cantidad\")\n", - "plt.xticks(np.arange(0,30000,5000))\n", - "plt.title(\"Cantidad contribuyentes por religión\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "0b3b317a", - "metadata": {}, - "source": [ - "Interesante... la gran mayoria de contribuyentes es cristiano. Ahora si, veamos si esto influye " - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "8db3f0ab", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi = 120)\n", - "\n", - "bar_plot = sns.barplot(\n", - " data=df.groupby(\"religion\").agg({'tiene_alto_valor_adquisitivo': 'mean'}).reset_index(),\n", - " x='religion',\n", - " y=\"tiene_alto_valor_adquisitivo\",color=\"#FF7208\"\n", - ")\n", - "\n", - "bar_plot.set_xlabel(\"Religion\")\n", - "bar_plot.set_ylabel(\"Proporción \")\n", - "bar_plot.set_title(\"Proporción de Alto Valor Adquisitivo declarado\\npor Religión\")\n", - "bar_plot.set_yticks(np.arange(0,0.35, 0.05))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2e2fc344", - "metadata": {}, - "source": [ - "Percibimos que solamente en el judaismo y en el ateismo se modifica la tendencia general respecto a los ingresos. Aún asi, no pareciera ser un factor determinante la religión" - ] - }, - { - "cell_type": "markdown", - "id": "2ef3331d", - "metadata": {}, - "source": [ - "## Casarse ¿Implica mayores chances?" - ] - }, - { - "cell_type": "markdown", - "id": "53801f89", - "metadata": {}, - "source": [ - "Habiamos visto que los casados invertian considerablemente en la bolsa, ¿Qué sucede con sus ingresos? " - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "62a60b59", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=110)\n", - "\n", - "ax = sns.histplot(\n", - " df,\n", - " y='estado_marital',\n", - " hue='tiene_alto_valor_adquisitivo',\n", - " multiple='fill',\n", - " palette= ['#D17049', \"#89D15E\"],\n", - " edgecolor='white')\n", - "\n", - "ax.set_title('Proporción de valor adquisitivo por estado marital')\n", - "ax.set_xlabel(\"Proporción\")\n", - "ax.set_ylabel(\"\")\n", - "\n", - "leg = ax.get_legend()\n", - "leg.set_title(\"Valor adquisitivo\")\n", - "labs = leg.texts\n", - "labs[0].set_text(\"Bajo\")\n", - "labs[1].set_text(\"Alto\") \n", - "plt.xticks(np.arange(0,1.1,0.1))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "9f803841", - "metadata": {}, - "source": [ - "El gráfico es claro, estar en un matrimonio pareciera favorecer el valor adquisitivo" - ] - }, - { - "cell_type": "markdown", - "id": "f0695f77", - "metadata": {}, - "source": [ - "### Profundizando" - ] - }, - { - "cell_type": "markdown", - "id": "147868db", - "metadata": {}, - "source": [ - "Vimos que estar en matrimonio es una condición favorable a tener alto valor adquisitivo. También, sabiamos que los años estudiados y los trabajos eran factores determinantes. Veamos si trabajando en el subespacio de gente que contrajo matrimonio civil podemos hayar mas información" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "6a5cc2d0", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=120)\n", - "pf = df[df.estado_marital == 'matrimonio_civil']\n", - "pivoted_years = pd.pivot_table(\n", - " data = pf, \n", - " index ='Anios estudiados generalizada', \n", - " values = 'tiene_alto_valor_adquisitivo', \n", - " columns = 'trabajo',\n", - ")\n", - "pivoted_years.sort_index(ascending = False, inplace = True)\n", - "pivoted_years = pivoted_years.replace(np.nan,0)\n", - "g = sns.heatmap(pivoted_years, cmap=\"Wistia\", linewidths=.9,annot=True)\n", - "g.set_ylabel(\"\")\n", - "g.set_xlabel(\"\")\n", - "g.set_title(\"\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "15109e9f", - "metadata": {}, - "source": [ - "Los resultados son claros, en la gran mayoria de personas que estudiaron 17 o más años y esta casada, se observa una tendencia a tener un alto valor adquisitivo" - ] - }, - { - "cell_type": "markdown", - "id": "2089ffba", - "metadata": {}, - "source": [ - "# Baseline" - ] - }, - { - "cell_type": "markdown", - "id": "9de11055", - "metadata": {}, - "source": [ - "En base a todo lo desarrollado anteriormente, desarrollamos el baseline pedido" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "ec6db45f", - "metadata": {}, - "outputs": [], - "source": [ - "df_cleaned = pd.read_csv(\"fiufip_dataset.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "id": "712a907b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 84.1528\n" - ] - } - ], - "source": [ - "def baseline(df: pd.DataFrame): #-> List[int]\n", - " #Condiciones\n", - " bolsa = df_cleaned.ganancia_perdida_declarada_bolsa_argentina > 7000 # 6.3.1/6.3.2\n", - " anios_estudiados = df_cleaned.anios_estudiados > 16 # 7.3.1\n", - " matrimonio_civil = df_cleaned.estado_marital == 'matrimonio_civil' # 7.3.1 \n", - " \n", - " predict_final = (bolsa) | (anios_estudiados & matrimonio_civil) \n", - "\n", - " return list(predict_final.replace(True,1))\n", - " \n", - "df_prediction = baseline(df_cleaned)\n", - "print('Accuracy:', accuracy_score(df_cleaned.tiene_alto_valor_adquisitivo, df_prediction).round(6)*100)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.8.5" - }, - "toc-autonumbering": true, - "toc-showmarkdowntxt": false, - "toc-showtags": false - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..3f560ab --- /dev/null +++ b/requirements.txt @@ -0,0 +1,6 @@ +jupyterlab==3.0.14 +pandas==1.2.4 +numpy==1.18.3 +seaborn==0.11.1 +squarify==0.4.3 +matplotlib==3.2.1 \ No newline at end of file diff --git a/tp_FIUFIP_parte1.ipynb b/tp_FIUFIP_parte1.ipynb new file mode 100644 index 0000000..0c23ed1 --- /dev/null +++ b/tp_FIUFIP_parte1.ipynb @@ -0,0 +1,2657 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "10a4c93a", + "metadata": {}, + "source": [ + "# FIUFIP: Que No Se Escape Nadie" + ] + }, + { + "cell_type": "markdown", + "id": "d8697556", + "metadata": {}, + "source": [ + "## Introducción" + ] + }, + { + "cell_type": "markdown", + "id": "888cf3df", + "metadata": {}, + "source": [ + "Este trabajo consiste en analizar una serie de datos recoletados por la agencia gubernamental de recaudación de impuestos *FIUFIP*.\n", + "\n", + "Buscaremos entender como se relacionan estos datos y determinar un metodo de si una persona tiene **altos ingresos** o **bajos ingresos** a partir de los datos recibidos, que consisten en una serie de atributos de la persona que la agencia fue llenando y catalogando a la persona como de altos ingresos o no.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "9786fb03", + "metadata": {}, + "source": [ + "## Objetivos" + ] + }, + { + "cell_type": "markdown", + "id": "b91435a2", + "metadata": {}, + "source": [ + "**Tarea**: explicar qué conclusiones se pueden llegar a partir de analizar los datos recolectados\n", + "\n", + "* Saber cómo entender cada uno de los datos\n", + "* Saber cómo se relacionan entre sí \n", + "* Saber si se puede sacar alguna conclusión o descubrir un patrón a partir de estos\n", + "\n", + "**Adicionalmente**\n", + "\n", + "* Saber cuáles son los factores más importantes que determinan si un usuario **tiene altos** o **bajos ingresos** {*varible_target*}.\n", + "\n", + "**Baseline**: código simple \n", + "\n", + "* intente predecir el target (si el usuario tiene **altos ingresos** o **bajos ingresos**).\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "a758ddb4", + "metadata": {}, + "source": [ + "## Carga de librerias y dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e2988f20", + "metadata": {}, + "outputs": [], + "source": [ + "import requests \n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import squarify\n", + "import plotly.express as px\n", + "from matplotlib import pyplot as plt\n", + "from sklearn.metrics import accuracy_score" + ] + }, + { + "cell_type": "markdown", + "id": "5101d79f", + "metadata": {}, + "source": [ + "Tambien leemos el dataset, que está en formato CSV desde Google Drive." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "13bff10f", + "metadata": {}, + "outputs": [], + "source": [ + "with requests.get(\n", + " \"https://docs.google.com/spreadsheets/d/1-DWTP8uwVS-dZY402-dm0F9ICw_6PNqDGLmH0u8Eqa0/export?format=csv\"\n", + ") as r, open(\"fiufip_dataset.csv\", \"wb\") as f:\n", + " for chunk in r.iter_content():\n", + " f.write(chunk)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e9a66357", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"fiufip_dataset.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "9b090662", + "metadata": {}, + "source": [ + "# Ser contribuyente y proveer todos los datos a FIUFIP puede volverse complicado ¿Hay datos que falten en el dataset provisto?\n" + ] + }, + { + "cell_type": "markdown", + "id": "841d5fd5", + "metadata": {}, + "source": [ + "Por ser una base de datos de la agencia FIUFIP, es posible que algunos contribuyentes hayan decido no responder o responder erroneamente a la hora de exponer sus datos personales. Esto puede llevar a que haya datos faltantes. Veamos si hay datos faltantes y ya que estamos visualicemos todas las features provistas en el dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "501a4c00", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi = 100)\n", + "df.rename(columns={'ganancia_perdida_declarada_bolsa_argentina':'suma_declarada_bolsa_argentina'},inplace=True)\n", + "nulos = df.isnull().sum().sort_values(ascending = True)\n", + "\n", + "\n", + "y_pos = np.arange(len(nulos.index))\n", + "plt.barh(y_pos, nulos.values, align='center')\n", + "plt.yticks(y_pos, nulos.index)\n", + "plt.ylabel('')\n", + "plt.xlabel('Cantidad')\n", + "plt.xticks(rotation = 45)\n", + "plt.title('Cantidad de nulos segun feature')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a2f442af", + "metadata": {}, + "source": [ + "Se pueden observar todas las features provistas. En particular solo tres de ellas presentan valores nulos. Resulta llamativo que los nulos en categoria de trabajo y trabajo sean similiares pero primero veamos sucede con la feature barrio " + ] + }, + { + "cell_type": "markdown", + "id": "2e45908b", + "metadata": {}, + "source": [ + "## ¿Qué sucede y cómo se distribuye la feature barrio? ¿A qué puede deberse su cantidad de valores nulos?" + ] + }, + { + "cell_type": "markdown", + "id": "37732522", + "metadata": {}, + "source": [ + "Veamos la cantidad de posibles opciones de barrio que hay en el dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8f2592f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df.barrio.value_counts().index)\n" + ] + }, + { + "cell_type": "markdown", + "id": "8832fefb", + "metadata": {}, + "source": [ + "Lo primero a destacar es que hay 41 barrios mientrás que Capital Federal tiene 48, luego los datos faltantes podrían deberse a que no estaban todas las opciones disponibles al momento de obtener los datos. Debido a esto cambiemos el Nan por 'Otro' y veamos la distribución de la feature en cuestión" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7009a315", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['barrio'] = df['barrio'].replace(np.nan,'Otro')\n", + "barrios = df['barrio'].value_counts(normalize=True,dropna=False) * 100\n", + "\n", + "barrios.cumsum().plot(\n", + " kind='bar', title=\"Distribución de la suma acumulativa de barrios\", figsize=(25, 8)\n", + ")\n", + "\n", + "plt.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "90f60cf5", + "metadata": {}, + "source": [ + "De este gráfico, podemos observar que casi el 90% de los contribuyentes vive en el barrio de Palermo. Es decir, que se trata de una feature que además de tener una alta cardinaliad, tiene una baja varianza y a priori parecería dificil poder establecer relaciones con otras variables" + ] + }, + { + "cell_type": "markdown", + "id": "87bc7aa1", + "metadata": {}, + "source": [ + "## ¿Qué sucede con los valores nulos en las features 'categoría de trabajo' y 'trabajo'? ¿Tienen alguna relación?" + ] + }, + { + "cell_type": "markdown", + "id": "ba788681", + "metadata": {}, + "source": [ + "Como habiamos mencionado anteriormente, la cantidad de nulos en estas features es de un número parecido. Veamos si existe alguna relación que se pueda observar. En primer lugar veamos la feature categoria de trabajo" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6d8b8fe9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "relacion_de_dependencia 22696\n", + "monotibutista 2541\n", + "empleado_municipal 2093\n", + "NaN 1836\n", + "empleado_provincial 1298\n", + "responsable_inscripto 1116\n", + "empleadao_estatal 960\n", + "trabajo_voluntariado 14\n", + "sin_trabajo 7\n", + "Name: categoria_de_trabajo, dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['categoria_de_trabajo'].value_counts(dropna=False)" + ] + }, + { + "cell_type": "markdown", + "id": "0e3190b7", + "metadata": {}, + "source": [ + "Remplacemos el Nan por un 'No contesta' para poder entender mejor los datos, ya que estamos hablando de una variable categorica. Por otra parte, se observa una distinción entre los distintos tipos de empleado público posible. Reasignemolos a una nueva categoria 'empleado_publico' y veamos la distribución de esta feature" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "fce94ce4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def generalizar_empleados_publicos(categoria):\n", + " if categoria in ['empleado_municipal','empleado_provincial','empleadao_estatal']:\n", + " return 'empleado_publico'\n", + " return categoria\n", + "df['categoria_de_trabajo'] = df['categoria_de_trabajo'].replace(np.nan,'No contesta')\n", + "df['categoria_de_trabajo'] = df['categoria_de_trabajo'].apply(generalizar_empleados_publicos)\n", + "plt.figure(dpi = 100)\n", + "cantidad_por_trabajo = df['categoria_de_trabajo'].value_counts(normalize=True,ascending=True) * 100\n", + "plt.barh(cantidad_por_trabajo.index,cantidad_por_trabajo.values)\n", + "plt.title(\"Proporción de contribuyentes por categoria de trabajo\")\n", + "plt.xticks(rotation = 90)\n", + "plt.xlabel('Proporción')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "acdfdc6e", + "metadata": {}, + "source": [ + "Vemos que la gran mayoria de los contribuyentes se encuentra trabajando en el sector privado y en particular casi el 70% lo hace en relación de dependencia. Quizás en un futuro esta información nos sea útil, pero por el momento sigamos adelante. Veamos ahora la feature 'trabajo'" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1e1d6a1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "profesional_especializado 4140\n", + "reparador 4099\n", + "directivo_gerente 4066\n", + "entretenimiento 3770\n", + "ventas 3650\n", + "otros 3295\n", + "inspector 2002\n", + "NaN 1843\n", + "transporte 1597\n", + "limpiador 1370\n", + "sector_primario 994\n", + "soporte_tecnico 928\n", + "seguridad 649\n", + "servicio_domestico 149\n", + "ejercito 9\n", + "Name: trabajo, dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['trabajo'].value_counts(dropna=False)" + ] + }, + { + "cell_type": "markdown", + "id": "6de37fef", + "metadata": {}, + "source": [ + "Podemos observar que no figura entre las posibles opciones estar desempleado, con lo cual quizas no estaba la opción a la hora de la construcción del dataset. Remplacemos los NaN por 'No contesta' y luego veremos si podemos obtener más información de quienes no contestaron" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d0dcfa24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['trabajo'] = df['trabajo'].replace(np.nan,'No contesta')\n", + "plt.figure(dpi = 100)\n", + "cantidad_por_trabajo = df['trabajo'].value_counts(ascending=True)\n", + "plt.barh(cantidad_por_trabajo.index,cantidad_por_trabajo.values)\n", + "plt.title(\"Cantidad de contribuyentes por trabajo\")\n", + "plt.xticks(rotation = 90)\n", + "plt.xlabel('Cantidad')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2273288e", + "metadata": {}, + "source": [ + "Vemos que hay cinco trabajos predominantes, lo cual por el momento no nos dice mucho" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "065f6c97", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1836, 13)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset_sin_contestar = df[df['categoria_de_trabajo'] == 'No contesta']\n", + "dataset_sin_contestar = dataset_sin_contestar[dataset_sin_contestar['trabajo'] == 'No contesta']\n", + "dataset_sin_contestar.shape" + ] + }, + { + "cell_type": "markdown", + "id": "548b8ff2", + "metadata": {}, + "source": [ + "Se puede ver que trás filtrar el dataset quienes no contestan en la feature 'trabajo', tampoco lo hacen en la feature 'categoria_de_trabajo'. Ahora bien, ¿Se trata esto de un error en la recolección de los datos por parte de nuestra querida agencia? ¿Se tratará de desempleados que erronamente figuran en el dataset? ¿O son desempleados (quizás retirados) que conservan fuentes de ingreso que son gravables? " + ] + }, + { + "cell_type": "markdown", + "id": "042b632b", + "metadata": {}, + "source": [ + "## Aquellos de quienes desconocemos su trabajo, ¿Operan en la bolsa?¿Qué edades tienen? ¿Presentan horas registradas trabajando?" + ] + }, + { + "cell_type": "markdown", + "id": "d5d853d9", + "metadata": {}, + "source": [ + "Veamos primero como es la distribución de las edades" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "6cca3c86", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=110)\n", + "bins_deseados = int(dataset_sin_contestar.edad.nunique()/2)\n", + "plt.hist(dataset_sin_contestar.edad, bins=bins_deseados, label=\"Edad\")\n", + "\n", + "plt.title(\"Distribución de la edad en la cantidad de encuestados\\nde quienes se desconoce su trabajo\")\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Edad\")\n", + "plt.xticks(np.arange(0,95, 5))\n", + "plt.yticks(np.arange(0,300, 30))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0871ccb0", + "metadata": {}, + "source": [ + "No resulta llamativo una cierta concentración a partir de aproximadamente contribuyentes mayores a 60 años (pueden ser jubilados con bienes adicionales que sean gravables), pero ¿como se puede explicar la concentración que vemos en los sub 30? Investiguemos un poco más, quizás hemos identificado a genios del trading, que aún así no lograron evadir las garras de la FIUFIP" + ] + }, + { + "cell_type": "markdown", + "id": "5ce67ac9", + "metadata": {}, + "source": [ + "### Los menores a 30 años, ¿Tiene alta participación en la bolsa?" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "395f0b6c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=110)\n", + "\n", + "menores_a_treinta = dataset_sin_contestar[dataset_sin_contestar['edad'] <= 30]\n", + "porcentaje_que_opera = (menores_a_treinta['suma_declarada_bolsa_argentina'] != 0).value_counts(normalize=True)\n", + "porcentaje_que_opera.plot(kind='pie',autopct='%1.0f%%',labels = ['No opera','Opera'])\n", + "plt.title('Porcentaje de quienes se les desconoce\\nel trabajo y menores a treinta que operan en la bolsa')\n", + "plt.ylabel('')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "f5de235a", + "metadata": {}, + "source": [ + "Bueno, pareciera que no se trata particularmente de genios de las finanzas, o al menos no de gente que tiene interés en comunicarlo. Veamos que sucede con las horas de trabajo registradas" + ] + }, + { + "cell_type": "markdown", + "id": "e7c09d8f", + "metadata": {}, + "source": [ + "### ¿Como es la distribución de horas trabajadas de estas personas?¿Y si es gente que esta desempleada y figura por error?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "44070505", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=110)\n", + "\n", + "sns.histplot(\n", + " data=dataset_sin_contestar,\n", + " x='horas_trabajo_registradas',\n", + " bins=20\n", + ")\n", + "\n", + "plt.title(\"Distribución de las horas trabajadas\\nde quienes se desconoce su trabajo\")\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Horas\")\n", + "plt.xticks(np.arange(0,95, 5))\n", + "plt.yticks(np.arange(0,750, 50))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "205a53c9", + "metadata": {}, + "source": [ + "Los datos resultan concluyentes. No parece tratarse de desempleados (a menos que acaben de perder el empleo y estos datos aún no se hayan actualizado) sino más bien gente de la que realmente no se pudo obtener información. Habrá que mejorar la recolección de datos hecha por FIUFIP. " + ] + }, + { + "cell_type": "markdown", + "id": "a05424ef", + "metadata": {}, + "source": [ + "# Se puede mentir con la Edad en las redes o en persona pero, ¿Y a la FIUFIP?" + ] + }, + { + "cell_type": "markdown", + "id": "80dda8e7", + "metadata": {}, + "source": [ + "Resulta de interés observar la distribución de edades de los contribuyentes. Reagrupemos en rangos y observemos" + ] + }, + { + "cell_type": "markdown", + "id": "8e53f54c", + "metadata": {}, + "source": [ + "Primero verifiquemos que todas las edades tengan sentido" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "bd5c1684", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(df.edad < 10).any()" + ] + }, + { + "cell_type": "markdown", + "id": "d6d072e3", + "metadata": {}, + "source": [ + "Es decir, no hay ninguna edad incongruente." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5863977d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(dpi=110)\n", + " \n", + "rango_edades = np.arange(10,100,10)\n", + "cantidad_en_rango = pd.Series(pd.cut(df['edad'], bins = rango_edades).value_counts()).sort_index()\n", + "\n", + "ploted = plt.bar(cantidad_en_rango.index.astype(str), cantidad_en_rango.values)\n", + "\n", + "plt.title(\"Distribución de la edad en grupos\\npor la cantidad de encuestados\")\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Edad en grupos\")\n", + "plt.tick_params('x',labelrotation=45)\n", + "plt.yticks(np.arange(0,11000, 1000))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9f0511c5", + "metadata": {}, + "source": [ + "Justo como lo sospechabamos, hay una mayor cantidad de contribuyentes en el rango de los 20 años a los 50 años. Era esperable, se trata de los años donde la gran mayoria de las personas realiza su vida profesional. " + ] + }, + { + "cell_type": "markdown", + "id": "62809e1d", + "metadata": {}, + "source": [ + "## Edad y horas trabajadas ¿Una evidente relación?" + ] + }, + { + "cell_type": "markdown", + "id": "4a42d742", + "metadata": {}, + "source": [ + "Antes de analizar la relación veamos..." + ] + }, + { + "cell_type": "markdown", + "id": "1f12d03c", + "metadata": {}, + "source": [ + "### ¿Cuantas horas trabaja la gente en general?" + ] + }, + { + "cell_type": "markdown", + "id": "8f43bf9c", + "metadata": {}, + "source": [ + "Observemos" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7d3adc49", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "plt.title(\"Distribución de las horas trabajadas\")\n", + "sns.histplot(\n", + " data=df,\n", + " x='horas_trabajo_registradas',\n", + " bins=20\n", + ")\n", + "\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Horas\")\n", + "plt.xticks(np.arange(0,95, 5))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b4c471eb", + "metadata": {}, + "source": [ + "Se observa una gran concentración de personas que trabaja alrededor de 40 horas. Dichas hora son claramente semanales y este valor es lógico ya que lo habitual es trabajar 5 dias y 8 horas por día" + ] + }, + { + "cell_type": "markdown", + "id": "202c9fc5", + "metadata": {}, + "source": [ + "### Ahora si, ¿Se trabaja menos con el paso del tiempo?" + ] + }, + { + "cell_type": "markdown", + "id": "e4aa4ae5", + "metadata": {}, + "source": [ + "La lógica indica que con el paso de los años, se tiende a trabajar menos. O al menos esperamos que sea así. Veamos si hallamos una relación" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "0cfb10e3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rango_edades = np.arange(10,100,10)\n", + "pf = df\n", + "pf['rango'] = pd.Series(pd.cut(pf['edad'], bins = rango_edades))\n", + "pf = pf.groupby('rango').agg(list)\n", + "pf['horas_trabajadas_promedio'] = pf['horas_trabajo_registradas'].apply(np.mean)\n", + "\n", + "plt.figure(dpi=100)\n", + "plt.stem(pf['horas_trabajadas_promedio'],use_line_collection=True)\n", + "plt.title('Horas trabajadas registradas promedio segun rango de edades')\n", + "plt.xticks(np.arange(0,8,1),pf.index)\n", + "plt.xlabel('Rango de edad')\n", + "plt.ylabel('Horas promedio')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "b9ba9109", + "metadata": {}, + "source": [ + "Nuestra sospecha fue confirmada, al avanzar la edad, las horas de trabajo promedio tienden a ser menos. Además observamos que los menores a 20 años tambien trabajan menos horas en promedio, probablemente porque muchos pueden estar estudiando y se insertan en el mercado laboral en trabajos de menor carga horaria. Sigamos analizando un poco más..." + ] + }, + { + "cell_type": "markdown", + "id": "fbc61f28", + "metadata": {}, + "source": [ + "## ¿Hay un rango de Edades que dé indicios de tener alto valor adquisitivo?" + ] + }, + { + "cell_type": "markdown", + "id": "06bb9639", + "metadata": {}, + "source": [ + "Bueno, llegamos a quizás la feature más importante y de la que hablaremos mucho. Hagamos una breve introducción" + ] + }, + { + "cell_type": "markdown", + "id": "4fe7f6fe", + "metadata": {}, + "source": [ + "### ¿Que porcentaje de contribuyentes califican como de altos y bajos ingresos?" + ] + }, + { + "cell_type": "markdown", + "id": "cbd3224b", + "metadata": {}, + "source": [ + "Grafiquemos" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c7ce0ba4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=100)\n", + "valor_adquisitivo = df.tiene_alto_valor_adquisitivo.value_counts()\n", + "valor_adquisitivo.plot(kind='pie',labels= ['Bajo', 'Alto'], colors=['#D17049',\"#89D15E\"],autopct='%1.0f%%')\n", + "plt.title(\"Proporción de valores\\nadquisitivos declarados\")\n", + "plt.ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2b1771e9", + "metadata": {}, + "source": [ + "Vemos que solo el 24% de los contribuyentes califica como de altos ingresos. Este dato sera importante ya que muchas veces dividiremos a los contribuyentes segun su categoria de ingresos. Pero no nos desviemos aún" + ] + }, + { + "cell_type": "markdown", + "id": "95fb2f21", + "metadata": {}, + "source": [ + "### Retomando... ¿Influye la edad en tener altos o bajos ingresos?" + ] + }, + { + "cell_type": "markdown", + "id": "45ac91a2", + "metadata": {}, + "source": [ + "Veamos si podemos encontrar una relación" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e55933c7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rango_edades = np.arange(10,100,10)\n", + "pf = df\n", + "pf['rango'] = pd.Series(pd.cut(pf['edad'], bins = rango_edades))\n", + "\n", + "plt.figure(dpi = (100))\n", + "sns.countplot(\n", + " data=pf, x='rango', hue='tiene_alto_valor_adquisitivo'\n", + ")\n", + "\n", + "plt.legend(labels=['Bajo', 'Alto'], title='Valor adquisitivo')\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Rangos por edades\")\n", + "plt.title(\"Cantidad de encuestados segun rango\\nde edades por valor adquisitivo\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ccdb31c4", + "metadata": {}, + "source": [ + "Lo que se observa en el gráfico es que en los rangos de edad de entre 30 y 60 años es donde más probabilidad hay de calificar como de altos ingresos. Los menores a 30 años de altos ingresos son muy escasos" + ] + }, + { + "cell_type": "markdown", + "id": "16fe0c50", + "metadata": {}, + "source": [ + "## Los trabajos mejor pagos, ¿Solo alcanzables a partir de cierta edad?" + ] + }, + { + "cell_type": "markdown", + "id": "68323b11", + "metadata": {}, + "source": [ + "No nos apresuremos. Ya habiamos visto la distribución de los trabajos declarados. Veamos ahora cuales son los más propensos a tener altos ingresos" + ] + }, + { + "cell_type": "markdown", + "id": "a0b3c7e9", + "metadata": {}, + "source": [ + "### ¿De que hay que trabajar para tener altos ingresos?" + ] + }, + { + "cell_type": "markdown", + "id": "6c5903b6", + "metadata": {}, + "source": [ + "Más de uno se lo preguntó a la hora de elegir su carrera o más de uno se lo pregunta cuando ve su recibo de sueldo. No demos más vueltas, respondamos con un gráfico" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "33aa4cc9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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pP/hwnLEQkwJOrGCxcWUYB5wiaRzegMkObSba5Keq430O/rqcLOleSkJMbkviUKV34UONviZpAj4S1In4SCsV3WA1AmZKmhR0mYV3CToBHzbxmQrqf4wP+XmfpJdCnU8SLAyNMgI/+/sg/lqKulRB9b77yZgNfBa+X6vw3/HtgWtiujrnCiWdgjfqP5P0AP6JQF+828drREKkVpOPgeMkXY3/rSoCJiVaFB9hAv7G4xVJD+FdaXbFLyyfQmIbbgpwqaQt8CErN8N/n2dT+iZ3HD5qzbuSRuC/J33wTysqdKeq4u9YL+BhSePxTzEX45+snIw/r29X1J6RhLUZ+sZe9rLXv+dFSei/YZUoO5lI6LpIflu8f/TfeCPhL+AhoFWSNofiDaSf8aHX/sBHlygTBg7/pzYav4BrFX4m7lagSaTcUCLh8hLIGoR3p1mCN+amBD2bxpXJJUF4ObyhMBlv2K7E30ScDihSbgTJQ/ollJ2kbGO8u8Ss0N5X+D/x4URCHobyG+INxdhCziXh80PAzlW4LhriZ+yShgjEG8QP4I3XleE8XoA36Bylw0n2jKaF9MzQl1/CNbAQmATsmKA9h19cW5XrOwvvn58b5E/DR5/ZlAQhH6sx3jvijZnl+Oggz+Ejp5Q5x/gIK9fivxf5+I2qhia6ZqNp+Pjg1+ENy3mh/nRgLHFhMpN9T/GztLeEc1UYfy4StR9XT/ibZge8uabf/XLqx3TYG2+0Tgt9/BU4I0mdbniXkIWh7C+hbkakXMJzVwmdmofzuYBIiNFEYxypewD+pnl5qP8C3tBOdG5yQ/o2+BvNpfjv7QRgowSyj8XfKOXhb16eDuOf6JorkxbSK/wdwy9mvx+/CHYx/mbkN7xff+uqjKW9Sr8UBtgwDGO9Q35nyHeAY5xzI2pXG8OoeeR3Sc11zvWsZVXWC+R3j30c6OWcm1y72vxzkDQDH/5z79rWxSjBfOINwzAMwzCMhEjKwPutJwqZatQi5hNvGIZhGIZhlEHS4UA/vLvaK7WsjhHBjHjDMAzDMAwjEffg/eqvpGYW+Ro1iPnEG4ZhGIZhGMZ6hvnEG4ZhGIZhGMZ6hhnxhmEYhmEYhrGeYT7xhrEOCLsFboWPTV5Yy+oYhmEYhrH2SQWaAd855/JrWrgZ8YaxbtgKv2GHYRiGYRj/LnYEPq9poWbEG8a6YS7AHS8Mo0FOem3rUqs0Ts+hR8v+APw96TEK8yraedwwDMMw1i9Ssxqgrn3ZaaedINgANY0Z8YaxbigEaJCTToPm/3IjPiOTtm3bAlCQlUZhkWpZI8MwDMOoWVKz0khr1Sp2uFbcaG1hq2EYhmEYhmGsZ5gRbxiGYRiGYRjrGWbEG4ZhGIZhGMZ6hhnxdRxJPSVduhbkDpfUo6blRtqYLOnFGpI1XNKympCVQPYGQf7ma0O+YRiGYRhGTWMLW+s+PYHzgetqWO6VwDLgwxqWG8+p1NxijkeAl2pIVpQN8OPxPfDjWmrDMAzDWE9wEquad6QwsxGk/ruDERgJKCogZXU+aYtmkbZ8Ya2pYUb8PwhJmc65lbWtRwznXI0ZxM65GcCMmpJnGIZhGIlwEivbbY1r2ZF6WfVJTUutbZWMOkZRYRGrV68if+VGrJ77J5nTv0euaJ3rYUb8WkRSd+BaYGegAD+TfLZzbo6kDsA04L9AN+AIYCXwNHCxc65A0nD8DDGSXBD7rnOuZ8g7H9gTuBPYDrgcuFnSZsAN+Fn8NGAycKZzbkpE1s2Sbg6feznnJksScB5wItAe+Au42zl3e1y/Ym33AO4DtgemAuc5516LKzcZWOac6xept0eotzXwM3A88ANwO3AosAK4xTl3R7RN51zDuLQN8E8oBgLZ+Jn0S5xzr0d1AJ4ArgHaAJ8CJzjnpsSdB4CxvvsAdHTO5UrKBm4CDgQaAt8Bw+LbMAzDMP45rGreEdeyI81ymrJBg6zaVseooxQVORYuz2NBahqrly0gY8G6n2c0n/i1RDDgJwOL8Ybpifgdu16IFL0WKAIOAR7EG9DHh7xHgEeBPKB7eJ0aVzcDb/SPBPYFXpfUCe8ikw0MBQ7Hb/n7lqR6oV738H53nNwvQ9qdwP/hjd79gRHAjZJOjuidDjwV8gcC84DnJDWtYGjSgceA+4FB+JuM8XH9PBR4Hri9PJ99SRnAG0A/4DKgP94V5iVJW0WKb4u/ebgYPyadg+4AM4GDwudLKRmPmZJSgVdC/y4L+s4GXpbUq7xOSmosqW3sBbQsr7xhGIZRNyjMbES9rPpmwBvlkpIishtmUS+rPgWNm9WKDjYTv/a4Ab/F7kHOOQcg6XvgO0n7UeJ7/Ylz7szw+Q1JewMHAw8452ZImgEUOec+TtBGOnCpc25sLEHSE8BCYJ+Ya42kD/GzzccB9znnPg4zzn/Gy5W0EXA6cLJz7qGQ/KakhsCVkh5yrvh5UQb+icHLoe4U4DegLyUGciIygIucc6+GeinAJCDVOXduSHsbGBxeyXz2j8Ab59vEue28Jqkz/onEIXFlNwC2c87NDfI3AB6W1DaM8Veh3G+R8egP7ATsH9fPV/Ez/lcC75TTz3NDGcMwDGN9IjXdXGiMSiHJXysptXO92Ez8WkBSfWAXYCyQKilNUhrwC37md8e44lG3jB+BtlVo7uXIcW9gIlAQ1+5C4JtIu4nYO7w/F6sb6r+Fn0luF1e2CHgzduCc+x1YVQndi4C3445/De/xsgqBKZH2ovTGu7b8mkDXaD+/jhnwgZjRX5GuuwFLYwZ80K0IGAP0CDP1ybgt6B97VTT2hmEYhmEYlcZm4tcOGwKpeB/v2xPkxxuniyJ5q4DMSrazwjm3PJKWA5wdXlHyKpCXAwjvGpOIdsAfMVnOuVWR/NVUrHu0XuxzVcchB78OYHWCvGhEnESyqUA++PM4O0H6LPxTkIZ4d6kyOOeWAEtix3G+9oZhGIZhGGuMzcSvHRYBDu/vvmOC1zU11I5LkLYAeDxJu6dVIG9BkLlLkvrf1IjWNcMC4FsS69mtBttokSC9Jf7mYa3ErTcMwzDqJoOOPIYtu+2WNP+hEU+S1aIdv02ZWil5vQcO5qAjhtaQdjVPTscuXHPzbWtF9nv/+4isFu344uvKmxZdunbn7EuGFR+/8PKrPPj4E2XKXXPzbeR07FIjetZlbCZ+LeCcWy7pI2Az59ywRGVCVJTKsAqoV2GpEt4EtgS+Cm4pyUg0a/5WeG/qnJtUhTZrgzeB/YC/nXN/r6GsZDPzHwAXSNo34sM/GPiwgvE1DMMw/mEcOmgAR598Op9/9TVdt9u2TP7o8c+z/bZbs8lGnWpBu/WLbbfekskvTWTTTTapdJ3Rjz/Mhk2aFB9PevU1vvz6W0465uhS5YYecRj77r1njelaVzEjfu1xAfC2pNHAKLxfeltgH/xMeW4l5fwEpEk6C7/Ic4lz7pdyyl8JfIZf5PkQ3h2kJT6s4/vOuWfj5B4o6X1gOfCLc+5XSfcCI0PoyU/wbiOd8SEoB1RS53XBk8BJwGRJt+B96zfAu9hkOOcuqYKsWfinJ4dJmgbk42f5X8KHoxwZds2dAZwMdKHipxqGYRjGP4x+fXrTsEEDRo9/vowR/+eMv/jo08+58aor1rleeXl5ZGWtX9F0GjdqxM5dt69SnW232rJS5dq2bkXb1q2qo9Z6hbnTrCWccx8Cu+L9ph/HL0C9Ah8D/fcqiJqEj6l+Cd6ofrCCdn/HR1SZH+q9ho+U0wBvmMY4DX/+X8Eb/TuE9DOBYcAQvBH7dPj8bhV0Xus45/LxMfJfxId/fB3f3674GfSqyCoCjgU64p9GfAa0DjPtffFhQa8HJgCt8NFqJtdIRwzDMIz1hvr1szigbx/GTZxEUVHpzX3GTJiIJA4ecADLl6/g7EuGsXWPPcjusAldunbnjAsuYfGSJUkkl/DBx5+w5wEHsWH7jWmz6VYce9pZzJ5TEpvhjz+nk9WiHSNHjeHUcy+kzaZbsWuffknlPT1mHHsecBCtu2xJq85b0nvgYD778qsy5Sa98hrb7NKTDf6zMbv26cfnX32dUN4Nt91Jhy23J6djFw495gReffNtslq0473/fVRKv/GTSm+yfvYlw+jStXvxcSJ3mieeGcX2u+9V3Pc9DziolB7x7jQnnHkOT40ex4+//EpWi3ZktWjHCWeeA5R2p1m+fAU5Hbtwx/1lzachx55Yauz+nPEXhx9/Mi032YLsDpuw70GHVsndZ11jM/FrEefc5/hY68kos9rROXc6Psxj7LgAb3CfFik3HBiepN3f8PHWy9PtA0oM9/h0B9wTXsnqJmw7fiOmcNyzonrOuVwSj0Nl6i7Bh3I8txxdeyZI+zzapnNuAt5Ij5ZdgA/NeVyyNgzDMIx/D0MGDeDZceN5738f0XO3XYrTx4x/np677kKrFi2YO28+RYWFDL/kQpo1zWbG3zO58Y67OXToCbw6fnRS2V9+8y37Dz6cXXbeiaceup+FixZx+TU30PfgIXz4+ktkZpZ4fV5x7Y3s13tvnnjgHgoLk+8W+sf0GRwxeBCdOrRn1erVjB7/PPsMGMxn77xe7Pbzzfc/cNhxJ9Fnz17ceNUVTPvjT4484VRWFxSUknX/oyO46sZbOPvUk9hz9115c/J7nHb+RdUdylJ88NHHnHzOBZx96knsu9eerMjL4/Ovvk5643PJuWcxb/4Cfvntdx6/724AmuVklynXoEF99u+zD2MnTOTsU04qTl+6bBmvvfU2V11yUfFx7wGDcThuv/4aGjaoz233PkCfgYfwv9dfossmG9dIP2sSM+INwzAMwzAqyZ6770bznBzGTJhYbMT//OtvfPfjTzx0560ANMtpyl03XV9cp6CggPb/acdeBxzEb1OmJvWZv/GOu2mW05Tnn3mCjIwMADbu1Ile/QYw9vkX+O+Qki1Qtt16S+699cYK9b30vJJgdUVFRey1x2588fU3jBw1hv+77GIAbrnrXtq1acOYJx4hNdVHT85IT+f0Cy4urltYWMjNd93D4YMHcf2VfjZ8n149mTV7DmMmTKx44Crgs6++JnvDDYplA/TdZ6+k5Tt16EBO02z+nJ5ZoVvOIQMP5OCjjuX3qdPYuFNHwC+KXbVqNQcPOACAJ58dw58zZvD55DfYfFM/i99r913pskM3brn7Xh6+K1GwwdrFjHjDWIc0Ts+hcUZlI4j+M2mUnlP8ObV+o1rUxDBqhtT6DSsuZKw3rMysj5RCSlp6wvyMtHQGDejPqHHjueuWG8nIyGD0hBfIzMxkYP/+xfWeHj2WO+9/kN+nTmX58hXF9X/P/YMuXbyRKAlSVFznw08+ZfDAAWTWb1Bcvkf3brRv15YPP/2co488AqV5023fffZOqmM8P/3yK1dccz0ff/YZc+aWRJD+fVpucf3Pvvqafvv2Ib1eyf/ToIEHcvoFF6MUPxbTZ85i5qzZDOi3f6l2Bx3Y37sSpaaSkpZerF9KOI4hpSAoTlO4WUhJTSMlLZ3tt92OBQsXceJZ5zHk4EH02HlH6tevX6ovCnKKZSgFpDLjoJQUUElb+/beh+wNN2TcCy9y6fn+4f3YiZPYvUd32rb1Ub8//PQzNt+0C1tuWeJ337jJBuzfpzcffPxJ0rGWUkjJrE9Gs9al0lOzGpL8+UjNYEa8YaxDerTsT9u2VdnL659Nu0POqG0VDMMwSpGbmwtARnaiCMOeo447gfsfeYy3P/2K/v37M+b5F+jXrx85HbzLxYQJEzj21DM48cQTue6GG2natCkzZ85k4MCBFKZnFctWWgYp6fWKjxcuWkybDp3KtN2ydRsWLc8jI7sFGUv8li+tO25cro4AS5cupd8hh9OsWTNuu/0O2rdvT2ZmJscffzyrikr6OGv2HFr9p0MpeS2zW5CWlkZqVkMyslsw/9dpvt2NOpcq12Zjf0OS3ji7lH5pDTcoVS41sz6kpBanpTf2ri/pTZqSkd2CPgMGMXLkSO688076DR5CZmYmBx98MHfccQfZ2cFNJiWV1Mz6xTJS6mWh1LQy45Ca1RBQcXoGMOjggxnz/CSGX3cj8+fP563J73HfffcVl1m8PI9WbdqWkdW6fUcWvvp60rFOWZJHg46b067XfmXyZjzPH0oAACAASURBVMyYkbBOTWFGvGEYhmEYRhXo1q0bnTp14tlnn6V58+ZMnTqVW2+9tTh/7NixbLvttjz4YMliynffrTg+RHZ2NrNnl91jcNasWWyxxRal0iqzieBHH33EjBkzePHFF9lmm22K0xcvXlxqQqlVq1bMmTOnVN0FCxZQEOcT36qVj/YSLRfVN+a3v2pV6f0gFyxYUKG+Rx55JEceeSTz5s1j4sSJnHPOOaSnp/Poo49WWLciDjvsMB5++GG+/fZbPvroIyQxaNCg4vzs7Gx+/vnnMvVmzZpVchNRxzAj3jDWIe/8PZpGBRm1rUadIDO1QcWFDKMO0yg9h11a9gdg+pi7KVyxtJY1MmqCZW22IKtdZ/LnzSy33CED+nPXAw9SLwU2aNKEvXbarrjO8sULSU9RKRlPPvowAKuXLCxOL1q9iqJV+cXHPXbqyoTxz3HdJeeTnu7dNz794kv++OMPum27FfnzZpK/YE4ZOclYMvsvgkLFZT/69DNyc3PZbJONi9O6brMVL0x8nusvvaDYJ/7ZJ58CoGDFUvLnzaRZZiqtWrRg3Khn2G+3kj0VRz89EoBVi+eTP28mTVKKyMjI4LsvPiO/dy8A8vPzee/dyaSmpha3uWrxfP++aF6ZfjQCjjxwP16cMJ4fv/umON8VFVKYt7z4OLWogLzly8vUL1ixFJwrld5ti860btmSkY8+zCeff0HvPXvSoKhk7LttuxXjxo3j6/+9y2ZdOvthW76CFye9QN999kk61oUr88ib/iu5k58plZ5avxHqMTDxiakhzIg3jHVIfuFy0gpXVVzwX0BeoW14a/xzKFyxlMLlFYcPNOo+rmA1UIQrKn8/vyEHHcgNt93Bk8+OZujhQ0hPSy2us+fuu3L2xcO49uZb6dZ1B157+x3eee99L9/Fy3bgXPHxhWedTq9+AzlwyJGcdsKxPjrNtTewWZfODD6wny8XypaWk5gdt9uWhg0acNaFl3D+mafy98xZXHPL7bRu1bJUu+edcSq79unH4P8ew4nHHMW0P/7gjvse8otrQ7kU+XLnD7uS5jlN2WuP3XjjnXf54KOPfWNFXh8B/fv24YFHH2ejDv+haXY29z3yWPGTg2KdQ4hOV1SIKyrk6ptuZf7ChezeozvNc5ry/U8/8/rb73DmySeU6qejRO8uG2/EE8+MYtS459i4U0dysrNp/5924FzptvD+9IMO7MdTo8YwZ948Hrv3zlL5/x0ymLseeJiBhx/FlRefT8MGDbjt3gfIy1vJ+WecUs5YF+EKVif8/q9tI9vixBuGYRiGYVSRLptszHZbb4VzjkMPKr0X4vFHHclZp5zIA4+OYMixJzL9r78ZcX/SyM3FbL/N1rw05mlW5OVx+PEnc8Hlw9ljlx68PO7ZUuElK0uL5s14+pH7mTtvHoOPPo57HnqUu2+6no06dihVbtuttuTpR+7nt6lTOfSYExg5agxPPngv6WmlzdBTjz+Gyy88j2fGPMehQ09g6rRc7rn5hjLt3nbd1ezWoxvnXXYlp19wMfvuvRf799mnXF132HYbfv1tCmdfdBn9Dj2Sux98hHNOO5nLzj8naZ2hRwzhoAP257zLrmDXPv245pbbym3jkIEHMmvOHDLr1aNfn96l8ho1bMjrz49lu2224qyLLuOok08jPS2N1yaMqZPhJQHkwt2KYRhrD0ltgekPf3gVDZpXHE3AMIy6z4YZLdi33bEA5I64zmbi/yGs6NSV+h03o012k9pWZb3gi6+/Ydc+/Xht/Bh236V7xRX+Yfy1YDErpv1E/amfl0pPbdCYtL2Pol27dgDtnHM1vsrVZuINwzAMwzAMYz3DjPg1RFKOJCdpaDieLOnFddh+T0mXJkgfGvTKSVTPKCGM1eG1rYdhGIZhGEZlsYWtNc+pQPkrTWqWnsD5wHWR9JeA7sCidajL+spQYBnwTAXlDMMwDMOIY4dttyFv9vTaVuNfiRnxNYxz7seKykjKdM6tXMt6zAXmrs02agNJGUCBc25tb4RmGIZhGIZRZzF3mioi6QRJuZJWSHoL2DiSX8qdRtJwScsk7STpI0krgTNC3maSJkpaLGm5pJckbRSRlyLpXEk/ScqXNEvSWElNJA0HrgQaBNcZJ2lyqFfKnUbSVEl3J+jPrZJmSkoNx9mSHpE0V1KepE8l9Y7Wq2CM2kp6MdT/S9IFku6RlJug3FOS5oWy70naIVImN9S9QNIfQB7QNK6P30paGdq5VlJaXN3YGGwv6ZUwxr9JOir+fAF7APvHjeHwuPz9JX0S9Jsr6X5JFuDcMAzDMIxaxYz4KiCpH/AQ8A4wEHgbGFWJqhnA08BIYF/gdUmdgA+BbLw7x+FAM+AtSfXi6t4N3AS8CBwAnAYsBRoCjwCP4g3b7uF1ahIdRgGHxIz10B8BhwBjnHOFIe+V0LfLgEHAbOBlSb0q0c+YzInAtsCJwCnAgeEVX25D4INQ7ozQ1nLgbUnNI2IHAf2As4ABwApJ54b+vxbG5UbgTOCaBGo9Bbwe6n4DjJC0ecg7FfgK+B8lY/hI0PFg4AXguzAmFwIH4ce8onFoHG5S2obINC0rqmMYhmEYhlFZzJ2magwD3nfOHROOXwuzspdUUC8duNQ5NzaWIOkJYCGwT8y1RtKHwDTgOOA+SZ3xRvBlzrnr4+Q9FydnBlDknPu4Ah2eDXruCbwR0nYD2oY8gP2BnYD9nXMvB/mvAt/jZ/zfqaANgL7A9sDuzrn3g4zJwAwgfs/ls4ENgJ2cc3NCubeA3/E+/hfGlU0D+jrnVoRyjYCrgJucc7FFvW9IKgBukXSzc25+XP17nHP3hbofh34eBPzonPtR0hJgWfwYhpuRW4DRzrnj49JnAy9Kuto590M543AufswMwzAMwzBqHJuJryRhlnoHYEIka1wlRbwcOe6Nn7EukJQW3EAW4meKdwxl9sRvMlbhzG9FOOe+wxvjQ+KShwDT4ozX3YClMQM+1CsCxgA94mfxy2FHYFHMgA8yllD2BqB3SFsQ1/9C4H1K+h9jcsyAD/TAP4kYG6sb6r8NZAFbRuq/HqfLUmA6/ualPDoD7YExkTbeBRzQtYL6twHt4l7RPhmGYRiGYVQbm4mvPM3w4zUnkj67EnVXOOeWR9Jy8LPRZyconxfem+IXcUbbrC7PAhdIOgUoAg4GHo7L35DE/ZmFf5rQEFhcQRutSLygNtqHHKAbsDpB2SmVqAvwZRId2kWOoxF6VgEVbX0XayN605asjVKEG5finV8Utps2DMMwDMOoCcyIrzxzgQIg6q/dohJ1E22LuwAfBvK+BHlLw/t8IE1S8xoy5J8FrsX75efjb0yejctfQOL+tMQb28sq0cbMIDdKdNwWAK8Clycomx85jo5fzC3nIPysepRpFehYGWJtnA58kiD/7xpowzAMwzAMo1qYEV9JwsLPL/ELHG+Pyzq4miLfxLt9fOWcSxZX/m28AXsMfuFmIlYB9ZLklcI5N03SJ8BheEP5O+fc93FFPsDP1O/rnHsVfHQcYDDwYTl6xvMZsIGk3Z1z7wUZjYFelPaJfxM4EvgpwVOKivgQWAG0dc4lmymvColm5n/G+/F3cs7dWwNtGIZhGEa5pDXcgJS09Fprv6hgNQXLqr69zDU338a1t5SYRpmZ9ejYvj3HHHEYp594XJWeRvceOJiG9Rsw/ukRVdbj34YZ8VXjWmCipMfx0V664qPKVIcr8Qbva5IewruxtMSHO3zfOfesc+5XSQ8A10jKBt4C6uMXZg53zv0F/ISfrT8Lb9wucc79Uk67z+A3hiqg7I3BS8CnwEj5XWBnACcDXfBRcSrDK3g3l2ckXYJ3ZbkI74YTH9v9NuAI4F1JdwJ/4mfwdwb+ds7dThKcc4slXQHcFCK/vBNkd8JHwRkU8aGviJ+AoyUdgH+S8Ldz7u8QAeeZsHj5JXz0nPb48b/UOfdrFdowDMMwjHJJSUvHOceqeev+YW9GTus1uoHIysrklXGjAcjLy+PNye9x4RVXkZaWxinHDa20nDtvuJbU1MoswTPMiK8CzrkXJJ2MD784BO9mcRjeeK6qrN8l7YQPiXgf3t98JvAe8G1c0dPx7iEnAOfgXWzepcTlZlKofwneZeU9/C6uyRiDN6BTiYTHDE8b+gI3A9cHnb7FR6uZXMl+OUkHAg/iw3EuBO4CtiBuwalzbr6kbqH/N+L9/+cAH5PcDz2+nVsl/YWPAnMG3t1nCj4U56rK6BrHTfh4/0/iI+Zchb9JGitpEf58HxnK5uLdgCqzFsIwDMMwqsSqeX8zY8xd67zdtoecSb1mbapdP0Up7Nx1++Ljnrvtwudffc3El16pkhG/WZfO1dbh34YZ8VXEOfcg3kCNR3H5PSPlhwPDk8j6DTi0gvaK8Eb1zUnyC/Cz5KdF0kcAIxKUn0U55905twAf4vK48vSqQOcZ+NlqoHiX1Z/xNx9RXY6nHJxzHcrJG0U5cfrLGYMtI8d/xesbyXuDkpCchmEYhmFUkkYNG7BgUYl7zrCrr+fVN98i98/pNG7ciF277cyN/3cFrVqULMdL5E7zwcefcMW1N/LVt99SPyuLPnvtyfVXDqNF80RL8P49WIhJo8aRdKKkkyX1knQQ3hXlP4D5lhuGYRjGP5SCggIKCgpYsnQp4ye9xOvvvMvAfiVzZHPnzeOCs05nwtMjuOWaq/hj+gx6DxhMQUFBUplffvMt+w8+nMx69Xjqofu58aoreOe9D+h78BBWrly5DnpVd7GZeKPShA2QynNUKwpPDvKAi4GOIf0bvEvO52tZxTpP4/QcGmdUFN3SMIz1gUbpOcWfM5q2pLB+w1rUxqgpVmbWR0qpnQWmYQGojylRC0jV6rdSUli+YgWN2nQslX7UYYdyxiknFS9sffjeEjehwsJCuu+8M5222o53P/qEfXr1DCoIUkr0uOnOe2mek8MLY54hIyMDgM6dO7PHvv0Y98JLHHX4EGoTKYWUzPpkNGtdKj01q2GphYBrAzPijaqwB+Xv2voEMNQ5NxIYuW5UWr/o0bI/bdtWtM+UYRjrG60POLa2VTBqiNzcXAAysisTQXotoBSUnlEr7aakZ1Sr36lZDcnKyuK9994DID8/ny+++IIrrriCzEZX8uCD3gv5lVde4eqrr+aHH35gyZLirVSYNnNucbtKyyAlvV7x8f8++ZQhQ4bQsGXJ9iy799mf9u3b89FX33L86WdVu8s1QcqSPBp03Jx2vfYrkzdjxoy12rYZ8UZV+ILydx6dt64UMQzDMAyj7pCSkkLXriWbme+yyy6sXr2a888/nzPPPJMVK1bQv39/DjzwQC6++GKaN2+OJLp161auW8zChQtp2bJlmfSWLVuyYMGCBDX+PZgRb1Qa59xS4F/vErMmvPP3aBoVrNsZliYZzenV2q+fnj7mbgpXLK2ghmEYxr+XZW22IKtdZ/LnzVznbac3aQquiKLV0T0P1wGuiKLVq1i9eH6VqxasWArOlRmzTdp44/urD9/n2x9+pEnjRoy8705SUry70B/T/Ux1wfIlxXWLVq+iaFV+8XH2hhvwd+7UMrJn/v0Xm27UsVbOUzyFK/PIm/4ruZOfKZWeWr8R6jFwrbZtRrxhrEPyC5eTVljVCJhrRmZhg+LPhSuWUrh8STmlDcMw/t24gtVAEa6oMvsb1nTjrvR7LbRfrX4HfaN1v//pJwCabrgBeXkrSE9LB1eEK/LlR40dF6rHj7crpUf3nXbkhVde5Ybhw0hP937yn37xFX9On8EuO+9YO+epFEW4gtUJ/1vXtpFtRrxhGIZhGEYdISOnNW0PObNW2l0TilwRn3z+JQCrV6/iy2++48bb72KzLp3ZtfvO5K9axT0PPco5l17OgX335ZPPv+CZceMrlHvR2WfQq99ABhx+NKedcCwLFy3i8mtvYLMunRk8oP8a6by+Y0a8YRiGYRhGHaCoYDUpaelrtOnSmrZfXfLyVtJz/wMBSEtLo23r1hx28EAuPe8c0tPT2XfvPbnm8ku5/9HHGfnsGLrv1JXxT41gq+67l5EVi2YDsP02W/PSmKe5/NobOfz4k6mflenjxA8fRmbmvzvamxnxhmEYhmEYdYCCZYsqLlQHGXbBuQy74NwKy513+imcd/oppdLyZk8vdbxs2XL+E4nitmv3brzzYoWbuf/rsM2ejAqRNFzSsvC5gyQn6eB12H6NtilpmaThNSHLMAzDMIw1Z9acOYx6bgLf/fgTO2y7TW2rs15gM/FGVZkJdAd+/Ye3aRiGYRjGOmLshBe47tY7GDygP0MPP7S21VkvMCPeqBLOuXzg4396m5VBUpZzLq+29TAMwzCM9Z0zTjqeM046vrbVWK8wdxqjSiRybZGUK+keSedJmhHcVZ6UlClpW0n/k7Rc0meStorIc5IulnSTpLmSlkoaIalRBW0eJekDSQskLZQ0WdJOCfQ9UNLPklZK+lRSws2qJJ0o6SdJ+ZL+lHSNpLS4/KFBh+6S3pC0HLhlDYfTMAzDMAyjWthMvFFTHAh8C5wIdAJuA/KBbuHzbOBGYKykzZ1zRXF1zwC+BI4GOgI3AJnAkHLa6wA8CUwBMoDDgfckbe2c+xVA0rbAc8ArwLlBrzFAerwgSWcAdwH3AWcDOwDDgVbAcZF2nwYeAq4Dks7CS2oMNI5LKrvdnGEYhmEYRjUxI96oKRww0Dm3CkBST+B4oK9z7tWQlgJMArYCvomrmw8McM4VhnIrgYclDXfO/ZywMef+L/Y5yH0D2BEYClwasi4G/ozIXgU8GFc3FbgCGOucOy0kvybJAddKutY5NzWu6fudczdXYjzOBa6sRDnDMAzDMIwqY+40Rk3xXsyAD/wKFAFvR9IA2kXqTooZ2YHxgIAy7jExJG0maYKk2UAhsBroAnSOK7ZzAtnjIqI2BXKA0ZH0Z4MOu0TSX06mU4Tb8P2MvRK68RiGYRiGYVQHm4k3aopocNtVQF7EsI99ju7OMCf+wDm3UNJqvDtLGYK//OvAXPyM9x/ASuCRiOxWCWQvkFQQl7RheJ8VaSZ2nF2erslwzi0Bivdgjt+4wjAMwzAMY00xI96oCzSPP5C0Id5vfWaS8t2BtkA/59w3cfWaADPiys1MIDub0tf9gvDeItJGy0h+DJdEJ8MwDMMwjHWGGfFGXeAASefGub0chDeWP0tSPiu8F8/yS+qBX+z6Q1y5TxPIjm4Y9Qt+Rv8QvBtPjEODDh9UrSuGYRiGUT3SGm5ASlp6xQXXEkUFq9fbXWP/jZgRb9QF6gHPS7oPH53mRmCcc+6nJOU/BpYB90q6AWiDjybzV6TcDfgbgZjsTsD5xBn/zrlCSf8H3C1pLn7h7fbAVcDjzrlpNdNFwzAMwyiflLR0ClNhYf7sdd72hvVakMqa3UB037svX3/3Pa+NH8Puu3QvlZfVoh3XXXkZ55x6MgAjR40hPT2dIYMGrlGb/2bMiDfqAncDzYCn8OEiJwCnJyvsnJstaTA+TvtE/ILZk4GLIuW+CuVuCDK/x4etfCtS7p7gg38OcBI+HObN+BsDwzAMw1hnLMyfzRt/PrbO293nP8eSkxb1LK08v/z2O19/9z0Ao56bUMaIjzJy9Fga1m9gRvwaYEa8USHOueEEg9Y5l4uP2hKf36G8OnFpZeoGCpxz5wHnJWk/UZuvAq9Gir6SoO4EvAEfT8ME5R4kLvRkgvwRwIhk+YZhGIbxb2bUcxNITU1l9x7dmfDiy9xxwzVkZGTUtlr/aCzEpGEYhmEYhrFGjB7/PD137cGZJ5/AosWLefXNt5OW7T1wMO9/+DGvvPkWWS3akdWiHdfcfFtx/qNPPs22u/aiSbuN2GT7nRl+/U0UFBQklfdvxWbiDWMd0jg9h8YZ0Qiba5dG6TnFn1PrN1qnbRtGXSa1fpmHcobBysz6SCm1s8A0hCOutbDEUrX6/clnXzDtjz+55Lxz6L33XuQ0zWb0hIkM6H9AafEpqaSkpXP3zTcy9JTTqZ+VxQ1X+X0R27RuRUpaOvc+9AjnXjKMk44dyi3X9eGrr7/l6ptuYfbceTx41+010s2aREohJbM+Gc1al0pPzWpIUZI6NYUZ8Uat4pz7VwVQ79GyP23btq219tsdckattW0YhrE+kJubC0BGdvX9w9cEFQilrXs3FEmkpGdUq99jXnyFevXqcchRx1C/SRMOOXQIjz32GCvTsmjcuHFxubT6jcjIbsE2PVrQZMNsGjZsyG599ivOLyws5Lpb72Dw4ME88OjjAPQ7eAhpDRpx2WWXcfn/XUOnTp3WvLM1SMqSPBp03Jx2vfYrkzdjxowENWqw7bUq3TAMwzAMw/jHUlhYyJgxY9h///1p0qQJAEcccQQrV65k/PjxFdQuzc8//8y8efM49NBDS6UfdthhOOf43//+V2N6/xOwmXjDWIe88/doGhXUzkKfzNQGtdKuYdQ1GqXnsEvL/gBMH3M3hSuW1rJGRl1iWZstyGrXmfx5yfYbXHukN2mKcw63elXFhWsY5xxFq1exevH8KtV7/a13mDNnDvv23I3ZU34GYKMW2bRp3YqRIx7jsH59issWLF9SPK5Fq1dRtCq/1DjPnvYbANmZaaXSN0zz+yzO+TO3Vs5LeRSuzCNv+q/kTn6mVHpq/Uaox9qNvGNGvGGsQ/ILl5NWuO5/nAHyCpfVSruGUZcpXLGUwuVLalsNow7hClYDRbiiwgrL1nzj3lh1tbU5uHNV7vez454D4MQzz+HEM88plTdz1mxmzppJy+bNg/j4cXVl2tuwiXe9mT1nTqn0WbNm+fwNGtfOeSmXIlzB6oS/I2vbyDYj3jAMwzAMw6gyK1bkMemV1zigbx9OP+G4Unlz58/nyBNOYeyEFzjjpOPL1M1IT2dlfn6ptM4bb0Szpk15buIkBuzftzh97MRJSKLHTjuunY6sp5gRbxiGYRiGUUfYsF4L9vnPsbXSLlWc5H7xtddZtnw5px1/bMLNnW6/9wFGjZ+Q0IjvsskmPD1mHC+99gYtWzSnVcsWtG7ZkkvOO5tzL72cnKZN2b/P3nz17fdcc/NtHDXkEDq0/091u/ePxIx4wzAMwzCMOkBRwWpSSV+jnVOrTaFvvyqMfu552rVtk3R31iMPPZhzLrmc36ZMLZN37uknMzU3l+PPOIdFixdz2fnnMOyCcznluKGkp6dx94OP8OjIp2neLIdzTj2JYRecW51e/aORc7Xkd1UOkg4HrgI6AD8457atIbnDgfOdc7UWHFjSZGCZc65fbemwtqnuOEfHRtJQ4HGgmXNuXg2rGW27K/AZ0Ms5N3ktyG8LTH/4w6to0LwWYg8bhlHMhhkt2Ledn+nMHXGd+cQbpVjRqSv1O25Gm+wmta2KsR7w14LFrJj2E/Wnfl4qPbVBY9L2Pop27doBtHPO1Xi8yToXYlJSY+Ax4AOgJ/DfGhT/CNCrBuUZiampcX4J6A4sqgFZhmEYhmEY/xjWiTuNpAygwDlXmc2rOgH1gJHOuRoNCBrugtZu5H2jxsbZOTcXmLvmGhmGYRiGYfyzqPJMvKQRkr6X1De8r5T0haRucWVyJd0j6QJJfwB5QFNJKZIulTRNUr6k3ySdHVdvOPBVOHxLkgtpSKon6TpJf4S6PwW3m3jdtpD0sqT5klZI+kXShfHyJS2L1PmPpLGSFoU6bwfXivgysf6cHtpfLOl5Sc3iyjQIZX4JcnIlPSBpjZ/HSRoq6dsw1n9JulZSWlz+BpIeDnkrJU2XNCpS30nqFvoX06/MyhlJ3UOZ5aGfz0hqHilTT9I1kqaGczFD0uNx+aXGubpjE6d3TjgeEY6jr9y4OjdI+k7SsjAez0pqlUD2MEmzQrnxQPMEZTIl3Rrk5Ae5h0fLGYZhGIZhrGuqOxPfCrgPGA4sBC4GXpO0iXNuTigzCPgVOAu/3nkFcDNwNnAd8D6wD3C7pEbOuavxbhi5eD/o04AvKZnRHQPsiveV/wnYD3hK0kLn3CuhzAvAHOA4YDGwMZB0j3tJjYB3AYX2lgEXApMldXXO/RxXvD+wSSiXA9wB3A0MCfn1gVTgMvzscbvweQKwZzljWS6SzgVuAm4HzgM2A64NbV0cit0G9A3Hufjz0zcqCxgFPAjcGPR+VNLfzrlXQ1vdgcnAy8ChQAPgGvy4douT81zo03XAx0Az/PlORk2NzdXAA3HHjUKffolLax70+jvodR7wrqTNnXMFoZ+nB1m3AG8CvYGHErT3NP46GwZ8jx+zpyWlOudGVkFvwzAMwzCMGqW6Rnw2MNg59zaApPeA6XgD/dI42X2dcytCmRzgDOBW59zloczr8j7wF0m63Tk3Q9L3Ie9H59zHoW4vvBHdxzn3esh/Q1IbvFH/SpDfCTjbOTcplHmngn4cA7QHtnLO/RDaegv4A28QD40rK6C/cy4/lNsYuFBSinOuKLh+nFJc2M+UTwM+kNTZOfdrBbqUIdxkXAXc5JyLjesbkgqAWyTd7JybD+wEPOOceyKu+ijK8qRz7vrw+TVJGwFXAK+GtBuAz4GDXFjxHM7Hd5L2c869LGkfYH/gcOfcs3Gy4z+XoqbGxjk3BZgSZAh4Hn9zeFRcmeKnC5JSgY/wN4J74q+3VOASvLvWBXFj0Qo4LK7u1sBBwGnOufviyrXG3wCUa8SH67pxXFLLyvTRMAzDqGUKV1NYUNc2FDLqIs45f63U0gZU1V3YujhmwAM45xYBb1N6tnZyzIAP7AykA6Mjsp7Fz/huV057vYEFwNuS0mIv4C1gu2CYzccb39dLOlo+GkhF7IaPfvNDXF+WAZNCXjzvxgz4wI+hP8VuGJL+K+mr4EqyGr84F6BzJXRJRA+gITA20u+3gSxgy1DuS2CopPMlbZlEFviZ7+hxV0mpkuoDuwBjgdS4tn4BZgKxHRb2whvOiW4SkrIWxuYa/HVxkHNudlw7fSV9KGkxUEDJk5xYjWeOpQAAIABJREFUO22B1pQdi3GR49j5T3S9tpfUrgL9zsXf2MZen1VQ3jAMw6gDpK5cSn7eChYtz6ttVYw6TFGRY8GyPPLzVpC2pHaW71V3Jj6RtnMobZDNieRvGN5nRdJjx9nltJcT8pMFMG0VZvH74I27e4EGkr4EznHOvZek3oYJ9InpFNUnGiFlVXjPBJA0EHgS75ZxGf6mohXeWMxM0n5F5IT3L5PkxwzJM/A3OecBN0uaDlzvnLs/Uj56Tubgb0Ry8NdCKt5t5/Zy2moKzIzN1FeGmh4bSYfgn/gMdc59Fpe+I971ZyL+qcIcwOFdfmLtxPzjo2MxO3K8IX4x9vxIevz1Or0cNW/Du4fFaIkZ8oZhGHWejDnTWFmvEXOBJcvrk5qWWtsqGXWMosIiVq9eRUHeClLm/Un6wr9rRY/qGvHNEqQ1x8/YxogaeQvCewvgr7j0lpH8RCzA3zjslyR/DoBz7hdgsKR0/Cz2dcAkSW3CDHsiuZsmSG9ZgT6JGAx87Zw7KZYgaY8qyogS0+EgEhuM0wCcc4vxrkxnS9oKvw7hPkk/RG5gmlN67Jvjb4zm4Y1chx+z5xO0FYvTPh9oJUlVMORrbGwkbYdfM3FXxH0IYCB+LcQhsUhIktpHysSu0ehC1ujOGguANEnZzrn4a6Ey1yvOuSVAcfBp7/1jGIZh1HXkHJnTv2VV/lJWZTbCpdreHkaEogJSVudTb9Es0pYv/H/27jzMjqrO//j7Y6dDtm4MxBCgW1AUYXTm54iggCirIijDHlkEZByZARyRTRaVIKsgoCIqIiaKAwQUwmJkMwSJYQugrAZBg91kISRAQhKyNN/fH+fccClud9/udPdNJ5/X89Rzb1WdOvWtG3ieb53+1qmahdHdJH5dSTuX1cSvS6o5/lEHxzxIShgP5K0jy6OBRbQ/2gzp4cOTgWUR8VhnwUXEctLDjOeTRmY3Ij1kWzQF2D8/9PhUvpahwOeAWzs7T8Fg3hydLzmki30UTSWVrjRFRLH8o6KIeFzS10kP924BlCfx+/Dm7D+l9Ycjog1YJOk+YMuI+GYHp7gL+Abp37FYatKeHvltlGbJmUD6b+mEds6znLfeQBbP00pK5PfhrSU1+xfalcp9DuStD9OOBp6PiI5G4c3MrB9TBOvMeftbRs1WJ91N4ueTZjY5g1RmUpol5fvtHRARL0n6IXCipKXAn0j11UcBZ0TEog6OvVPSLcBtki4AHiPV0X8QeF9EfDk/iHgRKbF8DliX9ADjjLxeyVjg68Ctkr7Jm7PTDCaVY3TFncBlkr5NSr4/m6+v2yLi1dzfBbnG/27gDdIDvP8B7BcRiyX9iZSQPkGaCegwUtJ8b6HLwyQtId0wfYFU971n2f6TSM8djCfVvL9MqiHfDRgbEZMj4i5JE4Ff5AdjHyCVluwXEV+gsp76ba4ilfMcQ6rlL21fGhGP5vMcB1wq6UbSi6Le8rKwiGjLN3c/kDQnH/MZ4JOFdo9J+i1wcX5e4ElSQr87ZQ/SmpmZmdVCd5P4WaTR2AuBzUgJzmfKHzBsx8mkxPC/SAn2P4ETIqJSDXbR/qSbhaNJM8q8SkpaS/OTz87LqcDGef+9wKF5pPltImJhLuu4CPgJqT78AWDHwvSS1biclFwfC5wI3A4cTKrH7raIuEjSC6QHJb9KGml+jvSXgtLo9p9IieV7SEn+48DnI+LpQncHAeeRZqR5EfhKREwsO9dUSaVpPMcCA0kj138Ani3rZz/gDNIN2BhSPfkdtK+nfpsPkG7ebilsfx7YNM+e8w3S7/Ql0u/yOd7+V5hLgXeSbgaOJv114Sje/teXQ0nTeZ5Iem7gGdJ/T//XxbjNzMzMepS68HxiOkAaB3w0IjqaBcVWI5KOICXl74qIlzppbr0g/yWl5YqpZzJ0pOsrzWpp+MAN2L05zUY7Y9y5tC1a0MkRZmZdUze0kQG7HkZzczNAc36bfY/q7hSTZmZmZmZWI90tp7EekOdhb0+0VwZkZmZmZmu3LifxEXFEL8Sxtmpv3nvIdd49cZKIGAeM64m+bNU01o+gcWB3XxtgZj2hoX7Eyu8D1x9F25BhNYzGzNZEdYOH8UYvn6PLNfHWcyR9tIPdSyPi8T4LxnpVqSa+paWFpqZqXiZsZmZm/Vlra2uv1sS7nKaGImJarWMwMzMzs/7HSbxZH7p75ngaVgxc5X7WHTiSnTYaDUDLdZfStnjhKvdpZmZmPaNuSAPabp9ePYeTeLM+tLRtEQPaii+v7bpBbUNXfm9bvNBT5JmZma1mejvJ9hSTZmZmZmb9jJN4MzMzM7N+xkm8rTEkbSppjKSNah2LmZmZWW9yEm9rkk2BMwAn8WZmZrZGcxJvayVJg2sdg5mZmVl3OYm3fkXS3pIelfS6pNmSLpM0TNKOwN252UOSQlLkY3bM63tK+o2kBcD1ed+7JV0v6RVJiyVNKr6ES9JekqZJei23myZpj768bjMzM7NyTuKt35C0F3AD8AywD3AW8EVgAvAIcExu+iVg27yUuxx4Nh97kaQG4B5g63zsQcA6wGRJW+Rzbgb8BngyHzcauA4Y3isXaWZmZlYFzxNv/ckY4KGIGF3aIGk+cDXwEeCpvPmJdt6Ge1NEnFJ27P8CmwD/GhFP5m1/AJ4HTgGOAP4dqAeOjYjSG5Vu7yxQSY1AY9mmUVVcn5mZmVlVPBJv/YKkYcCHSaPg5a4HVgA7VNHNxML6DsCTpQQeICJeA24p6+8xoA24WtLnJa1bZcjHAy1ly0NVHmdmZmbWKSfx1l+8ExAwu3xjRKwA5gHrVdHHi4X14cX+stml/iLiGeBzwLrAjcBcSTdLencn57oYaC5btq4iPjMzM7OqOIm3/uIVIIANyjdKGgCsD8yvoo8orM8v9peNKu8vIm6LiE+SEvtDga2AsR2eKGJBRLSWFirfLJiZmZl1i5N46xdymcufgQMLu/YjPdtxL7AsbxtUZbdTgA9J+pfSBklDSSPv91aIYUFEXAdcC2zZpQswMzMz60F+sNX6kzHABEnXAL8E3gucB/whIiZLGkGqXz9SUhuwvJ0HXEvGAl8HbpX0TeA14GRgMHA+gKSjgO2A3wOzgPeQRuPv6PnLMzMzM6uOR+Kt34iIm0kj71sAN5HezvprYO+8/yXSVJGfAv5IJw+T5tlmPgU8DPyENMK+HNgxIv6amz1GKte5mJS4nwlcAxzdg5dmZmZm1iUeibd+JSJuJD1g2t7+y0nzwZdvm0x6KLZS+38CB3TQ332k8hozMzOz1YZH4s3MzMzM+hkn8WZmZmZm/YzLacz6UGP9CBoHVjt5Tvsa6kes/F43pGGV+7PVQ92QYbUOwczMekDd4GG80cvnUERx6mwz62mSmoCWlpYWmpqaah2OmZmZ9bLW1laam5sBmvM7Y3qUy2nMzMzMzPoZl9OY9aG7Z46nYcXAHutvUN3QHuvLaqehfgTbj9oLgJbrLqVt8cIaR2RmZquibkgD2m6fXj2Hk3izPrS0bRED2pZ13rBKS9pe67G+bPXQtnghbYsW1DoMMzNbRb2dZLucxszMzMysn3ESb2ZmZmbWzziJtzWepB0lnVbrOMzMzMx6ipN4WxvsCDiJNzMzszWGk3gzMzMzs37GSbz1OUlHSFohaYPC9vUkLZN0dF7fVtIkSYskvSrpakkjy9pvKikkHSrpR5JeljRL0vckDchtxgBnAENz25A0Oe/bQtK1klokLZb0lKQTJL2jENcpkp6V9LqkFyXdJek9vfsrmZmZmbXPSbzVwg3AcuCAwvb9AAHXS9oWmAy8CowGvgJsDdxcob9zgDeAA4HLgROAL+d9PweuBJYA2+bl6LxvY2B6Xt8D+BnwbeCbpY4lHQaclfvYHfgv4M9AYzeu28zMzKxHeJ5463MRsUDSROAg4Edluw4C/hARcyX9BpgG7BsRASDpCeBxSXtExMSy4x6IiP/N3++UtCuwP/DTiGiV1Aq8ERH3F+L4A/CH3LeAKcAQ4FjgO7nZNsBjEXFe2aE3dXaNkhp5a6I/qrNjzMzMzKrlkXirlWuAbSW9G0DSKOBTwNWShgDbA9cDdZIG5PKY6cAs0oh8uTsK608BTZ0FIGmQpDMlPQssJf114BxgQ0nDcrNHgH+XdLGkT0iqr/L6jgdaypaHqjzOzMzMrFNO4q1WbgUWAl/I66OBZcAEYDhQB1xCSqzLl42A5kJfrxTWlwGDqojhu8BJwBWkcpqtgbPzvtLx44CvA58B7gXmSvqBpMGd9H1xjrO0FG88zMzMzLrN5TRWExHxuqQJpCT+gvz5u1xq0wYEcC4pqS96qYfCOAC4PCK+W9ogac9CnG8APwB+IGnjHOf5OYaz2us4IhYAC8r67aGQzczMzJzEW21dAxwm6TPAx0kPthIRiyTdB2wZEd/sqIMqLQPWqbB9cN4HgKQ63vzLwNtExAvARZIOBrbsgbjMzMzMusVJvNXSXcBc4BekUevyh1VPAiZJGg9cC7xMqnPfDRgbEZO7cJ6ngQGSvgZMBRZExHTgTuC/JD2V4ziGQrIv6fJ87vvz5/bA/wN+3KUrNTMzM+tBrom3momIFaSHVzcCboyI18v2TQU+AQwDxpIS/G8Di4Fnu3iqW0hJ96nAA6RpKAG+CtwDXEq6kXicVMJTrhTHlcBtwCHA1yPiyi7GYGZmZtZjPBJvNRURx5BGwCvtmwbsWWlf3j+DNK98cfuxpGkiS+sr8jmOKbSbA+xToeufl7X5JfDLjq7BzMzMrK95JN7MzMzMrJ9xEm9mZmZm1s+4nMasDzXWj6BxYDVT2NvapKF+xMrvA9cfRduQYR20NjOz1V3d4GG80cvnUH6jvZn1IklNQEtLSwtNTZ2+TNbMzMz6udbWVpqbmwGaI6K1p/t3OY2ZmZmZWT/jchqzPnT3zPE0rBhY6zBsFaw7cCQ7bTQagJbrLqVt8cIaR2RmZqubuiENaLtKE+D1HCfxZn1oadsiBrQt67yhrbYGtQ1d+b1t8ULaFi2oYTRmZra66u0k2+U0ZmZmZmb9jJN4MzMzM7N+xkm8mZmZmVk/4yTe1jqSbpU0udZxmJmZmXWXk3gzMzMzs37GSbxVRck6q0Ecg2sdQ8nqFIuZmZmtXZzEW0WSxkl6QtIekv4CLAX2krStpEmSFkl6VdLVkkaWHbeppJB0uKQrc5v5ki6WNKCs3YaSfiHp75KWSPqbpHOLNwq5r1MkfVfSbGBu3r6tpJslzcyx/FnSFytcx5aS7pH0uqTnJB3WzvXuIGlKjmWepKskbVDhuo6QdIWkecBDq/o7m5mZmXWH54m3jmwE/AA4G2gBlgOTgYnAaGBo3ncz8PHCsecCdwAHAh8BvgMsA07J+0cA84HjgZeBzYExwCjgyEJfXwOm5u2lNyVtAvwJ+CnwOrA9cKUkRcSvACQNyjEsAkoJ/tlAA/BMqXNJWwF3AffmeNcDzgcmSdoqIl4vi+U84BbgIKCuvR9OUiPQWLZpVHttzczMzLrKSbx1ZDiwe0Q8CCDpHmAasG9ERN72BPC4pD0iYmLZsc9FxJfy99slDQGOl/TdiHg5Ih4HTiw1lvQnUrL9S0nHRsTisr7mAfuXzgkQEdeWHSvgj0AT8N/Ar/KuI0g3IltExN9y28eApylL4oHTgReBPSJiWW73DOnG4QvAuLK2j0TEVzr/6TgeOKOKdmZmZmZd5nIa68hLZQn8ENJo9/VAnaQBuTxmOjAL2Lpw7I2F9RuAIcC/5v4k6ThJT0laQhrl/z/SjeV7C8f+vjyBz8cPl/RDSc/nY5cDXyGN6Jd8DHiilMADRMR04IlC/zsAE0oJfG53H/B83lduItW5GGguW4q/j5mZmVm3OYm3jrxY9n04qXzkEt5MmkvLRqREtb1jy9c3zJ/HARcBNwH/AWwDHJP3DeqkL0ij4wcB3wM+TUqSf1E4dsN2jp1TWB8OzK7QbjaptKazWN4mIhZERGtpaad/MzMzs25xOY11pHz0+5W8fi4woULblwrrI9tZn5U/DwBujohTSw0k/UsVcZRq3fcEToiIS8u2F29KZ5Hq8Ys2INXjl8zP24pGAU92FIuZmZlZLXgk3qoSEYuA+4AtI2JahWVG4ZB9Cuv7AouBx/P6YNKDruUOqTKcdUh/FVh5vKQGYK9CuweBD0l6f1m7DwAfKrSbAuwtqb6s3cdID8/eW2VMZmZmZn3GI/HWFSeRZmwZD1xLmlWmCdgNGBsRk8vabiZpbG73EeAbwPcj4uW8/07ga5KOJT1kegjwvmqCiIhXJT0EnCJpLrCCNOvNq7z1LwDjgG8Ct0j6JiDgLN5e2nIO6SHWiZJ+QCqhOQ94KsdvZmZmtlrxSLxVLSKmAp8AhgFjSQ95fps0wv5sofnppKT5euBk4Md5W8l3gKvz57Wkeej/twvhHAw8B/wS+CHwG96claYU7xJSvfyLpIdmv5uXRwrtHibdiAzJ/XwfuBvYpTC9pJmZmdlqwSPxVlFEHNHO9mmkevTOvJb7aK+f14AvVdilQjtVaENEPAvsXGHXmEK7J4FPFtqMrdDfH0mz71SUy4UqxmJmZmbW1zwSb2ZmZmbWz3gk3qwPNdaPoHFgcQZN608a6kes/D5w/VG0DRlWw2jMzGx1VDd4GG/08jlUeIeOmfUCSU1AS0tLC01NTbUOx8zMzHpZa2srzc3NAM35nTE9yuU0ZmZmZmb9jMtpzPrQ3TPH07BiYK3DMGDdgSPZaaPRALRcdyltixfWOCIzM1tT1A1pQNsVX5nTs5zEm/WhpW2LGNBWfMeV1cKgtqErv7ctXkjbogU1jMbMzNY0vZ1ku5zGzMzMzKyfcRJvZmZmZtbPOIk3MzMzM+tnnMQbkvaWdHSt46gVSUdIOrjWcZiZmZlVy0m8AewNrLVJPHAE4CTezMzM+g0n8VYVJevUOo6eJGlwrWMwMzMz6w4n8Ws5SeOAw4EPSoq8jMvLE5L2kPQXYCmwl6Shkn4kabqkxZJmSPqppHUL/c7I7Y6V9LykVyVNkPSusjb1ki7M+5dKmiXpllJfknbM8ewh6QZJi3Kb0ypcxw6SpkhaImmepKskbVC2f9Pc1xGSrpA0D3hI0mTgU8CeZdc/puy4PSU9kPudK+knkoYWz29mZmbWlzxPvJ0FvAvYAjgkb5sLfAvYCPgBcDbQkpchQB1wem7XnL/fCOxc6Hsv4P3AMcAI4PvApcAX8v5Tgf8GvgE8mdt8GiiO+P8MuAbYF9gVOEfS/Ij4KYCkrYC7gHuBA4H1gPOBSZK2iojXy/o6D7gFOChfx/PAr4HFwIm5TWvud39gPDAWOAPYMPc7vOwaKpLUCDSWbRrVUXszMzOzrnASv5aLiOckzQU2iYj7S9slQUpWd4+IBwuH/U9ZuwHAP4ApkjaPiGfK2gnYKyKW5rbvA06W9I6IeAPYBrgjIn5cdsxvK4Q5KSJOyt9vlzQKOF3Sz3I/pwMvAntExLJ8rmeAqaRke1xZX49ExFfKO5e0AHitcP0CvgeMj4gvl22fA9wq6ayIeLJCrCXHkxJ/MzMzsx7nchrryEsVEngkfVHSo5JeA5YDU/KuzQtN7ykl8NlTQD0wMq8/AuwhaYykrSW199/jjYX1G4CmvADsAEwoJfAAEXEfaZR9h8KxE9s5R9HmwCbAdZIGlBbgHiCAj3Zy/MWkv1KUlq2rPK+ZmZlZp5zEW0deLG6QtA/wK+BBUunKx4F98u5BheavFNaXFdqdA3yXVJP/IDBb0hl5FLyjOErrG+bP4cDsCvHPJpXWdNRXe0bkzxtJNyql5TXS/zfNHR0cEQsiorW0tBOfmZmZWbe4nMY6EhW2HQD8OSKOKm2Q9KludZ5G6ccAY3KpzZF5/e/AVWVNRxYOLa3Pyp/zgQ14u1GkWvu3nLbK8Obnz2OBByrsn1llP2ZmZmY9ziPxBmmEvDiK3p7BvDmiXnJIpYZdERHPRsRppOR5y8LufQrr+5KS6Na8PgXYW1J9qYGkj5HKYe6t4vSVrv+vuf/3RsS0CouTeDMzM6sZj8QbwNPAkZIOAv4GvNRB2zuByyR9m/Tg6GeBXbpzUkkTgIeBR4FFwOdJ5S+TCk13lnRhPvduwKHAMfmhVkhlOVOBiZJ+kPs4j1SDf20VoTwNHC7p86TR/ZkRMVPS8cDVeUrJ3+UYNwH2BE4rPMRrZmZm1mecxBvAlaSZYi4F1gd+2UHby4H3kspMTgRuJ73t9P4OjmnPn0h19SeQ/lucDhwcEXcV2h2Vl6OBhcC3yme0iYiHJe1GStx/Q5ouciJwYmF6yfZcALyPVOv/TuBMYExEXC/pFdLsN4fmtjOA24A5Xb5aMzMzsx7iJN6IiAWkedOradtGSt5PLOxSod2mFY79TXm7iLgQuLCK086JiL06ieuPwPYd7J9RjLFs3wuk0fVK++4k/QXAzMzMbLXhmngzMzMzs37GI/FmfaixfgSNA6t9hth6U0P9iJXfB64/irYhw2oYjZmZrUnqBg/jjc6brRJFVDvjnpl1l6QmoKWlpYWmpqZO25uZmVn/1traSnNzM0BzfmdMj3I5jZmZmZlZP+NyGrM+dPfM8TSsGFjrMHrNugNHstNGowFoue5S2hYvrHFEZmZmfa9uSAParviam57lJN6sDy1tW8SAtuK7stYcg9qGrvzetnghbYsW1DAaMzOz2untJNvlNGZmZmZm/YyTeDMzMzOzfsZJvJmZmZlZP+Mkfg0iaW9JR9c6jq6SFJKKb4CtidUpFjMzM7P2+MHWNcvewEeBH9c6kC7aFni+1kFkq1MsZmZmZhU5ibd2SRocEUt6sf9BEfF6RNzfW+foj7GYmZmZdcblNH1E0gclTZQ0T9JiSdMlnVy2f1tJkyQtkvSqpKsljSz0sY6ksyX9XdJSSa2SxuZ944DDgQ/mkpDI20rH7i3pUUmvS5ot6TJJw8r275iP2VPSbyQtAK6v4rpKx+0h6YYc/yxJpxXajZH0mqRtJN0n6XXgq3nfW0pYJE2WdKukQyU9m3+vWyWtJ2kTSbfnvp6UtFPhPIdJmiJpvqSXc1/bdDeWvO0rkp7Ov/k/87+Bb4DNzMysZpyI9J2bgReB/wReBd4HNEFK4IHJwERgNDAUODsf8/GyPn4L7AycC9wPvAvYL+87K69vARySt83N/e8F3EBKyk8D3gucB3wA2LUQ5+XAr4GfAG904fp+BlwD7Jv7PEfS/Ij4aVmbgcD/AZcApwIvd9DfvwPrAccD7wR+CPwcaAZ+BVyU+/itpHdHxGv5uE3z/ufy+Q4G/ijp3yLima7GIumr+dw/Bo4DtgLGABuS/i0rktQINJZtGtXBtZqZmZl1iZP4PiBpBClxPi4ibsmb7y5rcj4wDdg3IiIf8wTwuKQ9ImKipN2APYGDI+KasmOvAYiI5yTNBTapUBIyBngoIkaXxTQfuFrSjhExuaztTRFxSjcuc1JEnJS/3y5pFHC6pJ9FROlmoB44LSI6HeEH1gU+HxHzcrz/BpwA/E/pxkDSTOBxYBfgJoCI+E7ZNb4DuBPYGjiCdANT0mkskuqAbwPXR8QxZdcWpJuUcyLi7+0cfjxwRhXXaWZmZtZlLqfpG/NID0ueJ+lwSU2lHZKGANuTRsnrJA3IpRrTgVmkBBRSoroYuLYrJ84lMx8Grivsuh5YAexQ2D6xK/2XubGwfgPpLw1Nhe3V9v/nUgKflUbR76qwrbm0QdKWkm6UNAdoA5aT/uKweYVzdBbLFsAIYHxh+zWASP9u7bk4x1Vatu6grZmZmVmXOInvA3l0/TPA08BlQIukhyV9EhgO1JHKOpYXlo14M0FdH5hVGqnvgneSEs7ZhZhWkG4u1iu0f7GL/bd3XGl9w7JtiyNiUZX9vVJYX1bcHhGlbYMAJDUAdwCbkEbCdyAlz38pteliLMPz5+zC9tJ68bdbKSIWRERraanQh5mZmVm3uZymj0TEdOAASfXAdqS69luAdwOR1ydUOPSl/DkP2FCSupjIv5L736B8Yx7tXx+YXwy1C32XG9nO+qwe6Lta25JG/j8XEX8pbZS0LtBaaFtNLKXfZoPC9lGF/WZmZmZ9yiPxfSwilkfEPaQ6+EZSgngfsGVETKuwzMiH3gUMAQ7soPtlFEac8wOff65w3H6km7h7V/Wasn0K6/sCM3l78tybBufP0gg9krYjPezaHdNJDwcXf7vRpJuAKd3s18zMzGyVeCS+D+SHMi8i1VY/R3po81RgRl4/CZgkaTyp5v1l0ojybsDYiJgcEXdJmgj8QtJmwAOkco79IuIL+VRPA0dKOgj4G/BSvgkYA0yQdA3wS96cneYPhYdaV8XOki4kPUi6G3AocEzZQ6194X7gNeAySecDG5Ou/YXudBYRbZK+A1yaHxq+BfgIcCbp3+UfPRK1mZmZWRd5JL5vzM7LqcDvSdM4tgCfjoi2iJgKfAIYBowlPXD5bdKDrM+W9bMfabrDo3I/FwPldd1Xkh5YvRR4iJTAEhE352O3IM3icgZpGsm9e/AajyI9QHoj8EXgWxHRp2+OjYg5wAGkUp6bSFNC/jdv/Q272uePch+7AbcCxwAXkq7XzMzMrCbU9eckzd4kaUfSdJlbR8S0Goez2sozErVcMfVMho6sr3U4vWb4wA3YvflIAGaMO5e2RQtqHJGZmVnfqxvayIBdD6O5uRmgOU9y0aM8Em9mZmZm1s+4Jt7aJUmk6S/b05f17muExvoRNA4szna55mioH7Hye92QhrfsqxsyrK/DMTMzq4m6wcN6PUlyOY21S9IRpBr99pwZEWP6Jpr+rVRO09LSQlNT8f1XZmZmtqZpbW3t1XIaj8RbR26h4zeNzuyrQMzMzMzsTU7irV0RMY/0kinrIXfPHE/DioG1DqPXDaobuvJ7Q/0Ith+1FwAt111K2+KFtQrLzMysT9QNaUDbFV+h07OcxJv1oaVtixjQtqzzhv3ckrZ4HHgNAAAgAElEQVTXKm5vW7zQM9aYmdlaobeTbM9OY2ZmZmbWzziJNzMzMzPrZ5zEm5mZmZn1M07irSqSxkiqXOjcT0g6TtIetY7DzMzMbFU5ibdq/RzYqdZBrKLjACfxZmZm1u95dhqrSn5JQY+/qKA/kzQoIl6vdRxmZma29vFIvFWlvJxG0o6SQtKnJV0taaGk5yWdXDjmg5ImSponabGk6eVtJI2T9ISkz+bP1yU9LOnjFc5/hKTHcpsXJJ0jaUChzcaSfiVpjqQlkv4q6Wt53wxgE+CYHHvkN9Ii6R2STpP0D0lLJf1N0nGVrl/SNpLuk/Q68NUe+XHNzMzMusgj8bYqfgJcBewD7At8V9JjEXFb3n8z8CLwn8CrwPuApkIfGwI/BsYALwOnALdLen9EvAgg6XjgAuAS4ARgS+AcoC63R9L6wH25z9OBvwPvBzbL2/YBJgJTgIvytufy54WkUptzgXuB3YBLJDVExFllsQ4E/i/HcWqOtyJJjUBj2aZR7bU1MzMz6yon8bYqfhsRYwAkTQI+B+wP3CZpBPBe4LiIuCW3v7tCH+sBB0TEpNzPH4EWUlJ9mqQG4Ezggog4LR9zp6QVwPckXZjfLHs8MBLYIiJm5HaTSieJiEclLQXmRMT9pe05zq8CF0XEt/LmO3IS/g1Jl0RE6YHeeuC0iLi+it/meOCMKtqZmZmZdZnLaWxV3FH6EhFvAH/lzZH2ecDzwHmSDpdUHIEvebWUwOd+XiEl36WSmu2AYcD1kgaUltxmMPCh3G4XYFJZAl+tj5GS8/GF7dcAQ4F/L2yfWGW/FwPNZcvWXYzLzMzMrF1O4m1VvFJYXwYMAoiIAD4DPA1cBrTkevdPFo6ZW6HfF0llNgAj8ucjwPKy5em8vTl/rg/M7MY1DM+fswvbS+vrlW1bHBGLquk0IhZERGtpqdC/mZmZWbe5nMZ6TURMBw6QVE8aUT8XuEXSxmUlKu+qcOhIYFb+Pj9/7ksqsyn6R/6cB2zUjTBL/W8AvFC2fVRhP0B0o38zMzOzHueReOt1EbE8Iu4Bzic97FmebK8raefSiqR1gZ2BB/KmqcBioCkiplVY5uV2dwE7S3p3B6Gs/EtBmQdJI/sHFraPBhaR/gJgZmZmtlrxSLz1Ckn/RpoFZjxpFph1STO6zODNWWEgjXRfKekMUnnOKXn79wEi4lVJ3wYuyHX1dwNvkB6a/Q9gv4hYTJox5jDgj5LOIs1O815g84j4Ru7zaVKivxtpZpl/RMRLkn4InJgffP0Tqb7+KOCMastnzMzMzPqSk3jrLbPzciqwMWmKyXuBQyOirazdLOAbpGkeNwOeBD4TEXNKDSLiIkkvkGZ8+Spp5Pw54FbS6DoRMU/S9sB5pOkoh5BuGH5cdq7TSNNi/hZoAL4EjANOJiX1/5Xj/SdwQkRc0iO/hJmZmVkPU3r+0KzvSRoHfDQiPtRZ2/4u/xWh5YqpZzJ0ZH2tw+lTwwduwO7NRwIwY9y5tC1aUOOIzMzMelfd0EYG7HoYzc3NAM15kose5Zp4MzMzM7N+xuU0Zn2osX4EjQOLz9au2RrqR6z8XjekoYaRrF3qhgyrdQhmZmutusHDeKOXz+FyGrM+UCqnaWlpoampvfdemZmZ2ZqitbXV5TRmZmZmZvYml9OY9aG7Z46nYcXAWodRE4PqhtY6hLVCQ/0Ith+1FwAt111K2+KFNY7IzGztUzekAW23T6+ew0m8WR9a2raIAW3Lah1GTSxpe63zRtaj2hYv9GxAZmY10ttJtstpzMzMzMz6GSfxZmZmZmb9jJN4MzMzM7N+xkm8ASDpCEkH91Lfe0s6ujf67mIcMyT9qNZxmJmZma0qP9hqJUcArwFX90LfewMfBX7cC313xT7AyzWOwczMzGyVOYlfy0kaHBFLah1HX4iIR2sdg5mZmVlPcDlNL5P0QUkTJc2TtFjSdEknl+3fW9Kjkl6XNFvSZZKGle3fUVJI2kPSDZIWSZol6bQK59pB0hRJS/L5rpK0Qdn+TXNfR0i6QtI84CFJk4FPAXvm/SFpTNlxe0p6IPc7V9JPJFU16bekccDhwAfL+h5Xtn9bSZPydb0q6WpJIwt9rCPpbEl/l7RUUqukseXnkPRE/q0ezX09KGmrQj9vK6fJ579D0gJJC/N17la2fz1JP8/XvST3++lqrt3MzMyst3gkvvfdDLwI/CfwKvA+oAlA0l7ADcD1wGnAe4HzgA8Auxb6+RlwDbBv3neOpPkR8dPc11bAXcC9wIHAesD5wCRJW0XE62V9nQfcAhwE1AHPA78GFgMn5jatud/9gfHAWOAMYMPc73DgC1Vc/1nAu4AtgEPytrm5722BycBEYDQwFDg7/2YfL+vjt8DOwLnA/bm//QrnGQX8MMe2IH/eKGmziFheKTBJ2wOTcp9fBl4hlf28O++vA35P+jc7Nf8m/wNMlLRbRNxdxfWbmZmZ9Tgn8b1I0ghSYn5cRNySN5cnfmOAhyJidNkx84GrJe0YEZPL2k6KiJPy99sljQJOl/SziHgDOJ10s7BHRCzLfT0DTCUl2+PK+nokIr5SiHUB8FpE3F+2TcD3gPER8eWy7XOAWyWdFRFPdvQbRMRzkuYCm5T3nZ0PTAP2jYjIfT8BPC5pj4iYmEfF9wQOjohryo69ptDXesCnSvFIeh24E/gYMKWd8C4AngV2joi2vO2Osv17AtsAe0bExNzvbcATpBuadpN4SY1AY9mmUe21NTMzM+sql9P0rnmkUe7zJB0uqam0I5fMfBi4rnDM9cAKYIfC9hsL6zeQRvRLfe4ATCgl8AARcV8+f7GviVXGvzmwCXCdpAGlBbgHCNKodbdIGgJsT7reurK+pwOzgK1z011IfyG4tpMuZxZuKJ7Kn02VGufzfxz4ZVkCX7QDsLCUwAPkG6brgO3ySH17jgdaypaHOonfzMzMrGpO4ntRHl3+DPA0cBnQIulhSZ8E3gkImF04ZgUp+V+v0N2L7axvmD+HF/vKZlfRV3tG5M8bgeVly2uk/3aaq+ynkuGkUp5LCn0vBzYq63t9YFZppL4DrxTWSzczgzo4/zuAmZ3EOKfC9tlAPTCswr6Si0nXUFq27qCtmZmZWZe4nKaXRcR04ABJ9cB2pLruW4CNSaPZG5S3z6PR6wPzC12NbGd9Vv6cX+wrGwUUS146S4hLSjEcCzxQYX9HCXBnXslxnAtMqLD/pfw5D9hQkqpI5Lt6/jdINwzt6eg3Ld3MVBQRC0i1+QCkyiQzMzOznuGR+D4SEcsj4h5SHXgjKXn8M+kh1HL7kW6u7i1s36ewvi8piW7N61OAvfPNAgCSPkYqhyn2Vcky3j5q/dfc/3sjYlqFpdok/m19R8Qi4D5gy3b6npGb3gUM4e2/0yopO/9hHZTFTAEaJO1e2iDpHcABwNQOynDMzMzMepVH4nuRpH8DLiLN7vIcsC5plpMZeX0MMEHSNcAveXN2mj8UHmoF2FnShaSHNXcDDgWOyTXaAOeQHmKdKOkHpBKa80i14Z3Vk0Mq+Tlc0udJo/szI2KmpONJD9oOBX4HLCLdGOwJnBYRz1TZ95GSDgL+BryUk/STSLPnjM8xvkyqYd8NGBsRkyPiLkkTgV9I2oz0F4H1gP0ioprZcTpyCml2mrsk/Tif/yM5vl/k630QuCpP6dkK/Ddp9qBjVvHcZmZmZt3mkfjeNTsvp5KmKryc9JDjpyOiLSJuJo28bwHcRJrx5NekN5wWHUVKHm8Evgh8KyJWvgE1Ih4mJb9DgN8A3yfNnrJLYXrJ9lwA/An4FekhzK/kfq8H9sgxXkOa/vEE0o1IpXrxSq4kPcB6ae57TO57KvAJUm35WNIDt98mPcj6bNnx+5GmjzyK9DteTLqZWCURMQXYkVTWM470sPA+pIeBySPtnyVd83mk335D0mw1k1f1/GZmZmbdpZ4tM7aeJmlHUjK+dURMq3E41k15ZqKWK6aeydCR9Z22N+uu4QM3YPfmIwGYMe5c2hYt6OQIMzPraXVDGxmw62E0NzcDNEdEa2fHdJVH4s3MzMzM+hnXxNsqyQ+Ftjv1Sp4y08zMzMx6kJP41VyuvV6d5yf8A/Cp9nZKek/ZTDNrvcb6ETQObG/qerNV11A/YuX3geuPom1IR68zMDOz3lA3eBhvdN5slbgm3laJpA8ADR00eaz8LbJrq1JNfEtLC01NFV8ia2ZmZmuQ1tbWXq2J90i8rZL8MiszMzMz60NO4s360N0zx9OwYmCtw1hl6w4cyU4bjQag5bpLaVu8sMYRmZmZrT7qhjSg7Yrv6exZTuLN+tDStkUMaOv/1UWD2oau/N62eKGnMTQzMyvo7STbU0yamZmZmfUzTuLNzMzMzPoZJ/FrIEljJIWkP7az77VaxLUqJH04xz6kl/o/TtIevdG3mZmZWU9zEr9m20HSzrUOood8GDgD6JUkHjgOcBJvZmZm/YKT+DXXIuABUuJrZmZmZmsQJ/Frtu8An5S0Y0eNJK0n6eeS5kpaIulBSZ+u5gSSDpP0qKTXJb0kaaKkTcr2f0jSbZJek7RA0k2S3lfoIySdLOlMSXNyP2MlDc37jwDG5uZzc/sZZcc3Sfp1Pm6JpD9K2qpwjr0kTctxvJK/75H3zQA2AY7JfUc+Z+n6pkiaL+llSZMlbVPNb2NmZmbWW5zEr8EiYiLwEDCmvTaS6oDfA/sApwP7AXOAiZJ26qh/SScBvwQeBvYF/hP4G/CuvL8ZuBfYADgc+DKwOXCvpHcVujsWeF9udxZwMPCtvO93wNn5++7AtjleJA0HppDKbb6a418ETJI0MrfZDPgN8GQ+bjRwHTA897kPMDu32TYvv8v7NgV+BRyQY2oB/ihp845+GzMzM7Pe5Hni13zfAW6R9KmIuKfC/j2BbYA9c9KPpNuAJ0ilOHdX6lTSuqSbg59FxFFlu24q+/51YCDw6YiYm497gJToH8Nbby5mR8Qh+fttkrYG9gdOiYi5kp7L+x6OiJfKjjsOeCewTUS8mM/xB+BZ4ETgZODfgXrg2IgovZXo9lIHEfGopKXAnIi4v/w6I+I7Zdf8DuBOYGvgCOC0Sr9NbtsINJZtGtVeWzMzM7Ou8kj8Gi4ibgUeof3a+B2AhaUEPh/zBmmkers8Ul/JtqSHTK/s4PQ7AJNKCXzu+3lgat5X7o7C+lNAUwd9l3yadKMxX9IASQOANtJfALbObR7L266W9Pl8A1IVSVtKulHSnNzHcuADpL8odOR40qh9aXmo2nOamZmZdcZJ/NrhO8BOkoqJM6SSkjkVts8mjV4Pa6fP9fPnzA7OOzz3U6nv9QrbXimsLwPW6aDvkhHA3qTkunw5CGgGiIhngM8B6wI3kurqb5b07o46ltRAurnYhJSU70C6MfgLMKiTuC7O5y8tW3fc3MzMzKx6LqdZC0TETZL+TBqNn1LYPZ9Us140ipQMtzen/Lz8uRHQ2k6bjvqe31HMXTAfuI036+fLLS19iYjbSGU6jaS6+ktID8vu0kHf25L+GvC5iPhLaWMeyW/vmkvnWwAsKDum0wsxMzMzq5ZH4tce3yElrJ8obJ8CNEjavbQh134fAEyNiLZ2+rsPWAx8qYNzTgF2kVQatS897LodqdylK5blz+II+F3AvwBPR8S0wvJ4sZOIWBAR1wHXAlsW+i/2PbhwbiRtR3rY1czMzKxmPBK/9phAqg3fhTR7S8nvgAeBqySdRhph/m9S3fcx7XUWEa9KOhP4bq6bn0C6KdwJuCYippFGu78E3CHpHKAOOJM0en5ZF+N/On8eI2kCsDgn6RcDhwD3SPoB8E/S7DgfA2ZGxCWSjiLdOPwemAW8BziUt9bhPw3sLGk34GXgH8D9pL9EXCbpfGBj0sO4L3QxdjMzM7Me5ZH4tUREBGk0vri9DfgscDNwHqlmfEPSbDWTO+nzAuBI4OP5uHGkBz5fzPtbgE8CLwFXAb8gzRqzQ/nDrlXG/ygpgT6U9GDsLXn7vHz+PwPfJSXml5BGyx/Ihz9GquG/OO8/E7gGOLrsFKUbmN+SHkL9fETMIf1FYiRp1p3jSDc4z3YldjMzM7OeppTbmVlvktQEtFwx9UyGjqyvdTirbPjADdi9+UgAZow7l7ZFCzo5wszMbO1RN7SRAbseRnNzM0BzRHT4LF13eCTezMzMzKyfcRJvZmZmZtbP+MFWsz7UWD+CxoGdTTG/+muoH7Hye92QhhpGYquqbkh7r4IwM7Puqhs8jDd6+RyuiTfrA6Wa+JaWFpqaqnkRrZmZmfVnra2trok3MzMzM7M3uZzGrA/dPXM8DSsG1jqMHjOobmitQ7Buaqgfwfaj9gKg5bpLaVu8sMYRmZmtOeqGNKDt9unVcziJN+tDS9sWMaBtWecN+4klba/VOgTrAW2LF3qaUDOzHtbbSbbLaczMzMzM+hkn8WZmZmZm/YyTeOu3JO0oKSR9tJN2J0rqkWmYJO2fz7lpT/RnZmZm1h1O4q0/ewTYFni61oGYmZmZ9SU/2Gr9jqQ64B0RsQC4v9bxmJmZmfU1j8Tb20j6oKSJkuZJWixpuqSTy/ZvK2mSpEWSXpV0taSRhT6aJN0qaYmkFySdJOlHkmaUtRkj6W3Tm0h6TdKYsvXJua/DJU0HlgIfrlROI6lR0q8kLZQ0V9IFFG5WJQ3NsUzP1zdD0k8lrVtoVy/p+5Lm5+u8EvCcimZmZlZzHom3Sm4GXgT+E3gVeB/QBCmBByYDE4HRpKT27HzMx3MbATcBGwBfyX2cDGwCtHUzpo8C7wa+BbwCtABbVGj3C+AzwCnAP4BjgP9XaDMEqANOB+YCzfn7jcDOZe3OA44GziCV7hwMnNPN+M3MzMx6jJN4ewtJI4D3AsdFxC15891lTc4HpgH7RkTkY54AHpe0R0RMBD4LfAT4ZETcm9tMBlqB+d0MbTjw0fLXFkt6SxIvaUtgX+DLEfGLvO0O4LnydhExF/ifsuMGkBL+KZI2j4hnJK1HSuDPj4jzctPbJf0J2LizYCU1Ao1lm0ZVfaVmZmZmnXA5jRXNA54HzsvlK02lHZKGANsD1wN1kgbkBHg6MAvYOjfdGnillMAD5Pr18puBrnqsPIFvxzaASCPqpfOuIP1V4C0kfVHSo7mcZzkwJe/aPH/+KzC4vK/st1XGezzprwWl5aEqjzMzMzPrlJN4e4s8uv4Z0owvlwEtkh6W9EnSaHgdcAkp8S1fNiKVpQBsSCpTKXpxFUKr5tgNgeUR8XJh+5zyFUn7AL8CHgQOJJUBld6NPKisr0rnnUN1Lib9HqVl646bm5mZmVXP5TT2NhExHThAUj2wHXAucAupJj3y+oQKh76UP2cB76qwf2Rh/XWgvnyDpHVINetvC6uK0GcB9ZKGFxL5DQrtDgD+HBFHlZ33UxX6KsX8Qgd9VZT/8rDyPfbpMQEzMzOznuGReGtXRCyPiHtIdfCNpAT2PmDLiJhWYZmRD30IeGcevQdW1ojvVDhFKzBQ0mZl23YllcR0x0OkZL80ql6qd/+PQrvBwLLCtkMK648DS8r7yvbrZmxmZmZmPcYj8fYWkv4NuAgYT3ogdF3gVGBGXj8JmCRpPHAt8DJp5prdgLERMRn4PWk2l6slnUqaTeYbpFlq3ig73e+BRcAVkr6b+/kab0+wqxIRT0maAHxf0qAc8zGkEqBydwKXSfo2MJX0IO4uhb7mS/opcIqkJbw5O80m3YnNzMzMrCd5JN6KZuflVFKSfTnpwcxPR0RbREwFPgEMA8aSppr8NrAYeBZW1tX/B/AX4Ge5j1tJU1O+WjpRRMwjjWyPJJXnfBn4IqnGvruOJE13eQGp7v2vwI8KbS4n3agcC9xAKhM6uEJfpwA/JU2PeR1plP+bqxCbmZmZWY9QniXQrFdJGkhKqO+JiC/VOp6+lmf5abli6pkMHVnfaXuz3jZ84Abs3nwkADPGnUvbogWdHGFmZtWqG9rIgF0Po7m5GaC5ihn2uszlNNYrJH2F9Jee6aRZbf6HNOJ9WS3jMjMzM1sTOIm33rKEVI7ynrz+F2DPiJhWu5DMzMzM1gxO4q1XRMRVwFW1jmN101g/gsaBgzpvaNbLGupHrPw+cP1RtA0ZVsNozMzWLHWDh71lJo/e4Jp4sz5QqolvaWmhqamp0/ZmZmbWv7W2tvZqTbxnpzEzMzMz62dcTmPWh+6eOZ6GFQNrHUaPW3fgSHbaaDQALdddStvihTWOyMzMrHbqhjSg7Yrvi+xZTuLN+tDStkUMaOvWu6xWa4Pahq783rZ4oacrNDOztV5vJ9kupzEzMzMz62ecxJuZmZmZ9TNO4s3MzMzM+hkn8VZTkjaVFJL278NzTpZ0a9n6jpJO66vzm5mZma0qP9hqtTYL2BZ4pg/PeTTQVra+I3AicG4fxmBmZmbWbU7iraYiYilwf0/0JWlwRCyp4pxP9cT5zMzMzGrF5TTW6yRtK2mSpEWSXpV0taSReV/FchpJR0h6TNLrkl6QdI6kAYX9kfu+U9Ii4Ht538aSfiVpjqQlkv4q6Wtlx64sp5E0BjgDGJr7C0mTy9ruIGlK7meepKskbdCLP5eZmZlZpzwSb71K0rbAZGAiMBoYCpwN3Ax8vJ1jjgcuAC4BTgC2BM4B6oBTCs3/D/gZqRRmiaT1gfvyvtOBvwPvBzZrJ8SfA03AwcDOeduCHMdWwF3AvcCBwHrA+cAkSVtFxOsdXHcj0Fi2aVR7bc3MzMy6ykm89bbzgWnAvhERAJKeAB6XtAfwltIWSQ3AmcAFEVF62PROSSuA70m6MCLmlR3yk4i4sOz4c4CRwBYRMSNvntRecBHRKqkVeCMiimU9pwMvAntExLLc/zPAVOALwLgOrvt40gi/mZmZWY9zOY31GklDgO2B64E6SQNyScx00gOtW1c4bDtgGHB9qX0+ZhIwGPhQof3EwvouwKSyBH5V7ABMKCXwABFxH/B83teRi4HmsqXStZqZmZl1i0firTcNJ5XAXJKXouYK20bkz0fa6bN4zIuF9fWBJ6oNsBPDgdkVts8mlda0KyIWkMtyACT1UEhmZmZmTuKtd70CBKlefUKF/S9V2DY/f+4LtFTY/4/CehTW5wEbdSHGjswHKj3EOgp4sofOYWZmZtZlTuKt10TEIkn3AVtGxDcrtZG0aWHTVGAx0BQRN3bjtHcBJ0p6d0T8s8pjlgHrVNg+Bdhb0gkRsTzH+zFgE9LDrmZm9v/bu/Nwuaoy3+PfH2FMAs1MxEQRvTQg+rStREAjQQwoKINIM7RM2g16g1eaZlC5CogILVcRwTgCEX2YRRCMgkkIGMOMqMyCBBJIGJIwhcy894+1yhQ7p+qcqtp16tTJ7/M89ZyqPb5v7Tq1V6169yoz6wg34q3dTiSN5nIFcDmwgDQazDjgYmBm9cIR8ZKkrwHfkjQSuBl4Hdga2Bc4ICJeq7O/c4HDgVslnUEanWZrYJuIOLnGOg8Ba+ZhKGcAL0fEI6QRcWYAkySdRyqhOYt0Me7lDT0LZmZmZiVyI97aKiJmSPogacSZi4G1gdnAFOAxVr4Go2qdb0t6mjTCyxeAZcDjwA2kXvN6+5sn6QOkxva3gKGkDwoT6qx2fZ7/ZdLINrcCYyPiHknj8rauJn1DMAk4od7wkmZmZmbt5ka8tV1E3A3s3dM8Se/Kd+dXT4+Iy6nT2x0RE6kxxGNEzAI+XWfdsYXHy4Hx+VZc9lbSCDtmZmZmA4Yb8dYxkt4DHAssBv7a4XDMzMzMuoYb8dZJF5KGcTw6InoaqWbQ2WCtTdlg7XU7HUbp1l9r03/cX3uTEawYOryD0ZiZmXXWkPWG83qb96H8I5pm1kb5It1Zs2bNYuTIkZ0Ox8zMzNps9uzZjBo1CmBURMwue/v+xVYzMzMzsy7jchqzfnTP879n5MijAJh15fmseO2VDkdkZmZmZRsydH20y/5t3Ycb8Wb9aOmKlSNTrnjtFVYsfLmD0ZiZmVm7tLuR7XIaMzMzM7Mu40a8mZmZmVmXcSPezMzMzKzLuBHfQZImSrq/wXWmSbqhXTEV9vWqpNP6Y19lknSapF16mD5T0gWdiMnMzMysTL6wtbPOAIY1uM7/Bla0IZbB5FTgVWBGYfr+wIL+D8fMzMysXG7El0zSehGxqC/LRsTjjW4/Ih5sPCoDiIg/dToGMzMzszKs1uU0kt4paZKkeZJek/SIpJOq5u8saaqkhZJeknSppM2r5m8lKSQdKeknkuYBd+VyjnmS1irsb4e8/F758SrlNJLeLOkSSc9KWiTpYUlfrJq/SjmNpDGSpufl50n6uaQtGnwu9s37WizpTkk71ljuaEkPSVoi6SlJ35C0ZtX8I3OOoyVNyc/ro5L2lLSGpDMkzZX0nKSzJK1R2P52kq7Lz/dCSb+R9PbCMp+R9EBVvtMr8Uqq/ATxOTmOkDQ2z1ulnCYf45skvSzpFUl3SBpXNX9jST+V9Hze352S9mjkuTUzMzMr22rdiAd+DWwEfBbYG/h/5PIWSTsD04CXgIOAo4Ed8zpFZwEBHAKcCFwKbAzsWVjuEGAe8PuegpG0CXAbMBY4Jcd0LvDmWglIei8wGVgM/BtwPPARYKqkdWtm/sZt/AvwS+BvwCeBS4ArgeKHkC8APwKmAvsAPwROytOKJgLXkkpYngauBs4D3gIcAVwAfAk4uGr7W5NKYDYGjgQOBTYDpkhaJy/zIeBCYBKwF3A4MAXYMG9m5/z3/Hx/Z+DeGnl/gHSM1wH+AzgAuC7HiKQhwG9zDqfk+c8CkyTt1tM2q7a9gaSRlRswot7yZmZmZo1YbctpJG0KbA0cFxHX58k3Vy1yNnA38MmIiLzO/cBfJe0VEZOqlr03Io4ubP9eUqO9utf8YODqiFhWI6zjgc2BbSNiZp42tZdUTgGeA/aKiKV534+SGsMHkxrTvfkS8BSwX0SsyNtYSlXjPDdovwZcFRHj8+Qbc+sdWFoAABOQSURBVM/3mZLOjIi/V23zexHxw7zu08BfgR0jYqeqdfcBDiR96IFUy74AGBcRi/O6M4AnSB+0JgCjgfkRcWLVvn5TuRMRt0sCeCoibu8l728BjwEfruQN3FQ1f++8v70rx1vS74D7c6zVr5ei4/MyZmZmZqVbnXvi5wFPAmdJOiL3lgIgaSjwAeAqYIikNXPJyCPAHFKPfLVJrOoyYB9J6+VtjiZ9aLi0h2UrdgemVjXg+2IMcG2lAQ8QEbfl3Mb0cRvvB66vashC6jmvti2wKXBFYfplgEjPV7XJVfcf7WFaZfqoqsd7kHrCl1c95wuAP7PyOb8X2DiXIo3Lx6pheb2dgJ8V8q42Bnil+gNbRLxO+pZil/zBppbv5Nwqtx7Lk8zMzMyasdo24nPv+p7AQ8D3gVmS7snlGhsBQ0ilLMsKty15Y8MTUk940eWk0pxP5MeHALOBP9QJaxPgmQZT2QiY28P0uaSylL54E4UcImI+sLywn8p2i/uhh329WLWtpcVp2VKguuRnU+A4Vn3OdyE/5xExFTgMeCdwI/BCvoagr7lW57MG9Z/vjUjlM0VzSaVGw2utGBEvR8Tsyo2ej5GZmZlZU1bbchqAiHgEODBfgLoL8E3gelJNdOTH1/aw6gvFTfWw7dmS/gAcLOlqUtnI5ZXSnBrmkT4kNGI+0NNFrCOAB/q4jTmkMp5/yI3i6tfH/Py3uK8RhfmtmE8qjZnQw7xXKnci4hfAL3JJ1L6s/LD12Qb29SLwOvWf73rP7TLSMJZmZmZm/W617YmvFhHLIuIWUh38BqSG223AdhFxdw+3mX3c9GWkiy8/Tro4tV4pDaRykw9LeksD4U8H9qseCUfS+4G3Ur/Xv9qdwCcK5SGfKizzCPA86eLZageRPsRMbyDmWiYDOwB/6uE5f6S4cES8EBEXki4U3q5q1jLe2MO/iohYSDrGh9cpi5kOrC/po5UJeTSdA4EZdcpwzMzMzNpqte2Jl/Ru4NukGu/HgX8CvgzMzI9PJI3wcgWpNGYBMBIYB1wcEdP6sJurgO8BPwAejYgeR0mpci5ptJVbJZ0B/J1UR79NRJxcY50zSRexTpJ0Hqms5SzgwRx3X5wN3AVcK2lC3ucJpHIXACJihaSvA+dLep70jcW/AqeTno8n+rivek7Ncdwo6cekUpYRwK7AHyLiMkmnk8qOppFKgN4FfJRUg17xELBv/iZkIfBIRLzCqr5EunB4cs57Qc7phYi4iPStwJ3AzyV9hVQO9Tngn4HxPWzPzMzMrF+szj3xc/Pty6RhBH8EzAL2iIgVETED+CCp7vli0sWrXwNeI41o0quIqAwnuSWpV74vy3+A1AP8rbzPE0iNx1rr3EP6YDGUdDHqd0mjpuxeGeGlD/v9E6l3eRvgV8BRpJFtlhWWu4DUiB1HGnVnPHAOcExf9tOHOB4jjQYzj1RScyPpA8Yw4C95sbtIF9lOII0k8185htOrNjWe9Nr+bV7+vTX2N500nGeQRvG5hjSc5JN5/grgY6RhRc8iPTdvIo1WM63VfM3MzMyapfol2mZWhjz60awr75rAge/7PAAzJ36TFQtf7mxgZmZmVrohwzZgzY8czqhRowBG5UEuSrU698SbmZmZmXWl1bYmfnWRL8Ss92FtRS8j5liJ1h6y8nrbIUPX72AkZmZm1i79cY53I37wuwg4os783UgXiVp7DQHYcvkOzJ6dvlHTLvv7H9DMzGyQmjNnTuVuvR+HbJpr4gc5SVuRfkSpllojt1iJJO2KPyyZmZmtjsbmocxL5Y7AQS6PaT+zw2FYGvkIYCfg6U4GUoIRpFF/dqT7f4nWuQxMzmXgGkz5OJeBaTDl8mbgdla2AUrlRrxZ/6iMuf90O65Q70+SKnfnOpeBw7kMTIMpFxhc+TiXgWmQ5rK03nLN8ug0ZmZmZmZdxo14MzMzM7Mu40a8Wf94mfSrsoPh152cy8DkXAamwZQLDK58nMvA5Fz6yKPTmJmZmZl1GffEm5mZmZl1GTfizczMzMy6jBvxZmZmZmZdxo14MzMzM7Mu40a8mZmZmVmXcSPerEWStpH0O0kLJT0n6TxJ6/Vx3SMkPSxpsaT7JR3Y7nh7iaepXCQdJOmXkp6WFJJO6I94e4mp4VwkbSDpNEl3SHpR0vN5G//aX3HXiKvZ4/I/kh6Q9IqklyXdJeng/oi5TkxN/79UbWP//Dq7v11x9jGOZo/LtBx/8bZtf8RdI6ZW3sc2ljRB0pz8XvaopGPaHXMvMTXz/79VjeMSkpb0V+w9xNXs62yYpLMlPS7pNUl/y+9v6/RH3DViajaXtfP72TOSFkm6U9Lu/RFznZjeIemHku6TtLyR96Oyzv1rNrOSmSWSNgSmAk8CBwCbA98BNgE+3cu6nwImAmcDNwH7AVdIeikibmpj2LXiaToX4FPA1sD1QEdP3tBSLm8hxX8R8DVgLeCLwAxJu0TEve2MuyctHpdhwA+BRwCRjtNlktaIiEvbFnQNLeZS2cZ6eZ1n2xRmn5SQyx+B4ofdmSWG2Gctvo8NB24BFpH+V54D/hfpf6cjWshnDrBzcXPAb4Gby4+0dy2+zn5AOq+cAtwPjAbOADYG/k+bQq6pxVy+CxxOyuVh4ChgkqSdO/G+nL0T2Bu4g9Qp3qeO8VLP/RHhm2++NXkDTgYWAptWTTsUCGC7XtZ9CLiyMO1G4PYuzGWNqvsBnNCNx4XU6B1amLYu8AxwcTflUmd7fwRu6tZcgK+TGo0Tgfu77TWWl5sG3NCp2EvO5ZvAY8B6nc6jzNdZ1Xpj83oHdlMupE7aRcDphekTgGe7LJc3A8uBL1RNE/AX4LoOvs6qz3t9fj+ixHO/y2nMWrMXMDkiXqia9ktgSZ7XI0lvA7YFLivMuhQYLWnTsgPtg6ZyAYiI19sZWBOayiUiFkbEa4Vpi0lvulu2I9A+aPq41DCPzvWStpSLpLcD/00HehF7UPZx6aRWcvkMcGFELGpXcE0o89gcSvq1zetLiq1RzeYiUkP+pcL0F/O8Tmg2l3cDQ0gNXQAitXxvAvaUtHYbYu1VM+e9ss/9bsSbtWY7UgPvHyJiCfB4nldvPYrrAg+S3mA7URvbbC4DUWm5SBoGvKe4vX7UUi5K1pS0oaTDgD2A77cl0t61elzOAy6JiD+3IbZGtZrLrrkueLGkWyR9qB1B9lFTueQGyRbAAkk3SFoiaZ6k7zd6nUPJSvn/l7QWqezjV/nDfCc0lUtELAMuBr4g6f2ShkvaDfhP4II2xltPs8dl3fx3aWH6EmAd4G1lBdgPSj33uyberDUbkXo2ihaQ6g7rrUcP6y7If+ut2y7N5jIQlZnLN4ChdO7E12ouuwO/z/eXA8dGxNUlxdaopnOR9AlgF2CbNsTVjFaOyy3AJcDfSN/wnABMlrRrRNxWapR902wuI/Lfc4CrSL2p2wNnAWuTGoydUNb//8fy8v1+/UiVVnL5POmamNurpp0fEV8vKbZGNZvLo/nvaN543chO+W83nZ9KPfe7EW/WuuhhmmpM721d1ZjeX1rJZaBpORdJhwLHAeMj4rGyAmtCK7ncAewI/BOpUXKBpOURcWGJ8TWi4VwkrUu6sO3UwlfxndbUcYmIU9+wgnQD8ADwVTpXitNMLpVv8x+KiM/k+1NyD/Y5kr4aEXPLDLIBZbyX/TvpAuoppUTUvGZzORv4OHA06eL29wKnS1pQfA32o4ZziYgHJE0D/kfSbFIuRwG75kUGWjlnX5Ry7nc5jVlrFrDyk3W1DVn5ybrWevSw7oaF+f2p2VwGopZzkTSO9HX0ORExocTYGtVSLhHxSkTcHRFTIuIEUs/cdyQNKTnOvmg2l+NIJ+rLclnQhqSe3jXy407UxJb2/xIRC4HfkBpZndBsLvPz36mF6VNJ7YtOleGV8f8/nNQAviIiVpQYW6OaykXSDqRveI6JiJ9ExK0RcS7pg+JXJG3elmjra+W4HAk8T7ow/wXgWNJF7gCd+qDYjFLP/W7Em7XmIQonqjwG79upX0NdmVc8yW1P+iT+cFkBNqDZXAailnKRNBq4hlQicHI7AmxA2cflHmADYLPWQ2tYs7lsC7yDdBJfkG+H5G0tIF1c2d/KPi6dutgQms/lcVatU4aVuXSqh7SMY7M/qYyuk6U00Hwu2+e/9xWm30eqwnhrWQE2oOnjEhFPRsRoUv37O/M6i4A5EfFke8Jti1LP/W7Em7VmErC7pE2qpu1PuthmUq2VIuIJ0j/rQYVZhwB3dqhkoKlcBqimc5G0XV7mj8BReRSETir7uHyQNNpGN73GzgZ2K9xuJNXH7gb8uh3B9qK045Ivnt4buKu88BrS7PvYUtL1FsUf3dmddP3FgyXH2VdlHJtDgccj4o6yg2tQs7lUGrbFb3fel//OLCW6xrR8XCJiZkQ8SPom7rPAT0uPso1KP/d3anxN33wbDDfSV2CzgenAnsBhpN7CXxSWuxBYXph2IKmn6kzSWMTn5sd7dGEu25N+SOhTpN6En+X7H+umXEg/PvIU6UdfdiddOFW5vafLcnk36UdqPgN8GNgH+Ek+Pid3Uy41tjWRzo4T3+xxGQNcRyoP2I1Ud30vaaSN0d2US542mtQbfwlp5KPjSGOBn9ttx6Zq+mbAMuCMTuVQwutsCOl6mGeBz+XX2knAq8Dl3ZRLnnZsXn5s/t/5C+lbhWEdPDZDWXneu5l07qg83qxOLqWd+zv64vTNt8FwI42WcWM+cT0PfI/CD5/kBkf0sO4RpIt0lpAubOvID4q0mgtwGqlxWLzN7KZcWPnDLoMhly1IYxHPBBbnk/ktwL7d+BrrYTsT6WAjvoXj8g7gd6QPiktJ5UC/oUMN+DKOCzAOuDu/jz1D+uZkrS7OZzxN/pjaQMqF1CnxI+AJUunJo6SRg4Z3YS7/TSrfqrzGLgA26vBx2Yra54uxvbzGSjn3K2/MzMzMzMy6hGvizczMzMy6jBvxZmZmZmZdxo14MzMzM7Mu40a8mZmZmVmXcSPezMzMzKzLuBFvZmZmZtZl3Ig3MzMzM+sybsSbmZmZmXUZN+LNzMwGAUk7SVokaddOx2Jm7edGvJmZdT1Jp0mKqtvzkqZIGtPp2MqSc3y1xrxhwC+A4yPilv6NzMw6wY14MzMbLBYBO+fb54FNgCmS3tXRqMrzU2C3GvO+C0yOiB/0Yzxm1kFrdjoAMzOzkrweEbdXHki6E5gJHAMcW72gJAFrR8SSfo2wB5LWi4hFvS0XEbOB2TXm/WfpgZnZgOaeeDMzG5Qi4ingBeBtkiZKul/SXpL+DCwB9gGQtJ+kP0laLGmupO9LGl7ZjqSxuURnL0nXSFooaY6krxT3KWmMpOm5Nn2epJ9L2qJq/lZ5W0dK+omkecBded46kr4h6e+SlkiaLeniqnVXKaeR9BZJV0l6UdJrkqZKel9hmZmSLpB0rKQnJb0k6VpJm5XyRJtZR7gRb2Zmg5KkDYCNgWfypC2B84DvAB8F7pO0D3AN8CiwP3AGcBhwbQ+b/DHwOPBJUv35mZI+V7W/9wKTgcXAvwHHAx8Bpkpat7Cts4AADgFOzNN+mde5CNg7T1+/Tn7rA7cAOwLj87bWAaZJ2raw+D7AJ/JyXwTGAufX2raZDXwupzEzs0FDUuW8NhL4NjAEuJrUwN0I+GhE3Fm1/BXAXRFxUNW0+cClksZGxLSqzU+NiEqD+0ZJI4BTJP04Il4HTgGeA/aKiKV5W48CM4CDgYlV27o3Io6u2uc4UsP90Ii4rGq56vtFRwFvBd4VEQ/k7UwBngS+BBxZ/dQA+1TKhyS9AzhJ0ho5djPrMu6JNzOzwWIYsCzfniBdBHpsRNyY579QaMAPB/4FuLKwnauA5UBxZJtfFR5fQ/qwMDI/HgNcW2nAA0TEbaRGdXFbkwqPdwdeAy6vk1/RGOCBSgM+7+9V4Poe9ndLof7/QWAtYPMG9mdmA4h74s3MbLBYBHyIVKbyAjCr0Mv8XGH5DUk91HOrJ0bE8lyrvnFh+eL6lcdvAp4i9fTPZVVz+7CtTYA5ERE9rF9LI/t7sfC48kGjWOZjZl3CjXgzMxssXo+Iu+vMLzaQX8zTtqiemEtyNgHmF5Yv9lpXHs/Jf+cXt5WNAB4oTCvGMg94kyQ10JCfDxRr3yv7K8ZuZoOMy2nMzGy1lEtP7iNdhFrtAFIn1x8K0/cvPP4k6aLZyrCP04H9JK1VWUDS+0l168VtFU0GhvYQSz3TgR0kbV+1v2HAx/uwPzPrcu6JNzOz1dlpwLWSLgN+BmxNGjlmSuGiVoAPSzoH+D0wDvg0ML6qZOdM0kWskySdRyppOYtUf1631j0iJkuaBFwk6e3AHXn9AyLi4BqrXQz8F3CDpP8LvAqcBKwHnN239M2sW7kn3szMVlsR8WtSz/u2wHXAqaThI/frYfFjgH8mXeB6GPDViJhQta17SI37oaQRcb4L3AzsHhGL+xDOAcD38n5+SxoKc2Gd2F8BdgXuAX5A+qCwDBgbEQ/3YX9m1sXU2DU0ZmZmqxdJY0mN8R17qbk3M+s37ok3MzMzM+sybsSbmZmZmXUZl9OYmZmZmXUZ98SbmZmZmXUZN+LNzMzMzLqMG/FmZmZmZl3GjXgzMzMzsy7jRryZmZmZWZdxI97MzMzMrMu4EW9mZmZm1mXciDczMzMz6zJuxJuZmZmZdZn/D3sTw+qCDyAFAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=110)\n", + "\n", + "ax = sns.histplot(\n", + " df,\n", + " y='trabajo',\n", + " hue='tiene_alto_valor_adquisitivo',\n", + " multiple='fill',\n", + " palette= ['#D17049', \"#89D15E\"],\n", + " edgecolor='white')\n", + "\n", + "ax.set_title('Proporción de valor adquisitivo por trabajos')\n", + "ax.set_xlabel(\"Proporción\")\n", + "ax.set_ylabel(\"\")\n", + "\n", + "leg = ax.get_legend()\n", + "leg.set_title(\"Valor adquisitivo\")\n", + "labs = leg.texts\n", + "labs[0].set_text(\"Bajo\")\n", + "labs[1].set_text(\"Alto\")\n", + "plt.xticks(np.arange(0,1.1,0.1))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "05c8faeb", + "metadata": {}, + "source": [ + "Bueno...pareciera ser que ser gerente o directivo es el camino. También ser un profesional especializado o dedicarse al sector de la seguridad o el soporte técnico. Veamos de que trabajan los jovenes" + ] + }, + { + "cell_type": "markdown", + "id": "522288dc", + "metadata": {}, + "source": [ + "### ¿Hay muchos menores a 30 gerentes? ¿Y profesionales?" + ] + }, + { + "cell_type": "markdown", + "id": "b2f95c5f", + "metadata": {}, + "source": [ + "Veamos que sucede con los trabajos que declaran los menores a 30 años" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a9a306f9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Uo+1yX48kLWEo25H0+Z6Ur8W/arT9Q+BF0vdgo/wq30/0NNIjPA8Avk96mtPi+diJuS/75HpGSxpUpZ1fkq7boaSnQn0M3CZpo0KeZUi3kzo65/0f0i8pD0lauUb/gTb9PbKuqrMf2eSXX3751ZYX+ZGUwGGl9Mdy+g8LaQuQ/rO9vpB2NOkRhOuWyu+cy29TSAvS89r7FtKWyuWPLqQ9SHq85CKFtJ6kZ29P5NPb4g3OdV5Wans5UiB1Xil9EdLauWvy+yVy+UM64Dr2JK3znAb8qpVlNsztV163FK9NzjMeuL1K2aVzmWM6op+Fa/n7Uv4jcvqX8/tVauRbP6efmt+vk9//oA3XcnQuu0Mp/aL8XVk+v98/59u1lO/InL5l6bv3HrBYK/vwNKVHuub0Qbmue1p5rRcA/gncUEjvn+uYRFoSUEnvSwo472ihzgXz9+KcKnUOntu/R351/ZdHQs2sq7u59H4c6T+12yoJkUbjJgDFqdztSf9hP55H9RaQtAAwKpcfVKr37oiYWqjzDVJg+1X4ZARtA+AvkdYoVvJ9BPwJWJb0jPai60vvtyL95395qU8zSaO2lT69Q9rIcYSkw/L0cav+PVfasX66pAmSPiSNTk0jBXgDW1MHKRhYD9gUOARYG7gjjy4XNbe+tdm1r23o599L7ysjrpXPfLP8c+QcnYh4mPSdqUwnTwDeJY2cH1AafW6NqRFR7suVpJnH7+T3mwPTSaOkRZW+bVFKvysi3p3LftRS/s4BkM91rKSZpGv9Qe5HtWt9Q0TMrLzJfy9uAr5TWXaQv7vH5in+2bnO2cDXa9RZ6Udb/h5ZF+Ug1My6undK72cDM4r/SRbSFyq8XwpYg/SfbfE1FRBQnvKdXKXtWcAX8p8Xy+Veq5Lvv/nnEqX0ct6l8s9HqvRrt0qfIiJIAcIo0ujZWOAtSedJamnK+ErSdOofSUHv+qSA8q3CuTQrIqZHxJiIuDciziNN+W5AGuGrmFzlfOHTqd/y59befpY/n1n5ZyVvpS+1Pp8lACJiCim4fhz4f8AzeU3oiUobeVryRpW010t9WAJ4PX+On4iIN0nBWkvfk/b4TF2SDiMtVXiINBOwIela3071a/16jbRepFF7SMsMTiYti/k+6fuxHmnpTHPfs7b8PbIuyrvjzay7eht4H/hZM8fnxruktXFLVzlW2SBTrrM8Glg5vgvwcnONRcTLpPVySFqJtH50KCkQOKBaGUn9SCPAJ0bEsEJ6bz4NDttiDOncVyqkPQXsLmmBmHNdaGVjytO1KptH/awEqUsDr5aOLUPhs4mIp4Af53XBa5Cm/E8gfV+G0bylqqR9udSHycAGklQMRCUtSfp/uaXvSXtUq2tP0hT+gcXEZn6h+XKNtNmk0epKnZdHxLGlOr9IWl5QS1v+HlkX5ZFQM+uubgYGAJPzqF751Tg3lUXEdNJI0k5Kt1sC0o5s0n/Ir5LWwzVnFGkkbECNPo2p0fb4iDiFFPh9s7lukkaZZpXSf05ac9dWm5L+P5lQSPsraVRs51LevUkjWg/VuZ935Z97FhMlrUeaHr7zM51InoiIX5MCp+aubUVfSTuU0n5CCqzuze/vJF2bHUv5flo43lbF0fnWCkrXWtIapI1N1eyUN1dV8vYljXb+Kz697Va1OrcDvtJsRzrm75F1ER4JNbPu6lxSgHSvpN+R1hD2IO0c/h5wdkQ0FyhVcwxpZ/Xdks4ijQwdRNoJvnt5+rUsIholnQCcmnfd304aGVqKNB09PSKG5ABhOOn2Ry/kdjYnjdrVHKmLiCZJ95LWkr4NNJICyH1pfnQKAKVbUu1HWn/5MmmjybqkXdITSFPnlbZuk3QHcKGkhnx8d9JO6T2jmXuEtrefNep8XtJFwMGSPiatGe5PmjKeSLqjQuUcDyJNI79ICoZ3It114I5WNDWZdM7Lk4KlbUnX7ML49Ob5l5N2i18mqT/pl4dNgGOBWyPin205x6wyirtb7v/MPLLbnJuB4yWdSFp7vDJp5PclqscJH5HWAJ9D+jtzFNAADCnVOVjSc6S/W+uQNouVR6GradffI+s6HISaWbcUEdPzfRCPBn4BrECabn2FtCu4sQ113iNpc9KtbkaS/oN+grRburyBqlYdp0l6lrThZ3fSvUNfJ60T/UPO9jppY9JBpB31QQo4DgfOb6GJn5BuF3QG6f+A+0m3IbqlFd2bQAoIjufTaedG4GJgWF5PWbQTcCrp1kKLA8+RgoirW9FWe/pZy4Gk67YvKQicQgr0j4mIylT5C6RA90jS9O9s0q2iBkfEZa1o4/Vc91mkpQfvkNaWfhKgRcRMSZuRrs0RwJdIO87PIn132mMIaSp7BGnX+sukYLs5pwJ9SNflSNLtwQ4grfUdVCX/cNL66vOAJYFngO0ioniLrkNIa5mPIY36jiV9H06p0YdPAsuO+HtkXYP8C4WZmVn7SRoNfDEiWroHqmWS1iRtAvu+A8zuxyOhZmZmVnd5NPjnpNHmsZ3cHesEDkLNzMysM9xBWne6T0T8t6XM9vnj6XgzMzMzqzvfosnMzMzM6s5BqJmZmZnVnYNQMzMzM6s7B6FmZmZmVnfeHW9Wkp8XvQwwtbP7YmZm1gX1Bf7b0tOtHISafdYytO7RcmZmZlbdsqQngdXkINTss6YCTJw4kYaGhs7ui5mZWZfR1NTEcsstB62YTXQQalZDQ0ODg1AzM7N5xBuTzMzMzKzuHISamZmZWd05CDUzMzOzunMQamZmZmZ15yDUzMzMzOrOQaiZmZmZ1Z2DUDMzMzOrOwehZmZmZlZ3DkLNzMzMrO4chJqZmZlZ3fmxnWY1rDZkFD169+nsbpiZmc0TjcO269T2PRJqZmZmZnXnINTMzMzM6s5BqM0XJA2SFJIW7ey+mJmZ2bznINS6FEm9OrsPZmZm1n4OQq1uJPWWdJ6kNyXNlHSfpPUk9QfuztnezSOiI3OZ0ZKGSzpH0tvAHTl9U0kPS5ol6TVJwyQtUGhrF0lPSXpf0mRJ/5S0cH3P2MzMzGpxEGr1dAawM7A38E1gAjAKmJrTAVYGlgYOKZTbG/gQ+Bawv6SvALcCjwBrAgcC+wLHAUhaGrgKuAQYCAwCbgA0z87MzMzM5opv0WR1kUchDwQGR8RtOW0/YEvgZ6SAEuDNiHivVHxCRBxZqOtUYCLwy4gI4DlJywCnSzqJFMQuANwQES/nYk8107feQO9CUt82nqaZmZm1kkdCrV4GAAsC91cSIuID4GHSaGVzxpTeDwQezAFoxf3AIsCywBPAncBTkq6TtJ+kxZqp/xhgSuH1asunY2ZmZu3hINTqpTIVHlXSy2ll01tR5pP6I+Ij0gjrNsCzwMHA85JWqFH/aUC/wmvZFvpjZmZm7eQg1OplAjAb2KSSIGlBYF1gXD4G0LMVdT0LbCypuMZzY9La0kmQItGIuD8ihgBr5/p/WK2yiJgVEU2VV67HzMzM5iEHoVYXETEduBA4U9LWklYFRgB9gIuBl0mjm9tL+pKkRZqp7gJgOeB8SatI+gFwInBORHwsaQNJx0paV9LywE7Al0jBrpmZmc0HvDHJ6ulo0i8+fyJt/hkDbBUR75JuzTQEGAZcClwODK5WSURMkrQtcCZp/ec7pED2lJylCfgOcCjQQApwD69siDIzM7POpzn3dpiZpAZgynKHXkuP3n06uztmZmbzROOw7Tq8zqamJvr16wfQLy9xq8nT8WZmZmZWdx4JNSupjIROmTKFhoaGzu6OmZlZl+GRUDMzMzObrzkINTMzM7O6cxBqZmZmZnXnWzSZ1bDakFHeHW9mZvPcvNil3hV4JNTMzMzM6s5BqDVL0iBJIWnRdtbTKOnQjuqXmZmZdW0OQjuJpKGSHu/A+kLSjh1VX8EDwNLAlHbWsx5wUfu78ylJoyWd25F1mpmZWX14Teh8TtKCEfFBZ7UfEbOB1zugnrc6oDtmZmb2OeGR0DZScqSkFyW9L+kJSbvkY5Up7C0kjZE0Q9IDklbOxwcDQ4A1c77IaZURzQMk3ShpOnBcTv++pEclzcxtDpG0QD7WmLv111y+sdDPmuUK7f1c0l9zP1+QtEPh+BzT8ZIGS3pP0vaSns9l/iJpYUl752n3dyWdL6lnoZ45puMl9ZN0kaQ3JTVJukvSmoXjQyU9LmmvXHaKpKsl9c3HRwKbAocUrmH/fGxTSQ9LmiXpNUnDiudsZmZmnc9BaNudAuwDHAh8A/gd8GdJmxbynAocDqwLfAhcktOvAc4GniFNdS+d0ypOBG4EVgcukbQV8GfgPGBVYH9gMPDbnH+9/HOfXNd6AK0oVzEEuBZYA7gVuELS4s2cex/gV8CPga2BQcANwLb5tRfwC2CXaoUlCbgF+HLOvw4wFriz1O4AYEdg+/zaFDg6HzsEeBAYwafXcKKkr+RzeARYk/T57EsO5mv0p7ekhsoL6NvMuZuZmVkH8OhQG0haGDgM2DwiHszJL0rahBToVdY+/jYi7sllhgG3SFooIt6XNA34MCKqTXVfGRGVgBVJfwKGRcRlhbaOB84AToyIt1Jcx3ul+n7bXLlCvpERcVVu61jgYGB94PYal2BB4MCI+E8u8xdS4LlUREwDnpV0N7AZcwbXFZuRAuwlI2JWTvtNXtO6S+H69QAGR8TUwnXYgnRdp0iaDcwonrOkg4CJwC8jPZP2OUnLAKdLOikiPq7Sn2NIgbiZmZnViYPQtlkVWAi4Iwd/Fb2Axwrvnyz8+bX8c0nglRbqH1N6vw6wnqTiCGZPYCFJfSJiRo16Wlvuk35GxHRJU3M/a5lRCUCzN4DGHIAW02rVsQ6wCDC5dP2+QBr9rGisBKDZay30C2Ag8GAOQCvuz+0tS/VrfxpwTuF9X+DVFtoxMzOzdnAQ2jaVZQzbAZNKx2bxaSBV3FBUCYpaswRiepX2hpCmvMtmNlNPa8uVNz4FzfezWv65qaMHKaAcVOXYe+3oF4D49FoX06iSnhLTaOysTzLPGRibmZnZPOAgtG2eJQUty1em24skDfhskc+YTRqVbI2xwMoRMaGZPB9Uqa815TrDWNJ60A8jorEd9VS7hs8CO0tSYTR0Y2Aqn/2FwczMzDqJg9A2iIipks4CfiepB3Af0EAKdqYBL7eimkZgBUlrkaZ+pxbWR5adBNwsaSJwHfAxaRPR6hFR2XDTCGwh6X5gVkS828pyneGfpE1Ff5N0FPA8sAxpk9LfIqK8HKGWRmCDvCt+GvAOcAFwKHC+pOHAyqT1r+fUWA9qZmZmncC749vueFKQdwwwDhgFfB94qZXlrydt/LkbeAvYvVbGiBhF2h2+JWnX979JG6OKwe7h+fhE8rrUVparuzxCuS1wL+mOAeOBq4H+pLWkrXUW8BFp9PMt0sj0pFz3+sATwB+Ai0l3MzAzM7P5hObcv2Fm+TZNU5Y79Fp69O7T2d0xM7PPucZh23V2FzpMU1MT/fr1A+gXEU3N5fVIqJmZmZnVnUdCzUoqI6FTpkyhoaGhs7tjZmbWZXgk1MzMzMzmaw5CzczMzKzuHISamZmZWd35PqFmNaw2ZJR3x5uZWbM+Tzvb680joWZmZmZWdw5Cbb4laZCkkLRoZ/fFzMzMOpaDUDMzMzOrOweh1iaS9pc0SVKPUvrfJV2W//x9SY9KminpRUlDJC1QyBuSfi7pr5JmSHpB0g75WH/SI00B3s15R+ZjW0u6T9J7kiZLulnSgEK9vSQNl/RabrtR0jHz9IKYmZnZXHEQam11HfBFYLNKgqTFgK2AKyRtBfwZOA9YFdgfGAz8tlTPEOBaYA3g1lx2cWAisHPOszKwNHBIfr8wcA6wHrAF8DHw10JA/CtgB+BHueyeQGP7T9nMzMw6infHW5tExDuSbgd+AtyZk3cF3snv7waGRcRl+diLko4HzgBOLFQ1MiKuApB0LHAwsH5E3C7pnZznzYh4r9D29cW+SNoXeJMU7D4NLA+8ANwX6ZFgLzd3LpJ6A70LSX1bcQnMzMysHTwSau1xBbBzDuIA9gCujoiPgHWAEyRNq7yAEcDSkor3PXqy8oeImA5MBZZsrlFJAyRdmaf4m4CX8qHl88+RwFrA85LOk/S9Fs7jGGBK4fVqC/nNzMysnRyEWovcTCoAACAASURBVHvcRPoObSdpOeDbpCl4cvoQUjBYea0OfB2YWajjg1KdQcvfy5uAJYD9gA3yC6AXQESMBVYAjge+AFwr6S/N1Hca0K/wWraF9s3MzKydPB1vbRYR70u6gTQCuiIwPiIezYfHAitHxIR2NDE7/+xZSZC0BDAQ2D8i/pXTNqnStybgGuCaHIDeLmnxiHinSt5ZwKxCG+3ospmZmbWGg1BrrytII5Pf4NNRUICTgJslTSRtYvqYtPlo9Yg4rpV1v0waGd1e0q3A+8C7wGTgF5JeI03BDysWkvRr4DXg8dzursDrwHuYmZnZfMHT8dZed5E2I60MXFlJjIhRwPbAlsAjwL+Bw2hhk1BRREwiTekPA94AhkfEx8CPSWtOnwZ+BxxRKjoNOAoYk9vuD2yby5qZmdl8QGnzsJlVSGoApix36LV+dryZmTXLz46fU1NTE/369QPol5fG1eSRUDMzMzOrO4+EmpVURkKnTJlCQ0NDZ3fHzMysy/BIqJmZmZnN1xyEmpmZmVndOQg1MzMzs7rzfULNalhtyCjvjjezTuEd19YdeCTUzMzMzOrOQah1GZIaJR3a2f0wMzOz9nMQamZmZmZ15yC0G5LUq5PalaROW4csacHOatvMzMzm5CC0G5A0WtJwSedIehu4Q9Kqkm6VNE3SG5L+JOmLVcoMl/SepMmSTpGkQp49JY2RNFXS65KulLRk4fggSSFpK0ljgFnAtyUNkHRjbneapEckfbfU5yUl3STpfUkvSdqjynktn+uZJqlJ0rWSliocHyrpcUk/k/QiMKvYfzMzM+s8DkK7j72BD4FvAUcD9wCPA+sCWwNLAdfWKLMB8Cvg18DPC8d7AccDawI7AisAI6u0fQZwDDAQeBJYBLgV+C6wNjAKuEnS8oUyI4H+wObALsBBQDHAFfA3YHFgU2BLYABwTantFYEfATsDa1Xpm5mZmXUC36Kp+5gQEUcCSDoJGBsRx1YOSvoZMFHSShExPidPBH4d6dmuz0tanRSIjgCIiEsK9b8o6VfAw5IWiYhphWMnRMQdhfeTgScK74+T9ENgB2C4pJWAbYANI+Kh3L99gXGFMt8F1gBWiIiJOc9ewDOS1ouIR3K+XsBeEfFWrQsjqTfQu5DUt1ZeMzMz6xgeCe0+xhT+vA6wWZ7GniZpGvBcPjagkO/fOQCteBD4uqSeAJLWztPhL0uaCozO+YojmuW2kbSwpDMkPZun+qcBqxTKDSSNwH5SLiKeA94rVDMQmFgJQHOeZ3OegYV8LzcXgGbHAFMKr1dbyG9mZmbt5JHQ7mN64c89gJuAo6rke601lUlaGPhHfu0JvEUKIkeRRh9rtQ1wJrAV8BtgAvA+8JdCucq6zaA21TheTi+3Xc1pwDmF931xIGpmZjZPOQjtnsaS1kg2RsSHzeTbsMr7FyLiI0mrAF8Eji5Mh6/byva/DYyMiL/mcouQ1n9WjCN9N9cFHs55VgYWLeR5Flhe0nKF9lcF+jHntH2LImIWadMUuZ65KW5mZmZt4On47un3pA09V0laX9LXJH1P0iWVqfZsubyjfmVJuwMHA/+bj70CzAYOzuV3IG1Sao0JwE6S1pK0JnAlhe9iRDwP3A6MkLSBpHWAP5JGTCv+SdrkdIWkb0paH7gcuCci5pj+NzMzs/mPg9BuKCL+S9ol35M0ff40KbicAnxcyHo58AXSaOTvgfOBi3IdbwGDgV1Jo5JHk6bXW+PXwLvAA6RlAaNIo7NF+5A2Rt0D3JDbfbNwDkHakf8ucC8pKH0R2K2VfTAzM7NOpDn3nZglkkYDj0dEt3tMpqQGYMpyh15Lj959Ors7ZtYNNQ7brrO7YNYmTU1N9OvXD6BfRDQ1l9cjoWZmZmZWd96YZFbD0yduRUNDQ2d3w8zM7HPJQahVFRGDOrsPZmZm9vnl6XgzMzMzqzsHoWZmZmZWd56ON6thtSGjvDverBvzDnWzecsjoWZmZmZWd/NFECqpj6TrJTVJCkmLtlyq2foGdUQ9bWh3qKTH69nmvJSv4Y5zkX+O85c0UtLf5k3vPmljtKRz52UbZmZm1vHml+n4vUnPE98YeJv05J72eABYugPq6e6WJj2RqK0OAfwgdjMzM/uMeRqESuoVEbNbkXUAMC4inu6IdnObr3dEXd1ZRLTrGkaEfwkwMzOzquZqOj5PfQ7Pr/ckTZZ0iiTl442SjsvTsFOAETl9Z0nPSJqV8xxerBM4HPhOnv4dndN7STpD0iRJ0yU9JGlQodxXJd0k6d18/BlJ2+Zjn5mOb64Phb4fK+kSSVMlvSLpF6U8p0saL2mGpBclnSxpwbm5hqX69pE0TtJMSc9JOqhwrFe+zq/l442SjikcD0kHSrpN0vuSXpK0a6n+r0i6Jl+jyZJulNS/lOdnhevymqThpTZ2LLyfq/MvTsdL6p/rK79G5+NLSLpK0qu5/qck7V6qb2FJl0ualvt6eJU2F8t53s313Cbp6y1+GGZmZlZXbVkTujfwIbAB8Cvg18DPC8ePAJ4G1gFOlrQOcC1wNbA6MDSnD875dyIFqw+Spn93yumXAt8CfgysAVwH3F4IKH4P9Aa+k+s9CphWrcOt6EPF4cAYYG3gAuBCSasUjk8FBgOrkqaa98vnP9ck7QecCvwWGAgcm/u0d87yK2AH4EfAysCeQGOpmpOB64E1gT8DV0kamOvvA9xNuibfATbJf75dUq+c50DSdbyIdF12ACY00+32nP9E0udbea0NTAbuzccXAh4FtgdWy336k6QNCnWcCWwG/BD4HjCI9D0rGgmsm89lI9JygFtbCJZ7S2qovIC+rTwnMzMza6O2TMdPBH4dEQE8L2l1UiAyIh+/KyLOqmSWdAVwZ0ScnJPGS1qVFKyOjIh3JM0AZlemfyUNAHYHlo2I/+ZyZ0naGtiHFLAtD1wfEU/l4y820+fDmutDId+tEXFB7sPp+bwGAc8BRMQphbyNks4GdgPOaKbtWo4HDo+IG/L7l3Kf9gcuy+f3AnBfvtYvV6njuoj4Y6U+SVsCBwMHkYL3j4Gf5/JI2gd4L5/TP4DjgLMj4n8LdT5Sq8PtOf+I+Ii8RELSQsDfSL94DM3HJwFnFYqcnz/vXYGHJC0C7Av8NCLuyPXsDbxaKZB/QdkB+FZEPJDT9iB9Z3ck/SJTzTHAkJbOwczMzDpOW4LQf1eCmuxB4HBJPfP7MaX8A4EbS2n3A4dK6pmDk7Jvkkawxktz7GvpTRo9AziPNFL5PeCfpID0yRp9bm0fPikfESHpdWDJSpqkXYBDgRWBRUjXr6lGmzVJ+hKwHHCxpBGFQwvw6WaqkcAdpED/duDmiPhHqaoHq7xfK/95ndzPqaVruBAwQNKSwDLAnXPR7w45f+Bi0mjjlhHxca67J3A0Kaj9Cumz7g1Mz2UGAL0onHP+Beb5Qr0DSaP0DxXyTM55BjbTn9OAcwrv+1IIbs3MzKzjzYuNSdNL7wVElbTm9AA+IgVS5SB1GkBE/FHSKGA70tTsMZIOj4jzq9TX2j58UHofuS9I2pA0nT8EGEUKFn9MmsKfW5VlEPtRCJiyjwAiYqykFYBtgO8C10r6Z0Ts0kLdlfPsQZre3qNKnrdIo6St1lHnL+k4YGtg/YiYWjh0OGnk+VDgKdL36FxS4Amt22VfK0+1z/8TETELmFXoYyuaMjMzs/ZoSxC6YZX3L0TERzX+836WtB6xaGNgfI1RUIDHgJ7AkhHxr1odiYiJwB+AP0g6jRTUVQtC29KHsm8BL0fEqZUESV9tZdk5RMQbkiYBX4uIK5rJ1wRcA1wj6S+k9ZyLR8Q7OcuGwOWFIhuSrh3AWNKo4pu5ns+Q1AhsQVo72pJ2n7+knYETgG0i4j+lw98GboyIP+e8PYCvA+Py8QmkXxI2BF7JeRYDVgLuyXmeJX2nNyDdpgtJS+Q8lXrMzMxsPtCWIHQ5SecA/0eaNj+Y5kfDzgYekXQ8KaDaCPglad1iVRExPq8lvTzvgH4M+CKwOfBURNyqdIPy24DxwGL5WK1AY677UMUEYHlJPyatm9yOtEGmrYYC50lqIp1Hb9KGmsUi4hxJvwZeAx4njVruSlpT+V6hjl0ljQHuI414rk9aNwlwBWnN642STiBNLy9P2vh1ZkS8mvvwB0lv5j70Ja2nrBbIt+v8Ja1GCphPB56R9OV8aHYOqicAO0vamHRv0sOAL5M/04iYJuli4ExJk4E3SBu7PhnRjYgXJN0IjJC0P2kj1TBgEp9djmFmZmadqC274y8HvgA8TNpZfT5pJ3NVETGWtMP7x6Rd8ycBJ0TEyBba2Se3dTbwPPB30gjXxHy8Z25/HHB7zlM1qGxHH4p13Aj8DhhOCgw3Ju1Ob5O8oejnpN3mT5FG8wYDL+Us00g7/seQgr7+wLaVNZTZENI5PUm6a8EeEfFsrn8GaVf8K8ANpOt0Cemza8p5LiNNfx8EPAPcTBp9nBfnvy7Qh7QZ6rXCq7Ix62TS6O0oYDQp4C4/bekI0m76v5PWAd9HWnJQtE9Ou5m0flSk61ZeamFmZmadSHPuMWohc7qn4+MRceg865G1iqQAfhgR8/SxmN1Rvk3TlOUOvZYevft0dnfMrJM0Dtuus7tg1uU0NTXRr18/gH61lgNWzC+P7TSb7zx94lY0NDR0djfMzMw+lxyEziOSqt44P9umuQ1XZmZmZp93cxWERsSgedSPz6O1mjk2qb2VR4TvI2RmZmZdlkdC55GIaO7xl2ZmZmbdmoNQsxpWGzLKG5PMPge8wchs/tSWWzSZmZmZmbWLg1AzMzMzqzsHoV2EpJGSQtLRpfQd8z1D52u5/x16T1NJQyU93pF1mpmZWX04CO1aZgJH5Wemm5mZmXVZDkK7ln+SHmd5THOZJO0s6RlJsyQ1Sjq8pYol7SBpjKSZkt6WdEPh2GKSLpf0rqQZkm6T9PXC8cGS3pO0laRxkqZJul3S0vn4UNJjRX+QR3ND0qB87CuSrsl1T5Z0o6T+hboHSXpY0vTcxv2SvippMOmxpWsW6hycyxwm6alcZqKkCyQt0rpLbGZmZvXgILRr+Qg4FjhY0rLVMkhaB7gWuBpYHRgKnFwJ0GqU2Y70DPdbgLWBLUjPrK8YSXr2+w7ARqTnsd8qacFCnj7Ab4C9SM+sXx44Kx87K/fpdmDp/HpAUh/gbmBaLrNJ/vPtknpJWoD0/Ph7gDVy2xcBAVwDnE165n2lzmtyex8DvwJWIwW/mwNn1Dp/MzMzqz/foqmLiYi/5nWQJwL7VslyGHBnRJyc34+XtCpwBCmYrOa3wNURMaSQ9gRAHvHcAfhWRDyQ0/YAJgI7Atfl/AsCB0TEf3Ke4cAJuc/TJL0P9I6I1ysNSNqTFDD+PCIip+0DvAcMIgXC/YCbK/UC4wrlpwEfFuvM7Z1bePuSpOOBC4GDqp28pN5A70JS3+qXyczMzDqKR0K7pqOAvXNwWTYQuL+Udj/wdUk9a9S3FnBnjWMDgQ+BhyoJETEZeD4fq5hRCBQBXgOWrHkGyTrAisDUPIU/DXgHWAgYEBHvkALnUZJuknRIZYq/OZI2k3SHpEmSpgKXA0tIWrhGkWOAKYXXqy21YWZmZu3jILQLioh7gVHA/6tyWKTp6nJac95v5litsuV2Pigdj1a02wN4lBQEF18rAVcCRMQ+pGn4B4DdSCO7G9bsrPRV4FbgaWBnUqD7P/nwgjWKnUYaca28qi51MDMzs47j6fiu6xjgMWB8Kf1Z0trKoo2B8RHxUY26niStA720yrFnSd+TDUiBIJKWIAWK46rkr2U2UB6JHUsKLN+MiKZaBSPiMdK5nibpQeAnwL9r1Llu7u/hEfFx7u+PmutYRMwCZlXeSy3FzmZmZtZeHgntoiLiSeAK4ODSobOBLSQdL2klSXsDv+TTTULVnAjsLulESQMlrS7pyNzOC8CNwAhJm0haE/gzMCmnt1YjsIaklSV9MW9qugJ4G7hR0rclrSBpU0n/K2nZ/P40SRvlHfHfY87gtxFYQdJauc7ewH9IQejBkr4maS/ggLnop5mZmdWBg9Cu7XhKU94RMRb4EfBj0pT0ScAJETGyViURMRrYlbQB6XHgLtLIZ8U+pGnzm4EHc5vbRkR5Cr45I0jrSMcAb5E2Os0g7Yp/hbQ7fxxwCfAFoAmYAawCXE8a8b0IGA78X67zetKO+7tznbtHxOOkzVlH5fPfgxZuaWVmZmb1p7wp2cwySQ3AlOUOvZYevft0dnfMrJ0ah23X2V0w6zaampro168fQL/mltqBR0LNzMzMrBN4JNSspDISOmXKFBoaGjq7O2ZmZl2GR0LNzMzMbL7mINTMzMzM6s5BqJmZmZnVnW9Wb1bDakNGeXe82TziHetm5pFQMzMzM6s7B6HdjKTRks7Nf26UdGgd2hwp6W/trKO/pJC0Vkf1y8zMzDqPp+O7t/WA6XVo5xBKT3YyMzOz7s1BaDcWEW/VqZ0p9WinJZJ6RcTszu6HmZmZeTq+WytPx+fp7v0l3SxphqRxkjaStGKexp8u6UFJAwplhkp6PJebmMtdJ2nRQp45puMlbS3pPknvSZqc2xtAgaT1JT0maaakMcDaVfq/qaSHJc2S9JqkYZIWKBwfLWm4pHMkvQ3c0XFXz8zMzNrDQaiVHQ9cDqwFPAdcCfwfcBqwbs4zvFRmReBHwPeBrXPZ3zfTxsLAOaTlAFsAHwN/ldQDQNLCwM3A88A6wFDgrGIFkr4C3Ao8AqwJHAjsCxxXamtv4EPgW8D+1TojqbekhsoL6NtM383MzKwDeDreyi6NiGsBJJ0OPAicHBGjctr/ApeWyiwE7B0Rr+Y8BwO3SDo8Il4vNxAR1xffS9oXeBNYFXga2APoCfwsImYAz0haFriwUOwgYCLwy0jPnn1O0jLA6ZJOioiPc74JEXFkC+d8DDCkhTxmZmbWgTwSamVPFv78Rv75VCltoTxiWPFKJQDNHiR9t1au1oCkAZKulPSipCbgpXxo+fxzIPBEDkCLdRYNBB7MAWjF/cAiwLKFtDHV+lByGtCv8Fq2+exmZmbWXh4JtbIPCn+OZtKa+wUmSj/LbiKNYu4H/DfX9TTQKx9vzU56Vam/Uq6Y3uLu/4iYBcz6pBJ5I7+Zmdm85pFQ6wjL56nwio1I6zzHlzNKWoI0inlKRNwZEeOAxUrZngXWlPSFQtqGVfJsrDkjxo2BqcCktp2GmZmZ1YuDUOsIM4HLJK0p6dvAecC11daDAu8Ck4Ff5F33m5M2KRVdSQpiL5a0qqRtgd+U8lwALAecL2kVST8ATgTOKawHNTMzs/mUg1DrCBOAG0i71f9Bmlo/qFrGHCD+mLTr/Wngd8ARpTzTSDvtVwUeA04FjirlmQRsC6wPPAH8AbgYOKWDzsnMzMzmIc25r8Ns7kgaCuwYEZ+bx2nmTVdTljv0Wnr07tPZ3TH7XGoctl1nd8HM5oGmpib69esH0C8imprL65FQMzMzM6s77443q+HpE7eioaGh5YxmZmY21zwSau0SEUM/T1PxZmZmVh8OQs3MzMys7jwdb1bDakNGeWOSdVveOGRm85pHQs3MzMys7hyEtpKk0ZLOzX9ulHRoJ/Wj09o2MzMz6ygOQttmPeCiedmApMGS3uuMtrsKSf0lhSRvjDIzM+tivCa0DSLireaOS1owIj7ojLa7Akm9ImJ2Z/fDzMzMOo9HQquQtLCkyyVNk/SapMNLx+eYEs+jcQdIulHSdOC4nP59SY9KminpRUlDJC1QKLeopIskvZHzPC1pe0mDgEuBfrnuyE8mmqNtSVdJurrUtwUlvS1pn/y+t6TzJL2Z27hP0npzcS12kPSCpPcl3S1p79yfRQt5NpZ0b84zMbe3cOl6HSdppKQpwIi5KHespEskTZX0iqRfFLr3Uv75WO7T6ELZfSSNy+f8nKSqjxE1MzOzzuEgtLozgc2AHwLfAwaRnnXenBOBG4HVgUskbQX8GTiP9Az0/YHBwG8BJPUAbgM2BvbMeY4GPgIeAA4FmoCl8+usKm1eAewgaZFC2lbAwsD1+f0ZwM7A3sA3Sc95HyVp8ZYugqT+wF+AvwFrAf9Heo57Mc/qwCjSs+PXAHYDNgGGl6o7gvSs+HWAk+ei3OHAGGBt4ALgQkmr5GPr55/fJV2jnXKf9sv9/C0wEDg2t7l3S+dsZmZm9eHp+JIc0O0L/DQi7shpewOvtlD0yoi4pFDPn4BhEXFZTnpR0vGkoPBEUuC0PjAwIsZX8hTKTwEiIl5vps1RwHRSsPynnPYT4KaIaMqjigcCgyPitlzvfsCW+RzPbOGcDgCej4gj8vvnJa1GDqSzI/K5n5vfvyDpV8A9kg6MiJk5/a6I+CSQlnR5K8vdGhEX5DKnA78m/VLwHFBZmjC5dJ2OBw6PiBvy+5ckVX4RuIwSSb2B3oWkvi1cFzMzM2snB6GfNQDoBTxYSYiIdyQ930K5MaX36wDrSSoGbD2BhST1IY0svloIQOdaRHwg6TpgD+BPOej8ASkQrZzLgsD9pTIPk0YIW7Iy8Egp7eHS+3WAFSXtUUgTaZR9BWBcTqt2fVpT7slC30PS68CStTos6UvAcsDFkkYUDi0ATKlR7BhgSK06zczMrOM5CP0stbHc9NL7HqTA5oYqeWcC77exnbIrSKOHS5JGOGeSpvnh03OJUhlVSaumWr7y9elBmqY/r0r5Vwp/rnZ9WlOuvMEraH4ZSeXYfsBDpWMf1ShzGnBO4X1fWh75NjMzs3ZwEPpZE0iBz4bkYEjSYsBKwD1zUc9YYOWImFDtoKQngWUlrVRjNHQ2aeS0JQ8AE0lrKrcBrivsPJ+Q69kEuDK3uyCwLnDuZ6v6jOeAbUtp65bejwW+Ues8m9HWckWV8/zkOkXEG5ImAV+LiCtaU0lEzAJmVd5Lbf09xMzMzFrLQWhJREyTdDFwpqTJwBukTS4fz2VVJwE3S5oIXJfLrwGsHhHHRcQ9ku4Frpd0GClgXCV1IW4HGoFFJG0BPAHMiIgZVfobkq4krd9cibShqnJsuqQL87m8QwqqjwT6ABe34hz+Dzgsr8W8mLSEYHCl+vzzdODfkn5P2vU+nTTVv2VEHNxM3W0tV/QmaUR5a0mvAjMjYgowFDhPUhNpVLg3KXheLCLOqVWZmZmZ1Y93x1d3BHAv8Hfgn8B9wKNzU0FEjAK2J02RPwL8GzgMeLmQbed87CrgWdKmpZ65/APAH4BrSBtwjmymuStIu+snUVj/mR1N2in/J9Lo44rA/2/vzuOtquo+jn++GlIq3LS0SDHK1HBIDBUfzSkHLJucyjITK0vMAaU0zcSpR9Qic2rUB4c00UyzVBwKU9ISJ0BQRLmKszlwmXH4PX+sdWJzOHe+95w7fN+v137dc9Zee+312zfpd9dwzvCIeL0FMcwB9iftOp9K2uRU2h2/NNeZCuwMbATcDTwEnAG80EzbbbqurI23gKNJG46eJ306ARHxO+DbpIR5GmkEewTLP9LJzMzMakwRLVkaaJbkjVaHR8TAWvels0jqD8wbOGoCq/RdvdbdMauJ+rF717oLZtYNNTQ0UFdXB1AXEQ1N1fV0vDUpf8j7/cCrwA6kUeLyz/I0MzMzaxWPhPZikn5F+qD8Sq6MiMMl/Zy06Wlt0prSK4Cz8lR4j1QaCZ03bx79+/evdXfMzMy6jdaMhDoJ7cXyxzo1lmU1RMTL1exPV+Ek1MzMrG08HW8tkpPMXplompmZWW15d7yZmZmZVZ1HQs0asfmYid4dbz2Od72bWVfhkVAzMzMzqzonob2QpEmSWvK1nWZmZmadwtPxvdO+wJu17kRLSQpgn4i4odZ9MTMzs47hJLQXiojXat2HWpDUJyK6TfJtZmbWk3k6vhcqTsdLqpd0kqRLJc2X9Iyk7xTqribpQkkvSFqS659YOB+SRkq6RdJiSXMkHVB2v/UkXSPpdUmvSrpR0qCyOt+U9KikpfleF5b6l6v8Kd+rvnDNSElPSlom6XFJB5e1GZIOz/dbCJzcEc/PzMzM2s9JqAGMBqYAWwEXA7+U9PF87mjgC8CXgU1I37BUX3b9GcAfgS2BK4GrJQ0GkLQ68HdgAbAT8Kn8+lZJq+U6I4GLgN8AW+T7zc5tb5N/HgoMKL2XtA/wC+BnwObAr4H/k7RrWd9OA27M7V5aKXhJfSX1Lx1AvyaflpmZmbWbp+MN4OaIuBhA0tnAscAuwGPABsATwD2Rvl7r6QrXXxsRv8uvfyxpD+Ao4AjgQOAd4Nv5eiQdCryR73EbaYTyZxHxi0Kb9wNExCuSAN6IiBcL578PjC/1Gxgnabtc/vdCvasiomLyWXAiMKaZOmZmZtaBPBJqAFNLL3Ki+CKwbi4aDwwBHpd0vqQ9K1x/b4X3g/ProcDHgPmSFkhaALwGvBvYMH916IeAO1vZ58HA5LKyyYX7lkxpQVtnAXWFY/1W9sXMzMxaySOhBivvlA/yHygR8aCkjwCfAXYHJki6IyL2b6bNyD9XAR4ADqpQ5xXSKGlbRdl7VShb2GwjEUuBpf9tJI28mpmZWSfySKg1KyIaIuKaiDgM+Aqwn6S1C1W2K7tkO9JUPsCDwEbAyxExu+yYFxHzSWtMd2uiC28Cq5aVzSStLy3aPpebmZlZF+eRUGuSpGOBF4CHSaOWB5Cm698oVDtA0hTgHtKI57bAt/K53wM/AG6UdArwLGmd6b7AuRHxLHAq8CtJLwO3kDYG7RARF+Q26oHdJE0GlkbE68C5pFHZB0lT+Z/Pbe7e0c/AzMzMOp5HQq05C4ATSGsr7wcGAZ+NiOI0+hjSBqSpwCHAQRExAyAiFpF2xT8DXE8aqbwUeA/QkOtcBowibWR6FPgLafS0ZDSwBzAXeChfcwNwDCnBfRT4LnBoREzqwNjNzMyskyhvWDZrk574bUb5Y5rmDRw1gVX6rl7r7ph1qPqxe9e6C2bWgzU0NFBX7jO8MwAAIABJREFUVwdQFxENTdX1SKiZmZmZVZ3XhJo1Yvppw+nfv3+tu2FmZtYjOQm1dokIf56RmZmZtZqn483MzMys6jwSataIzcdM9Makbsgbb8zMugePhJqZmZlZ1TkJNTMzM7OqcxLaA0maJOm8Wvejs0mqlzSq1v0wMzOz1nMS2gsp6bbrgSWtVus+mJmZWfs4Ce1hJI0HdgaOkRT5GJF/Ds/f8b4U2FHShpJulPSSpAWS7pe0e1l79ZJOknSppPmSnpH0ncL51SRdKOkFSUty/RML50PSSEm3SFosaY6kA8rusYWkv+Xzr0r6jaQ1izFJukHSiZKeB2ZJmgR8GPh5Kc5C/e0l/SO3N1fS+ZLW6NAHbWZmZu3iJLTnOQa4F/gtMCAfc/O5c4ATgcGk73lfE7gZ2B3YCpgI3CRpg7I2R5O+O34r4GLgl5I+ns8dDXwB+DKwCfB1oL7s+jOAPwJbAlcCV0saDCBpdeBW4HVgG+CA3J8Ly9rYLfd7D+BzwL7As8AphTiRtEWO43rgE8BXgE9VaM/MzMxqqNtOyVplETFP0jJgUUS8CFBIGE+JiNsL1V8FHim8P1nSPqSkspi03RwRF+e2zgaOBXYBHgM2AJ4A7omIAJ6u0K1rI+J3+fWPJe0BHAUcARwEvAf4RkQszPc4kpQMnxARL+XrFgLfjohlpUYlvQ3ML8WZ/QC4KiJKa2KfkHQ0cJekkRGxpLxzkvoCfQtF/SrEYGZmZh3II6G9y5TiG0lrSDpH0gxJb0haAHyclFgWTS29yInmi8C6uWg8MAR4PE9771nhvvdWeD84vx4MPFJKQLPJpP9tblIom1ZMQJswFBiRlxcsyDFNzO19pJFrTgTmFY5nW3AfMzMzawePhPYuC8venwsMB74PzAYWA9cB5Rt/3ix7H+Q/YCLiQUkfAT5DmkafIOmOiNi/mb6U1nCq8LqxOpX63phVgF8D51c490wj15wFjCu874cTUTMzs07lJLRnWgas2oJ6OwLjI+JPAHkz0KDW3iwiGoBrgGskXQfcKmntiHgtV9kOuLxwyXbAQ/n1DOAQSWsURkN3AN4BZjVz60pxPghsFhGzW9H/paTNWgBIaumlZmZm1kaeju+Z6oFhkgZJej+N/55nA/tKGiJpS+CqJupWJOlYSQdK+rikjUkbi14E3ihUO0DSNyVtLOk0YFuWrzn9PbAEuEzS5pJ2BS4AriisB20qzp0krZfjBDgb+B9JF+W4NpL0BUkXtCYuMzMz61xOQnumnwJvk0YZX2HlNZ4lx5J2pf8TuIm0dvLBVt5rAXACab3p/aSR1M9GxDuFOmOAA0lrSw8BDoqIGQARsYi0JGDtfP11wJ3AkS249yn5fk+S4iQippI+omoj4G7SiOsZwAutjMvMzMw6kdI+E7POkT+/c5+IuKHWfWkpSf2BeQNHTWCVvqvXujvWSvVj9651F8zMeq2Ghgbq6uoA6vJyvUZ5JNTMzMzMqs4bk8waMf204fTv37/W3TAzM+uRnIRap4oIbzU3MzOzlXg63szMzMyqzkmomZmZmVWdp+PNGrH5mIneHd/JvJPdzKz38kiomZmZmVWdk1Dr8iSNl9RtPmfUzMzMmucktIeSFJK+1NXbbKFjgBE1uK+ZmZl1Eq8J7WEkrRYRy2rdj44UEfNq3QczMzPrWB4JbSdJ+0uaJmmxpFcl3SFpDUmrSDpF0rOSlkp6WNJehesG5ZHFAyX9U9ISSY9K2qWs/Z0l/Tu38YKksZLeVTg/SdKFksZJ+g9wu6T6fPpP+R71hfqfl/RAvt9TksYU22sizja3Kem9kn4j6aVcZ7qkz+VzIyS9IWm4pJmSFki6VdKAwvUrTMfnZ3uCpNn5uTwj6UeF81tI+lvhd/IbSWs2F6OZmZlVj5PQdsiJ0tXApcBgYBfgekCkKeTRwPeBTwATgT9L2qismXOBnwFbAf/Mdd6X218PuBm4H9gSGAl8Czi5rI1DgLeAHYDvAtvk8kOBAaX3koYDVwLnA5vmuiOAH9G8NrUpaRXgFmB74Ou5zg+Btwttr56f08HATsAGwE+b6MtZwAnAGbm9rwEv5futDtwKvJ77eACwO3BhY41J6iupf+kA+jXzLMzMzKydPB3fPgNIz/D6iHg6l00DkPR94OyI+EMuP0HSrsAo4HuFNi6MiD/ma0YCe5ESzXOAI4C5wJEREcBjkj4EnC3p9Ih4J7cxOyKOL3ZMEsAbEfFiofhHwNiIuCy/f0rSj/O9Tmsq0Ih4pY1t7g5sCwyOiFmlOmXN9wEOj4gnc98vBE6p1A9J/UgJ/pGFez4J3JNfHwS8B/hGRCzM1xwJ3CTphIh4qUKzJwJjmorfzMzMOpaT0PZ5BLgTmCZpInAbcB1plO9DwOSy+pNJI5pF95ZeRMRbkqaQRlXJP+/NCWixjTWB9YFnctmUFvZ3KLBNceoaWBV4t6TVI2JRC9tpcZvAEODZQgJayaJSApq9AKzbSN3BQF/Sc2/s/COlBDSbTBr134Q8YlrmLGBc4X0/4Nkm+mtmZmbt5CS0HSLibUl7kKaa9wSOAn4C7FGqUnaJKpRVbLqJ+iqrA7CQllmFNOJ3fYVzS1rYRmvbXNyCNt4sex8sj7Ncc+019YwrlkfEUmDpfxuQv+7ezMyss3lNaDtFMjkixpDWdS4DdgOeBz5VVn17YGZZ2XalF3kzz1DgsVw0A9heK2ZF2wPzgeea6dqbpBHJogeBTSJidoXjnQptdESbU4H1JW3cgvZb4glSIrpbI+dnAEMkrVEo2wF4B2hqNNbMzMyqyCOh7SBpGCkZug14GRgGrENKNM8FTpP0JPAwaUPPENKaxaLvSXoiX3MssBZpoxPAxaQ1pBfkdZKbkNZZjmtB0lgP7CZpMrA0Il4HTgf+ImkucC0pMfsEsEVElG926pA2I+IuSf8A/ijpOGA28HFS/n5rC+65gohYIuls4BxJy0hT7esAm0XEJcDvSc/oMkmn5nMXAFc0sh7UzMzMasAjoe3TQNrNfTNplO1MYHRE3ELaLf6zfEwjbTj6QkQ8UdbGD0k7vR8BdgS+GBH/AYiI54DPkjb2PAL8Crgk36c5o0nLAuYCD+X2JgKfy+X3A/cBxwFPN9JGR7W5Xz53NWmk8hxWHlFtjTNIz/V0UvJ+DXkNaV7XOhxYO9/zOtL60SPbcT8zMzPrYFpxz4tVi6RBwBxgq4h4uLa9saL8MU3zBo6awCp9V691d3q0+rF717oLZmbWgRoaGqirqwOoi4iGpup6JNTMzMzMqs5rQg0ASQcBv27k9NMRsVk1+9MVTD9tOP379691N8zMzHokJ6E1EhH1NP4xRLXwZ+BfjZwr/wglMzMzs3ZxEmoARMR80kc/mZmZmXU6rwk1MzMzs6rzSKhZIzYfM9G749vIu97NzKw5Hgk1MzMzs6pzEmrtImmQpJA0pEb3HyHpjVrc28zMzNrOSWgXJulUSV39g+znAgOA6TW6/zVAR30vvZmZmVWJ14T2ApL6RESHf8ySpNUiYhnwYke33cL794mIxcDiWtzfzMzM2s4joR1A0v6SpklaLOlVSXdIWiOfO1TSTElLJD0m6Yiya9eX9AdJr0laKGmKpGGSRgBjgC3zdHfkMiRtIOlGSQskNUiaIOkDhTZPlfSwpG9KegpYKqnJzySVNEnShfl4I8dxZvE6SfWSTpY0XtI84Lfl0/GSdsnvh0t6KD+Tv0laV9Jn8rNokHS1pNULbe8l6Z7Cvf8iacPC+dJ9vpz7ugT4eqXpeEkjJT0paZmkxyUd3MpfqZmZmXUyj4S2k6QBwNXA8cCfgH7AjumUDgNOA44EHgK2IiVuCyPiMklrAncBzwFfII0ofpL0x8E1wObAXsDu+XbzclJ4A7AQ2Jn0O7w419+l0LWPAV8G9gPebmE4hwCXAMOArYHfAE8Dvy3U+QFwBnBmM22dmuNeBEzIx1Lga8CapGd1FHB2rr8GMA6Yll+fDvxJ0pCIeKfQ7tnAaODQ3N6exZtK2gf4BTAKuAP4HPB/kp6NiL9X6qikvkDfQlG/ZmIzMzOzdnIS2n4DSM/x+oh4OpdNA5D0Y2B0RFyfy+dI2hT4LnAZKSFbB9gmIl7LdWaXGpa0AHgrIl4slO0BfAL4SETMzWUHA49K2iYi7s9VVwMOjohXWhHLXODYiAjgcUlbAMeyYhL6t4j4aaE/gxpp6+SImJzrXAKcBWwYEU/lsuuAXclJaET8sXixpG8BLwObsuJ60/MKz5MKA7zfB8ZHxMX5/ThJ2+XyikkocCJp1NnMzMyqxNPx7fcIcCcwTdK1kg6TtJakdYCBwCV52nxBTipPBkrTzEOAhwoJaEsMBuaWElCAiJgBvJHPlTzdygQU4L6cgJbcC2wkadVC2ZQWtjW18PolYFEpAS2UrVt6I2lDSVdJekpSAzAnn9qgrN3m7j8YmFxWNpkVn025s4C6wrF+M/cwMzOzdvJIaDtFxNt5dHJ70tTwUcBPgM/nKoex8neyl6bH27KhRkC0oHxhG9puiZa2W9wIFaz8/fPBin8E3UQaiT0MeD6fm04a0W3t/cufT2PPLFWOWEqa2k+Vm14+a2ZmZh3AI6EdIJLJETGGtO5zGbADaa3nRyNidtlRGuWbCgyRtHYjTS8DVi0rmwFsIGlgqSBP8dcBM9sZynYV3j8RES1dU9omkt5HGqk8MyLujIiZwFptbG4m8Kmysu1p/7MxMzOzDuSR0HaSNAzYDbiNtIZxGGmd50zS5pzz8/TyLaTNL1sDa0XEONKGppOAGySdCLxASmKfj4h7gXrgI3nn+bPAfNJmm6nA7yWNYvnGpLsioqVT5Y0ZKGkc8GvSBqmjSJuAOtvrwKvAdyS9QJqCH9vGts4FJkh6kLRM4vPAvizf3GVmZmZdgEdC268B2Am4GZhF2jU+OiJuiYjfAd8GRpA2K92VX88ByJ+xuScpeb051/khy6fr/wjcStpQ8wrw1bxm80ukxO0fpKT0KeArHRDL5cB7gH8DFwEXkHbId6q8+/1AYChpCv7npF34bWnrBuCYfP2jpE1gh0bEpA7prJmZmXUIrbgPxXorSZOAhyNiVK37UmuS+gPzBo6awCp9V2+2vq2sfuzete6CmZnVQENDA3V1dQB1EdHQVF1Px5s1Yvppw+nfv3+tu2FmZtYjOQntBSRtQNrQ1JhNq9UXMzMzM3AS2ls8T/pM0kbPR8QuVeqLmZmZmZPQ3iAi3qLwTUxmZmZmteYk1KwRm4+Z2GM2JnmjkJmZdTX+iCYzMzMzqzonoVYzkiZJOq+ZOvX5Q/nbc58Rkt5oTxtmZmbWsTwdb7W0Lyt/p7yZmZn1Ak5Creok9YmINyPitVr3xczMzGrD0/G9gKT9JU2TtFjSq5LukLRGPneopJmSlkh6TNIRZdduL+nhfH6KpC9Jivx99hWnukt1Cu9PzW18U9JTwFIlK0zHS1pX0k25n3MkHVQhluNyLAslzZV0saQ1y+qMkPSMpEWS/gS8ryOeo5mZmXUcj4T2cJIGAFcDxwN/AvoBO6ZTOgw4DTgSeAjYCvitpIURcZmkfsBNpO+1/xrwYaDJNZxN+BjwZWA/4O1G6owHBgKfBpYB5wPrltV5BzgaqAc+AlwMnAMckeMdBlwKnARcD+yVY2yUpL5A30JRvxZFZGZmZm3mJLTnG0D6PV8fEU/nsmkAkn4MjI6I63P5HEmbAt8FLgMOAgI4LCKWADMkrQf8tg39WA04OCJeKRVIovB6Y+AzwHYR8a9c9i1gZrGRiCgmwXNyDL8kJ6HAMcDEiBib38+StD0pGW3MicCYNsRkZmZmbeTp+J7vEeBOYJqkayUdJmktSeuQRh0vkbSgdAAnAxvmazcBpuYEtOTfbezH08UEtILBwFvAlFJBRDwGlE/17yrpdknPSZoPXA68r7S8ILdzb1nb5e/LnQXUFY71mwvGzMzM2sdJaA8XEW8De5BGGWcARwGPAx/NVQ4jfaVn6dgc2C6fE2kktEhl79+pUNanQlcWNtPVUhvl91teQfowaWnAdNK0/lDge2X3LO9LsyJiaUQ0lA5gfmvbMDMzs9ZxEtoLRDI5IsaQ1n0uA3YAngM+GhGzy445+dLHgE/kNZMlW5c1/wrQrzASCU1/T31jZpKWDfy3fUmbAO8tu/e7SEsI7ouIWcCHytqZwfIkuqT8vZmZmdWY14T2cHmjzm7AbcDLwDBgHVLSdypwvqQG4BbS5pytgbUiYhxwFfAT4DeSxgIbAN/PTZdGLP8FLAL+V9IFwLbAiNb2MyIel3QraWPUd0hT8+cBiwvVniT9b/YoSTeREunDy5o6H/inpOOBG4A9aXo9qJmZmdWAR0J7vgZgJ9I09izgTNJI4i0R8Tvg26SkcRpwV349ByBPTX+eNLL5MCkhPT23uyTXeQ34OvDZ3MZXScltWxwKzM39uB74DSlxJt/rYeA44ATSlPxBpE1FFOrcl2M6Kvd5zxyzmZmZdSGKaHQJntlK8md3/h9QFxGLm6vfHUnqD8wbOGoCq/Rdvdbd6RD1Y/eudRfMzKwXaGhooK6uDlKe0NBUXU/HW5MkfQN4irR+dEvgbGBCT01AzczMrDqchFpzPkiagv8g8AJwLfCjmvaoSqafNpz+/fvXuhtmZmY9kpNQa1JEnEP6RiIzMzOzDuONSWZmZmZWdU5CzczMzKzqPB1v1ojNx0xs1+5470g3MzNrnEdCzczMzKzqnIR2EkmDJIWkFn2FpaTxkm7oxP7skvvz3uZrdy3due9mZmZWmafjO89cYADwnxbWPwZQ53Wne5A0CXg4IkYViv9JepbzatIpMzMz63BOQttAUp+IeLOpOhHxNvBiS9uMCCdYjYiIZbTiWZqZmVnX12um4yXtL2mapMWSXpV0h6Q18rlDJc2UtETSY5KOKFxXmlb/sqRJkpYAR+R29iq7x76SFkpas9J0vKTNJP1VUoOk+ZLulrRhPrfCdLykvpLOl/Ry7tc9krZpRbyflTQr9/PvwKAKdfaT9KikpZLqJY0uO18v6WRJl0taIOlpSV+UtI6kG3PZNElbl123vaR/5HvPzXGsUTh/hKQnclwvSbqu9AyAnYFj8rOL/BxXmo6XtIOkuyQtkvS6pImS1uqIZ2dmZmadr1ckoZIGAFcDlwKDgV2A69MpHQb8hPQtQIOBk4AzJB1S1szZwPm5zrXAX4GDyup8DbgxIhZU6MN6wD+AJcCngaG5P42NRp8D7AccAnwSmA1MlLR2C+IdmOO7GRgC/A4YW1ZnKDAB+AOwBXAqKe4RZc0dC0wGtiLFfAVwOXBloV+XS1JudwtgYr7/J4CvAJ8CLszntyY9x1OATYC98nOBtCThXuC3pOn3AaRlDeXxDQHuBB4F/ie3fxOwaq7SqmeXk9b+pQPoV6memZmZdZzeMh0/gBTr9RHxdC6bBiDpx8DoiLg+l8+RtCnwXeCyQhvnFeog6fek5Gv1iFiUk5e9SclPJd8jrWk8sDCVP6tSxTxqOBIYERG35LLDgD2AbwHnNhPvSNL3vR8bEQE8npPDEwp1jgPujIgzSn3Jcf8AGF+od3NE/Dr34fTc9v0RcW0uO5uUOH6ANGX+A+CqiDgvX/+EpKOBuySNBDYAFgJ/iYj5wNPAQ5CWJEhaBiyKiP9Ov+f8tuh4YEpEHFEoe7Qdz+5EYEyFcjMzM+skvWIkFHiENHI2TdK1kg6TtJakdYCBwCV5anmBpAXAycCGZW1MKXv/V+At4Av5/X7AfOC2RvowBLi7ubWk2YZAH9IIJAD5un+TRmKbMxi4LyegJfdWqDO5rGwysJGkVQtlUwuvX8o/p1UoWzf/HAqMKHueE0n/W/sIcDsp8XxK0hWSDpLU2g/jLI2EVtKWZ3cWUFc41m9lf8zMzKyVekUSmjcJ7QF8BpgBHAU8Dnw0VzmMlNiUjs2B7cqaWVjW5jLgOtIUPPnnNRHxViPdWNyKLpeG/qJCeXlZU9c3V6dS++X+mzQXktpiIl0qW6Xw89es+Dy3BDYCnsyjn58Evgq8AJwOPKLWffxSU8+y1c8uIpZGREPpIP0xYWZmZp2oVyShkBKoiJgcEWNI6xuXATsAzwEfjYjZZcecFjT7e2AvSZsBu+b3jZkK7CipTwvanZ3796lSQb5ua2BmC66fwcpJdPn7GcX2s+2BWTlpb6sHgc0qPM/ZOXEnIt6KiDsi4njSutFBpHWykOJetWLLy00FdmvkXHufnZmZmVVBr1gTKmkYKWm5DXgZGAasQ0pKTgXOl9QA3AL0JSUsa0XEuGaavos0Hf17oD4i7mui7oWkEdg/SDqLtD50O+DfEfF4sWJELJT0S+BcSa8Bz5DWQa4OXNKCkH8FjJY0jjQqORQYUVbnZ8D9eU3sNaQNPkcCR9A+ZwP3SbqItMFoIWkafI+IOErS50gj0P8AXgc+S/pjqPQM6oFhkgYBC4DXKtzjLNLSiotzrMtIfwRcGxH/aeezMzMzsyroLSOhDcBOpN3is4AzSZuRbomI3wHfJiVp00iJ5Qig2ZHQPD19NWm6ualRUCLiVdJo35r5Hg+QlgE0tkb0h8AfSbvRHwQ+BgyPiNdb0K9nSGtUP09aD3s4add/sc6DwJeBA4HppGnxUyJifHPtN3PvqaSPWdoIuJu06egM0tQ7wBvAvsDfSH8EHA58NSIezed/CrxNGql9hbSRqfwes4A9Sc/936T1rl8krdGFdjw7MzMzqw6tuHfFzPInHcwbOGoCq/Rt7Z6p5erH7t1xnTIzM+sGGhoaqKurA6jL+ywa5STUrEwpCZ03bx79+/evdXfMzMy6jdYkob1lOr5HkfSr4kcglR2/qnX/zMzMzJrTKzYm9UCnkNZOVtLkXx1mZmZmXYGT0G4oIl4m7fI3MzMz65Y8HW/WiM3HTKx1F8zMzHosJ6FmZmZmVnVOQq3dJA2SFJKGdPJ9xku6oTPvYWZmZtXhNaHWEeYCA4D/dPJ9jqHw/faSJgEPR8SoTr6vmZmZdTAnodZu+bvmX2xPG5JWK323fBP3mdeee5iZmVnX4el4axElx0t6StJiSY9I2j+fW2k6XtKmkm7On136kqQrJL2/cH6SpAsljZP0H+D2XL6ZpL9KapA0X9LdkjbM5/47HS9pPOnrQY/J9478ffNI2lnSvyUtlfSCpLGS/AeXmZlZF+Ik1FrqTOBQYCSwGfBz4EpJO5dXlDQAuAt4GNga2Av4ADChrOohpO973wH4rqT1gH8AS4BPA0OBS6k8Yn8M6Tvjf0taCjAAmJvbuBm4n/Td8iOBbwEntzFuMzMz6wQeHbJmSVoDOA74dETcm4ufkvQp4LvASWWXjAQejIiTCm18k5QkbhwRs3Lx7Ig4vlDnf4F5wIER8WYuLtVdQUTMk7QMWBQRLxbaOIK0RvXISN9J+5ikDwFnSzo9It6pEF9foG+hqF+TD8TMzMzazUmotcSmwLuB2yUVy1cDHqpQfyiwq6QFFc5tyPLEckrZuSHA3YUEtC0GA/fmBLRkMrAmsD7wTIVrTgTGtOOeZmZm1kpOQq0lSss29gaeKzu3FFi1Qv2bgBMqtPVC4fXCsnOL29rBAgFRoYwK5SVnAeMK7/sBz3ZAX8zMzKwRTkKtJWaQks0NIuKu8pOlDUEFDwL7AfUR8VYr7jMVOERSnxaOhi5j5QR4BrCfJBVGQ7cH5rNyAg1ARCwlxQdA2WivmZmZdQJvTLJmRcR84KfAzyUdImlDSVtJ+p6kQypcchGwNnC1pG0lfVTSnpIulVSeNBZdCPQH/iBpa0kbSTpY0iaN1K8HhuXd+e+XtApwMTAQuEDSxyV9ETgNGFdpPaiZmZnVhpNQa6kfA6eT1k/OBCYCnwfmlFeMiOdJO95XzfWmA78gbTpqNBGMiFdJu+LXJO2ufwA4DGhsVPSnwNuk0c9XSCO1zwGfBbYFHgF+BVxC2t1vZmZmXYRW3L9h1np5pPIxYKOImF3r/rSXpP7AvIGjJvDMzw+odXfMzMy6jYaGBurq6gDqIqKhqboeCbV2kbQ2sD/QQPpoJDMzM7NmeWOStdclpI9kGpk3+PQY008bXusumJmZ9VhOQq1dImKfWvfBzMzMuh9Px5uZmZlZ1TkJNTMzM7OqcxJqZmZmZlXnJNTMzMzMqs5JqJmZmZlVnZNQMzMzM6s6J6FmZmZmVnVOQs3MzMys6pyEmpmZmVnVOQk1MzMzs6pzEmpmZmZmVefvjjdrRENDQ627YGZm1q205v87FRGd2BWz7kfSIGBOjbthZmbWna0fEc81VcEjoWYrey3/XB+YX8uOVFk/4Fl6V9y9MWbonXH3xpihd8bdG2OGrhV3P+D55io5CTVr3PyI6DVz8pJKL3tN3L0xZuidcffGmKF3xt0bY4YuF3eL7u+NSWZmZmZWdU5CzczMzKzqnISarWwpcFr+2Zv0xrh7Y8zQO+PujTFD74y7N8YM3TBu7443MzMzs6rzSKiZmZmZVZ2TUDMzMzOrOiehZmZmZlZ1TkLNykg6QtIcSUskPSBpx1r3qS0knSjpfknzJb0s6QZJm5TVkaRTJT0vabGkSZI2K6vTV9IFkv4jaaGkP0tav7rRtE1+BiHpvEJZj4xZ0nqSrpT0qqRFkh6WNLRwvsfFLeldks7M/70ulvSUpFMkrVKo063jlrSTpJty/0PSl8rOd0h8ktaSdIWkefm4QtJ7qxFjJU3FLamPpLMlTcvxPC/pckkfKmujW8Xd3O+6rO6vc51RZeXdKmYnoWYFkr4CnAf8BNgKuBu4RdIGNe1Y2+wMXARsB+xB+nKK2yStUahzPHAccCSwDfAicLukfoU65wH7AAcCnwLWBP4iadVOj6AdJG0DfAeYWnaqx8UsaS1gMvAm8BlgU2A08EahWo+LGzgBOJwU02BSjD8AjirU6e5xrwE8Qup/JR0V31XAEGCvfAwBrui4MFqtqbhXBz4JnJF/7gtsDPw7YbSxAAAIqUlEQVS5rF53i7u53zUAOTkdRuVvJOpeMUeEDx8+8gH8C/hlWdlM4Kxa960DYlsHCGCn/F7AC8AJhTp9SYnLd/P7OmAZ8JVCnQ8BbwPDax1TE7GuCcwCdgcmAef15JiBscDdTZzvqXH/BbikrOyPwBU9Me783++XOvr3SkrgAxhWqLNdLtukq8XdSJ1tcr0NekLcjcUMrEf6as7NgHpgVOFct4vZI6FmmaTVgKHAbWWnbgO2r36POlxd/vla/vkR4IMU4o2IpcBdLI93KNCnrM7zwHS69jO5CPhrRNxRVt5TY/4CMEXStUpLLx6SdFjhfE+N+x5gN0kbA0jakjT6c3M+31PjLumo+P4HmBcR/yrUuQ+YR9d/BiV1pESqNPrf4+LOy0yuAM6NiEcrVOl2Mfu7482Wez+wKvBSWflLpH/ouy1JAsYB90TE9FxciqlSvB8u1FkWEa9XqNMln4mkA0n/GG9d4XSPjBn4KDCS9Dv+X2Bb4HxJSyPicnpu3GeTko/HJL1N+u/3RxFxdT7fU+Mu6aj4Pgi8XKH9l+n6zwBJ7ybNBlwVy78zvSfGfQLwFnB+I+e7XcxOQs1WVv4NDqpQ1t1cCHyCNEpUri3xdslnImkg8Atgz4hY0kTVHhNztgowJSJOyu8fyptTRgKXF+r1tLi/Anwd+BrwKGlt23mSno+Iywr1elrc5Toivkr1u/wzkNQH+APpv4EjWnIJ3TBupU2GxwCfjDyH3prL6aIxezrebLn/kNbOlP81uC4rjzR0G5IuIE3X7hoRzxZOvZh/NhXvi8BqeeNLY3W6kqGkvj0g6S1Jb5E2aB2dX5f63JNihrQucEZZ2UygtKGuJ/6uAc4FxkbEHyJiWkRcAfwcODGf76lxl3RUfC8CH6jQ/jp04WeQE9AJpGUJexRGQaHnxb0jqe/PFP5t+zDwM0n1uU63i9lJqFkWEcuAB0g7yYv2AP5Z/R61T/7olgtJO0c/HRFzyqrMIf2DtEfhmtVISVsp3gdIO66LdQYAm9M1n8mdwBakEbHSMQX4fX79FD0vZkg74zcpK9sYeDq/7om/a0i7pN8pK3ub5f/f1lPjLumo+O4F6iRtW6gzjLTUoUs+g0ICuhGwe0S8Wlalp8V9BWk2q/hv2/OkP8SG5zrdL+Za7v7y4aOrHaTpvWXAN0m7CH8OLAA+XOu+tSGWi0mL9HcmjZSUjvcU6pyQ6+xD+ofqKtI/bP0KdX4JzAV2I31s1Z3Aw8CqtY6xhc9hEnl3fE+NmbQz+E3gJOBjpOnphcBBPTzu8aSdwnsDg3JsrwBn95S4SZ/0UEo6Ajg2vy7tAu+Q+IBbSB8PtF0+pgI3dcW4SUsJb8wxbcmK/76t1l3jbu53XaF+PYXd8d0y5lr9D8yHj656kNYV1QNLSX9Z7lTrPrUxjmjkGFGoI+BU0nTuEtKu2s3L2nk3cAHwKrAIuAkYWOv4WvEcJrFiEtojYwY+B0zLMc0EDis73+PiBvqRPhfxaWAx8CRwZlki0q3jBnZp5L/j8R0ZH7A2cCXQkI8rgfd2xbhJf3A09u/bLt017uZ+1xXq17NyEtqtYlbukJmZmZlZ1XhNqJmZmZlVnZNQMzMzM6s6J6FmZmZmVnVOQs3MzMys6pyEmpmZmVnVOQk1MzMzs6pzEmpmZmZmVeck1MzMzMyqzkmomZl1S5IGSQpJQ5qos0uu89523muSpPPa04aZrchJqJmZtYukD0q6QNJTkpZKmivpJkm7deA9xku6oax4LjAAmN5R9zGz6nlXrTtgZmbdl6RBwGTgDeB4YCrQBxgOXAR8vLPuHRFvAy92Vvtm1rk8EmpmZu1xMRDAthFxXUTMiohHI2IcsB2ApOMkTZO0MI+SXixpzVIDkkZIekPScEkzJS2QdKukAfn8qcAhwBfz1HrkafaVpuMlfVbSLEmLJf0dGFTsrKT3Sbpa0rOSFuV+fbWszhqSLs/9eEHS6M55dGa9m5NQMzNrE0lrA3sBF0XEwvLzEfFGfvkOcDSwOSmZ/DRwTln11YHvAwcDOwEbAD/N534KTABuJU2/DwD+WaE/A4HrgZuBIcDvgLFl1d4NPAB8LvfnN8AVkoYV6pwL7ArsA+wJ7AIMbew5mFnbeDrezMza6mOAgMeaqhQRxQ09cyT9GPglcEShvA9weEQ8CSDpQuCUfP0CSYuBvhHx3+l3SeW3Ggk8BRwbEQE8LmkL4IRCX55jeXILcIGkvYADgH/lEdpvAd+IiNvzfQ4Bnm0qRjNrPSehZmbWVqUsMJqsJO0KnARsCvQn/X/PuyWtURhBXVRKQLMXgHVb2Z/BwH05AS25t6wvqwI/BL4CrAf0zUepHxsCqxWvi4jXJD3eyr6YWTM8HW9mZm31BCkBHdxYBUkfJk2PTwf2I01rfy+f7lOo+mbZpcHyJLelWlJ/NHAsaTnAp0nT9hNJiWdL2zCzDuAk1MzM2iQiXiMlcN+TtEb5+fzZnFuTRj5HR8R9ETEL+FAbbrcMWLWZOjPIm6EKyt/vCNwYEVdGxCOk6fuNCudnkxLi/14naS1g4zb02cya4CTUzMza4whScvhvSftJ2kjSYElHk6a0nyQloUdJ+qikg4HD23CfeuATkjaR9H5JfSrU+RWwoaRxud7XgBFldWYDe0jaXtJg4NfAB0snI2IBcAlwrqTdJG0OjCdtrjKzDuQk1MzM2iwi5gCfBP4O/Iw07X47sBswMiIeBo4jbQ6aDhwEnNiGW/0WeByYArwC7FChL8+Qpvw/DzxCSnZPKqt2BvAgaQR3EulzRss/BP8HwD+APwN3APeQdtSbWQfSiuu3zczMzMw6n0dCzczMzKzqnISamZmZWdU5CTUzMzOzqnMSamZmZmZV5yTUzMzMzKrOSaiZmZmZVZ2TUDMzMzOrOiehZmZmZlZ1TkLNzMzMrOqchJqZmZlZ1TkJNTMzM7OqcxJqZmZmZlX3/3HkGMFUxG11AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi = 100)\n", + "jovenes = df[(df.edad < 30)]\n", + "jovenes = jovenes['trabajo'].value_counts(ascending=True)\n", + "\n", + "y_pos = np.arange(len(jovenes.index))\n", + "plt.barh(y_pos, jovenes.values, align='center')\n", + "plt.yticks(y_pos, jovenes.index)\n", + "plt.xlabel('Cantidad')\n", + "plt.title('Cantidad de contribuyentes\\nmenores a 30 años por trabajo')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a043c96f", + "metadata": {}, + "source": [ + "Vemos en el gráfico que resulta muy complicado para los jóvenes alcanzar puestos jerárquicos. También, es probable que no haya gran cantidad de profesionales especializados porque aún muchos se encuentran estudiando" + ] + }, + { + "cell_type": "markdown", + "id": "b5491335", + "metadata": {}, + "source": [ + "Bueno, dejemos a la edad tranquila, hablemos de algo que viene pisando fuerte en los últimos años... el género" + ] + }, + { + "cell_type": "markdown", + "id": "966fee41", + "metadata": {}, + "source": [ + "# Ellos y Ellas" + ] + }, + { + "cell_type": "markdown", + "id": "5872e868", + "metadata": {}, + "source": [ + "Es momento de saber como se distribuye género de nuestros queridos contribuyentes" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8e80cc8a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=100)\n", + "cantidad_por_genero = df.genero.value_counts(normalize=True)\n", + "cantidad_por_genero.plot(kind='pie',labels= ['Hombre', 'Mujer'],colors=['#D17049',\"#89D15E\"],autopct='%1.0f%%')\n", + "plt.title('Proporción del género de los contribuyentes')\n", + "plt.ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "97db3299", + "metadata": {}, + "source": [ + "Se observa una mayor cantidad de hombres. Una posible explicación, podria ser que, aún en los tiempos que corren, las mujeres continuan realizando mayormente tareas domesticas no remuneradas que les impide trabajar. Veamos si se evidencian algunas otras desigualdades" + ] + }, + { + "cell_type": "markdown", + "id": "1a6ec7c4", + "metadata": {}, + "source": [ + "## ¿Hay igualdad de Genero en los valores adquisitivos declarados?" + ] + }, + { + "cell_type": "markdown", + "id": "ee9d5418", + "metadata": {}, + "source": [ + "Muchas veces se menciona el hecho de que las mujeres suelen tener más obstaculos para llegar a ser mejor remuneradas. Veamos..." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "7182ddc3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi = 110)\n", + "colors = ['#D17049', \"#89D15E\"]\n", + "\n", + "bar_plot = sns.barplot(\n", + " data=df.groupby(\"genero\")\n", + " .tiene_alto_valor_adquisitivo.value_counts(normalize=True)\n", + " .rename(\"Proporción\")\n", + " .reset_index(),\n", + " x='genero',\n", + " y=\"Proporción\",\n", + " hue='tiene_alto_valor_adquisitivo',\n", + " palette=colors,\n", + ")\n", + "\n", + "bar_plot.set_xlabel(\"Género\")\n", + "bar_plot.set_title(\"Proporción de valor adquisitivo declarado\\npor genero\")\n", + "#bar_plot.set_xticks(np.arange(0,1.1, 0.1))\n", + "leg = bar_plot.get_legend()\n", + "leg.set_title(\"Valor adquisitivo\")\n", + "labs = leg.texts\n", + "labs[0].set_text(\"Bajo\")\n", + "labs[1].set_text(\"Alto\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d2c38cd9", + "metadata": {}, + "source": [ + "Como podemos observar, no es para nada equitativa la posibilidad de tener alto valor adquisitivo. Osea que no solo hay más hombres, sino que estos tienen más chances de calificar como de alto valor adquisitivo. ¿Qué es lo que puede llevar a esto?\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "2c67fa5a", + "metadata": {}, + "source": [ + "## ¿El género y el rol familiar influyen en las horas trabajadas?" + ] + }, + { + "cell_type": "markdown", + "id": "7b52a5b1", + "metadata": {}, + "source": [ + "Antes habiamos mencionado que una posibilidad de disparidad en cantidad de contribuyentes hombres y mujeres, era que aún estos tiempos era posible que más mujeres se ocupen solo de tareas domesticas. Pero ¿Y si esta tendencia se mantiene aún en aquellas mujeres que tiene un trabajo remunerado? Veamos primero como estan distribuidos los roles familiares" + ] + }, + { + "cell_type": "markdown", + "id": "15b34022", + "metadata": {}, + "source": [ + "### ¿Cómo es la distribución de los roles familiares?" + ] + }, + { + "cell_type": "markdown", + "id": "60bd5883", + "metadata": {}, + "source": [ + "Para tener consistencia, vamos a juntar las categorias casado y casado en una sola 'casado_a', ya que por ejemplo en soltero no se hace esa distinción" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "098f85b5", + "metadata": {}, + "outputs": [], + "source": [ + "casada_mujer_o_casado_hombre = (df.rol_familiar_registrado == 'casado' ) | (df.rol_familiar_registrado == 'casada') \n", + "df['rol_familiar_registrado'].mask(casada_mujer_o_casado_hombre, 'casado_a', inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "1334d4f6", + "metadata": {}, + "source": [ + "Veamos ahora si, la distribución" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "05b84c08", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi = (100))\n", + "roles = df['rol_familiar_registrado']\n", + "a=sns.countplot(\n", + " data=roles, x=roles.values, order = ['casado_a','sin_familia','con_hijos','soltero_a','otro']\n", + ")\n", + "a.set_title(\"Cantidad de contribuyentes por rol familiar\")\n", + "\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Rol\")\n", + "plt.xticks(rotation=0)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "7b191055", + "metadata": {}, + "source": [ + "Lo que observamos es que la mayoria de personas estan casadas y muchas también tienen hijos. Llama un poco la atención la cantidad sin familia, parece que hay más gente sola de la que pensabamos " + ] + }, + { + "cell_type": "markdown", + "id": "c9d765c4", + "metadata": {}, + "source": [ + "### Ahora si ¿Quienes trabajan más en promedio?" + ] + }, + { + "cell_type": "markdown", + "id": "85830052", + "metadata": {}, + "source": [ + "Observemos que sucede según género en cuanto a las horas trabajadas promedio. Sumemos el rol familiar para obtener más información" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2041fdac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hombres = df[df.genero == 'hombre']\n", + "mujeres = df[df.genero == 'mujer']\n", + "hombres = hombres.groupby('rol_familiar_registrado').agg(list)\n", + "mujeres = mujeres.groupby('rol_familiar_registrado').agg(list)\n", + "hombres['horas_trabajadas_promedio'] = hombres['horas_trabajo_registradas'].apply(np.mean)\n", + "mujeres['horas_trabajadas_promedio'] = mujeres['horas_trabajo_registradas'].apply(np.mean)\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=[6.4 * 2, 4.8], dpi=120)\n", + "\n", + "\n", + "ploted = axes[0].stem(hombres.index,hombres.horas_trabajadas_promedio,use_line_collection=True)\n", + "ploted2 = axes[1].stem(mujeres.index,mujeres.horas_trabajadas_promedio,use_line_collection=True)\n", + "\n", + "for plot in [(ploted,axes[0]), (ploted2,axes[1])]: \n", + " plot[1].set_ylabel(\"Horas trabajadas promedio\")\n", + " plot[1].set_xlabel(\"Rol familiar\") \n", + " plot[1].set_yticks(np.arange(0,55,5))\n", + "\n", + "axes[0].set_title(\"Horas trabajadas promedio de hombres\\nsegún rol familiar\")\n", + "axes[1].set_title(\"Horas trabajadas promedio de mujeres\\nsegún rol familiar\")\n", + "\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "c5929ba9", + "metadata": {}, + "source": [ + "En primer lugar, podemos observar que en todos los roles los hombres parecieran trabajar más en promedio. A su vez, es destacable que tanto para hombres como mujeres, este promedio baja considerablemente al tener hijos y de hecho la categoria con menos horas registradas es la de mujer con hijos. Quizás sea este un factor relevante a la hora de explicar la disparidad en las chances de tener alto poder adquisitivo. Pero no nos detengamos aca, continuemos" + ] + }, + { + "cell_type": "markdown", + "id": "ee329902", + "metadata": {}, + "source": [ + "## Llegar a los mejores trabajos ¿Más complicado para las mujeres?" + ] + }, + { + "cell_type": "markdown", + "id": "589edfea", + "metadata": {}, + "source": [ + "Muchas veces se menciona dificultad para las mujeres a la hora de acceder a puestos de renombre. Grafiquemos" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "1809580f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hombres = df[df.genero == 'hombre']\n", + "mujeres = df[df.genero == 'mujer']\n", + "trabajos_hombres = hombres.trabajo.value_counts(normalize=True)*100\n", + "trabajos_mujeres = mujeres.trabajo.value_counts(normalize=True)*100\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=[6.4 * 2, 4.8], dpi=120)\n", + "\n", + "\n", + "ploted = axes[0].bar(trabajos_hombres.index,trabajos_hombres.values)\n", + "ploted2 = axes[1].bar(trabajos_mujeres.index,trabajos_mujeres.values)\n", + "\n", + "for plot in [(ploted,axes[0]), (ploted2,axes[1])]: \n", + " plot[1].tick_params('x',labelrotation=90)\n", + " plot[1].set_ylabel(\"Porcentaje\")\n", + " plot[1].set_xlabel(\"Trabajo\") \n", + " plot[1].set_yticks(np.arange(0,30,2.5))\n", + "\n", + "\n", + "axes[0].set_title(\"Distribución de los trabajos en los hombres\")\n", + "axes[1].set_title(\"Distribución de los trabajos en las mujeres\")\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "2d8a7dbe", + "metadata": {}, + "source": [ + "Si bien hay un buen porcentaje de mujeres que se dedica al rubro del entretenimiento y otros trabajos, porcentualmente pareciera que las mujeres no tienen más problemas para llegar a ser profesionales o gerentes. ¿Será entonces que reciben menos por los mismos trabajos? " + ] + }, + { + "cell_type": "markdown", + "id": "33f3692e", + "metadata": {}, + "source": [ + "Bueno, suficiente con el tema género. Vayamos ahora a otro tópico muy mencionado en el último tiempo" + ] + }, + { + "cell_type": "markdown", + "id": "436f1f3f", + "metadata": {}, + "source": [ + "# Con la democracia se come, se cura y ¿Se educa?\n" + ] + }, + { + "cell_type": "markdown", + "id": "04741dd1", + "metadata": {}, + "source": [ + "Analizaremos un poco las variables referidas a la educación, ya que creemos que podria ser una caracteristica importante de los contribuyentes\n" + ] + }, + { + "cell_type": "markdown", + "id": "ac9360ab", + "metadata": {}, + "source": [ + "## ¿Los contribuyentes tienen elevada cantidad de años estudiados?\n" + ] + }, + { + "cell_type": "markdown", + "id": "c3f5a43d", + "metadata": {}, + "source": [ + "Veamos cuantos años pasaron en las aulas " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "7586d0af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(dpi=110)\n", + "\n", + "sns.countplot(\n", + " x=\"anios_estudiados\",\n", + " data=df,\n", + " color=(0.23, 0.72, 0.41),\n", + " orient= \"v\",\n", + ")\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Años estudiados\")\n", + "plt.title(\"Cantidad de encuestados\\npor años estudiados\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "bafb3912", + "metadata": {}, + "source": [ + "Podemos concluir en que hay una gran cantidad de personas que han estudiado entre 13 y 14 años, como tambien una buena cantidad de personas que estudiaron 17 años. \n", + "\n", + "Esta elevada cantidad de personas con dichos años estudiados tiene sentido ya que la gran mayoria tarda entre 13 y 14 años en terminar la secundaria, y aquellos que deciden estudiar una carrera universitaria podrian tardar 17 años en promedio segun se puede interpretar de estos gráficos. Confirmemosló\n" + ] + }, + { + "cell_type": "markdown", + "id": "c7ea60fd", + "metadata": {}, + "source": [ + "## La gran mayoria ¿Terminó la secundaria? ¿Se quedó ahí?" + ] + }, + { + "cell_type": "markdown", + "id": "ba730e85", + "metadata": {}, + "source": [ + "No es una obligatoriedad elegir una carrera universitaria una vez finalizado el nivel secundario, por lo que podriamos llegar a ver que predomine una gran mayoria de personas que alcanzó como maximo nivel el de educación secundaria.\n", + "\n", + "Antes de empezar, veamos la cantidad de niveles educativos registrados" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "8a059d40", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hay un total de 16 niveles educativos registrados\n" + ] + }, + { + "data": { + "text/plain": [ + "4_anio 10501\n", + "5_anio 7291\n", + "universidad_3_anio 5355\n", + "universidad_4_anio 1723\n", + "universidad_1_anio 1382\n", + "2_anio 1175\n", + "universidad_2_anio 1067\n", + "1_anio 933\n", + "7-8_grado 646\n", + "universiada_5_anio 576\n", + "9_grado 514\n", + "3_anio 433\n", + "universiada_6_anio 413\n", + "5-6_grado 333\n", + "1-4_grado 168\n", + "preescolar 51\n", + "Name: educacion_alcanzada, dtype: int64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Hay un total de\", df.educacion_alcanzada.nunique(), \"niveles educativos registrados\")\n", + "df.educacion_alcanzada.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "adae57ff", + "metadata": {}, + "source": [ + "Para responder nuestra pregunta nos seria más sencillo dividr este espacio reduciendo la cardinalidad, agrupado en pares de grados/años segén el nivel educativo descripto" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "7afc582f", + "metadata": {}, + "outputs": [], + "source": [ + "def agrupacion_educacion(categoria):\n", + " if categoria in ['universidad_4_anio','universiada_5_anio','universiada_6_anio']:\n", + " return 'Universitario - (3,6] anio'\n", + " if categoria in ['universidad_1_anio','universidad_2_anio','universidad_3_anio']:\n", + " return 'Universitario - [1,3] anio'\n", + " if categoria in ['1_anio','2_anio','3_anio']:\n", + " return 'Secundario - [1,3] anio'\n", + " if categoria in ['4_anio','5_anio','6_anio']:\n", + " return 'Secundario - (3,6] anio'\n", + " if categoria in ['1-4_grado','5-6_grado']:\n", + " return 'Primaria - [1,6] grado'\n", + " if categoria in ['7-8_grado','9_grado']:\n", + " return 'Primaria - (6,9] grado'\n", + " if categoria in ['preescolar']:\n", + " return 'Jardin' \n", + " return categoria\n", + "\n", + "\n", + "df['educacion_alcanzada_agrupada'] = df.educacion_alcanzada.apply(agrupacion_educacion)" + ] + }, + { + "cell_type": "markdown", + "id": "73e988a4", + "metadata": {}, + "source": [ + "Con esto nos quedaría:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "6a04fb21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.options.mode.chained_assignment = None\n", + "padding = 0.001 # la buena técnica de relleno, nada le gana\n", + "df2 = df['educacion_alcanzada_agrupada'].value_counts(normalize=True).to_frame().reset_index().rename(columns={'educacion_alcanzada_agrupada': 'Cantidad'}).rename(columns={'index':'educacion_alcanzada_agrupada'})\n", + "df2_modificated = df2.copy()\n", + "df2_modificated.Cantidad = df2_modificated.Cantidad+padding\n", + "df2.loc[0].Cantidad = df2.loc[0].Cantidad - float(padding)\n", + "\n", + "colors = ['#00aae4', '#5ab8e9', '#84c6ed', '#a6d4f2', '#c5e2f6', '#e2f0fb', '#e2f0fb']\n", + "fig = plt.figure(figsize=(15, 10))\n", + "ax = fig.add_subplot(111, aspect=\"equal\")\n", + "labels = [\"%s\\n%1.2f%% contribuyentes\\n\" % (label) for label in zip(df2['educacion_alcanzada_agrupada'], df2.Cantidad*100)]\n", + "labels[6]=' '\n", + "\n", + "labels[5] = \"Primaria\\n[1,6] grado\\n%1.2f%% \" % (df2[\"Cantidad\"][5]*100)\n", + "labels[3] = \"Secundario\\n[1,3] grado\\n%1.2f%% personas\" % (df2['Cantidad'][3]*100)\n", + "labels[2] = \"Universitario\\n(3,6] grado\\n%1.2f%% personas\" % (df2['Cantidad'][2]*100)\n", + "\n", + "ax = squarify.plot(df2_modificated.Cantidad, alpha=.7, label=labels,ax=ax,color=(sns.color_palette(\"OrRd_r\", 7)), bar_kwargs=dict(linewidth=1, edgecolor=\"#222222\"))\n", + "ax.set_xticks([])\n", + "ax.set_yticks([])\n", + "ax.set_title(\"Proporción de contribuyentes por educación alcanzada\\n\", fontsize=20)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cd705c63", + "metadata": {}, + "source": [ + "Lo cual podemos confirmar lo que esperabamos; una gran mayoria termina, o se queda, solamente con nivel educativo máximo el secundario. Aunque la proporción de universitarios (32%) total es esperanzadora para la población, y no es una proporción poco significativa al total tal como lo es la primaria" + ] + }, + { + "cell_type": "markdown", + "id": "629c2202", + "metadata": {}, + "source": [ + "## ¿Se graduan la misma proporción de generos?" + ] + }, + { + "cell_type": "markdown", + "id": "82dabf3c", + "metadata": {}, + "source": [ + "Manteniendo la misma particion de niveles educativos, nos parece interesante ver si hay igualdad en cuanto a género con el nivel educativo alcanzado.\n", + "\n", + "Utilizado incluso el mismo grafico anterior, separemos según hombres y mujeres registradas" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "fe177bdc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def graficar_treemap_educacion_por_genero(genero,color):\n", + "\n", + " padding = 0.001 # la buena técnica de relleno, nada le gana\n", + "\n", + " df2 = df[(df.genero==genero)]['educacion_alcanzada_agrupada'].value_counts(normalize=True).to_frame().reset_index().rename(columns={'educacion_alcanzada_agrupada': 'Cantidad'}).rename(columns={'index':'educacion_alcanzada_agrupada'})\n", + " df2_modificated = df2.copy()\n", + " df2_modificated.Cantidad = df2_modificated.Cantidad+padding\n", + " df2_modificated.loc[(df2_modificated.index =='Secundario - (3,6] grado')] = df2_modificated.loc[(df2_modificated.index =='Secundario - (3,6] grado')] - padding\n", + "\n", + "\n", + " colors = ['#00aae4', '#5ab8e9', '#84c6ed', '#a6d4f2', '#c5e2f6', '#e2f0fb', '#e2f0fb']\n", + " fig = plt.figure(figsize=(15, 10))\n", + " ax = fig.add_subplot(111, aspect=\"equal\")\n", + " labels = [\"%s\\n%1.2f%% contribuyentes\\n\" % (label) for label in zip(df2['educacion_alcanzada_agrupada'], df2.Cantidad*100)]\n", + " labels[6]=' '\n", + "\n", + " labels[5] = \"Primaria\\n[1,6] grado\\n%1.1f%% personas\" % (df2[\"Cantidad\"][5]*100)\n", + "\n", + " ax = squarify.plot(df2_modificated.Cantidad, alpha=.7, label=labels,ax=ax,color=(sns.color_palette(color, 7)), bar_kwargs=dict(linewidth=1, edgecolor=\"#222222\"))\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_title(\"Cantidad de contribuyentes por educación alcanzada\\n\", fontsize=20)\n", + "\n", + " title = \"Cantidad de contribuyentes\\npor educación alcanzada\\npor \" + genero\n", + " ax.set_title(title, fontsize=20)\n", + " plt.show()\n", + " \n", + "graficar_treemap_educacion_por_genero(\"hombre\",\"PuBu_r\")" + ] + }, + { + "cell_type": "markdown", + "id": "9dc137c3", + "metadata": {}, + "source": [ + "Veamos en el caso de las mujeres\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "15f53af4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graficar_treemap_educacion_por_genero(\"mujer\",\"OrRd_r\")" + ] + }, + { + "cell_type": "markdown", + "id": "921925ba", + "metadata": {}, + "source": [ + "En los gráficos podemos observar que no hay gran diferencia en la educación alcanza según género" + ] + }, + { + "cell_type": "markdown", + "id": "92b8cd75", + "metadata": {}, + "source": [ + "## ¿Hay relación con el valor adquisitivo segun los años estudiados y nivel educativo alcanzado?" + ] + }, + { + "cell_type": "markdown", + "id": "5b0f29f8", + "metadata": {}, + "source": [ + "Dividamos y grafiquemos" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "99e022cd", + "metadata": {}, + "outputs": [], + "source": [ + "def agrupacion_anios_estudiados(categoria):\n", + " if categoria in np.arange(1,6).tolist():\n", + " return '(0,5]'\n", + " if categoria in np.arange(6,9).tolist():\n", + " return '(5,8]'\n", + " if categoria in np.arange(9,12).tolist():\n", + " return '(8,11]'\n", + " if categoria in np.arange(12,15).tolist():\n", + " return '(11,14]'\n", + " if categoria in np.arange(15,18).tolist():\n", + " return '(14,17]'\n", + " if categoria in np.arange(18,21).tolist():\n", + " return '(17,20]'\n", + " return categoria\n", + "\n", + "\n", + "df['Anios estudiados generalizada'] = df.anios_estudiados.apply(agrupacion_anios_estudiados)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "426a7bcb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "pivoted_years = pd.pivot_table(\n", + " data = df, \n", + " index ='educacion_alcanzada_agrupada', \n", + " values = 'tiene_alto_valor_adquisitivo', \n", + " columns = 'Anios estudiados generalizada',\n", + ")\n", + "pivoted_years.sort_index(ascending = False, inplace = True)\n", + "pivoted_years = pivoted_years.replace(np.nan,0)\n", + "g = sns.heatmap(pivoted_years, cmap=\"Wistia\", linewidths=.5)\n", + "g.set_ylabel(\"\")\n", + "g.set_xlabel(\"Años estudiados\")\n", + "g.set_title(\"Proporcion Alto valor adquisitivo\\nsegun Años Estudiados y Educacion Alcanzada\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5243eeed", + "metadata": {}, + "source": [ + "Vemos que quienes llegan a los últimos años en la universidad tienen una alta proporción de calificar como de altos ingresos. Esto será significativo a futuro, al momento de predecir quienes tienen alto valor adquisitivo" + ] + }, + { + "cell_type": "markdown", + "id": "7671d4f6", + "metadata": {}, + "source": [ + "Y ya que hablamos de plata..." + ] + }, + { + "cell_type": "markdown", + "id": "2b17884e", + "metadata": {}, + "source": [ + "# Buscando al lobo de Wall Street Argentino" + ] + }, + { + "cell_type": "markdown", + "id": "9baaad8c", + "metadata": {}, + "source": [ + "Cuando se tiene tiempo libre, cuando se dispone de capital o a veces por mera curiosidad, los trabajadores recurren a la bolsa a ver si se puede ganar algo más de dinero del que les da su actividad principal. Veamos que proporción de contribuyentes operan en la bolsa Argentina. Vamos a tener en cuenta que es raro que quién opere en este tipo de activo financiero tenga un balance que le de justo cero, **por lo que consideraremos que estos contribuyentes no operan en la bolsa**" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "6a5570e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6.4, 4.8), dpi=110)\n", + "plt.title('Proporción de personas que operan en la bolsa')\n", + "plt.pie((df['suma_declarada_bolsa_argentina'] != 0).value_counts(), labels= ['No opera', 'Opera'], colors=[\"firebrick\",'limegreen'],autopct='%1.0f%%')\n", + "plt.ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6dfc8909", + "metadata": {}, + "source": [ + "El gráfico es concluyente, el 13% de los contribuyentes del dataset provisto operan en la bolsa" + ] + }, + { + "cell_type": "markdown", + "id": "c6778d5a", + "metadata": {}, + "source": [ + "## ¿Qué tal le va a la gente inviertiendo en la bolsa?" + ] + }, + { + "cell_type": "markdown", + "id": "df06f46f", + "metadata": {}, + "source": [ + "Amada por algunos y defenestrada por otros, la inversión en la bolsa puede ser tocar el cielo con las manos o el comienzo de la bancarrota. Observemos" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "4b582940", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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H701D7/tA4eTT+oTcK3U56cvjCdISQO3Fry1pr7wERrF8MCuG7RcVNj0PbCapO190HdmQNBxTbMcHSct3vARcU9hUm4P2xfxfdy3+7eU6APL8vctJvZNnq7QmnaS3SOpoWH9Svj9Z0vKTuPIf0bNJ3wP/3UEd3XU7aXmoD0sq//H8KqvO94S0dMqLwDhJq5zooLRmX2tHB+7GZ+Ru0h+18lqIJ5PO1n0zzc1t+UBONoHlbT2PlJyuRGn9yqqe2toQ4qKKbWUXk97/7xU/W5K2JQ3lryT3pP4C+KDSmoerHF9pzdNtC0U/yvffl7RKD35VWcnsfN9a2m8o6QSO7qhX5/tIS3OtJJ8UdROpt/SrpX32pzqpqHeM7VgxbFss31bS8Ip6NiYN03bYa5ynWvwB+KSkQ6piJO2UX7tmmZ3vW0vtaOT9W5P6n9mlwKWF2Nr333clrVeIX48VJwq2+/3Xxfdmdr5vLdWxN50/sanf87C7NV1hIvwarLi85u6kpSjuBj7fibN11yUN48yWdBfwOOkszo+QJtP/T0T8XyG+tpbhVEm/J803eiAiruuBp/R74EuSdgH+yIp1PtcAvhIRy4d0IuKufPwPA3dLuoU0hPQJ4HdU94h+ldRD9x+ktQF/Rzozf1vSWaL/SvVk+toxb5d0Jml4q03SlcBC0jqfLaSJ8+V18XpERISkQ0l/uK+SVFvn8z3ASNJJKPuU9nle0ihS0n6npGnADFKP21akkyqGkN7v9nT1M3I26fWckk/gmU8ayt6W9Pq2duMl6JRIa9z+kDQn9SFJU0i/D3uQEuVb889FlwOvKp20NZvUu/gvpM/5vXS8diakE5YOIJ39/Of82dqQ9Pn9PemzVfZV0vqjpwEH5+PPIa3b+a58/M+RzgwnIm6UdDpp+an/k1Rb53Nz0u/9naTlfuq5h/R79UlJt5M+r5uTPr+PsuLkrq74Oelko3OVFvz/a35O+5HWlz2oYp/DSWs8npv/QXmA1Mt1IGnJsk+U4mvr0x4raSdSD9xW+Rg35J+L3gNcI+le0hzRZ0gnCO1Pmh+8SsJax7+Revb/O88jvov0z9zbSGvAtpB+h7pzcmV3vBnv34PALsC9km5kxWd2I9LKDcunF0XEZfkfhM+QTs67lhXzqLcFfh0Rv+jgeF15byaSVpG4QtJVpPn6LaTvuV9T/dkaeKIPrPfk28C4sWJ9ttptCWktx3tJy+fsQ2kdy8K+0yms80n6hf8GaUHkJ4BXSZP57yQlaWuV9l+ftE7mU6T/jFdav5B21njM2ydTf53HyaQ/ulNIQ7eLSF+2e9epa6P8fOfm16AN+DJ11vkstP8k0pfuIuAV0hmY51JY57GqnYVtnyV98b+SX68Zuc51KmJnU2ddVNpZq7Sd1+8DpETzlXy7mfQHsG5d+fU4n5QYvEqal/UIacHoAzpxzC59RvI+/0o66/dVUm/55aRez3bf/3Y+75WfqarXl9QZcGx+XxeT5n9e0s7x/4OUoD+WPxPzSQnON6hYL7Sd1+kfgB+Q/ki+ml/jr5HOAK/3eVyLlITeTurdX5Jf42mkE0iGVOyzb/4MzM/xT+b271mIaaV6nchNSH/UZ+c2/o00OrJenddyDBXrbpZi3g38D+n3cCHpe+hL7b2vpGTzSlIyt5CUjH683vFI/0z+Ir+2i0m/c9/I73V5Lcm35ef0R1ackPMU6fP7sc6+n7muDUhruN5LGhZeTPpn4AbSd836nX2tyu3s4Lg98v51cIwg/T14K6mHc26u88+U1uss7LMG6cS8P5F+Vxbl1+ZwKv7mNPrekP5pvYX09+AV0vfuAfVen4F4U36hzMzMzMzedJ7zaWZmZmZN4+TTzMzMzJrGyaeZmZmZNc1qlXxK+pKkkLSgVD45l5dvj9Sp5whJj0haImmWpHFa9ZrJSBqa654naZGkOyRVXpNV0si8fVGOn9zk5SzMzMzM+rzVZqmlvBbc2aQlDqrWNVwM7FlRVq7nJOB00vpeN5KWBRlPuoLMlwtxa5PO3Kxdam0u6cy4qZJGRsRthdgRpLPebiAtvTCUtPTCNEkfjK5dZcfMzMys31ptznaXdB1piYL5wKiIKC7EPLlcVqeOIaTlEX4eEV8plJ9ISkBbIuLhXDaWtADubhFxRy4bRFrbbUFE7FLY/27SUjjviYiluWw30rIMYyPixw0+fTMzM7N+YbUYdpc0mnQFibENVrUPaZHpi0vlF5MWaD6gUHYg8Ggt8QTIieWlwIdqV+XI9zsDl9QSzxx7O/CXXI+ZmZmZsRokn3ne5LnACZEucVbPupKek/SGpKcknS9pk1JM7TrODxULI11LeR4rX+e5hbSgd1mtbHghjnZiWyrKzczMzAak1WHO50TSJbjaG7p+IN/a8uMRwDHAXpJ2jojaCUpDgCURsbCijvl5O4XY+XXiKMQOKZW3V+cqcnK9Wan4LcA7Sc/ntfb2NzMzM+tla5Gu6HVbRLzUUXCfTj4lfYp0vdz3RTuTUyPinFLRTZLuI10G7TCguL29Sa7lbT0R29Gk2rHAuA5izMzMzPq6/UmXrW1Xn00+Jb2FdMLPj4BnJG2UN62Vt28EvF6nFxPSNYMXArsWyp4H1pG0XkQsKsVvQrrWazG2qteyNpQ/vxBHO7FVPaJFE4ErSmU7Aldee+21DBs2rIPdzczMzHrPzJkzOeCAAwCe7Ex8n00+gU2BzYGv5VvZC8AUVj5JqEzAssLj2lzPnYC7lgdJW+TjtZVid6qos1bWVrrfCfhNRWwb7YiIuaRlnFY0WgJg2LBhDB8+vGo3MzMzs76mU1MF+/IJR88Be1Tcfge8mn8+uZ39RwHrAXcWyqbmfceUYseQhsevLZRdA+woqbik0iBgNHBXRDwDEBFPA3cDoyWtWYjdFdgBuLozT9bMzMxsIOizPZ8R8SowvVwuaQzwRkRMz4+3Bi4DLgdmkpLIEcDRwAzgokKd8yWNB06XNJ8Vi8yfClxUW+Mzm0RaVP4KSSeQeifHkhLKkaVmHQ/clGMnkhaZn0Dq9Swv62RmZmY2YPXZ5LMLXgbmAMeShunXBB4Hfgh8pzwnNCLOkPQKKbH8OqmHdQJwRiluSb6U5pmkeafrAfcDHyte3SjHTpe0L3AacB2wCLgeOM5XNzIzMzNbYbW5wtFAImk40NbW1uY5n2ZmZtanzZgxg5aWFkhXipzRUXxfnvNpZmZmZv2Mk08zMzMzaxonn2ZmZmbWNE4+zczMzKxpnHyamZmZWdM4+TQzMzOzpnHyaWZmZmZN4+TTzMzMzJrGyaeZmZmZNY2TTzMzMzNrGiefZmZmZtY0Tj7NzMzMrGkG9XYDzMzszbds2TImTJgAwIknntjLrTGzgczJp5nZAHDBBRdw4403AvAP//APfPWrX+3lFpnZQOVhdzOzfm7WrFlcddVVyx9feeWVzJo1qxdbZGYDmZNPM7N+bNmyZRx33HGrlFeVmZk1g5NPM7N+bOLEicybN2+V8nnz5nHBBRf0QovMbKBz8mlm1k/NmjWLK6+8su72K664wsPvZtZ0Tj7NzPqpzgyte/jdzJrNyaeZmZmZNY2TTzOzfuqss87qkRgzs57k5NPMrJ/adtttGTVqVN3tn/70p9l2222b2CIzs9Us+ZT0JUkhaUHFtvdLulnSAkkvSrpa0nZ16jlC0iOSlkiaJWmcpMEVcUMlTZY0T9IiSXdI2qtOnSPz9kU5frKkoY0/azOz7hs7diybbrrpKuWbbrophx9+eC+0yMwGutUm+ZS0JXA28EzFth2B6cBawGeAQ4B3An+QtFkp9iTgPOBqYG9gInAicEEpbm1gGrAXcBSwPzAHmCppRCl2BPDbvH3/HD8SmJbrMTPrFWussUbl0LqH282st6xOl9f8CfB7YD5QHkc6DVgC7BcRLwNIuhf4K/B14PhcNgQ4GbgwImoXN56eez3HSzo3Ih7O5YcCLcBuEXFH3v9W4AHgTGCXwvHPAv4CjIqIpTl2FvBHUiL84x55BczMumHbbbflU5/61PKrHI0aNcrD7WbWa1aLnk9Jo4ERwNiKbYOA/YCraoknQEQ8DtwKHFgI3wdYB7i4VM3FgIADCmUHAo/WEs9c51LgUuBDuSe21iO7M3BJLfHMsbeTEtLi8c3MesXhhx/ORz/6UT760Y/6uu5m1qv6fM9nnjd5LnBCRDwlqRyyPbAu8GDF7g8CH5G0TkS8SurJBHioGBQRz0qaV9hO/vkPdeoEGA48Xdin3vH/uep5mZk10xprrMGJJ57YcaCZ2ZuszyefpDmZj1J/6HpIvp9fsW0+qUdzY+DZHLskIhbWiR1SeDyknTqLx+3o+EMqypfLyfVmpeLt29vHzMzMbHXVp5NPSZ8CPgG8LyKig/D2tkednzuqoydiO2r3WGBcBzFmZmZm/UKfTT4lvYV0BvqPgGckbZQ3rZW3bwS8Djyfy6t6GDchJX8v5sfPA+tIWi8iFlXE3lt4/Hw7dcKKns6Ojl/VI1o0EbiiVLY9MKWD/czMzMxWO302+QQ2BTYHvpZvZS+QErRRwGJgp4qYnYCZeb4nrJjruRNwVy1I0hb5eG2FfR9qp04KsW2F8t9UxLbRjoiYC8wtllXMazUzMzPrF/ry2e7PAXtU3H4HvJp/PjmfYX4d8ElJG9R2lrRVjrm6UOfUvO+Y0rHGkHpIry2UXQPsKGn5kkr5zPrRwF0R8QxARDwN3A2MlrRmIXZXYIfS8c3MzMwGtD7b85l7K6eXyyWNAd6IiOK2ccA9wPWSJpCWUzoNmAd8v1DnfEnjgdMlzQduJC2TdCpwUWGNT4BJwOHAFZJOIPVOjiUllCNLzToeuCnHTgSGAhNIvZ7lZZ3MzMzMBqy+3PPZaRHxCNBKmgN6JTAZmAl8OCL+Xoo9AziaNFx/I3AEKVE8vBS3hHR1o1tJ806vA/4R+FhE3FaKnQ7sm7dfl+NvBfbK9ZiZmZkZoI5PIrdmkzQcaGtra2P48OG93RwzMzOzumbMmEFLSwtAS0TM6Ci+X/R8mpmZmdnqwcmnmZmZmTWNk08zMzMzaxonn2ZmZmbWNE4+zczMzKxpnHyamZmZWdM4+TQzMzOzpnHyaWZmZmZN4+TTzMzMzJrGyaeZmZmZNY2TTzMzMzNrGiefZmZmZtY0Tj7NzMzMrGmcfJqZmZlZ0zj5NDMzM7OmcfJpZmZmZk3j5NPMzMzMmsbJp5mZmZk1jZNPMzMzM2saJ59mZmZm1jROPs3MzMysaZx8mpmZmVnT9NnkU9J7Jd0g6QlJiyXNl3SHpNGluMmSouL2SJ16j5D0iKQlkmZJGidpcEXc0Fz3PEmL8rH3qlPnyLx9UY6fLGloz7wSZmZmZv3HoN5uQDs2Ap4Efgk8DawPfB64RNI2ETG+ELsY2LO0/+JyhZJOAk4HJgA3AjsD44EtgS8X4tYGpuU2HAXMBQ4HpkoaGRG3FWJHAL8FbgD2B4YC3wOmSfpgRCzp7gtgZmZm1t/02eQzIqYD00vF10valpQoFpPPZRFxZ3v1SRoCnAxcGBEn5uLpuddzvKRzI+LhXH4o0ALsFhF35P1vBR4AzgR2KVR9FvAXYFRELM2xs4A/AocAP+70kzYzMzPr5/rssHs75gFLu7HfPsA6wMWl8osBAQcUyg4EHq0lngA5sbwU+JCkLQHy/c7AJbXEM8feTkpID+xGO83MzMz6rT6ffEpaQ9IgSZtJGgvsTRrWLlpX0nOS3pD0lKTzJW1SimnJ9w8VCyPiWVJC21KKfbCiObWy4aU668W2VJSbmZmZDVh9dti9YCLwlfzza8CREfFfhe0P5FtbfjwCOAbYS9LOEbEglw8BlkTEwopjzM/bKcTOrxNHIXZIqby9OivlE5M2KxVv39F+ZmZd8frrrzNq1CgApkyZ0sutMbOBbHVIPr8DXEQ6kecTwPmS1o+IswEi4pxS/E2S7gOuBA4DitujneOUt/VEbHt11IwFxnUizsys20aPHs1LL70EwEEHHcSvfvWrXm6RmQ1UfX7YPSKeiIg/RcRvIuI/gZ8C35VU7i0sugZYCOxaKHseWEfSehXxm7By7+XzVPda1oby5xfiaCe2qke0bCJpeL54278T+5mZdcrUqVOZM2fO8sdz5hJte+YAACAASURBVMxh6tSpvdgiMxvI+nzyWeFuUo/tdh3ECVhWeFyb67nTSkHSFsCmrBi2r8WuFFfat610Xy+2raJ8JRExNyJmFG/A3zraz8ysM15//XUmTJiwSnlVmZlZM6yOyecepKTysXZiRgHrAcXll6YCrwJjSrFjSMPj1xbKrgF2lLR8SSVJg4DRwF0R8QxARDxNSoZHS1qzELsrsANwdReel5lZjxs9enTdbZ/97Geb2BIzs6TPzvmU9FPgZVJyN4fUO/lp4CDgrIj4u6StgcuAy4GZpCRyBHA0MIM0VxSAiJgvaTxwuqT5rFhk/lTgosIanwCTSIvKXyHpBNIi82NJCeXIUlOPB27KsRNJc1MnkHo9y8s6mZk1TXm4vey5555j6tSp7LPPPk1slZkNdIrozDkxzSfpi8AXgXeRrjS0gHRW+0URcWmO2Rj4b+B9wObAmsDjpJ7L70TESxX1HklKLLcBniMliGdExOuluM1JC8rvR+pFvR84JSJurqjzI8BpwHuBRcD1wHERMbebz3040NbW1sbw4cM7jDczq9La2tqpuOnTp7+p7TCz/m3GjBm0tLQAtOTpg+3qsz2fEXExHfQcRsQLwCe7WO8PgR92Im4O8IVO1nkTqffTzMzMzNqxOs75NDOzTjjhhBN6JMbMrCc5+TQz66f22WcfNt9887rbt9hiC8/3NLOmc/JpZtaPXXrppXW3XX755U1siZlZ4uTTzKwfGzx4cOXQuofbzay3OPk0M+vnysPvm2++uYfbzazXOPk0MxsALr30UjbccEM23HBDX9fdzHpVn11qyczMes7gwYOZMmVKbzfDzMw9n2ZmZmbWPE4+zczMzKxpnHyamZmZWdM4+TQzMzOzpnHyaWZmZmZN4+TTzMzMzJrGyaeZmZmZNY2TTzMzMzNrGiefZmZmZtY0Tj7NzMzMrGmcfJqZmZlZ0zj5NDMzM7OmcfJpZmZmZk3j5NPMzMzMmsbJp5mZmZk1TZ9NPiW9V9INkp6QtFjSfEl3SBpdEft+STdLWiDpRUlXS9quTr1HSHpE0hJJsySNkzS4Im6opMmS5klalI+9V506R+bti3L8ZElDG38VzMzMzPqXPpt8AhsBTwInAvsC/w7MBi6RdHItSNKOwHRgLeAzwCHAO4E/SNqsWKGkk4DzgKuBvYGJuf4LSnFrA9OAvYCjgP2BOcBUSSNKsSOA3+bt++f4kcC0XI+ZmZmZZYqI3m5Dl0i6E3hrRGyVH/8a2APYPiJezmVbA38FzomI43PZEOAp4OcR8ZVCfScC44GWiHg4l40lJaS7RcQduWwQ8ACwICJ2Kex/N7A+8J6IWJrLdgP+CIyNiB934zkOB9ra2toYPnx4V3c3MzMza5oZM2bQ0tICKZea0VF8X+75rGceUEvyBgH7AVfVEk+AiHgcuBU4sLDfPsA6wMWl+i4GBBxQKDsQeLSWeOY6lwKXAh+StGU+/pbAzsAltcQzx94O/KV0fDMzM7MBr88nn5LWkDRI0ma5R3Jv4Ht58/bAusCDFbs+CAyTtE5+3JLvHyoGRcSzpIS2pVDc0k6dAMMLcbQT21JRbmZmZjZgDertBnTCRKA2TP4acGRE/Fd+PCTfz6/Ybz6pR3Nj4NkcuyQiFtaJHVJ4PKSdOovH7ej4QyrKV5JPTNqsVLx9R/uZmZmZrY5Wh+TzO8BFwFDgE8D5ktaPiLMLMe1NXI06P7cX11OxnZlQOxYY14k4MzMzs9Ven08+I+IJ4In88DeSAL4r6WfA87m8qodxE1Ly92J+/DywjqT1ImJRRey9hcfPt1MnrOjp7Oj4VT2iZROBK0pl2wNTOrGvmZmZ2Wqlz8/5rHA3KWneDvgbsBjYqSJuJ2BmRLyaHz9UKF9O0hbApkBbofihduqkENtWKi/HtlWUryQi5kbEjOKN9LzMzMzM+p3VMfncA1gGPJbPML8O+KSkDWoBkrbKcVcX9psKvAqMKdU3htRDem2h7BpgR0nFJZUGAaOBuyLiGYCIeJqUDI+WtGYhdldgh9LxzczMzAa8PjvsLumnwMuk5G4OqXfy08BBwFkR8fccOg64B7he0gTSckqnkc5g/36tvoiYL2k8cLqk+cCNpGWSTgUuqq3xmU0CDgeukHQCMJc0N3MH0gLyRccDN+XYiaS5qRNIvZ7lZZ3MzMzMBrQ+m3wCdwBfBL5AutrRAtIi7wdHxKW1oIh4RFIrafmlK0lrgN4CfL2QoNZiz5D0Cimx/DrwHClRPKMUtyRfSvNM4EfAesD9wMci4rZS7HRJ+5IS3uuARcD1wHERsaQHXgczMzOzfmO1u8LRQOArHJmZmdnqYiBc4cjMzMzMVlNOPs3MBoDHHnuM1tZWWltbe7spZjbAOfk0MxsADjnkkOU/OwE1s97UI8lnvu76VuVbT9RtZmaNGTmyvEhHdZmZWTM0dLa7pJOBI6l/DfM165SbmVkTPPbYYyxdunSV8qoyM7Nm6HbPp6RDgBOAHwIiXYP9u8BTwF+BL/VEA83MrPuKw+1lHn43s97QyLD74axIOAGuiYiTgR2BV0iLwpuZWS/pzNC6h9/NrNkaST6HAXeSLnUJsBZARCwmXVnoy401zczMGtGZoXUPv5tZszWSfC4FiLRK/cvA2wrb5gFbNlC3mZmZmfVDjSSffwXenn++BzhM0mBJa5J6PWc32DYzM2vAoEEdn1PamRgzs57USPL5G+DD+efvAnsCLwLzgU+RrrVuZma95Oabb+6RGDOzntTt5DMiTouIQ/PPtwC7AT8BLgRGRsTPeqaJZmbWXZMmTaq7bfr06c1riJlZ1mPjLRFxD2n43czM+ojtttuOQYMGrXJikYfbzay3+PKaZmb9XNXQuofbzay3dOlfX0mzgOhsfERs1+UWmZlZj5s0adLyBec93G5mvamr4y63sXLyuSewBXA78Fz+eTfgWeCWnmigmZk1brvttnPSaWZ9QpeSz4gYU/tZ0sHAPwPviIgnCuVbAzeRElUzMzMzs+UamfN5AjCumHgCRMTjwLfzdjMzMzOz5RpJPrcHXqqz7QVgmwbqNjMzM7N+qJHkczZwaJ1thwGPN1C3mZn1oIULF9La2kpra2tvN8XMBrhGks8JwIGS7pZ0jKTP5fu7gX/FVzgyM+szPv7xjy//2QmomfWmRq5wNBk4BHgr8H3gF/l+S+CwiLi4JxpoZmaNOf300ztVZmbWDA0tMp8T0LcD7wb+Jd+/LSLqX8+tkyTtKWmSpEckLZT0tKQpkj5QipssKSpuj9Sp94hc5xJJsySNkzS4Im5ornuepEWS7pC0V506R+bti3L8ZElDG30NzMwatXDhQqZNm7ZKeVWZmVkzNHyFo0geiYg/5vtOL0Lfgf8knbR0HrAvcBQwFLhT0p6l2MXAP5VuB5UrlHRSru9qYG9gInAicEEpbm1gGrBXPu7+wBxgqqQRpdgRwG/z9v1z/EhgWq7HzKzXFIfby/bYY48mtsTMLGn44r6SWoB3AeuWt0XEzxuo+vCImFs61lRgJilhLC5ivywi7uygnUOAk4ELI+LEXDw993qOl3RuRDycyw8FWoDdIuKOvP+twAPAmcAuharPAv4CjIqIpTl2FvBH0rSEH3ftaZuZ9YyOhtYjgtNPP51TTjmlSS0yM2ug51PSepJuBh4ELgcm59vFhVu3lRPPXLYAeJg01N9V+wDrVLTrYkDAAYWyA4FHa4lnPvZS4FLgQ5K2BMj3OwOX1BLPHHs7KSE9sBvtNDPrEZ0ZWvfwu5k1WyPD7qeQhsVHkJK3TwIfIQ1p/xV4f6ONK5O0Ya53RmnTupKek/SGpKcknS9pk1JMS75/qFgYEc8C8wrba7EPVjShVja8VGe92JaKcjMzM7MBq5Fh9/1Jyyndnh8/ERF/Js11vIw0Z/M/Gmxf2QXA+sAZhbIH8q0tPx4BHAPsJWnn3FsKMARYEhELK+qdn7dTiJ1fJ45C7JBSeXt1VsonJm1WKt6+o/3MzMzMVkeN9HxuAzwSEW8AAaxX2PYLVh7Gbpik04HPA8dExL218og4J99uyreTgX8HdiQtdl/U3slQ5W09EduZk6/GkhLn4m1KJ/YzM2vX+PHjeyTGzKwnNZJ8vkjqhQSYC7yjsG1wYVvDJI0jnSx0UkSc34ldrgEWArsWyp4H1pG0XkX8Jqzce/k81b2WtaH8+YU42omt6hEtm0gani/e9u/EfmZm7dp9993Zaqut6m5/xzvewe67797EFpmZNZZ8PgS8M/98K3CipN0lfQj4FmkovGE58TwVODUivtOVXYFlhce1uZ47lerfAtiUFcP2tdiV4kr7tpXu68W2VZSvJCLmRsSM4g34W0f7mZl1xqRJ9ZddvvDCC5vYEjOzpJHk87+BDfLPJ5GG3W8D7gC2Br7WWNNA0imkxHN8RHy7C7uOyu0pLr80FXgVGFOKHUMaHr+2UHYNsKOk5UsqSRoEjAbuiohnACLiaeBuYLSkNQuxuwI7kE6+MjPrNYMGDaocWvdwu5n1lm6fcBQRvy78PEvSO4E9SYnc7RHRmSHnuiR9DTiNlDTekBO64vHvlLQ1cBlpqaeZ+dgjgKNJZ8RfVIifL2k8cLqk+cCNpGWSTgUuKqzxCTAJOBy4QtIJpGkFY0kJ5chSU48HbsqxE0kL4U8g9Xr6EqNm1ut233133v72t/Pkk08CMGzYMA+3m1mvUXcuSCRpXVLP58SI+N8eb1U6xnRSIlkpIiRp49yO9wGbA2sCj5N6Lr8TES9V1HskKbHcBniOlCCeERGvl+I2Jy0ovx+pF/V+4JSIuLmizo+QEuX3AouA64HjqtYq7QxJw4G2trY2hg8f3mG8mVlHli5dysEHHwzAL3/5y15ujZn1JzNmzKClpQWgJU8fbFe3kk8ASQuBj0XE77tVgdXl5NPMzMxWF11NPhuZ83k/XkTdzMzMzLqgkeTzBOAbkuoOjZuZmZmZFTVyhaOJwFuAWyS9ADzLyouqR0S8p5HGmZmZmVn/0kjy+TzpmuhmZmZmZp3SyFJLrT3YDjMzMzMbABqZ82lmZmZm1iWNDLsDIGlD0mU21y1v8zJMZmZmZlbU7eQzX27yJ8C/kxZ3r1Kv3MzMmigiuOGGGwDYb7/9erk1ZjaQNdLzeQzwCeAQ4Oekqwa9DhwGbAgc2XDrzMysR9x6662cffbZAKy//vrssccevdwiMxuoGpnzeTBwBlC7TttdEXFRROxCusSlv9nMzPqAF154gXPOOQdJSOKcc87hhRde6O1mmdkA1UjyuR3wALAsP16nsO0nwOcbqNvMzHpARHDOOefwyiuvEBFEBC+//DLnnntubzfNzAaoRpLPhcBakS4OPx/YurBtMTCkkYaZmVnjpk+fzu9/v+q5n7fddhvTp09vfoPMbMBrJPl8BNg2/3w7cKykt0kaCnwDeLTRxpmZWfcVh9vLJPGDH/zAw+9m1nSNJJ+/Ii2xBDAO2JE01/NZYDfg5MaaZmZmjTj33HN5+eWXSQNUK/Pwu5n1lkaucDSx8PN9kt4NHEC6vvtNEeGeTzMzMzNbScOLzNdExJPAj3qqPjMza8zRRx/Nfffdt/xkoyJJbLDBBhx99NG91DozG6h8eU0zs35q44035phjjqk77H7sscey8cYb90LLzGwg61LPp6RZpGH1zoiI2L7rTTIzs57S2trKrbfeusoZ7yNGjKC1tbV3GmVmA1pXh91vo/PJp5mZ9TJJHHPMMdx3330sWLAAwMPtZtarupR8RsSYN6kdZmb2JqkNv5922mkAHHPMMR5uN7Ne02MnHJmZWd+1xx57sGjRouU/m5n1lm4nn5K+CGwdEadWbDsVeCwift79ppmZWU+RxH777dfbzTAza+hs9yOBepfGmJe3d5ukPSVNkvSIpIWSnpY0RdIHKmLfL+lmSQskvSjpaknb1an3iFznEkmzJI2TNLgibqikyZLmSVok6Q5Je9Wpc2TevijHT85XejIzMzOzgkaSz2FAW51tDwPvaKBugP8EtgHOA/YFjgKGAndK2rMWJGlHYDqwFvAZ4BDSlZf+IGmzYoWSTsr1XQ3sDUwETgQuKMWtDUwD9srH3R+YA0yVNKIUOwL4bd6+f44fCUzL9ZiZmZlZ1uiczw3bKW+07sMjYm6xQNJUYCYpYbwlF58GLAH2i4iXc9y9wF+BrwPH57IhpEt+XhgRJ+Z9p+dez/GSzo2Ih3P5oUALsFtE3JH3vxV4ADgT2KXQrLOAvwCjImJpjp0F/JGUCP+4wdfBzMzMrN9opOfzIeCzdbZ9Lm/vtnLimcsWkHpV3w4gaRCwH3BVLfHMcY8DtwIHFnbfB1gHuLhU7cWASJcGrTkQeLSWeOY6lwKXAh+StGU+/pbAzsAltcQzx95OSkiLxzczMzMb8BpJPs8HRkn6maRdJG2Z7ycDn+JNuNSmpA2B9wMzctH2wLrAgxXhDwLDJK2TH7fk+5WS4oh4ljRHtaVQ3NJOnQDDS3XWi22pKDczMzMbsLo9NB4Rl+X5lt8ERhc2LQPGR8QvGm1chQuA9YEz8uMh+X5+Rex8Uo/mxsCzOXZJRCysEzuk8HhIO3UWj9vR8YdUlK8kn5i0WanYV4ayPulHP/oRM2fO7O1mWDc9/fTTLF68mHXXXZctt9yyt5tj3TBs2DCOOOKI3m6GWUMampcZEd+SNAn4KLAp8Hfgxjzs3aMknQ58HjgiIu4tN6W9ZnYjrqdiO3M1qLHAuE7EmfW6mTNn8sADD/R2M6xBCxcuZN68eb3dDDMboBpeZD4iZgM/bbwp9UkaRzpZ6KSIOL+w6fl8X9XDuAkp+XuxELuOpPUiYlFFbDGhfb6dOmFFT2dHx6/qES2bCFxRKtsemNKJfc2aatiwYb3dBGvAzJkzWbhwIeuvv77fy9WU3zfrDxpKPvNSQmOAVlICdnhE/FXS/sBDEfFYow3MieepwKkR8Z3S5r8Bi4GdKnbdCZgZEa/mxw8Vyu8q1L8Fqde2uGzUQ+3USSG2rVD+m4rYektRLZdPrCqf1d/Rbma9wsN9q7ejjjqKBx54gGHDhnHeeef1dnPMbIDq9glHkjYF/kRaSmgEaU3MDfLmA0jLHDVE0imkxHN8RHy7vD2fYX4d8ElJGxT22wrYg7SeZ81U4FVSslw0htRDem2h7BpgR0nLl1TKZ9aPBu6KiGfy8Z8G7gZGS1qzELsrsEPp+GZmZmYDXiM9n2cCGwEfJJ3Z/Vph263k9TW7S9LXSGt4TgVuyAndchFxZ/5xHHAPcL2kCaTllE4jncH+/UL8fEnjgdMlzQduJC2TdCpwUWGNT4BJwOHAFZJOIPVMjiUllCNLTT0euCnHTiQthD+B1OtZXtbJzMzMbEBrJPncDzg+Iv5c7PXLngLe1kDdAJ/I9/vkW5kAIuIRSa3A94ArgaWkBei/HhF/L+4QEWdIeoWUWH4deI6UKJ5RiluSL6V5JmnJqPWA+4GPRcRtpdjpkvYlJbzXAYuA64HjImJJ9566mZmZWf/USPL5D0C9s9oHN1g3EdHahdh7WbVHsl7sD4EfdiJuDvCFTtZ5E6n308zMzMza0cgi87OAf6qz7UPAow3UbWZmZmb9UCPJ5y+A4/OZ7bXTs0PSzsBRwCWNNs7MzMzM+pdGhsa/B/wz6czwF3LZ70hLLk0FvI6HmZmZma2kkctrvp5PtDkI+DiwOekM8+uByyNiWc800czMzMz6i0ZPCgrg8nwzMzMzM2tXI3M+zczMzMy6pEs9n5Jmka4G1CkRsV2XW2RmZmZm/VZXh91vY+Xkc09gC+B20oLtWwC7Ac+SFno3MzMzM1uuS8lnRIyp/SzpYNLZ7u+IiCcK5VuTFly/bZUKzMzMzGxAa2TO5wnAuGLiCRARjwPfztvNzMzMzJZrJPncHnipzrYXgG0aqNvMzMzM+qFGks/ZwKF1th1G/eu+m5mZmdkA1cg6nxOASZLuBn7JihOOPgd8APhS480zMzMzs/6kkSscTZYEMB74fmHTs8BhEXFxg20zMzMzs36m0SscTZb0M2AH0jXdnwcezVc+MjMzMzNbSUPJJyy/xOYjPdAWMzMzM+vnfHlNMzMzM2saJ59mZmZm1jROPs3MzMysaZx8mpmZmVnTOPk0MzMzs6Zp+Gx3AEmbAeuWy8vXfTczMzOzga2h5FPSycCRpDU+q6zZSP1mZmZm1r90e9hd0iHACcAPAQHfAb4LPAX8lR64vKakDSSdKelGSX+XFJJOrYibnLeVb5Xrj0o6QtIjkpZImiVpnKTBFXFDc93zJC2SdIekverUOTJvX5TjJ0sa2uhrYGZmZtafNDLn83BWJJwA10TEycCOwCvApg22DVKP6peBtYFrO4hdDPxT6XZQOUjSScB5wNXA3sBE4ETgglLc2sA0YC/gKGB/YA4wVdKIUuwI4Ld5+/45fiQwLddjZmZmZjQ27D4MuBNYlh+vBRARiyV9HzgdOKux5vE4sHFEhKRNab83dVlE3NleZZKGACcDF0bEibl4eu71HC/p3Ih4OJcfCrQAu0XEHXn/W4EHgDOBXQpVnwX8BRgVEUtz7Czgj8AhwI87/YzNzMzM+rFGej6XwvLLa74MvK2wbR6wZQN1U6u7h68Tvw+wDnBxqfxi0tSBAwplB5KuU39HoT1LgUuBD0naEiDf7wxcUks8c+ztpIT0wB5sv5mZmdlqrZHk86/A2/PP9wCHSRosaU3SUPnsBtvWVetKek7SG5KeknS+pE1KMS35/qFiYUQ8S0qYW0qxD1Ycp1Y2vFRnvdiWivLl8rzS4cUbsH17+5iZmZmtrhoZdv8N8GHgZ6R5n78DXiT1iL6FNNzcLA/kW1t+PAI4BthL0s4RsSCXDwGWRMTCijrms/JZ+0NyWVUchdghpfL26qwyFhjXQYyZmZlZv9Dt5DMiTiv8fIuk3YDPAgHcEBG39kD7OtuWc0pFN0m6D7gSOAwobm9vGL+8rSdiO5o2MBG4olS2PTClg/3MzMzMVjs9ssg8QETcQxp+7yuuARYCuxbKngfWkbReRCwqxW8C3FuKreq1rA3lzy/E0U5sVY/ochExF5hbLJPU3i5mZmZmq63+fnlNseJsfFgx13OnlYKkLUhLQ7WVYleKK+3bVrqvF9tWUW5mZmY2IDWyyPyako6WdI+kuZJeLt1e6smGdsMoYD3SclA1U4FXgTGl2DGk4fHiWqLXADtKWr6kkqRBwGjgroh4BiAingbuBkbnk61qsbsCO5DWEzUzMzMzGht2nwB8DbgfuAl4rUdaVCLpY8D6wAa56N2SRuWffwNsBlwGXA7MJCWRI4CjgRnARbW6ImK+pPHA6ZLmAzeSlkk6FbiosMYnwCTSQvpXSDqBNDQ+lpRQjiw183jSa3CFpInAUNLr08aqyzqZmZmZDViNJJ+fByYUFmt/s/wY2Lrw+NP5BrAt8BLpykLHApuTrif/OOmyn98pn9keEWdIeoWUWH4deI6UKJ5RiluSL6V5JvAjUi/q/cDHIuK2Uux0SfsCpwHXAYuA64HjImJJQ8/ezMzMrB9pJPlcF7i5pxpST0Rs04mwT3axzh+SktOO4uYAX+hknTeRej/NzMzMrI5GTji6kZUvMWlmZmZm1q5Gej6PBG6QtJA093KVJYUiot1lhszMzMxsYGkk+XwZeJS0gHt5kfeaNeuUm5mZmdkA1Ejy+RPgM6Qr8fwfb9LZ7mZmZmbWfzSSfB4AfDMizu6pxpiZmZlZ/9bICUevA/f1VEPMzMzMrP9rJPm8Gti7pxpiZmZmZv1fI8PuvwQulDQYuIHqs93/3ED9ZmZmZtbPNJJ8Tsv3R5GWXSoS6TKXPtvdzMzMzJZrJPn8Yo+1wszMzMwGhG4nnxHxs55siJmZmZn1f42ccGRmZmZm1iXd7vmUNKmDkIiIQ7tbv5mZmZn1P43M+dyTdFJR0RDgLcCL+WZmZmZmtlwjcz63qSqXtCcwEfh0d+s2MzMzs/6px+d8RsQtwPnAeT1dt5mZmZmt3t6sE44eBj70JtVtZmZmZqupNyv5HAHMe5PqNjMzM7PVVCNnu3+ronht4P8BHwPO6m7dZmZmZtY/NXK2+6kVZUuA2cC3cPJpZmZmZiWNnO3uBerNzMzMrEucQJqZmZlZ0/RI8ilpE0kTJF0v6b8kDe+hejeQdKakGyX9XVJIOrVO7Psl3SxpgaQXJV0tabs6sUdIekTSEkmzJI2TNLgibqikyZLmSVok6Q5Je9Wpc2TevijHT5Y0tKEXwMzMzKyf6VLyKelsSU+UytYH7gGOA/YFDgNul7RDD7RvCPBl0olM17bTrh2B6cBawGeAQ4B3An+Q9P/bu/9Yu+v6juPPNy3YW8AJF9DtbjrtNTa2zZwJwpiJGDEDxGGZ0+kwsjgNwTX9wzoIklRLa7DGDWjEPyTWbEZdQJDBEHRYCG7IsKO/cEWOOlxaSmlvsPX2h21574/v97RfTs+9tz9Ov+fcc5+P5Obc8/m+v5/zOZCbvvL5fj+f79kttZ+h2IP0LuDPKDbEvx74ckvdK4CHgHcBC4HLgeeBByLiHS217wC+Vx6/vKy/CHio7EeSJEkc/T2fFwDfbmn7O+D1wD8CnwPeDHwHuA74m+Mc37PAGZmZEXEW8Ldj1C2hWOx0WWbuAIiI1cAzwCLg2rJtELgB+GpmXl+e+3A567k0Im7OzJ+W7R8D5gIXZOZj5fmrgLXAcuC8yud/EfgZ8P7M3F/W/hL4D4og/JXj+88gSZLUH472svsbgJ+0tL0XeAH4+8zckZk/Bv4BuPB4B5el8WoiYjpwGfCdZvAsz30WWAXMr5RfDMwAVrZ0sxII4H2VtvnA083gWfa5H/gG8LaIGCo/fwg4F/jnZvAsa/+TIpBWP1+SJGlKO9qZz1cBzzXflMHvXOC7mXmgUvck8LvHP7wjMgsYANa1ObYOeHdEzMjMPRQzmQDrq0WZ+VxEbKscp/z9C4rvcAAADuRJREFU0TH6BJgDbKqcM9bn/+l4gy/vCz27pXnWeOdIkiRNVkcbPp/n5aHyrcDJHD4b+hLFZfA6DJavI22OjVDMaJ5BEZoHgb2ZOTpG7WDl/eA4fVY/d6LPH2zTXnUNsHiCGkmSpL5wtJfdVwMfj4go3/81kBQLc6pmU5khrcl4l+dzjN8n6qMTtePeNkCx4Gluy8/lE5wjSZI0KR3tzOcXKBbRPF1epj4feDQz/7ul7r0UK+DrsL18bTfDeCZF+HuxUjsjImZm5q42tatb+h2rTzg00znR57ebET0oM7cCW6tth7K9JElSfzmqmc/MfJxiVm4zcDpwOy0LaiLiNcDvA/d0aIwT+TmwG5jX5tg8oFHe7wmH7vV8WW055rOADZXm9eP0SaV2Q0t7a+2GNu2SJElT0lFvMp+Z/5aZF2bmvMz8RGaOtBzfkpl/lJl3dm6Y445nP3AvcEVEnN5sj4jXAu+k2M+z6QFgD3BVSzdXUcyQVvcSvRuYHREHt1QqF1hdCTyemZvLz98E/BdwZURMq9SeD7yp5fMlSZKmtGN+tntdIuIS4FSKmVaAN0fE+8vf7y8vny+muMx/X0TcRLGd0hJgG/ClZl+ZORIRS4EbI2IE+D7Fav3PArdX9vgE+BrwSeCOiLiO4tL4NRSB8qKWYV4L/KCsvQ04B7iJYtazdVsnSZKkKavnwyfFBu2vq7z/y/IHis3t/zczN0bEhRT3pN4J7Ad+CCzKzBeqnWXmsojYSREsFwFbKILispa6veWjNJcDK4CZwBrgksx8pKX24Yi4lCLw3gvsAu4DPp2Zda36lyRJ6nk9Hz4z8w+PsG41h89IjlV7K3DrEdQ9D3z0CPv8AcXspyRJksZw1Pd8SpIkScfK8ClJkqTaGD4lSZJUG8OnJEmSamP4lCRJUm0Mn5IkSaqN4VOSJEm1MXxKkiSpNoZPSZIk1cbwKUmSpNr0/OM11X9WrFhBo9Ho9jCkKaf5d9doNFi4cGGXRyNNPcPDwyxYsKDbw+g6w6dq12g0WLt2bbeHIU1Zo6Oj/g1K6hrDp7omp53CgZlndnsY0pRx0p4dxEv7yJNO5qUZr+z2cKQpY9quEeLAb7s9jJ5h+FTXHJh5JrtnX9rtYUiSdEINbLyf6Tu3dHsYPcMFR5IkSaqN4VOSJEm1MXxKkiSpNoZPSZIk1cbwKUmSpNoYPiVJklQbw6ckSZJqY/iUJElSbfoifEbEhRGRY/yc31L71oj494j4TUS8GBF3RcQbxuh3QURsjIi9EfHLiFgcESe3qTsnIr4eEdsiYldEPBYR7zpR31eSJGmy6rcnHF0PrGpp29D8JSJmAw8Da4APADOAJcCjEfGWzHyhUvsZ4EbgJuD7wLnAUmAI+ESl7hXAQ8CrgIXAVuCTwAMRcVFmPtLZryhJkjR59Vv4fCYzfzzO8SXAXuCyzNwBEBGrgWeARcC1ZdsgcAPw1cy8vjz34XLWc2lE3JyZPy3bPwbMBS7IzMfK81cBa4HlwHmd/IKSJEmTWV9cdj8SETEduAz4TjN4AmTmsxSzpfMr5RdTzIqubOlmJRDA+ypt84Gnm8Gz7HM/8A3gbREx1MnvIUmSNJn1W/j8ckTsj4gdEfFgRLy9cmwWMACsa3PeOmA4ImaU7+eWr+urRZn5HLCtcrxZO1afAHPGG3B5v+ic6k85VkmSpL7TL5fdfw3cQnE/53ZgGPg0xaXy92Tmg8BgWTvS5vwRihnNM4Dnytq9mTk6Ru1g5f3gOH3SUtvONcDiCWokSZL6Ql+Ez8x8Eniy0vRoRNxNMXO5HHiwWj5eV8dQd7S1rW4D7mhpmwXcM8F5kiRJk05fhM92MvPFiLgPuDoiBihmRKH9TOSZFCHxxfL9dmBGRMzMzF1taldX3m8fp09oPytaHedWihXyB0XEeKdIkiRNWv12z2erZopL4OfAbmBem7p5QCMz95Tv11faD3UW8RrgLCrbN5W1Y/VJS60kSdKU1rfhMyLOoFjdviYz95Qr0O8FroiI0yt1rwXeCdxVOf0BYA9wVUu3V1EE2e9W2u4GZkfEwS2VypX1VwKPZ+bmTn0nSZKkya4vLrtHxDeBXwE/oViN/kbgU8CreXmAXAw8AdwXETdxaJP5bcCXmkWZORIRS4EbI2KEQ5vMfxa4vbLHJ8DXKDaVvyMirqO4hH4N8Cbgok5/V0mSpMmsL8InxbZGHwSuBk6juM/yR8BHMvOJZlFmboyIC4EvAHcC+4EfAouqTzcqa5dFxE6KYLkI2ELxtKNlLXV7y0dpLgdWADMpnqB0iU83kiRJerm+CJ+ZeRNFMDyS2tUc4YxkZt4K3HoEdc8DHz2SPiVJkqayvr3nU5IkSb3H8ClJkqTaGD4lSZJUG8OnJEmSamP4lCRJUm36YrW7JpdNmzYBMG3XdgY23t/l0UiSdGJN21U84bv5799UZ/hU7Xbv3g1AHNjH9J1bujwaSZLq0fz3b6ozfKp2AwMDjI6OktNO5sDMwW4PR5KkE2raru3EgX0MDAx0eyg9wfCp2g0NDbFt2zYOzBxk9+xLuz0cSZJOqIGN9zN95xaGhoa6PZSe4IIjSZIk1cbwKUmSpNoYPiVJklQbw6ckSZJqY/iUJElSbQyfkiRJqo3hU5IkSbUxfEqSJKk2hk9JkiTVxvApSZKk2hg+JUmSVBvDpyRJkmpj+JQkSVJtDJ8dEhGnRcTNEbE5IvZExJqI+Ktuj0uSJKmXTO/2APrIXcC5wHXAz4APA9+KiJMy85tdHZkkSVKPMHx2QERcCrwb+HBmfqtsXhURrwO+GBH/kpkHujdCSZKk3uBl986YD/wGuKOlfSXwe8B5tY9IkiSpBxk+O2Mu8D+Zub+lfV3luCRJ0pTnZffOGAR+0aZ9pHK8rYg4Bzi7pXlWh8YlSZLUUwyfnZPHeOwaYHGHxyJJktSTDJ+dsZ32s5tnlq8jbY413cbh94rOAu7pwLgkSZJ6iuGzM9YDH4qI6S33fc4rXzeMdWJmbgW2VtsiovMjlCRJ6gEuOOqMu4HTgL9oaf8osBl4vPYRSZIk9SBnPjsgM78XET8AvhIRrwQawIeAi4Er3eNTkiSpYPjsnCuAZcASins9NwIfysxvd3VUkiRJPcTw2SGZ+RtgYfkjSZKkNrznU5IkSbUxfEqSJKk2hk9JkiTVxvApSZKk2rjgSF0zbdcIAxvv7/YwpCnjpD07iJf2kSedzEszXtnt4UhTxrRd4z3ocOoxfKpr4sBvmb5zS7eHIU05cWAfJ+3b1e1hSJqiDJ+q3fDwcLeHIE1JjUaD0dFRTj31VP8OpS7w765g+FTtFixY0O0hSFPSwoULWbt2LcPDw9xyyy3dHo6kKcoFR5IkSaqN4VOSJEm1MXxKkiSpNoZPSZIk1cbwKUmSpNoYPiVJklQbw6ckSZJqY/iUJElSbQyfkiRJqo3hU5IkSbUxfEqSJKk2hk9JkiTVxvApSZKk2hg+JUmSVJvp3R7A8YqIC4FVYxz+k8z8cUv9W4HlwPnAfuCHwKLM/EWbvhcAnwReD2wGvg58PjP3tdSdU/Z5GTATWAvckJkPHfMXk3rQihUraDQa3R6GjlHz/12j0WDhwoVdHo2OxfDwMAsWLOj2MKTjMunDZ8X1HB5CN1TfRMRs4GFgDfABYAawBHg0It6SmS9Uaj8D3AjcBHwfOBdYCgwBn6jUvQJ4CHgVsBDYShFYH4iIizLzkc59Ram7Go0Ga9eu7fYwdJxGR0f9/yipa/opfD7TOsvZxhJgL3BZZu4AiIjVwDPAIuDasm0QuAH4amZeX577cEScDCyNiJsz86dl+8eAucAFmflYef4qitnP5cB5nfqCUrcNDw93ewg6Dps2bWL37t0MDAwwNDTU7eHoGPg3qH7QT+FzXBExneKy+D81gydAZj5bhsX5lOETuJhiVnRlSzcrgWXA+4Bm+JwPPN0MnmWf+yPiG8DnI2IoMzediO8k1c3LfZKk49VPC46+HBH7I2JHRDwYEW9vOT4LGADWtTl3HTAcETPK93PL1/XVosx8DthWOd6sHatPgDlH8R0kSZL6Wj/MfP4auIXiXs7twDDwaYrL5O/JzAfLusHydaRNHyNAAGcAz5W1ezNzdIzawcr7wXH6pKX2MOVipbNbmmeNd44kSdJk1VPhc4KV663+ODPXZOaTwJOV9kcj4m6KWcvlwIMt5+U4feYYv49Xd7S1ra4BFk9QI0mS1Bd6KnwCTwMfP8LaX411IDNfjIj7gKsjYiAzd1PMikL7mcgzKULii+X77cCMiJiZmbva1K6uvN8+Tp/Qfla06jbgjpa2WcA9E5wnSZI06fRU+Czvqby9Q91Fs9vy9efAbmBem9p5QCMz95Tv11faHz/YYcRrgLN4+RZO68fpk5baw2TmVortmQ4NPGKMakmSpMmtnxYcHRQRZ1CsbF/TDJSZuR+4F7giIk6v1L4WeCdwV6WLB4A9wFUtXV9FEWa/W2m7G5gdEQe3VCpX1l8JPJ6ZmzvzrSRJkia/npr5PBYR8U2KS/A/oViJ/kbgU8CrOTw8LgaeAO6LiJs4tMn8NuBLzaLMHImIpcCNETHCoU3mPwvcXtnjE+BrFJvK3xER11HMYl4DvAm4qJPfVZIkabKb9OGTYkujDwJXA6dR3GP5I+AjmflEtTAzN5aLmr4A3MnLH6/5QkvtsojYSREsFwFbKJ52tKylbm9EvIticdMKisdrrgEu8elGkiRJLxeZEy3GVt0iYg6wYcOGDcyZ4zahkiSpdz311FPMnTsXYG5mPjVRfV/e8ylJkqTeZPiUJElSbQyfkiRJqk0/LDjqR6cANBqNbo9DkiRpXJW8csqR1LvgqAdFxJ/jE44kSdLkcnlm/utERYbPHhQRvwO8A/g/4LddHo6k/tF8dO/lFE99k6ROOAX4A+CRzPz1RMWGT0maIprbuHGE26FI0onggiNJkiTVxvApSZKk2hg+JUmSVBvDpyRNHS8AnytfJakrXHAkSZKk2jjzKUmSpNoYPiVJklQbw6ckSZJqY/iUJElSbQyfkiRJqo3hU5IkSbUxfEqSJKk2hk9JkiTVxvApSZKk2hg+JUmSVJv/B1I2/wrSZuZiAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "outlier_quitado = (df.suma_declarada_bolsa_argentina != 99999)\n", + "los_que_operan = df[(df.suma_declarada_bolsa_argentina != 0) & outlier_quitado]\n", + "plt.title(\"Distribución de sumas declaradas en la bolsa\")\n", + "sns.boxplot(\n", + " data=los_que_operan,\n", + " y='suma_declarada_bolsa_argentina',\n", + ")\n", + "plt.yticks(np.arange(-5000,50000,5000))\n", + "plt.ylabel(\"Suma declarada\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "18162bc0", + "metadata": {}, + "source": [ + "En primer lugar, lo que se observa es que no hay grandisimas ganancias (si los valores estan en pesos) por parte de los bolseros. En segundo Lugar, tampoco pareciera haber muchas perdidas. Si se pueden observar algunos casos excepcionales (outliers) de personas que realmente logran triunfar con sus inversiones" + ] + }, + { + "cell_type": "markdown", + "id": "da361107", + "metadata": {}, + "source": [ + "## ¿Hay algún estado marital que favorezca el interés por operar en la bolsa?" + ] + }, + { + "cell_type": "markdown", + "id": "1e4ea439", + "metadata": {}, + "source": [ + "Por nuestra propia experiencia, muchos solteros/as acuden a la bolsa al no tener en donde invertir sus ahorros (y además poder ahorrar más). Veamos si esto es asi" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "f4e2fde1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['declaro_actividad_en_bolsa'] = df['suma_declarada_bolsa_argentina'] != 0\n", + "df['declaro_actividad_en_bolsa'].replace(False,0)\n", + "\n", + "plt.figure(dpi = (100))\n", + "sns.countplot(\n", + " data=df, x='rol_familiar_registrado', hue='declaro_actividad_en_bolsa'\n", + ")\n", + "plt.legend(labels=['No','Si'],title='Opera en la bolsa')\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\" \")\n", + "plt.title(\"Cantidad de encuestados por rol familiar\\n según si opera en la bolsa \")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "447b200b", + "metadata": {}, + "source": [ + "Contrariamente a lo pensado, el mayor porcentaje de inversores en la bolsa se da en gente casada. Sin embargo, al momento de observar a quienes tienen hijos, se ve una disminución muy fuerte de gente inviertiendo en la bolsa. Esto puede deberse a que quizás, la gente prefiere tener el dinero ahorrado, sin generar interés pero también sin generar una posible perdida" + ] + }, + { + "cell_type": "markdown", + "id": "7dd8e9ee", + "metadata": {}, + "source": [ + "## Tener alto valor adqusitivo ¿Sinónimo de operar en la bolsa?" + ] + }, + { + "cell_type": "markdown", + "id": "1e2b6653", + "metadata": {}, + "source": [ + "Dijimos en la introducción a este segmento, que mucha gente recurre a la bolsa por tener capacidad de ahorro y no querer tener inmovilizado ese dinero. Grafiquemos" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "c9b143f3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['declaro_actividad_en_bolsa'] = df['suma_declarada_bolsa_argentina'] != 0\n", + "df['declaro_actividad_en_bolsa'].replace(False,0)\n", + "\n", + "plt.figure(dpi = (100))\n", + "sns.countplot(\n", + " data=df, x='tiene_alto_valor_adquisitivo', hue='declaro_actividad_en_bolsa'\n", + ")\n", + "plt.legend(labels=['No','Si'],title='Opera en la bolsa')\n", + "plt.ylabel(\"Cantidad\")\n", + "plt.xlabel(\"Valor adquisitivo\")\n", + "plt.title(\"Cantidad de encuestados por valor adquisitivo y bolsa\")\n", + "plt.xticks([False, True], [\"Bajo\", \"Alto\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b6f34897", + "metadata": {}, + "source": [ + "Se observa una mayor tendencia a operar en la bolsa por parte de contribuyentes de altos ingresos, más del 30% tiene alguna suma declarada. La tendencia disminuye drásticamente para contribuyentes de bajos ingresos. ¿Y si una de las claves del éxito esta en las acciones? Prosigamos " + ] + }, + { + "cell_type": "markdown", + "id": "fa96d477", + "metadata": {}, + "source": [ + "### Tienen alto poder adquisitivo y operan en la bolsa ¿Ganan?" + ] + }, + { + "cell_type": "markdown", + "id": "b0110816", + "metadata": {}, + "source": [ + "Veamos la distribución" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "c24342f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "outlier_quitado = (df.suma_declarada_bolsa_argentina != 99999)\n", + "\n", + "los_que_operan_y_alto = df[(df.suma_declarada_bolsa_argentina != 0) & (df.tiene_alto_valor_adquisitivo == 1) & outlier_quitado]\n", + "plt.title(\"Distribución de sumas de alto valor adqusitivo\\ndeclaradas en la bolsa\")\n", + "sns.boxplot(\n", + " data=los_que_operan_y_alto,\n", + " y='suma_declarada_bolsa_argentina',\n", + ")\n", + "plt.yticks(np.arange(-5000,35000,5000))\n", + "plt.ylabel(\"Suma declarada\")\n", + "plt.grid(b = True, color ='grey', linestyle ='-.', linewidth = 0.5, alpha = 0.8)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7bc678e7", + "metadata": {}, + "source": [ + "Notable, un alto porcentaje de quienes tienen altos ingresos ganan en la bolsa. Pero bueno, esto en sí no nos dice mucho, veamos la otra cara de la moneda\n" + ] + }, + { + "cell_type": "markdown", + "id": "7e2a4466", + "metadata": {}, + "source": [ + "### Tienen bajo poder adquisitivo y operan en la bolsa ¿Pierden?" + ] + }, + { + "cell_type": "markdown", + "id": "45978939", + "metadata": {}, + "source": [ + "Grafiquemos" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "e0046436", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "los_que_operan_y_bajo = df[(df.suma_declarada_bolsa_argentina != 0) & (df.tiene_alto_valor_adquisitivo == 0)]\n", + "plt.title(\"Distribución de sumas de bajo valor adqusitivo\\ndeclaradas en la bolsa\")\n", + "sns.boxplot(\n", + " data=los_que_operan_y_bajo,\n", + " y='suma_declarada_bolsa_argentina',\n", + ")\n", + "plt.yticks(np.arange(0,50000,5000))\n", + "plt.ylabel(\"Suma declarada\")\n", + "plt.grid(b = True, color ='grey', linestyle ='-.', linewidth = 0.5, alpha = 0.8)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6c8341b2", + "metadata": {}, + "source": [ + "Es notable, la gran diferencia se ve en los montos que ganan los de bajo poder adquisitivo. Basta comparar el máximo aquí con el del gráfico anterior. Mención especial a unos pocos outliers" + ] + }, + { + "cell_type": "markdown", + "id": "ffc0a9d2", + "metadata": {}, + "source": [ + "Bueno, hasta aquí con la bolsa. Ya hablamos de varias cosas y si bien en el camino fuimos recolectando información al respecto, llego la hora de ir al grano" + ] + }, + { + "cell_type": "markdown", + "id": "1a82d634", + "metadata": {}, + "source": [ + "# Los ricos no piden permiso" + ] + }, + { + "cell_type": "markdown", + "id": "66206e6c", + "metadata": {}, + "source": [ + "Venimos de identificar una interesante relación entre el alto valor adquisitivo y la bolsa. Ya habiamos visto antes la influencia de la edad, del género, de la educación e incluso los trabajos que son propensos a tener más dinero. Profundizemos" + ] + }, + { + "cell_type": "markdown", + "id": "bbca10ac", + "metadata": {}, + "source": [ + "## Sector público vs Sector privado ¿Afecta la categoría de trabajo al nivel de ingresos?" + ] + }, + { + "cell_type": "markdown", + "id": "f73e480d", + "metadata": {}, + "source": [ + "Algunos sostienen que en el Estado se gana más, pero hemos escuchado que el sector privado aún se mantiene fuerte. ¿Será mejor estar en relación de dependencia? ¿O mejor ser monotributista/responsable inscripto? Grafiquemos, teniendo en cuenta también el trabajo" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "338db039", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "pivoted_years = pd.pivot_table(\n", + " data = df, \n", + " index ='trabajo', \n", + " values = 'tiene_alto_valor_adquisitivo', \n", + " columns = 'categoria_de_trabajo',\n", + ")\n", + "pivoted_years.sort_index(ascending = False, inplace = True)\n", + "pivoted_years = pivoted_years.replace(np.nan,0)\n", + "g = sns.heatmap(pivoted_years, cmap=\"Wistia\", linewidths=.9)\n", + "g.set_ylabel(\"\")\n", + "g.set_xlabel(\"\")\n", + "g.set_title(\"Proporcion alto valor adquisitivo\\nsegun trabajo y categoria de trabajo\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3cef8089", + "metadata": {}, + "source": [ + "La categoria que pareciera presentar más contribuyentes de altos ingresos pareciera ser responsable inscripto. También, en los trabajos que ya habiamos identificado como importantes, independentiemente de la categoria de trabajo, observamos tendencia a calificar como de altos ingresos " + ] + }, + { + "cell_type": "markdown", + "id": "d74dccc6", + "metadata": {}, + "source": [ + "## La religión ¿Determinante?" + ] + }, + { + "cell_type": "markdown", + "id": "8dbf9d93", + "metadata": {}, + "source": [ + "Aún no habiamos introducido esta variable, grafiquemos su distribución" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "a5b6ddb3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(dpi = 120)\n", + "g = sns.countplot(y=\"religion\", data=df, color=\"g\")\n", + "g.set_ylabel(\"\")\n", + "g.set_xlabel(\"Cantidad\")\n", + "plt.xticks(np.arange(0,30000,5000))\n", + "plt.title(\"Cantidad contribuyentes por religión\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0b3b317a", + "metadata": {}, + "source": [ + "Interesante... la gran mayoria de contribuyentes es cristiano. Ahora si, veamos si esto influye " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "8db3f0ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi = 120)\n", + "\n", + "bar_plot = sns.barplot(\n", + " data=df.groupby(\"religion\").agg({'tiene_alto_valor_adquisitivo': 'mean'}).reset_index(),\n", + " x='religion',\n", + " y=\"tiene_alto_valor_adquisitivo\",color=\"#FF7208\"\n", + ")\n", + "\n", + "bar_plot.set_xlabel(\"Religion\")\n", + "bar_plot.set_ylabel(\"Proporción \")\n", + "bar_plot.set_title(\"Proporción de Alto Valor Adquisitivo declarado\\npor Religión\")\n", + "bar_plot.set_yticks(np.arange(0,0.35, 0.05))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2e2fc344", + "metadata": {}, + "source": [ + "Percibimos que solamente en el judaismo y en el ateismo se modifica la tendencia general respecto a los ingresos. Aún asi, no pareciera ser un factor determinante la religión" + ] + }, + { + "cell_type": "markdown", + "id": "2ef3331d", + "metadata": {}, + "source": [ + "## Casarse ¿Implica mayores chances?" + ] + }, + { + "cell_type": "markdown", + "id": "53801f89", + "metadata": {}, + "source": [ + "Habiamos visto que los casados invertian considerablemente en la bolsa, ¿Qué sucede con sus ingresos? " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "62a60b59", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=110)\n", + "\n", + "ax = sns.histplot(\n", + " df,\n", + " y='estado_marital',\n", + " hue='tiene_alto_valor_adquisitivo',\n", + " multiple='fill',\n", + " palette= ['#D17049', \"#89D15E\"],\n", + " edgecolor='white')\n", + "\n", + "ax.set_title('Proporción de valor adquisitivo por estado marital')\n", + "ax.set_xlabel(\"Proporción\")\n", + "ax.set_ylabel(\"\")\n", + "\n", + "leg = ax.get_legend()\n", + "leg.set_title(\"Valor adquisitivo\")\n", + "labs = leg.texts\n", + "labs[0].set_text(\"Bajo\")\n", + "labs[1].set_text(\"Alto\") \n", + "plt.xticks(np.arange(0,1.1,0.1))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9f803841", + "metadata": {}, + "source": [ + "El gráfico es claro, estar en un matrimonio pareciera favorecer el valor adquisitivo" + ] + }, + { + "cell_type": "markdown", + "id": "f0695f77", + "metadata": {}, + "source": [ + "### Profundizando" + ] + }, + { + "cell_type": "markdown", + "id": "147868db", + "metadata": {}, + "source": [ + "Vimos que estar en matrimonio es una condición favorable a tener alto valor adquisitivo. También, sabiamos que los años estudiados y los trabajos eran factores determinantes. Veamos si trabajando en el subespacio de gente que contrajo matrimonio civil podemos hayar mas información" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "6a5cc2d0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=120)\n", + "pf = df[df.estado_marital == 'matrimonio_civil']\n", + "pivoted_years = pd.pivot_table(\n", + " data = pf, \n", + " index ='Anios estudiados generalizada', \n", + " values = 'tiene_alto_valor_adquisitivo', \n", + " columns = 'trabajo',\n", + ")\n", + "pivoted_years.sort_index(ascending = False, inplace = True)\n", + "pivoted_years = pivoted_years.replace(np.nan,0)\n", + "g = sns.heatmap(pivoted_years, cmap=\"Wistia\", linewidths=.9)\n", + "g.set_ylabel(\"\")\n", + "g.set_xlabel(\"\")\n", + "g.set_title(\"\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "15109e9f", + "metadata": {}, + "source": [ + "Los resultados son claros, en la gran mayoria de personas que estudiaron 17 o más años y esta casada, se observa una tendencia a tener un alto valor adquisitivo" + ] + }, + { + "cell_type": "markdown", + "id": "2089ffba", + "metadata": {}, + "source": [ + "# Baseline" + ] + }, + { + "cell_type": "markdown", + "id": "9de11055", + "metadata": {}, + "source": [ + "En base a todo lo desarrollado anteriormente, desarrollamos el baseline pedido" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "ec6db45f", + "metadata": {}, + "outputs": [], + "source": [ + "df_cleaned = pd.read_csv(\"fiufip_dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "712a907b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 84.1528\n" + ] + } + ], + "source": [ + "def baseline(df: pd.DataFrame): #-> List[int]\n", + " #Condiciones\n", + " bolsa = df_cleaned.ganancia_perdida_declarada_bolsa_argentina > 7000 # 6.3.1/6.3.2\n", + " anios_estudiados = df_cleaned.anios_estudiados > 16 # 7.3.1\n", + " matrimonio_civil = df_cleaned.estado_marital == 'matrimonio_civil' # 7.3.1 \n", + " \n", + " predict_final = (bolsa) | (anios_estudiados & matrimonio_civil) \n", + "\n", + " return list(predict_final.replace(True,1))\n", + " \n", + "df_prediction = baseline(df_cleaned)\n", + "print('Accuracy:', accuracy_score(df_cleaned.tiene_alto_valor_adquisitivo, df_prediction).round(6)*100)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.2" + }, + "toc-autonumbering": true, + "toc-showmarkdowntxt": false, + "toc-showtags": false + }, + "nbformat": 4, + "nbformat_minor": 5 +}