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May 24, 2021 16:06
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2021-Lugar-defuncion.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "2021-Lugar-defuncion.ipynb", | |
"provenance": [], | |
"authorship_tag": "ABX9TyOjxtjTClMaO8amuj/ztnlZ", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/61552a122fc01279cce246d51b7e572a/2021-lugar-defuncion.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "jEC7ZCZCDeOw" | |
}, | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"plt.rcParams.update({'xtick.labelsize' : 15,\n", | |
" 'ytick.labelsize' : 15})" | |
], | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "2F26adNhDtZ1" | |
}, | |
"source": [ | |
"# Web scrapping\n", | |
"import requests\n", | |
"from bs4 import BeautifulSoup\n", | |
"import lxml.html as lh" | |
], | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "cM4ULsXGDw03" | |
}, | |
"source": [ | |
"# Página wikipedia con las comunas de la conurbación de Santiago\n", | |
"url = \"https://es.wikipedia.org/wiki/Anexo:Comunas_de_Santiago_de_Chile#Comunas_del_%C3%A1rea_metropolitana\"" | |
], | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "i8quSqVLD5Lm" | |
}, | |
"source": [ | |
"res = requests.get(url).text\n", | |
"soup = BeautifulSoup(res,'lxml')\n", | |
"soup.prettify()\n", | |
"\n", | |
"table = soup.findAll('table',{'class':'wikitable sortable'})[2].find_all('tr')[1:]" | |
], | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "9M8wcAKaD8Mu" | |
}, | |
"source": [ | |
"# Comunas de la conurbación de Santiago\n", | |
"lista = [items.find_all(['th','td'])[0].text for items in table]" | |
], | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "QYbS3MXWEJYt" | |
}, | |
"source": [ | |
"# Obtener datos DEIS\n", | |
"!wget -q http://deis.minsal.cl/wp-content/uploads/2021/05/DEFUNCIONES_FUENTE_DEIS_2016_2021_20052021.zip" | |
], | |
"execution_count": 6, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Za7sK25PEZ9_", | |
"outputId": "ecee4c19-f37a-4d91-e83e-e82dba739322" | |
}, | |
"source": [ | |
"!unzip -q DEFUNCIONES_FUENTE_DEIS_2016_2021_20052021.zip" | |
], | |
"execution_count": 7, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"replace DEFUNCIONES_FUENTE_DEIS_2016_2021_20052021.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: N\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "_8Efc31hEgTP" | |
}, | |
"source": [ | |
"data_raw = pd.read_csv(\"DEFUNCIONES_FUENTE_DEIS_2016_2021_20052021.csv\", \n", | |
" header=None,\n", | |
" names=[\"año\", \"fecha\", \"genero\", \"edad_tipo\", \"edad\", \"comuna_codigo\", \"comuna\", \"region\", \"c_causa_detalle\", \"c_capitulo\", \"causa\", \"Unnamed: 11\",\"Unnamed: 12\",\"c_causa\",\"Unnamed: 14\",\"Unnamed: 15\",\"causa_1\", \"Unnamed: 17\", \"Unnamed: 18\", \"Unnamed: 19\", \"Unnamed: 20\", \"Unnamed: 21\", \"Unnamed: 22\", \"Unnamed: 23\", \"Unnamed: 24\", \"Unnamed: 25\", \"lugar_defuncion\"],\n", | |
" encoding='iso-8859-1', sep=\";\")" | |
], | |
"execution_count": 8, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "dbUUs3kLEmDj" | |
}, | |
"source": [ | |
"data_RM = data_raw.query(\"region == 'Metropolitana de Santiago' & c_causa == 'U07'\")" | |
], | |
"execution_count": 9, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "NWcYYWkqEqmp" | |
}, | |
"source": [ | |
"data = data_RM.groupby([\"comuna\", \"lugar_defuncion\"]).count().reset_index()[[\"comuna\", \"lugar_defuncion\", \"genero\"]]" | |
], | |
"execution_count": 10, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "JfRnnJcMEua4" | |
}, | |
"source": [ | |
"data = data.pivot(index=\"comuna\", columns=\"lugar_defuncion\", values=\"genero\")" | |
], | |
"execution_count": 11, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "yBRWCKp1ExHc" | |
}, | |
"source": [ | |
"data[\"Total\"]=data.sum(axis=1)" | |
], | |
"execution_count": 12, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "jBGAfW75E0J3" | |
}, | |
"source": [ | |
"data[\"% Hospital o Clínica\"] = 100*data[\"Hospital o Clínica\"]/data[\"Total\"]\n", | |
"data[\"% Casa habitación\"] = 100*data[\"Casa habitación\"]/data[\"Total\"]\n", | |
"data[\"% Otro\"] = 100*data[\"Otro\"]/data[\"Total\"]" | |
], | |
"execution_count": 13, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "FBvNOsipE7h4" | |
}, | |
"source": [ | |
"data = data.loc[lista].sort_values(by=\"% Hospital o Clínica\")" | |
], | |
"execution_count": 14, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 820 | |
}, | |
"id": "aQfKQ0oVE_s-", | |
"outputId": "d7fdc3e3-28cc-4bbd-fa24-20210027061e" | |
}, | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,13))\n", | |
"data[[\"% Hospital o Clínica\", '% Casa habitación', '% Otro']].plot.barh(stacked=True, ax=ax)\n", | |
"ax.set_xlim(0,100)\n", | |
"ax.set_xticks([20*i for i in range(6)])\n", | |
"ax.set_xticklabels([f\"{20*i}%\" for i in range(6)])\n", | |
"ax.set_ylabel(\"\", fontsize=15)\n", | |
"ax.legend(fontsize=15)\n", | |
"plt.title(f\"Lugar donde ocurre la defunción para defunciones causa COVID-19 (en %)\", fontsize=15)\n", | |
"plt.annotate('Fuente: Elaboración propia en base a datos del DEIS\\nAutor: @alonsosilva', (0,0), (-60,-30), xycoords='axes fraction', textcoords='offset points', va='top', fontsize=15)\n", | |
"plt.show()" | |
], | |
"execution_count": 15, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x936 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
} | |
] | |
} |
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