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2021-Defunciones-covid-por-edad.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "2021-Defunciones-covid-por-edad.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNeIFPjaUMRJbw57LrEmi38",
"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/f6cec8de17ec7259144577d6848e9ecb/2021-defunciones-covid-por-edad.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "1FeF0S9_gOCW"
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"plt.style.use(\"bmh\")\n",
"plt.rcParams.update({'xtick.labelsize' : 13,\n",
" 'ytick.labelsize' : 13})"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "hq5P3t5HgRoV"
},
"source": [
"!wget -q http://deis.minsal.cl/wp-content/uploads/2021/06/DEFUNCIONES_FUENTE_DEIS_2016_2021_03062021.zip"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "k9CB2P69gUR1"
},
"source": [
"!unzip -q DEFUNCIONES_FUENTE_DEIS_2016_2021_03062021.zip"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "kyONwNfDgYP4"
},
"source": [
"data_raw = pd.read_csv(\"DEFUNCIONES_FUENTE_DEIS_2016_2021_03062021.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": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "7U7UFNSjgjOR"
},
"source": [
"data_raw[\"edad_tipo\"] = data_raw[\"edad_tipo\"].apply(lambda x: 1 if x==1 else 0)\n",
"data_raw[\"edad\"] = data_raw[\"edad\"]*data_raw[\"edad_tipo\"]"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "RE1MTdGhg05Y"
},
"source": [
"WS = 7\n",
"start_date = \"2020-03-15\"\n",
"end_date = \"2021-05-30\""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "_GiyCSh6gmCh"
},
"source": [
"data1 = data_raw[(data_raw[\"edad\"]>=80) & (data_raw[\"c_causa\"] == 'U07')]\n",
"df1 = data1.groupby([\"fecha\"]).count().reset_index()[[\"fecha\", \"genero\"]]\n",
"df1 = df1.set_index(\"fecha\")\n",
"df1 = df1.rolling(window=WS).mean().dropna()[start_date:end_date]\n",
"df1.index = pd.to_datetime(df1.index)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "A-KmQ4fegx3T"
},
"source": [
"data2 = data_raw[(data_raw[\"edad\"]>=70) & (data_raw[\"edad\"]<80) & (data_raw[\"c_causa\"] == 'U07')]\n",
"df2 = data2.groupby([\"fecha\"]).count().reset_index()[[\"fecha\", \"genero\"]]\n",
"df2 = df2.set_index(\"fecha\")\n",
"df2 = df2.rolling(window=WS).mean().dropna()[start_date:end_date]\n",
"df2.index = pd.to_datetime(df2.index)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ScKKhc2shETW"
},
"source": [
"data3 = data_raw[(data_raw[\"edad\"]>=60) & (data_raw[\"edad\"]<70) & (data_raw[\"c_causa\"] == 'U07')]\n",
"df3 = data3.groupby([\"fecha\"]).count().reset_index()[[\"fecha\", \"genero\"]]\n",
"df3 = df3.set_index(\"fecha\")\n",
"df3 = df3.rolling(window=WS).mean().dropna()[start_date:end_date]\n",
"df3.index = pd.to_datetime(df3.index)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "fUcrPFbBhtza"
},
"source": [
"data4 = data_raw[(data_raw[\"edad\"]>=50) & (data_raw[\"edad\"]<60) & (data_raw[\"c_causa\"] == 'U07')]\n",
"df4 = data4.groupby([\"fecha\"]).count().reset_index()[[\"fecha\", \"genero\"]]\n",
"df4 = df4.set_index(\"fecha\")\n",
"df4 = df4.rolling(window=WS).mean().dropna()[start_date:end_date]\n",
"df4.index = pd.to_datetime(df4.index)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ZNcMFVMAiIep"
},
"source": [
"data5 = data_raw[(data_raw[\"edad\"]>=40) & (data_raw[\"edad\"]<50) & (data_raw[\"c_causa\"] == 'U07')]\n",
"df5 = data5.groupby([\"fecha\"]).count().reset_index()[[\"fecha\", \"genero\"]]\n",
"df5 = df5.set_index(\"fecha\")\n",
"df5 = df5.rolling(window=WS).mean().dropna()[start_date:end_date]\n",
"df5.index = pd.to_datetime(df5.index)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "cBzDoXTOii_b"
},
"source": [
"data6 = data_raw[(data_raw[\"edad\"]<=39) & (data_raw[\"c_causa\"] == 'U07')]\n",
"df6 = data6.groupby([\"fecha\"]).count().reset_index()[[\"fecha\", \"genero\"]]\n",
"df6 = df6.set_index(\"fecha\")\n",
"df6 = df6.rolling(window=WS).mean().dropna()[start_date:end_date]\n",
"df6.index = pd.to_datetime(df6.index)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 541
},
"id": "IFkJyiMDhGfn",
"outputId": "5e5429ee-6014-471d-ad22-77dd30b5f52b"
},
"source": [
"fig, ax = plt.subplots(figsize=(10,8))\n",
"plt.plot(df1, label=\">=80\")\n",
"plt.plot(df2, label=\"70-79\")\n",
"plt.plot(df3, label=\"60-69\")\n",
"plt.plot(df4, label=\"50-59\")\n",
"plt.plot(df5, label=\"40-49\")\n",
"plt.plot(df6, label=\"<=39\")\n",
"plt.legend(fontsize='x-large')\n",
"ax.set_ylim(0,)\n",
"ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
"ax.xaxis.set_minor_locator(mdates.MonthLocator(bymonthday=15))\n",
"ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
"ax.xaxis.set_minor_formatter(mdates.DateFormatter('%h'));\n",
"ax.set_ylabel(\"número de defunciones\")\n",
"ax.set_title(f\"Defunciones causa COVID-19 (promedio móvil 7 días) por grupo etario al {pd.to_datetime(end_date).strftime('%d/%m/%Y')}\")\n",
"plt.annotate('Fuente: Elaboración propia en base a datos del DEIS\\nAutor: @alonsosilva', (0,0), (-20,-30), xycoords='axes fraction', textcoords='offset points', va='top', fontsize=13)\n",
"plt.savefig(f\"{pd.to_datetime('today').strftime('%Y-%m-%d')}-defunciones-covid-edad.svg\", bbox_inches='tight', format='svg')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"id": "CKKz3-XQuZAB",
"outputId": "e73a791d-57be-414e-a2fe-479711621d1e"
},
"source": [
"from google.colab import files\n",
"files.download(f\"{pd.to_datetime('today').strftime('%Y-%m-%d')}-defunciones-covid-edad.svg\") "
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"application/javascript": [
"\n",
" async function download(id, filename, size) {\n",
" if (!google.colab.kernel.accessAllowed) {\n",
" return;\n",
" }\n",
" const div = document.createElement('div');\n",
" const label = document.createElement('label');\n",
" label.textContent = `Downloading \"${filename}\": `;\n",
" div.appendChild(label);\n",
" const progress = document.createElement('progress');\n",
" progress.max = size;\n",
" div.appendChild(progress);\n",
" document.body.appendChild(div);\n",
"\n",
" const buffers = [];\n",
" let downloaded = 0;\n",
"\n",
" const channel = await google.colab.kernel.comms.open(id);\n",
" // Send a message to notify the kernel that we're ready.\n",
" channel.send({})\n",
"\n",
" for await (const message of channel.messages) {\n",
" // Send a message to notify the kernel that we're ready.\n",
" channel.send({})\n",
" if (message.buffers) {\n",
" for (const buffer of message.buffers) {\n",
" buffers.push(buffer);\n",
" downloaded += buffer.byteLength;\n",
" progress.value = downloaded;\n",
" }\n",
" }\n",
" }\n",
" const blob = new Blob(buffers, {type: 'application/binary'});\n",
" const a = document.createElement('a');\n",
" a.href = window.URL.createObjectURL(blob);\n",
" a.download = filename;\n",
" div.appendChild(a);\n",
" a.click();\n",
" div.remove();\n",
" }\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"application/javascript": [
"download(\"download_0ad8c3f0-bc1b-47d7-bea3-f28f79557b9c\", \"2021-06-07-defunciones-covid-edad.svg\", 119531)"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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