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@rooterkyberian
Created December 15, 2020 23:12
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poland_deaths_by_week_eurostat.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "poland_deaths_by_week_eurostat.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMtTMquV2bqSYEbdYCtcWhz",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/rooterkyberian/5ccbf3b201edeed4a8bd9e9d4aaa8745/poland_deaths_by_week_eurostat.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "5DWpcd9vtPcd"
},
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import requests\n",
"import dateutil.parser"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "XxPAPysltTix"
},
"source": [
"csv_url = \"https://ec.europa.eu/eurostat/databrowser-backend/api/extraction/1.0/LIVE/true/csv/DEMO_R_MWK3_T\"\n",
"with requests.get(csv_url, stream=True) as csv_response:\n",
" original_df = pd.read_csv(csv_response.raw, dtype=np.str)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Z4J-H4_ip0Qz"
},
"source": [
"df = original_df\n",
"# remove -W99 virtual weeks\n",
"df = df.drop(columns=[c for c in df.columns if c.strip().endswith(\"-W99\")])\n",
"\n",
"# extract freq,unit,geo columns\n",
"header_col = df.columns[0]\n",
"raw_col_names, time_col = header_col.split('\\\\')\n",
"splitted_col_names = raw_col_names.split(';')\n",
"assert splitted_col_names == [\"freq\", \"unit\", \"geo\"]\n",
"df[splitted_col_names] = df[header_col].str.split(';').tolist()\n",
"df.rename(columns={header_col: time_col}, inplace=True)\n",
"\n",
"df = df.query('freq == \"W\" & unit == \"NR\"') # only weekly numbers\n",
"df = df[df[\"geo\"].map(lambda name: len(name) < 3)] # only NUTS-1 countries\n",
"df = df.drop(columns=[\"freq\", \"unit\", time_col])\n",
"df.set_index(\"geo\", inplace=True)\n",
"\n",
"from typing import Union, Optional\n",
"def to_number(v: Union[str, int, float]) -> Optional[int]:\n",
" \"\"\"\n",
" https://ec.europa.eu/eurostat/databrowser/view/demo_r_mwk3_t/default/table?lang=en\n",
" \"\"\"\n",
" v = v.strip()\n",
" if v != ':':\n",
" num, _, flag = v.partition(' ')\n",
" return int(num)\n",
"\n",
"df = df.apply(lambda series: series.apply(to_number) )"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "-0S9o-3wtn83",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 592
},
"outputId": "81da6453-3b4a-49fb-a3fc-e1bc6dba3ef8"
},
"source": [
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = [20, 10]\n",
"df.query(\"geo == 'PL'\").T.plot();"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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