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Last active August 19, 2021 11:15
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poland_deaths_by_week.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "poland_deaths_by_week.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyOgfXmUYbKpIlbGIyjJuGUV",
"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/e9a08e507e28061adc629dea515ac2b1/poland_deaths_by_week.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 requests\n",
"import dateutil.parser"
],
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "XxPAPysltTix"
},
"source": [
"resources = requests.get(\"https://api.dane.gov.pl/1.4/datasets/1953,liczba-zgonow-zarejestrowanych-w-rejestrze-stanu-cywilnego/resources\").json()\n",
"dataset_metadata = next(metadata for metadata in resources[\"data\"] if metadata[\"attributes\"][\"title\"] == \"Liczba zgonów zarejestrowanych w Rejestrze Stanu Cywilnego w okresie od 1 września 2015 r. - dane tygodniowe\")\n",
"\n",
"data_timestamp = dateutil.parser.parse(dataset_metadata[\"attributes\"][\"data_date\"])\n",
"url = dataset_metadata[\"attributes\"][\"link\"]\n",
"with requests.get(url, stream=True) as response:\n",
" raw = response.raw\n",
" raw.seek = lambda i: None # xlsx reader calls seek(0) as very first thing\n",
" df = pd.read_excel(raw)\n",
"df = df.set_index(\"Nr tygodnia\")\n",
"df.columns = map(int, df.columns)"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "-0S9o-3wtn83",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "9b119032-4924-4a82-e5f0-a1a015a18682"
},
"source": [
"# remove week at which data was last updated since its not concluded thus incomplete\n",
"year, current_week, _ = data_timestamp.isocalendar()\n",
"try:\n",
" df[year][current_week] = None\n",
" df[year][current_week-1] = None\n",
"except KeyError as e:\n",
" print(repr(e))"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" after removing the cwd from sys.path.\n",
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \"\"\"\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 279
},
"id": "QoE4tLzqtoX2",
"outputId": "fa8a93fa-5918-4eb0-bc86-b79a6b6c4798"
},
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"f = plt.figure()\n",
"ax = df.plot.line(style='.-', ax=f.gca())\n",
"plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n",
"ax.set_xlabel(\"Week\")\n",
"ax.set_ylabel(\"Deaths\");"
],
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
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