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@quantumjim
Created October 22, 2020 10:28
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COVID pie chart
demographics = {'ZH': 1520968,
'BE': 1034977,
'VD': 799145,
'AG': 678207,
'SG': 507697,
'GE': 495249,
'LU': 409557,
'TI': 353343,
'VS': 343955,
'FR': 318714,
'BL': 288132,
'TG': 276472,
'SO': 273194,
'GR': 198379,
'BS': 194766,
'NE': 177964,
'SZ': 159165,
'ZG': 126837,
'SH': 81991,
'JU': 73419,
'AR': 55234,
'NW': 43223,
'GL': 40403,
'OW': 37841,
'UR': 36433,
'AI': 16145,
'CH': 8541410}
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this notebook I take some of the data visualized on [this website](https://www.corona-data.ch/) and make a pie chart of my own. It shows the per capita number of new cases for each canton, averaged over the last week."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import json\n",
"from datetime import datetime, timedelta\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To analyse data, we need data!\n",
"\n",
"The daily case data is from [here](https://github.com/daenuprobst/covid19-cases-switzerland/blob/master/covid19_cases_switzerland_openzh.json), and needs to be manually upated. It is loaded as `data`, where `data[canton][date]` gives the case number for the given canton on the given date.\n",
"\n",
"The demographics data was derived from that [here](https://github.com/daenuprobst/covid19-cases-switzerland/blob/master/demographics.csv)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"with open('covid19_cases_switzerland_openzh.json') as json_file:\n",
" data = json.load(json_file)\n",
" \n",
"from demographics import demographics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also need the dates for the time interval that we will analyze. The list `week` is a list of dates (expressed as strings in the format used by `data`). The date at `week[0]` is the day `offset` days ago, and `week[7]` being eight days prior. Using `offset=1`, the most recent date used is yesterday."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"offset = 1\n",
"week = [str(datetime.today()-timedelta(days=offset+j))[0:10] for j in range(8)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now calculate `av_new_per_capita`, where `av_new_per_capita[canton]` is the average number of new cases per day per capita for that canton. The per capita value is calculated per `min_pop`.\n",
"\n",
"The calculation is done by finding the maximum and minimum number of cases reported during the range of days given, and dividing this by the number of days between them."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"min_pop = 10000\n",
"\n",
"av_new_per_capita = {}\n",
"for canton in data:\n",
" cases = []\n",
" max_case = 0\n",
" min_case = np.Inf\n",
" for day in week:\n",
" case_num = data[canton][day]\n",
" cases.append(case_num)\n",
" if case_num:\n",
" max_case = max(case_num,max_case)\n",
" min_case = min(case_num,min_case)\n",
" interval = cases.index(min_case)-cases.index(max_case)\n",
" #print(canton,max_case,min_case,interval)\n",
"\n",
" if interval>0:\n",
" av_new_per_capita[canton] = ((max_case-min_case)/interval)*(min_pop/demographics[canton])\n",
" else:\n",
" av_new_per_capita[canton] = 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we take this data and put in on a pie chart."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average number of new cases (per 10,000) over the past week.\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"canton_list = []\n",
"case_list = []\n",
"for canton in av_new_per_capita:\n",
" canton_list.append(canton)\n",
" case_list.append(av_new_per_capita[canton])\n",
"\n",
"plt.rcParams.update({'font.size': 14})\n",
"fig, ax = plt.subplots()\n",
"_,_,texts = ax.pie(case_list,\n",
" labels=canton_list,\n",
" radius=2,startangle=90,counterclock=False, pctdistance=0.9,\n",
" autopct='',\n",
" explode=tuple([0.12]*len(canton_list))\n",
" )\n",
"\n",
"for j, t in enumerate(texts):\n",
" t.set_text(str(round(case_list[j],1)))\n",
" \n",
"print('Average number of new cases (per 10,000) over the past week.')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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