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@acarapetis
Last active January 14, 2022 02:39
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quick covid19 log plot
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{
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"id": "e2a3085d",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"COVID_URL = ('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master'\n",
" '/csse_covid_19_data/csse_covid_19_time_series'\n",
" '/time_series_covid19_confirmed_global.csv')\n",
"POP_URL = ('https://raw.githubusercontent.com/datasets/population/master'\n",
" '/data/population.csv')\n",
"COUNTRY_SYNONYMS = {\n",
" 'US': 'United States',\n",
" 'Iran': \"Iran, Islamic Rep.\",\n",
" 'Korea, South': 'Korea, Rep.',\n",
"}\n",
"\n",
"\n",
"# Get cumulative case data\n",
"cases = (\n",
" pd.read_csv(COVID_URL)\n",
" # Cases CSV is broken down into provinces/states, so we need to sum across them:\n",
" .set_index([\"Country/Region\", \"Province/State\"])\n",
" .drop([\"Lat\", \"Long\"], axis=1)\n",
" .astype(float) # All columns other than the four dealt with above are numeric case counts\n",
" .groupby(\"Country/Region\")\n",
" .agg(\"sum\")\n",
" # Now rearrange things so each column is a country's cases:\n",
" .transpose()\n",
")\n",
"# Parse dates:\n",
"cases.index.name = \"Date\"\n",
"cases.index = pd.to_datetime(cases.index, format=\"%m/%d/%y\")\n",
"# Only include countries once they have 50 cases to avoid ugly noise on log plot\n",
"cases.mask(cases < 50, inplace=True)\n",
"\n",
"\n",
"# Get population data so we can compute per-capita case counts\n",
"population = (\n",
" pd.read_csv(POP_URL)\n",
" # CSV includes multiple years of data, so find the most recent for each country\n",
" .sort_values([\"Country Name\", \"Year\"], ascending=False)\n",
" .drop_duplicates(\"Country Name\")\n",
" .set_index(\"Country Name\")\n",
" [\"Value\"].astype(\"float\")\n",
")\n",
"\n",
"# The two data sources use different country names, so we have a manual list of synonyms:\n",
"for k, v in COUNTRY_SYNONYMS.items():\n",
" population[k] = population[v]\n",
"\n",
"per_capita = cases/population"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "8444b7ed",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"fig, ax = plt.subplots(1, figsize=(14,10))\n",
"\n",
"countries = ['Australia',\n",
" 'United Kingdom',\n",
" 'US',\n",
" 'Italy',\n",
" 'Iran',\n",
" 'Singapore',\n",
" 'Korea, South']\n",
"subset = per_capita[countries]\n",
"subset.plot(logy=True, title='Confirmed CoViD-19 cases', grid=True, ax=ax);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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