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@whynotavailable
Created April 4, 2020 01:19
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data I have here is from the CSSEGISandData/COVID-19 repository on github. It's provided by Johns Hopkins University Center for Systems Science and Engineering. They are really great for putting this data set together."
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"plt.ion()\n",
"import pandas as pd\n",
"\n",
"pd.set_option('display.max_rows', None)\n",
"pd.set_option('display.max_columns', None)\n",
"pd.set_option('display.width', None)\n",
"pd.set_option('display.max_colwidth', None)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
"raw = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From a data cleaning perspective, I filtered down to the country I care about. Removed columns I didn't need and transpose to make it easier. An annoying side effect is that the first column name is the row number of the record I pulled so I renamed it.\n",
"\n",
"After that I iterated the rows to calculate a new field which was the current value subtracting the previous value. This gave me the new cases each day.\n",
"\n",
"I then went ahead and plotted the result immediately."
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"def get_cleaned(country):\n",
" df = raw[raw['Country/Region'] == country]\n",
" df = df.drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis=1).T\n",
"\n",
" mapping = {}\n",
" mapping[list(df.columns)[0]] = \"Total Cases\"\n",
"\n",
" df = df.rename(columns=mapping)\n",
" diff = []\n",
" acc = 0\n",
" for index, row in df.iterrows():\n",
" curr = row.iloc[0]\n",
" diff.append(curr - acc)\n",
" acc = curr\n",
" df[\"New Cases\"] = diff\n",
" df.plot(figsize=(10,10), title='Cases in ' + country)\n",
" return df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The two main stats I'm working with are Total Cases on a day to day basis, as well is the New Cases on each day.\n",
"I've picked out the three countries with the most covid cases."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"us = get_cleaned('US')\n",
"italy = get_cleaned('Italy')\n",
"spain = get_cleaned('Spain')"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"us_population = 327.2\n",
"italy_population = 60.48\n",
"spain_population = 46.66\n",
"\n",
"italy_scale = italy_population / us_population\n",
"spain_scale = spain_population / us_population"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Taking the number of cases, scaling for relative population gives very interesting results. I've scaled up the cases for Italy and Spain as if they had the population of the US. "
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x160117f0>"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ndf = pd.DataFrame(data={\n",
" \"US\": us['New Cases'], \n",
" 'Italy': italy['New Cases'] / italy_scale,\n",
" 'Spain': spain['New Cases'] / spain_scale\n",
"})\n",
"ndf.plot(figsize=(10,10), title=\"New cases each day comparing relative populations\")"
]
},
{
"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": "3.8.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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