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@stefanthoss
Last active July 19, 2021 04:47
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COVID-19 in the Bay Area. This Jupyter notebook loads the New York Times data files with cumulative counts of coronavirus cases in the United States from https://github.com/nytimes/covid-19-data and visualizes them for the San Francisco Bay Area.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"from pandas.plotting import register_matplotlib_converters"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Path to the https://github.com/nytimes/covid-19-data repository (either remote or local)\n",
"NYT_DATA_PATH = \"https://raw.githubusercontent.com/nytimes/covid-19-data/master\"\n",
"\n",
"# List of counties in the Bay Area\n",
"BAY_AREA_COUNTIES = [\n",
" \"Alameda\",\n",
" \"Contra Costa\",\n",
" \"Marin\",\n",
" \"Napa\",\n",
" \"San Mateo\",\n",
" \"Santa Clara\",\n",
" \"Solano\",\n",
" \"Sonoma\",\n",
" \"San Francisco\",\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"register_matplotlib_converters()\n",
"sns.set(rc={\"figure.figsize\": (16, 8)})"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(NYT_DATA_PATH + \"/us-counties.csv\", parse_dates=[0])\n",
"\n",
"bay_area_df = df[df[\"county\"].isin(BAY_AREA_COUNTIES)].sort_values(by=[\"date\", \"county\"])\n",
"bay_area_df[\"cases_diff\"] = bay_area_df.groupby([\"county\"]).agg(cases_diff=(\"cases\", \"diff\"))\n",
"bay_area_df[\"cases_pct_change\"] = 100 * bay_area_df.groupby([\"county\"]).agg(\n",
" cases_pct_change=(\"cases\", \"pct_change\")\n",
")\n",
"\n",
"unpivot_df = pd.melt(bay_area_df, id_vars=[\"date\", \"county\"], value_vars=[\"cases\", \"deaths\"])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>county</th>\n",
" <th>cases</th>\n",
" <th>deaths</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1527663</th>\n",
" <td>2021-07-18</td>\n",
" <td>Alameda</td>\n",
" <td>92601</td>\n",
" <td>1271.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527669</th>\n",
" <td>2021-07-18</td>\n",
" <td>Contra Costa</td>\n",
" <td>73202</td>\n",
" <td>824.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527683</th>\n",
" <td>2021-07-18</td>\n",
" <td>Marin</td>\n",
" <td>14297</td>\n",
" <td>234.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527690</th>\n",
" <td>2021-07-18</td>\n",
" <td>Napa</td>\n",
" <td>10130</td>\n",
" <td>81.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527700</th>\n",
" <td>2021-07-18</td>\n",
" <td>San Francisco</td>\n",
" <td>37981</td>\n",
" <td>560.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527703</th>\n",
" <td>2021-07-18</td>\n",
" <td>San Mateo</td>\n",
" <td>43324</td>\n",
" <td>584.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527705</th>\n",
" <td>2021-07-18</td>\n",
" <td>Santa Clara</td>\n",
" <td>120604</td>\n",
" <td>1707.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527710</th>\n",
" <td>2021-07-18</td>\n",
" <td>Solano</td>\n",
" <td>34635</td>\n",
" <td>263.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527711</th>\n",
" <td>2021-07-18</td>\n",
" <td>Sonoma</td>\n",
" <td>31763</td>\n",
" <td>327.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date county cases deaths\n",
"1527663 2021-07-18 Alameda 92601 1271.0\n",
"1527669 2021-07-18 Contra Costa 73202 824.0\n",
"1527683 2021-07-18 Marin 14297 234.0\n",
"1527690 2021-07-18 Napa 10130 81.0\n",
"1527700 2021-07-18 San Francisco 37981 560.0\n",
"1527703 2021-07-18 San Mateo 43324 584.0\n",
"1527705 2021-07-18 Santa Clara 120604 1707.0\n",
"1527710 2021-07-18 Solano 34635 263.0\n",
"1527711 2021-07-18 Sonoma 31763 327.0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bay_area_df.loc[\n",
" bay_area_df[\"date\"] == max(bay_area_df[\"date\"]), [\"date\", \"county\", \"cases\", \"deaths\"]\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total cases and deaths"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>variable</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>cases</th>\n",
" <td>458537.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>deaths</th>\n",
" <td>5851.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count\n",
"variable \n",
"cases 458537.0\n",
"deaths 5851.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unpivot_df[unpivot_df[\"date\"] == max(unpivot_df[\"date\"])].groupby([\"variable\"]).agg(\n",
" count=(\"value\", \"sum\")\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fae64303210>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"date\", y=\"value\", hue=\"variable\", data=unpivot_df, estimator=\"sum\", ci=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total cases by county"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fae607d03d0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"date\", y=\"cases\", hue=\"county\", data=bay_area_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## New cases per day since March 1, 2020"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fae606c6990>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(\n",
" x=\"date\",\n",
" y=\"cases_diff\",\n",
" hue=\"county\",\n",
" data=bay_area_df[bay_area_df[\"date\"] > \"2020-03-01\"],\n",
")"
]
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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