2020-03-19-estimating-infected.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimating The Infected Population From Deaths\n",
    "> Estimating the number of infected people by country based on the number of deaths and case fatality rate. \n",
    "\n",
    "- comments: true\n",
    "- author: Joao B. Duarte\n",
    "- categories: [growth, compare, interactive, estimation]\n",
    "- hide: false\n",
    "- image: images/covid-infectedVScases.png\n",
    "- permalink: /covid-infected/\n",
    "- toc: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import altair as alt\n",
    "from datetime import timedelta, datetime, date\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "chart_width = 550\n",
    "chart_height= 400"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "def plot(data, type1, levels):\n",
    "    data_countries_pc2 = data.copy()\n",
    "    for i in range(0,len(countries)):\n",
    "        data_countries_pc2[i] = data_countries_pc2[i].reset_index()\n",
    "        data_countries_pc2[i]['n_days'] = data_countries_pc2[i].index\n",
    "        if type1 == \"scatter\":\n",
    "            data_countries_pc2[i]['cases'] = data_countries_pc2[i][\"total_cases\"]\n",
    "        data_countries_pc2[i]['infected'] = data_countries_pc2[i][\"total_infected\"]\n",
    "    data_plot = data_countries_pc2[0]\n",
    "    for i in range(1, len(countries)):    \n",
    "        data_plot = pd.concat([data_plot, data_countries_pc2[i]], axis=0)\n",
    "    \n",
    "    if type1 == \"scatter\":\n",
    "        data_plot[\"45_line\"] = data_plot[\"cases\"]\n",
    "\n",
    "    # Plot it using Altair\n",
    "    source = data_plot\n",
    "    \n",
    "    if levels == True:\n",
    "        ylabel = \"Total\"\n",
    "    else :\n",
    "        ylabel = \"Per Million\"\n",
    "\n",
    "    scales = alt.selection_interval(bind='scales')\n",
    "    selection = alt.selection_multi(fields=['location'], bind='legend')\n",
    "\n",
    "    if type1 == \"line\": \n",
    "        base = alt.Chart(source, title =  \"Estimated Infected Population By Country\").encode(\n",
    "            x = alt.X('n_days:Q', title = \"Days since outbreak\"),\n",
    "            y = alt.Y(\"infected:Q\",title = ylabel),\n",
    "            color = alt.Color('location:N', legend=alt.Legend(title=\"Country\", labelFontSize=15, titleFontSize=17),\n",
    "                             scale=alt.Scale(scheme='tableau20')),\n",
    "            opacity = alt.condition(selection, alt.value(1), alt.value(0.1))\n",
    "        )\n",
    "    \n",
    "        lines = base.mark_line().add_selection(\n",
    "            scales\n",
    "        ).add_selection(\n",
    "            selection\n",
    "        ).properties(\n",
    "            width=chart_width,\n",
    "            height=chart_height\n",
    "        )\n",
    "        return(\n",
    "        ( lines)\n",
    "        .configure_title(fontSize=20)\n",
    "        .configure_axis(labelFontSize=15,titleFontSize=18)\n",
    "        )\n",
    "    \n",
    "    if levels == True:\n",
    "        ylabel = \"Infected\"\n",
    "        xlabel = \"Cases\"\n",
    "    else :\n",
    "        ylabel = \"Per Million Infected\"\n",
    "        xlabel = \"Per Million Cases\"\n",
    "        \n",
    "    if type1 == \"scatter\":\n",
    "        base = alt.Chart(source, title = \"COVID-19 Cases VS Infected\").encode(\n",
    "            x = alt.X('cases:Q', title = xlabel),\n",
    "            y = alt.Y(\"infected:Q\",title = ylabel),\n",
    "            color = alt.Color('location:N', legend=alt.Legend(title=\"Country\", labelFontSize=15, titleFontSize=17),\n",
    "                             scale=alt.Scale(scheme='tableau20')),\n",
    "            opacity = alt.condition(selection, alt.value(1), alt.value(0.1))\n",
    "        )\n",
    "\n",
    "\n",
    "        \n",
    "        scatter = base.mark_point().add_selection(\n",
    "            scales\n",
    "        ).add_selection(\n",
    "            selection\n",
    "        ).properties(\n",
    "            width=chart_width,\n",
    "            height=chart_height\n",
    "        )\n",
    "\n",
    "        line_45 = alt.Chart(source).encode(\n",
    "            x = \"cases:Q\",\n",
    "            y = alt.Y(\"45_line:Q\",  scale=alt.Scale(domain=(0, max(data_plot[\"infected\"])))),\n",
    "        ).mark_line(color=\"grey\", strokeDash=[3,3])\n",
    "        \n",
    "        return(\n",
    "        (scatter)\n",
    "        .configure_title(fontSize=20)\n",
    "        .configure_axis(labelFontSize=15,titleFontSize=18)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/hamelsmu/.local/share/virtualenvs/visualization-curriculum-gF8wUgMm/lib/python3.6/site-packages/ipykernel_launcher.py:44: RuntimeWarning: invalid value encountered in true_divide\n",
      "/Users/hamelsmu/.local/share/virtualenvs/visualization-curriculum-gF8wUgMm/lib/python3.6/site-packages/ipykernel_launcher.py:48: RuntimeWarning: invalid value encountered in true_divide\n"
     ]
    }
   ],
   "source": [
    "#hide \n",
    "# Get data on deaths D_t\n",
    "data = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv\", error_bad_lines=False)\n",
    "data = data.drop(columns=[\"Lat\", \"Long\"])\n",
    "data = data.melt(id_vars= [\"Province/State\", \"Country/Region\"])\n",
    "data = pd.DataFrame(data.groupby(['Country/Region', \"variable\"]).sum())\n",
    "data.reset_index(inplace=True)  \n",
    "data = data.rename(columns={\"Country/Region\": \"location\", \"variable\": \"date\", \"value\": \"total_deaths\"})\n",
    "data['date'] =pd.to_datetime(data.date)\n",
    "data = data.sort_values(by = \"date\")\n",
    "data.loc[data.location == \"US\",\"location\"] = \"United States\"\n",
    "data.loc[data.location == \"Korea, South\",\"location\"] = \"South Korea\"\n",
    "\n",
    "#hide\n",
    "# Get data and clean it\n",
    "\n",
    "data_cases = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv\", error_bad_lines=False)\n",
    "data_cases = data_cases.drop(columns=[\"Lat\", \"Long\"])\n",
    "data_cases = data_cases.melt(id_vars= [\"Province/State\", \"Country/Region\"])\n",
    "data_cases = pd.DataFrame(data_cases.groupby(['Country/Region', \"variable\"]).sum())\n",
    "data_cases.reset_index(inplace=True)  \n",
    "data_cases = data_cases.rename(columns={\"Country/Region\": \"location\", \"variable\": \"date\", \"value\": \"total_cases\"})\n",
    "data_cases['date'] =pd.to_datetime(data_cases.date)\n",
    "data_cases = data_cases.sort_values(by = \"date\")\n",
    "data_cases.loc[data_cases.location == \"US\",\"location\"] = \"United States\"\n",
    "data_cases.loc[data_cases.location == \"Korea, South\",\"location\"] = \"South Korea\"\n",
    "countries = [\"China\", \"Italy\", \"Spain\", \"France\", \"United Kingdom\", \"Germany\", \n",
    "             \"Portugal\", \"United States\", \"Singapore\",\"South Korea\", \"Japan\", \n",
    "             \"Brazil\",\"Iran\"]\n",
    "\n",
    "data_final = pd.merge(data,\n",
    "                 data_cases\n",
    "                 )\n",
    "data_final[\"CFR\"] = data_final[\"total_deaths\"]/data_final[\"total_cases\"]\n",
    "\n",
    "\n",
    "data_final[\"total_infected\"] = np.NaN\n",
    "data_final = data_final.sort_values(by = ['location', 'date'])\n",
    "data_final = data_final.reset_index(drop = True)\n",
    "\n",
    "\n",
    "for j in countries:\n",
    "    for i in data_final[\"date\"].unique()[0:-8]:\n",
    "        data_final.loc[(data_final.date == i) & (data_final.location == j), \"total_infected\"] = data_final.loc[(data_final.date == i + np.timedelta64(8, 'D')) & (data_final.location == j), \"total_deaths\"].iloc[0]/data_final.loc[(data_final.date == i + np.timedelta64(8, 'D')) & (data_final.location == j), \"CFR\"].iloc[0]\n",
    "        \n",
    "for j in countries:\n",
    "    for i in data_final[\"date\"].unique()[0:-8]:\n",
    "        data_final.loc[(data_final.date == i) & (data_final.location == j), \"total_infected\"] = data_final.loc[(data_final.date == i + np.timedelta64(8, 'D')) & (data_final.location == j), \"total_deaths\"].iloc[0]/data_final.loc[(data_final.date == i + np.timedelta64(8, 'D')) & (data_final.location == j), \"CFR\"].iloc[0]\n",
    "            \n",
    "# Estimate growth rate of infected, g        \n",
    "data_final['infected_g'] = np.log(data_final['total_infected'])\n",
    "data_final['infected_g'] = data_final['infected_g'].diff() \n",
    "\n",
    "# Estiamte number of infected given g\n",
    "for j in countries:\n",
    "    for i in range(8,0,-1):\n",
    "        data_final.loc[(data_final.location == j) & (data_final.date == date.today()- timedelta(i)), \"total_infected\"] = data_final.loc[data_final.location == j, \"total_infected\"].iloc[-i-1]*(1+data_final.loc[data_final.location == j, \"infected_g\"].aggregate(func = \"mean\"))\n",
    "        \n",
    "data_pc = data_final[['location', 'date', 'total_infected']].copy()\n",
    "\n",
    "countries = [\"China\", \"Italy\", \"Spain\", \"France\", \"United Kingdom\", \"Germany\", \n",
    "             \"Portugal\", \"United States\", \"Singapore\",\"South Korea\", \"Japan\", \n",
    "             \"Brazil\",\"Iran\"]\n",
    "data_countries = []\n",
    "data_countries_pc = []\n",
    "\n",
    "for i in countries:\n",
    "    data_pc.loc[data_pc.location == i,\"total_infected\"] = data_pc.loc[data_pc.location == i,\"total_infected\"]\n",
    "\n",
    "# Get each country time series\n",
    "filter1 = data_pc[\"total_infected\"] > 1\n",
    "for i in countries:\n",
    "    filter_country = data_pc[\"location\"]== i\n",
    "    data_countries_pc.append(data_pc[filter_country & filter1])      "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimated Infected Population By Country\n",
    "\n",
    "by days since outbreak\n",
    "\n",
    "> Tip: Click (Shift+ for multiple) on countries in the legend to filter the visualization. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-c98ccb3fa3b840d58365945a2d490f2d\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    const outputDiv = document.getElementById(\"altair-viz-c98ccb3fa3b840d58365945a2d490f2d\");\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.0.2?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}, \"axis\": {\"labelFontSize\": 15, \"titleFontSize\": 18}, \"title\": {\"fontSize\": 20}}, \"data\": {\"name\": \"data-3db97d27aa208e027385593f5710f594\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"location\", \"legend\": {\"labelFontSize\": 15, \"title\": \"Country\", \"titleFontSize\": 17}, \"scale\": {\"scheme\": \"tableau20\"}}, \"opacity\": {\"condition\": {\"value\": 1, \"selection\": \"selector002\"}, \"value\": 0.1}, \"x\": {\"type\": \"quantitative\", \"field\": \"n_days\", \"title\": \"Days since outbreak\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"infected\", \"title\": \"Total\"}}, \"height\": 400, \"selection\": {\"selector001\": {\"type\": \"interval\", \"bind\": \"scales\"}, \"selector002\": {\"type\": \"multi\", \"fields\": [\"location\"], \"bind\": \"legend\"}}, \"title\": \"Estimated Infected Population By Country\", \"width\": 550, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-3db97d27aa208e027385593f5710f594\": [{\"index\": 1888, \"location\": \"China\", \"date\": \"2020-01-22T00:00:00\", \"total_infected\": 8141.0, \"n_days\": 0, \"infected\": 8141.0}, {\"index\": 1889, \"location\": \"China\", \"date\": \"2020-01-23T00:00:00\", \"total_infected\": 9802.0, \"n_days\": 1, \"infected\": 9802.0}, {\"index\": 1890, \"location\": \"China\", \"date\": \"2020-01-24T00:00:00\", \"total_infected\": 11891.0, \"n_days\": 2, \"infected\": 11891.0}, {\"index\": 1891, \"location\": \"China\", \"date\": \"2020-01-25T00:00:00\", \"total_infected\": 16630.0, \"n_days\": 3, \"infected\": 16630.0}, {\"index\": 1892, \"location\": \"China\", \"date\": \"2020-01-26T00:00:00\", \"total_infected\": 19716.0, \"n_days\": 4, \"infected\": 19716.0}, {\"index\": 1893, \"location\": \"China\", \"date\": \"2020-01-27T00:00:00\", \"total_infected\": 23707.0, \"n_days\": 5, \"infected\": 23707.0}, {\"index\": 1894, \"location\": \"China\", \"date\": \"2020-01-28T00:00:00\", \"total_infected\": 27440.0, \"n_days\": 6, \"infected\": 27440.0}, {\"index\": 1895, \"location\": \"China\", \"date\": \"2020-01-29T00:00:00\", \"total_infected\": 30587.0, \"n_days\": 7, \"infected\": 30587.0}, {\"index\": 1896, \"location\": \"China\", \"date\": \"2020-01-30T00:00:00\", \"total_infected\": 34110.0, \"n_days\": 8, \"infected\": 34110.0}, {\"index\": 1897, \"location\": \"China\", \"date\": \"2020-01-31T00:00:00\", \"total_infected\": 36814.0, \"n_days\": 9, \"infected\": 36814.0}, {\"index\": 1898, \"location\": \"China\", \"date\": \"2020-02-01T00:00:00\", \"total_infected\": 39829.0, \"n_days\": 10, \"infected\": 39829.0}, {\"index\": 1899, \"location\": \"China\", \"date\": \"2020-02-02T00:00:00\", \"total_infected\": 42354.0, \"n_days\": 11, \"infected\": 42354.0}, {\"index\": 1900, \"location\": \"China\", \"date\": \"2020-02-03T00:00:00\", \"total_infected\": 44386.0, \"n_days\": 12, \"infected\": 44386.0}, {\"index\": 1901, \"location\": \"China\", \"date\": \"2020-02-04T00:00:00\", \"total_infected\": 44759.0, \"n_days\": 13, \"infected\": 44759.0}, {\"index\": 1902, \"location\": \"China\", \"date\": \"2020-02-05T00:00:00\", \"total_infected\": 59895.0, \"n_days\": 14, \"infected\": 59895.0}, {\"index\": 1903, \"location\": \"China\", \"date\": \"2020-02-06T00:00:00\", \"total_infected\": 66358.0, \"n_days\": 15, \"infected\": 66358.0}, {\"index\": 1904, \"location\": \"China\", \"date\": \"2020-02-07T00:00:00\", \"total_infected\": 68413.0, \"n_days\": 16, \"infected\": 68413.0}, {\"index\": 1905, \"location\": \"China\", \"date\": \"2020-02-08T00:00:00\", \"total_infected\": 70513.0, \"n_days\": 17, \"infected\": 70513.0}, {\"index\": 1906, \"location\": \"China\", \"date\": \"2020-02-09T00:00:00\", \"total_infected\": 72434.0, \"n_days\": 18, \"infected\": 72434.0}, {\"index\": 1907, \"location\": \"China\", \"date\": \"2020-02-10T00:00:00\", \"total_infected\": 74211.0, \"n_days\": 19, \"infected\": 74211.0}, {\"index\": 1908, \"location\": \"China\", \"date\": \"2020-02-11T00:00:00\", \"total_infected\": 74619.0, \"n_days\": 20, \"infected\": 74619.0}, {\"index\": 1909, \"location\": \"China\", \"date\": \"2020-02-12T00:00:00\", \"total_infected\": 75077.0, \"n_days\": 21, \"infected\": 75077.0}, {\"index\": 1910, \"location\": \"China\", \"date\": \"2020-02-13T00:00:00\", \"total_infected\": 75550.0, \"n_days\": 22, \"infected\": 75550.0}, {\"index\": 1911, \"location\": \"China\", \"date\": \"2020-02-14T00:00:00\", \"total_infected\": 77001.0, \"n_days\": 23, \"infected\": 77001.0}, {\"index\": 1912, \"location\": \"China\", \"date\": \"2020-02-15T00:00:00\", \"total_infected\": 77022.0, \"n_days\": 24, \"infected\": 77022.0}, {\"index\": 1913, \"location\": \"China\", \"date\": \"2020-02-16T00:00:00\", \"total_infected\": 77241.0, \"n_days\": 25, \"infected\": 77241.0}, {\"index\": 1914, \"location\": \"China\", \"date\": \"2020-02-17T00:00:00\", \"total_infected\": 77754.0, \"n_days\": 26, \"infected\": 77754.0}, {\"index\": 1915, \"location\": \"China\", \"date\": \"2020-02-18T00:00:00\", \"total_infected\": 78166.0, \"n_days\": 27, \"infected\": 78166.0}, {\"index\": 1916, \"location\": \"China\", \"date\": \"2020-02-19T00:00:00\", \"total_infected\": 78600.0, \"n_days\": 28, \"infected\": 78600.0}, {\"index\": 1917, \"location\": \"China\", \"date\": \"2020-02-20T00:00:00\", \"total_infected\": 78928.0, \"n_days\": 29, \"infected\": 78928.0}, {\"index\": 1918, \"location\": \"China\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 79356.0, \"n_days\": 30, \"infected\": 79356.0}, {\"index\": 1919, \"location\": \"China\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 79932.0, \"n_days\": 31, \"infected\": 79932.0}, {\"index\": 1920, \"location\": \"China\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 80136.0, \"n_days\": 32, \"infected\": 80136.0}, {\"index\": 1921, \"location\": \"China\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 80261.0, \"n_days\": 33, \"infected\": 80261.0}, {\"index\": 1922, \"location\": \"China\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 80386.0, \"n_days\": 34, \"infected\": 80386.0}, {\"index\": 1923, \"location\": \"China\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 80537.0, \"n_days\": 35, \"infected\": 80537.0}, {\"index\": 1924, \"location\": \"China\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 80690.0, \"n_days\": 36, \"infected\": 80690.0}, {\"index\": 1925, \"location\": \"China\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 80770.0, \"n_days\": 37, \"infected\": 80770.0}, {\"index\": 1926, \"location\": \"China\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 80823.0, \"n_days\": 38, \"infected\": 80823.0}, {\"index\": 1927, \"location\": \"China\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 80860.0, \"n_days\": 39, \"infected\": 80860.0}, {\"index\": 1928, \"location\": \"China\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 80887.0, \"n_days\": 40, \"infected\": 80887.0}, {\"index\": 1929, \"location\": \"China\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 80921.0, \"n_days\": 41, \"infected\": 80921.0}, {\"index\": 1930, \"location\": \"China\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 80932.0, \"n_days\": 42, \"infected\": 80932.0}, {\"index\": 1931, \"location\": \"China\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 80945.0, \"n_days\": 43, \"infected\": 80945.0}, {\"index\": 1932, \"location\": \"China\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 80977.0, \"n_days\": 44, \"infected\": 80977.0}, {\"index\": 1933, \"location\": \"China\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 81003.0, \"n_days\": 45, \"infected\": 81003.0}, {\"index\": 1934, \"location\": \"China\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 81033.0, \"n_days\": 46, \"infected\": 81033.0}, {\"index\": 1935, \"location\": \"China\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 81058.0, \"n_days\": 47, \"infected\": 81058.0}, {\"index\": 1936, \"location\": \"China\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 81102.0, \"n_days\": 48, \"infected\": 81102.0}, {\"index\": 1937, \"location\": \"China\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 81156.0, \"n_days\": 49, \"infected\": 81156.0}, {\"index\": 1938, \"location\": \"China\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 81250.0, \"n_days\": 50, \"infected\": 81250.0}, {\"index\": 4506, \"location\": \"Italy\", \"date\": \"2020-02-13T00:00:00\", \"total_infected\": 20.0, \"n_days\": 0, \"infected\": 20.0}, {\"index\": 4507, \"location\": \"Italy\", \"date\": \"2020-02-14T00:00:00\", \"total_infected\": 62.0, \"n_days\": 1, \"infected\": 62.0}, {\"index\": 4508, \"location\": \"Italy\", \"date\": \"2020-02-15T00:00:00\", \"total_infected\": 155.0, \"n_days\": 2, \"infected\": 155.0}, {\"index\": 4509, \"location\": \"Italy\", \"date\": \"2020-02-16T00:00:00\", \"total_infected\": 229.0, \"n_days\": 3, \"infected\": 229.0}, {\"index\": 4510, \"location\": \"Italy\", \"date\": \"2020-02-17T00:00:00\", \"total_infected\": 322.0, \"n_days\": 4, \"infected\": 322.0}, {\"index\": 4511, \"location\": \"Italy\", \"date\": \"2020-02-18T00:00:00\", \"total_infected\": 453.0, \"n_days\": 5, \"infected\": 453.0}, {\"index\": 4512, \"location\": \"Italy\", \"date\": \"2020-02-19T00:00:00\", \"total_infected\": 655.0, \"n_days\": 6, \"infected\": 655.0}, {\"index\": 4513, \"location\": \"Italy\", \"date\": \"2020-02-20T00:00:00\", \"total_infected\": 888.0, \"n_days\": 7, \"infected\": 888.0}, {\"index\": 4514, \"location\": \"Italy\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 1128.0, \"n_days\": 8, \"infected\": 1128.0}, {\"index\": 4515, \"location\": \"Italy\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 1694.0, \"n_days\": 9, \"infected\": 1694.0}, {\"index\": 4516, \"location\": \"Italy\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 2036.0, \"n_days\": 10, \"infected\": 2036.0}, {\"index\": 4517, \"location\": \"Italy\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 2502.0, \"n_days\": 11, \"infected\": 2502.0}, {\"index\": 4518, \"location\": \"Italy\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 3089.0, \"n_days\": 12, \"infected\": 3089.0}, {\"index\": 4519, \"location\": \"Italy\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 3858.0, \"n_days\": 13, \"infected\": 3858.0}, {\"index\": 4520, \"location\": \"Italy\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 4636.0, \"n_days\": 14, \"infected\": 4636.0}, {\"index\": 4521, \"location\": \"Italy\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 5883.0, \"n_days\": 15, \"infected\": 5883.0}, {\"index\": 4522, \"location\": \"Italy\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 7375.0, \"n_days\": 16, \"infected\": 7375.0}, {\"index\": 4523, \"location\": \"Italy\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 9172.0, \"n_days\": 17, \"infected\": 9172.0}, {\"index\": 4524, \"location\": \"Italy\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 10149.0, \"n_days\": 18, \"infected\": 10149.0}, {\"index\": 4525, \"location\": \"Italy\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 12461.999999999998, \"n_days\": 19, \"infected\": 12461.999999999998}, {\"index\": 4526, \"location\": \"Italy\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 12461.999999999998, \"n_days\": 20, \"infected\": 12461.999999999998}, {\"index\": 4527, \"location\": \"Italy\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 17660.0, \"n_days\": 21, \"infected\": 17660.0}, {\"index\": 4528, \"location\": \"Italy\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 21157.0, \"n_days\": 22, \"infected\": 21157.0}, {\"index\": 4529, \"location\": \"Italy\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 24747.0, \"n_days\": 23, \"infected\": 24747.0}, {\"index\": 4530, \"location\": \"Italy\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 27980.0, \"n_days\": 24, \"infected\": 27980.0}, {\"index\": 4531, \"location\": \"Italy\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 31505.999999999996, \"n_days\": 25, \"infected\": 31505.999999999996}, {\"index\": 4532, \"location\": \"Italy\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 35713.0, \"n_days\": 26, \"infected\": 35713.0}, {\"index\": 4533, \"location\": \"Italy\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 41035.0, \"n_days\": 27, \"infected\": 41035.0}, {\"index\": 4534, \"location\": \"Italy\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 47021.0, \"n_days\": 28, \"infected\": 47021.0}, {\"index\": 8234, \"location\": \"Spain\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 165.0, \"n_days\": 0, \"infected\": 165.0}, {\"index\": 8235, \"location\": \"Spain\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 222.0, \"n_days\": 1, \"infected\": 222.0}, {\"index\": 8236, \"location\": \"Spain\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 259.0, \"n_days\": 2, \"infected\": 259.0}, {\"index\": 8237, \"location\": \"Spain\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 400.0, \"n_days\": 3, \"infected\": 400.0}, {\"index\": 8238, \"location\": \"Spain\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 500.0, \"n_days\": 4, \"infected\": 500.0}, {\"index\": 8239, \"location\": \"Spain\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 673.0, \"n_days\": 5, \"infected\": 673.0}, {\"index\": 8240, \"location\": \"Spain\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 1073.0, \"n_days\": 6, \"infected\": 1073.0}, {\"index\": 8241, \"location\": \"Spain\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 1695.0, \"n_days\": 7, \"infected\": 1695.0}, {\"index\": 8242, \"location\": \"Spain\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 2277.0, \"n_days\": 8, \"infected\": 2277.0}, {\"index\": 8243, \"location\": \"Spain\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 2277.0, \"n_days\": 9, \"infected\": 2277.0}, {\"index\": 8244, \"location\": \"Spain\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 5232.0, \"n_days\": 10, \"infected\": 5232.0}, {\"index\": 8245, \"location\": \"Spain\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 6391.0, \"n_days\": 11, \"infected\": 6391.0}, {\"index\": 8246, \"location\": \"Spain\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 7798.0, \"n_days\": 12, \"infected\": 7798.0}, {\"index\": 8247, \"location\": \"Spain\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 9942.0, \"n_days\": 13, \"infected\": 9942.0}, {\"index\": 8248, \"location\": \"Spain\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 11748.0, \"n_days\": 14, \"infected\": 11748.0}, {\"index\": 8249, \"location\": \"Spain\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 13909.999999999998, \"n_days\": 15, \"infected\": 13909.999999999998}, {\"index\": 8250, \"location\": \"Spain\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 17963.0, \"n_days\": 16, \"infected\": 17963.0}, {\"index\": 8251, \"location\": \"Spain\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 20410.0, \"n_days\": 17, \"infected\": 20410.0}, {\"index\": 3261, \"location\": \"France\", \"date\": \"2020-02-07T00:00:00\", \"total_infected\": 12.0, \"n_days\": 0, \"infected\": 12.0}, {\"index\": 3262, \"location\": \"France\", \"date\": \"2020-02-08T00:00:00\", \"total_infected\": 12.0, \"n_days\": 1, \"infected\": 12.0}, {\"index\": 3263, \"location\": \"France\", \"date\": \"2020-02-09T00:00:00\", \"total_infected\": 12.0, \"n_days\": 2, \"infected\": 12.0}, {\"index\": 3264, \"location\": \"France\", \"date\": \"2020-02-10T00:00:00\", \"total_infected\": 12.0, \"n_days\": 3, \"infected\": 12.0}, {\"index\": 3265, \"location\": \"France\", \"date\": \"2020-02-11T00:00:00\", \"total_infected\": 12.0, \"n_days\": 4, \"infected\": 12.0}, {\"index\": 3266, \"location\": \"France\", \"date\": \"2020-02-12T00:00:00\", \"total_infected\": 12.0, \"n_days\": 5, \"infected\": 12.0}, {\"index\": 3267, \"location\": \"France\", \"date\": \"2020-02-13T00:00:00\", \"total_infected\": 12.0, \"n_days\": 6, \"infected\": 12.0}, {\"index\": 3268, \"location\": \"France\", \"date\": \"2020-02-14T00:00:00\", \"total_infected\": 12.0, \"n_days\": 7, \"infected\": 12.0}, {\"index\": 3269, \"location\": \"France\", \"date\": \"2020-02-15T00:00:00\", \"total_infected\": 12.0, \"n_days\": 8, \"infected\": 12.0}, {\"index\": 3270, \"location\": \"France\", \"date\": \"2020-02-16T00:00:00\", \"total_infected\": 12.0, \"n_days\": 9, \"infected\": 12.0}, {\"index\": 3271, \"location\": \"France\", \"date\": \"2020-02-17T00:00:00\", \"total_infected\": 14.0, \"n_days\": 10, \"infected\": 14.0}, {\"index\": 3272, \"location\": \"France\", \"date\": \"2020-02-18T00:00:00\", \"total_infected\": 18.0, \"n_days\": 11, \"infected\": 18.0}, {\"index\": 3273, \"location\": \"France\", \"date\": \"2020-02-19T00:00:00\", \"total_infected\": 38.0, \"n_days\": 12, \"infected\": 38.0}, {\"index\": 3274, \"location\": \"France\", \"date\": \"2020-02-20T00:00:00\", \"total_infected\": 57.0, \"n_days\": 13, \"infected\": 57.0}, {\"index\": 3275, \"location\": \"France\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 100.0, \"n_days\": 14, \"infected\": 100.0}, {\"index\": 3276, \"location\": \"France\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 130.0, \"n_days\": 15, \"infected\": 130.0}, {\"index\": 3277, \"location\": \"France\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 191.0, \"n_days\": 16, \"infected\": 191.0}, {\"index\": 3278, \"location\": \"France\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 204.0, \"n_days\": 17, \"infected\": 204.0}, {\"index\": 3279, \"location\": \"France\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 288.0, \"n_days\": 18, \"infected\": 288.0}, {\"index\": 3280, \"location\": \"France\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 380.0, \"n_days\": 19, \"infected\": 380.0}, {\"index\": 3281, \"location\": \"France\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 656.0, \"n_days\": 20, \"infected\": 656.0}, {\"index\": 3282, \"location\": \"France\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 957.0, \"n_days\": 21, \"infected\": 957.0}, {\"index\": 3283, \"location\": \"France\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 1134.0, \"n_days\": 22, \"infected\": 1134.0}, {\"index\": 3284, \"location\": \"France\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 1217.0, \"n_days\": 23, \"infected\": 1217.0}, {\"index\": 3285, \"location\": \"France\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 1792.0, \"n_days\": 24, \"infected\": 1792.0}, {\"index\": 3286, \"location\": \"France\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 2290.0, \"n_days\": 25, \"infected\": 2290.0}, {\"index\": 3287, \"location\": \"France\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 2290.0, \"n_days\": 26, \"infected\": 2290.0}, {\"index\": 3288, \"location\": \"France\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 3678.0, \"n_days\": 27, \"infected\": 3678.0}, {\"index\": 3289, \"location\": \"France\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 4487.0, \"n_days\": 28, \"infected\": 4487.0}, {\"index\": 3290, \"location\": \"France\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 4523.0, \"n_days\": 29, \"infected\": 4523.0}, {\"index\": 3291, \"location\": \"France\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 6668.0, \"n_days\": 30, \"infected\": 6668.0}, {\"index\": 3292, \"location\": \"France\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 7699.0, \"n_days\": 31, \"infected\": 7699.0}, {\"index\": 3293, \"location\": \"France\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 9105.0, \"n_days\": 32, \"infected\": 9105.0}, {\"index\": 3294, \"location\": \"France\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 10947.0, \"n_days\": 33, \"infected\": 10947.0}, {\"index\": 3295, \"location\": \"France\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 12726.0, \"n_days\": 34, \"infected\": 12726.0}, {\"index\": 9121, \"location\": \"United Kingdom\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 116.0, \"n_days\": 0, \"infected\": 116.0}, {\"index\": 9122, \"location\": \"United Kingdom\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 164.0, \"n_days\": 1, \"infected\": 164.0}, {\"index\": 9123, \"location\": \"United Kingdom\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 207.0, \"n_days\": 2, \"infected\": 207.0}, {\"index\": 9124, \"location\": \"United Kingdom\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 274.0, \"n_days\": 3, \"infected\": 274.0}, {\"index\": 9125, \"location\": \"United Kingdom\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 322.0, \"n_days\": 4, \"infected\": 322.0}, {\"index\": 9126, \"location\": \"United Kingdom\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 384.0, \"n_days\": 5, \"infected\": 384.0}, {\"index\": 9127, \"location\": \"United Kingdom\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 458.99999999999994, \"n_days\": 6, \"infected\": 458.99999999999994}, {\"index\": 9128, \"location\": \"United Kingdom\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 458.99999999999994, \"n_days\": 7, \"infected\": 458.99999999999994}, {\"index\": 9129, \"location\": \"United Kingdom\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 802.0, \"n_days\": 8, \"infected\": 802.0}, {\"index\": 9130, \"location\": \"United Kingdom\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 1144.0, \"n_days\": 9, \"infected\": 1144.0}, {\"index\": 9131, \"location\": \"United Kingdom\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 1145.0, \"n_days\": 10, \"infected\": 1145.0}, {\"index\": 9132, \"location\": \"United Kingdom\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 1551.0, \"n_days\": 11, \"infected\": 1551.0}, {\"index\": 9133, \"location\": \"United Kingdom\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 1960.0, \"n_days\": 12, \"infected\": 1960.0}, {\"index\": 9134, \"location\": \"United Kingdom\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 2642.0, \"n_days\": 13, \"infected\": 2642.0}, {\"index\": 9135, \"location\": \"United Kingdom\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 2716.0, \"n_days\": 14, \"infected\": 2716.0}, {\"index\": 9136, \"location\": \"United Kingdom\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 4014.0, \"n_days\": 15, \"infected\": 4014.0}, {\"index\": 3520, \"location\": \"Germany\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 1176.0, \"n_days\": 0, \"infected\": 1176.0}, {\"index\": 3521, \"location\": \"Germany\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 1457.0, \"n_days\": 1, \"infected\": 1457.0}, {\"index\": 3522, \"location\": \"Germany\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 1908.0, \"n_days\": 2, \"infected\": 1908.0}, {\"index\": 3523, \"location\": \"Germany\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 2078.0, \"n_days\": 3, \"infected\": 2078.0}, {\"index\": 3524, \"location\": \"Germany\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 3675.0, \"n_days\": 4, \"infected\": 3675.0}, {\"index\": 3525, \"location\": \"Germany\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 4585.0, \"n_days\": 5, \"infected\": 4585.0}, {\"index\": 3526, \"location\": \"Germany\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 5795.0, \"n_days\": 6, \"infected\": 5795.0}, {\"index\": 3527, \"location\": \"Germany\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 7272.0, \"n_days\": 7, \"infected\": 7272.0}, {\"index\": 3528, \"location\": \"Germany\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 9257.0, \"n_days\": 8, \"infected\": 9257.0}, {\"index\": 3529, \"location\": \"Germany\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 12327.0, \"n_days\": 9, \"infected\": 12327.0}, {\"index\": 3530, \"location\": \"Germany\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 15320.0, \"n_days\": 10, \"infected\": 15320.0}, {\"index\": 3531, \"location\": \"Germany\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 19848.0, \"n_days\": 11, \"infected\": 19848.0}, {\"index\": 7186, \"location\": \"Portugal\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 448.0, \"n_days\": 0, \"infected\": 448.0}, {\"index\": 7187, \"location\": \"Portugal\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 448.0, \"n_days\": 1, \"infected\": 448.0}, {\"index\": 7188, \"location\": \"Portugal\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 785.0, \"n_days\": 2, \"infected\": 785.0}, {\"index\": 7189, \"location\": \"Portugal\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 1020.0, \"n_days\": 3, \"infected\": 1020.0}, {\"index\": 9175, \"location\": \"United States\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 68.0, \"n_days\": 0, \"infected\": 68.0}, {\"index\": 9176, \"location\": \"United States\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 74.0, \"n_days\": 1, \"infected\": 74.0}, {\"index\": 9177, \"location\": \"United States\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 98.0, \"n_days\": 2, \"infected\": 98.0}, {\"index\": 9178, \"location\": \"United States\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 118.0, \"n_days\": 3, \"infected\": 118.0}, {\"index\": 9179, \"location\": \"United States\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 149.0, \"n_days\": 4, \"infected\": 149.0}, {\"index\": 9180, \"location\": \"United States\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 217.0, \"n_days\": 5, \"infected\": 217.0}, {\"index\": 9181, \"location\": \"United States\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 262.0, \"n_days\": 6, \"infected\": 262.0}, {\"index\": 9182, \"location\": \"United States\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 402.0, \"n_days\": 7, \"infected\": 402.0}, {\"index\": 9183, \"location\": \"United States\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 518.0, \"n_days\": 8, \"infected\": 518.0}, {\"index\": 9184, \"location\": \"United States\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 583.0, \"n_days\": 9, \"infected\": 583.0}, {\"index\": 9185, \"location\": \"United States\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 959.0, \"n_days\": 10, \"infected\": 959.0}, {\"index\": 9186, \"location\": \"United States\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 1281.0, \"n_days\": 11, \"infected\": 1281.0}, {\"index\": 9187, \"location\": \"United States\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 1663.0, \"n_days\": 12, \"infected\": 1663.0}, {\"index\": 9188, \"location\": \"United States\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 2179.0, \"n_days\": 13, \"infected\": 2179.0}, {\"index\": 9189, \"location\": \"United States\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 2727.0, \"n_days\": 14, \"infected\": 2727.0}, {\"index\": 9190, \"location\": \"United States\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 3499.0, \"n_days\": 15, \"infected\": 3499.0}, {\"index\": 9191, \"location\": \"United States\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 4632.0, \"n_days\": 16, \"infected\": 4632.0}, {\"index\": 9192, \"location\": \"United States\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 6421.0, \"n_days\": 17, \"infected\": 6421.0}, {\"index\": 9193, \"location\": \"United States\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 7783.0, \"n_days\": 18, \"infected\": 7783.0}, {\"index\": 9194, \"location\": \"United States\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 13677.0, \"n_days\": 19, \"infected\": 13677.0}, {\"index\": 9195, \"location\": \"United States\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 19100.0, \"n_days\": 20, \"infected\": 19100.0}, {\"index\": 8163, \"location\": \"South Korea\", \"date\": \"2020-02-12T00:00:00\", \"total_infected\": 104.0, \"n_days\": 0, \"infected\": 104.0}, {\"index\": 8164, \"location\": \"South Korea\", \"date\": \"2020-02-13T00:00:00\", \"total_infected\": 204.0, \"n_days\": 1, \"infected\": 204.0}, {\"index\": 8165, \"location\": \"South Korea\", \"date\": \"2020-02-14T00:00:00\", \"total_infected\": 433.0, \"n_days\": 2, \"infected\": 433.0}, {\"index\": 8166, \"location\": \"South Korea\", \"date\": \"2020-02-15T00:00:00\", \"total_infected\": 602.0, \"n_days\": 3, \"infected\": 602.0}, {\"index\": 8167, \"location\": \"South Korea\", \"date\": \"2020-02-16T00:00:00\", \"total_infected\": 833.0000000000001, \"n_days\": 4, \"infected\": 833.0000000000001}, {\"index\": 8168, \"location\": \"South Korea\", \"date\": \"2020-02-17T00:00:00\", \"total_infected\": 976.9999999999999, \"n_days\": 5, \"infected\": 976.9999999999999}, {\"index\": 8169, \"location\": \"South Korea\", \"date\": \"2020-02-18T00:00:00\", \"total_infected\": 1261.0, \"n_days\": 6, \"infected\": 1261.0}, {\"index\": 8170, \"location\": \"South Korea\", \"date\": \"2020-02-19T00:00:00\", \"total_infected\": 1766.0, \"n_days\": 7, \"infected\": 1766.0}, {\"index\": 8171, \"location\": \"South Korea\", \"date\": \"2020-02-20T00:00:00\", \"total_infected\": 2337.0, \"n_days\": 8, \"infected\": 2337.0}, {\"index\": 8172, \"location\": \"South Korea\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 3150.0, \"n_days\": 9, \"infected\": 3150.0}, {\"index\": 8173, \"location\": \"South Korea\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 3736.0000000000005, \"n_days\": 10, \"infected\": 3736.0000000000005}, {\"index\": 8174, \"location\": \"South Korea\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 4335.0, \"n_days\": 11, \"infected\": 4335.0}, {\"index\": 8175, \"location\": \"South Korea\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 5186.0, \"n_days\": 12, \"infected\": 5186.0}, {\"index\": 8176, \"location\": \"South Korea\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 5621.0, \"n_days\": 13, \"infected\": 5621.0}, {\"index\": 8177, \"location\": \"South Korea\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 6088.0, \"n_days\": 14, \"infected\": 6088.0}, {\"index\": 8178, \"location\": \"South Korea\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 6593.0, \"n_days\": 15, \"infected\": 6593.0}, {\"index\": 8179, \"location\": \"South Korea\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 7041.0, \"n_days\": 16, \"infected\": 7041.0}, {\"index\": 8180, \"location\": \"South Korea\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 7314.0, \"n_days\": 17, \"infected\": 7314.0}, {\"index\": 8181, \"location\": \"South Korea\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 7478.0, \"n_days\": 18, \"infected\": 7478.0}, {\"index\": 8182, \"location\": \"South Korea\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 7513.0, \"n_days\": 19, \"infected\": 7513.0}, {\"index\": 8183, \"location\": \"South Korea\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 7755.0, \"n_days\": 20, \"infected\": 7755.0}, {\"index\": 8184, \"location\": \"South Korea\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 7869.0, \"n_days\": 21, \"infected\": 7869.0}, {\"index\": 8185, \"location\": \"South Korea\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 7978.999999999999, \"n_days\": 22, \"infected\": 7978.999999999999}, {\"index\": 8186, \"location\": \"South Korea\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 8085.999999999999, \"n_days\": 23, \"infected\": 8085.999999999999}, {\"index\": 8187, \"location\": \"South Korea\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 8161.999999999999, \"n_days\": 24, \"infected\": 8161.999999999999}, {\"index\": 8188, \"location\": \"South Korea\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 8236.0, \"n_days\": 25, \"infected\": 8236.0}, {\"index\": 8189, \"location\": \"South Korea\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 8320.0, \"n_days\": 26, \"infected\": 8320.0}, {\"index\": 8190, \"location\": \"South Korea\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 8413.0, \"n_days\": 27, \"infected\": 8413.0}, {\"index\": 8191, \"location\": \"South Korea\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 8565.0, \"n_days\": 28, \"infected\": 8565.0}, {\"index\": 8192, \"location\": \"South Korea\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 8652.0, \"n_days\": 29, \"infected\": 8652.0}, {\"index\": 4616, \"location\": \"Japan\", \"date\": \"2020-02-05T00:00:00\", \"total_infected\": 28.0, \"n_days\": 0, \"infected\": 28.0}, {\"index\": 4617, \"location\": \"Japan\", \"date\": \"2020-02-06T00:00:00\", \"total_infected\": 29.0, \"n_days\": 1, \"infected\": 29.0}, {\"index\": 4618, \"location\": \"Japan\", \"date\": \"2020-02-07T00:00:00\", \"total_infected\": 43.0, \"n_days\": 2, \"infected\": 43.0}, {\"index\": 4619, \"location\": \"Japan\", \"date\": \"2020-02-08T00:00:00\", \"total_infected\": 59.0, \"n_days\": 3, \"infected\": 59.0}, {\"index\": 4620, \"location\": \"Japan\", \"date\": \"2020-02-09T00:00:00\", \"total_infected\": 66.0, \"n_days\": 4, \"infected\": 66.0}, {\"index\": 4621, \"location\": \"Japan\", \"date\": \"2020-02-10T00:00:00\", \"total_infected\": 74.0, \"n_days\": 5, \"infected\": 74.0}, {\"index\": 4622, \"location\": \"Japan\", \"date\": \"2020-02-11T00:00:00\", \"total_infected\": 84.0, \"n_days\": 6, \"infected\": 84.0}, {\"index\": 4623, \"location\": \"Japan\", \"date\": \"2020-02-12T00:00:00\", \"total_infected\": 94.0, \"n_days\": 7, \"infected\": 94.0}, {\"index\": 4624, \"location\": \"Japan\", \"date\": \"2020-02-13T00:00:00\", \"total_infected\": 104.99999999999999, \"n_days\": 8, \"infected\": 104.99999999999999}, {\"index\": 4625, \"location\": \"Japan\", \"date\": \"2020-02-14T00:00:00\", \"total_infected\": 122.0, \"n_days\": 9, \"infected\": 122.0}, {\"index\": 4626, \"location\": \"Japan\", \"date\": \"2020-02-15T00:00:00\", \"total_infected\": 147.0, \"n_days\": 10, \"infected\": 147.0}, {\"index\": 4627, \"location\": \"Japan\", \"date\": \"2020-02-16T00:00:00\", \"total_infected\": 159.0, \"n_days\": 11, \"infected\": 159.0}, {\"index\": 4628, \"location\": \"Japan\", \"date\": \"2020-02-17T00:00:00\", \"total_infected\": 170.0, \"n_days\": 12, \"infected\": 170.0}, {\"index\": 4629, \"location\": \"Japan\", \"date\": \"2020-02-18T00:00:00\", \"total_infected\": 189.0, \"n_days\": 13, \"infected\": 189.0}, {\"index\": 4630, \"location\": \"Japan\", \"date\": \"2020-02-19T00:00:00\", \"total_infected\": 214.00000000000003, \"n_days\": 14, \"infected\": 214.00000000000003}, {\"index\": 4631, \"location\": \"Japan\", \"date\": \"2020-02-20T00:00:00\", \"total_infected\": 228.0, \"n_days\": 15, \"infected\": 228.0}, {\"index\": 4632, \"location\": \"Japan\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 241.0, \"n_days\": 16, \"infected\": 241.0}, {\"index\": 4633, \"location\": \"Japan\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 256.0, \"n_days\": 17, \"infected\": 256.0}, {\"index\": 4634, \"location\": \"Japan\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 274.0, \"n_days\": 18, \"infected\": 274.0}, {\"index\": 4635, \"location\": \"Japan\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 293.0, \"n_days\": 19, \"infected\": 293.0}, {\"index\": 4636, \"location\": \"Japan\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 330.99999999999994, \"n_days\": 20, \"infected\": 330.99999999999994}, {\"index\": 4637, \"location\": \"Japan\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 360.0, \"n_days\": 21, \"infected\": 360.0}, {\"index\": 4638, \"location\": \"Japan\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 420.0, \"n_days\": 22, \"infected\": 420.0}, {\"index\": 4639, \"location\": \"Japan\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 461.0, \"n_days\": 23, \"infected\": 461.0}, {\"index\": 4640, \"location\": \"Japan\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 502.0, \"n_days\": 24, \"infected\": 502.0}, {\"index\": 4641, \"location\": \"Japan\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 511.0, \"n_days\": 25, \"infected\": 511.0}, {\"index\": 4642, \"location\": \"Japan\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 581.0, \"n_days\": 26, \"infected\": 581.0}, {\"index\": 4643, \"location\": \"Japan\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 639.0, \"n_days\": 27, \"infected\": 639.0}, {\"index\": 4644, \"location\": \"Japan\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 639.0, \"n_days\": 28, \"infected\": 639.0}, {\"index\": 4645, \"location\": \"Japan\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 701.0, \"n_days\": 29, \"infected\": 701.0}, {\"index\": 4646, \"location\": \"Japan\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 773.0, \"n_days\": 30, \"infected\": 773.0}, {\"index\": 4647, \"location\": \"Japan\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 839.0, \"n_days\": 31, \"infected\": 839.0}, {\"index\": 4648, \"location\": \"Japan\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 824.9999999999999, \"n_days\": 32, \"infected\": 824.9999999999999}, {\"index\": 4649, \"location\": \"Japan\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 878.0, \"n_days\": 33, \"infected\": 878.0}, {\"index\": 4650, \"location\": \"Japan\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 889.0, \"n_days\": 34, \"infected\": 889.0}, {\"index\": 4651, \"location\": \"Japan\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 924.0, \"n_days\": 35, \"infected\": 924.0}, {\"index\": 4652, \"location\": \"Japan\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 963.0000000000001, \"n_days\": 36, \"infected\": 963.0000000000001}, {\"index\": 1286, \"location\": \"Brazil\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 321.0, \"n_days\": 0, \"infected\": 321.0}, {\"index\": 1287, \"location\": \"Brazil\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 372.0, \"n_days\": 1, \"infected\": 372.0}, {\"index\": 1288, \"location\": \"Brazil\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 621.0, \"n_days\": 2, \"infected\": 621.0}, {\"index\": 1289, \"location\": \"Brazil\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 793.0, \"n_days\": 3, \"infected\": 793.0}, {\"index\": 4268, \"location\": \"Iran\", \"date\": \"2020-02-11T00:00:00\", \"total_infected\": 2.0, \"n_days\": 0, \"infected\": 2.0}, {\"index\": 4269, \"location\": \"Iran\", \"date\": \"2020-02-12T00:00:00\", \"total_infected\": 5.0, \"n_days\": 1, \"infected\": 5.0}, {\"index\": 4270, \"location\": \"Iran\", \"date\": \"2020-02-13T00:00:00\", \"total_infected\": 18.0, \"n_days\": 2, \"infected\": 18.0}, {\"index\": 4271, \"location\": \"Iran\", \"date\": \"2020-02-14T00:00:00\", \"total_infected\": 28.0, \"n_days\": 3, \"infected\": 28.0}, {\"index\": 4272, \"location\": \"Iran\", \"date\": \"2020-02-15T00:00:00\", \"total_infected\": 43.0, \"n_days\": 4, \"infected\": 43.0}, {\"index\": 4273, \"location\": \"Iran\", \"date\": \"2020-02-16T00:00:00\", \"total_infected\": 61.0, \"n_days\": 5, \"infected\": 61.0}, {\"index\": 4274, \"location\": \"Iran\", \"date\": \"2020-02-17T00:00:00\", \"total_infected\": 95.0, \"n_days\": 6, \"infected\": 95.0}, {\"index\": 4275, \"location\": \"Iran\", \"date\": \"2020-02-18T00:00:00\", \"total_infected\": 139.0, \"n_days\": 7, \"infected\": 139.0}, {\"index\": 4276, \"location\": \"Iran\", \"date\": \"2020-02-19T00:00:00\", \"total_infected\": 245.0, \"n_days\": 8, \"infected\": 245.0}, {\"index\": 4277, \"location\": \"Iran\", \"date\": \"2020-02-20T00:00:00\", \"total_infected\": 388.0, \"n_days\": 9, \"infected\": 388.0}, {\"index\": 4278, \"location\": \"Iran\", \"date\": \"2020-02-21T00:00:00\", \"total_infected\": 593.0, \"n_days\": 10, \"infected\": 593.0}, {\"index\": 4279, \"location\": \"Iran\", \"date\": \"2020-02-22T00:00:00\", \"total_infected\": 978.0, \"n_days\": 11, \"infected\": 978.0}, {\"index\": 4280, \"location\": \"Iran\", \"date\": \"2020-02-23T00:00:00\", \"total_infected\": 1501.0, \"n_days\": 12, \"infected\": 1501.0}, {\"index\": 4281, \"location\": \"Iran\", \"date\": \"2020-02-24T00:00:00\", \"total_infected\": 2336.0, \"n_days\": 13, \"infected\": 2336.0}, {\"index\": 4282, \"location\": \"Iran\", \"date\": \"2020-02-25T00:00:00\", \"total_infected\": 2922.0000000000005, \"n_days\": 14, \"infected\": 2922.0000000000005}, {\"index\": 4283, \"location\": \"Iran\", \"date\": \"2020-02-26T00:00:00\", \"total_infected\": 3513.0, \"n_days\": 15, \"infected\": 3513.0}, {\"index\": 4284, \"location\": \"Iran\", \"date\": \"2020-02-27T00:00:00\", \"total_infected\": 4747.0, \"n_days\": 16, \"infected\": 4747.0}, {\"index\": 4285, \"location\": \"Iran\", \"date\": \"2020-02-28T00:00:00\", \"total_infected\": 5823.0, \"n_days\": 17, \"infected\": 5823.0}, {\"index\": 4286, \"location\": \"Iran\", \"date\": \"2020-02-29T00:00:00\", \"total_infected\": 6566.0, \"n_days\": 18, \"infected\": 6566.0}, {\"index\": 4287, \"location\": \"Iran\", \"date\": \"2020-03-01T00:00:00\", \"total_infected\": 7161.000000000001, \"n_days\": 19, \"infected\": 7161.000000000001}, {\"index\": 4288, \"location\": \"Iran\", \"date\": \"2020-03-02T00:00:00\", \"total_infected\": 8042.000000000001, \"n_days\": 20, \"infected\": 8042.000000000001}, {\"index\": 4289, \"location\": \"Iran\", \"date\": \"2020-03-03T00:00:00\", \"total_infected\": 9000.0, \"n_days\": 21, \"infected\": 9000.0}, {\"index\": 4290, \"location\": \"Iran\", \"date\": \"2020-03-04T00:00:00\", \"total_infected\": 10075.0, \"n_days\": 22, \"infected\": 10075.0}, {\"index\": 4291, \"location\": \"Iran\", \"date\": \"2020-03-05T00:00:00\", \"total_infected\": 11364.0, \"n_days\": 23, \"infected\": 11364.0}, {\"index\": 4292, \"location\": \"Iran\", \"date\": \"2020-03-06T00:00:00\", \"total_infected\": 12729.0, \"n_days\": 24, \"infected\": 12729.0}, {\"index\": 4293, \"location\": \"Iran\", \"date\": \"2020-03-07T00:00:00\", \"total_infected\": 13938.0, \"n_days\": 25, \"infected\": 13938.0}, {\"index\": 4294, \"location\": \"Iran\", \"date\": \"2020-03-08T00:00:00\", \"total_infected\": 14991.0, \"n_days\": 26, \"infected\": 14991.0}, {\"index\": 4295, \"location\": \"Iran\", \"date\": \"2020-03-09T00:00:00\", \"total_infected\": 16169.0, \"n_days\": 27, \"infected\": 16169.0}, {\"index\": 4296, \"location\": \"Iran\", \"date\": \"2020-03-10T00:00:00\", \"total_infected\": 17361.0, \"n_days\": 28, \"infected\": 17361.0}, {\"index\": 4297, \"location\": \"Iran\", \"date\": \"2020-03-11T00:00:00\", \"total_infected\": 18407.0, \"n_days\": 29, \"infected\": 18407.0}, {\"index\": 4298, \"location\": \"Iran\", \"date\": \"2020-03-12T00:00:00\", \"total_infected\": 19644.0, \"n_days\": 30, \"infected\": 19644.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "# Plot estimated absolute number of infected\n",
    "plot(data_countries_pc, \"line\", True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lastest Country Estimates"
   ]
  },
  {
   "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>Infected - Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>793.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>81250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>12726.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>19848.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iran</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>19644.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>47021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>963.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>1020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Korea</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>8652.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>20410.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>4014.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States</th>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>19100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Date  Infected - Total\n",
       "Country                                    \n",
       "Brazil         2020-03-12             793.0\n",
       "China          2020-03-12           81250.0\n",
       "France         2020-03-12           12726.0\n",
       "Germany        2020-03-12           19848.0\n",
       "Iran           2020-03-12           19644.0\n",
       "Italy          2020-03-12           47021.0\n",
       "Japan          2020-03-12             963.0\n",
       "Portugal       2020-03-12            1020.0\n",
       "South Korea    2020-03-12            8652.0\n",
       "Spain          2020-03-12           20410.0\n",
       "United Kingdom 2020-03-12            4014.0\n",
       "United States  2020-03-12           19100.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input    \n",
    "label = 'Infected - Total'\n",
    "temp = pd.concat([x.copy() for x in data_countries_pc]).loc[lambda x: x.date >= '3/1/2020']\n",
    "\n",
    "metric_name = f'{label}'\n",
    "temp.columns = ['Country', 'Date', metric_name]\n",
    "# temp.loc[:, 'month'] = temp.date.dt.strftime('%Y-%m')\n",
    "temp.loc[:, \"Infected - Total\"] = temp.loc[:, \"Infected - Total\"].round(0)  \n",
    "temp.groupby('Country').last()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Infected vs. number of confirmed cases\n",
    "> Allows you to compare how countries have been tracking the true number of infected people. The smaller deviation from the dashed line (45 degree line) the better job at tracking the true number of infected people."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Tip: Click (Shift+ for multiple) on countries in the legend to filter the visualization. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-749eacc4b7514847916634ac626c3c98\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    const outputDiv = document.getElementById(\"altair-viz-749eacc4b7514847916634ac626c3c98\");\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.0.2?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}, \"axis\": {\"labelFontSize\": 15, \"titleFontSize\": 18}, \"title\": {\"fontSize\": 20}}, \"data\": {\"name\": \"data-aff2dac13c7b539c55fb9902a90e9817\"}, \"mark\": \"point\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"location\", \"legend\": {\"labelFontSize\": 15, \"title\": \"Country\", \"titleFontSize\": 17}, \"scale\": {\"scheme\": \"tableau20\"}}, \"opacity\": {\"condition\": {\"value\": 1, \"selection\": \"selector004\"}, \"value\": 0.1}, \"x\": {\"type\": \"quantitative\", \"field\": \"cases\", \"title\": \"Cases\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"infected\", \"title\": \"Infected\"}}, \"height\": 400, \"selection\": {\"selector003\": {\"type\": \"interval\", \"bind\": \"scales\"}, \"selector004\": {\"type\": \"multi\", \"fields\": [\"location\"], \"bind\": \"legend\"}}, \"title\": \"COVID-19 Cases VS Infected\", \"width\": 550, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-aff2dac13c7b539c55fb9902a90e9817\": [{\"index\": 4506, \"location\": \"Italy\", \"date\": \"2020-02-13T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 20.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 3, \"infected\": 20.0, \"45_line\": 3}, {\"index\": 4507, \"location\": \"Italy\", \"date\": \"2020-02-14T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 62.0, \"infected_g\": 1.1314021114911008, \"n_days\": 1, \"cases\": 3, \"infected\": 62.0, \"45_line\": 3}, {\"index\": 4508, \"location\": \"Italy\", \"date\": \"2020-02-15T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 155.0, \"infected_g\": 0.9162907318741551, \"n_days\": 2, \"cases\": 3, \"infected\": 155.0, \"45_line\": 3}, {\"index\": 4509, \"location\": \"Italy\", \"date\": \"2020-02-16T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 229.0, \"infected_g\": 0.3902968866349932, \"n_days\": 3, \"cases\": 3, \"infected\": 229.0, \"45_line\": 3}, {\"index\": 4510, \"location\": \"Italy\", \"date\": \"2020-02-17T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 322.0, \"infected_g\": 0.34082954199016857, \"n_days\": 4, \"cases\": 3, \"infected\": 322.0, \"45_line\": 3}, {\"index\": 4511, \"location\": \"Italy\", \"date\": \"2020-02-18T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 453.0, \"infected_g\": 0.34134057993862577, \"n_days\": 5, \"cases\": 3, \"infected\": 453.0, \"45_line\": 3}, {\"index\": 4512, \"location\": \"Italy\", \"date\": \"2020-02-19T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 655.0, \"infected_g\": 0.3687431101522174, \"n_days\": 6, \"cases\": 3, \"infected\": 655.0, \"45_line\": 3}, {\"index\": 4513, \"location\": \"Italy\", \"date\": \"2020-02-20T00:00:00\", \"total_deaths\": 0, \"total_cases\": 3, \"CFR\": 0.0, \"total_infected\": 888.0, \"infected_g\": 0.3043365073569184, \"n_days\": 7, \"cases\": 3, \"infected\": 888.0, \"45_line\": 3}, {\"index\": 4514, \"location\": \"Italy\", \"date\": \"2020-02-21T00:00:00\", \"total_deaths\": 1, \"total_cases\": 20, \"CFR\": 0.05, \"total_infected\": 1128.0, \"infected_g\": 0.23922968906583453, \"n_days\": 8, \"cases\": 20, \"infected\": 1128.0, \"45_line\": 20}, {\"index\": 4515, \"location\": \"Italy\", \"date\": \"2020-02-22T00:00:00\", \"total_deaths\": 2, \"total_cases\": 62, \"CFR\": 0.03225806451612903, \"total_infected\": 1694.0, \"infected_g\": 0.4066464431539947, \"n_days\": 9, \"cases\": 62, \"infected\": 1694.0, \"45_line\": 62}, {\"index\": 4516, \"location\": \"Italy\", \"date\": \"2020-02-23T00:00:00\", \"total_deaths\": 3, \"total_cases\": 155, \"CFR\": 0.01935483870967742, \"total_infected\": 2036.0, \"infected_g\": 0.183894502458414, \"n_days\": 10, \"cases\": 155, \"infected\": 2036.0, \"45_line\": 155}, {\"index\": 4517, \"location\": \"Italy\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 7, \"total_cases\": 229, \"CFR\": 0.03056768558951965, \"total_infected\": 2502.0, \"infected_g\": 0.20610331335644272, \"n_days\": 11, \"cases\": 229, \"infected\": 2502.0, \"45_line\": 229}, {\"index\": 4518, \"location\": \"Italy\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 10, \"total_cases\": 322, \"CFR\": 0.031055900621118012, \"total_infected\": 3089.0, \"infected_g\": 0.21075700189172597, \"n_days\": 12, \"cases\": 322, \"infected\": 3089.0, \"45_line\": 322}, {\"index\": 4519, \"location\": \"Italy\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 12, \"total_cases\": 453, \"CFR\": 0.026490066225165563, \"total_infected\": 3858.0, \"infected_g\": 0.22230150054709163, \"n_days\": 13, \"cases\": 453, \"infected\": 3858.0, \"45_line\": 453}, {\"index\": 4520, \"location\": \"Italy\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 17, \"total_cases\": 655, \"CFR\": 0.025954198473282442, \"total_infected\": 4636.0, \"infected_g\": 0.1837030109939679, \"n_days\": 14, \"cases\": 655, \"infected\": 4636.0, \"45_line\": 655}, {\"index\": 4521, \"location\": \"Italy\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 21, \"total_cases\": 888, \"CFR\": 0.02364864864864865, \"total_infected\": 5883.0, \"infected_g\": 0.2382149104048139, \"n_days\": 15, \"cases\": 888, \"infected\": 5883.0, \"45_line\": 888}, {\"index\": 4522, \"location\": \"Italy\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 29, \"total_cases\": 1128, \"CFR\": 0.025709219858156027, \"total_infected\": 7375.0, \"infected_g\": 0.2260290663435658, \"n_days\": 16, \"cases\": 1128, \"infected\": 7375.0, \"45_line\": 1128}, {\"index\": 4523, \"location\": \"Italy\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 34, \"total_cases\": 1694, \"CFR\": 0.020070838252656435, \"total_infected\": 9172.0, \"infected_g\": 0.21805946276977473, \"n_days\": 17, \"cases\": 1694, \"infected\": 9172.0, \"45_line\": 1694}, {\"index\": 4524, \"location\": \"Italy\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 52, \"total_cases\": 2036, \"CFR\": 0.025540275049115914, \"total_infected\": 10149.0, \"infected_g\": 0.10121981347102249, \"n_days\": 18, \"cases\": 2036, \"infected\": 10149.0, \"45_line\": 2036}, {\"index\": 4525, \"location\": \"Italy\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 79, \"total_cases\": 2502, \"CFR\": 0.03157474020783373, \"total_infected\": 12461.999999999998, \"infected_g\": 0.20530883565534808, \"n_days\": 19, \"cases\": 2502, \"infected\": 12461.999999999998, \"45_line\": 2502}, {\"index\": 4526, \"location\": \"Italy\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 107, \"total_cases\": 3089, \"CFR\": 0.03463904176108773, \"total_infected\": 12461.999999999998, \"infected_g\": 0.0, \"n_days\": 20, \"cases\": 3089, \"infected\": 12461.999999999998, \"45_line\": 3089}, {\"index\": 4527, \"location\": \"Italy\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 148, \"total_cases\": 3858, \"CFR\": 0.0383618455158113, \"total_infected\": 17660.0, \"infected_g\": 0.3486181810537836, \"n_days\": 21, \"cases\": 3858, \"infected\": 17660.0, \"45_line\": 3858}, {\"index\": 4528, \"location\": \"Italy\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 197, \"total_cases\": 4636, \"CFR\": 0.042493528904227786, \"total_infected\": 21157.0, \"infected_g\": 0.18066862482536727, \"n_days\": 22, \"cases\": 4636, \"infected\": 21157.0, \"45_line\": 4636}, {\"index\": 4529, \"location\": \"Italy\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 233, \"total_cases\": 5883, \"CFR\": 0.039605643379228284, \"total_infected\": 24747.0, \"infected_g\": 0.15673344954552348, \"n_days\": 23, \"cases\": 5883, \"infected\": 24747.0, \"45_line\": 5883}, {\"index\": 4530, \"location\": \"Italy\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 366, \"total_cases\": 7375, \"CFR\": 0.0496271186440678, \"total_infected\": 27980.0, \"infected_g\": 0.12278569969063113, \"n_days\": 24, \"cases\": 7375, \"infected\": 27980.0, \"45_line\": 7375}, {\"index\": 4531, \"location\": \"Italy\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 463, \"total_cases\": 9172, \"CFR\": 0.050479720889664195, \"total_infected\": 31505.999999999996, \"infected_g\": 0.11868803464644273, \"n_days\": 25, \"cases\": 9172, \"infected\": 31505.999999999996, \"45_line\": 9172}, {\"index\": 4532, \"location\": \"Italy\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 631, \"total_cases\": 10149, \"CFR\": 0.062173613163858506, \"total_infected\": 35713.0, \"infected_g\": 0.12533676427513996, \"n_days\": 26, \"cases\": 10149, \"infected\": 35713.0, \"45_line\": 10149}, {\"index\": 4533, \"location\": \"Italy\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 827, \"total_cases\": 12462, \"CFR\": 0.06636173968865351, \"total_infected\": 41035.0, \"infected_g\": 0.1389105929227572, \"n_days\": 27, \"cases\": 12462, \"infected\": 41035.0, \"45_line\": 12462}, {\"index\": 4534, \"location\": \"Italy\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 827, \"total_cases\": 12462, \"CFR\": 0.06636173968865351, \"total_infected\": 47021.0, \"infected_g\": 0.13616894934982327, \"n_days\": 28, \"cases\": 12462, \"infected\": 47021.0, \"45_line\": 12462}, {\"index\": 8234, \"location\": \"Spain\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 0, \"total_cases\": 2, \"CFR\": 0.0, \"total_infected\": 165.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 2, \"infected\": 165.0, \"45_line\": 2}, {\"index\": 8235, \"location\": \"Spain\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 0, \"total_cases\": 6, \"CFR\": 0.0, \"total_infected\": 222.0, \"infected_g\": 0.296731907971699, \"n_days\": 1, \"cases\": 6, \"infected\": 222.0, \"45_line\": 6}, {\"index\": 8236, \"location\": \"Spain\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 0, \"total_cases\": 13, \"CFR\": 0.0, \"total_infected\": 259.0, \"infected_g\": 0.15415067982725805, \"n_days\": 2, \"cases\": 13, \"infected\": 259.0, \"45_line\": 13}, {\"index\": 8237, \"location\": \"Spain\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 0, \"total_cases\": 15, \"CFR\": 0.0, \"total_infected\": 400.0, \"infected_g\": 0.43463648540844435, \"n_days\": 3, \"cases\": 15, \"infected\": 400.0, \"45_line\": 15}, {\"index\": 8238, \"location\": \"Spain\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 0, \"total_cases\": 32, \"CFR\": 0.0, \"total_infected\": 500.0, \"infected_g\": 0.2231435513142097, \"n_days\": 4, \"cases\": 32, \"infected\": 500.0, \"45_line\": 32}, {\"index\": 8239, \"location\": \"Spain\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 0, \"total_cases\": 45, \"CFR\": 0.0, \"total_infected\": 673.0, \"infected_g\": 0.29713723122253644, \"n_days\": 5, \"cases\": 45, \"infected\": 673.0, \"45_line\": 45}, {\"index\": 8240, \"location\": \"Spain\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 0, \"total_cases\": 84, \"CFR\": 0.0, \"total_infected\": 1073.0, \"infected_g\": 0.46646841298597064, \"n_days\": 6, \"cases\": 84, \"infected\": 1073.0, \"45_line\": 84}, {\"index\": 8241, \"location\": \"Spain\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 0, \"total_cases\": 120, \"CFR\": 0.0, \"total_infected\": 1695.0, \"infected_g\": 0.45722427718385195, \"n_days\": 7, \"cases\": 120, \"infected\": 1695.0, \"45_line\": 120}, {\"index\": 8242, \"location\": \"Spain\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 1, \"total_cases\": 165, \"CFR\": 0.006060606060606061, \"total_infected\": 2277.0, \"infected_g\": 0.29517604624918903, \"n_days\": 8, \"cases\": 165, \"infected\": 2277.0, \"45_line\": 165}, {\"index\": 8243, \"location\": \"Spain\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 2, \"total_cases\": 222, \"CFR\": 0.009009009009009009, \"total_infected\": 2277.0, \"infected_g\": 0.0, \"n_days\": 9, \"cases\": 222, \"infected\": 2277.0, \"45_line\": 222}, {\"index\": 8244, \"location\": \"Spain\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 3, \"total_cases\": 259, \"CFR\": 0.011583011583011582, \"total_infected\": 5232.0, \"infected_g\": 0.8319348270732947, \"n_days\": 10, \"cases\": 259, \"infected\": 5232.0, \"45_line\": 259}, {\"index\": 8245, \"location\": \"Spain\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 5, \"total_cases\": 400, \"CFR\": 0.0125, \"total_infected\": 6391.0, \"infected_g\": 0.20009713651324823, \"n_days\": 11, \"cases\": 400, \"infected\": 6391.0, \"45_line\": 400}, {\"index\": 8246, \"location\": \"Spain\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 10, \"total_cases\": 500, \"CFR\": 0.02, \"total_infected\": 7798.0, \"infected_g\": 0.19897653989226072, \"n_days\": 12, \"cases\": 500, \"infected\": 7798.0, \"45_line\": 500}, {\"index\": 8247, \"location\": \"Spain\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 17, \"total_cases\": 673, \"CFR\": 0.02526002971768202, \"total_infected\": 9942.0, \"infected_g\": 0.24290091711207396, \"n_days\": 13, \"cases\": 673, \"infected\": 9942.0, \"45_line\": 673}, {\"index\": 8248, \"location\": \"Spain\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 28, \"total_cases\": 1073, \"CFR\": 0.0260950605778192, \"total_infected\": 11748.0, \"infected_g\": 0.16691480566389316, \"n_days\": 14, \"cases\": 1073, \"infected\": 11748.0, \"45_line\": 1073}, {\"index\": 8249, \"location\": \"Spain\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 35, \"total_cases\": 1695, \"CFR\": 0.02064896755162242, \"total_infected\": 13909.999999999998, \"infected_g\": 0.16892499259897775, \"n_days\": 15, \"cases\": 1695, \"infected\": 13909.999999999998, \"45_line\": 1695}, {\"index\": 8250, \"location\": \"Spain\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 54, \"total_cases\": 2277, \"CFR\": 0.023715415019762844, \"total_infected\": 17963.0, \"infected_g\": 0.25570608085134694, \"n_days\": 16, \"cases\": 2277, \"infected\": 17963.0, \"45_line\": 2277}, {\"index\": 8251, \"location\": \"Spain\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 55, \"total_cases\": 2277, \"CFR\": 0.024154589371980676, \"total_infected\": 20410.0, \"infected_g\": 0.12771089003505587, \"n_days\": 17, \"cases\": 2277, \"infected\": 20410.0, \"45_line\": 2277}, {\"index\": 3261, \"location\": \"France\", \"date\": \"2020-02-07T00:00:00\", \"total_deaths\": 0, \"total_cases\": 6, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 6, \"infected\": 12.0, \"45_line\": 6}, {\"index\": 3262, \"location\": \"France\", \"date\": \"2020-02-08T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 1, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3263, \"location\": \"France\", \"date\": \"2020-02-09T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 2, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3264, \"location\": \"France\", \"date\": \"2020-02-10T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 3, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3265, \"location\": \"France\", \"date\": \"2020-02-11T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 4, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3266, \"location\": \"France\", \"date\": \"2020-02-12T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 5, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3267, \"location\": \"France\", \"date\": \"2020-02-13T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 6, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3268, \"location\": \"France\", \"date\": \"2020-02-14T00:00:00\", \"total_deaths\": 0, \"total_cases\": 11, \"CFR\": 0.0, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 7, \"cases\": 11, \"infected\": 12.0, \"45_line\": 11}, {\"index\": 3269, \"location\": \"France\", \"date\": \"2020-02-15T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 8, \"cases\": 12, \"infected\": 12.0, \"45_line\": 12}, {\"index\": 3270, \"location\": \"France\", \"date\": \"2020-02-16T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 12.0, \"infected_g\": 0.0, \"n_days\": 9, \"cases\": 12, \"infected\": 12.0, \"45_line\": 12}, {\"index\": 3271, \"location\": \"France\", \"date\": \"2020-02-17T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 14.0, \"infected_g\": 0.15415067982725805, \"n_days\": 10, \"cases\": 12, \"infected\": 14.0, \"45_line\": 12}, {\"index\": 3272, \"location\": \"France\", \"date\": \"2020-02-18T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 18.0, \"infected_g\": 0.2513144282809061, \"n_days\": 11, \"cases\": 12, \"infected\": 18.0, \"45_line\": 12}, {\"index\": 3273, \"location\": \"France\", \"date\": \"2020-02-19T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 38.0, \"infected_g\": 0.7472144018302211, \"n_days\": 12, \"cases\": 12, \"infected\": 38.0, \"45_line\": 12}, {\"index\": 3274, \"location\": \"France\", \"date\": \"2020-02-20T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 57.0, \"infected_g\": 0.4054651081081646, \"n_days\": 13, \"cases\": 12, \"infected\": 57.0, \"45_line\": 12}, {\"index\": 3275, \"location\": \"France\", \"date\": \"2020-02-21T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 100.0, \"infected_g\": 0.5621189181535415, \"n_days\": 14, \"cases\": 12, \"infected\": 100.0, \"45_line\": 12}, {\"index\": 3276, \"location\": \"France\", \"date\": \"2020-02-22T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 130.0, \"infected_g\": 0.2623642644674904, \"n_days\": 15, \"cases\": 12, \"infected\": 130.0, \"45_line\": 12}, {\"index\": 3277, \"location\": \"France\", \"date\": \"2020-02-23T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 191.0, \"infected_g\": 0.3847389775910477, \"n_days\": 16, \"cases\": 12, \"infected\": 191.0, \"45_line\": 12}, {\"index\": 3278, \"location\": \"France\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 1, \"total_cases\": 12, \"CFR\": 0.08333333333333333, \"total_infected\": 204.0, \"infected_g\": 0.06584656579758619, \"n_days\": 17, \"cases\": 12, \"infected\": 204.0, \"45_line\": 12}, {\"index\": 3279, \"location\": \"France\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 1, \"total_cases\": 14, \"CFR\": 0.07142857142857142, \"total_infected\": 288.0, \"infected_g\": 0.34484048629173003, \"n_days\": 18, \"cases\": 14, \"infected\": 288.0, \"45_line\": 14}, {\"index\": 3280, \"location\": \"France\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 2, \"total_cases\": 18, \"CFR\": 0.1111111111111111, \"total_infected\": 380.0, \"infected_g\": 0.27721077258448545, \"n_days\": 19, \"cases\": 18, \"infected\": 380.0, \"45_line\": 18}, {\"index\": 3281, \"location\": \"France\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 2, \"total_cases\": 38, \"CFR\": 0.05263157894736842, \"total_infected\": 656.0, \"infected_g\": 0.5459895362236571, \"n_days\": 20, \"cases\": 38, \"infected\": 656.0, \"45_line\": 38}, {\"index\": 3282, \"location\": \"France\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 2, \"total_cases\": 57, \"CFR\": 0.03508771929824561, \"total_infected\": 957.0, \"infected_g\": 0.3776426025088657, \"n_days\": 21, \"cases\": 57, \"infected\": 957.0, \"45_line\": 57}, {\"index\": 3283, \"location\": \"France\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 2, \"total_cases\": 100, \"CFR\": 0.02, \"total_infected\": 1134.0, \"infected_g\": 0.16970309283474272, \"n_days\": 22, \"cases\": 100, \"infected\": 1134.0, \"45_line\": 100}, {\"index\": 3284, \"location\": \"France\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 2, \"total_cases\": 130, \"CFR\": 0.015384615384615385, \"total_infected\": 1217.0, \"infected_g\": 0.07063760869982971, \"n_days\": 23, \"cases\": 130, \"infected\": 1217.0, \"45_line\": 130}, {\"index\": 3285, \"location\": \"France\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 3, \"total_cases\": 191, \"CFR\": 0.015706806282722512, \"total_infected\": 1792.0, \"infected_g\": 0.38694350054734894, \"n_days\": 24, \"cases\": 191, \"infected\": 1792.0, \"45_line\": 191}, {\"index\": 3286, \"location\": \"France\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 4, \"total_cases\": 204, \"CFR\": 0.0196078431372549, \"total_infected\": 2290.0, \"infected_g\": 0.24521950301340922, \"n_days\": 25, \"cases\": 204, \"infected\": 2290.0, \"45_line\": 204}, {\"index\": 3287, \"location\": \"France\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 4, \"total_cases\": 288, \"CFR\": 0.013888888888888888, \"total_infected\": 2290.0, \"infected_g\": 0.0, \"n_days\": 26, \"cases\": 288, \"infected\": 2290.0, \"45_line\": 288}, {\"index\": 3288, \"location\": \"France\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 6, \"total_cases\": 380, \"CFR\": 0.015789473684210527, \"total_infected\": 3678.0, \"infected_g\": 0.47381730861598204, \"n_days\": 27, \"cases\": 380, \"infected\": 3678.0, \"45_line\": 380}, {\"index\": 3289, \"location\": \"France\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 9, \"total_cases\": 656, \"CFR\": 0.013719512195121951, \"total_infected\": 4487.0, \"infected_g\": 0.19881520081171722, \"n_days\": 28, \"cases\": 656, \"infected\": 4487.0, \"45_line\": 656}, {\"index\": 3290, \"location\": \"France\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 11, \"total_cases\": 957, \"CFR\": 0.011494252873563218, \"total_infected\": 4523.0, \"infected_g\": 0.007991163501859688, \"n_days\": 29, \"cases\": 957, \"infected\": 4523.0, \"45_line\": 957}, {\"index\": 3291, \"location\": \"France\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 19, \"total_cases\": 1134, \"CFR\": 0.01675485008818342, \"total_infected\": 6668.0, \"infected_g\": 0.38814447439284017, \"n_days\": 30, \"cases\": 1134, \"infected\": 6668.0, \"45_line\": 1134}, {\"index\": 3292, \"location\": \"France\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 19, \"total_cases\": 1217, \"CFR\": 0.015612161051766639, \"total_infected\": 7699.0, \"infected_g\": 0.1437704854073658, \"n_days\": 31, \"cases\": 1217, \"infected\": 7699.0, \"45_line\": 1217}, {\"index\": 3293, \"location\": \"France\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 33, \"total_cases\": 1792, \"CFR\": 0.018415178571428572, \"total_infected\": 9105.0, \"infected_g\": 0.16773326288365809, \"n_days\": 32, \"cases\": 1792, \"infected\": 9105.0, \"45_line\": 1792}, {\"index\": 3294, \"location\": \"France\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 48, \"total_cases\": 2290, \"CFR\": 0.02096069868995633, \"total_infected\": 10947.0, \"infected_g\": 0.18424173294284962, \"n_days\": 33, \"cases\": 2290, \"infected\": 10947.0, \"45_line\": 2290}, {\"index\": 3295, \"location\": \"France\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 48, \"total_cases\": 2290, \"CFR\": 0.02096069868995633, \"total_infected\": 12726.0, \"infected_g\": 0.15058169868818005, \"n_days\": 34, \"cases\": 2290, \"infected\": 12726.0, \"45_line\": 2290}, {\"index\": 9121, \"location\": \"United Kingdom\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 0, \"total_cases\": 13, \"CFR\": 0.0, \"total_infected\": 116.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 13, \"infected\": 116.0, \"45_line\": 13}, {\"index\": 9122, \"location\": \"United Kingdom\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 0, \"total_cases\": 15, \"CFR\": 0.0, \"total_infected\": 164.0, \"infected_g\": 0.34627623671783425, \"n_days\": 1, \"cases\": 15, \"infected\": 164.0, \"45_line\": 15}, {\"index\": 9123, \"location\": \"United Kingdom\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 0, \"total_cases\": 20, \"CFR\": 0.0, \"total_infected\": 207.0, \"infected_g\": 0.23285236544117005, \"n_days\": 2, \"cases\": 20, \"infected\": 207.0, \"45_line\": 20}, {\"index\": 9124, \"location\": \"United Kingdom\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 0, \"total_cases\": 23, \"CFR\": 0.0, \"total_infected\": 274.0, \"infected_g\": 0.2804093131227017, \"n_days\": 3, \"cases\": 23, \"infected\": 274.0, \"45_line\": 23}, {\"index\": 9125, \"location\": \"United Kingdom\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 0, \"total_cases\": 36, \"CFR\": 0.0, \"total_infected\": 322.0, \"infected_g\": 0.16142343915633806, \"n_days\": 4, \"cases\": 36, \"infected\": 322.0, \"45_line\": 36}, {\"index\": 9126, \"location\": \"United Kingdom\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 0, \"total_cases\": 40, \"CFR\": 0.0, \"total_infected\": 384.0, \"infected_g\": 0.17609100704331837, \"n_days\": 5, \"cases\": 40, \"infected\": 384.0, \"45_line\": 40}, {\"index\": 9127, \"location\": \"United Kingdom\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 0, \"total_cases\": 51, \"CFR\": 0.0, \"total_infected\": 458.99999999999994, \"infected_g\": 0.1784076574728184, \"n_days\": 6, \"cases\": 51, \"infected\": 458.99999999999994, \"45_line\": 51}, {\"index\": 9128, \"location\": \"United Kingdom\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 0, \"total_cases\": 86, \"CFR\": 0.0, \"total_infected\": 458.99999999999994, \"infected_g\": 0.0, \"n_days\": 7, \"cases\": 86, \"infected\": 458.99999999999994, \"45_line\": 86}, {\"index\": 9129, \"location\": \"United Kingdom\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 1, \"total_cases\": 116, \"CFR\": 0.008620689655172414, \"total_infected\": 802.0, \"infected_g\": 0.5580583978059694, \"n_days\": 8, \"cases\": 116, \"infected\": 802.0, \"45_line\": 116}, {\"index\": 9130, \"location\": \"United Kingdom\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 2, \"total_cases\": 164, \"CFR\": 0.012195121951219513, \"total_infected\": 1144.0, \"infected_g\": 0.3551775640732284, \"n_days\": 9, \"cases\": 164, \"infected\": 1144.0, \"45_line\": 164}, {\"index\": 9131, \"location\": \"United Kingdom\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 2, \"total_cases\": 207, \"CFR\": 0.00966183574879227, \"total_infected\": 1145.0, \"infected_g\": 0.0008737440485973025, \"n_days\": 10, \"cases\": 207, \"infected\": 1145.0, \"45_line\": 207}, {\"index\": 9132, \"location\": \"United Kingdom\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 3, \"total_cases\": 274, \"CFR\": 0.010948905109489052, \"total_infected\": 1551.0, \"infected_g\": 0.30349524718819865, \"n_days\": 11, \"cases\": 274, \"infected\": 1551.0, \"45_line\": 274}, {\"index\": 9133, \"location\": \"United Kingdom\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 4, \"total_cases\": 322, \"CFR\": 0.012422360248447204, \"total_infected\": 1960.0, \"infected_g\": 0.2340445890480236, \"n_days\": 12, \"cases\": 322, \"infected\": 1960.0, \"45_line\": 322}, {\"index\": 9134, \"location\": \"United Kingdom\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 6, \"total_cases\": 384, \"CFR\": 0.015625, \"total_infected\": 2642.0, \"infected_g\": 0.2985917328577079, \"n_days\": 13, \"cases\": 384, \"infected\": 2642.0, \"45_line\": 384}, {\"index\": 9135, \"location\": \"United Kingdom\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 8, \"total_cases\": 459, \"CFR\": 0.017429193899782137, \"total_infected\": 2716.0, \"infected_g\": 0.02762400359631645, \"n_days\": 14, \"cases\": 459, \"infected\": 2716.0, \"45_line\": 459}, {\"index\": 9136, \"location\": \"United Kingdom\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 8, \"total_cases\": 459, \"CFR\": 0.017429193899782137, \"total_infected\": 4014.0, \"infected_g\": 0.3906280406776972, \"n_days\": 15, \"cases\": 459, \"infected\": 4014.0, \"45_line\": 459}, {\"index\": 3520, \"location\": \"Germany\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 0, \"total_cases\": 130, \"CFR\": 0.0, \"total_infected\": 1176.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 130, \"infected\": 1176.0, \"45_line\": 130}, {\"index\": 3521, \"location\": \"Germany\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 0, \"total_cases\": 159, \"CFR\": 0.0, \"total_infected\": 1457.0, \"infected_g\": 0.2142606777366325, \"n_days\": 1, \"cases\": 159, \"infected\": 1457.0, \"45_line\": 159}, {\"index\": 3522, \"location\": \"Germany\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 0, \"total_cases\": 196, \"CFR\": 0.0, \"total_infected\": 1908.0, \"infected_g\": 0.26967604581302673, \"n_days\": 2, \"cases\": 196, \"infected\": 1908.0, \"45_line\": 196}, {\"index\": 3523, \"location\": \"Germany\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 0, \"total_cases\": 262, \"CFR\": 0.0, \"total_infected\": 2078.0, \"infected_g\": 0.08535031965094131, \"n_days\": 3, \"cases\": 262, \"infected\": 2078.0, \"45_line\": 262}, {\"index\": 3524, \"location\": \"Germany\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 0, \"total_cases\": 482, \"CFR\": 0.0, \"total_infected\": 3675.0, \"infected_g\": 0.5701472399877643, \"n_days\": 4, \"cases\": 482, \"infected\": 3675.0, \"45_line\": 482}, {\"index\": 3525, \"location\": \"Germany\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 0, \"total_cases\": 670, \"CFR\": 0.0, \"total_infected\": 4585.0, \"infected_g\": 0.221236973043629, \"n_days\": 5, \"cases\": 670, \"infected\": 4585.0, \"45_line\": 670}, {\"index\": 3526, \"location\": \"Germany\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 0, \"total_cases\": 799, \"CFR\": 0.0, \"total_infected\": 5795.0, \"infected_g\": 0.2342053710832861, \"n_days\": 6, \"cases\": 799, \"infected\": 5795.0, \"45_line\": 799}, {\"index\": 3527, \"location\": \"Germany\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 0, \"total_cases\": 1040, \"CFR\": 0.0, \"total_infected\": 7272.0, \"infected_g\": 0.22703588008346287, \"n_days\": 7, \"cases\": 1040, \"infected\": 7272.0, \"45_line\": 1040}, {\"index\": 3528, \"location\": \"Germany\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 2, \"total_cases\": 1176, \"CFR\": 0.0017006802721088435, \"total_infected\": 9257.0, \"infected_g\": 0.2413486652098964, \"n_days\": 8, \"cases\": 1176, \"infected\": 9257.0, \"45_line\": 1176}, {\"index\": 3529, \"location\": \"Germany\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 2, \"total_cases\": 1457, \"CFR\": 0.0013726835964310226, \"total_infected\": 12327.0, \"infected_g\": 0.28641195648430795, \"n_days\": 9, \"cases\": 1457, \"infected\": 12327.0, \"45_line\": 1457}, {\"index\": 3530, \"location\": \"Germany\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 3, \"total_cases\": 1908, \"CFR\": 0.0015723270440251573, \"total_infected\": 15320.0, \"infected_g\": 0.21736718574306302, \"n_days\": 10, \"cases\": 1908, \"infected\": 15320.0, \"45_line\": 1908}, {\"index\": 3531, \"location\": \"Germany\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 3, \"total_cases\": 2078, \"CFR\": 0.0014436958614051972, \"total_infected\": 19848.0, \"infected_g\": 0.2589440820770541, \"n_days\": 11, \"cases\": 2078, \"infected\": 19848.0, \"45_line\": 2078}, {\"index\": 7186, \"location\": \"Portugal\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 0, \"total_cases\": 30, \"CFR\": 0.0, \"total_infected\": 448.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 30, \"infected\": 448.0, \"45_line\": 30}, {\"index\": 7187, \"location\": \"Portugal\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 0, \"total_cases\": 41, \"CFR\": 0.0, \"total_infected\": 448.0, \"infected_g\": 0.0, \"n_days\": 1, \"cases\": 41, \"infected\": 448.0, \"45_line\": 41}, {\"index\": 7188, \"location\": \"Portugal\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 0, \"total_cases\": 59, \"CFR\": 0.0, \"total_infected\": 785.0, \"infected_g\": 0.5608904853674233, \"n_days\": 2, \"cases\": 59, \"infected\": 785.0, \"45_line\": 59}, {\"index\": 7189, \"location\": \"Portugal\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 0, \"total_cases\": 59, \"CFR\": 0.0, \"total_infected\": 1020.0, \"infected_g\": 0.2618741884959084, \"n_days\": 3, \"cases\": 59, \"infected\": 1020.0, \"45_line\": 59}, {\"index\": 9175, \"location\": \"United States\", \"date\": \"2020-02-21T00:00:00\", \"total_deaths\": 0, \"total_cases\": 15, \"CFR\": 0.0, \"total_infected\": 68.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 15, \"infected\": 68.0, \"45_line\": 15}, {\"index\": 9176, \"location\": \"United States\", \"date\": \"2020-02-22T00:00:00\", \"total_deaths\": 0, \"total_cases\": 15, \"CFR\": 0.0, \"total_infected\": 74.0, \"infected_g\": 0.08455738802806323, \"n_days\": 1, \"cases\": 15, \"infected\": 74.0, \"45_line\": 15}, {\"index\": 9177, \"location\": \"United States\", \"date\": \"2020-02-23T00:00:00\", \"total_deaths\": 0, \"total_cases\": 15, \"CFR\": 0.0, \"total_infected\": 98.0, \"infected_g\": 0.2809023854664021, \"n_days\": 2, \"cases\": 15, \"infected\": 98.0, \"45_line\": 15}, {\"index\": 9178, \"location\": \"United States\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 0, \"total_cases\": 51, \"CFR\": 0.0, \"total_infected\": 118.0, \"infected_g\": 0.1857171457950928, \"n_days\": 3, \"cases\": 51, \"infected\": 118.0, \"45_line\": 51}, {\"index\": 9179, \"location\": \"United States\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 0, \"total_cases\": 51, \"CFR\": 0.0, \"total_infected\": 149.0, \"infected_g\": 0.2332616814797941, \"n_days\": 4, \"cases\": 51, \"infected\": 149.0, \"45_line\": 51}, {\"index\": 9180, \"location\": \"United States\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 0, \"total_cases\": 57, \"CFR\": 0.0, \"total_infected\": 217.0, \"infected_g\": 0.37595104759500053, \"n_days\": 5, \"cases\": 57, \"infected\": 217.0, \"45_line\": 57}, {\"index\": 9181, \"location\": \"United States\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 0, \"total_cases\": 58, \"CFR\": 0.0, \"total_infected\": 262.0, \"infected_g\": 0.18844715022063685, \"n_days\": 6, \"cases\": 58, \"infected\": 262.0, \"45_line\": 58}, {\"index\": 9182, \"location\": \"United States\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 0, \"total_cases\": 60, \"CFR\": 0.0, \"total_infected\": 402.0, \"infected_g\": 0.42810758485792455, \"n_days\": 7, \"cases\": 60, \"infected\": 402.0, \"45_line\": 60}, {\"index\": 9183, \"location\": \"United States\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 1, \"total_cases\": 68, \"CFR\": 0.014705882352941176, \"total_infected\": 518.0, \"infected_g\": 0.25352315364046163, \"n_days\": 8, \"cases\": 68, \"infected\": 518.0, \"45_line\": 68}, {\"index\": 9184, \"location\": \"United States\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 1, \"total_cases\": 74, \"CFR\": 0.013513513513513514, \"total_infected\": 583.0, \"infected_g\": 0.11821194409100944, \"n_days\": 9, \"cases\": 74, \"infected\": 583.0, \"45_line\": 74}, {\"index\": 9185, \"location\": \"United States\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 6, \"total_cases\": 98, \"CFR\": 0.061224489795918366, \"total_infected\": 959.0, \"infected_g\": 0.49770388853294634, \"n_days\": 10, \"cases\": 98, \"infected\": 959.0, \"45_line\": 98}, {\"index\": 9186, \"location\": \"United States\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 7, \"total_cases\": 118, \"CFR\": 0.059322033898305086, \"total_infected\": 1281.0, \"infected_g\": 0.2895052270132954, \"n_days\": 11, \"cases\": 118, \"infected\": 1281.0, \"45_line\": 118}, {\"index\": 9187, \"location\": \"United States\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 11, \"total_cases\": 149, \"CFR\": 0.0738255033557047, \"total_infected\": 1663.0, \"infected_g\": 0.260982177296194, \"n_days\": 12, \"cases\": 149, \"infected\": 1663.0, \"45_line\": 149}, {\"index\": 9188, \"location\": \"United States\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 12, \"total_cases\": 217, \"CFR\": 0.055299539170506916, \"total_infected\": 2179.0, \"infected_g\": 0.27024285575169227, \"n_days\": 13, \"cases\": 217, \"infected\": 2179.0, \"45_line\": 217}, {\"index\": 9189, \"location\": \"United States\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 14, \"total_cases\": 262, \"CFR\": 0.05343511450381679, \"total_infected\": 2727.0, \"infected_g\": 0.22433604790096862, \"n_days\": 14, \"cases\": 262, \"infected\": 2727.0, \"45_line\": 262}, {\"index\": 9190, \"location\": \"United States\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 17, \"total_cases\": 402, \"CFR\": 0.04228855721393035, \"total_infected\": 3499.0, \"infected_g\": 0.24927510952209975, \"n_days\": 15, \"cases\": 402, \"infected\": 3499.0, \"45_line\": 402}, {\"index\": 9191, \"location\": \"United States\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 21, \"total_cases\": 518, \"CFR\": 0.04054054054054054, \"total_infected\": 4632.0, \"infected_g\": 0.28051152688514236, \"n_days\": 16, \"cases\": 518, \"infected\": 4632.0, \"45_line\": 518}, {\"index\": 9192, \"location\": \"United States\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 22, \"total_cases\": 583, \"CFR\": 0.03773584905660377, \"total_infected\": 6421.0, \"infected_g\": 0.32658512854121824, \"n_days\": 17, \"cases\": 583, \"infected\": 6421.0, \"45_line\": 583}, {\"index\": 9193, \"location\": \"United States\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 28, \"total_cases\": 959, \"CFR\": 0.029197080291970802, \"total_infected\": 7783.0, \"infected_g\": 0.19236799916533975, \"n_days\": 18, \"cases\": 959, \"infected\": 7783.0, \"45_line\": 959}, {\"index\": 9194, \"location\": \"United States\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 36, \"total_cases\": 1281, \"CFR\": 0.02810304449648712, \"total_infected\": 13677.0, \"infected_g\": 0.5637737219221624, \"n_days\": 19, \"cases\": 1281, \"infected\": 13677.0, \"45_line\": 1281}, {\"index\": 9195, \"location\": \"United States\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 40, \"total_cases\": 1663, \"CFR\": 0.024052916416115455, \"total_infected\": 19100.0, \"infected_g\": 0.33397274515317044, \"n_days\": 20, \"cases\": 1663, \"infected\": 19100.0, \"45_line\": 1663}, {\"index\": 8163, \"location\": \"South Korea\", \"date\": \"2020-02-12T00:00:00\", \"total_deaths\": 0, \"total_cases\": 28, \"CFR\": 0.0, \"total_infected\": 104.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 28, \"infected\": 104.0, \"45_line\": 28}, {\"index\": 8164, \"location\": \"South Korea\", \"date\": \"2020-02-13T00:00:00\", \"total_deaths\": 0, \"total_cases\": 28, \"CFR\": 0.0, \"total_infected\": 204.0, \"infected_g\": 0.6737290947028436, \"n_days\": 1, \"cases\": 28, \"infected\": 204.0, \"45_line\": 28}, {\"index\": 8165, \"location\": \"South Korea\", \"date\": \"2020-02-14T00:00:00\", \"total_deaths\": 0, \"total_cases\": 28, \"CFR\": 0.0, \"total_infected\": 433.0, \"infected_g\": 0.7526177341582736, \"n_days\": 2, \"cases\": 28, \"infected\": 433.0, \"45_line\": 28}, {\"index\": 8166, \"location\": \"South Korea\", \"date\": \"2020-02-15T00:00:00\", \"total_deaths\": 0, \"total_cases\": 28, \"CFR\": 0.0, \"total_infected\": 602.0, \"infected_g\": 0.3295197173063311, \"n_days\": 3, \"cases\": 28, \"infected\": 602.0, \"45_line\": 28}, {\"index\": 8167, \"location\": \"South Korea\", \"date\": \"2020-02-16T00:00:00\", \"total_deaths\": 0, \"total_cases\": 29, \"CFR\": 0.0, \"total_infected\": 833.0000000000001, \"infected_g\": 0.3247761968580223, \"n_days\": 4, \"cases\": 29, \"infected\": 833.0000000000001, \"45_line\": 29}, {\"index\": 8168, \"location\": \"South Korea\", \"date\": \"2020-02-17T00:00:00\", \"total_deaths\": 0, \"total_cases\": 30, \"CFR\": 0.0, \"total_infected\": 976.9999999999999, \"infected_g\": 0.15945300987593924, \"n_days\": 5, \"cases\": 30, \"infected\": 976.9999999999999, \"45_line\": 30}, {\"index\": 8169, \"location\": \"South Korea\", \"date\": \"2020-02-18T00:00:00\", \"total_deaths\": 0, \"total_cases\": 31, \"CFR\": 0.0, \"total_infected\": 1261.0, \"infected_g\": 0.2551736839221377, \"n_days\": 6, \"cases\": 31, \"infected\": 1261.0, \"45_line\": 31}, {\"index\": 8170, \"location\": \"South Korea\", \"date\": \"2020-02-19T00:00:00\", \"total_deaths\": 0, \"total_cases\": 31, \"CFR\": 0.0, \"total_infected\": 1766.0, \"infected_g\": 0.3368120451989851, \"n_days\": 7, \"cases\": 31, \"infected\": 1766.0, \"45_line\": 31}, {\"index\": 8171, \"location\": \"South Korea\", \"date\": \"2020-02-20T00:00:00\", \"total_deaths\": 1, \"total_cases\": 104, \"CFR\": 0.009615384615384616, \"total_infected\": 2337.0, \"infected_g\": 0.2801509533749531, \"n_days\": 8, \"cases\": 104, \"infected\": 2337.0, \"45_line\": 104}, {\"index\": 8172, \"location\": \"South Korea\", \"date\": \"2020-02-21T00:00:00\", \"total_deaths\": 2, \"total_cases\": 204, \"CFR\": 0.00980392156862745, \"total_infected\": 3150.0, \"infected_g\": 0.2985343972808199, \"n_days\": 9, \"cases\": 204, \"infected\": 3150.0, \"45_line\": 204}, {\"index\": 8173, \"location\": \"South Korea\", \"date\": \"2020-02-22T00:00:00\", \"total_deaths\": 2, \"total_cases\": 433, \"CFR\": 0.004618937644341801, \"total_infected\": 3736.0000000000005, \"infected_g\": 0.17061306752905558, \"n_days\": 10, \"cases\": 433, \"infected\": 3736.0000000000005, \"45_line\": 433}, {\"index\": 8174, \"location\": \"South Korea\", \"date\": \"2020-02-23T00:00:00\", \"total_deaths\": 6, \"total_cases\": 602, \"CFR\": 0.009966777408637873, \"total_infected\": 4335.0, \"infected_g\": 0.14870608986590916, \"n_days\": 11, \"cases\": 602, \"infected\": 4335.0, \"45_line\": 602}, {\"index\": 8175, \"location\": \"South Korea\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 8, \"total_cases\": 833, \"CFR\": 0.009603841536614645, \"total_infected\": 5186.0, \"infected_g\": 0.17924107688396695, \"n_days\": 12, \"cases\": 833, \"infected\": 5186.0, \"45_line\": 833}, {\"index\": 8176, \"location\": \"South Korea\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 10, \"total_cases\": 977, \"CFR\": 0.01023541453428864, \"total_infected\": 5621.0, \"infected_g\": 0.08054689690346528, \"n_days\": 13, \"cases\": 977, \"infected\": 5621.0, \"45_line\": 977}, {\"index\": 8177, \"location\": \"South Korea\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 12, \"total_cases\": 1261, \"CFR\": 0.00951625693893735, \"total_infected\": 6088.0, \"infected_g\": 0.07981003653944718, \"n_days\": 14, \"cases\": 1261, \"infected\": 6088.0, \"45_line\": 1261}, {\"index\": 8178, \"location\": \"South Korea\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 13, \"total_cases\": 1766, \"CFR\": 0.007361268403171008, \"total_infected\": 6593.0, \"infected_g\": 0.07968885957177818, \"n_days\": 15, \"cases\": 1766, \"infected\": 6593.0, \"45_line\": 1766}, {\"index\": 8179, \"location\": \"South Korea\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 13, \"total_cases\": 2337, \"CFR\": 0.005562687205819427, \"total_infected\": 7041.0, \"infected_g\": 0.06574172540583234, \"n_days\": 16, \"cases\": 2337, \"infected\": 7041.0, \"45_line\": 2337}, {\"index\": 8180, \"location\": \"South Korea\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 16, \"total_cases\": 3150, \"CFR\": 0.005079365079365079, \"total_infected\": 7314.0, \"infected_g\": 0.03804011419019382, \"n_days\": 17, \"cases\": 3150, \"infected\": 7314.0, \"45_line\": 3150}, {\"index\": 8181, \"location\": \"South Korea\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 17, \"total_cases\": 3736, \"CFR\": 0.004550321199143469, \"total_infected\": 7478.0, \"infected_g\": 0.022175056827732575, \"n_days\": 18, \"cases\": 3736, \"infected\": 7478.0, \"45_line\": 3736}, {\"index\": 8182, \"location\": \"South Korea\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 28, \"total_cases\": 4335, \"CFR\": 0.006459054209919262, \"total_infected\": 7513.0, \"infected_g\": 0.004669476832100727, \"n_days\": 19, \"cases\": 4335, \"infected\": 7513.0, \"45_line\": 4335}, {\"index\": 8183, \"location\": \"South Korea\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 28, \"total_cases\": 5186, \"CFR\": 0.005399151561897416, \"total_infected\": 7755.0, \"infected_g\": 0.03170294324147882, \"n_days\": 20, \"cases\": 5186, \"infected\": 7755.0, \"45_line\": 5186}, {\"index\": 8184, \"location\": \"South Korea\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 35, \"total_cases\": 5621, \"CFR\": 0.0062266500622665, \"total_infected\": 7869.0, \"infected_g\": 0.014593192924344578, \"n_days\": 21, \"cases\": 5621, \"infected\": 7869.0, \"45_line\": 5621}, {\"index\": 8185, \"location\": \"South Korea\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 35, \"total_cases\": 6088, \"CFR\": 0.005749014454664914, \"total_infected\": 7978.999999999999, \"infected_g\": 0.013882100773297879, \"n_days\": 22, \"cases\": 6088, \"infected\": 7978.999999999999, \"45_line\": 6088}, {\"index\": 8186, \"location\": \"South Korea\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 42, \"total_cases\": 6593, \"CFR\": 0.006370392840891855, \"total_infected\": 8085.999999999999, \"infected_g\": 0.013321080892435333, \"n_days\": 23, \"cases\": 6593, \"infected\": 8085.999999999999, \"45_line\": 6593}, {\"index\": 8187, \"location\": \"South Korea\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 44, \"total_cases\": 7041, \"CFR\": 0.0062491123419968755, \"total_infected\": 8161.999999999999, \"infected_g\": 0.009355065765033643, \"n_days\": 24, \"cases\": 7041, \"infected\": 8161.999999999999, \"45_line\": 7041}, {\"index\": 8188, \"location\": \"South Korea\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 50, \"total_cases\": 7314, \"CFR\": 0.006836204539239814, \"total_infected\": 8236.0, \"infected_g\": 0.009025552181929797, \"n_days\": 25, \"cases\": 7314, \"infected\": 8236.0, \"45_line\": 7314}, {\"index\": 8189, \"location\": \"South Korea\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 53, \"total_cases\": 7478, \"CFR\": 0.007087456539181599, \"total_infected\": 8320.0, \"infected_g\": 0.01014746566757374, \"n_days\": 26, \"cases\": 7478, \"infected\": 8320.0, \"45_line\": 7478}, {\"index\": 8190, \"location\": \"South Korea\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 54, \"total_cases\": 7513, \"CFR\": 0.007187541594569413, \"total_infected\": 8413.0, \"infected_g\": 0.011115873735560555, \"n_days\": 27, \"cases\": 7513, \"infected\": 8413.0, \"45_line\": 7513}, {\"index\": 8191, \"location\": \"South Korea\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 60, \"total_cases\": 7755, \"CFR\": 0.007736943907156673, \"total_infected\": 8565.0, \"infected_g\": 0.017906003207405874, \"n_days\": 28, \"cases\": 7755, \"infected\": 8565.0, \"45_line\": 7755}, {\"index\": 8192, \"location\": \"South Korea\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 66, \"total_cases\": 7869, \"CFR\": 0.008387342737323675, \"total_infected\": 8652.0, \"infected_g\": 0.010106376314729104, \"n_days\": 29, \"cases\": 7869, \"infected\": 8652.0, \"45_line\": 7869}, {\"index\": 4616, \"location\": \"Japan\", \"date\": \"2020-02-05T00:00:00\", \"total_deaths\": 0, \"total_cases\": 22, \"CFR\": 0.0, \"total_infected\": 28.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 22, \"infected\": 28.0, \"45_line\": 22}, {\"index\": 4617, \"location\": \"Japan\", \"date\": \"2020-02-06T00:00:00\", \"total_deaths\": 0, \"total_cases\": 45, \"CFR\": 0.0, \"total_infected\": 29.0, \"infected_g\": 0.03509131981127034, \"n_days\": 1, \"cases\": 45, \"infected\": 29.0, \"45_line\": 45}, {\"index\": 4618, \"location\": \"Japan\", \"date\": \"2020-02-07T00:00:00\", \"total_deaths\": 0, \"total_cases\": 25, \"CFR\": 0.0, \"total_infected\": 43.0, \"infected_g\": 0.39390428570708824, \"n_days\": 2, \"cases\": 25, \"infected\": 43.0, \"45_line\": 25}, {\"index\": 4619, \"location\": \"Japan\", \"date\": \"2020-02-08T00:00:00\", \"total_deaths\": 0, \"total_cases\": 25, \"CFR\": 0.0, \"total_infected\": 59.0, \"infected_g\": 0.3163373282121573, \"n_days\": 3, \"cases\": 25, \"infected\": 59.0, \"45_line\": 25}, {\"index\": 4620, \"location\": \"Japan\", \"date\": \"2020-02-09T00:00:00\", \"total_deaths\": 0, \"total_cases\": 26, \"CFR\": 0.0, \"total_infected\": 66.0, \"infected_g\": 0.11211729812070548, \"n_days\": 4, \"cases\": 26, \"infected\": 66.0, \"45_line\": 26}, {\"index\": 4621, \"location\": \"Japan\", \"date\": \"2020-02-10T00:00:00\", \"total_deaths\": 0, \"total_cases\": 26, \"CFR\": 0.0, \"total_infected\": 74.0, \"infected_g\": 0.114410351177745, \"n_days\": 5, \"cases\": 26, \"infected\": 74.0, \"45_line\": 26}, {\"index\": 4622, \"location\": \"Japan\", \"date\": \"2020-02-11T00:00:00\", \"total_deaths\": 0, \"total_cases\": 26, \"CFR\": 0.0, \"total_infected\": 84.0, \"infected_g\": 0.12675170563914318, \"n_days\": 6, \"cases\": 26, \"infected\": 84.0, \"45_line\": 26}, {\"index\": 4623, \"location\": \"Japan\", \"date\": \"2020-02-12T00:00:00\", \"total_deaths\": 0, \"total_cases\": 28, \"CFR\": 0.0, \"total_infected\": 94.0, \"infected_g\": 0.11247798342669046, \"n_days\": 7, \"cases\": 28, \"infected\": 94.0, \"45_line\": 28}, {\"index\": 4624, \"location\": \"Japan\", \"date\": \"2020-02-13T00:00:00\", \"total_deaths\": 1, \"total_cases\": 28, \"CFR\": 0.03571428571428571, \"total_infected\": 104.99999999999999, \"infected_g\": 0.11066556788751925, \"n_days\": 8, \"cases\": 28, \"infected\": 104.99999999999999, \"45_line\": 28}, {\"index\": 4625, \"location\": \"Japan\", \"date\": \"2020-02-14T00:00:00\", \"total_deaths\": 1, \"total_cases\": 29, \"CFR\": 0.034482758620689655, \"total_infected\": 122.0, \"infected_g\": 0.15006069457573368, \"n_days\": 9, \"cases\": 29, \"infected\": 122.0, \"45_line\": 29}, {\"index\": 4626, \"location\": \"Japan\", \"date\": \"2020-02-15T00:00:00\", \"total_deaths\": 1, \"total_cases\": 43, \"CFR\": 0.023255813953488372, \"total_infected\": 147.0, \"infected_g\": 0.18641154204547927, \"n_days\": 10, \"cases\": 43, \"infected\": 147.0, \"45_line\": 43}, {\"index\": 4627, \"location\": \"Japan\", \"date\": \"2020-02-16T00:00:00\", \"total_deaths\": 1, \"total_cases\": 59, \"CFR\": 0.01694915254237288, \"total_infected\": 159.0, \"infected_g\": 0.0784716154414955, \"n_days\": 11, \"cases\": 59, \"infected\": 159.0, \"45_line\": 59}, {\"index\": 4628, \"location\": \"Japan\", \"date\": \"2020-02-17T00:00:00\", \"total_deaths\": 1, \"total_cases\": 66, \"CFR\": 0.015151515151515152, \"total_infected\": 170.0, \"infected_g\": 0.06689423483003054, \"n_days\": 12, \"cases\": 66, \"infected\": 170.0, \"45_line\": 66}, {\"index\": 4629, \"location\": \"Japan\", \"date\": \"2020-02-18T00:00:00\", \"total_deaths\": 1, \"total_cases\": 74, \"CFR\": 0.013513513513513514, \"total_infected\": 189.0, \"infected_g\": 0.10594857800938051, \"n_days\": 13, \"cases\": 74, \"infected\": 189.0, \"45_line\": 74}, {\"index\": 4630, \"location\": \"Japan\", \"date\": \"2020-02-19T00:00:00\", \"total_deaths\": 1, \"total_cases\": 84, \"CFR\": 0.011904761904761904, \"total_infected\": 214.00000000000003, \"infected_g\": 0.1242289999622086, \"n_days\": 14, \"cases\": 84, \"infected\": 214.00000000000003, \"45_line\": 84}, {\"index\": 4631, \"location\": \"Japan\", \"date\": \"2020-02-20T00:00:00\", \"total_deaths\": 1, \"total_cases\": 94, \"CFR\": 0.010638297872340425, \"total_infected\": 228.0, \"infected_g\": 0.06336961393258989, \"n_days\": 15, \"cases\": 94, \"infected\": 228.0, \"45_line\": 94}, {\"index\": 4632, \"location\": \"Japan\", \"date\": \"2020-02-21T00:00:00\", \"total_deaths\": 1, \"total_cases\": 105, \"CFR\": 0.009523809523809525, \"total_infected\": 241.0, \"infected_g\": 0.05545130453621372, \"n_days\": 16, \"cases\": 105, \"infected\": 241.0, \"45_line\": 105}, {\"index\": 4633, \"location\": \"Japan\", \"date\": \"2020-02-22T00:00:00\", \"total_deaths\": 1, \"total_cases\": 122, \"CFR\": 0.00819672131147541, \"total_infected\": 256.0, \"infected_g\": 0.06038051098890751, \"n_days\": 17, \"cases\": 122, \"infected\": 256.0, \"45_line\": 122}, {\"index\": 4634, \"location\": \"Japan\", \"date\": \"2020-02-23T00:00:00\", \"total_deaths\": 1, \"total_cases\": 147, \"CFR\": 0.006802721088435374, \"total_infected\": 274.0, \"infected_g\": 0.06795066190850818, \"n_days\": 18, \"cases\": 147, \"infected\": 274.0, \"45_line\": 147}, {\"index\": 4635, \"location\": \"Japan\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 1, \"total_cases\": 159, \"CFR\": 0.006289308176100629, \"total_infected\": 293.0, \"infected_g\": 0.0670445026289972, \"n_days\": 19, \"cases\": 159, \"infected\": 293.0, \"45_line\": 159}, {\"index\": 4636, \"location\": \"Japan\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 1, \"total_cases\": 170, \"CFR\": 0.0058823529411764705, \"total_infected\": 330.99999999999994, \"infected_g\": 0.12194576635999521, \"n_days\": 20, \"cases\": 170, \"infected\": 330.99999999999994, \"45_line\": 170}, {\"index\": 4637, \"location\": \"Japan\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 2, \"total_cases\": 189, \"CFR\": 0.010582010582010581, \"total_infected\": 360.0, \"infected_g\": 0.08398565607309294, \"n_days\": 21, \"cases\": 189, \"infected\": 360.0, \"45_line\": 189}, {\"index\": 4638, \"location\": \"Japan\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 4, \"total_cases\": 214, \"CFR\": 0.018691588785046728, \"total_infected\": 420.0, \"infected_g\": 0.15415067982725805, \"n_days\": 22, \"cases\": 214, \"infected\": 420.0, \"45_line\": 214}, {\"index\": 4639, \"location\": \"Japan\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 4, \"total_cases\": 228, \"CFR\": 0.017543859649122806, \"total_infected\": 461.0, \"infected_g\": 0.09314333171923472, \"n_days\": 23, \"cases\": 228, \"infected\": 461.0, \"45_line\": 228}, {\"index\": 4640, \"location\": \"Japan\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 5, \"total_cases\": 241, \"CFR\": 0.02074688796680498, \"total_infected\": 502.0, \"infected_g\": 0.08520207669508029, \"n_days\": 24, \"cases\": 241, \"infected\": 502.0, \"45_line\": 241}, {\"index\": 4641, \"location\": \"Japan\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 6, \"total_cases\": 256, \"CFR\": 0.0234375, \"total_infected\": 511.0, \"infected_g\": 0.017769470511975527, \"n_days\": 25, \"cases\": 256, \"infected\": 511.0, \"45_line\": 256}, {\"index\": 4642, \"location\": \"Japan\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 6, \"total_cases\": 274, \"CFR\": 0.021897810218978103, \"total_infected\": 581.0, \"infected_g\": 0.12838116664820642, \"n_days\": 26, \"cases\": 274, \"infected\": 581.0, \"45_line\": 274}, {\"index\": 4643, \"location\": \"Japan\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 6, \"total_cases\": 293, \"CFR\": 0.020477815699658702, \"total_infected\": 639.0, \"infected_g\": 0.09515369752562375, \"n_days\": 27, \"cases\": 293, \"infected\": 639.0, \"45_line\": 293}, {\"index\": 4644, \"location\": \"Japan\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 6, \"total_cases\": 331, \"CFR\": 0.01812688821752266, \"total_infected\": 639.0, \"infected_g\": 0.0, \"n_days\": 28, \"cases\": 331, \"infected\": 639.0, \"45_line\": 331}, {\"index\": 4645, \"location\": \"Japan\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 6, \"total_cases\": 360, \"CFR\": 0.016666666666666666, \"total_infected\": 701.0, \"infected_g\": 0.0926034326570555, \"n_days\": 29, \"cases\": 360, \"infected\": 701.0, \"45_line\": 360}, {\"index\": 4646, \"location\": \"Japan\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 6, \"total_cases\": 420, \"CFR\": 0.014285714285714285, \"total_infected\": 773.0, \"infected_g\": 0.09777116155283228, \"n_days\": 30, \"cases\": 420, \"infected\": 773.0, \"45_line\": 420}, {\"index\": 4647, \"location\": \"Japan\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 6, \"total_cases\": 461, \"CFR\": 0.013015184381778741, \"total_infected\": 839.0, \"infected_g\": 0.08193165787978351, \"n_days\": 31, \"cases\": 461, \"infected\": 839.0, \"45_line\": 461}, {\"index\": 4648, \"location\": \"Japan\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 6, \"total_cases\": 502, \"CFR\": 0.01195219123505976, \"total_infected\": 824.9999999999999, \"infected_g\": -0.01682732013252508, \"n_days\": 32, \"cases\": 502, \"infected\": 824.9999999999999, \"45_line\": 502}, {\"index\": 4649, \"location\": \"Japan\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 10, \"total_cases\": 511, \"CFR\": 0.019569471624266144, \"total_infected\": 878.0, \"infected_g\": 0.06226320730043611, \"n_days\": 33, \"cases\": 511, \"infected\": 878.0, \"45_line\": 511}, {\"index\": 4650, \"location\": \"Japan\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 10, \"total_cases\": 581, \"CFR\": 0.01721170395869191, \"total_infected\": 889.0, \"infected_g\": 0.01245064187878775, \"n_days\": 34, \"cases\": 581, \"infected\": 889.0, \"45_line\": 581}, {\"index\": 4651, \"location\": \"Japan\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 15, \"total_cases\": 639, \"CFR\": 0.023474178403755867, \"total_infected\": 924.0, \"infected_g\": 0.038614836127779384, \"n_days\": 35, \"cases\": 639, \"infected\": 924.0, \"45_line\": 639}, {\"index\": 4652, \"location\": \"Japan\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 16, \"total_cases\": 639, \"CFR\": 0.025039123630672927, \"total_infected\": 963.0000000000001, \"infected_g\": 0.04134134015644175, \"n_days\": 36, \"cases\": 639, \"infected\": 963.0000000000001, \"45_line\": 639}, {\"index\": 1286, \"location\": \"Brazil\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 0, \"total_cases\": 25, \"CFR\": 0.0, \"total_infected\": 321.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 25, \"infected\": 321.0, \"45_line\": 25}, {\"index\": 1287, \"location\": \"Brazil\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 0, \"total_cases\": 31, \"CFR\": 0.0, \"total_infected\": 372.0, \"infected_g\": 0.1474527311431304, \"n_days\": 1, \"cases\": 31, \"infected\": 372.0, \"45_line\": 31}, {\"index\": 1288, \"location\": \"Brazil\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 0, \"total_cases\": 38, \"CFR\": 0.0, \"total_infected\": 621.0, \"infected_g\": 0.5124372276603326, \"n_days\": 2, \"cases\": 38, \"infected\": 621.0, \"45_line\": 38}, {\"index\": 1289, \"location\": \"Brazil\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 0, \"total_cases\": 52, \"CFR\": 0.0, \"total_infected\": 793.0, \"infected_g\": 0.24449213970136885, \"n_days\": 3, \"cases\": 52, \"infected\": 793.0, \"45_line\": 52}, {\"index\": 4268, \"location\": \"Iran\", \"date\": \"2020-02-11T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 2.0, \"infected_g\": null, \"n_days\": 0, \"cases\": 0, \"infected\": 2.0, \"45_line\": 0}, {\"index\": 4269, \"location\": \"Iran\", \"date\": \"2020-02-12T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 5.0, \"infected_g\": 0.916290731874155, \"n_days\": 1, \"cases\": 0, \"infected\": 5.0, \"45_line\": 0}, {\"index\": 4270, \"location\": \"Iran\", \"date\": \"2020-02-13T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 18.0, \"infected_g\": 1.2809338454620642, \"n_days\": 2, \"cases\": 0, \"infected\": 18.0, \"45_line\": 0}, {\"index\": 4271, \"location\": \"Iran\", \"date\": \"2020-02-14T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 28.0, \"infected_g\": 0.4418327522790393, \"n_days\": 3, \"cases\": 0, \"infected\": 28.0, \"45_line\": 0}, {\"index\": 4272, \"location\": \"Iran\", \"date\": \"2020-02-15T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 43.0, \"infected_g\": 0.4289956055183586, \"n_days\": 4, \"cases\": 0, \"infected\": 43.0, \"45_line\": 0}, {\"index\": 4273, \"location\": \"Iran\", \"date\": \"2020-02-16T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 61.0, \"infected_g\": 0.34967374847974897, \"n_days\": 5, \"cases\": 0, \"infected\": 61.0, \"45_line\": 0}, {\"index\": 4274, \"location\": \"Iran\", \"date\": \"2020-02-17T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 95.0, \"infected_g\": 0.4430030274272294, \"n_days\": 6, \"cases\": 0, \"infected\": 95.0, \"45_line\": 0}, {\"index\": 4275, \"location\": \"Iran\", \"date\": \"2020-02-18T00:00:00\", \"total_deaths\": 0, \"total_cases\": 0, \"CFR\": null, \"total_infected\": 139.0, \"infected_g\": 0.3805970415301507, \"n_days\": 7, \"cases\": 0, \"infected\": 139.0, \"45_line\": 0}, {\"index\": 4276, \"location\": \"Iran\", \"date\": \"2020-02-19T00:00:00\", \"total_deaths\": 2, \"total_cases\": 2, \"CFR\": 1.0, \"total_infected\": 245.0, \"infected_g\": 0.5667842774140359, \"n_days\": 8, \"cases\": 2, \"infected\": 245.0, \"45_line\": 2}, {\"index\": 4277, \"location\": \"Iran\", \"date\": \"2020-02-20T00:00:00\", \"total_deaths\": 2, \"total_cases\": 5, \"CFR\": 0.4, \"total_infected\": 388.0, \"infected_g\": 0.4597471290785462, \"n_days\": 9, \"cases\": 5, \"infected\": 388.0, \"45_line\": 5}, {\"index\": 4278, \"location\": \"Iran\", \"date\": \"2020-02-21T00:00:00\", \"total_deaths\": 4, \"total_cases\": 18, \"CFR\": 0.2222222222222222, \"total_infected\": 593.0, \"infected_g\": 0.42418905937445217, \"n_days\": 10, \"cases\": 18, \"infected\": 593.0, \"45_line\": 18}, {\"index\": 4279, \"location\": \"Iran\", \"date\": \"2020-02-22T00:00:00\", \"total_deaths\": 5, \"total_cases\": 28, \"CFR\": 0.17857142857142858, \"total_infected\": 978.0, \"infected_g\": 0.500315271037092, \"n_days\": 11, \"cases\": 28, \"infected\": 978.0, \"45_line\": 28}, {\"index\": 4280, \"location\": \"Iran\", \"date\": \"2020-02-23T00:00:00\", \"total_deaths\": 8, \"total_cases\": 43, \"CFR\": 0.18604651162790697, \"total_infected\": 1501.0, \"infected_g\": 0.42837716159864403, \"n_days\": 12, \"cases\": 43, \"infected\": 1501.0, \"45_line\": 43}, {\"index\": 4281, \"location\": \"Iran\", \"date\": \"2020-02-24T00:00:00\", \"total_deaths\": 12, \"total_cases\": 61, \"CFR\": 0.19672131147540983, \"total_infected\": 2336.0, \"infected_g\": 0.4423085123146562, \"n_days\": 13, \"cases\": 61, \"infected\": 2336.0, \"45_line\": 61}, {\"index\": 4282, \"location\": \"Iran\", \"date\": \"2020-02-25T00:00:00\", \"total_deaths\": 16, \"total_cases\": 95, \"CFR\": 0.16842105263157894, \"total_infected\": 2922.0000000000005, \"infected_g\": 0.22382824836252713, \"n_days\": 14, \"cases\": 95, \"infected\": 2922.0000000000005, \"45_line\": 95}, {\"index\": 4283, \"location\": \"Iran\", \"date\": \"2020-02-26T00:00:00\", \"total_deaths\": 19, \"total_cases\": 139, \"CFR\": 0.1366906474820144, \"total_infected\": 3513.0, \"infected_g\": 0.18420205995518213, \"n_days\": 15, \"cases\": 139, \"infected\": 3513.0, \"45_line\": 139}, {\"index\": 4284, \"location\": \"Iran\", \"date\": \"2020-02-27T00:00:00\", \"total_deaths\": 26, \"total_cases\": 245, \"CFR\": 0.10612244897959183, \"total_infected\": 4747.0, \"infected_g\": 0.3010424662854909, \"n_days\": 16, \"cases\": 245, \"infected\": 4747.0, \"45_line\": 245}, {\"index\": 4285, \"location\": \"Iran\", \"date\": \"2020-02-28T00:00:00\", \"total_deaths\": 34, \"total_cases\": 388, \"CFR\": 0.08762886597938144, \"total_infected\": 5823.0, \"infected_g\": 0.20430275328580194, \"n_days\": 17, \"cases\": 388, \"infected\": 5823.0, \"45_line\": 388}, {\"index\": 4286, \"location\": \"Iran\", \"date\": \"2020-02-29T00:00:00\", \"total_deaths\": 43, \"total_cases\": 593, \"CFR\": 0.07251264755480608, \"total_infected\": 6566.0, \"infected_g\": 0.12008922622441709, \"n_days\": 18, \"cases\": 593, \"infected\": 6566.0, \"45_line\": 593}, {\"index\": 4287, \"location\": \"Iran\", \"date\": \"2020-03-01T00:00:00\", \"total_deaths\": 54, \"total_cases\": 978, \"CFR\": 0.05521472392638037, \"total_infected\": 7161.000000000001, \"infected_g\": 0.08674481694540326, \"n_days\": 19, \"cases\": 978, \"infected\": 7161.000000000001, \"45_line\": 978}, {\"index\": 4288, \"location\": \"Iran\", \"date\": \"2020-03-02T00:00:00\", \"total_deaths\": 66, \"total_cases\": 1501, \"CFR\": 0.04397068620919387, \"total_infected\": 8042.000000000001, \"infected_g\": 0.11602817245027985, \"n_days\": 20, \"cases\": 1501, \"infected\": 8042.000000000001, \"45_line\": 1501}, {\"index\": 4289, \"location\": \"Iran\", \"date\": \"2020-03-03T00:00:00\", \"total_deaths\": 77, \"total_cases\": 2336, \"CFR\": 0.03296232876712329, \"total_infected\": 9000.0, \"infected_g\": 0.11254676886113657, \"n_days\": 21, \"cases\": 2336, \"infected\": 9000.0, \"45_line\": 2336}, {\"index\": 4290, \"location\": \"Iran\", \"date\": \"2020-03-04T00:00:00\", \"total_deaths\": 92, \"total_cases\": 2922, \"CFR\": 0.03148528405201916, \"total_infected\": 10075.0, \"infected_g\": 0.11283253049652764, \"n_days\": 22, \"cases\": 2922, \"infected\": 10075.0, \"45_line\": 2922}, {\"index\": 4291, \"location\": \"Iran\", \"date\": \"2020-03-05T00:00:00\", \"total_deaths\": 107, \"total_cases\": 3513, \"CFR\": 0.03045829775120979, \"total_infected\": 11364.0, \"infected_g\": 0.12039335615919455, \"n_days\": 23, \"cases\": 3513, \"infected\": 11364.0, \"45_line\": 3513}, {\"index\": 4292, \"location\": \"Iran\", \"date\": \"2020-03-06T00:00:00\", \"total_deaths\": 124, \"total_cases\": 4747, \"CFR\": 0.02612176111228144, \"total_infected\": 12729.0, \"infected_g\": 0.11343239089635482, \"n_days\": 24, \"cases\": 4747, \"infected\": 12729.0, \"45_line\": 4747}, {\"index\": 4293, \"location\": \"Iran\", \"date\": \"2020-03-07T00:00:00\", \"total_deaths\": 145, \"total_cases\": 5823, \"CFR\": 0.024901253649321657, \"total_infected\": 13938.0, \"infected_g\": 0.09073606812803092, \"n_days\": 25, \"cases\": 5823, \"infected\": 13938.0, \"45_line\": 5823}, {\"index\": 4294, \"location\": \"Iran\", \"date\": \"2020-03-08T00:00:00\", \"total_deaths\": 194, \"total_cases\": 6566, \"CFR\": 0.02954614681693573, \"total_infected\": 14991.0, \"infected_g\": 0.07283109801385024, \"n_days\": 26, \"cases\": 6566, \"infected\": 14991.0, \"45_line\": 6566}, {\"index\": 4295, \"location\": \"Iran\", \"date\": \"2020-03-09T00:00:00\", \"total_deaths\": 237, \"total_cases\": 7161, \"CFR\": 0.03309593632174277, \"total_infected\": 16169.0, \"infected_g\": 0.07564580772749885, \"n_days\": 27, \"cases\": 7161, \"infected\": 16169.0, \"45_line\": 7161}, {\"index\": 4296, \"location\": \"Iran\", \"date\": \"2020-03-10T00:00:00\", \"total_deaths\": 291, \"total_cases\": 8042, \"CFR\": 0.03618502859985078, \"total_infected\": 17361.0, \"infected_g\": 0.07113048250213438, \"n_days\": 28, \"cases\": 8042, \"infected\": 17361.0, \"45_line\": 8042}, {\"index\": 4297, \"location\": \"Iran\", \"date\": \"2020-03-11T00:00:00\", \"total_deaths\": 354, \"total_cases\": 9000, \"CFR\": 0.03933333333333333, \"total_infected\": 18407.0, \"infected_g\": 0.05850471579077343, \"n_days\": 29, \"cases\": 9000, \"infected\": 18407.0, \"45_line\": 9000}, {\"index\": 4298, \"location\": \"Iran\", \"date\": \"2020-03-12T00:00:00\", \"total_deaths\": 429, \"total_cases\": 10075, \"CFR\": 0.04258064516129032, \"total_infected\": 19644.0, \"infected_g\": 0.06504092112641402, \"n_days\": 30, \"cases\": 10075, \"infected\": 19644.0, \"45_line\": 10075}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "# Plot it using Altair\n",
    "data_pc = data_final.copy()\n",
    "\n",
    "countries = [\"Italy\", \"Spain\", \"France\", \"United Kingdom\", \"Germany\", \n",
    "             \"Portugal\", \"United States\", \"Singapore\",\"South Korea\", \"Japan\", \n",
    "             \"Brazil\",\"Iran\"]\n",
    "data_countries = []\n",
    "data_countries_pc = []\n",
    "\n",
    "for i in countries:\n",
    "    data_pc.loc[data_pc.location == i,\"total_infected\"] = data_pc.loc[data_pc.location == i,\"total_infected\"]\n",
    "    data_pc.loc[data_pc.location == i,\"total_cases\"] = data_pc.loc[data_pc.location == i,\"total_cases\"]\n",
    "    # get each country time series\n",
    "filter1 = data_pc[\"total_infected\"] > 1\n",
    "for i in countries:\n",
    "    filter_country = data_pc[\"location\"]== i\n",
    "    data_countries_pc.append(data_pc[filter_country & filter1])\n",
    "\n",
    "\n",
    "plot(data_countries_pc, \"scatter\", True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Methodology"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We argue that the number of infected in the past can be infered using today's number of deaths and average fatality rate from confirmed cases in the following way:\n",
    "\n",
    "{% raw %}\n",
    "$$ I_{t-j} = \\frac{D_t}{{CFR}_t}$$\n",
    "{% endraw %}\n",
    "\n",
    "where {% raw %}$I_t${% endraw %} = number of infected, {% raw %}$D_t${% endraw %} = number of deaths, and {% raw %}${CFR}_t ${% endraw %} = case fatality rate = {% raw %}$\\frac{D}{C}${% endraw %}. The {% raw %}$j${% endraw %} depends on the average number of days that covid patients die after having the first symptoms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Assumption 1**: The case fatality rate is a good proxy for the fatality rate of the infected population\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, in order to estimate the current number of infected {% raw %}$I_t${% endraw %} we need to estimate its growth rate from {% raw %}$t-j${% endraw %} to {% raw %}$t${% endraw %}.\n",
    "\n",
    "{% raw %}\n",
    "$$I_t = (1+\\hat{g})^j I_{t-j}$$\n",
    "{% endraw %}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Assumption 2**: The growth rate of infected $\\hat{g}$ is an unbiased estimate of $g$ .\n",
    "\n",
    "For now we estimate $g$ using the average growth rate since having the first infected person."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Assumption 3**: It takes on average 8 days to day after having the first symptoms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This analysis was conducted by [Joao B. Duarte](https://www.jbduarte.com). Relevant sources are listed below: \n",
    "\n",
    "\n",
    "1. [2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSE](https://systems.jhu.edu/research/public-health/ncov/) [GitHub repository](https://github.com/CSSEGISandData/COVID-19). \n",
    "\n",
    "2. [Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer (2015), \"The Next Generation of the Penn World Table\" American Economic Review, 105(10), 3150-3182](https://www.rug.nl/ggdc/productivity/pwt/related-research)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "visualization-curriculum-gF8wUgMm",
   "language": "python",
   "name": "visualization-curriculum-gf8wugmm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}