From 96ada02381ad4b90c99e4af73b601cf5f32b86ca Mon Sep 17 00:00:00 2001
From: Lorenzo Cavazzi <lorenzo.cavazzi.tech@gmail.com>
Date: Tue, 17 Mar 2020 15:31:29 +0000
Subject: [PATCH] Auto-saving for lorenzo.cavazzi.tech on branch master from
 commit 66a5395

---
 notebooks/Dashboard.ipynb          | 443 ++++++++++++++-
 notebooks/Preprocessing-Play.ipynb | 862 ++++++++++++++++++++++-------
 2 files changed, 1070 insertions(+), 235 deletions(-)

diff --git a/notebooks/Dashboard.ipynb b/notebooks/Dashboard.ipynb
index 70fc4a796..c08391119 100644
--- a/notebooks/Dashboard.ipynb
+++ b/notebooks/Dashboard.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "tags": [
      "parameters"
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -68,9 +68,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<em>Data up to Mar 16 2020; countries with 100 or more confirmed cases.</em>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "data_ts = jhu_frames_map['confirmed'].iloc[:,-1].name.strftime(\"%b %d %Y\")\n",
     "display(HTML(f\"<em>Data up to {data_ts}; countries with 100 or more confirmed cases.</em>\"))"
@@ -85,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -94,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -103,9 +116,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-8c338c2cc50c4664b26cfd135e1466ef\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-8c338c2cc50c4664b26cfd135e1466ef\");\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: ${err.message}`));\n",
+       "    } else if (typeof vegaEmbed === \"function\") {\n",
+       "      displayChart(vegaEmbed);\n",
+       "    } else {\n",
+       "      loadScript(\"vega\")\n",
+       "        .then(() => loadScript(\"vega-lite\"))\n",
+       "        .then(() => loadScript(\"vega-embed\"))\n",
+       "        .catch(showError)\n",
+       "        .then(() => displayChart(vegaEmbed));\n",
+       "    }\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300, \"stroke\": null}}, \"layer\": [{\"data\": {\"sphere\": true}, \"mark\": {\"type\": \"geoshape\", \"fill\": \"#cae6ef\"}}, {\"data\": {\"graticule\": true}, \"mark\": {\"type\": \"geoshape\", \"stroke\": \"white\", \"strokeWidth\": 0.5}}, {\"data\": {\"url\": \"https://vega.github.io/vega-datasets/data/world-110m.json\", \"format\": {\"feature\": \"countries\", \"type\": \"topojson\"}}, \"mark\": {\"type\": \"geoshape\", \"fill\": \"#dddddd\", \"stroke\": \"#aaaaaa\"}}, {\"data\": {\"name\": \"data-2563cc323084e75c421453bd7731bf6f\"}, \"mark\": {\"type\": \"circle\", \"opacity\": 0.6}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"latitude\": {\"field\": \"Lat\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"Long\", \"type\": \"quantitative\"}, \"size\": {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\", \"title\": \"Cases\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, {\"type\": \"quantitative\", \"field\": \"Deaths\"}, {\"type\": \"quantitative\", \"field\": \"Recovered\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}, {\"type\": \"quantitative\", \"field\": \"Deaths/100k\"}, {\"type\": \"quantitative\", \"field\": \"Recovered/100k\"}]}}], \"height\": 400, \"projection\": {\"type\": \"naturalEarth1\"}, \"title\": \"Confirmed cases per 100k inhabitants\", \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-2563cc323084e75c421453bd7731bf6f\": [{\"Country/Region\": \"Australia\", \"Confirmed/100k\": 1.000305333199906, \"Deaths/100k\": 0.012003663998398872, \"Recovered/100k\": 0.09202809065439137, \"Confirmed\": 377.0, \"Deaths\": 3.0, \"Recovered\": 23.0, \"Long\": 134.49100008, \"Lat\": -25.73288704}, {\"Country/Region\": \"Austria\", \"Confirmed/100k\": 7.403608688423027, \"Deaths/100k\": 0.01130321937163821, \"Recovered/100k\": 0.06781931622982926, \"Confirmed\": 1018.0, \"Deaths\": 3.0, \"Recovered\": 6.0, \"Long\": 14.1264761, \"Lat\": 47.58549439}, {\"Country/Region\": \"Bahrain\", \"Confirmed/100k\": 13.380577391029535, \"Deaths/100k\": 0.0, \"Recovered/100k\": 2.8035495485966644, \"Confirmed\": 214.0, \"Deaths\": 1.0, \"Recovered\": 77.0, \"Long\": 50.54196932, \"Lat\": 26.04205135}, {\"Country/Region\": \"Belgium\", \"Confirmed/100k\": 6.0321826135162215, \"Deaths/100k\": 0.035019928090079665, \"Recovered/100k\": 0.008754982022519914, \"Confirmed\": 1058.0, \"Deaths\": 5.0, \"Recovered\": 1.0, \"Long\": 4.64065114, \"Lat\": 50.63981576}, {\"Country/Region\": \"Brazil\", \"Confirmed/100k\": 0.07208692453324421, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 200.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": -53.09783113, \"Lat\": -10.78777702}, {\"Country/Region\": \"Canada\", \"Confirmed/100k\": 0.53428524615007, \"Deaths/100k\": 0.002698410334091263, \"Recovered/100k\": 0.021587282672730104, \"Confirmed\": 415.0, \"Deaths\": 4.0, \"Recovered\": 9.0, \"Long\": -98.30777028, \"Lat\": 61.36206324}, {\"Country/Region\": \"Chile\", \"Confirmed/100k\": 0.3256953328392731, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 155.0, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Long\": -71.38256213, \"Lat\": -37.73070989}, {\"Country/Region\": \"China\", \"Confirmed/100k\": 5.814264071284455, \"Deaths/100k\": 0.2292619531423894, \"Recovered/100k\": 4.7144816296051655, \"Confirmed\": 81033.0, \"Deaths\": 3217.0, \"Recovered\": 67910.0, \"Long\": 103.81907349, \"Lat\": 36.56176546}, {\"Country/Region\": \"Czechia\", \"Confirmed/100k\": 1.7787071810361583, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 298.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Long\": 15.31240163, \"Lat\": 49.73341233}, {\"Country/Region\": \"Denmark\", \"Confirmed/100k\": 14.420142938804432, \"Deaths/100k\": 0.01724897480718234, \"Recovered/100k\": 0.01724897480718234, \"Confirmed\": 932.0, \"Deaths\": 3.0, \"Recovered\": 1.0, \"Long\": 10.02800992, \"Lat\": 55.98125296}, {\"Country/Region\": \"Egypt\", \"Confirmed/100k\": 0.11074580236578434, \"Deaths/100k\": 0.002032033070931823, \"Recovered/100k\": 0.02743244645757961, \"Confirmed\": 150.0, \"Deaths\": 2.0, \"Recovered\": 27.0, \"Long\": 29.86190099, \"Lat\": 26.49593311}, {\"Country/Region\": \"Estonia\", \"Confirmed/100k\": 8.706290635665205, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 205.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": 25.54248537, \"Lat\": 58.67192972}, {\"Country/Region\": \"Finland\", \"Confirmed/100k\": 4.077527387392285, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.018122343943965717, \"Confirmed\": 277.0, \"Deaths\": 0.0, \"Recovered\": 10.0, \"Long\": 26.2746656, \"Lat\": 64.49884603}, {\"Country/Region\": \"France\", \"Confirmed/100k\": 6.687840449145809, \"Deaths/100k\": 0.13584675912327426, \"Recovered/100k\": 0.017913858345926282, \"Confirmed\": 6650.0, \"Deaths\": 148.0, \"Recovered\": 12.0, \"Long\": -2.76172945, \"Lat\": 42.17344011}, {\"Country/Region\": \"Germany\", \"Confirmed/100k\": 5.528897733624627, \"Deaths/100k\": 0.010852798168510723, \"Recovered/100k\": 0.055469857305721466, \"Confirmed\": 7272.0, \"Deaths\": 17.0, \"Recovered\": 67.0, \"Long\": 10.38578051, \"Lat\": 51.10698181}, {\"Country/Region\": \"Greece\", \"Confirmed/100k\": 2.1253454152384283, \"Deaths/100k\": 0.027965071253137214, \"Recovered/100k\": 0.07457352334169924, \"Confirmed\": 331.0, \"Deaths\": 4.0, \"Recovered\": 8.0, \"Long\": 22.95555794, \"Lat\": 39.07469623}, {\"Country/Region\": \"India\", \"Confirmed/100k\": 0.007540935480311991, \"Deaths/100k\": 0.00014786148000611743, \"Recovered/100k\": 0.00029572296001223485, \"Confirmed\": 119.0, \"Deaths\": 2.0, \"Recovered\": 13.0, \"Long\": 79.61197609999998, \"Lat\": 22.88578212}, {\"Country/Region\": \"Indonesia\", \"Confirmed/100k\": 0.03586593738513443, \"Deaths/100k\": 0.0018680175721424183, \"Recovered/100k\": 0.0029888281154278693, \"Confirmed\": 134.0, \"Deaths\": 5.0, \"Recovered\": 8.0, \"Long\": 117.24011366, \"Lat\": -2.21505456}, {\"Country/Region\": \"Iran\", \"Confirmed/100k\": 15.561073521653087, \"Deaths/100k\": 0.7469413089582871, \"Recovered/100k\": 3.6173475175246668, \"Confirmed\": 14991.0, \"Deaths\": 853.0, \"Recovered\": 4590.0, \"Long\": 54.27407004, \"Lat\": 32.57503292}, {\"Country/Region\": \"Iraq\", \"Confirmed/100k\": 0.2862079014195912, \"Deaths/100k\": 0.026018900129053748, \"Recovered/100k\": 0.06764914033553975, \"Confirmed\": 124.0, \"Deaths\": 10.0, \"Recovered\": 26.0, \"Long\": 43.74353149, \"Lat\": 33.03970582}, {\"Country/Region\": \"Ireland\", \"Confirmed/100k\": 2.657872474042476, \"Deaths/100k\": 0.04120732517895311, \"Recovered/100k\": 0.0, \"Confirmed\": 169.0, \"Deaths\": 2.0, \"Recovered\": 0.0, \"Long\": -8.13793569, \"Lat\": 53.17544870000001}, {\"Country/Region\": \"Israel\", \"Confirmed/100k\": 2.1724937526734056, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.045025777257479915, \"Confirmed\": 255.0, \"Deaths\": 0.0, \"Recovered\": 4.0, \"Long\": 35.00444693, \"Lat\": 31.46110101}, {\"Country/Region\": \"Italy\", \"Confirmed/100k\": 35.0100129431308, \"Deaths/100k\": 2.3845265704519294, \"Recovered/100k\": 3.25328191360756, \"Confirmed\": 27980.0, \"Deaths\": 2158.0, \"Recovered\": 2749.0, \"Long\": 12.07001339, \"Lat\": 42.79662641}, {\"Country/Region\": \"Japan\", \"Confirmed/100k\": 0.6109266563976192, \"Deaths/100k\": 0.017387304580527327, \"Recovered/100k\": 0.09325917911373748, \"Confirmed\": 825.0, \"Deaths\": 27.0, \"Recovered\": 144.0, \"Long\": 138.03089558, \"Lat\": 37.59230135}, {\"Country/Region\": \"Korea, South\", \"Confirmed/100k\": 15.659842956913007, \"Deaths/100k\": 0.13943961079615835, \"Recovered/100k\": 0.9876972431394551, \"Confirmed\": 8236.0, \"Deaths\": 75.0, \"Recovered\": 1137.0, \"Long\": 127.83916086, \"Lat\": 36.38523983}, {\"Country/Region\": \"Kuwait\", \"Confirmed/100k\": 2.513711206970521, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.1208515003351212, \"Confirmed\": 123.0, \"Deaths\": 0.0, \"Recovered\": 9.0, \"Long\": 47.58700459, \"Lat\": 29.33431262}, {\"Country/Region\": \"Malaysia\", \"Confirmed/100k\": 0.7548705404952363, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.11101037360224064, \"Confirmed\": 566.0, \"Deaths\": 0.0, \"Recovered\": 42.0, \"Long\": 109.69762284, \"Lat\": 3.78986846}, {\"Country/Region\": \"Netherlands\", \"Confirmed/100k\": 5.565544970444868, \"Deaths/100k\": 0.06964185573027988, \"Recovered/100k\": 0.011606975955046644, \"Confirmed\": 1414.0, \"Deaths\": 24.0, \"Recovered\": 2.0, \"Long\": 5.28144793, \"Lat\": 52.1007899}, {\"Country/Region\": \"Norway\", \"Confirmed/100k\": 20.510558609767997, \"Deaths/100k\": 0.056451078742480724, \"Recovered/100k\": 0.018817026247493568, \"Confirmed\": 1333.0, \"Deaths\": 3.0, \"Recovered\": 1.0, \"Long\": 15.34834656, \"Lat\": 68.75015572}, {\"Country/Region\": \"Pakistan\", \"Confirmed/100k\": 0.014607824902882703, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0009424403163150133, \"Confirmed\": 136.0, \"Deaths\": 0.0, \"Recovered\": 2.0, \"Long\": 69.33957937, \"Lat\": 29.9497515}, {\"Country/Region\": \"Philippines\", \"Confirmed/100k\": 0.10407688667814162, \"Deaths/100k\": 0.007501036877703902, \"Recovered/100k\": 0.0018752592194259754, \"Confirmed\": 142.0, \"Deaths\": 12.0, \"Recovered\": 2.0, \"Long\": 122.88393253, \"Lat\": 11.77536778}, {\"Country/Region\": \"Poland\", \"Confirmed/100k\": 0.2712057343529827, \"Deaths/100k\": 0.007899196146203378, \"Recovered/100k\": 0.0, \"Confirmed\": 177.0, \"Deaths\": 4.0, \"Recovered\": 13.0, \"Long\": 19.39012835, \"Lat\": 52.12759564}, {\"Country/Region\": \"Portugal\", \"Confirmed/100k\": 1.6436871423399997, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.01945191884426035, \"Confirmed\": 331.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Long\": -8.50104361, \"Lat\": 39.59550671}, {\"Country/Region\": \"Qatar\", \"Confirmed/100k\": 12.114993940705553, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.14379814766416085, \"Confirmed\": 439.0, \"Deaths\": 0.0, \"Recovered\": 4.0, \"Long\": 51.18479632, \"Lat\": 25.30601188}, {\"Country/Region\": \"Romania\", \"Confirmed/100k\": 0.6316134550303544, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.046215618660757636, \"Confirmed\": 158.0, \"Deaths\": 0.0, \"Recovered\": 9.0, \"Long\": 24.97293039, \"Lat\": 45.85243127}, {\"Country/Region\": \"Saudi Arabia\", \"Confirmed/100k\": 0.30563846287354696, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0029673637172189025, \"Confirmed\": 118.0, \"Deaths\": 0.0, \"Recovered\": 2.0, \"Long\": 44.53686271, \"Lat\": 24.12245841}, {\"Country/Region\": \"Singapore\", \"Confirmed/100k\": 3.7597478557022965, \"Deaths/100k\": 0.0, \"Recovered/100k\": 1.8621392681544395, \"Confirmed\": 243.0, \"Deaths\": 0.0, \"Recovered\": 109.0, \"Long\": 103.81725592, \"Lat\": 1.35876087}, {\"Country/Region\": \"Slovenia\", \"Confirmed/100k\": 8.755076493248433, \"Deaths/100k\": 0.04837058836048858, \"Recovered/100k\": 0.0, \"Confirmed\": 253.0, \"Deaths\": 1.0, \"Recovered\": 0.0, \"Long\": 14.80444238, \"Lat\": 46.11554772}, {\"Country/Region\": \"Spain\", \"Confirmed/100k\": 13.678268839257742, \"Deaths/100k\": 0.4173466474190673, \"Recovered/100k\": 1.1065036754649118, \"Confirmed\": 9942.0, \"Deaths\": 342.0, \"Recovered\": 530.0, \"Long\": -3.64755047, \"Lat\": 40.24448698}, {\"Country/Region\": \"Sweden\", \"Confirmed/100k\": 9.437135274607376, \"Deaths/100k\": 0.019640239905530446, \"Recovered/100k\": 0.009820119952765223, \"Confirmed\": 1103.0, \"Deaths\": 6.0, \"Recovered\": 1.0, \"Long\": 16.74558049, \"Lat\": 62.77966519}, {\"Country/Region\": \"Switzerland\", \"Confirmed/100k\": 15.957178869407455, \"Deaths/100k\": 0.15264409514517804, \"Recovered/100k\": 0.04696741389082401, \"Confirmed\": 2200.0, \"Deaths\": 14.0, \"Recovered\": 4.0, \"Long\": 8.20867471, \"Lat\": 46.79785878}, {\"Country/Region\": \"Thailand\", \"Confirmed/100k\": 0.11810707656697413, \"Deaths/100k\": 0.0014403302020362695, \"Recovered/100k\": 0.05041155707126944, \"Confirmed\": 147.0, \"Deaths\": 1.0, \"Recovered\": 35.0, \"Long\": 101.0028813, \"Lat\": 15.11815794}, {\"Country/Region\": \"US\", \"Confirmed/100k\": 0.8335181673369116, \"Deaths/100k\": 0.01650531024429528, \"Recovered/100k\": 0.0036678467209545055, \"Confirmed\": 4632.0, \"Deaths\": 85.0, \"Recovered\": 17.0, \"Long\": -112.4616737, \"Lat\": 45.6795472}, {\"Country/Region\": \"United Kingdom\", \"Confirmed/100k\": 1.719081584498703, \"Deaths/100k\": 0.031584176093152026, \"Recovered/100k\": 0.028576159322375637, \"Confirmed\": 1551.0, \"Deaths\": 56.0, \"Recovered\": 21.0, \"Long\": -2.86563164, \"Lat\": 54.12387156}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.LayerChart(...)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<p style=\"font-size: smaller\">Data Sources: \n",
+       "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a>,\n",
+       "  <a href=\"https://data.worldbank.org/indicator/SP.POP.TOTL\">World Bank</a>,\n",
+       "  <a href=\"https://worldmap.harvard.edu/data/geonode:country_centroids_az8\">Harvard Worldmap</a>\n",
+       "</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "display(helper.map_of_variable(map_df, 'Confirmed/100k', 'Confirmed'))\n",
     "display(HTML('''\n",
@@ -118,9 +207,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-809b9aa0f110483fbb492530a25e4e0a\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-809b9aa0f110483fbb492530a25e4e0a\");\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}}, \"layer\": [{\"mark\": \"bar\", \"encoding\": {\"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, {\"type\": \"quantitative\", \"field\": \"Deaths\"}, {\"type\": \"quantitative\", \"field\": \"Recovered\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}, {\"type\": \"quantitative\", \"field\": \"Deaths/100k\"}, {\"type\": \"quantitative\", \"field\": \"Recovered/100k\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Country/Region\", \"sort\": \"-x\"}}}, {\"mark\": {\"type\": \"text\", \"align\": \"left\", \"baseline\": \"middle\", \"dx\": 3}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\", \"format\": \".3\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, {\"type\": \"quantitative\", \"field\": \"Deaths\"}, {\"type\": \"quantitative\", \"field\": \"Recovered\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}, {\"type\": \"quantitative\", \"field\": \"Deaths/100k\"}, {\"type\": \"quantitative\", \"field\": \"Recovered/100k\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Country/Region\", \"sort\": \"-x\"}}}], \"data\": {\"name\": \"data-2563cc323084e75c421453bd7731bf6f\"}, \"height\": 900, \"title\": \"Confirmed cases per 100k inhabitants\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-2563cc323084e75c421453bd7731bf6f\": [{\"Country/Region\": \"Australia\", \"Confirmed/100k\": 1.000305333199906, \"Deaths/100k\": 0.012003663998398872, \"Recovered/100k\": 0.09202809065439137, \"Confirmed\": 377.0, \"Deaths\": 3.0, \"Recovered\": 23.0, \"Long\": 134.49100008, \"Lat\": -25.73288704}, {\"Country/Region\": \"Austria\", \"Confirmed/100k\": 7.403608688423027, \"Deaths/100k\": 0.01130321937163821, \"Recovered/100k\": 0.06781931622982926, \"Confirmed\": 1018.0, \"Deaths\": 3.0, \"Recovered\": 6.0, \"Long\": 14.1264761, \"Lat\": 47.58549439}, {\"Country/Region\": \"Bahrain\", \"Confirmed/100k\": 13.380577391029535, \"Deaths/100k\": 0.0, \"Recovered/100k\": 2.8035495485966644, \"Confirmed\": 214.0, \"Deaths\": 1.0, \"Recovered\": 77.0, \"Long\": 50.54196932, \"Lat\": 26.04205135}, {\"Country/Region\": \"Belgium\", \"Confirmed/100k\": 6.0321826135162215, \"Deaths/100k\": 0.035019928090079665, \"Recovered/100k\": 0.008754982022519914, \"Confirmed\": 1058.0, \"Deaths\": 5.0, \"Recovered\": 1.0, \"Long\": 4.64065114, \"Lat\": 50.63981576}, {\"Country/Region\": \"Brazil\", \"Confirmed/100k\": 0.07208692453324421, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 200.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": -53.09783113, \"Lat\": -10.78777702}, {\"Country/Region\": \"Canada\", \"Confirmed/100k\": 0.53428524615007, \"Deaths/100k\": 0.002698410334091263, \"Recovered/100k\": 0.021587282672730104, \"Confirmed\": 415.0, \"Deaths\": 4.0, \"Recovered\": 9.0, \"Long\": -98.30777028, \"Lat\": 61.36206324}, {\"Country/Region\": \"Chile\", \"Confirmed/100k\": 0.3256953328392731, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 155.0, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Long\": -71.38256213, \"Lat\": -37.73070989}, {\"Country/Region\": \"China\", \"Confirmed/100k\": 5.814264071284455, \"Deaths/100k\": 0.2292619531423894, \"Recovered/100k\": 4.7144816296051655, \"Confirmed\": 81033.0, \"Deaths\": 3217.0, \"Recovered\": 67910.0, \"Long\": 103.81907349, \"Lat\": 36.56176546}, {\"Country/Region\": \"Czechia\", \"Confirmed/100k\": 1.7787071810361583, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 298.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Long\": 15.31240163, \"Lat\": 49.73341233}, {\"Country/Region\": \"Denmark\", \"Confirmed/100k\": 14.420142938804432, \"Deaths/100k\": 0.01724897480718234, \"Recovered/100k\": 0.01724897480718234, \"Confirmed\": 932.0, \"Deaths\": 3.0, \"Recovered\": 1.0, \"Long\": 10.02800992, \"Lat\": 55.98125296}, {\"Country/Region\": \"Egypt\", \"Confirmed/100k\": 0.11074580236578434, \"Deaths/100k\": 0.002032033070931823, \"Recovered/100k\": 0.02743244645757961, \"Confirmed\": 150.0, \"Deaths\": 2.0, \"Recovered\": 27.0, \"Long\": 29.86190099, \"Lat\": 26.49593311}, {\"Country/Region\": \"Estonia\", \"Confirmed/100k\": 8.706290635665205, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 205.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": 25.54248537, \"Lat\": 58.67192972}, {\"Country/Region\": \"Finland\", \"Confirmed/100k\": 4.077527387392285, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.018122343943965717, \"Confirmed\": 277.0, \"Deaths\": 0.0, \"Recovered\": 10.0, \"Long\": 26.2746656, \"Lat\": 64.49884603}, {\"Country/Region\": \"France\", \"Confirmed/100k\": 6.687840449145809, \"Deaths/100k\": 0.13584675912327426, \"Recovered/100k\": 0.017913858345926282, \"Confirmed\": 6650.0, \"Deaths\": 148.0, \"Recovered\": 12.0, \"Long\": -2.76172945, \"Lat\": 42.17344011}, {\"Country/Region\": \"Germany\", \"Confirmed/100k\": 5.528897733624627, \"Deaths/100k\": 0.010852798168510723, \"Recovered/100k\": 0.055469857305721466, \"Confirmed\": 7272.0, \"Deaths\": 17.0, \"Recovered\": 67.0, \"Long\": 10.38578051, \"Lat\": 51.10698181}, {\"Country/Region\": \"Greece\", \"Confirmed/100k\": 2.1253454152384283, \"Deaths/100k\": 0.027965071253137214, \"Recovered/100k\": 0.07457352334169924, \"Confirmed\": 331.0, \"Deaths\": 4.0, \"Recovered\": 8.0, \"Long\": 22.95555794, \"Lat\": 39.07469623}, {\"Country/Region\": \"India\", \"Confirmed/100k\": 0.007540935480311991, \"Deaths/100k\": 0.00014786148000611743, \"Recovered/100k\": 0.00029572296001223485, \"Confirmed\": 119.0, \"Deaths\": 2.0, \"Recovered\": 13.0, \"Long\": 79.61197609999998, \"Lat\": 22.88578212}, {\"Country/Region\": \"Indonesia\", \"Confirmed/100k\": 0.03586593738513443, \"Deaths/100k\": 0.0018680175721424183, \"Recovered/100k\": 0.0029888281154278693, \"Confirmed\": 134.0, \"Deaths\": 5.0, \"Recovered\": 8.0, \"Long\": 117.24011366, \"Lat\": -2.21505456}, {\"Country/Region\": \"Iran\", \"Confirmed/100k\": 15.561073521653087, \"Deaths/100k\": 0.7469413089582871, \"Recovered/100k\": 3.6173475175246668, \"Confirmed\": 14991.0, \"Deaths\": 853.0, \"Recovered\": 4590.0, \"Long\": 54.27407004, \"Lat\": 32.57503292}, {\"Country/Region\": \"Iraq\", \"Confirmed/100k\": 0.2862079014195912, \"Deaths/100k\": 0.026018900129053748, \"Recovered/100k\": 0.06764914033553975, \"Confirmed\": 124.0, \"Deaths\": 10.0, \"Recovered\": 26.0, \"Long\": 43.74353149, \"Lat\": 33.03970582}, {\"Country/Region\": \"Ireland\", \"Confirmed/100k\": 2.657872474042476, \"Deaths/100k\": 0.04120732517895311, \"Recovered/100k\": 0.0, \"Confirmed\": 169.0, \"Deaths\": 2.0, \"Recovered\": 0.0, \"Long\": -8.13793569, \"Lat\": 53.17544870000001}, {\"Country/Region\": \"Israel\", \"Confirmed/100k\": 2.1724937526734056, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.045025777257479915, \"Confirmed\": 255.0, \"Deaths\": 0.0, \"Recovered\": 4.0, \"Long\": 35.00444693, \"Lat\": 31.46110101}, {\"Country/Region\": \"Italy\", \"Confirmed/100k\": 35.0100129431308, \"Deaths/100k\": 2.3845265704519294, \"Recovered/100k\": 3.25328191360756, \"Confirmed\": 27980.0, \"Deaths\": 2158.0, \"Recovered\": 2749.0, \"Long\": 12.07001339, \"Lat\": 42.79662641}, {\"Country/Region\": \"Japan\", \"Confirmed/100k\": 0.6109266563976192, \"Deaths/100k\": 0.017387304580527327, \"Recovered/100k\": 0.09325917911373748, \"Confirmed\": 825.0, \"Deaths\": 27.0, \"Recovered\": 144.0, \"Long\": 138.03089558, \"Lat\": 37.59230135}, {\"Country/Region\": \"Korea, South\", \"Confirmed/100k\": 15.659842956913007, \"Deaths/100k\": 0.13943961079615835, \"Recovered/100k\": 0.9876972431394551, \"Confirmed\": 8236.0, \"Deaths\": 75.0, \"Recovered\": 1137.0, \"Long\": 127.83916086, \"Lat\": 36.38523983}, {\"Country/Region\": \"Kuwait\", \"Confirmed/100k\": 2.513711206970521, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.1208515003351212, \"Confirmed\": 123.0, \"Deaths\": 0.0, \"Recovered\": 9.0, \"Long\": 47.58700459, \"Lat\": 29.33431262}, {\"Country/Region\": \"Malaysia\", \"Confirmed/100k\": 0.7548705404952363, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.11101037360224064, \"Confirmed\": 566.0, \"Deaths\": 0.0, \"Recovered\": 42.0, \"Long\": 109.69762284, \"Lat\": 3.78986846}, {\"Country/Region\": \"Netherlands\", \"Confirmed/100k\": 5.565544970444868, \"Deaths/100k\": 0.06964185573027988, \"Recovered/100k\": 0.011606975955046644, \"Confirmed\": 1414.0, \"Deaths\": 24.0, \"Recovered\": 2.0, \"Long\": 5.28144793, \"Lat\": 52.1007899}, {\"Country/Region\": \"Norway\", \"Confirmed/100k\": 20.510558609767997, \"Deaths/100k\": 0.056451078742480724, \"Recovered/100k\": 0.018817026247493568, \"Confirmed\": 1333.0, \"Deaths\": 3.0, \"Recovered\": 1.0, \"Long\": 15.34834656, \"Lat\": 68.75015572}, {\"Country/Region\": \"Pakistan\", \"Confirmed/100k\": 0.014607824902882703, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0009424403163150133, \"Confirmed\": 136.0, \"Deaths\": 0.0, \"Recovered\": 2.0, \"Long\": 69.33957937, \"Lat\": 29.9497515}, {\"Country/Region\": \"Philippines\", \"Confirmed/100k\": 0.10407688667814162, \"Deaths/100k\": 0.007501036877703902, \"Recovered/100k\": 0.0018752592194259754, \"Confirmed\": 142.0, \"Deaths\": 12.0, \"Recovered\": 2.0, \"Long\": 122.88393253, \"Lat\": 11.77536778}, {\"Country/Region\": \"Poland\", \"Confirmed/100k\": 0.2712057343529827, \"Deaths/100k\": 0.007899196146203378, \"Recovered/100k\": 0.0, \"Confirmed\": 177.0, \"Deaths\": 4.0, \"Recovered\": 13.0, \"Long\": 19.39012835, \"Lat\": 52.12759564}, {\"Country/Region\": \"Portugal\", \"Confirmed/100k\": 1.6436871423399997, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.01945191884426035, \"Confirmed\": 331.0, \"Deaths\": 0.0, \"Recovered\": 3.0, \"Long\": -8.50104361, \"Lat\": 39.59550671}, {\"Country/Region\": \"Qatar\", \"Confirmed/100k\": 12.114993940705553, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.14379814766416085, \"Confirmed\": 439.0, \"Deaths\": 0.0, \"Recovered\": 4.0, \"Long\": 51.18479632, \"Lat\": 25.30601188}, {\"Country/Region\": \"Romania\", \"Confirmed/100k\": 0.6316134550303544, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.046215618660757636, \"Confirmed\": 158.0, \"Deaths\": 0.0, \"Recovered\": 9.0, \"Long\": 24.97293039, \"Lat\": 45.85243127}, {\"Country/Region\": \"Saudi Arabia\", \"Confirmed/100k\": 0.30563846287354696, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0029673637172189025, \"Confirmed\": 118.0, \"Deaths\": 0.0, \"Recovered\": 2.0, \"Long\": 44.53686271, \"Lat\": 24.12245841}, {\"Country/Region\": \"Singapore\", \"Confirmed/100k\": 3.7597478557022965, \"Deaths/100k\": 0.0, \"Recovered/100k\": 1.8621392681544395, \"Confirmed\": 243.0, \"Deaths\": 0.0, \"Recovered\": 109.0, \"Long\": 103.81725592, \"Lat\": 1.35876087}, {\"Country/Region\": \"Slovenia\", \"Confirmed/100k\": 8.755076493248433, \"Deaths/100k\": 0.04837058836048858, \"Recovered/100k\": 0.0, \"Confirmed\": 253.0, \"Deaths\": 1.0, \"Recovered\": 0.0, \"Long\": 14.80444238, \"Lat\": 46.11554772}, {\"Country/Region\": \"Spain\", \"Confirmed/100k\": 13.678268839257742, \"Deaths/100k\": 0.4173466474190673, \"Recovered/100k\": 1.1065036754649118, \"Confirmed\": 9942.0, \"Deaths\": 342.0, \"Recovered\": 530.0, \"Long\": -3.64755047, \"Lat\": 40.24448698}, {\"Country/Region\": \"Sweden\", \"Confirmed/100k\": 9.437135274607376, \"Deaths/100k\": 0.019640239905530446, \"Recovered/100k\": 0.009820119952765223, \"Confirmed\": 1103.0, \"Deaths\": 6.0, \"Recovered\": 1.0, \"Long\": 16.74558049, \"Lat\": 62.77966519}, {\"Country/Region\": \"Switzerland\", \"Confirmed/100k\": 15.957178869407455, \"Deaths/100k\": 0.15264409514517804, \"Recovered/100k\": 0.04696741389082401, \"Confirmed\": 2200.0, \"Deaths\": 14.0, \"Recovered\": 4.0, \"Long\": 8.20867471, \"Lat\": 46.79785878}, {\"Country/Region\": \"Thailand\", \"Confirmed/100k\": 0.11810707656697413, \"Deaths/100k\": 0.0014403302020362695, \"Recovered/100k\": 0.05041155707126944, \"Confirmed\": 147.0, \"Deaths\": 1.0, \"Recovered\": 35.0, \"Long\": 101.0028813, \"Lat\": 15.11815794}, {\"Country/Region\": \"US\", \"Confirmed/100k\": 0.8335181673369116, \"Deaths/100k\": 0.01650531024429528, \"Recovered/100k\": 0.0036678467209545055, \"Confirmed\": 4632.0, \"Deaths\": 85.0, \"Recovered\": 17.0, \"Long\": -112.4616737, \"Lat\": 45.6795472}, {\"Country/Region\": \"United Kingdom\", \"Confirmed/100k\": 1.719081584498703, \"Deaths/100k\": 0.031584176093152026, \"Recovered/100k\": 0.028576159322375637, \"Confirmed\": 1551.0, \"Deaths\": 56.0, \"Recovered\": 21.0, \"Long\": -2.86563164, \"Lat\": 54.12387156}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.LayerChart(...)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<p style=\"font-size: smaller\">Data Sources: \n",
+       "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a>,\n",
+       "  <a href=\"https://data.worldbank.org/indicator/SP.POP.TOTL\">World Bank</a>,\n",
+       "  <a href=\"https://worldmap.harvard.edu/data/geonode:country_centroids_az8\">Harvard Worldmap</a>\n",
+       "</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "bars = alt.Chart(map_df).mark_bar().encode(\n",
     "    x='Confirmed/100k:Q',\n",
@@ -157,7 +322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -170,9 +335,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-1d7be73bbbd94e659ac3d794b12670bc\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-1d7be73bbbd94e659ac3d794b12670bc\");\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: ${err.message}`));\n",
+       "    } else if (typeof vegaEmbed === \"function\") {\n",
+       "      displayChart(vegaEmbed);\n",
+       "    } else {\n",
+       "      loadScript(\"vega\")\n",
+       "        .then(() => loadScript(\"vega-lite\"))\n",
+       "        .then(() => loadScript(\"vega-embed\"))\n",
+       "        .catch(showError)\n",
+       "        .then(() => displayChart(vegaEmbed));\n",
+       "    }\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-c9a44a9afd20624b83be24cae526b16b\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Country/Region\"}, \"facet\": {\"type\": \"nominal\", \"columns\": 1, \"field\": \"Geo Region\", \"sort\": [\"Europe\", \"Asia\"], \"title\": \"Geographic Region\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"temporal\", \"field\": \"Date\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}], \"x\": {\"type\": \"temporal\", \"field\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}}, \"height\": 200, \"title\": \"Countries with 2 or more cases per 100k\", \"width\": 300, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-c9a44a9afd20624b83be24cae526b16b\": [{\"Country/Region\": \"Austria\", \"Longitude\": 14.1264761, 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\"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-02T00:00:00\", \"Confirmed/100k\": 0.4931578458536522}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-03T00:00:00\", \"Confirmed/100k\": 0.6575437944715362}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed/100k\": 1.0567668125435403}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed/100k\": 1.3385712958884843}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed/100k\": 2.5127566431590846}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed/100k\": 3.1468167306852086}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed/100k\": 3.957004620301923}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed/100k\": 4.391453198792045}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed/100k\": 5.7652500550986465}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed/100k\": 13.373971105412135}, {\"Country/Region\": \"Switzerland\", \"Longitude\": 8.20867471, \"Latitude\": 46.79785878, \"Geo Region\": \"Europe\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed/100k\": 15.957178869407455}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<p style=\"font-size: smaller\">Data Sources: \n",
+       "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a>,\n",
+       "  <a href=\"https://data.worldbank.org/indicator/SP.POP.TOTL\">World Bank</a>,\n",
+       "  <a href=\"https://worldmap.harvard.edu/data/geonode:country_centroids_az8\">Harvard Worldmap</a>\n",
+       "</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "base = alt.Chart(confirmed_rate_df).properties(\n",
     "    width=300, height=200, title=\"Countries with 2 or more cases per 100k\")\n",
@@ -195,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -220,7 +461,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -266,9 +507,86 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-5d998df7d7ff4d4aa832f1c68f14520d\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-5d998df7d7ff4d4aa832f1c68f14520d\");\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}}, \"vconcat\": [{\"hconcat\": [{\"layer\": [{\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Country/Region\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"quantitative\", \"field\": \"Days\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"Days\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}}, \"height\": 150, \"title\": \"Italy\", \"transform\": [{\"filter\": \"datum['Country/Region'] == 'Italy'\"}], \"width\": 250}, {\"layer\": [{\"mark\": {\"type\": \"line\", \"opacity\": 0.3}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Days\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}}, \"height\": 150, \"transform\": [{\"filter\": \"datum['Country/Region'] == 'Italy'\"}], 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null}, {\"Country/Region\": \"US\", \"Days\": 13, \"Confirmed\": 4514, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.17446497270503022}, {\"Country/Region\": \"United Kingdom\", \"Days\": 1, \"Confirmed\": 48, \"Confirmed/100k\": 0.2466573752036634}, {\"Country/Region\": \"United Kingdom\", \"Days\": 2, \"Confirmed\": 91, \"Confirmed/100k\": 0.3113297357753557}, {\"Country/Region\": \"United Kingdom\", \"Days\": 3, \"Confirmed\": 158, \"Confirmed/100k\": 0.4120982975963645}, {\"Country/Region\": \"United Kingdom\", \"Days\": 4, \"Confirmed\": 206, \"Confirmed/100k\": 0.4842907000949977}, {\"Country/Region\": \"United Kingdom\", \"Days\": 5, \"Confirmed\": 268, \"Confirmed/100k\": 0.5775392199890655}, {\"Country/Region\": \"United Kingdom\", \"Days\": 6, \"Confirmed\": 343, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 7, \"Confirmed\": 343, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 8, \"Confirmed\": 686, \"Confirmed/100k\": 1.2047107166959414}, {\"Country/Region\": \"United Kingdom\", \"Days\": 9, \"Confirmed\": 1028, \"Confirmed/100k\": 1.719081584498703}, {\"Country/Region\": \"United Kingdom\", \"Days\": 10, \"Confirmed\": 1029, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 11, \"Confirmed\": 1435, \"Confirmed/100k\": null}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.VConcatChart(...)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<p style=\"font-size: smaller\">Data Sources: \n",
+       "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a>,\n",
+       "  <a href=\"https://data.worldbank.org/indicator/SP.POP.TOTL\">World Bank</a>,\n",
+       "  <a href=\"https://worldmap.harvard.edu/data/geonode:country_centroids_az8\">Harvard Worldmap</a>\n",
+       "</p>\n",
+       "<p style=\"font-size: smaller\">Inspired by <a href=\"https://covid19dashboards.com/growth-analysis/\">Thomas Wiecki</a>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sort_order = growth_in_value_df.groupby(\n",
     "    'Country/Region').max().sort_values(\n",
@@ -292,9 +610,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-a6794d857f744460aa3fd7ba81b4e113\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-a6794d857f744460aa3fd7ba81b4e113\");\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: ${paths[lib]}`);\n",
+       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
+       "      });\n",
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+       "\n",
+       "    function showError(err) {\n",
+       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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",
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\"Netherlands\", \"Days\": 4, \"Confirmed\": 254, \"Confirmed/100k\": 2.216932407413909}, {\"Country/Region\": \"Netherlands\", \"Days\": 5, \"Confirmed\": 375, \"Confirmed/100k\": 2.919154452694232}, {\"Country/Region\": \"Netherlands\", \"Days\": 6, \"Confirmed\": 375, \"Confirmed/100k\": 2.919154452694232}, {\"Country/Region\": \"Netherlands\", \"Days\": 7, \"Confirmed\": 676, \"Confirmed/100k\": 4.666004333928752}, {\"Country/Region\": \"Netherlands\", \"Days\": 8, \"Confirmed\": 832, \"Confirmed/100k\": 5.565544970444868}, {\"Country/Region\": \"Netherlands\", \"Days\": 9, \"Confirmed\": 1008, \"Confirmed/100k\": null}, {\"Country/Region\": \"Netherlands\", \"Days\": 10, \"Confirmed\": 1286, \"Confirmed/100k\": null}, {\"Country/Region\": \"Norway\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 2.0322388347293057}, {\"Country/Region\": \"Norway\", \"Days\": 1, \"Confirmed\": 39, \"Confirmed/100k\": 2.7661028583815552}, {\"Country/Region\": \"Norway\", \"Days\": 2, \"Confirmed\": 68, \"Confirmed/100k\": 3.3117966195588684}, {\"Country/Region\": \"Norway\", \"Days\": 3, \"Confirmed\": 97, \"Confirmed/100k\": 3.8574903807361824}, {\"Country/Region\": \"Norway\", \"Days\": 4, \"Confirmed\": 292, \"Confirmed/100k\": 7.526810498997428}, {\"Country/Region\": \"Norway\", \"Days\": 5, \"Confirmed\": 490, \"Confirmed/100k\": 11.252581696001155}, {\"Country/Region\": \"Norway\", \"Days\": 6, \"Confirmed\": 594, \"Confirmed/100k\": 13.209552425740487}, {\"Country/Region\": \"Norway\", \"Days\": 7, \"Confirmed\": 888, \"Confirmed/100k\": 18.741758142503603}, {\"Country/Region\": \"Norway\", \"Days\": 8, \"Confirmed\": 982, \"Confirmed/100k\": 20.510558609767997}, {\"Country/Region\": \"Norway\", \"Days\": 9, \"Confirmed\": 1113, \"Confirmed/100k\": null}, {\"Country/Region\": \"Norway\", \"Days\": 10, \"Confirmed\": 1225, \"Confirmed/100k\": null}, {\"Country/Region\": \"Spain\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.25682870610404146}, {\"Country/Region\": \"Spain\", \"Days\": 1, \"Confirmed\": 45, \"Confirmed/100k\": 0.353139470893057}, {\"Country/Region\": \"Spain\", \"Days\": 2, \"Confirmed\": 102, \"Confirmed/100k\": 0.4751331062924767}, {\"Country/Region\": \"Spain\", \"Days\": 3, \"Confirmed\": 139, \"Confirmed/100k\": 0.5543219573412228}, {\"Country/Region\": \"Spain\", \"Days\": 4, \"Confirmed\": 280, \"Confirmed/100k\": 0.8560956870134715}, {\"Country/Region\": \"Spain\", \"Days\": 5, \"Confirmed\": 380, \"Confirmed/100k\": 1.0701196087668394}, {\"Country/Region\": \"Spain\", \"Days\": 6, \"Confirmed\": 553, \"Confirmed/100k\": 1.4403809934001657}, {\"Country/Region\": \"Spain\", \"Days\": 7, \"Confirmed\": 953, \"Confirmed/100k\": 2.2964766804136367}, {\"Country/Region\": \"Spain\", \"Days\": 8, \"Confirmed\": 1575, \"Confirmed/100k\": 3.6277054737195855}, {\"Country/Region\": \"Spain\", \"Days\": 9, \"Confirmed\": 2157, \"Confirmed/100k\": 4.873324698324187}, {\"Country/Region\": \"Spain\", \"Days\": 10, \"Confirmed\": 2157, \"Confirmed/100k\": 4.873324698324187}, {\"Country/Region\": \"Spain\", \"Days\": 11, \"Confirmed\": 5112, \"Confirmed/100k\": 11.197731586136207}, {\"Country/Region\": \"Spain\", \"Days\": 12, \"Confirmed\": 6271, \"Confirmed/100k\": 13.678268839257742}, {\"Country/Region\": \"Spain\", \"Days\": 13, \"Confirmed\": 7678, \"Confirmed/100k\": null}, {\"Country/Region\": \"Spain\", \"Days\": 14, \"Confirmed\": 9822, \"Confirmed/100k\": null}, {\"Country/Region\": \"Sweden\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.9918321152292876}, {\"Country/Region\": \"Sweden\", \"Days\": 1, \"Confirmed\": 60, \"Confirmed/100k\": 1.581039312395201}, {\"Country/Region\": \"Sweden\", \"Days\": 2, \"Confirmed\": 102, \"Confirmed/100k\": 1.99348435041134}, {\"Country/Region\": \"Sweden\", \"Days\": 3, \"Confirmed\": 147, \"Confirmed/100k\": 2.435389748285776}, {\"Country/Region\": \"Sweden\", \"Days\": 4, \"Confirmed\": 254, \"Confirmed/100k\": 3.4861425832316537}, {\"Country/Region\": \"Sweden\", \"Days\": 5, \"Confirmed\": 399, \"Confirmed/100k\": 4.9100599763826125}, {\"Country/Region\": \"Sweden\", \"Days\": 6, \"Confirmed\": 498, \"Confirmed/100k\": 5.882251851706369}, {\"Country/Region\": \"Sweden\", \"Days\": 7, \"Confirmed\": 713, \"Confirmed/100k\": 7.993577641550892}, {\"Country/Region\": \"Sweden\", \"Days\": 8, \"Confirmed\": 860, \"Confirmed/100k\": 9.437135274607376}, {\"Country/Region\": \"Sweden\", \"Days\": 9, \"Confirmed\": 921, \"Confirmed/100k\": null}, {\"Country/Region\": \"Sweden\", \"Days\": 10, \"Confirmed\": 1002, \"Confirmed/100k\": null}, {\"Country/Region\": \"Switzerland\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 1.3385712958884843}, {\"Country/Region\": \"Switzerland\", \"Days\": 1, \"Confirmed\": 100, \"Confirmed/100k\": 2.5127566431590846}, {\"Country/Region\": \"Switzerland\", \"Days\": 2, \"Confirmed\": 154, \"Confirmed/100k\": 3.1468167306852086}, {\"Country/Region\": \"Switzerland\", \"Days\": 3, \"Confirmed\": 223, \"Confirmed/100k\": 3.957004620301923}, {\"Country/Region\": \"Switzerland\", \"Days\": 4, \"Confirmed\": 260, \"Confirmed/100k\": 4.391453198792045}, {\"Country/Region\": \"Switzerland\", \"Days\": 5, \"Confirmed\": 377, \"Confirmed/100k\": 5.7652500550986465}, {\"Country/Region\": \"Switzerland\", \"Days\": 6, \"Confirmed\": 538, \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Days\": 7, \"Confirmed\": 538, \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Days\": 8, \"Confirmed\": 1025, \"Confirmed/100k\": 13.373971105412135}, {\"Country/Region\": \"Switzerland\", \"Days\": 9, \"Confirmed\": 1245, \"Confirmed/100k\": 15.957178869407455}, {\"Country/Region\": \"Switzerland\", \"Days\": 10, \"Confirmed\": 2086, \"Confirmed/100k\": null}, {\"Country/Region\": \"Switzerland\", \"Days\": 11, \"Confirmed\": 2086, \"Confirmed/100k\": null}, {\"Country/Region\": \"US\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.03606715942271932}, {\"Country/Region\": \"US\", \"Days\": 1, \"Confirmed\": 31, \"Confirmed/100k\": 0.04554243011851846}, {\"Country/Region\": \"US\", \"Days\": 2, \"Confirmed\": 99, \"Confirmed/100k\": 0.06632689487059401}, {\"Country/Region\": \"US\", \"Days\": 3, \"Confirmed\": 144, \"Confirmed/100k\": 0.0800813200741734}, {\"Country/Region\": \"US\", \"Days\": 4, \"Confirmed\": 284, \"Confirmed/100k\": 0.122872865151976}, {\"Country/Region\": \"US\", \"Days\": 5, \"Confirmed\": 400, \"Confirmed/100k\": 0.15832871678786953}, {\"Country/Region\": \"US\", \"Days\": 6, \"Confirmed\": 465, \"Confirmed/100k\": 0.17819621985970646}, {\"Country/Region\": \"US\", \"Days\": 7, \"Confirmed\": 841, \"Confirmed/100k\": 0.2931220837829477}, {\"Country/Region\": \"US\", \"Days\": 8, \"Confirmed\": 1163, \"Confirmed/100k\": 0.3915426374618936}, {\"Country/Region\": \"US\", \"Days\": 9, \"Confirmed\": 1545, \"Confirmed/100k\": 0.508302424745612}, {\"Country/Region\": \"US\", \"Days\": 10, \"Confirmed\": 2061, \"Confirmed/100k\": 0.6660198337466559}, {\"Country/Region\": \"US\", \"Days\": 11, \"Confirmed\": 2609, \"Confirmed/100k\": 0.8335181673369116}, {\"Country/Region\": \"US\", \"Days\": 12, \"Confirmed\": 3381, \"Confirmed/100k\": null}, {\"Country/Region\": \"US\", \"Days\": 13, \"Confirmed\": 4514, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.17446497270503022}, {\"Country/Region\": \"United Kingdom\", \"Days\": 1, \"Confirmed\": 48, \"Confirmed/100k\": 0.2466573752036634}, {\"Country/Region\": \"United Kingdom\", \"Days\": 2, \"Confirmed\": 91, \"Confirmed/100k\": 0.3113297357753557}, {\"Country/Region\": \"United Kingdom\", \"Days\": 3, \"Confirmed\": 158, \"Confirmed/100k\": 0.4120982975963645}, {\"Country/Region\": \"United Kingdom\", \"Days\": 4, \"Confirmed\": 206, \"Confirmed/100k\": 0.4842907000949977}, {\"Country/Region\": \"United Kingdom\", \"Days\": 5, \"Confirmed\": 268, \"Confirmed/100k\": 0.5775392199890655}, {\"Country/Region\": \"United Kingdom\", \"Days\": 6, \"Confirmed\": 343, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 7, \"Confirmed\": 343, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 8, \"Confirmed\": 686, \"Confirmed/100k\": 1.2047107166959414}, {\"Country/Region\": \"United Kingdom\", \"Days\": 9, \"Confirmed\": 1028, \"Confirmed/100k\": 1.719081584498703}, {\"Country/Region\": \"United Kingdom\", \"Days\": 10, \"Confirmed\": 1029, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 11, \"Confirmed\": 1435, \"Confirmed/100k\": null}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.VConcatChart(...)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<p style=\"font-size: smaller\">Data Sources: \n",
+       "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a>,\n",
+       "  <a href=\"https://data.worldbank.org/indicator/SP.POP.TOTL\">World Bank</a>,\n",
+       "  <a href=\"https://worldmap.harvard.edu/data/geonode:country_centroids_az8\">Harvard Worldmap</a>\n",
+       "</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sort_order = growth_in_value_df.groupby(\n",
     "    'Country/Region').max().sort_values(\n",
@@ -312,6 +706,13 @@
     "  <a href=\"https://worldmap.harvard.edu/data/geonode:country_centroids_az8\">Harvard Worldmap</a>\n",
     "</p>'''))"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/notebooks/Preprocessing-Play.ipynb b/notebooks/Preprocessing-Play.ipynb
index 71d7c4c09..c47a2d9f7 100644
--- a/notebooks/Preprocessing-Play.ipynb
+++ b/notebooks/Preprocessing-Play.ipynb
@@ -92,172 +92,340 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>Mainland China</th>\n",
-       "      <td>80757</td>\n",
-       "      <td>3136</td>\n",
-       "      <td>60106</td>\n",
+       "      <th>China</th>\n",
+       "      <td>81033</td>\n",
+       "      <td>3217</td>\n",
+       "      <td>67910</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Italy</th>\n",
-       "      <td>10149</td>\n",
-       "      <td>631</td>\n",
-       "      <td>724</td>\n",
+       "      <td>27980</td>\n",
+       "      <td>2158</td>\n",
+       "      <td>2749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Iran (Islamic Republic of)</th>\n",
-       "      <td>8042</td>\n",
-       "      <td>291</td>\n",
-       "      <td>2731</td>\n",
+       "      <th>Iran</th>\n",
+       "      <td>14991</td>\n",
+       "      <td>853</td>\n",
+       "      <td>4590</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Republic of Korea</th>\n",
-       "      <td>7513</td>\n",
-       "      <td>54</td>\n",
-       "      <td>247</td>\n",
+       "      <th>Spain</th>\n",
+       "      <td>9942</td>\n",
+       "      <td>342</td>\n",
+       "      <td>530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Korea, South</th>\n",
+       "      <td>8236</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\n",
+       "      <td>7272</td>\n",
+       "      <td>17</td>\n",
+       "      <td>67</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>France</th>\n",
-       "      <td>1784</td>\n",
-       "      <td>33</td>\n",
+       "      <td>6650</td>\n",
+       "      <td>148</td>\n",
        "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Spain</th>\n",
-       "      <td>1695</td>\n",
-       "      <td>35</td>\n",
-       "      <td>32</td>\n",
+       "      <th>US</th>\n",
+       "      <td>4632</td>\n",
+       "      <td>85</td>\n",
+       "      <td>17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>US</th>\n",
-       "      <td>1670</td>\n",
+       "      <th>Switzerland</th>\n",
+       "      <td>2200</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>1551</td>\n",
        "      <td>56</td>\n",
-       "      <td>15</td>\n",
+       "      <td>21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Germany</th>\n",
-       "      <td>1457</td>\n",
+       "      <th>Netherlands</th>\n",
+       "      <td>1414</td>\n",
+       "      <td>24</td>\n",
        "      <td>2</td>\n",
-       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Others</th>\n",
-       "      <td>696</td>\n",
+       "      <th>Norway</th>\n",
+       "      <td>1333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sweden</th>\n",
+       "      <td>1103</td>\n",
        "      <td>6</td>\n",
-       "      <td>40</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Belgium</th>\n",
+       "      <td>1058</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Austria</th>\n",
+       "      <td>1018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Denmark</th>\n",
+       "      <td>932</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Japan</th>\n",
-       "      <td>581</td>\n",
-       "      <td>10</td>\n",
-       "      <td>101</td>\n",
+       "      <td>825</td>\n",
+       "      <td>27</td>\n",
+       "      <td>144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Switzerland</th>\n",
-       "      <td>491</td>\n",
+       "      <th>Cruise Ship</th>\n",
+       "      <td>696</td>\n",
+       "      <td>7</td>\n",
+       "      <td>325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Malaysia</th>\n",
+       "      <td>566</td>\n",
+       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Qatar</th>\n",
+       "      <td>439</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canada</th>\n",
+       "      <td>415</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Australia</th>\n",
+       "      <td>377</td>\n",
        "      <td>3</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Portugal</th>\n",
+       "      <td>331</td>\n",
+       "      <td>0</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Norway</th>\n",
-       "      <td>400</td>\n",
+       "      <th>Greece</th>\n",
+       "      <td>331</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Czechia</th>\n",
+       "      <td>298</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>UK</th>\n",
-       "      <td>382</td>\n",
-       "      <td>6</td>\n",
-       "      <td>18</td>\n",
+       "      <th>Finland</th>\n",
+       "      <td>277</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Netherlands</th>\n",
-       "      <td>382</td>\n",
+       "      <th>Israel</th>\n",
+       "      <td>255</td>\n",
+       "      <td>0</td>\n",
        "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Slovenia</th>\n",
+       "      <td>253</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Sweden</th>\n",
-       "      <td>355</td>\n",
+       "      <th>Singapore</th>\n",
+       "      <td>243</td>\n",
        "      <td>0</td>\n",
+       "      <td>109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahrain</th>\n",
+       "      <td>214</td>\n",
        "      <td>1</td>\n",
+       "      <td>77</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Belgium</th>\n",
-       "      <td>267</td>\n",
+       "      <th>Estonia</th>\n",
+       "      <td>205</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Denmark</th>\n",
-       "      <td>262</td>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>200</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Austria</th>\n",
-       "      <td>182</td>\n",
+       "      <th>Iceland</th>\n",
+       "      <td>180</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poland</th>\n",
+       "      <td>177</td>\n",
        "      <td>4</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Singapore</th>\n",
-       "      <td>160</td>\n",
+       "      <th>Ireland</th>\n",
+       "      <td>169</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>78</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Malaysia</th>\n",
-       "      <td>129</td>\n",
+       "      <th>Romania</th>\n",
+       "      <td>158</td>\n",
        "      <td>0</td>\n",
-       "      <td>24</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Hong Kong SAR</th>\n",
-       "      <td>120</td>\n",
-       "      <td>3</td>\n",
-       "      <td>65</td>\n",
+       "      <th>Chile</th>\n",
+       "      <td>155</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Bahrain</th>\n",
-       "      <td>110</td>\n",
+       "      <th>Egypt</th>\n",
+       "      <td>150</td>\n",
+       "      <td>2</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thailand</th>\n",
+       "      <td>147</td>\n",
+       "      <td>1</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Philippines</th>\n",
+       "      <td>142</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pakistan</th>\n",
+       "      <td>136</td>\n",
        "      <td>0</td>\n",
-       "      <td>22</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Australia</th>\n",
-       "      <td>107</td>\n",
-       "      <td>3</td>\n",
-       "      <td>21</td>\n",
+       "      <th>Indonesia</th>\n",
+       "      <td>134</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iraq</th>\n",
+       "      <td>124</td>\n",
+       "      <td>10</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kuwait</th>\n",
+       "      <td>123</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>India</th>\n",
+       "      <td>119</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saudi Arabia</th>\n",
+       "      <td>118</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>San Marino</th>\n",
+       "      <td>109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                            confirmed  deaths  recovered\n",
-       "Mainland China                  80757    3136      60106\n",
-       "Italy                           10149     631        724\n",
-       "Iran (Islamic Republic of)       8042     291       2731\n",
-       "Republic of Korea                7513      54        247\n",
-       "France                           1784      33         12\n",
-       "Spain                            1695      35         32\n",
-       "US                               1670      56         15\n",
-       "Germany                          1457       2         18\n",
-       "Others                            696       6         40\n",
-       "Japan                             581      10        101\n",
-       "Switzerland                       491       3          3\n",
-       "Norway                            400       0          1\n",
-       "UK                                382       6         18\n",
-       "Netherlands                       382       4          0\n",
-       "Sweden                            355       0          1\n",
-       "Belgium                           267       0          1\n",
-       "Denmark                           262       0          1\n",
-       "Austria                           182       0          4\n",
-       "Singapore                         160       0         78\n",
-       "Malaysia                          129       0         24\n",
-       "Hong Kong SAR                     120       3         65\n",
-       "Bahrain                           110       0         22\n",
-       "Australia                         107       3         21"
+       "                confirmed  deaths  recovered\n",
+       "China               81033    3217      67910\n",
+       "Italy               27980    2158       2749\n",
+       "Iran                14991     853       4590\n",
+       "Spain                9942     342        530\n",
+       "Korea, South         8236      75       1137\n",
+       "Germany              7272      17         67\n",
+       "France               6650     148         12\n",
+       "US                   4632      85         17\n",
+       "Switzerland          2200      14          4\n",
+       "United Kingdom       1551      56         21\n",
+       "Netherlands          1414      24          2\n",
+       "Norway               1333       3          1\n",
+       "Sweden               1103       6          1\n",
+       "Belgium              1058       5          1\n",
+       "Austria              1018       3          6\n",
+       "Denmark               932       3          1\n",
+       "Japan                 825      27        144\n",
+       "Cruise Ship           696       7        325\n",
+       "Malaysia              566       0         42\n",
+       "Qatar                 439       0          4\n",
+       "Canada                415       4          9\n",
+       "Australia             377       3         23\n",
+       "Portugal              331       0          3\n",
+       "Greece                331       4          8\n",
+       "Czechia               298       0          3\n",
+       "Finland               277       0         10\n",
+       "Israel                255       0          4\n",
+       "Slovenia              253       1          0\n",
+       "Singapore             243       0        109\n",
+       "Bahrain               214       1         77\n",
+       "Estonia               205       0          1\n",
+       "Brazil                200       0          1\n",
+       "Iceland               180       0          0\n",
+       "Poland                177       4         13\n",
+       "Ireland               169       2          0\n",
+       "Romania               158       0          9\n",
+       "Chile                 155       0          0\n",
+       "Egypt                 150       2         27\n",
+       "Thailand              147       1         35\n",
+       "Philippines           142      12          2\n",
+       "Pakistan              136       0          2\n",
+       "Indonesia             134       5          8\n",
+       "Iraq                  124      10         26\n",
+       "Kuwait                123       0          9\n",
+       "India                 119       2         13\n",
+       "Saudi Arabia          118       0          2\n",
+       "San Marino            109       7          4"
       ]
      },
      "execution_count": 5,
@@ -432,7 +600,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -464,7 +632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -495,63 +663,196 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>Others</th>\n",
+       "      <th>China</th>\n",
+       "      <td>81033</td>\n",
+       "      <td>3217</td>\n",
+       "      <td>67910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iran</th>\n",
+       "      <td>14991</td>\n",
+       "      <td>853</td>\n",
+       "      <td>4590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Korea, South</th>\n",
+       "      <td>8236</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>1551</td>\n",
+       "      <td>56</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cruise Ship</th>\n",
        "      <td>696</td>\n",
-       "      <td>6</td>\n",
-       "      <td>40</td>\n",
+       "      <td>7</td>\n",
+       "      <td>325</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Taipei and environs</th>\n",
-       "      <td>47</td>\n",
+       "      <th>Czechia</th>\n",
+       "      <td>298</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Russia</th>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Taiwan*</th>\n",
+       "      <td>67</td>\n",
        "      <td>1</td>\n",
-       "      <td>17</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>occupied Palestinian territory</th>\n",
-       "      <td>25</td>\n",
+       "      <th>Vietnam</th>\n",
+       "      <td>61</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Moldova</th>\n",
+       "      <td>23</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>French Guiana</th>\n",
-       "      <td>5</td>\n",
+       "      <th>Venezuela</th>\n",
+       "      <td>17</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Martinique</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>French Guiana</th>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reunion</th>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guadeloupe</th>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jersey</th>\n",
        "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>Saint Lucia</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Congo (Kinshasa)</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>The Bahamas</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guernsey</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Vincent and the Grenadines</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Holy See</th>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Saint Barthelemy</th>\n",
+       "      <th>Republic of the Congo</th>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mayotte</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Congo (Brazzaville)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>occupied Palestinian territory</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                confirmed  deaths  recovered\n",
-       "Others                                696       6         40\n",
-       "Taipei and environs                    47       1         17\n",
-       "occupied Palestinian territory         25       0          0\n",
-       "French Guiana                           5       0          0\n",
-       "Martinique                              2       0          0\n",
-       "Holy See                                1       0          0\n",
-       "Saint Barthelemy                        1       0          0"
+       "                                  confirmed  deaths  recovered\n",
+       "China                                 81033    3217      67910\n",
+       "Iran                                  14991     853       4590\n",
+       "Korea, South                           8236      75       1137\n",
+       "United Kingdom                         1551      56         21\n",
+       "Cruise Ship                             696       7        325\n",
+       "Czechia                                 298       0          3\n",
+       "Russia                                   90       0          8\n",
+       "Taiwan*                                  67       1         20\n",
+       "Vietnam                                  61       0         16\n",
+       "Moldova                                  23       0          0\n",
+       "Venezuela                                17       0          0\n",
+       "Martinique                               15       1          0\n",
+       "French Guiana                            11       0          0\n",
+       "Reunion                                   9       0          0\n",
+       "Guadeloupe                                6       0          0\n",
+       "Jersey                                    2       0          0\n",
+       "Saint Lucia                               2       0          0\n",
+       "Congo (Kinshasa)                          2       0          0\n",
+       "The Bahamas                               1       0          0\n",
+       "Guernsey                                  1       0          0\n",
+       "Saint Vincent and the Grenadines          1       0          0\n",
+       "Holy See                                  1       0          0\n",
+       "Republic of the Congo                     1       0          0\n",
+       "Mayotte                                   1       0          0\n",
+       "Congo (Brazzaville)                       1       0          0\n",
+       "occupied Palestinian territory            0       0          0"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -569,7 +870,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -600,168 +901,301 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>Italy</th>\n",
-       "      <td>16.794282</td>\n",
-       "      <td>1.044161</td>\n",
-       "      <td>1.198055</td>\n",
+       "      <th>San Marino</th>\n",
+       "      <td>322.628385</td>\n",
+       "      <td>20.719254</td>\n",
+       "      <td>11.839574</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Republic of Korea</th>\n",
-       "      <td>14.550136</td>\n",
-       "      <td>0.104580</td>\n",
-       "      <td>0.478355</td>\n",
+       "      <th>Iceland</th>\n",
+       "      <td>50.908721</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Iran (Islamic Republic of)</th>\n",
-       "      <td>9.831264</td>\n",
-       "      <td>0.355745</td>\n",
-       "      <td>3.338620</td>\n",
+       "      <th>Italy</th>\n",
+       "      <td>46.300523</td>\n",
+       "      <td>3.570998</td>\n",
+       "      <td>4.548968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Switzerland</th>\n",
+       "      <td>25.832078</td>\n",
+       "      <td>0.164386</td>\n",
+       "      <td>0.046967</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Norway</th>\n",
-       "      <td>7.526810</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>25.083096</td>\n",
+       "      <td>0.056451</td>\n",
        "      <td>0.018817</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Bahrain</th>\n",
-       "      <td>7.008874</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.401775</td>\n",
+       "      <th>Spain</th>\n",
+       "      <td>21.278258</td>\n",
+       "      <td>0.731962</td>\n",
+       "      <td>1.134327</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Mainland China</th>\n",
-       "      <td>5.798468</td>\n",
-       "      <td>0.225169</td>\n",
-       "      <td>4.315697</td>\n",
+       "      <th>Denmark</th>\n",
+       "      <td>16.076045</td>\n",
+       "      <td>0.051747</td>\n",
+       "      <td>0.017249</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Switzerland</th>\n",
-       "      <td>5.765250</td>\n",
-       "      <td>0.035226</td>\n",
-       "      <td>0.035226</td>\n",
+       "      <th>Qatar</th>\n",
+       "      <td>15.781847</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.143798</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Denmark</th>\n",
-       "      <td>4.519231</td>\n",
+       "      <th>Estonia</th>\n",
+       "      <td>15.519909</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.017249</td>\n",
+       "      <td>0.075707</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Spain</th>\n",
-       "      <td>3.627705</td>\n",
-       "      <td>0.074908</td>\n",
-       "      <td>0.068488</td>\n",
+       "      <th>Bahrain</th>\n",
+       "      <td>13.635446</td>\n",
+       "      <td>0.063717</td>\n",
+       "      <td>4.906212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Sweden</th>\n",
-       "      <td>3.486143</td>\n",
+       "      <th>Slovenia</th>\n",
+       "      <td>12.237759</td>\n",
+       "      <td>0.048371</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.009820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Singapore</th>\n",
-       "      <td>2.837546</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.383303</td>\n",
+       "      <th>Austria</th>\n",
+       "      <td>11.506677</td>\n",
+       "      <td>0.033910</td>\n",
+       "      <td>0.067819</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sweden</th>\n",
+       "      <td>10.831592</td>\n",
+       "      <td>0.058921</td>\n",
+       "      <td>0.009820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>France</th>\n",
-       "      <td>2.663194</td>\n",
-       "      <td>0.049263</td>\n",
+       "      <td>9.927263</td>\n",
+       "      <td>0.220938</td>\n",
        "      <td>0.017914</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Belgium</th>\n",
-       "      <td>2.337580</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>9.262771</td>\n",
+       "      <td>0.043775</td>\n",
        "      <td>0.008755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>Germany</th>\n",
+       "      <td>8.769061</td>\n",
+       "      <td>0.020500</td>\n",
+       "      <td>0.080793</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Netherlands</th>\n",
-       "      <td>2.216932</td>\n",
-       "      <td>0.023214</td>\n",
+       "      <td>8.206132</td>\n",
+       "      <td>0.139284</td>\n",
+       "      <td>0.011607</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Finland</th>\n",
+       "      <td>5.019889</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.181223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Austria</th>\n",
-       "      <td>2.057186</td>\n",
+       "      <th>Singapore</th>\n",
+       "      <td>4.309522</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.045213</td>\n",
+       "      <td>1.933078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Germany</th>\n",
-       "      <td>1.756947</td>\n",
-       "      <td>0.002412</td>\n",
-       "      <td>0.021706</td>\n",
+       "      <th>Ireland</th>\n",
+       "      <td>3.482019</td>\n",
+       "      <td>0.041207</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Hong Kong SAR</th>\n",
-       "      <td>1.610522</td>\n",
-       "      <td>0.040263</td>\n",
-       "      <td>0.872366</td>\n",
+       "      <th>Portugal</th>\n",
+       "      <td>3.219293</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.029178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>UK</th>\n",
-       "      <td>0.574531</td>\n",
-       "      <td>0.009024</td>\n",
-       "      <td>0.027072</td>\n",
+       "      <th>Greece</th>\n",
+       "      <td>3.085480</td>\n",
+       "      <td>0.037287</td>\n",
+       "      <td>0.074574</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>US</th>\n",
-       "      <td>0.510442</td>\n",
-       "      <td>0.017117</td>\n",
-       "      <td>0.004585</td>\n",
+       "      <th>Kuwait</th>\n",
+       "      <td>2.972947</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.217533</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Japan</th>\n",
-       "      <td>0.459183</td>\n",
-       "      <td>0.007903</td>\n",
-       "      <td>0.079824</td>\n",
+       "      <th>Israel</th>\n",
+       "      <td>2.870393</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.045026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Malaysia</th>\n",
+       "      <td>1.795196</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.133212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Australia</th>\n",
-       "      <td>0.428131</td>\n",
+       "      <td>1.508460</td>\n",
        "      <td>0.012004</td>\n",
-       "      <td>0.084026</td>\n",
+       "      <td>0.092028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Malaysia</th>\n",
-       "      <td>0.409153</td>\n",
+       "      <th>US</th>\n",
+       "      <td>1.415789</td>\n",
+       "      <td>0.025981</td>\n",
+       "      <td>0.005196</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canada</th>\n",
+       "      <td>1.119840</td>\n",
+       "      <td>0.010794</td>\n",
+       "      <td>0.024286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chile</th>\n",
+       "      <td>0.827587</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Romania</th>\n",
+       "      <td>0.811341</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.046216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Japan</th>\n",
+       "      <td>0.652024</td>\n",
+       "      <td>0.021339</td>\n",
+       "      <td>0.113808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Poland</th>\n",
+       "      <td>0.466053</td>\n",
+       "      <td>0.010532</td>\n",
+       "      <td>0.034230</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saudi Arabia</th>\n",
+       "      <td>0.350149</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.076121</td>\n",
+       "      <td>0.005935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iraq</th>\n",
+       "      <td>0.322634</td>\n",
+       "      <td>0.026019</td>\n",
+       "      <td>0.067649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thailand</th>\n",
+       "      <td>0.211729</td>\n",
+       "      <td>0.001440</td>\n",
+       "      <td>0.050412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Egypt</th>\n",
+       "      <td>0.152402</td>\n",
+       "      <td>0.002032</td>\n",
+       "      <td>0.027432</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Philippines</th>\n",
+       "      <td>0.133143</td>\n",
+       "      <td>0.011252</td>\n",
+       "      <td>0.001875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0.095479</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000477</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pakistan</th>\n",
+       "      <td>0.064086</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000942</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Indonesia</th>\n",
+       "      <td>0.050063</td>\n",
+       "      <td>0.001868</td>\n",
+       "      <td>0.002989</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>India</th>\n",
+       "      <td>0.008798</td>\n",
+       "      <td>0.000148</td>\n",
+       "      <td>0.000961</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                            confirmed    deaths  recovered\n",
-       "Italy                       16.794282  1.044161   1.198055\n",
-       "Republic of Korea           14.550136  0.104580   0.478355\n",
-       "Iran (Islamic Republic of)   9.831264  0.355745   3.338620\n",
-       "Norway                       7.526810  0.000000   0.018817\n",
-       "Bahrain                      7.008874  0.000000   1.401775\n",
-       "Mainland China               5.798468  0.225169   4.315697\n",
-       "Switzerland                  5.765250  0.035226   0.035226\n",
-       "Denmark                      4.519231  0.000000   0.017249\n",
-       "Spain                        3.627705  0.074908   0.068488\n",
-       "Sweden                       3.486143  0.000000   0.009820\n",
-       "Singapore                    2.837546  0.000000   1.383303\n",
-       "France                       2.663194  0.049263   0.017914\n",
-       "Belgium                      2.337580  0.000000   0.008755\n",
-       "Netherlands                  2.216932  0.023214   0.000000\n",
-       "Austria                      2.057186  0.000000   0.045213\n",
-       "Germany                      1.756947  0.002412   0.021706\n",
-       "Hong Kong SAR                1.610522  0.040263   0.872366\n",
-       "UK                           0.574531  0.009024   0.027072\n",
-       "US                           0.510442  0.017117   0.004585\n",
-       "Japan                        0.459183  0.007903   0.079824\n",
-       "Australia                    0.428131  0.012004   0.084026\n",
-       "Malaysia                     0.409153  0.000000   0.076121"
+       "               confirmed     deaths  recovered\n",
+       "San Marino    322.628385  20.719254  11.839574\n",
+       "Iceland        50.908721   0.000000   0.000000\n",
+       "Italy          46.300523   3.570998   4.548968\n",
+       "Switzerland    25.832078   0.164386   0.046967\n",
+       "Norway         25.083096   0.056451   0.018817\n",
+       "Spain          21.278258   0.731962   1.134327\n",
+       "Denmark        16.076045   0.051747   0.017249\n",
+       "Qatar          15.781847   0.000000   0.143798\n",
+       "Estonia        15.519909   0.000000   0.075707\n",
+       "Bahrain        13.635446   0.063717   4.906212\n",
+       "Slovenia       12.237759   0.048371   0.000000\n",
+       "Austria        11.506677   0.033910   0.067819\n",
+       "Sweden         10.831592   0.058921   0.009820\n",
+       "France          9.927263   0.220938   0.017914\n",
+       "Belgium         9.262771   0.043775   0.008755\n",
+       "Germany         8.769061   0.020500   0.080793\n",
+       "Netherlands     8.206132   0.139284   0.011607\n",
+       "Finland         5.019889   0.000000   0.181223\n",
+       "Singapore       4.309522   0.000000   1.933078\n",
+       "Ireland         3.482019   0.041207   0.000000\n",
+       "Portugal        3.219293   0.000000   0.029178\n",
+       "Greece          3.085480   0.037287   0.074574\n",
+       "Kuwait          2.972947   0.000000   0.217533\n",
+       "Israel          2.870393   0.000000   0.045026\n",
+       "Malaysia        1.795196   0.000000   0.133212\n",
+       "Australia       1.508460   0.012004   0.092028\n",
+       "US              1.415789   0.025981   0.005196\n",
+       "Canada          1.119840   0.010794   0.024286\n",
+       "Chile           0.827587   0.000000   0.000000\n",
+       "Romania         0.811341   0.000000   0.046216\n",
+       "Japan           0.652024   0.021339   0.113808\n",
+       "Poland          0.466053   0.010532   0.034230\n",
+       "Saudi Arabia    0.350149   0.000000   0.005935\n",
+       "Iraq            0.322634   0.026019   0.067649\n",
+       "Thailand        0.211729   0.001440   0.050412\n",
+       "Egypt           0.152402   0.002032   0.027432\n",
+       "Philippines     0.133143   0.011252   0.001875\n",
+       "Brazil          0.095479   0.000000   0.000477\n",
+       "Pakistan        0.064086   0.000000   0.000942\n",
+       "Indonesia       0.050063   0.001868   0.002989\n",
+       "India           0.008798   0.000148   0.000961"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
-- 
GitLab