diff --git a/notebooks/process/standardize_datasets.ipynb b/notebooks/process/standardize_datasets.ipynb
index d1bca3597cf1c565128b7ad7c8a6a89e221ab94b..9775dc260d89a8c32b70fafa8e361861abb5330c 100644
--- a/notebooks/process/standardize_datasets.ipynb
+++ b/notebooks/process/standardize_datasets.ipynb
@@ -2,9 +2,18 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 2"
@@ -23,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -47,17 +56,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
     "df_list = []\n",
     "for path in [\n",
-    "    '../../data/openzh-covid-19', \n",
-    "    '../../data/covid-19-italy/dpc-covid19-ita-regioni.csv', \n",
-    "    '../../data/covidtracking/', \n",
-    "    '../../data/covid-19-spain',\n",
-    "    \"../../data/covid-19_jhu-csse/\"\n",
+    "    '../../data/openzh-covid-19',\n",
+    "    '../../data/covid-19-italy/dpc-covid19-ita-regioni.csv',\n",
+    "    '../../data/covidtracking/',\n",
+    "#    '../../data/covid-19-spain/',\n",
+    "    '../../data/covid-19_jhu-csse/'\n",
     "]:\n",
     "    df_list.append(converter.read_convert(path))\n",
     "df_all = pd.concat(df_list).reset_index(drop=True)\n",
@@ -66,16 +75,165 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>country</th>\n",
+       "      <th>country_label</th>\n",
+       "      <th>region_iso</th>\n",
+       "      <th>region_label</th>\n",
+       "      <th>admin2</th>\n",
+       "      <th>admin2_label</th>\n",
+       "      <th>tested</th>\n",
+       "      <th>positive</th>\n",
+       "      <th>deceased</th>\n",
+       "      <th>positive_100k</th>\n",
+       "      <th>deceased_100k</th>\n",
+       "      <th>tested_100k</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>CHE</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>CH-VD</td>\n",
+       "      <td>Vaud</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-02-29</td>\n",
+       "      <td>CHE</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>CH-VD</td>\n",
+       "      <td>Vaud</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-03-01</td>\n",
+       "      <td>CHE</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>CH-VD</td>\n",
+       "      <td>Vaud</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>CHE</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>CH-VD</td>\n",
+       "      <td>Vaud</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>CHE</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>CH-VD</td>\n",
+       "      <td>Vaud</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        date country country_label region_iso region_label admin2  \\\n",
+       "0 2020-02-28     CHE   Switzerland      CH-VD         Vaud          \n",
+       "1 2020-02-29     CHE   Switzerland      CH-VD         Vaud          \n",
+       "2 2020-03-01     CHE   Switzerland      CH-VD         Vaud          \n",
+       "3 2020-03-02     CHE   Switzerland      CH-VD         Vaud          \n",
+       "4 2020-03-03     CHE   Switzerland      CH-VD         Vaud          \n",
+       "\n",
+       "  admin2_label  tested  positive  deceased  positive_100k  deceased_100k  \\\n",
+       "0                  NaN       NaN       NaN            NaN            NaN   \n",
+       "1                  NaN       NaN       NaN            NaN            NaN   \n",
+       "2                  NaN       NaN       NaN            NaN            NaN   \n",
+       "3                  NaN       NaN       NaN            NaN            NaN   \n",
+       "4                  NaN       NaN       NaN            NaN            NaN   \n",
+       "\n",
+       "   tested_100k  \n",
+       "0          NaN  \n",
+       "1          NaN  \n",
+       "2          NaN  \n",
+       "3          NaN  \n",
+       "4          NaN  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df_all.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -84,9 +242,69 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-841df31e3eb04d8fae8f7437bef1757a\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-841df31e3eb04d8fae8f7437bef1757a\");\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}}, \"hconcat\": [{\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"region_label\"}, \"opacity\": {\"condition\": {\"value\": 1, \"selection\": \"selector001\"}, \"value\": 0.2}, \"x\": {\"type\": \"temporal\", \"field\": \"date\", \"title\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"positive_100k\", \"scale\": {\"type\": \"symlog\"}, \"title\": \"Cases per 100k\"}}, \"height\": 300, \"selection\": {\"selector001\": {\"type\": \"multi\", \"fields\": [\"region_label\"], \"bind\": \"legend\"}}, \"width\": 300}, {\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"region_label\"}, \"opacity\": {\"condition\": {\"value\": 1, \"selection\": \"selector001\"}, \"value\": 0.2}, \"x\": {\"type\": \"temporal\", \"field\": \"date\", \"title\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"deceased_100k\", 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\"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 59.0, \"deceased\": null, \"positive_100k\": 3.8791085677016217, \"deceased_100k\": null, \"tested_100k\": null}, {\"date\": \"2020-03-12T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 92.0, \"deceased\": null, \"positive_100k\": 6.048779461500834, \"deceased_100k\": null, \"tested_100k\": null}, {\"date\": \"2020-03-13T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 140.0, \"deceased\": null, \"positive_100k\": 9.204664397936051, \"deceased_100k\": null, \"tested_100k\": null}, {\"date\": \"2020-03-16T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 270.0, \"deceased\": 1.0, \"positive_100k\": 17.7518527674481, \"deceased_100k\": 0.06574760284240036, \"tested_100k\": null}, {\"date\": \"2020-03-17T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 294.0, \"deceased\": null, \"positive_100k\": 19.329795235665706, \"deceased_100k\": null, \"tested_100k\": null}, {\"date\": \"2020-03-18T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 424.0, \"deceased\": null, \"positive_100k\": 27.876983605177756, \"deceased_100k\": null, \"tested_100k\": null}, {\"date\": \"2020-03-19T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 526.0, \"deceased\": 3.0, \"positive_100k\": 34.58323909510259, \"deceased_100k\": 0.1972428085272011, \"tested_100k\": null}, {\"date\": \"2020-03-20T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 773.0, \"deceased\": 3.0, \"positive_100k\": 50.822896997175484, \"deceased_100k\": 0.1972428085272011, \"tested_100k\": null}, {\"date\": \"2020-03-23T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1068.0, \"deceased\": 5.0, \"positive_100k\": 70.2184398356836, \"deceased_100k\": 0.32873801421200183, \"tested_100k\": null}, {\"date\": \"2020-03-24T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1211.0, \"deceased\": 5.0, \"positive_100k\": 79.62034704214685, \"deceased_100k\": 0.32873801421200183, \"tested_100k\": null}, {\"date\": \"2020-03-25T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1363.0, \"deceased\": 7.0, \"positive_100k\": 89.6139826741917, \"deceased_100k\": 0.4602332198968026, \"tested_100k\": null}, {\"date\": \"2020-03-26T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", 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null, \"positive\": 81782.0, \"deceased\": 3291.0, \"positive_100k\": 5.872064219195393, \"deceased_100k\": 0.23629849288806878, \"tested_100k\": null}, {\"date\": \"2020-03-26T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 683.0, \"deceased\": 2.0, \"positive_100k\": 12.112772572852208, \"deceased_100k\": 0.03546931939341789, \"tested_100k\": null}, {\"date\": \"2020-03-26T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2840.0, \"deceased\": 77.0, \"positive_100k\": 27.889140665853233, \"deceased_100k\": 0.7561492363629222, \"tested_100k\": null}, {\"date\": \"2020-03-27T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 81897.0, \"deceased\": 3296.0, \"positive_100k\": 5.88032138318267, \"deceased_100k\": 0.23665750001795036, \"tested_100k\": null}, {\"date\": \"2020-03-27T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 732.0, \"deceased\": 2.0, \"positive_100k\": 12.981770897990945, \"deceased_100k\": 0.03546931939341789, \"tested_100k\": null}, {\"date\": \"2020-03-27T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 3069.0, \"deceased\": 105.0, \"positive_100k\": 30.137948135036467, \"deceased_100k\": 1.0311125950403486, \"tested_100k\": null}, {\"date\": \"2020-03-28T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 81999.0, \"deceased\": 3299.0, \"positive_100k\": 5.887645128632254, \"deceased_100k\": 0.2368729042958793, \"tested_100k\": null}, {\"date\": \"2020-03-28T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 802.0, \"deceased\": 2.0, \"positive_100k\": 14.223197076760572, \"deceased_100k\": 0.03546931939341789, \"tested_100k\": null}, {\"date\": \"2020-03-28T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 3447.0, \"deceased\": 105.0, \"positive_100k\": 33.84995347718172, \"deceased_100k\": 1.0311125950403486, \"tested_100k\": null}, {\"date\": \"2020-03-29T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 82122.0, \"deceased\": 3304.0, \"positive_100k\": 5.896476704027342, \"deceased_100k\": 0.23723191142576092, \"tested_100k\": null}, {\"date\": \"2020-03-29T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 844.0, \"deceased\": 3.0, \"positive_100k\": 14.968052784022348, \"deceased_100k\": 0.053203979090126835, \"tested_100k\": null}, {\"date\": \"2020-03-29T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 3700.0, \"deceased\": 110.0, \"positive_100k\": 36.334443825231325, \"deceased_100k\": 1.0802131948041747, 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\"admin2_label\": \"\", \"tested\": null, \"positive\": 4947.0, \"deceased\": 239.0, \"positive_100k\": 48.58013340632956, \"deceased_100k\": 2.347008668710888, \"tested_100k\": null}, {\"date\": \"2020-04-02T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 82432.0, \"deceased\": 3322.0, \"positive_100k\": 5.918735146080001, \"deceased_100k\": 0.2385243370933347, \"tested_100k\": null}, {\"date\": \"2020-04-02T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1049.0, \"deceased\": 4.0, \"positive_100k\": 18.603658021847682, \"deceased_100k\": 0.07093863878683578, \"tested_100k\": null}, {\"date\": \"2020-04-02T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", 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{\"date\": \"2020-04-04T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 6443.0, \"deceased\": 373.0, \"positive_100k\": 63.27103285566633, \"deceased_100k\": 3.6629047423814285, \"tested_100k\": null}, {\"date\": \"2020-04-05T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 82602.0, \"deceased\": 3333.0, \"positive_100k\": 5.930941388495976, \"deceased_100k\": 0.2393141527790742, \"tested_100k\": null}, {\"date\": \"2020-04-05T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1309.0, \"deceased\": 6.0, \"positive_100k\": 23.21466954299201, 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\"admin2_label\": \"\", \"tested\": null, \"positive\": 1481.0, \"deceased\": 6.0, \"positive_100k\": 26.265031010825947, \"deceased_100k\": 0.10640795818025367, \"tested_100k\": null}, {\"date\": \"2020-04-07T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 7693.0, \"deceased\": 591.0, \"positive_100k\": 75.54618279662286, \"deceased_100k\": 5.803690892084247, \"tested_100k\": null}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 82809.0, \"deceased\": 3337.0, \"positive_100k\": 5.945804283673073, \"deceased_100k\": 0.23960135848297948, \"tested_100k\": null}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"SGP\", \"country_label\": \"Singapore\", \"region_iso\": \"SGP\", \"region_label\": \"Singapore\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1623.0, \"deceased\": 6.0, \"positive_100k\": 28.783352687758615, \"deceased_100k\": 0.10640795818025367, \"tested_100k\": null}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"SWE\", \"country_label\": \"Sweden\", \"region_iso\": \"SWE\", \"region_label\": \"Sweden\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 8419.0, \"deceased\": 687.0, \"positive_100k\": 82.67558988233041, \"deceased_100k\": 6.746422407549708, \"tested_100k\": null}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.HConcatChart(...)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "selection = alt.selection_multi(fields=['region_label'], bind='legend')\n",
     "opacity=alt.condition(selection, alt.value(1), alt.value(0.2))\n",
@@ -123,9 +341,69 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-4950cbe1d9764f09b86eb704384a3899\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-4950cbe1d9764f09b86eb704384a3899\");\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",
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0.723223631266404, \"tested_100k\": null, \"sinceDay0\": 18}, {\"index\": 199, \"date\": \"2020-03-28T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1720.0, \"deceased\": 15.0, \"positive_100k\": 113.08587688892862, \"deceased_100k\": 0.9862140426360054, \"tested_100k\": null, \"sinceDay0\": 19}, {\"index\": 200, \"date\": \"2020-03-29T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1758.0, \"deceased\": 15.0, \"positive_100k\": 115.58428579693985, \"deceased_100k\": 0.9862140426360054, \"tested_100k\": null, \"sinceDay0\": 20}, {\"index\": 201, \"date\": \"2020-03-30T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", 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\"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2492.0, \"deceased\": 41.0, \"positive_100k\": 163.8430262832617, \"deceased_100k\": 2.695651716538415, \"tested_100k\": null, \"sinceDay0\": 26}, {\"index\": 207, \"date\": \"2020-04-05T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2522.0, \"deceased\": 45.0, \"positive_100k\": 165.81545436853372, \"deceased_100k\": 2.9586421279080164, \"tested_100k\": null, \"sinceDay0\": 27}, {\"index\": 208, \"date\": \"2020-04-06T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2590.0, \"deceased\": 48.0, \"positive_100k\": 170.28629136181695, \"deceased_100k\": 3.1558849364352177, \"tested_100k\": null, \"sinceDay0\": 28}, {\"index\": 209, \"date\": \"2020-04-07T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2719.0, \"deceased\": 52.0, \"positive_100k\": 178.7677321284866, \"deceased_100k\": 3.418875347804819, \"tested_100k\": null, \"sinceDay0\": 29}, {\"index\": 210, \"date\": \"2020-04-08T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2807.0, \"deceased\": 57.0, \"positive_100k\": 184.55352117861784, \"deceased_100k\": 3.7476133620168213, \"tested_100k\": null, \"sinceDay0\": 30}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.HConcatChart(...)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "since_df_positive = helper.make_since_df(df_all[df_all.region_label.isin(regions)], region_column='region_label', start_case=10)\n",
     "base = alt.Chart(since_df_positive).properties(height=300,width=300)\n",
@@ -136,9 +414,69 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-8db1f8ca6516468b8a96dd852b3e97f6\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  (function(spec, embedOpt){\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-8db1f8ca6516468b8a96dd852b3e97f6\");\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",
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128.8653015711047, \"deceased_100k\": 1.643690071060009, \"tested_100k\": null, \"sinceDay0\": 4}, {\"index\": 203, \"date\": \"2020-04-01T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2148.0, \"deceased\": 29.0, \"positive_100k\": 141.225850905476, \"deceased_100k\": 1.9066804824296106, \"tested_100k\": null, \"sinceDay0\": 5}, {\"index\": 204, \"date\": \"2020-04-02T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2323.0, \"deceased\": 36.0, \"positive_100k\": 152.73168140289604, \"deceased_100k\": 2.366913702326413, \"tested_100k\": null, \"sinceDay0\": 6}, {\"index\": 205, \"date\": \"2020-04-03T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2452.0, \"deceased\": 38.0, \"positive_100k\": 161.2131221695657, \"deceased_100k\": 2.4984089080112137, \"tested_100k\": null, \"sinceDay0\": 7}, {\"index\": 206, \"date\": \"2020-04-04T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2492.0, \"deceased\": 41.0, \"positive_100k\": 163.8430262832617, \"deceased_100k\": 2.695651716538415, \"tested_100k\": null, \"sinceDay0\": 8}, {\"index\": 207, \"date\": \"2020-04-05T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2522.0, \"deceased\": 45.0, \"positive_100k\": 165.81545436853372, \"deceased_100k\": 2.9586421279080164, \"tested_100k\": null, \"sinceDay0\": 9}, {\"index\": 208, \"date\": \"2020-04-06T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2590.0, \"deceased\": 48.0, \"positive_100k\": 170.28629136181695, \"deceased_100k\": 3.1558849364352177, \"tested_100k\": null, \"sinceDay0\": 10}, {\"index\": 209, \"date\": \"2020-04-07T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2719.0, \"deceased\": 52.0, \"positive_100k\": 178.7677321284866, \"deceased_100k\": 3.418875347804819, \"tested_100k\": null, \"sinceDay0\": 11}, {\"index\": 210, \"date\": \"2020-04-08T00:00:00\", \"country\": \"CHE\", \"country_label\": \"Switzerland\", \"region_iso\": \"CH-ZH\", \"region_label\": \"Z\\u00fcrich\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2807.0, \"deceased\": 57.0, \"positive_100k\": 184.55352117861784, \"deceased_100k\": 3.7476133620168213, \"tested_100k\": null, \"sinceDay0\": 12}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.HConcatChart(...)"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "since_df_deceased = helper.make_since_df(df_all[df_all.region_label.isin(regions)], column='deceased', region_column='region_label', start_case=10)\n",
     "base = alt.Chart(since_df_deceased).properties(height=300,width=300)\n",
@@ -146,6 +484,13 @@
     "days_log_100k = plotting.make_region_since_chart(base, 'deceased_100k', 'sinceDay0', 'region_label', 'Days since 10th death', 'Deaths/100k', 'Deaths/100k', 'Region')\n",
     "alt.hconcat(days_log, days_log_100k)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {