diff --git a/notebooks/examples/openzh-covid-19-example.ipynb b/notebooks/examples/openzh-covid-19-example.ipynb
index 7d77dea020cb4aef2e5032eb55e1c5e4f35442e2..9f5fa6011a1aa64737df1107e09acbee36a874ab 100644
--- a/notebooks/examples/openzh-covid-19-example.ipynb
+++ b/notebooks/examples/openzh-covid-19-example.ipynb
@@ -137,8 +137,10 @@
" <th>ncumul_released</th>\n",
" <th>ncumul_deceased</th>\n",
" <th>source</th>\n",
+ " <th>ncumul_confirmed_non_resident</th>\n",
+ " <th>ninst_hosp_non_resident</th>\n",
" <th>ncumul_ICF</th>\n",
- " <th>ncumul_ICU_intub</th>\n",
+ " <th>ninst_ICU_intub</th>\n",
" <th>ncumul_deceased_suspect</th>\n",
" <th>TotalPosTests1</th>\n",
" <th>TotalCured</th>\n",
@@ -154,7 +156,7 @@
" <td>VS</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
- " <td>NaN</td>\n",
+ " <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -165,91 +167,101 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
" <td>0.290736</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>2020-03-03</td>\n",
+ " <td>2020-02-29</td>\n",
" <td>NaN</td>\n",
" <td>VS</td>\n",
" <td>NaN</td>\n",
- " <td>2.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>https://www.vs.ch/documents/6756452/7008787/Si...</td>\n",
" <td>NaN</td>\n",
- " <td>https://vs.ch/documents/529400/6789273/2020+03...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>0.581471</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.290736</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>2020-03-05</td>\n",
+ " <td>2020-03-01</td>\n",
" <td>NaN</td>\n",
" <td>VS</td>\n",
" <td>NaN</td>\n",
- " <td>3.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>https://www.vs.ch/documents/6756452/7008787/Si...</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.vs.ch/de/web/coronavirus/info?p_p_...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>0.872207</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.581471</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>2020-03-06</td>\n",
+ " <td>2020-03-02</td>\n",
" <td>NaN</td>\n",
" <td>VS</td>\n",
" <td>NaN</td>\n",
- " <td>5.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>https://www.vs.ch/documents/6756452/7008787/Si...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.vs.ch/de/web/coronavirus/info?p_p_...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>1.453679</td>\n",
+ " <td>0.872207</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>2020-03-08</td>\n",
+ " <td>2020-03-03</td>\n",
" <td>NaN</td>\n",
" <td>VS</td>\n",
" <td>NaN</td>\n",
- " <td>7.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>https://vs.ch/documents/529400/6789273/2020+03...</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.vs.ch/de/web/coronavirus/info?p_p_...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2.035150</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.872207</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -259,38 +271,45 @@
"text/plain": [
" date time abbreviation_canton_and_fl ncumul_tested ncumul_conf \\\n",
"0 2020-02-28 NaN VS NaN 1.0 \n",
- "1 2020-03-03 NaN VS NaN 2.0 \n",
- "2 2020-03-05 NaN VS NaN 3.0 \n",
- "3 2020-03-06 NaN VS NaN 5.0 \n",
- "4 2020-03-08 NaN VS NaN 7.0 \n",
+ "1 2020-02-29 NaN VS NaN 1.0 \n",
+ "2 2020-03-01 NaN VS NaN 2.0 \n",
+ "3 2020-03-02 NaN VS NaN 3.0 \n",
+ "4 2020-03-03 NaN VS NaN 3.0 \n",
"\n",
" ncumul_hosp ncumul_ICU ncumul_vent ncumul_released ncumul_deceased \\\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",
+ "0 3.0 NaN NaN NaN NaN \n",
+ "1 3.0 NaN NaN NaN NaN \n",
+ "2 4.0 NaN NaN NaN NaN \n",
+ "3 4.0 NaN NaN NaN NaN \n",
+ "4 5.0 NaN NaN NaN NaN \n",
+ "\n",
+ " source \\\n",
+ "0 https://vs.ch/documents/529400/6767345/2020+02... \n",
+ "1 https://www.vs.ch/documents/6756452/7008787/Si... \n",
+ "2 https://www.vs.ch/documents/6756452/7008787/Si... \n",
+ "3 https://www.vs.ch/documents/6756452/7008787/Si... \n",
+ "4 https://vs.ch/documents/529400/6789273/2020+03... \n",
"\n",
- " source ncumul_ICF \\\n",
- "0 https://vs.ch/documents/529400/6767345/2020+02... NaN \n",
- "1 https://vs.ch/documents/529400/6789273/2020+03... NaN \n",
- "2 https://www.vs.ch/de/web/coronavirus/info?p_p_... NaN \n",
- "3 https://www.vs.ch/de/web/coronavirus/info?p_p_... NaN \n",
- "4 https://www.vs.ch/de/web/coronavirus/info?p_p_... NaN \n",
+ " ncumul_confirmed_non_resident ninst_hosp_non_resident ncumul_ICF \\\n",
+ "0 NaN NaN NaN \n",
+ "1 NaN NaN NaN \n",
+ "2 NaN NaN NaN \n",
+ "3 NaN NaN NaN \n",
+ "4 NaN NaN NaN \n",
"\n",
- " ncumul_ICU_intub ncumul_deceased_suspect TotalPosTests1 TotalCured \\\n",
- "0 NaN NaN NaN NaN \n",
- "1 NaN NaN NaN NaN \n",
- "2 NaN NaN NaN NaN \n",
- "3 NaN NaN NaN NaN \n",
- "4 NaN NaN NaN NaN \n",
+ " ninst_ICU_intub ncumul_deceased_suspect TotalPosTests1 TotalCured \\\n",
+ "0 NaN NaN NaN NaN \n",
+ "1 NaN NaN NaN NaN \n",
+ "2 NaN NaN NaN NaN \n",
+ "3 NaN NaN NaN NaN \n",
+ "4 NaN NaN NaN NaN \n",
"\n",
" ncumul_conf_100k ncumul_deceased_100k \n",
"0 0.290736 NaN \n",
- "1 0.581471 NaN \n",
- "2 0.872207 NaN \n",
- "3 1.453679 NaN \n",
- "4 2.035150 NaN "
+ "1 0.290736 NaN \n",
+ "2 0.581471 NaN \n",
+ "3 0.872207 NaN \n",
+ "4 0.872207 NaN "
]
},
"execution_count": 6,
@@ -352,10 +371,10 @@
"data": {
"text/html": [
"\n",
- "<div id=\"altair-viz-0ed61e733f744012aa261344db5db494\"></div>\n",
+ "<div id=\"altair-viz-dee05fb4ec604d67b58a9155c168cd35\"></div>\n",
"<script type=\"text/javascript\">\n",
" (function(spec, embedOpt){\n",
- " const outputDiv = document.getElementById(\"altair-viz-0ed61e733f744012aa261344db5db494\");\n",
+ " const outputDiv = document.getElementById(\"altair-viz-dee05fb4ec604d67b58a9155c168cd35\");\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",
@@ -396,7 +415,7 @@
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
- " })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}, \"title\": {\"anchor\": \"middle\"}}, \"hconcat\": [{\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"abbreviation_canton_and_fl\", \"legend\": {\"title\": \"Canton\"}}, \"opacity\": {\"condition\": {\"value\": 1, \"selection\": \"selector001\"}, \"value\": 0.2}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"abbreviation_canton_and_fl\", \"title\": \"Canton\"}, {\"type\": \"quantitative\", \"field\": \"ncumul_conf\", \"title\": \"Cases\"}, {\"type\": \"temporal\", \"field\": \"date\", \"title\": \"Date\"}], \"x\": {\"type\": \"temporal\", \"field\": \"date\", \"title\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"ncumul_conf\", \"scale\": {\"type\": \"linear\"}, \"title\": \"Cases\"}}, \"selection\": {\"selector001\": {\"type\": \"multi\", \"fields\": [\"abbreviation_canton_and_fl\"], \"bind\": \"legend\"}}}, {\"mark\": \"line\", \"encoding\": 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\"ncumul_deceased\": null, \"source\": \"https://vs.ch/documents/529400/6789273/2020+03+03+-+Medienmitteilung+-+Best%C3%A4tigung+2.+Fall.pdf/9e063e45-70a1-682e-fc37-31d9685f71f1?t=1583233390225\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 0.5814714134116382, \"ncumul_deceased_100k\": null}, {\"date\": \"2020-03-05T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VS\", \"ncumul_tested\": null, \"ncumul_conf\": 3.0, \"ncumul_hosp\": null, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": null, \"source\": 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\"https://www.vs.ch/de/web/coronavirus/info?p_p_id=com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN&p_p_lifecycle=0&p_p_state=normal&p_p_mode=view&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_delta=5&p_r_p_resetCur=false&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_cur=4\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 2.0351499469407335, \"ncumul_deceased_100k\": null}, {\"date\": \"2020-03-09T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VS\", \"ncumul_tested\": null, \"ncumul_conf\": 12.0, \"ncumul_hosp\": null, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": null, \"source\": \"https://www.vs.ch/de/web/coronavirus/info?p_p_id=com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN&p_p_lifecycle=0&p_p_state=normal&p_p_mode=view&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_delta=5&p_r_p_resetCur=false&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_cur=4#collapse6846567\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 3.4888284804698286, \"ncumul_deceased_100k\": null}, {\"date\": \"2020-03-10T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VS\", \"ncumul_tested\": null, \"ncumul_conf\": 18.0, \"ncumul_hosp\": 4.0, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": 3.0, \"ncumul_deceased\": null, \"source\": \"https://www.vs.ch/de/web/coronavirus/info?p_p_id=com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN&p_p_lifecycle=0&p_p_state=normal&p_p_mode=view&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_delta=5&p_r_p_resetCur=false&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_cur=3#collapse6858802\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 5.233242720704744, \"ncumul_deceased_100k\": null}, {\"date\": \"2020-03-11T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VS\", \"ncumul_tested\": null, \"ncumul_conf\": 22.0, \"ncumul_hosp\": null, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": null, \"source\": \"https://www.vs.ch/de/web/coronavirus/info?p_p_id=com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN&p_p_lifecycle=0&p_p_state=normal&p_p_mode=view&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_delta=5&p_r_p_resetCur=false&_com_liferay_asset_publisher_web_portlet_AssetPublisherPortlet_INSTANCE_1rjMHS5sCcaN_cur=3#collapse6870561\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 6.396185547528019, \"ncumul_deceased_100k\": null}, {\"date\": \"2020-03-13T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VS\", \"ncumul_tested\": null, \"ncumul_conf\": 22.0, \"ncumul_hosp\": null, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 1.0, \"source\": 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