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null, "TotalCured": null, "ncumul_conf_100k": 151.66208885746641, "ncumul_deceased_100k": 0.8759361567675453}, {"date": "2020-03-20T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 1432.0, "ncumul_hosp": 152.0, "ncumul_ICU": 30.0, "ncumul_vent": null, "ncumul_released": 62.0, "ncumul_deceased": 12.0, "source": "https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/", "ncumul_ICF": null, "ncumul_ICU_intub": null, "ncumul_deceased_suspect": null, "TotalPosTests1": null, "TotalCured": null, "ncumul_conf_100k": 179.19151092730357, "ncumul_deceased_100k": 1.5016048401729347}, {"date": "2020-03-21T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 1676.0, "ncumul_hosp": 175.0, "ncumul_ICU": 23.0, "ncumul_vent": null, "ncumul_released": 70.0, "ncumul_deceased": 15.0, "source": "https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/", "ncumul_ICF": null, "ncumul_ICU_intub": null, "ncumul_deceased_suspect": null, "TotalPosTests1": null, "TotalCured": null, "ncumul_conf_100k": 209.72414267748655, "ncumul_deceased_100k": 1.8770060502161685}, {"date": "2020-03-22T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 1782.0, "ncumul_hosp": 203.0, "ncumul_ICU": 23.0, "ncumul_vent": null, "ncumul_released": 75.0, "ncumul_deceased": 16.0, "source": "https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/", "ncumul_ICF": null, "ncumul_ICU_intub": null, "ncumul_deceased_suspect": null, "TotalPosTests1": null, "TotalCured": null, "ncumul_conf_100k": 222.98831876568082, "ncumul_deceased_100k": 2.0021397868972466}, {"date": "2020-03-23T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 2162.0, "ncumul_hosp": 223.0, "ncumul_ICU": 41.0, "ncumul_vent": null, "ncumul_released": 91.0, "ncumul_deceased": 17.0, 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diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index 4ffabdae237b899cf2c8a16306ad0c0c13a682fb..9bd0dae88923fcf47f6af3f063919893db7d49e8 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.578098,
-     "end_time": "2020-03-24T11:09:52.954437",
+     "duration": 0.52347,
+     "end_time": "2020-03-25T08:24:21.046944",
      "exception": false,
-     "start_time": "2020-03-24T11:09:52.376339",
+     "start_time": "2020-03-25T08:24:20.523474",
      "status": "completed"
     },
     "tags": []
@@ -33,10 +33,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.027503,
-     "end_time": "2020-03-24T11:09:53.003027",
+     "duration": 0.028235,
+     "end_time": "2020-03-25T08:24:21.095737",
      "exception": false,
-     "start_time": "2020-03-24T11:09:52.975524",
+     "start_time": "2020-03-25T08:24:21.067502",
      "status": "completed"
     },
     "tags": [
@@ -60,10 +60,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.024484,
-     "end_time": "2020-03-24T11:09:53.040917",
+     "duration": 0.024585,
+     "end_time": "2020-03-25T08:24:21.137015",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.016433",
+     "start_time": "2020-03-25T08:24:21.112430",
      "status": "completed"
     },
     "tags": [
@@ -73,11 +73,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/ckgj1z_m/notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/cv5hzohm/notebooks/Dashboard.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/Dashboard.run.ipynb\"\n",
-    "ts_folder = \"/tmp/ckgj1z_m/data/covid-19_jhu-csse\"\n",
-    "rates_folder = \"/tmp/ckgj1z_m/data/covid-19_rates\"\n",
-    "geodata_path = \"/tmp/ckgj1z_m/data/geodata/geo_data.csv\"\n"
+    "ts_folder = \"/tmp/cv5hzohm/data/covid-19_jhu-csse\"\n",
+    "rates_folder = \"/tmp/cv5hzohm/data/covid-19_rates\"\n",
+    "geodata_path = \"/tmp/cv5hzohm/data/geodata/geo_data.csv\"\n"
    ]
   },
   {
@@ -88,10 +88,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.023328,
-     "end_time": "2020-03-24T11:09:53.077361",
+     "duration": 0.025158,
+     "end_time": "2020-03-25T08:24:21.176567",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.054033",
+     "start_time": "2020-03-25T08:24:21.151409",
      "status": "completed"
     },
     "tags": []
@@ -109,10 +109,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.134542,
-     "end_time": "2020-03-24T11:09:53.226353",
+     "duration": 0.140512,
+     "end_time": "2020-03-25T08:24:21.334742",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.091811",
+     "start_time": "2020-03-25T08:24:21.194230",
      "status": "completed"
     },
     "tags": []
@@ -133,10 +133,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011728,
-     "end_time": "2020-03-24T11:09:53.261101",
+     "duration": 0.012866,
+     "end_time": "2020-03-25T08:24:21.367506",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.249373",
+     "start_time": "2020-03-25T08:24:21.354640",
      "status": "completed"
     },
     "tags": []
@@ -157,10 +157,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.049231,
-     "end_time": "2020-03-24T11:09:53.322294",
+     "duration": 0.040715,
+     "end_time": "2020-03-25T08:24:21.421655",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.273063",
+     "start_time": "2020-03-25T08:24:21.380940",
      "status": "completed"
     },
     "tags": []
@@ -188,10 +188,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011518,
-     "end_time": "2020-03-24T11:09:53.354293",
+     "duration": 0.014368,
+     "end_time": "2020-03-25T08:24:21.451655",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.342775",
+     "start_time": "2020-03-25T08:24:21.437287",
      "status": "completed"
     },
     "tags": []
@@ -208,10 +208,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.023669,
-     "end_time": "2020-03-24T11:09:53.389311",
+     "duration": 0.025279,
+     "end_time": "2020-03-25T08:24:21.491025",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.365642",
+     "start_time": "2020-03-25T08:24:21.465746",
      "status": "completed"
     },
     "tags": []
@@ -229,10 +229,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.056629,
-     "end_time": "2020-03-24T11:09:53.461831",
+     "duration": 0.047889,
+     "end_time": "2020-03-25T08:24:21.553306",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.405202",
+     "start_time": "2020-03-25T08:24:21.505417",
      "status": "completed"
     },
     "tags": []
@@ -250,10 +250,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.149506,
-     "end_time": "2020-03-24T11:09:53.635187",
+     "duration": 0.126971,
+     "end_time": "2020-03-25T08:24:21.699768",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.485681",
+     "start_time": "2020-03-25T08:24:21.572797",
      "status": "completed"
     },
     "tags": []
@@ -263,10 +263,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-572ae2c4a1af4b718aec715cd3883fa8\"></div>\n",
+       "<div id=\"altair-viz-6aa822d2c01b493aa61e40880afbee3b\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-572ae2c4a1af4b718aec715cd3883fa8\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-6aa822d2c01b493aa61e40880afbee3b\");\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",
@@ -353,10 +353,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.108668,
-     "end_time": "2020-03-24T11:09:53.762896",
+     "duration": 0.106133,
+     "end_time": "2020-03-25T08:24:21.823747",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.654228",
+     "start_time": "2020-03-25T08:24:21.717614",
      "status": "completed"
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@@ -366,10 +366,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-01ed10cd989f4f958ca751c6c765fada\"></div>\n",
+       "<div id=\"altair-viz-8107b94667d64821893db2ad11451a4a\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-01ed10cd989f4f958ca751c6c765fada\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-8107b94667d64821893db2ad11451a4a\");\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",
@@ -469,10 +469,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.014574,
-     "end_time": "2020-03-24T11:09:53.800621",
+     "duration": 0.017806,
+     "end_time": "2020-03-25T08:24:21.862832",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.786047",
+     "start_time": "2020-03-25T08:24:21.845026",
      "status": "completed"
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@@ -489,10 +489,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 0.101506,
-     "end_time": "2020-03-24T11:09:53.917049",
+     "duration": 0.078263,
+     "end_time": "2020-03-25T08:24:21.958970",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.815543",
+     "start_time": "2020-03-25T08:24:21.880707",
      "status": "completed"
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@@ -514,10 +514,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 0.213781,
-     "end_time": "2020-03-24T11:09:54.157949",
+     "duration": 0.185269,
+     "end_time": "2020-03-25T08:24:22.166032",
      "exception": false,
-     "start_time": "2020-03-24T11:09:53.944168",
+     "start_time": "2020-03-25T08:24:21.980763",
      "status": "completed"
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@@ -527,10 +527,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-b81380d8741148868b879e044ab07984\"></div>\n",
+       "<div id=\"altair-viz-f91aae1317f14a88b44aae592eaf7b01\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-b81380d8741148868b879e044ab07984\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-f91aae1317f14a88b44aae592eaf7b01\");\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",
@@ -627,10 +627,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.35062,
-     "end_time": "2020-03-24T11:09:54.531098",
+     "duration": 0.437409,
+     "end_time": "2020-03-25T08:24:22.631344",
      "exception": false,
-     "start_time": "2020-03-24T11:09:54.180478",
+     "start_time": "2020-03-25T08:24:22.193935",
      "status": "completed"
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@@ -664,10 +664,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 0.055279,
-     "end_time": "2020-03-24T11:09:54.623604",
+     "duration": 0.049178,
+     "end_time": "2020-03-25T08:24:22.711105",
      "exception": false,
-     "start_time": "2020-03-24T11:09:54.568325",
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@@ -722,10 +722,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.38634,
-     "end_time": "2020-03-24T11:09:55.046219",
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+     "end_time": "2020-03-25T08:24:23.208692",
      "exception": false,
-     "start_time": "2020-03-24T11:09:54.659879",
+     "start_time": "2020-03-25T08:24:22.741672",
      "status": "completed"
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     "tags": []
@@ -735,10 +735,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-20f227e556de48208c6ed86fb8e35902\"></div>\n",
+       "<div id=\"altair-viz-5cd560c8d4a641e5ab2c6821e2ccc30c\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-20f227e556de48208c6ed86fb8e35902\");\n",
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@@ -837,10 +837,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 0.409891,
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+     "end_time": "2020-03-25T08:24:23.740440",
      "exception": false,
-     "start_time": "2020-03-24T11:09:55.071739",
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      "status": "completed"
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@@ -850,10 +850,10 @@
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+       "<div id=\"altair-viz-dd357041b5fe47fc8acd3202c7cad0ef\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-592b1ba7f95349dc94ea1bff80e0b70b\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-dd357041b5fe47fc8acd3202c7cad0ef\");\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",
@@ -948,10 +948,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.472699,
-     "end_time": "2020-03-24T11:09:55.982064",
+     "duration": 0.531625,
+     "end_time": "2020-03-25T08:24:24.306235",
      "exception": false,
-     "start_time": "2020-03-24T11:09:55.509365",
+     "start_time": "2020-03-25T08:24:23.774610",
      "status": "completed"
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@@ -961,10 +961,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-e6526b901f66436ba998db218796cc0c\"></div>\n",
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@@ -1074,20 +1074,20 @@
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   },
   "papermill": {
-   "duration": 4.747425,
-   "end_time": "2020-03-24T11:09:56.343714",
+   "duration": 4.967494,
+   "end_time": "2020-03-25T08:24:24.654886",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/ckgj1z_m/notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/cv5hzohm/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/ckgj1z_m/notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/cv5hzohm/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "geodata_path": "/tmp/ckgj1z_m/data/geodata/geo_data.csv",
-    "rates_folder": "/tmp/ckgj1z_m/data/covid-19_rates",
-    "ts_folder": "/tmp/ckgj1z_m/data/covid-19_jhu-csse"
+    "geodata_path": "/tmp/cv5hzohm/data/geodata/geo_data.csv",
+    "rates_folder": "/tmp/cv5hzohm/data/covid-19_rates",
+    "ts_folder": "/tmp/cv5hzohm/data/covid-19_jhu-csse"
    },
-   "start_time": "2020-03-24T11:09:51.596289",
+   "start_time": "2020-03-25T08:24:19.687392",
    "version": "1.1.0"
   }
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diff --git a/runs/openzh-covid-19-dashboard.run.ipynb b/runs/openzh-covid-19-dashboard.run.ipynb
index 869abae72b8fef613fd7d12bc29029eec3cf7ef7..6a84b3ceb239cfcb2b2ff71dba507acb05ef4016 100644
--- a/runs/openzh-covid-19-dashboard.run.ipynb
+++ b/runs/openzh-covid-19-dashboard.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.45671,
-     "end_time": "2020-03-24T14:57:54.300303",
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+     "end_time": "2020-03-25T08:24:26.989132",
      "exception": false,
-     "start_time": "2020-03-24T14:57:53.843593",
+     "start_time": "2020-03-25T08:24:26.479267",
      "status": "completed"
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     "tags": []
@@ -33,10 +33,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 0.022277,
-     "end_time": "2020-03-24T14:57:54.341008",
+     "duration": 0.018076,
+     "end_time": "2020-03-25T08:24:27.017436",
      "exception": false,
-     "start_time": "2020-03-24T14:57:54.318731",
+     "start_time": "2020-03-25T08:24:26.999360",
      "status": "completed"
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@@ -57,10 +57,10 @@
      "source_hidden": true
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-     "duration": 0.020688,
-     "end_time": "2020-03-24T14:57:54.371847",
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      "exception": false,
-     "start_time": "2020-03-24T14:57:54.351159",
+     "start_time": "2020-03-25T08:24:27.026805",
      "status": "completed"
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     "tags": [
@@ -70,7 +70,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"data/openzh-covid-19/\"\n"
+    "data_path = \"/tmp/mz1u59o4/data/openzh-covid-19\"\n"
    ]
   },
   {
@@ -81,10 +81,10 @@
      "source_hidden": true
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-     "end_time": "2020-03-24T14:57:54.402304",
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      "exception": false,
-     "start_time": "2020-03-24T14:57:54.380562",
+     "start_time": "2020-03-25T08:24:27.055855",
      "status": "completed"
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     "tags": []
@@ -105,10 +105,10 @@
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-     "end_time": "2020-03-24T14:57:54.419890",
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      "exception": false,
-     "start_time": "2020-03-24T14:57:54.412774",
+     "start_time": "2020-03-25T08:24:27.083940",
      "status": "completed"
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     "tags": []
@@ -129,10 +129,10 @@
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     "papermill": {
-     "duration": 0.139939,
-     "end_time": "2020-03-24T14:57:54.566467",
+     "duration": 0.150486,
+     "end_time": "2020-03-25T08:24:27.251462",
      "exception": false,
-     "start_time": "2020-03-24T14:57:54.426528",
+     "start_time": "2020-03-25T08:24:27.100976",
      "status": "completed"
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     "tags": []
@@ -158,10 +158,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 24.837972,
-     "end_time": "2020-03-24T14:58:19.420495",
+     "duration": 27.229887,
+     "end_time": "2020-03-25T08:24:54.495573",
      "exception": false,
-     "start_time": "2020-03-24T14:57:54.582523",
+     "start_time": "2020-03-25T08:24:27.265686",
      "status": "completed"
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     "tags": []
@@ -200,10 +200,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.035005,
-     "end_time": "2020-03-24T14:58:19.473972",
+     "duration": 0.025042,
+     "end_time": "2020-03-25T08:24:54.536174",
      "exception": false,
-     "start_time": "2020-03-24T14:58:19.438967",
+     "start_time": "2020-03-25T08:24:54.511132",
      "status": "completed"
     },
     "tags": []
@@ -232,10 +232,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008325,
-     "end_time": "2020-03-24T14:58:19.494916",
+     "duration": 0.008773,
+     "end_time": "2020-03-25T08:24:54.555763",
      "exception": false,
-     "start_time": "2020-03-24T14:58:19.486591",
+     "start_time": "2020-03-25T08:24:54.546990",
      "status": "completed"
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     "tags": []
@@ -252,10 +252,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.16326,
-     "end_time": "2020-03-24T14:58:19.665324",
+     "duration": 0.158368,
+     "end_time": "2020-03-25T08:24:54.722757",
      "exception": false,
-     "start_time": "2020-03-24T14:58:19.502064",
+     "start_time": "2020-03-25T08:24:54.564389",
      "status": "completed"
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@@ -265,10 +265,10 @@
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        "\n",
-       "<div id=\"altair-viz-711508ad51e74146a71283a9102346db\"></div>\n",
+       "<div id=\"altair-viz-c0cee81789674bdea2b6db203e3dc151\"></div>\n",
        "<script type=\"text/javascript\">\n",
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-       "    const outputDiv = document.getElementById(\"altair-viz-711508ad51e74146a71283a9102346db\");\n",
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@@ -309,7 +309,7 @@
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\"2020-03-12T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 156.0, \"ncumul_hosp\": 43.0, \"ncumul_ICU\": 8.0, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 1.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 1.9520862922248154, \"ncumul_deceased_10k\": 0.01251337366810779}, {\"date\": \"2020-03-13T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 204.0, \"ncumul_hosp\": 52.0, \"ncumul_ICU\": 10.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 2.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 2.552728228293989, \"ncumul_deceased_10k\": 0.02502674733621558}, {\"date\": \"2020-03-14T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 350.0, \"ncumul_hosp\": 43.0, \"ncumul_ICU\": 14.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 3.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 4.379680783837727, \"ncumul_deceased_10k\": 0.03754012100432337}, {\"date\": \"2020-03-15T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 406.0, \"ncumul_hosp\": 62.0, \"ncumul_ICU\": 19.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 4.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 5.080429709251763, \"ncumul_deceased_10k\": 0.05005349467243116}, {\"date\": \"2020-03-16T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 508.0, \"ncumul_hosp\": 66.0, \"ncumul_ICU\": 27.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 5.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 6.356793823398758, \"ncumul_deceased_10k\": 0.06256686834053896}, {\"date\": \"2020-03-17T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 608.0, \"ncumul_hosp\": 95.0, \"ncumul_ICU\": 35.0, \"ncumul_vent\": null, \"ncumul_released\": 9.0, \"ncumul_deceased\": 5.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 7.608131190209536, \"ncumul_deceased_10k\": 0.06256686834053896}, {\"date\": \"2020-03-18T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 796.0, \"ncumul_hosp\": 128.0, \"ncumul_ICU\": 34.0, \"ncumul_vent\": null, \"ncumul_released\": 16.0, \"ncumul_deceased\": 5.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 9.960645439813803, \"ncumul_deceased_10k\": 0.06256686834053896}, {\"date\": \"2020-03-19T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 1212.0, \"ncumul_hosp\": 140.0, \"ncumul_ICU\": 32.0, \"ncumul_vent\": null, \"ncumul_released\": 52.0, \"ncumul_deceased\": 7.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 15.166208885746641, \"ncumul_deceased_10k\": 0.08759361567675453}, {\"date\": \"2020-03-20T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 1432.0, \"ncumul_hosp\": 152.0, \"ncumul_ICU\": 30.0, \"ncumul_vent\": null, \"ncumul_released\": 62.0, \"ncumul_deceased\": 12.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 17.919151092730356, \"ncumul_deceased_10k\": 0.15016048401729348}, {\"date\": \"2020-03-21T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 1676.0, \"ncumul_hosp\": 175.0, \"ncumul_ICU\": 23.0, \"ncumul_vent\": null, \"ncumul_released\": 70.0, \"ncumul_deceased\": 15.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 20.972414267748654, \"ncumul_deceased_10k\": 0.18770060502161687}, {\"date\": \"2020-03-22T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 1782.0, \"ncumul_hosp\": 203.0, \"ncumul_ICU\": 23.0, \"ncumul_vent\": null, \"ncumul_released\": 75.0, \"ncumul_deceased\": 16.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 22.298831876568084, \"ncumul_deceased_10k\": 0.20021397868972465}, {\"date\": \"2020-03-23T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 2162.0, \"ncumul_hosp\": 223.0, \"ncumul_ICU\": 41.0, \"ncumul_vent\": null, \"ncumul_released\": 91.0, \"ncumul_deceased\": 17.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 27.05391387044904, \"ncumul_deceased_10k\": 0.2127273523578324}, {\"date\": \"2020-03-21T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"AR\", \"ncumul_tested\": null, \"ncumul_conf\": null, \"ncumul_hosp\": null, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 1.0, \"source\": \"https://www.ar.ch/schnellzugriff/medienmitteilungen-der-kantonalen-verwaltung/detail/news/coronavirus-erster-todesfall-in-appenzell-ausserrhoden/?tx_news_pi1%5Bcontroller%5D=News&tx_news_pi1%5Baction%5D=detail&cHash=a88f209df29c38474f9c5f9e1c5dd53f\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": null, \"ncumul_deceased_10k\": 0.6193868070610096}, {\"date\": \"2020-03-23T00:00:00\", \"time\": \"10:00\", \"abbreviation_canton_and_fl\": \"AR\", \"ncumul_tested\": null, \"ncumul_conf\": 30.0, \"ncumul_hosp\": 7.0, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 1.0, \"source\": \"https://www.ar.ch/verwaltung/departement-gesundheit-und-soziales/amt-fuer-gesundheit/informationsseite-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 18.58160421183029, \"ncumul_deceased_10k\": 0.6193868070610096}, {\"date\": \"2020-03-24T00:00:00\", \"time\": \"10:00\", \"abbreviation_canton_and_fl\": \"AR\", \"ncumul_tested\": null, \"ncumul_conf\": 33.0, \"ncumul_hosp\": 6.0, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 2.0, \"source\": \"https://www.ar.ch/verwaltung/departement-gesundheit-und-soziales/amt-fuer-gesundheit/informationsseite-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_10k\": 20.439764633013315, \"ncumul_deceased_10k\": 1.2387736141220191}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
@@ -512,16 +512,16 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 27.263389,
-   "end_time": "2020-03-24T14:58:20.272460",
+   "duration": 29.684337,
+   "end_time": "2020-03-25T08:24:55.334159",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/openzh-covid-19-dashboard.ipynb",
+   "input_path": "/tmp/mz1u59o4/notebooks/openzh-covid-19-dashboard.ipynb",
    "output_path": "runs/openzh-covid-19-dashboard.run.ipynb",
    "parameters": {
-    "data_path": "data/openzh-covid-19/"
+    "data_path": "/tmp/mz1u59o4/data/openzh-covid-19"
    },
-   "start_time": "2020-03-24T14:57:53.009071",
+   "start_time": "2020-03-25T08:24:25.649822",
    "version": "1.1.0"
   }
  },
diff --git a/runs/openzh-covid-19-example.run.ipynb b/runs/openzh-covid-19-example.run.ipynb
index 6470c4b7b46b64a470222bcd66fe04ef58663131..9c7546415a94cb5421b63f5e864bc66d58370d5c 100644
--- a/runs/openzh-covid-19-example.run.ipynb
+++ b/runs/openzh-covid-19-example.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.699397,
-     "end_time": "2020-03-24T11:41:27.462503",
+     "duration": 0.49245,
+     "end_time": "2020-03-25T08:23:50.623701",
      "exception": false,
-     "start_time": "2020-03-24T11:41:26.763106",
+     "start_time": "2020-03-25T08:23:50.131251",
      "status": "completed"
     },
     "tags": []
@@ -33,10 +33,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.013616,
-     "end_time": "2020-03-24T11:41:27.484174",
+     "duration": 0.0212,
+     "end_time": "2020-03-25T08:23:50.661249",
      "exception": false,
-     "start_time": "2020-03-24T11:41:27.470558",
+     "start_time": "2020-03-25T08:23:50.640049",
      "status": "completed"
     },
     "tags": [
@@ -58,10 +58,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.013547,
-     "end_time": "2020-03-24T11:41:27.505850",
+     "duration": 0.022839,
+     "end_time": "2020-03-25T08:23:50.694079",
      "exception": false,
-     "start_time": "2020-03-24T11:41:27.492303",
+     "start_time": "2020-03-25T08:23:50.671240",
      "status": "completed"
     },
     "tags": [
@@ -72,7 +72,7 @@
    "source": [
     "# Parameters\n",
     "save_figures = True\n",
-    "data_path = \"/private/var/folders/c0/w1kmhx108xl92w006s7jjhyh0000gp/T/qh42y53v/data/openzh-covid-19\"\n",
+    "data_path = \"/tmp/eivltasg/data/openzh-covid-19\"\n",
     "figures_path = \"figures\"\n"
    ]
   },
@@ -84,10 +84,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.01495,
-     "end_time": "2020-03-24T11:41:27.528682",
+     "duration": 0.023127,
+     "end_time": "2020-03-25T08:23:50.731273",
      "exception": false,
-     "start_time": "2020-03-24T11:41:27.513732",
+     "start_time": "2020-03-25T08:23:50.708146",
      "status": "completed"
     },
     "tags": []
@@ -108,10 +108,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.00705,
-     "end_time": "2020-03-24T11:41:27.543505",
+     "duration": 0.00964,
+     "end_time": "2020-03-25T08:23:50.752055",
      "exception": false,
-     "start_time": "2020-03-24T11:41:27.536455",
+     "start_time": "2020-03-25T08:23:50.742415",
      "status": "completed"
     },
     "tags": []
@@ -130,10 +130,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.105636,
-     "end_time": "2020-03-24T11:41:27.656586",
+     "duration": 0.154191,
+     "end_time": "2020-03-25T08:23:50.916092",
      "exception": false,
-     "start_time": "2020-03-24T11:41:27.550950",
+     "start_time": "2020-03-25T08:23:50.761901",
      "status": "completed"
     },
     "tags": []
@@ -159,10 +159,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 24.395781,
-     "end_time": "2020-03-24T11:41:52.060150",
+     "duration": 26.62646,
+     "end_time": "2020-03-25T08:24:17.556678",
      "exception": false,
-     "start_time": "2020-03-24T11:41:27.664369",
+     "start_time": "2020-03-25T08:23:50.930218",
      "status": "completed"
     },
     "tags": []
@@ -188,8 +188,8 @@
     "# calculate cases and deaths per 10k\n",
     "\n",
     "for x in ['conf', 'deceased']:\n",
-    "    df[f'ncumul_{x}_10k'] = df.apply(\n",
-    "        lambda row: row[f'ncumul_{x}']/pop_d['Total'][row.abbreviation_canton_and_fl]*10000, axis=1\n",
+    "    df[f'ncumul_{x}_100k'] = df.apply(\n",
+    "        lambda row: row[f'ncumul_{x}']/pop_d['Total'][row.abbreviation_canton_and_fl]*100000, axis=1\n",
     "    )"
    ]
   },
@@ -201,10 +201,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.056257,
-     "end_time": "2020-03-24T11:41:52.128924",
+     "duration": 0.053372,
+     "end_time": "2020-03-25T08:24:17.625500",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.072667",
+     "start_time": "2020-03-25T08:24:17.572128",
      "status": "completed"
     },
     "tags": []
@@ -242,21 +242,21 @@
        "      <th>ncumul_released</th>\n",
        "      <th>ncumul_deceased</th>\n",
        "      <th>source</th>\n",
-       "      <th>TotalPosTests1</th>\n",
        "      <th>ncumul_ICF</th>\n",
        "      <th>ncumul_ICU_intub</th>\n",
        "      <th>ncumul_deceased_suspect</th>\n",
+       "      <th>TotalPosTests1</th>\n",
        "      <th>TotalCured</th>\n",
-       "      <th>ncumul_conf_10k</th>\n",
-       "      <th>ncumul_deceased_10k</th>\n",
+       "      <th>ncumul_conf_100k</th>\n",
+       "      <th>ncumul_deceased_100k</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2020-02-28</td>\n",
-       "      <td>15:00</td>\n",
-       "      <td>AG</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VS</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1.0</td>\n",
        "      <td>NaN</td>\n",
@@ -264,20 +264,20 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n",
+       "      <td>https://vs.ch/documents/529400/6767345/2020+02...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.014745</td>\n",
+       "      <td>0.290736</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2020-03-02</td>\n",
-       "      <td>18:00</td>\n",
-       "      <td>AG</td>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VS</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2.0</td>\n",
        "      <td>NaN</td>\n",
@@ -285,76 +285,76 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>https://www.ag.ch/media/kanton_aargau/themen_1...</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>0.029490</td>\n",
+       "      <td>0.581471</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2020-03-03</td>\n",
-       "      <td>15:00</td>\n",
-       "      <td>AG</td>\n",
+       "      <td>2020-03-05</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6.0</td>\n",
+       "      <td>VS</td>\n",
        "      <td>NaN</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.ag.ch/media/kanton_aargau/themen_1...</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>0.088469</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.872207</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2020-03-04</td>\n",
-       "      <td>15:00</td>\n",
-       "      <td>AG</td>\n",
+       "      <td>2020-03-06</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>7.0</td>\n",
+       "      <td>VS</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>https://www.ag.ch/media/kanton_aargau/themen_1...</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>0.103213</td>\n",
+       "      <td>1.453679</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2020-03-05</td>\n",
-       "      <td>15:00</td>\n",
-       "      <td>AG</td>\n",
+       "      <td>2020-03-08</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VS</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>9.0</td>\n",
+       "      <td>7.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>https://www.ag.ch/media/kanton_aargau/themen_1...</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>0.132703</td>\n",
+       "      <td>2.035150</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -362,12 +362,12 @@
        "</div>"
       ],
       "text/plain": [
-       "        date   time abbreviation_canton_and_fl  ncumul_tested  ncumul_conf  \\\n",
-       "0 2020-02-28  15:00                         AG            NaN          1.0   \n",
-       "1 2020-03-02  18:00                         AG            NaN          2.0   \n",
-       "2 2020-03-03  15:00                         AG            NaN          6.0   \n",
-       "3 2020-03-04  15:00                         AG            NaN          7.0   \n",
-       "4 2020-03-05  15:00                         AG            NaN          9.0   \n",
+       "        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",
        "\n",
        "   ncumul_hosp  ncumul_ICU  ncumul_vent  ncumul_released  ncumul_deceased  \\\n",
        "0          NaN         NaN          NaN              NaN              NaN   \n",
@@ -376,26 +376,26 @@
        "3          NaN         NaN          NaN              NaN              NaN   \n",
        "4          NaN         NaN          NaN              NaN              NaN   \n",
        "\n",
-       "                                              source  TotalPosTests1  \\\n",
-       "0  https://www.ag.ch/media/kanton_aargau/themen_1...             NaN   \n",
-       "1  https://www.ag.ch/media/kanton_aargau/themen_1...             NaN   \n",
-       "2  https://www.ag.ch/media/kanton_aargau/themen_1...             NaN   \n",
-       "3  https://www.ag.ch/media/kanton_aargau/themen_1...             NaN   \n",
-       "4  https://www.ag.ch/media/kanton_aargau/themen_1...             NaN   \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",
        "\n",
-       "   ncumul_ICF  ncumul_ICU_intub  ncumul_deceased_suspect  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",
+       "   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",
        "\n",
-       "   ncumul_conf_10k  ncumul_deceased_10k  \n",
-       "0         0.014745                  NaN  \n",
-       "1         0.029490                  NaN  \n",
-       "2         0.088469                  NaN  \n",
-       "3         0.103213                  NaN  \n",
-       "4         0.132703                  NaN  "
+       "   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  "
       ]
      },
      "execution_count": 7,
@@ -412,10 +412,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009949,
-     "end_time": "2020-03-24T11:41:52.148781",
+     "duration": 0.010304,
+     "end_time": "2020-03-25T08:24:17.647569",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.138832",
+     "start_time": "2020-03-25T08:24:17.637265",
      "status": "completed"
     },
     "tags": []
@@ -434,10 +434,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.020792,
-     "end_time": "2020-03-24T11:41:52.178592",
+     "duration": 0.028492,
+     "end_time": "2020-03-25T08:24:17.686440",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.157800",
+     "start_time": "2020-03-25T08:24:17.657948",
      "status": "completed"
     },
     "tags": []
@@ -466,10 +466,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010602,
-     "end_time": "2020-03-24T11:41:52.198674",
+     "duration": 0.01045,
+     "end_time": "2020-03-25T08:24:17.712456",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.188072",
+     "start_time": "2020-03-25T08:24:17.702006",
      "status": "completed"
     },
     "tags": []
@@ -486,10 +486,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.187156,
-     "end_time": "2020-03-24T11:41:52.397126",
+     "duration": 0.233993,
+     "end_time": "2020-03-25T08:24:17.957085",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.209970",
+     "start_time": "2020-03-25T08:24:17.723092",
      "status": "completed"
     },
     "tags": []
@@ -499,10 +499,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-3ba217371c324280b6d86755957c15fa\"></div>\n",
+       "<div id=\"altair-viz-4083b8ca53494997acf77ea45924d279\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-3ba217371c324280b6d86755957c15fa\");\n",
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       "text/plain": [
@@ -579,10 +579,10 @@
     "base.configure_axis(labelFontSize=15, titleFontSize=15)\n",
     "\n",
     "cumul = generate_canton_chart('ncumul_conf', 'Cases', 'Cases')\n",
-    "cumul_10k = generate_canton_chart('ncumul_conf_10k', 'Cases per 10k population', 'Cases/10k')\n",
+    "cumul_100k = generate_canton_chart('ncumul_conf_100k', 'Cases per 100k population', 'Cases/100k')\n",
     "\n",
     "chart = alt.hconcat(\n",
-    "    cumul, cumul_10k, title='Covid-19 cases in Switzerland by Canton'\n",
+    "    cumul, cumul_100k, title='Covid-19 cases in Switzerland by Canton'\n",
     ").configure_title(\n",
     "    anchor='middle'\n",
     ")\n",
@@ -598,10 +598,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.0154,
-     "end_time": "2020-03-24T11:41:52.427279",
+     "duration": 0.030747,
+     "end_time": "2020-03-25T08:24:18.016685",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.411879",
+     "start_time": "2020-03-25T08:24:17.985938",
      "status": "completed"
     },
     "tags": []
@@ -618,10 +618,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.155521,
-     "end_time": "2020-03-24T11:41:52.596967",
+     "duration": 0.19026,
+     "end_time": "2020-03-25T08:24:18.225816",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.441446",
+     "start_time": "2020-03-25T08:24:18.035556",
      "status": "completed"
     },
     "tags": []
@@ -631,10 +631,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-9be83f7b6e474b83a55c675129cf318d\"></div>\n",
+       "<div id=\"altair-viz-98b8ede85d7442b6b46e4307b6764249\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-9be83f7b6e474b83a55c675129cf318d\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-98b8ede85d7442b6b46e4307b6764249\");\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",
@@ -675,7 +675,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
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\"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 204.0, \"ncumul_hosp\": 52.0, \"ncumul_ICU\": 10.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 2.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 25.527282282939893, \"ncumul_deceased_100k\": 0.2502674733621558}, {\"date\": \"2020-03-14T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 350.0, \"ncumul_hosp\": 43.0, \"ncumul_ICU\": 14.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 3.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 43.79680783837727, \"ncumul_deceased_100k\": 0.3754012100432337}, {\"date\": \"2020-03-15T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 406.0, \"ncumul_hosp\": 62.0, \"ncumul_ICU\": 19.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 4.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 50.80429709251763, \"ncumul_deceased_100k\": 0.5005349467243116}, {\"date\": \"2020-03-16T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 508.0, \"ncumul_hosp\": 66.0, \"ncumul_ICU\": 27.0, \"ncumul_vent\": null, \"ncumul_released\": 5.0, \"ncumul_deceased\": 5.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 63.567938233987576, \"ncumul_deceased_100k\": 0.6256686834053895}, {\"date\": \"2020-03-17T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", \"ncumul_tested\": null, \"ncumul_conf\": 608.0, \"ncumul_hosp\": 95.0, \"ncumul_ICU\": 35.0, \"ncumul_vent\": null, \"ncumul_released\": 9.0, \"ncumul_deceased\": 5.0, \"source\": \"https://www.vd.ch/toutes-les-actualites/hotline-et-informations-sur-le-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 76.08131190209536, \"ncumul_deceased_100k\": 0.6256686834053895}, {\"date\": \"2020-03-18T00:00:00\", \"time\": null, \"abbreviation_canton_and_fl\": \"VD\", 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\"https://www.ar.ch/schnellzugriff/medienmitteilungen-der-kantonalen-verwaltung/detail/news/coronavirus-erster-todesfall-in-appenzell-ausserrhoden/?tx_news_pi1%5Bcontroller%5D=News&tx_news_pi1%5Baction%5D=detail&cHash=a88f209df29c38474f9c5f9e1c5dd53f\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": null, \"ncumul_deceased_100k\": 6.193868070610096}, {\"date\": \"2020-03-23T00:00:00\", \"time\": \"10:00\", \"abbreviation_canton_and_fl\": \"AR\", \"ncumul_tested\": null, \"ncumul_conf\": 30.0, \"ncumul_hosp\": 7.0, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 1.0, \"source\": \"https://www.ar.ch/verwaltung/departement-gesundheit-und-soziales/amt-fuer-gesundheit/informationsseite-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 185.81604211830287, \"ncumul_deceased_100k\": 6.193868070610096}, {\"date\": \"2020-03-24T00:00:00\", \"time\": \"10:00\", \"abbreviation_canton_and_fl\": \"AR\", \"ncumul_tested\": null, \"ncumul_conf\": 33.0, \"ncumul_hosp\": 6.0, \"ncumul_ICU\": null, \"ncumul_vent\": null, \"ncumul_released\": null, \"ncumul_deceased\": 2.0, \"source\": \"https://www.ar.ch/verwaltung/departement-gesundheit-und-soziales/amt-fuer-gesundheit/informationsseite-coronavirus/\", \"ncumul_ICF\": null, \"ncumul_ICU_intub\": null, \"ncumul_deceased_suspect\": null, \"TotalPosTests1\": null, \"TotalCured\": null, \"ncumul_conf_100k\": 204.39764633013317, \"ncumul_deceased_100k\": 12.387736141220191}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
@@ -711,10 +711,10 @@
     "base.configure_axis(labelFontSize=15, titleFontSize=15)\n",
     "\n",
     "deaths = generate_canton_chart('ncumul_deceased', 'Deaths', 'Deaths')\n",
-    "deaths_10k = generate_canton_chart('ncumul_deceased_10k', 'Deaths per 10k population', 'Deaths/10k')\n",
+    "deaths_100k = generate_canton_chart('ncumul_deceased_100k', 'Deaths per 100k population', 'Deaths/100k')\n",
     "\n",
     "chart = alt.hconcat(\n",
-    "    deaths, deaths_10k, title='Covid-19 deaths in Switzerland by Canton'\n",
+    "    deaths, deaths_100k, title='Covid-19 deaths in Switzerland by Canton'\n",
     ").configure_title(\n",
     "    anchor='middle'\n",
     ")\n",
@@ -733,10 +733,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.015465,
-     "end_time": "2020-03-24T11:41:52.626770",
+     "duration": 0.018242,
+     "end_time": "2020-03-25T08:24:18.263341",
      "exception": false,
-     "start_time": "2020-03-24T11:41:52.611305",
+     "start_time": "2020-03-25T08:24:18.245099",
      "status": "completed"
     },
     "tags": []
@@ -762,22 +762,22 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.7"
+   "version": "3.7.3"
   },
   "papermill": {
-   "duration": 26.68685,
-   "end_time": "2020-03-24T11:41:52.648081",
+   "duration": 29.395743,
+   "end_time": "2020-03-25T08:24:18.692886",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/private/var/folders/c0/w1kmhx108xl92w006s7jjhyh0000gp/T/qh42y53v/notebooks/examples/openzh-covid-19-example.ipynb",
+   "input_path": "/tmp/eivltasg/notebooks/examples/openzh-covid-19-example.ipynb",
    "output_path": "runs/openzh-covid-19-example.run.ipynb",
    "parameters": {
-    "data_path": "/private/var/folders/c0/w1kmhx108xl92w006s7jjhyh0000gp/T/qh42y53v/data/openzh-covid-19",
+    "data_path": "/tmp/eivltasg/data/openzh-covid-19",
     "figures_path": "figures",
     "save_figures": true
    },
-   "start_time": "2020-03-24T11:41:25.961231",
-   "version": "2.0.0"
+   "start_time": "2020-03-25T08:23:49.297143",
+   "version": "1.1.0"
   }
  },
  "nbformat": 4,