diff --git a/.renku/workflow/3bae78948a2f4fe59601b86a51a2e7fd_papermill.cwl b/.renku/workflow/3bae78948a2f4fe59601b86a51a2e7fd_papermill.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..cb3047326d2726e458e78668a5ae8cd01dc7cd91
--- /dev/null
+++ b/.renku/workflow/3bae78948a2f4fe59601b86a51a2e7fd_papermill.cwl
@@ -0,0 +1,119 @@
+arguments: []
+baseCommand:
+- papermill
+class: CommandLineTool
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default:
+      class: File
+      path: ../../notebooks/examples/openzh-covid-19-example.ipynb
+    inputBinding:
+      position: 1
+      prefix: --report-mode
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+  input_2:
+    default: runs/openzh-covid-19-example.run.ipynb
+    inputBinding:
+      position: 2
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_3:
+    default: save_figures
+    inputBinding:
+      position: 3
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_4:
+    default: 'True'
+    inputBinding:
+      position: 4
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_5:
+    default: data_path
+    inputBinding:
+      position: 5
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_6:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/openzh-covid-19
+    inputBinding:
+      position: 6
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: Directory
+  input_7:
+    default: figures_path
+    inputBinding:
+      position: 7
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_8:
+    default: figures
+    inputBinding:
+      position: 8
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_9:
+    default:
+      class: File
+      path: ../../data/ch-population-statistics/ch-population-by-age-canton.xls
+    streamable: false
+    type: File
+outputs:
+  output_0:
+    outputBinding:
+      glob: $(inputs.input_2)
+    streamable: false
+    type: File
+  output_1:
+    outputBinding:
+      glob: $(inputs.input_8)
+    streamable: false
+    type: Directory
+permanentFailCodes: []
+requirements:
+- class: InlineJavascriptRequirement
+- class: InitialWorkDirRequirement
+  listing:
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: runs
+    writable: true
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: figures
+    writable: true
+  - entry: $(inputs.input_1)
+    entryname: notebooks/examples/openzh-covid-19-example.ipynb
+    writable: false
+  - entry: $(inputs.input_6)
+    entryname: data/openzh-covid-19
+    writable: false
+  - entry: $(inputs.input_9)
+    entryname: data/ch-population-statistics/ch-population-by-age-canton.xls
+    writable: false
+successCodes: []
+temporaryFailCodes: []
diff --git a/figures/switzerland-cases-by-canton.html b/figures/switzerland-cases-by-canton.html
index ef4d04297d432b93d14835ab72b204ff23e29f80..b594866afb4ba5629428494f236bf54c6c1465ab 100644
--- a/figures/switzerland-cases-by-canton.html
+++ b/figures/switzerland-cases-by-canton.html
@@ -14,7 +14,7 @@
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diff --git a/runs/openzh-covid-19-example.run.ipynb b/runs/openzh-covid-19-example.run.ipynb
index 9c7546415a94cb5421b63f5e864bc66d58370d5c..d4def9bf76a6c4a7775a2fbccf7a46a801356ed4 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": 0.49245,
-     "end_time": "2020-03-25T08:23:50.623701",
+     "duration": 0.451023,
+     "end_time": "2020-03-26T14:06:26.367813",
      "exception": false,
-     "start_time": "2020-03-25T08:23:50.131251",
+     "start_time": "2020-03-26T14:06:25.916790",
      "status": "completed"
     },
     "tags": []
@@ -33,10 +33,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.0212,
-     "end_time": "2020-03-25T08:23:50.661249",
+     "duration": 0.0228,
+     "end_time": "2020-03-26T14:06:26.408526",
      "exception": false,
-     "start_time": "2020-03-25T08:23:50.640049",
+     "start_time": "2020-03-26T14:06:26.385726",
      "status": "completed"
     },
     "tags": [
@@ -58,10 +58,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.022839,
-     "end_time": "2020-03-25T08:23:50.694079",
+     "duration": 0.022429,
+     "end_time": "2020-03-26T14:06:26.442321",
      "exception": false,
-     "start_time": "2020-03-25T08:23:50.671240",
+     "start_time": "2020-03-26T14:06:26.419892",
      "status": "completed"
     },
     "tags": [
@@ -72,8 +72,8 @@
    "source": [
     "# Parameters\n",
     "save_figures = True\n",
-    "data_path = \"/tmp/eivltasg/data/openzh-covid-19\"\n",
-    "figures_path = \"figures\"\n"
+    "data_path = \"data/openzh-covid-19/\"\n",
+    "figures_path = \"figures/\"\n"
    ]
   },
   {
@@ -84,10 +84,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.023127,
-     "end_time": "2020-03-25T08:23:50.731273",
+     "duration": 0.025987,
+     "end_time": "2020-03-26T14:06:26.478404",
      "exception": false,
-     "start_time": "2020-03-25T08:23:50.708146",
+     "start_time": "2020-03-26T14:06:26.452417",
      "status": "completed"
     },
     "tags": []
@@ -108,10 +108,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.00964,
-     "end_time": "2020-03-25T08:23:50.752055",
+     "duration": 0.010017,
+     "end_time": "2020-03-26T14:06:26.505996",
      "exception": false,
-     "start_time": "2020-03-25T08:23:50.742415",
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@@ -130,10 +130,10 @@
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@@ -159,10 +159,10 @@
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@@ -201,10 +201,10 @@
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@@ -259,7 +259,7 @@
        "      <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",
@@ -275,86 +275,86 @@
        "    </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>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>NaN</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/de/web/coronavirus/info?p_p_...</td>\n",
+       "      <td>https://www.vs.ch/documents/6756452/7008787/Si...</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>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>NaN</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/de/web/coronavirus/info?p_p_...</td>\n",
+       "      <td>https://www.vs.ch/documents/6756452/7008787/Si...</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>NaN</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://www.vs.ch/de/web/coronavirus/info?p_p_...</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>2.035150</td>\n",
+       "      <td>0.872207</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -364,24 +364,24 @@
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        "        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  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",
+       "1  https://www.vs.ch/documents/6756452/7008787/Si...         NaN   \n",
+       "2  https://www.vs.ch/documents/6756452/7008787/Si...         NaN   \n",
+       "3  https://www.vs.ch/documents/6756452/7008787/Si...         NaN   \n",
+       "4  https://vs.ch/documents/529400/6789273/2020+03...         NaN   \n",
        "\n",
        "   ncumul_ICU_intub  ncumul_deceased_suspect  TotalPosTests1  TotalCured  \\\n",
        "0               NaN                      NaN             NaN         NaN   \n",
@@ -392,10 +392,10 @@
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        "   ncumul_conf_100k  ncumul_deceased_100k  \n",
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-       "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  "
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@@ -412,10 +412,10 @@
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@@ -486,10 +486,10 @@
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