diff --git a/.renku/workflow/bcba6eb0742c4514b510ffc89511616f.cwl b/.renku/workflow/bcba6eb0742c4514b510ffc89511616f.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..e8365824e52a2863fa4402712a42944bb731b9d9
--- /dev/null
+++ b/.renku/workflow/bcba6eb0742c4514b510ffc89511616f.cwl
@@ -0,0 +1,66 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default:
+      class: File
+      path: ../../notebooks/examples/openzh-covid-19-example.ipynb
+    streamable: false
+    type: File
+  input_2:
+    default: runs/openzh-covid-19-example.run.ipynb
+    streamable: false
+    type: string
+  input_3:
+    default: save_figures
+    streamable: false
+    type: string
+  input_4:
+    default: 'True'
+    streamable: false
+    type: string
+  input_5:
+    default: data_path
+    streamable: false
+    type: string
+  input_6:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/openzh-covid-19
+    streamable: false
+    type: Directory
+  input_7:
+    default: figures_path
+    streamable: false
+    type: string
+  input_8:
+    default: figures
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputSource: step_1/output_0
+    streamable: false
+    type: File
+  output_1:
+    outputSource: step_1/output_1
+    streamable: false
+    type: Directory
+requirements: []
+steps:
+  step_1:
+    in:
+      input_1: input_1
+      input_2: input_2
+      input_3: input_3
+      input_4: input_4
+      input_5: input_5
+      input_6: input_6
+      input_7: input_7
+      input_8: input_8
+    out:
+    - output_0
+    - output_1
+    run: c46d72f47c3f4c05bc93dc7d98ccd52f_papermill.cwl
diff --git a/figures/switzerland-cases-by-canton.html b/figures/switzerland-cases-by-canton.html
index 08477320a98ebfceef98e6a4ac55dd557f6d2945..cba61a65fe3688624b61d9b73e4f7e023e632c13 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 bce27c90e2cba06198e9b06d9d634b8c934a7174..5ec371814546f42ca17adcdcb7962e6fb9e2cf6d 100644
--- a/runs/openzh-covid-19-example.run.ipynb
+++ b/runs/openzh-covid-19-example.run.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.522649,
-     "end_time": "2020-03-23T16:51:47.152960",
+     "duration": 0.774326,
+     "end_time": "2020-03-23T17:29:45.993597",
      "exception": false,
-     "start_time": "2020-03-23T16:51:46.630311",
+     "start_time": "2020-03-23T17:29:45.219271",
      "status": "completed"
     },
     "tags": []
@@ -27,10 +27,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.018904,
-     "end_time": "2020-03-23T16:51:47.189951",
+     "duration": 0.013753,
+     "end_time": "2020-03-23T17:29:46.014700",
      "exception": false,
-     "start_time": "2020-03-23T16:51:47.171047",
+     "start_time": "2020-03-23T17:29:46.000947",
      "status": "completed"
     },
     "tags": [
@@ -49,10 +49,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.021076,
-     "end_time": "2020-03-23T16:51:47.219677",
+     "duration": 0.01456,
+     "end_time": "2020-03-23T17:29:46.038075",
      "exception": false,
-     "start_time": "2020-03-23T16:51:47.198601",
+     "start_time": "2020-03-23T17:29:46.023515",
      "status": "completed"
     },
     "tags": [
@@ -63,8 +63,8 @@
    "source": [
     "# Parameters\n",
     "save_figures = True\n",
-    "data_path = \"data/openzh-covid-19/\"\n",
-    "figures_path = \"figures/\"\n"
+    "data_path = \"/private/var/folders/c0/w1kmhx108xl92w006s7jjhyh0000gp/T/8kf79bu3/data/openzh-covid-19\"\n",
+    "figures_path = \"figures\"\n"
    ]
   },
   {
@@ -72,10 +72,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.021754,
-     "end_time": "2020-03-23T16:51:47.250042",
+     "duration": 0.01455,
+     "end_time": "2020-03-23T17:29:46.059800",
      "exception": false,
-     "start_time": "2020-03-23T16:51:47.228288",
+     "start_time": "2020-03-23T17:29:46.045250",
      "status": "completed"
     },
     "tags": []
@@ -96,10 +96,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.007007,
-     "end_time": "2020-03-23T16:51:47.266447",
+     "duration": 0.006626,
+     "end_time": "2020-03-23T17:29:46.073313",
      "exception": false,
-     "start_time": "2020-03-23T16:51:47.259440",
+     "start_time": "2020-03-23T17:29:46.066687",
      "status": "completed"
     },
     "tags": []
@@ -115,10 +115,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.127937,
-     "end_time": "2020-03-23T16:51:47.401412",
+     "duration": 0.106014,
+     "end_time": "2020-03-23T17:29:46.186690",
      "exception": false,
-     "start_time": "2020-03-23T16:51:47.273475",
+     "start_time": "2020-03-23T17:29:46.080676",
      "status": "completed"
     },
     "tags": []
@@ -141,10 +141,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 25.447471,
-     "end_time": "2020-03-23T16:52:12.866665",
+     "duration": 24.200608,
+     "end_time": "2020-03-23T17:30:10.394494",
      "exception": false,
-     "start_time": "2020-03-23T16:51:47.419194",
+     "start_time": "2020-03-23T17:29:46.193886",
      "status": "completed"
     },
     "tags": []
@@ -180,10 +180,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.069246,
-     "end_time": "2020-03-23T16:52:12.956070",
+     "duration": 0.044391,
+     "end_time": "2020-03-23T17:30:10.446349",
      "exception": false,
-     "start_time": "2020-03-23T16:52:12.886824",
+     "start_time": "2020-03-23T17:30:10.401958",
      "status": "completed"
     },
     "tags": []
@@ -221,9 +221,10 @@
        "      <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>TotalPosTests1</th>\n",
+       "      <th>ncumul_deceased_suspect</th>\n",
        "      <th>TotalCured</th>\n",
        "      <th>ncumul_conf_10k</th>\n",
        "      <th>ncumul_deceased_10k</th>\n",
@@ -233,8 +234,8 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2020-02-28</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>VS</td>\n",
+       "      <td>15:00</td>\n",
+       "      <td>AG</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1.0</td>\n",
        "      <td>NaN</td>\n",
@@ -242,19 +243,20 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>https://vs.ch/documents/529400/6767345/2020+02...</td>\n",
+       "      <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.029074</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.014745</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2020-03-03</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>VS</td>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>18:00</td>\n",
+       "      <td>AG</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2.0</td>\n",
        "      <td>NaN</td>\n",
@@ -262,72 +264,76 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>https://vs.ch/documents/529400/6789273/2020+03...</td>\n",
+       "      <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.058147</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.029490</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2020-03-05</td>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>15:00</td>\n",
+       "      <td>AG</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>VS</td>\n",
+       "      <td>6.0</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>0.087221</td>\n",
+       "      <td>0.088469</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2020-03-06</td>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>15:00</td>\n",
+       "      <td>AG</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>VS</td>\n",
+       "      <td>7.0</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>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>0.145368</td>\n",
+       "      <td>0.103213</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2020-03-08</td>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>15:00</td>\n",
+       "      <td>AG</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>VS</td>\n",
+       "      <td>9.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>7.0</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>0.203515</td>\n",
+       "      <td>0.132703</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -335,12 +341,12 @@
        "</div>"
       ],
       "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",
+       "        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",
        "\n",
        "   ncumul_hosp  ncumul_ICU  ncumul_vent  ncumul_released  ncumul_deceased  \\\n",
        "0          NaN         NaN          NaN              NaN              NaN   \n",
@@ -349,26 +355,26 @@
        "3          NaN         NaN          NaN              NaN              NaN   \n",
        "4          NaN         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",
+       "                                              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",
        "\n",
-       "   ncumul_ICU_intub  TotalPosTests1  TotalCured  ncumul_conf_10k  \\\n",
-       "0               NaN             NaN         NaN         0.029074   \n",
-       "1               NaN             NaN         NaN         0.058147   \n",
-       "2               NaN             NaN         NaN         0.087221   \n",
-       "3               NaN             NaN         NaN         0.145368   \n",
-       "4               NaN             NaN         NaN         0.203515   \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",
        "\n",
-       "   ncumul_deceased_10k  \n",
-       "0                  NaN  \n",
-       "1                  NaN  \n",
-       "2                  NaN  \n",
-       "3                  NaN  \n",
-       "4                  NaN  "
+       "   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  "
       ]
      },
      "execution_count": 7,
@@ -385,10 +391,10 @@
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    "metadata": {
     "papermill": {
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      "exception": false,
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@@ -404,10 +410,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.05057,
-     "end_time": "2020-03-23T16:52:13.046053",
+     "duration": 0.017699,
+     "end_time": "2020-03-23T17:30:10.485711",
      "exception": false,
-     "start_time": "2020-03-23T16:52:12.995483",
+     "start_time": "2020-03-23T17:30:10.468012",
      "status": "completed"
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     "tags": []
@@ -436,10 +442,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009824,
-     "end_time": "2020-03-23T16:52:13.070815",
+     "duration": 0.007016,
+     "end_time": "2020-03-23T17:30:10.499958",
      "exception": false,
-     "start_time": "2020-03-23T16:52:13.060991",
+     "start_time": "2020-03-23T17:30:10.492942",
      "status": "completed"
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     "tags": []
@@ -453,10 +459,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.238869,
-     "end_time": "2020-03-23T16:52:13.318110",
+     "duration": 0.145124,
+     "end_time": "2020-03-23T17:30:10.652850",
      "exception": false,
-     "start_time": "2020-03-23T16:52:13.079241",
+     "start_time": "2020-03-23T17:30:10.507726",
      "status": "completed"
     },
     "tags": []
@@ -466,10 +472,10 @@
      "data": {
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-       "<div id=\"altair-viz-29393211e316498191e3c09a511c2c4f\"></div>\n",
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        "<script type=\"text/javascript\">\n",
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@@ -510,7 +516,7 @@
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