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+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_10:
+    default:
+      class: Directory
+      listing: []
+      path: /tmp/covid-19-public-data/data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_11:
+    default: wb_path
+    streamable: false
+    type: string
+  input_12:
+    default:
+      class: File
+      path: ../../data/worldbank/SP.POP.TOTL.zip
+    streamable: false
+    type: File
+  input_13:
+    default: geodata_path
+    streamable: false
+    type: string
+  input_14:
+    default:
+      class: File
+      path: ../../data/geodata/geo_data.csv
+    streamable: false
+    type: File
+  input_15:
+    default: out_folder
+    streamable: false
+    type: string
+  input_16:
+    default: data/covid-19_rates
+    streamable: false
+    type: string
+  input_17:
+    default:
+      class: File
+      path: ../../notebooks/process/ToRates.ipynb
+    streamable: false
+    type: File
+  input_18:
+    default:
+      class: File
+      path: ../../notebooks/examples/openzh-covid-19-example.ipynb
+    streamable: false
+    type: File
+  input_19:
+    default: runs/openzh-covid-19-example.run.ipynb
+    streamable: false
+    type: string
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+      listing: []
+      path: /tmp/covid-19-public-data/data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
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+    streamable: false
+    type: string
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+    type: string
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+      listing: []
+      path: /tmp/covid-19-public-data/data/openzh-covid-19
+    streamable: false
+    type: Directory
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+    streamable: false
+    type: string
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+    streamable: false
+    type: string
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+      path: ../../data/ch-population-statistics/ch-population-by-age-canton.xls
+    streamable: false
+    type: File
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+      class: File
+      path: ../../notebooks/openzh-covid-19-dashboard.ipynb
+    streamable: false
+    type: File
+  input_28:
+    default: runs/openzh-covid-19-dashboard.run.ipynb
+    streamable: false
+    type: string
+  input_29:
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+    streamable: false
+    type: string
+  input_3:
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+    streamable: false
+    type: string
+  input_30:
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+      listing: []
+      path: /tmp/covid-19-public-data/data/openzh-covid-19
+    streamable: false
+    type: Directory
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+      class: File
+      path: ../../data/ch-population-statistics/ch-population-by-age-canton.xls
+    streamable: false
+    type: File
+  input_4:
+    default: geodata_path
+    streamable: false
+    type: string
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+      path: ../../data/geodata/geo_data.csv
+    streamable: false
+    type: File
+  input_6:
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+      class: File
+      path: ../../notebooks/Dashboard.ipynb
+    streamable: false
+    type: File
+  input_7:
+    default: runs/Dashboard.run.ipynb
+    streamable: false
+    type: string
+  input_8:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_9:
+    default: runs/ToRates.run.ipynb
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputSource: step_3/output_1
+    streamable: false
+    type: Directory
+  output_1:
+    outputSource: step_3/output_0
+    streamable: false
+    type: File
+  output_2:
+    outputSource: step_4/output_0
+    streamable: false
+    type: File
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+    streamable: false
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+    streamable: false
+    type: Directory
+  output_5:
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+    streamable: false
+    type: File
+requirements: []
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+      input_2: input_1
+      input_3: input_2
+      input_4: input_3
+      input_5: step_2/output_1
+      input_6: input_4
+      input_7: input_5
+      input_8: input_6
+      input_9: input_7
+    out:
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+    run: f2fb09baacb048be928c7b7bd9a47b6b_papermill.cwl
+  step_2:
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+      input_10: input_9
+      input_2: input_10
+      input_3: input_11
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+      input_7: input_15
+      input_8: input_16
+      input_9: input_17
+    out:
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+    run: 6f3ea2ea2542427d8ac95d26349080ed_papermill.cwl
+  step_3:
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+      input_2: input_19
+      input_3: input_20
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+      input_8: input_25
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+    run: 3bae78948a2f4fe59601b86a51a2e7fd_papermill.cwl
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+      input_3: input_29
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+    run: 0415b23203ef422185f0ecf77290cbd3_papermill.cwl
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"TotalCured": null, "ncumul_conf_100k": 3.754012100432337, "ncumul_deceased_100k": 0.1251337366810779}, {"date": "2020-03-08T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 40.0, "ncumul_hosp": 22.0, "ncumul_ICU": 3.0, "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_100k": 5.005349467243116, "ncumul_deceased_100k": 0.1251337366810779}, {"date": "2020-03-09T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 51.0, "ncumul_hosp": 29.0, "ncumul_ICU": 5.0, "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_100k": 6.381820570734973, "ncumul_deceased_100k": 0.1251337366810779}, {"date": "2020-03-10T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 77.0, "ncumul_hosp": 36.0, "ncumul_ICU": 6.0, "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_100k": 9.635297724442998, "ncumul_deceased_100k": 0.1251337366810779}, {"date": "2020-03-11T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 108.0, "ncumul_hosp": 38.0, "ncumul_ICU": 7.0, "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_100k": 13.514443561556416, "ncumul_deceased_100k": 0.1251337366810779}, {"date": "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_100k": 19.520862922248153, "ncumul_deceased_100k": 0.1251337366810779}, {"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_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", "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_100k": 99.60645439813801, "ncumul_deceased_100k": 0.6256686834053895}, {"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_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": 1822.0, "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_100k": 227.99366823292394, "ncumul_deceased_100k": 2.127273523578324}, {"date": "2020-03-24T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 2162.0, "ncumul_hosp": 266.0, "ncumul_ICU": 46.0, "ncumul_vent": null, "ncumul_released": 100.0, "ncumul_deceased": 21.0, "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": 270.5391387044904, "ncumul_deceased_100k": 2.627808470302636}, {"date": "2020-03-25T00:00:00", "time": null, "abbreviation_canton_and_fl": "VD", "ncumul_tested": null, "ncumul_conf": 2215.0, "ncumul_hosp": 291.0, "ncumul_ICU": 58.0, "ncumul_vent": null, "ncumul_released": 117.0, "ncumul_deceased": 21.0, "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": 277.1712267485875, "ncumul_deceased_100k": 2.627808470302636}, {"date": "2020-03-21T00:00:00", "time": null, 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"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}, {"date": "2020-03-25T00:00:00", "time": "08:00", "abbreviation_canton_and_fl": "AR", 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"ncumul_conf_100k": 260.14245896562403, "ncumul_deceased_100k": 12.387736141220191}, {"date": "2020-03-27T00:00:00", "time": "08:00", "abbreviation_canton_and_fl": "AR", "ncumul_tested": null, "ncumul_conf": 43.0, "ncumul_hosp": null, "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": 266.33632703623414, "ncumul_deceased_100k": 12.387736141220191}]}};
       var embedOpt = {"mode": "vega-lite"};
 
       function showError(el, error){
diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index ebb70ea6333252a4c3d2c65e3c0e7e46cbfb4234..e7e214d9153ee565a2434a55ff636347182d5da9 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.484766,
-     "end_time": "2020-03-26T13:22:48.268772",
+     "duration": 0.579187,
+     "end_time": "2020-03-27T08:24:28.975882",
      "exception": false,
-     "start_time": "2020-03-26T13:22:47.784006",
+     "start_time": "2020-03-27T08:24:28.396695",
      "status": "completed"
     },
     "tags": []
@@ -33,10 +33,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.028053,
-     "end_time": "2020-03-26T13:22:48.317261",
+     "duration": 0.023134,
+     "end_time": "2020-03-27T08:24:29.013672",
      "exception": false,
-     "start_time": "2020-03-26T13:22:48.289208",
+     "start_time": "2020-03-27T08:24:28.990538",
      "status": "completed"
     },
     "tags": [
@@ -60,10 +60,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.026441,
-     "end_time": "2020-03-26T13:22:48.356577",
+     "duration": 0.023729,
+     "end_time": "2020-03-27T08:24:29.052591",
      "exception": false,
-     "start_time": "2020-03-26T13:22:48.330136",
+     "start_time": "2020-03-27T08:24:29.028862",
      "status": "completed"
     },
     "tags": [
@@ -73,11 +73,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/rh_o282i/notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/59df733c/notebooks/Dashboard.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/Dashboard.run.ipynb\"\n",
-    "ts_folder = \"/tmp/rh_o282i/data/covid-19_jhu-csse\"\n",
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+       "<div id=\"altair-viz-95d0496add71433e8bf2a65d1f88ce56\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-7a63ed7644b44fa89c0e694e6b7a0be2\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-95d0496add71433e8bf2a65d1f88ce56\");\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",
@@ -779,7 +779,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
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0.5074191956444324}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 5, \"Confirmed\": 171, \"Confirmed/100k\": 0.8130576585179794}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 6, \"Confirmed\": 241, \"Confirmed/100k\": 1.0207731187233025}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 7, \"Confirmed\": 289, \"Confirmed/100k\": 1.1632065771498097}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 8, \"Confirmed\": 408, \"Confirmed/100k\": 1.5163228594988591}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 9, \"Confirmed\": 459, \"Confirmed/100k\": 1.6676584090770232}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 10, \"Confirmed\": 664, \"Confirmed/100k\": 2.275967971106898}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 11, \"Confirmed\": 797, \"Confirmed/100k\": 2.6706273454970124}, {\"Country/Region\": \"Saudi Arabia\", \"Days\": 12, \"Confirmed\": 909, \"Confirmed/100k\": 3.0029720818255288}, {\"Country/Region\": \"Spain\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.25682870610404146}, {\"Country/Region\": \"Spain\", \"Days\": 1, \"Confirmed\": 45, \"Confirmed/100k\": 0.353139470893057}, {\"Country/Region\": \"Spain\", \"Days\": 2, \"Confirmed\": 102, \"Confirmed/100k\": 0.4751331062924767}, {\"Country/Region\": \"Spain\", \"Days\": 3, \"Confirmed\": 139, \"Confirmed/100k\": 0.5543219573412228}, {\"Country/Region\": \"Spain\", \"Days\": 4, \"Confirmed\": 280, \"Confirmed/100k\": 0.8560956870134715}, {\"Country/Region\": \"Spain\", \"Days\": 5, \"Confirmed\": 380, \"Confirmed/100k\": 1.0701196087668394}, {\"Country/Region\": \"Spain\", \"Days\": 6, \"Confirmed\": 553, \"Confirmed/100k\": 1.4403809934001657}, {\"Country/Region\": \"Spain\", \"Days\": 7, \"Confirmed\": 953, \"Confirmed/100k\": 2.2964766804136367}, {\"Country/Region\": \"Spain\", \"Days\": 8, \"Confirmed\": 1575, \"Confirmed/100k\": 3.6277054737195855}, {\"Country/Region\": \"Spain\", \"Days\": 9, \"Confirmed\": 2157, \"Confirmed/100k\": 4.873324698324187}, {\"Country/Region\": \"Spain\", \"Days\": 10, \"Confirmed\": 2157, \"Confirmed/100k\": 4.873324698324187}, {\"Country/Region\": \"Spain\", \"Days\": 11, \"Confirmed\": 5112, \"Confirmed/100k\": 11.197731586136207}, {\"Country/Region\": \"Spain\", \"Days\": 12, \"Confirmed\": 6271, \"Confirmed/100k\": 13.678268839257742}, {\"Country/Region\": \"Spain\", \"Days\": 13, \"Confirmed\": 7678, \"Confirmed/100k\": 16.689585418327628}, {\"Country/Region\": \"Spain\", \"Days\": 14, \"Confirmed\": 9822, \"Confirmed/100k\": 21.278258300719834}, {\"Country/Region\": \"Spain\", \"Days\": 15, \"Confirmed\": 11628, \"Confirmed/100k\": 25.14353032758566}, {\"Country/Region\": \"Spain\", \"Days\": 16, \"Confirmed\": 13790, \"Confirmed/100k\": 29.770727515893466}, {\"Country/Region\": \"Spain\", \"Days\": 17, \"Confirmed\": 17843, \"Confirmed/100k\": 38.445117064557465}, {\"Country/Region\": \"Spain\", \"Days\": 18, \"Confirmed\": 20290, \"Confirmed/100k\": 43.68228242986238}, {\"Country/Region\": \"Spain\", \"Days\": 19, \"Confirmed\": 25254, \"Confirmed/100k\": 54.30642990569957}, {\"Country/Region\": \"Spain\", \"Days\": 20, \"Confirmed\": 28648, \"Confirmed/100k\": 61.57040181000888}, {\"Country/Region\": \"Spain\", \"Days\": 21, \"Confirmed\": 35016, \"Confirmed/100k\": 75.19944514726333}, {\"Country/Region\": \"Spain\", \"Days\": 22, \"Confirmed\": 39765, \"Confirmed/100k\": 85.36344119133078}, {\"Country/Region\": \"Spain\", \"Days\": 23, \"Confirmed\": 49395, \"Confirmed/100k\": 105.97394485618014}, {\"Country/Region\": \"Spain\", \"Days\": 24, \"Confirmed\": 57666, \"Confirmed/100k\": 123.67586342440114}, {\"Country/Region\": \"Sweden\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.9918321152292876}, {\"Country/Region\": \"Sweden\", \"Days\": 1, \"Confirmed\": 60, \"Confirmed/100k\": 1.581039312395201}, {\"Country/Region\": \"Sweden\", \"Days\": 2, \"Confirmed\": 102, \"Confirmed/100k\": 1.99348435041134}, {\"Country/Region\": \"Sweden\", \"Days\": 3, \"Confirmed\": 147, \"Confirmed/100k\": 2.435389748285776}, {\"Country/Region\": \"Sweden\", \"Days\": 4, \"Confirmed\": 254, \"Confirmed/100k\": 3.4861425832316537}, {\"Country/Region\": \"Sweden\", \"Days\": 5, \"Confirmed\": 399, \"Confirmed/100k\": 4.9100599763826125}, {\"Country/Region\": \"Sweden\", \"Days\": 6, \"Confirmed\": 498, \"Confirmed/100k\": 5.882251851706369}, {\"Country/Region\": \"Sweden\", \"Days\": 7, \"Confirmed\": 713, \"Confirmed/100k\": 7.993577641550892}, {\"Country/Region\": \"Sweden\", \"Days\": 8, \"Confirmed\": 860, \"Confirmed/100k\": 9.437135274607376}, {\"Country/Region\": \"Sweden\", \"Days\": 9, \"Confirmed\": 921, \"Confirmed/100k\": 10.036162591726056}, {\"Country/Region\": \"Sweden\", \"Days\": 10, \"Confirmed\": 1002, \"Confirmed/100k\": 10.831592307900042}, {\"Country/Region\": \"Sweden\", \"Days\": 11, \"Confirmed\": 1089, \"Confirmed/100k\": 11.685942743790614}, {\"Country/Region\": \"Sweden\", \"Days\": 12, \"Confirmed\": 1178, \"Confirmed/100k\": 12.559933419586716}, {\"Country/Region\": \"Sweden\", \"Days\": 13, \"Confirmed\": 1338, \"Confirmed/100k\": 14.131152612029155}, {\"Country/Region\": \"Sweden\", \"Days\": 14, \"Confirmed\": 1538, \"Confirmed/100k\": 16.0951766025822}, {\"Country/Region\": \"Sweden\", \"Days\": 15, \"Confirmed\": 1662, \"Confirmed/100k\": 17.31287147672509}, {\"Country/Region\": \"Sweden\", \"Days\": 16, \"Confirmed\": 1833, \"Confirmed/100k\": 18.99211198864794}, {\"Country/Region\": \"Sweden\", \"Days\": 17, \"Confirmed\": 1945, \"Confirmed/100k\": 20.09196542335765}, {\"Country/Region\": \"Sweden\", \"Days\": 18, \"Confirmed\": 2185, \"Confirmed/100k\": 22.448794212021298}, {\"Country/Region\": \"Sweden\", \"Days\": 19, \"Confirmed\": 2425, \"Confirmed/100k\": 24.805623000684953}, {\"Country/Region\": \"Sweden\", \"Days\": 20, \"Confirmed\": 2739, \"Confirmed/100k\": 27.889140665853233}, {\"Country/Region\": \"Switzerland\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 1.3385712958884843}, {\"Country/Region\": \"Switzerland\", \"Days\": 1, \"Confirmed\": 100, \"Confirmed/100k\": 2.5127566431590846}, {\"Country/Region\": \"Switzerland\", \"Days\": 2, \"Confirmed\": 154, \"Confirmed/100k\": 3.1468167306852086}, {\"Country/Region\": \"Switzerland\", \"Days\": 3, \"Confirmed\": 223, \"Confirmed/100k\": 3.957004620301923}, {\"Country/Region\": \"Switzerland\", \"Days\": 4, \"Confirmed\": 260, \"Confirmed/100k\": 4.391453198792045}, {\"Country/Region\": \"Switzerland\", \"Days\": 5, \"Confirmed\": 377, \"Confirmed/100k\": 5.7652500550986465}, {\"Country/Region\": \"Switzerland\", \"Days\": 6, \"Confirmed\": 538, \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Days\": 7, \"Confirmed\": 538, \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Days\": 8, \"Confirmed\": 1025, \"Confirmed/100k\": 13.373971105412135}, {\"Country/Region\": \"Switzerland\", \"Days\": 9, \"Confirmed\": 1245, \"Confirmed/100k\": 15.957178869407455}, {\"Country/Region\": \"Switzerland\", \"Days\": 10, \"Confirmed\": 2086, \"Confirmed/100k\": 25.8320776399532}, {\"Country/Region\": \"Switzerland\", \"Days\": 11, \"Confirmed\": 2086, \"Confirmed/100k\": 25.8320776399532}, {\"Country/Region\": \"Switzerland\", \"Days\": 12, \"Confirmed\": 2586, \"Confirmed/100k\": 31.70300437630621}, {\"Country/Region\": \"Switzerland\", \"Days\": 13, \"Confirmed\": 2914, \"Confirmed/100k\": 35.554332315353776}, {\"Country/Region\": \"Switzerland\", \"Days\": 14, \"Confirmed\": 3961, \"Confirmed/100k\": 47.84805290127696}, {\"Country/Region\": \"Switzerland\", \"Days\": 15, \"Confirmed\": 5180, \"Confirmed/100k\": 62.161372284505575}, {\"Country/Region\": \"Switzerland\", \"Days\": 16, \"Confirmed\": 6461, \"Confirmed/100k\": 77.20268658304197}, {\"Country/Region\": \"Switzerland\", \"Days\": 17, \"Confirmed\": 7360, \"Confirmed/100k\": 87.75861285500467}, {\"Country/Region\": \"Switzerland\", \"Days\": 18, \"Confirmed\": 8681, \"Confirmed/100k\": 103.26960129244931}, {\"Country/Region\": \"Switzerland\", \"Days\": 19, \"Confirmed\": 9763, \"Confirmed/100k\": 115.9742867499172}, {\"Country/Region\": \"Switzerland\", \"Days\": 20, \"Confirmed\": 10783, \"Confirmed/100k\": 127.9509772920773}, {\"Country/Region\": \"Switzerland\", \"Days\": 21, \"Confirmed\": 11697, \"Confirmed/100k\": 138.6830313661306}, {\"Country/Region\": \"Thailand\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.16419764303213474}, {\"Country/Region\": \"Thailand\", \"Days\": 1, \"Confirmed\": 33, \"Confirmed/100k\": 0.21172853969933164}, {\"Country/Region\": \"Thailand\", \"Days\": 2, \"Confirmed\": 63, \"Confirmed/100k\": 0.2549384457604197}, {\"Country/Region\": \"Thailand\", \"Days\": 3, \"Confirmed\": 98, \"Confirmed/100k\": 0.3053500028316892}, {\"Country/Region\": \"Thailand\", \"Days\": 4, \"Confirmed\": 158, \"Confirmed/100k\": 0.3917698149538653}, {\"Country/Region\": \"Thailand\", \"Days\": 5, \"Confirmed\": 208, \"Confirmed/100k\": 0.4637863250556788}, {\"Country/Region\": \"Thailand\", \"Days\": 6, \"Confirmed\": 297, \"Confirmed/100k\": 0.5919757130369068}, {\"Country/Region\": \"Thailand\", \"Days\": 7, \"Confirmed\": 485, \"Confirmed/100k\": 0.8627577910197255}, {\"Country/Region\": \"Thailand\", \"Days\": 8, \"Confirmed\": 607, \"Confirmed/100k\": 1.0384780756681504}, {\"Country/Region\": \"Thailand\", \"Days\": 9, \"Confirmed\": 713, \"Confirmed/100k\": 1.191153077083995}, {\"Country/Region\": \"Thailand\", \"Days\": 10, \"Confirmed\": 820, \"Confirmed/100k\": 1.345268408701876}, {\"Country/Region\": \"Thailand\", \"Days\": 11, \"Confirmed\": 931, \"Confirmed/100k\": 1.5051450611279018}, {\"Country/Region\": \"Turkey\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.2332369335932176}, {\"Country/Region\": \"Turkey\", \"Days\": 1, \"Confirmed\": 167, \"Confirmed/100k\": 0.436104474791485}, {\"Country/Region\": \"Turkey\", \"Days\": 2, \"Confirmed\": 478, \"Confirmed/100k\": 0.8138997161846656}, {\"Country/Region\": \"Turkey\", \"Days\": 3, \"Confirmed\": 1044, \"Confirmed/100k\": 1.5014627600063382}, {\"Country/Region\": \"Turkey\", \"Days\": 4, \"Confirmed\": 1337, \"Confirmed/100k\": 1.8573920388751548}, {\"Country/Region\": \"Turkey\", \"Days\": 5, \"Confirmed\": 1680, \"Confirmed/100k\": 2.274060102533872}, {\"Country/Region\": \"Turkey\", \"Days\": 6, \"Confirmed\": 2241, \"Confirmed/100k\": 2.9555492678765543}, {\"Country/Region\": \"Turkey\", \"Days\": 7, \"Confirmed\": 3437, \"Confirmed/100k\": 4.408421000050971}, {\"Country/Region\": \"US\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.03606715942271932}, {\"Country/Region\": \"US\", \"Days\": 1, \"Confirmed\": 31, \"Confirmed/100k\": 0.04554243011851846}, {\"Country/Region\": \"US\", \"Days\": 2, \"Confirmed\": 99, \"Confirmed/100k\": 0.06632689487059401}, {\"Country/Region\": \"US\", \"Days\": 3, \"Confirmed\": 144, \"Confirmed/100k\": 0.0800813200741734}, {\"Country/Region\": \"US\", \"Days\": 4, \"Confirmed\": 284, \"Confirmed/100k\": 0.122872865151976}, {\"Country/Region\": \"US\", \"Days\": 5, \"Confirmed\": 400, \"Confirmed/100k\": 0.15832871678786953}, {\"Country/Region\": \"US\", \"Days\": 6, \"Confirmed\": 465, \"Confirmed/100k\": 0.17819621985970646}, {\"Country/Region\": \"US\", \"Days\": 7, \"Confirmed\": 841, \"Confirmed/100k\": 0.2931220837829477}, {\"Country/Region\": \"US\", \"Days\": 8, \"Confirmed\": 1163, \"Confirmed/100k\": 0.3915426374618936}, {\"Country/Region\": \"US\", \"Days\": 9, \"Confirmed\": 1545, \"Confirmed/100k\": 0.508302424745612}, {\"Country/Region\": \"US\", \"Days\": 10, \"Confirmed\": 2061, \"Confirmed/100k\": 0.6660198337466559}, {\"Country/Region\": \"US\", \"Days\": 11, \"Confirmed\": 2609, \"Confirmed/100k\": 0.8335181673369116}, {\"Country/Region\": \"US\", \"Days\": 12, \"Confirmed\": 3381, \"Confirmed/100k\": 1.0694829730516515}, {\"Country/Region\": \"US\", \"Days\": 13, \"Confirmed\": 4514, \"Confirmed/100k\": 1.4157888342884395}, {\"Country/Region\": \"US\", \"Days\": 14, \"Confirmed\": 6303, \"Confirmed/100k\": 1.962603649604074}, {\"Country/Region\": \"US\", \"Days\": 15, \"Confirmed\": 7665, \"Confirmed/100k\": 2.3789042524324104}, {\"Country/Region\": \"US\", \"Days\": 16, \"Confirmed\": 13559, \"Confirmed/100k\": 4.1804283002078995}, {\"Country/Region\": \"US\", \"Days\": 17, \"Confirmed\": 18982, \"Confirmed/100k\": 5.837989364185924}, {\"Country/Region\": \"US\", \"Days\": 18, \"Confirmed\": 25371, \"Confirmed/100k\": 7.790812089200786}, {\"Country/Region\": \"US\", \"Days\": 19, \"Confirmed\": 33158, \"Confirmed/100k\": 10.170938957206848}, {\"Country/Region\": \"US\", \"Days\": 20, \"Confirmed\": 43729, \"Confirmed/100k\": 13.402006264474355}, {\"Country/Region\": \"US\", \"Days\": 21, \"Confirmed\": 53622, \"Confirmed/100k\": 16.425840232007932}, {\"Country/Region\": \"US\", \"Days\": 22, \"Confirmed\": 65660, \"Confirmed/100k\": 20.10530180091213}, {\"Country/Region\": \"US\", \"Days\": 23, \"Confirmed\": 83718, \"Confirmed/100k\": 25.62479980816184}, {\"Country/Region\": \"United Kingdom\", \"Days\": 0, \"Confirmed\": 0, \"Confirmed/100k\": 0.17446497270503022}, {\"Country/Region\": \"United Kingdom\", \"Days\": 1, \"Confirmed\": 48, \"Confirmed/100k\": 0.2466573752036634}, {\"Country/Region\": \"United Kingdom\", \"Days\": 2, \"Confirmed\": 91, \"Confirmed/100k\": 0.3113297357753557}, {\"Country/Region\": \"United Kingdom\", \"Days\": 3, \"Confirmed\": 158, \"Confirmed/100k\": 0.4120982975963645}, {\"Country/Region\": \"United Kingdom\", \"Days\": 4, \"Confirmed\": 206, \"Confirmed/100k\": 0.4842907000949977}, {\"Country/Region\": \"United Kingdom\", \"Days\": 5, \"Confirmed\": 268, \"Confirmed/100k\": 0.5775392199890655}, {\"Country/Region\": \"United Kingdom\", \"Days\": 6, \"Confirmed\": 343, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 7, \"Confirmed\": 343, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 8, \"Confirmed\": 686, \"Confirmed/100k\": 1.2062147250813295}, {\"Country/Region\": \"United Kingdom\", \"Days\": 9, \"Confirmed\": 1028, \"Confirmed/100k\": 1.7205855928840912}, {\"Country/Region\": \"United Kingdom\", \"Days\": 10, \"Confirmed\": 1029, \"Confirmed/100k\": 1.7220896012694793}, {\"Country/Region\": \"United Kingdom\", \"Days\": 11, \"Confirmed\": 1435, \"Confirmed/100k\": 2.332717005737085}, {\"Country/Region\": \"United Kingdom\", \"Days\": 12, \"Confirmed\": 1844, \"Confirmed/100k\": 2.947856435360856}, {\"Country/Region\": \"United Kingdom\", \"Days\": 13, \"Confirmed\": 2526, \"Confirmed/100k\": 3.973590154195602}, {\"Country/Region\": \"United Kingdom\", \"Days\": 14, \"Confirmed\": 2600, \"Confirmed/100k\": 4.084886774714328}, {\"Country/Region\": \"United Kingdom\", \"Days\": 15, \"Confirmed\": 3898, \"Confirmed/100k\": 6.037089658948201}, {\"Country/Region\": \"United Kingdom\", \"Days\": 16, \"Confirmed\": 4951, \"Confirmed/100k\": 7.6208104887619665}, {\"Country/Region\": \"United Kingdom\", \"Days\": 17, \"Confirmed\": 5629, \"Confirmed/100k\": 8.640528174055161}, {\"Country/Region\": \"United Kingdom\", \"Days\": 18, \"Confirmed\": 6610, \"Confirmed/100k\": 10.115960400120976}, {\"Country/Region\": \"United Kingdom\", \"Days\": 19, \"Confirmed\": 8048, \"Confirmed/100k\": 12.278724458309195}, {\"Country/Region\": \"United Kingdom\", \"Days\": 20, \"Confirmed\": 9524, \"Confirmed/100k\": 14.498640835142163}, {\"Country/Region\": \"United Kingdom\", \"Days\": 21, \"Confirmed\": 11696, \"Confirmed/100k\": 17.76534704820532}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
@@ -1074,20 +1074,20 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 5.235334,
-   "end_time": "2020-03-26T13:22:52.157667",
+   "duration": 5.74695,
+   "end_time": "2020-03-27T08:24:33.300633",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/rh_o282i/notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/59df733c/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/rh_o282i/notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/59df733c/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "geodata_path": "/tmp/rh_o282i/data/geodata/geo_data.csv",
-    "rates_folder": "/tmp/rh_o282i/data/covid-19_rates",
-    "ts_folder": "/tmp/rh_o282i/data/covid-19_jhu-csse"
+    "geodata_path": "/tmp/59df733c/data/geodata/geo_data.csv",
+    "rates_folder": "/tmp/59df733c/data/covid-19_rates",
+    "ts_folder": "/tmp/59df733c/data/covid-19_jhu-csse"
    },
-   "start_time": "2020-03-26T13:22:46.922333",
+   "start_time": "2020-03-27T08:24:27.553683",
    "version": "1.1.0"
   }
  },
diff --git a/runs/ToRates.run.ipynb b/runs/ToRates.run.ipynb
index 49f2d0462c476be05184864dbd035a035fcc660f..979f74c0c1356dbb10f64343a6cb1911049de69c 100644
--- a/runs/ToRates.run.ipynb
+++ b/runs/ToRates.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.025823,
-     "end_time": "2020-03-26T13:22:40.981642",
+     "duration": 0.020969,
+     "end_time": "2020-03-27T08:23:23.700948",
      "exception": false,
-     "start_time": "2020-03-26T13:22:40.955819",
+     "start_time": "2020-03-27T08:23:23.679979",
      "status": "completed"
     },
     "tags": []
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.309273,
-     "end_time": "2020-03-26T13:22:41.302953",
+     "duration": 0.332743,
+     "end_time": "2020-03-27T08:23:24.048007",
      "exception": false,
-     "start_time": "2020-03-26T13:22:40.993680",
+     "start_time": "2020-03-27T08:23:23.715264",
      "status": "completed"
     },
     "tags": []
@@ -40,10 +40,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.029122,
-     "end_time": "2020-03-26T13:22:41.356215",
+     "duration": 0.024048,
+     "end_time": "2020-03-27T08:23:24.087404",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.327093",
+     "start_time": "2020-03-27T08:23:24.063356",
      "status": "completed"
     },
     "tags": [
@@ -64,10 +64,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.025734,
-     "end_time": "2020-03-26T13:22:41.394022",
+     "duration": 0.026683,
+     "end_time": "2020-03-27T08:23:24.130000",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.368288",
+     "start_time": "2020-03-27T08:23:24.103317",
      "status": "completed"
     },
     "tags": [
@@ -77,11 +77,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/b8zw8ggm/notebooks/process/ToRates.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/qa77nd3o/notebooks/process/ToRates.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/ToRates.run.ipynb\"\n",
-    "ts_folder = \"/tmp/b8zw8ggm/data/covid-19_jhu-csse\"\n",
-    "wb_path = \"/tmp/b8zw8ggm/data/worldbank/SP.POP.TOTL.zip\"\n",
-    "geodata_path = \"/tmp/b8zw8ggm/data/geodata/geo_data.csv\"\n",
+    "ts_folder = \"/tmp/qa77nd3o/data/covid-19_jhu-csse\"\n",
+    "wb_path = \"/tmp/qa77nd3o/data/worldbank/SP.POP.TOTL.zip\"\n",
+    "geodata_path = \"/tmp/qa77nd3o/data/geodata/geo_data.csv\"\n",
     "out_folder = \"data/covid-19_rates\"\n"
    ]
   },
@@ -89,10 +89,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011285,
-     "end_time": "2020-03-26T13:22:41.417678",
+     "duration": 0.012387,
+     "end_time": "2020-03-27T08:23:24.158849",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.406393",
+     "start_time": "2020-03-27T08:23:24.146462",
      "status": "completed"
     },
     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.032856,
-     "end_time": "2020-03-26T13:22:41.460771",
+     "duration": 0.029332,
+     "end_time": "2020-03-27T08:23:24.201268",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.427915",
+     "start_time": "2020-03-27T08:23:24.171936",
      "status": "completed"
     },
     "tags": []
@@ -135,10 +135,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.162421,
-     "end_time": "2020-03-26T13:22:41.635476",
+     "duration": 0.136002,
+     "end_time": "2020-03-27T08:23:24.352626",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.473055",
+     "start_time": "2020-03-27T08:23:24.216624",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.016634,
-     "end_time": "2020-03-26T13:22:41.669694",
+     "duration": 0.012717,
+     "end_time": "2020-03-27T08:23:24.381551",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.653060",
+     "start_time": "2020-03-27T08:23:24.368834",
      "status": "completed"
     },
     "tags": []
@@ -172,10 +172,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.049529,
-     "end_time": "2020-03-26T13:22:41.731131",
+     "duration": 0.046125,
+     "end_time": "2020-03-27T08:23:24.440601",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.681602",
+     "start_time": "2020-03-27T08:23:24.394476",
      "status": "completed"
     },
     "tags": []
@@ -191,10 +191,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01096,
-     "end_time": "2020-03-26T13:22:41.761990",
+     "duration": 0.013966,
+     "end_time": "2020-03-27T08:23:24.472536",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.751030",
+     "start_time": "2020-03-27T08:23:24.458570",
      "status": "completed"
     },
     "tags": []
@@ -208,10 +208,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.069116,
-     "end_time": "2020-03-26T13:22:41.841635",
+     "duration": 0.068228,
+     "end_time": "2020-03-27T08:23:24.553802",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.772519",
+     "start_time": "2020-03-27T08:23:24.485574",
      "status": "completed"
     },
     "tags": []
@@ -344,10 +344,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011488,
-     "end_time": "2020-03-26T13:22:41.873495",
+     "duration": 0.013037,
+     "end_time": "2020-03-27T08:23:24.583291",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.862007",
+     "start_time": "2020-03-27T08:23:24.570254",
      "status": "completed"
     },
     "tags": []
@@ -361,10 +361,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.041295,
-     "end_time": "2020-03-26T13:22:41.925422",
+     "duration": 0.036114,
+     "end_time": "2020-03-27T08:23:24.633027",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.884127",
+     "start_time": "2020-03-27T08:23:24.596913",
      "status": "completed"
     },
     "tags": []
@@ -393,10 +393,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.025143,
-     "end_time": "2020-03-26T13:22:41.973081",
+     "duration": 0.025,
+     "end_time": "2020-03-27T08:23:24.675848",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.947938",
+     "start_time": "2020-03-27T08:23:24.650848",
      "status": "completed"
     },
     "tags": []
@@ -411,10 +411,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01324,
-     "end_time": "2020-03-26T13:22:41.999080",
+     "duration": 0.017796,
+     "end_time": "2020-03-27T08:23:24.708980",
      "exception": false,
-     "start_time": "2020-03-26T13:22:41.985840",
+     "start_time": "2020-03-27T08:23:24.691184",
      "status": "completed"
     },
     "tags": []
@@ -428,10 +428,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.056999,
-     "end_time": "2020-03-26T13:22:42.074331",
+     "duration": 0.045177,
+     "end_time": "2020-03-27T08:23:24.771346",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.017332",
+     "start_time": "2020-03-27T08:23:24.726169",
      "status": "completed"
     },
     "tags": []
@@ -460,8 +460,8 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th>2020-03-24 00:00:00</th>\n",
        "      <th>2020-03-25 00:00:00</th>\n",
+       "      <th>2020-03-26 00:00:00</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -477,7 +477,7 @@
        "      <th>-77.396300</th>\n",
        "      <th>25.034300</th>\n",
        "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Congo (Brazzaville)</th>\n",
@@ -490,8 +490,8 @@
        "      <th>Congo (Kinshasa)</th>\n",
        "      <th>21.758700</th>\n",
        "      <th>-4.038300</th>\n",
-       "      <td>45</td>\n",
        "      <td>48</td>\n",
+       "      <td>51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Diamond Princess</th>\n",
@@ -518,21 +518,21 @@
        "      <th>Kyrgyzstan</th>\n",
        "      <th>74.766100</th>\n",
        "      <th>41.204400</th>\n",
-       "      <td>42</td>\n",
+       "      <td>44</td>\n",
        "      <td>44</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Laos</th>\n",
        "      <th>102.495496</th>\n",
        "      <th>19.856270</th>\n",
-       "      <td>2</td>\n",
        "      <td>3</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Saint Kitts and Nevis</th>\n",
        "      <th>-62.782998</th>\n",
        "      <th>17.357822</th>\n",
-       "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -553,61 +553,61 @@
        "      <th>Syria</th>\n",
        "      <th>38.996815</th>\n",
        "      <th>34.802075</th>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Taiwan*</th>\n",
        "      <th>121.000000</th>\n",
        "      <th>23.700000</th>\n",
-       "      <td>215</td>\n",
        "      <td>235</td>\n",
+       "      <td>252</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Venezuela</th>\n",
        "      <th>-66.589700</th>\n",
        "      <th>6.423800</th>\n",
-       "      <td>84</td>\n",
        "      <td>91</td>\n",
+       "      <td>107</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         2020-03-24 00:00:00  \\\n",
+       "                                                         2020-03-25 00:00:00  \\\n",
        "Country/Region                   Long        Lat                               \n",
        "Bahamas                          -77.396300   25.034300                    5   \n",
        "Congo (Brazzaville)               21.758700  -4.038300                     4   \n",
-       "Congo (Kinshasa)                  21.758700  -4.038300                    45   \n",
+       "Congo (Kinshasa)                  21.758700  -4.038300                    48   \n",
        "Diamond Princess                  0.000000    0.000000                   712   \n",
        "Gambia                           -15.310100   13.443200                    3   \n",
        "Holy See                          12.453400   41.902900                    4   \n",
-       "Kyrgyzstan                        74.766100   41.204400                   42   \n",
-       "Laos                              102.495496  19.856270                    2   \n",
-       "Saint Kitts and Nevis            -62.782998   17.357822                    0   \n",
+       "Kyrgyzstan                        74.766100   41.204400                   44   \n",
+       "Laos                              102.495496  19.856270                    3   \n",
+       "Saint Kitts and Nevis            -62.782998   17.357822                    2   \n",
        "Saint Lucia                      -60.978900   13.909400                    3   \n",
        "Saint Vincent and the Grenadines -61.287200   12.984300                    1   \n",
-       "Syria                             38.996815   34.802075                    1   \n",
-       "Taiwan*                           121.000000  23.700000                  215   \n",
-       "Venezuela                        -66.589700   6.423800                    84   \n",
+       "Syria                             38.996815   34.802075                    5   \n",
+       "Taiwan*                           121.000000  23.700000                  235   \n",
+       "Venezuela                        -66.589700   6.423800                    91   \n",
        "\n",
-       "                                                         2020-03-25 00:00:00  \n",
+       "                                                         2020-03-26 00:00:00  \n",
        "Country/Region                   Long        Lat                              \n",
-       "Bahamas                          -77.396300   25.034300                    5  \n",
+       "Bahamas                          -77.396300   25.034300                    9  \n",
        "Congo (Brazzaville)               21.758700  -4.038300                     4  \n",
-       "Congo (Kinshasa)                  21.758700  -4.038300                    48  \n",
+       "Congo (Kinshasa)                  21.758700  -4.038300                    51  \n",
        "Diamond Princess                  0.000000    0.000000                   712  \n",
        "Gambia                           -15.310100   13.443200                    3  \n",
        "Holy See                          12.453400   41.902900                    4  \n",
        "Kyrgyzstan                        74.766100   41.204400                   44  \n",
-       "Laos                              102.495496  19.856270                    3  \n",
+       "Laos                              102.495496  19.856270                    6  \n",
        "Saint Kitts and Nevis            -62.782998   17.357822                    2  \n",
        "Saint Lucia                      -60.978900   13.909400                    3  \n",
        "Saint Vincent and the Grenadines -61.287200   12.984300                    1  \n",
        "Syria                             38.996815   34.802075                    5  \n",
-       "Taiwan*                           121.000000  23.700000                  235  \n",
-       "Venezuela                        -66.589700   6.423800                    91  "
+       "Taiwan*                           121.000000  23.700000                  252  \n",
+       "Venezuela                        -66.589700   6.423800                   107  "
       ]
      },
      "execution_count": 10,
@@ -625,10 +625,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.02353,
-     "end_time": "2020-03-26T13:22:42.115274",
+     "duration": 0.014167,
+     "end_time": "2020-03-27T08:23:24.801950",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.091744",
+     "start_time": "2020-03-27T08:23:24.787783",
      "status": "completed"
     },
     "tags": []
@@ -642,10 +642,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.047169,
-     "end_time": "2020-03-26T13:22:42.176310",
+     "duration": 0.035341,
+     "end_time": "2020-03-27T08:23:24.851492",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.129141",
+     "start_time": "2020-03-27T08:23:24.816151",
      "status": "completed"
     },
     "tags": []
@@ -659,10 +659,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.012405,
-     "end_time": "2020-03-26T13:22:42.212063",
+     "duration": 0.013774,
+     "end_time": "2020-03-27T08:23:24.883008",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.199658",
+     "start_time": "2020-03-27T08:23:24.869234",
      "status": "completed"
     },
     "tags": []
@@ -676,10 +676,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.064872,
-     "end_time": "2020-03-26T13:22:42.289568",
+     "duration": 0.053727,
+     "end_time": "2020-03-27T08:23:24.950798",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.224696",
+     "start_time": "2020-03-27T08:23:24.897071",
      "status": "completed"
     },
     "tags": []
@@ -926,10 +926,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01249,
-     "end_time": "2020-03-26T13:22:42.324941",
+     "duration": 0.01454,
+     "end_time": "2020-03-27T08:23:24.984350",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.312451",
+     "start_time": "2020-03-27T08:23:24.969810",
      "status": "completed"
     },
     "tags": []
@@ -943,10 +943,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.049891,
-     "end_time": "2020-03-26T13:22:42.386852",
+     "duration": 0.071104,
+     "end_time": "2020-03-27T08:23:25.070228",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.336961",
+     "start_time": "2020-03-27T08:23:24.999124",
      "status": "completed"
     },
     "tags": []
@@ -971,10 +971,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.07352,
-     "end_time": "2020-03-26T13:22:42.482178",
+     "duration": 0.097596,
+     "end_time": "2020-03-27T08:23:25.186477",
      "exception": false,
-     "start_time": "2020-03-26T13:22:42.408658",
+     "start_time": "2020-03-27T08:23:25.088881",
      "status": "completed"
     },
     "tags": []
@@ -1007,21 +1007,21 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 2.639475,
-   "end_time": "2020-03-26T13:22:42.821535",
+   "duration": 2.683585,
+   "end_time": "2020-03-27T08:23:25.518455",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/b8zw8ggm/notebooks/process/ToRates.ipynb",
+   "input_path": "/tmp/qa77nd3o/notebooks/process/ToRates.ipynb",
    "output_path": "runs/ToRates.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/b8zw8ggm/notebooks/process/ToRates.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/qa77nd3o/notebooks/process/ToRates.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/ToRates.run.ipynb",
-    "geodata_path": "/tmp/b8zw8ggm/data/geodata/geo_data.csv",
+    "geodata_path": "/tmp/qa77nd3o/data/geodata/geo_data.csv",
     "out_folder": "data/covid-19_rates",
-    "ts_folder": "/tmp/b8zw8ggm/data/covid-19_jhu-csse",
-    "wb_path": "/tmp/b8zw8ggm/data/worldbank/SP.POP.TOTL.zip"
+    "ts_folder": "/tmp/qa77nd3o/data/covid-19_jhu-csse",
+    "wb_path": "/tmp/qa77nd3o/data/worldbank/SP.POP.TOTL.zip"
    },
-   "start_time": "2020-03-26T13:22:40.182060",
+   "start_time": "2020-03-27T08:23:22.834870",
    "version": "1.1.0"
   }
  },
diff --git a/runs/openzh-covid-19-dashboard.run.ipynb b/runs/openzh-covid-19-dashboard.run.ipynb
index a985c547284426003eec312ad0eb28c253bed044..54f94b8ef3329da241f8549e8dc896e2715732eb 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": 0.553898,
-     "end_time": "2020-03-26T14:05:22.248651",
+     "duration": 0.497155,
+     "end_time": "2020-03-27T08:23:58.759236",
      "exception": false,
-     "start_time": "2020-03-26T14:05:21.694753",
+     "start_time": "2020-03-27T08:23:58.262081",
      "status": "completed"
     },
     "tags": []
@@ -33,10 +33,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.020497,
-     "end_time": "2020-03-26T14:05:22.284973",
+     "duration": 0.017196,
+     "end_time": "2020-03-27T08:23:58.790200",
      "exception": false,
-     "start_time": "2020-03-26T14:05:22.264476",
+     "start_time": "2020-03-27T08:23:58.773004",
      "status": "completed"
     },
     "tags": [
@@ -57,10 +57,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.020876,
-     "end_time": "2020-03-26T14:05:22.313009",
+     "duration": 0.018381,
+     "end_time": "2020-03-27T08:23:58.816501",
      "exception": false,
-     "start_time": "2020-03-26T14:05:22.292133",
+     "start_time": "2020-03-27T08:23:58.798120",
      "status": "completed"
     },
     "tags": [
@@ -70,7 +70,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"data/openzh-covid-19/\"\n"
+    "data_path = \"/tmp/fct0i9cv/data/openzh-covid-19\"\n"
    ]
   },
   {
@@ -81,10 +81,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.021661,
-     "end_time": "2020-03-26T14:05:22.344850",
+     "duration": 0.021727,
+     "end_time": "2020-03-27T08:23:58.847058",
      "exception": false,
-     "start_time": "2020-03-26T14:05:22.323189",
+     "start_time": "2020-03-27T08:23:58.825331",
      "status": "completed"
     },
     "tags": []
@@ -105,10 +105,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.007381,
-     "end_time": "2020-03-26T14:05:22.361234",
+     "duration": 0.008489,
+     "end_time": "2020-03-27T08:23:58.866090",
      "exception": false,
-     "start_time": "2020-03-26T14:05:22.353853",
+     "start_time": "2020-03-27T08:23:58.857601",
      "status": "completed"
     },
     "tags": []
@@ -129,10 +129,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.133531,
-     "end_time": "2020-03-26T14:05:22.501475",
+     "duration": 0.142793,
+     "end_time": "2020-03-27T08:23:59.017088",
      "exception": false,
-     "start_time": "2020-03-26T14:05:22.367944",
+     "start_time": "2020-03-27T08:23:58.874295",
      "status": "completed"
     },
     "tags": []
@@ -158,10 +158,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 26.113763,
-     "end_time": "2020-03-26T14:05:48.629957",
+     "duration": 26.542783,
+     "end_time": "2020-03-27T08:24:25.572249",
      "exception": false,
-     "start_time": "2020-03-26T14:05:22.516194",
+     "start_time": "2020-03-27T08:23:59.029466",
      "status": "completed"
     },
     "tags": []
@@ -200,10 +200,10 @@
      "source_hidden": true
     },
     "papermill": {
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    "environment_variables": {},
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-   "input_path": "notebooks/openzh-covid-19-dashboard.ipynb",
+   "input_path": "/tmp/fct0i9cv/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/fct0i9cv/data/openzh-covid-19"
    },
-   "start_time": "2020-03-26T14:05:20.826696",
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diff --git a/runs/openzh-covid-19-example.run.ipynb b/runs/openzh-covid-19-example.run.ipynb
index d4def9bf76a6c4a7775a2fbccf7a46a801356ed4..459402899d567946ecd84b57823dad5736993fb4 100644
--- a/runs/openzh-covid-19-example.run.ipynb
+++ b/runs/openzh-covid-19-example.run.ipynb
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@@ -72,8 +72,8 @@
    "source": [
     "# Parameters\n",
     "save_figures = True\n",
-    "data_path = \"data/openzh-covid-19/\"\n",
-    "figures_path = \"figures/\"\n"
+    "data_path = \"/tmp/b60ve9nl/data/openzh-covid-19\"\n",
+    "figures_path = \"figures\"\n"
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