diff --git a/.renku/workflow/677506722f2a4e7397aeb805eff462a1.cwl b/.renku/workflow/677506722f2a4e7397aeb805eff462a1.cwl
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+hints: []
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+    streamable: false
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+      input_4: input_4
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+    out:
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+    run: e64b3ddf5a5d4949a231ca0ba62378d8_papermill.cwl
+  step_2:
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+      input_2: input_8
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+    out:
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+    run: 2fba4568d8784fb99872b6c8a35f66b9_papermill.cwl
+  step_3:
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+      input_7: input_19
+      input_8: input_20
+    out:
+    - output_0
+    run: 66502cc19ea049fcb7695c2f8b34d0f9_papermill.cwl
+  step_4:
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+      input_10: input_22
+      input_2: input_23
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+      input_7: input_28
+      input_8: input_29
+      input_9: input_30
+    out:
+    - output_0
+    - output_1
+    run: d03bdcf1bad440d7ad5010cd182358d1_papermill.cwl
+  step_5:
+    in:
+      input_1: input_31
+      input_2: input_32
+      input_3: input_33
+      input_4: input_34
+    out:
+    - output_0
+    run: 4a3366aed5154987aa505ac946f1e25a_papermill.cwl
+  step_6:
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+      input_10: input_35
+      input_11: input_36
+      input_2: input_37
+      input_3: input_38
+      input_4: input_39
+      input_5: input_40
+      input_6: input_41
+      input_7: input_42
+      input_8: input_43
+      input_9: input_44
+    out:
+    - output_0
+    run: edeae7a3f9bd41579941a5f9b0eaf2aa_papermill.cwl
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diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index de6212eca7ad9bbc8475a3f337c46786ca140fd4..99052909bf6b90d5750ba441ef2d42eb0c73773f 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.066726,
-     "end_time": "2020-04-17T07:30:36.827571",
+     "duration": 0.051453,
+     "end_time": "2020-04-18T18:15:25.125506",
      "exception": false,
-     "start_time": "2020-04-17T07:30:36.760845",
+     "start_time": "2020-04-18T18:15:25.074053",
      "status": "completed"
     },
     "tags": []
@@ -30,10 +30,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.587993,
-     "end_time": "2020-04-17T07:30:37.436996",
+     "duration": 0.488246,
+     "end_time": "2020-04-18T18:15:25.631099",
      "exception": false,
-     "start_time": "2020-04-17T07:30:36.849003",
+     "start_time": "2020-04-18T18:15:25.142853",
      "status": "completed"
     },
     "tags": []
@@ -56,10 +56,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.056431,
-     "end_time": "2020-04-17T07:30:37.517001",
+     "duration": 0.037544,
+     "end_time": "2020-04-18T18:15:25.684679",
      "exception": false,
-     "start_time": "2020-04-17T07:30:37.460570",
+     "start_time": "2020-04-18T18:15:25.647135",
      "status": "completed"
     },
     "tags": [
@@ -84,10 +84,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.055607,
-     "end_time": "2020-04-17T07:30:37.590665",
+     "duration": 0.034804,
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      "exception": false,
-     "start_time": "2020-04-17T07:30:37.535058",
+     "start_time": "2020-04-18T18:15:25.698170",
      "status": "completed"
     },
     "tags": [
@@ -97,12 +97,12 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/bjv34nge/notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/dlly6uyv/notebooks/Dashboard.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/Dashboard.run.ipynb\"\n",
-    "ts_folder = \"/tmp/bjv34nge/data/covid-19_jhu-csse\"\n",
-    "rates_folder = \"/tmp/bjv34nge/data/covid-19_rates\"\n",
-    "geodata_path = \"/tmp/bjv34nge/data/geodata/geo_data.csv\"\n",
-    "atlas_path = \"/tmp/bjv34nge/data/atlas\"\n"
+    "ts_folder = \"/tmp/dlly6uyv/data/covid-19_jhu-csse\"\n",
+    "rates_folder = \"/tmp/dlly6uyv/data/covid-19_rates\"\n",
+    "geodata_path = \"/tmp/dlly6uyv/data/geodata/geo_data.csv\"\n",
+    "atlas_path = \"/tmp/dlly6uyv/data/atlas\"\n"
    ]
   },
   {
@@ -113,10 +113,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 1.468559,
-     "end_time": "2020-04-17T07:30:39.081592",
+     "duration": 1.654132,
+     "end_time": "2020-04-18T18:15:27.401674",
      "exception": false,
-     "start_time": "2020-04-17T07:30:37.613033",
+     "start_time": "2020-04-18T18:15:25.747542",
      "status": "completed"
     },
     "tags": []
@@ -147,10 +147,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.055239,
-     "end_time": "2020-04-17T07:30:39.160813",
+     "duration": 0.049906,
+     "end_time": "2020-04-18T18:15:27.467522",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.105574",
+     "start_time": "2020-04-18T18:15:27.417616",
      "status": "completed"
     },
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@@ -172,10 +172,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011406,
-     "end_time": "2020-04-17T07:30:39.194014",
+     "duration": 0.011698,
+     "end_time": "2020-04-18T18:15:27.493345",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.182608",
+     "start_time": "2020-04-18T18:15:27.481647",
      "status": "completed"
     },
     "tags": []
@@ -196,10 +196,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.058917,
-     "end_time": "2020-04-17T07:30:39.262798",
+     "duration": 0.048034,
+     "end_time": "2020-04-18T18:15:27.561017",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.203881",
+     "start_time": "2020-04-18T18:15:27.512983",
      "status": "completed"
     },
     "tags": []
@@ -208,7 +208,7 @@
     {
      "data": {
       "text/html": [
-       "<em>Data up to Apr 16 2020; countries with 500 or more confirmed cases.</em>"
+       "<em>Data up to Apr 17 2020; countries with 500 or more confirmed cases.</em>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -227,10 +227,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011367,
-     "end_time": "2020-04-17T07:30:39.291669",
+     "duration": 0.012321,
+     "end_time": "2020-04-18T18:15:27.589650",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.280302",
+     "start_time": "2020-04-18T18:15:27.577329",
      "status": "completed"
     },
     "tags": []
@@ -247,10 +247,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.055013,
-     "end_time": "2020-04-17T07:30:39.356851",
+     "duration": 0.044999,
+     "end_time": "2020-04-18T18:15:27.646871",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.301838",
+     "start_time": "2020-04-18T18:15:27.601872",
      "status": "completed"
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     "tags": []
@@ -268,10 +268,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.054705,
-     "end_time": "2020-04-17T07:30:39.432882",
+     "duration": 0.044553,
+     "end_time": "2020-04-18T18:15:27.708558",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.378177",
+     "start_time": "2020-04-18T18:15:27.664005",
      "status": "completed"
     },
     "tags": []
@@ -289,10 +289,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.152121,
-     "end_time": "2020-04-17T07:30:39.607356",
+     "duration": 0.137616,
+     "end_time": "2020-04-18T18:15:27.863601",
      "exception": false,
-     "start_time": "2020-04-17T07:30:39.455235",
+     "start_time": "2020-04-18T18:15:27.725985",
      "status": "completed"
     },
     "tags": []
@@ -302,10 +302,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-1d24afde83914249a43f8b9a8792ec95\"></div>\n",
+       "<div id=\"altair-viz-70d6e93ad3e248eeaaa511513e54898e\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-1d24afde83914249a43f8b9a8792ec95\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-70d6e93ad3e248eeaaa511513e54898e\");\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",
@@ -346,7 +346,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300, \"stroke\": null}}, \"layer\": [{\"data\": {\"sphere\": true}, \"mark\": {\"type\": \"geoshape\", \"fill\": \"#cae6ef\"}}, {\"data\": {\"graticule\": true}, \"mark\": {\"type\": \"geoshape\", \"stroke\": \"white\", \"strokeWidth\": 0.5}}, {\"data\": {\"url\": \"https://vega.github.io/vega-datasets/data/world-110m.json\", \"format\": {\"feature\": \"countries\", \"type\": \"topojson\"}}, \"mark\": {\"type\": \"geoshape\", \"fill\": \"#dddddd\", \"stroke\": \"#aaaaaa\"}}, {\"data\": {\"name\": \"data-e4204403893e97ba080405fff3285fcb\"}, \"mark\": {\"type\": \"circle\", \"opacity\": 0.6}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"latitude\": {\"field\": \"Latitude\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"Longitude\", \"type\": \"quantitative\"}, \"size\": {\"type\": \"quantitative\", \"field\": \"positive_100k\", \"title\": \"Cases\"}, \"tooltip\": [{\"type\": 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@@ -942,21 +942,21 @@
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   "papermill": {
-   "duration": 6.535492,
-   "end_time": "2020-04-17T07:30:42.449661",
+   "duration": 6.50923,
+   "end_time": "2020-04-18T18:15:30.747440",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/bjv34nge/notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/dlly6uyv/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/bjv34nge/notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/dlly6uyv/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "atlas_path": "/tmp/bjv34nge/data/atlas",
-    "geodata_path": "/tmp/bjv34nge/data/geodata/geo_data.csv",
-    "rates_folder": "/tmp/bjv34nge/data/covid-19_rates",
-    "ts_folder": "/tmp/bjv34nge/data/covid-19_jhu-csse"
+    "atlas_path": "/tmp/dlly6uyv/data/atlas",
+    "geodata_path": "/tmp/dlly6uyv/data/geodata/geo_data.csv",
+    "rates_folder": "/tmp/dlly6uyv/data/covid-19_rates",
+    "ts_folder": "/tmp/dlly6uyv/data/covid-19_jhu-csse"
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-   "start_time": "2020-04-17T07:30:35.914169",
+   "start_time": "2020-04-18T18:15:24.238210",
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diff --git a/runs/covid-19-ecdc.run.ipynb b/runs/covid-19-ecdc.run.ipynb
index 72f1377a992d6a265adfe6b22c386e26458c691e..9a1bd6fe7a5b1c783a4514806b06e9569953593e 100644
--- a/runs/covid-19-ecdc.run.ipynb
+++ b/runs/covid-19-ecdc.run.ipynb
@@ -8,10 +8,10 @@
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-     "end_time": "2020-04-17T07:30:44.414361",
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-     "start_time": "2020-04-17T07:30:44.336852",
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@@ -30,10 +30,10 @@
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-     "start_time": "2020-04-17T07:30:44.429799",
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@@ -55,10 +55,10 @@
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    "metadata": {
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-     "end_time": "2020-04-17T07:30:44.960056",
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-     "start_time": "2020-04-17T07:30:44.949779",
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@@ -77,10 +77,10 @@
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@@ -104,10 +104,10 @@
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+     "end_time": "2020-04-18T18:15:22.031599",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.031208",
+     "start_time": "2020-04-18T18:15:22.001430",
      "status": "completed"
     },
     "tags": [
@@ -128,10 +128,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.046395,
-     "end_time": "2020-04-17T07:30:45.145000",
+     "duration": 0.037097,
+     "end_time": "2020-04-18T18:15:22.080009",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.098605",
+     "start_time": "2020-04-18T18:15:22.042912",
      "status": "completed"
     },
     "tags": [
@@ -141,8 +141,8 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"/tmp/ru2bpacw/data/covid-19-ecdc\"\n",
-    "atlas_path = \"/tmp/ru2bpacw/data/atlas\"\n"
+    "data_path = \"/tmp/l67cfk6_/data/covid-19-ecdc\"\n",
+    "atlas_path = \"/tmp/l67cfk6_/data/atlas\"\n"
    ]
   },
   {
@@ -153,10 +153,10 @@
      "source_hidden": true
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     "papermill": {
-     "duration": 0.323674,
-     "end_time": "2020-04-17T07:30:45.481700",
+     "duration": 0.381492,
+     "end_time": "2020-04-18T18:15:22.473359",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.158026",
+     "start_time": "2020-04-18T18:15:22.091867",
      "status": "completed"
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     "tags": []
@@ -175,10 +175,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.069495,
-     "end_time": "2020-04-17T07:30:45.569220",
+     "duration": 0.04943,
+     "end_time": "2020-04-18T18:15:22.536885",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.499725",
+     "start_time": "2020-04-18T18:15:22.487455",
      "status": "completed"
     },
     "tags": []
@@ -198,10 +198,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008729,
-     "end_time": "2020-04-17T07:30:45.593589",
+     "duration": 0.008687,
+     "end_time": "2020-04-18T18:15:22.557886",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.584860",
+     "start_time": "2020-04-18T18:15:22.549199",
      "status": "completed"
     },
     "tags": []
@@ -214,10 +214,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.007208,
-     "end_time": "2020-04-17T07:30:45.608672",
+     "duration": 0.008672,
+     "end_time": "2020-04-18T18:15:22.575492",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.601464",
+     "start_time": "2020-04-18T18:15:22.566820",
      "status": "completed"
     },
     "tags": []
@@ -234,10 +234,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.078844,
-     "end_time": "2020-04-17T07:30:45.695302",
+     "duration": 0.066535,
+     "end_time": "2020-04-18T18:15:22.650949",
      "exception": false,
-     "start_time": "2020-04-17T07:30:45.616458",
+     "start_time": "2020-04-18T18:15:22.584414",
      "status": "completed"
     },
     "tags": []
@@ -247,10 +247,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-82aeaf9baed147db8a09090ce320d438\"></div>\n",
+       "<div id=\"altair-viz-67f3a302392a4bb2850eed7fb11b3ce5\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-82aeaf9baed147db8a09090ce320d438\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-67f3a302392a4bb2850eed7fb11b3ce5\");\n",
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@@ -355,10 +355,10 @@
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@@ -501,17 +501,17 @@
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    "output_path": "runs/covid-19-ecdc.run.ipynb",
    "parameters": {
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diff --git a/runs/covid-19-italy.run.ipynb b/runs/covid-19-italy.run.ipynb
index 7e3c07eda273d718707adf54b1a297815accd3be..cae315e40e73ded1702ddfa704653387ee1e2176 100644
--- a/runs/covid-19-italy.run.ipynb
+++ b/runs/covid-19-italy.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
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-     "end_time": "2020-04-17T07:31:05.887257",
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-     "start_time": "2020-04-17T07:31:05.861945",
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      "status": "completed"
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     "tags": []
@@ -23,10 +23,10 @@
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    "metadata": {
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@@ -42,10 +42,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
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-     "end_time": "2020-04-17T07:31:06.500901",
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      "status": "completed"
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     "tags": []
@@ -66,10 +66,10 @@
    "execution_count": 3,
    "metadata": {
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-     "end_time": "2020-04-17T07:31:06.548430",
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     "tags": []
@@ -90,10 +90,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
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-     "end_time": "2020-04-17T07:31:06.592141",
+     "duration": 0.041533,
+     "end_time": "2020-04-18T18:15:09.720506",
      "exception": false,
-     "start_time": "2020-04-17T07:31:06.559695",
+     "start_time": "2020-04-18T18:15:09.678973",
      "status": "completed"
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     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
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-     "end_time": "2020-04-17T07:31:06.638086",
+     "duration": 0.041688,
+     "end_time": "2020-04-18T18:15:09.781248",
      "exception": false,
-     "start_time": "2020-04-17T07:31:06.604464",
+     "start_time": "2020-04-18T18:15:09.739560",
      "status": "completed"
     },
     "tags": [
@@ -123,7 +123,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_folder = \"/tmp/67mjm5c7/data/covid-19-italy\"\n"
+    "data_folder = \"/tmp/2c6dsyu7/data/covid-19-italy\"\n"
    ]
   },
   {
@@ -131,10 +131,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.065406,
-     "end_time": "2020-04-17T07:31:06.715232",
+     "duration": 0.072064,
+     "end_time": "2020-04-18T18:15:09.870647",
      "exception": false,
-     "start_time": "2020-04-17T07:31:06.649826",
+     "start_time": "2020-04-18T18:15:09.798583",
      "status": "completed"
     },
     "tags": []
@@ -154,10 +154,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.058163,
-     "end_time": "2020-04-17T07:31:06.794995",
+     "duration": 0.047872,
+     "end_time": "2020-04-18T18:15:09.937064",
      "exception": false,
-     "start_time": "2020-04-17T07:31:06.736832",
+     "start_time": "2020-04-18T18:15:09.889192",
      "status": "completed"
     },
     "tags": []
@@ -173,10 +173,10 @@
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    "metadata": {
     "papermill": {
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-     "end_time": "2020-04-17T07:31:06.827265",
+     "duration": 0.014633,
+     "end_time": "2020-04-18T18:15:09.970794",
      "exception": false,
-     "start_time": "2020-04-17T07:31:06.815439",
+     "start_time": "2020-04-18T18:15:09.956161",
      "status": "completed"
     },
     "tags": []
@@ -190,10 +190,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.111063,
-     "end_time": "2020-04-17T07:31:06.949375",
+     "duration": 0.107878,
+     "end_time": "2020-04-18T18:15:10.093397",
      "exception": false,
-     "start_time": "2020-04-17T07:31:06.838312",
+     "start_time": "2020-04-18T18:15:09.985519",
      "status": "completed"
     },
     "tags": []
@@ -203,10 +203,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-4529fdd312e848d583f398acc547825f\"></div>\n",
+       "<div id=\"altair-viz-9f4975b43c51466fbe846d27fb2d000d\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-4529fdd312e848d583f398acc547825f\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-9f4975b43c51466fbe846d27fb2d000d\");\n",
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        "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
@@ -247,7 +247,7 @@
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\"new_current_positive\": 4492, \"new_positive\": 6153, \"recovered\": 10361, \"dead\": 8165, \"total_cases\": 80539, \"tests\": 361060, \"New cases per day\": 6153.0}, {\"date\": \"2020-03-27T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 26029, \"intensive_care\": 3732, \"total_hospitalised\": 29761, \"home_confinement\": 36653, \"total_positive\": 66414, \"new_current_positive\": 4401, \"new_positive\": 5959, \"recovered\": 10950, \"dead\": 9134, \"total_cases\": 86498, \"tests\": 394079, \"New cases per day\": 5959.0}, {\"date\": \"2020-03-28T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 26676, \"intensive_care\": 3856, \"total_hospitalised\": 30532, \"home_confinement\": 39533, \"total_positive\": 70065, \"new_current_positive\": 3651, \"new_positive\": 5974, \"recovered\": 12384, \"dead\": 10023, \"total_cases\": 92472, \"tests\": 429526, \"New cases per day\": 5974.0}, {\"date\": \"2020-03-29T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 27386, \"intensive_care\": 3906, \"total_hospitalised\": 31292, \"home_confinement\": 42588, \"total_positive\": 73880, \"new_current_positive\": 3815, \"new_positive\": 5217, \"recovered\": 13030, \"dead\": 10779, \"total_cases\": 97689, \"tests\": 454030, \"New cases per day\": 5217.0}, {\"date\": \"2020-03-30T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 27795, \"intensive_care\": 3981, \"total_hospitalised\": 31776, \"home_confinement\": 43752, \"total_positive\": 75528, \"new_current_positive\": 1648, \"new_positive\": 4050, \"recovered\": 14620, \"dead\": 11591, \"total_cases\": 101739, \"tests\": 477359, \"New cases per day\": 4050.0}, {\"date\": \"2020-03-31T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 28192, \"intensive_care\": 4023, \"total_hospitalised\": 32215, \"home_confinement\": 45420, \"total_positive\": 77635, \"new_current_positive\": 2107, \"new_positive\": 4053, \"recovered\": 15729, 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per day\": 2667.0, \"sinceDay0\": 50, \"country_label\": \"Italy\"}, {\"index\": 52, \"date\": \"2020-04-16T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 26893, \"intensive_care\": 2936, \"total_hospitalised\": 29829, \"home_confinement\": 76778, \"total_positive\": 106607, \"new_current_positive\": 1189, \"new_positive\": 3786, \"recovered\": 40164, \"dead\": 22170, \"total_cases\": 168941, \"tests\": 1178403, \"New cases per day\": 3786.0, \"sinceDay0\": 51, \"country_label\": \"Italy\"}, {\"index\": 53, \"date\": \"2020-04-17T17:00:00\", \"country_code\": \"ITA\", \"hospitalised_with_symptoms\": 25786, \"intensive_care\": 2812, \"total_hospitalised\": 28598, \"home_confinement\": 78364, \"total_positive\": 106962, \"new_current_positive\": 355, \"new_positive\": 3493, \"recovered\": 42727, \"dead\": 22745, \"total_cases\": 172434, \"tests\": 1244108, \"New cases per day\": 3493.0, \"sinceDay0\": 52, \"country_label\": \"Italy\"}, {\"index\": 54, \"date\": 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@@ -995,10 +995,10 @@
    "execution_count": null,
    "metadata": {
     "papermill": {
-     "duration": 0.076678,
-     "end_time": "2020-04-17T07:31:10.486333",
+     "duration": 0.084515,
+     "end_time": "2020-04-18T18:15:13.572553",
      "exception": false,
-     "start_time": "2020-04-17T07:31:10.409655",
+     "start_time": "2020-04-18T18:15:13.488038",
      "status": "completed"
     },
     "tags": []
@@ -1027,16 +1027,16 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 5.875637,
-   "end_time": "2020-04-17T07:31:10.877319",
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+   "end_time": "2020-04-18T18:15:13.964820",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/67mjm5c7/notebooks/covid-19-italy.ipynb",
+   "input_path": "/tmp/2c6dsyu7/notebooks/covid-19-italy.ipynb",
    "output_path": "runs/covid-19-italy.run.ipynb",
    "parameters": {
-    "data_folder": "/tmp/67mjm5c7/data/covid-19-italy"
+    "data_folder": "/tmp/2c6dsyu7/data/covid-19-italy"
    },
-   "start_time": "2020-04-17T07:31:05.001682",
+   "start_time": "2020-04-18T18:15:08.096545",
    "version": "1.1.0"
   }
  },
diff --git a/runs/covid-19-us-nyt.run.ipynb b/runs/covid-19-us-nyt.run.ipynb
index 9b475c8e5df8b72275e7ae019a87e52b1d04985c..c14023058435cad02350fd6f8f6ad52cc6f5a490 100644
--- a/runs/covid-19-us-nyt.run.ipynb
+++ b/runs/covid-19-us-nyt.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.021783,
-     "end_time": "2020-04-17T07:30:59.316230",
+     "duration": 0.018091,
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      "exception": false,
-     "start_time": "2020-04-17T07:30:59.294447",
+     "start_time": "2020-04-18T18:15:02.587608",
      "status": "completed"
     },
     "tags": []
@@ -23,10 +23,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.045918,
-     "end_time": "2020-04-17T07:30:59.372434",
+     "duration": 0.037931,
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      "exception": false,
-     "start_time": "2020-04-17T07:30:59.326516",
+     "start_time": "2020-04-18T18:15:02.614878",
      "status": "completed"
     },
     "tags": []
@@ -42,10 +42,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.550155,
-     "end_time": "2020-04-17T07:30:59.939175",
+     "duration": 0.522347,
+     "end_time": "2020-04-18T18:15:03.186650",
      "exception": false,
-     "start_time": "2020-04-17T07:30:59.389020",
+     "start_time": "2020-04-18T18:15:02.664303",
      "status": "completed"
     },
     "tags": []
@@ -66,10 +66,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.05171,
-     "end_time": "2020-04-17T07:31:00.018037",
+     "duration": 0.034147,
+     "end_time": "2020-04-18T18:15:03.235144",
      "exception": false,
-     "start_time": "2020-04-17T07:30:59.966327",
+     "start_time": "2020-04-18T18:15:03.200997",
      "status": "completed"
     },
     "tags": []
@@ -91,10 +91,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.054209,
-     "end_time": "2020-04-17T07:31:00.089486",
+     "duration": 0.031535,
+     "end_time": "2020-04-18T18:15:03.280202",
      "exception": false,
-     "start_time": "2020-04-17T07:31:00.035277",
+     "start_time": "2020-04-18T18:15:03.248667",
      "status": "completed"
     },
     "tags": [
@@ -113,10 +113,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.052327,
-     "end_time": "2020-04-17T07:31:00.159039",
+     "duration": 0.033377,
+     "end_time": "2020-04-18T18:15:03.324793",
      "exception": false,
-     "start_time": "2020-04-17T07:31:00.106712",
+     "start_time": "2020-04-18T18:15:03.291416",
      "status": "completed"
     },
     "tags": [
@@ -126,9 +126,9 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"/tmp/yduu29xq/data/covid-19-us-nyt\"\n",
-    "italy_data_path = \"/tmp/yduu29xq/data/covid-19-italy/dpc-covid19-ita-regioni.csv\"\n",
-    "atlas_path = \"/tmp/yduu29xq/data/atlas\"\n"
+    "data_path = \"/tmp/xpi8ltg3/data/covid-19-us-nyt\"\n",
+    "italy_data_path = \"/tmp/xpi8ltg3/data/covid-19-italy/dpc-covid19-ita-regioni.csv\"\n",
+    "atlas_path = \"/tmp/xpi8ltg3/data/atlas\"\n"
    ]
   },
   {
@@ -136,10 +136,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 2.389354,
-     "end_time": "2020-04-17T07:31:02.564765",
+     "duration": 2.706058,
+     "end_time": "2020-04-18T18:15:06.039736",
      "exception": false,
-     "start_time": "2020-04-17T07:31:00.175411",
+     "start_time": "2020-04-18T18:15:03.333678",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011401,
-     "end_time": "2020-04-17T07:31:02.594196",
+     "duration": 0.009073,
+     "end_time": "2020-04-18T18:15:06.058166",
      "exception": false,
-     "start_time": "2020-04-17T07:31:02.582795",
+     "start_time": "2020-04-18T18:15:06.049093",
      "status": "completed"
     },
     "tags": []
@@ -174,10 +174,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.076563,
-     "end_time": "2020-04-17T07:31:02.679714",
+     "duration": 0.047331,
+     "end_time": "2020-04-18T18:15:06.114518",
      "exception": false,
-     "start_time": "2020-04-17T07:31:02.603151",
+     "start_time": "2020-04-18T18:15:06.067187",
      "status": "completed"
     },
     "tags": []
@@ -194,10 +194,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.109367,
-     "end_time": "2020-04-17T07:31:02.805197",
+     "duration": 0.089815,
+     "end_time": "2020-04-18T18:15:06.213697",
      "exception": false,
-     "start_time": "2020-04-17T07:31:02.695830",
+     "start_time": "2020-04-18T18:15:06.123882",
      "status": "completed"
     },
     "tags": []
@@ -216,10 +216,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.103104,
-     "end_time": "2020-04-17T07:31:02.926011",
+     "duration": 0.08062,
+     "end_time": "2020-04-18T18:15:06.303850",
      "exception": false,
-     "start_time": "2020-04-17T07:31:02.822907",
+     "start_time": "2020-04-18T18:15:06.223230",
      "status": "completed"
     },
     "tags": []
@@ -237,10 +237,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.227945,
-     "end_time": "2020-04-17T07:31:03.174077",
+     "duration": 0.160253,
+     "end_time": "2020-04-18T18:15:06.473361",
      "exception": false,
-     "start_time": "2020-04-17T07:31:02.946132",
+     "start_time": "2020-04-18T18:15:06.313108",
      "status": "completed"
     },
     "tags": []
@@ -250,10 +250,10 @@
      "data": {
       "text/html": [
        "\n",
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+       "<div id=\"altair-viz-98b538c849ed4a56ad46d647a61ccd60\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-421812e050134b3db87be02a41e81472\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-98b538c849ed4a56ad46d647a61ccd60\");\n",
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@@ -294,7 +294,7 @@
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@@ -517,10 +517,10 @@
    "execution_count": null,
    "metadata": {
     "papermill": {
-     "duration": 0.021297,
-     "end_time": "2020-04-17T07:31:03.572287",
+     "duration": 0.019138,
+     "end_time": "2020-04-18T18:15:06.799268",
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-     "start_time": "2020-04-17T07:31:03.550990",
+     "start_time": "2020-04-18T18:15:06.780130",
      "status": "completed"
     },
     "tags": []
@@ -549,18 +549,18 @@
    "version": "3.7.3"
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   "papermill": {
-   "duration": 5.564453,
-   "end_time": "2020-04-17T07:31:04.006717",
+   "duration": 5.375752,
+   "end_time": "2020-04-18T18:15:07.128432",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/yduu29xq/notebooks/covid-19-us-nyt.ipynb",
+   "input_path": "/tmp/xpi8ltg3/notebooks/covid-19-us-nyt.ipynb",
    "output_path": "runs/covid-19-us-nyt.run.ipynb",
    "parameters": {
-    "atlas_path": "/tmp/yduu29xq/data/atlas",
-    "data_path": "/tmp/yduu29xq/data/covid-19-us-nyt",
-    "italy_data_path": "/tmp/yduu29xq/data/covid-19-italy/dpc-covid19-ita-regioni.csv"
+    "atlas_path": "/tmp/xpi8ltg3/data/atlas",
+    "data_path": "/tmp/xpi8ltg3/data/covid-19-us-nyt",
+    "italy_data_path": "/tmp/xpi8ltg3/data/covid-19-italy/dpc-covid19-ita-regioni.csv"
    },
-   "start_time": "2020-04-17T07:30:58.442264",
+   "start_time": "2020-04-18T18:15:01.752680",
    "version": "1.1.0"
   }
  },
diff --git a/runs/covidtracking.run.ipynb b/runs/covidtracking.run.ipynb
index 6b4eed445ded7b1618cabf2650c3e4d0dba30c6e..9d8541981d313fb2ad1eef461271a71d6b682fe5 100644
--- a/runs/covidtracking.run.ipynb
+++ b/runs/covidtracking.run.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.545408,
-     "end_time": "2020-04-17T07:30:48.701506",
+     "duration": 0.549264,
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      "exception": false,
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+     "start_time": "2020-04-18T18:15:15.857644",
      "status": "completed"
     },
     "tags": []
@@ -29,10 +29,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.029251,
-     "end_time": "2020-04-17T07:30:48.750511",
+     "duration": 0.031296,
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      "exception": false,
-     "start_time": "2020-04-17T07:30:48.721260",
+     "start_time": "2020-04-18T18:15:16.424500",
      "status": "completed"
     },
     "tags": []
@@ -53,10 +53,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.024081,
-     "end_time": "2020-04-17T07:30:48.793273",
+     "duration": 0.020914,
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      "exception": false,
-     "start_time": "2020-04-17T07:30:48.769192",
+     "start_time": "2020-04-18T18:15:16.469585",
      "status": "completed"
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     "tags": [
@@ -74,10 +74,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.024331,
-     "end_time": "2020-04-17T07:30:48.830311",
+     "duration": 0.022345,
+     "end_time": "2020-04-18T18:15:16.525904",
      "exception": false,
-     "start_time": "2020-04-17T07:30:48.805980",
+     "start_time": "2020-04-18T18:15:16.503559",
      "status": "completed"
     },
     "tags": [
@@ -87,8 +87,8 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"/tmp/ie_60yku/data/covidtracking\"\n",
-    "atlas_path = \"/tmp/ie_60yku/data/atlas\"\n"
+    "data_path = \"/tmp/boepfb9c/data/covidtracking\"\n",
+    "atlas_path = \"/tmp/boepfb9c/data/atlas\"\n"
    ]
   },
   {
@@ -96,10 +96,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.203075,
-     "end_time": "2020-04-17T07:30:49.044777",
+     "duration": 0.218547,
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      "exception": false,
-     "start_time": "2020-04-17T07:30:48.841702",
+     "start_time": "2020-04-18T18:15:16.538369",
      "status": "completed"
     },
     "tags": []
@@ -119,10 +119,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.123116,
-     "end_time": "2020-04-17T07:30:49.185018",
+     "duration": 0.118766,
+     "end_time": "2020-04-18T18:15:16.888872",
      "exception": false,
-     "start_time": "2020-04-17T07:30:49.061902",
+     "start_time": "2020-04-18T18:15:16.770106",
      "status": "completed"
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@@ -151,10 +151,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011372,
-     "end_time": "2020-04-17T07:30:49.214395",
+     "duration": 0.011339,
+     "end_time": "2020-04-18T18:15:16.913163",
      "exception": false,
-     "start_time": "2020-04-17T07:30:49.203023",
+     "start_time": "2020-04-18T18:15:16.901824",
      "status": "completed"
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@@ -169,10 +169,10 @@
    "cell_type": "markdown",
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     "papermill": {
-     "duration": 0.008818,
-     "end_time": "2020-04-17T07:30:49.233037",
+     "duration": 0.009671,
+     "end_time": "2020-04-18T18:15:16.933347",
      "exception": false,
-     "start_time": "2020-04-17T07:30:49.224219",
+     "start_time": "2020-04-18T18:15:16.923676",
      "status": "completed"
     },
     "tags": []
@@ -186,10 +186,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.580662,
-     "end_time": "2020-04-17T07:30:49.822540",
+     "duration": 0.598568,
+     "end_time": "2020-04-18T18:15:17.541893",
      "exception": false,
-     "start_time": "2020-04-17T07:30:49.241878",
+     "start_time": "2020-04-18T18:15:16.943325",
      "status": "completed"
     },
     "tags": []
@@ -199,10 +199,10 @@
      "data": {
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        "\n",
-       "<div id=\"altair-viz-21ab4fc6820a4ab195c97a568bd2bc00\"></div>\n",
+       "<div id=\"altair-viz-22fa498a933e4345813a5d71a30ebe06\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-21ab4fc6820a4ab195c97a568bd2bc00\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-22fa498a933e4345813a5d71a30ebe06\");\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",
@@ -243,7 +243,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
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@@ -1037,17 +1037,17 @@
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    "parameters": {
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-    "data_path": "/tmp/ie_60yku/data/covidtracking"
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diff --git a/runs/openzh-covid-19.run.ipynb b/runs/openzh-covid-19.run.ipynb
index 441c3d711015a6c9375b0ab6cbc72963354d2a16..21b053a625a396d43e251c32e14210da63ad237a 100644
--- a/runs/openzh-covid-19.run.ipynb
+++ b/runs/openzh-covid-19.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.06641,
-     "end_time": "2020-04-17T07:30:54.000007",
+     "duration": 0.044171,
+     "end_time": "2020-04-18T18:15:32.821128",
      "exception": false,
-     "start_time": "2020-04-17T07:30:53.933597",
+     "start_time": "2020-04-18T18:15:32.776957",
      "status": "completed"
     },
     "tags": []
@@ -30,10 +30,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.482638,
-     "end_time": "2020-04-17T07:30:54.500527",
+     "duration": 0.489156,
+     "end_time": "2020-04-18T18:15:33.322882",
      "exception": false,
-     "start_time": "2020-04-17T07:30:54.017889",
+     "start_time": "2020-04-18T18:15:32.833726",
      "status": "completed"
     },
     "tags": []
@@ -58,10 +58,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.049343,
-     "end_time": "2020-04-17T07:30:54.566220",
+     "duration": 0.036337,
+     "end_time": "2020-04-18T18:15:33.371984",
      "exception": false,
-     "start_time": "2020-04-17T07:30:54.516877",
+     "start_time": "2020-04-18T18:15:33.335647",
      "status": "completed"
     },
     "tags": [
@@ -83,10 +83,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.050202,
-     "end_time": "2020-04-17T07:30:54.632236",
+     "duration": 0.033734,
+     "end_time": "2020-04-18T18:15:33.417022",
      "exception": false,
-     "start_time": "2020-04-17T07:30:54.582034",
+     "start_time": "2020-04-18T18:15:33.383288",
      "status": "completed"
     },
     "tags": [
@@ -97,9 +97,9 @@
    "source": [
     "# Parameters\n",
     "save_figures = True\n",
-    "data_path = \"/tmp/w1flmqt1/data/openzh-covid-19\"\n",
+    "data_path = \"/tmp/p7mnnxzw/data/openzh-covid-19\"\n",
     "figures_path = \"figures\"\n",
-    "atlas_path = \"/tmp/w1flmqt1/data/atlas\"\n"
+    "atlas_path = \"/tmp/p7mnnxzw/data/atlas\"\n"
    ]
   },
   {
@@ -110,10 +110,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.043214,
-     "end_time": "2020-04-17T07:30:54.692965",
+     "duration": 0.034055,
+     "end_time": "2020-04-18T18:15:33.462241",
      "exception": false,
-     "start_time": "2020-04-17T07:30:54.649751",
+     "start_time": "2020-04-18T18:15:33.428186",
      "status": "completed"
     },
     "tags": []
@@ -134,10 +134,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009386,
-     "end_time": "2020-04-17T07:30:54.718982",
+     "duration": 0.009023,
+     "end_time": "2020-04-18T18:15:33.484061",
      "exception": false,
-     "start_time": "2020-04-17T07:30:54.709596",
+     "start_time": "2020-04-18T18:15:33.475038",
      "status": "completed"
     },
     "tags": []
@@ -158,10 +158,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 1.084172,
-     "end_time": "2020-04-17T07:30:55.810945",
+     "duration": 1.418472,
+     "end_time": "2020-04-18T18:15:34.911717",
      "exception": false,
-     "start_time": "2020-04-17T07:30:54.726773",
+     "start_time": "2020-04-18T18:15:33.493245",
      "status": "completed"
     },
     "tags": []
@@ -178,10 +178,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011513,
-     "end_time": "2020-04-17T07:30:55.836108",
+     "duration": 0.009356,
+     "end_time": "2020-04-18T18:15:34.934515",
      "exception": false,
-     "start_time": "2020-04-17T07:30:55.824595",
+     "start_time": "2020-04-18T18:15:34.925159",
      "status": "completed"
     },
     "tags": []
@@ -198,10 +198,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.337986,
-     "end_time": "2020-04-17T07:30:56.184452",
+     "duration": 0.303934,
+     "end_time": "2020-04-18T18:15:35.247833",
      "exception": false,
-     "start_time": "2020-04-17T07:30:55.846466",
+     "start_time": "2020-04-18T18:15:34.943899",
      "status": "completed"
     },
     "tags": []
@@ -211,10 +211,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-e67917a62f044deb90c5a861b7c2cb35\"></div>\n",
+       "<div id=\"altair-viz-1edb2aeb43444b27819255e56e9c6e08\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-e67917a62f044deb90c5a861b7c2cb35\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-1edb2aeb43444b27819255e56e9c6e08\");\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",
@@ -255,7 +255,7 @@
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        "        .then(() => displayChart(vegaEmbed));\n",
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