diff --git a/.renku/workflow/37da798c3cba4284a2eebeb2ce0d4faa.cwl b/.renku/workflow/37da798c3cba4284a2eebeb2ce0d4faa.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..9b82e33cc69b30a69024870b0228dc2b3d7719ca
--- /dev/null
+++ b/.renku/workflow/37da798c3cba4284a2eebeb2ce0d4faa.cwl
@@ -0,0 +1,66 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_2:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_3:
+    default: rates_folder
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_rates
+    streamable: false
+    type: Directory
+  input_5:
+    default: geodata_path
+    streamable: false
+    type: string
+  input_6:
+    default:
+      class: File
+      path: ../../data/geodata/geo_data.csv
+    streamable: false
+    type: File
+  input_7:
+    default:
+      class: File
+      path: ../../notebooks/Dashboard.ipynb
+    streamable: false
+    type: File
+  input_8:
+    default: runs/Dashboard.run.ipynb
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputSource: step_1/output_0
+    streamable: false
+    type: File
+requirements: []
+steps:
+  step_1:
+    in:
+      input_1: input_1
+      input_2: input_2
+      input_3: input_3
+      input_4: input_4
+      input_5: input_5
+      input_6: input_6
+      input_7: input_7
+      input_8: input_8
+    out:
+    - output_0
+    run: 4cc7ffe9d5a045efb048ef2222a40ffa_papermill.cwl
diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index 1da6b73896c8e6dadff3a8da4c6ff0c862f4d64f..5396142555f9a3f9a5a9275e64f6602c431d5b0a 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.458218,
-     "end_time": "2020-03-17T10:11:00.168855",
+     "duration": 0.559346,
+     "end_time": "2020-03-17T12:00:52.940236",
      "exception": false,
-     "start_time": "2020-03-17T10:10:59.710637",
+     "start_time": "2020-03-17T12:00:52.380890",
      "status": "completed"
     },
     "tags": []
@@ -27,10 +27,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.02119,
-     "end_time": "2020-03-17T10:11:00.211155",
+     "duration": 0.022653,
+     "end_time": "2020-03-17T12:00:52.985525",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.189965",
+     "start_time": "2020-03-17T12:00:52.962872",
      "status": "completed"
     },
     "tags": [
@@ -51,10 +51,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.021467,
-     "end_time": "2020-03-17T10:11:00.242752",
+     "duration": 0.024154,
+     "end_time": "2020-03-17T12:00:53.020192",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.221285",
+     "start_time": "2020-03-17T12:00:52.996038",
      "status": "completed"
     },
     "tags": [
@@ -64,11 +64,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/1zkv10my/notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/qyugxmy3/notebooks/Dashboard.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/Dashboard.run.ipynb\"\n",
-    "ts_folder = \"/tmp/1zkv10my/data/covid-19_jhu-csse\"\n",
-    "rates_folder = \"/tmp/1zkv10my/data/covid-19_rates\"\n",
-    "geodata_path = \"/tmp/1zkv10my/data/geodata/geo_data.csv\"\n"
+    "ts_folder = \"/tmp/qyugxmy3/data/covid-19_jhu-csse\"\n",
+    "rates_folder = \"/tmp/qyugxmy3/data/covid-19_rates\"\n",
+    "geodata_path = \"/tmp/qyugxmy3/data/geodata/geo_data.csv\"\n"
    ]
   },
   {
@@ -76,10 +76,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.020872,
-     "end_time": "2020-03-17T10:11:00.274917",
+     "duration": 0.022976,
+     "end_time": "2020-03-17T12:00:53.056744",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.254045",
+     "start_time": "2020-03-17T12:00:53.033768",
      "status": "completed"
     },
     "tags": []
@@ -94,10 +94,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.118944,
-     "end_time": "2020-03-17T10:11:00.403357",
+     "duration": 0.136941,
+     "end_time": "2020-03-17T12:00:53.207218",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.284413",
+     "start_time": "2020-03-17T12:00:53.070277",
      "status": "completed"
     },
     "tags": []
@@ -110,7 +110,7 @@
     "\n",
     "# Identify countries with 100 or more cases\n",
     "countries_over_thresh = helper.countries_with_number_of_cases(jhu_frames_map, 'confirmed', 100)\n",
-    "# Filter out some very small countries\n",
+    "# Filter out some countries with very high case/population ratio\n",
     "countries_over_thresh = [c for c in countries_over_thresh if c not in set(['San Marino', 'Iceland'])]"
    ]
   },
@@ -118,10 +118,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010293,
-     "end_time": "2020-03-17T10:11:00.431297",
+     "duration": 0.010498,
+     "end_time": "2020-03-17T12:00:53.236945",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.421004",
+     "start_time": "2020-03-17T12:00:53.226447",
      "status": "completed"
     },
     "tags": []
@@ -139,10 +139,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.04488,
-     "end_time": "2020-03-17T10:11:00.485301",
+     "duration": 0.041136,
+     "end_time": "2020-03-17T12:00:53.286385",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.440421",
+     "start_time": "2020-03-17T12:00:53.245249",
      "status": "completed"
     },
     "tags": []
@@ -170,10 +170,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010852,
-     "end_time": "2020-03-17T10:11:00.514434",
+     "duration": 0.009629,
+     "end_time": "2020-03-17T12:00:53.313176",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.503582",
+     "start_time": "2020-03-17T12:00:53.303547",
      "status": "completed"
     },
     "tags": []
@@ -187,10 +187,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.023074,
-     "end_time": "2020-03-17T10:11:00.548715",
+     "duration": 0.020816,
+     "end_time": "2020-03-17T12:00:53.344155",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.525641",
+     "start_time": "2020-03-17T12:00:53.323339",
      "status": "completed"
     },
     "tags": []
@@ -205,10 +205,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.051489,
-     "end_time": "2020-03-17T10:11:00.612355",
+     "duration": 0.057811,
+     "end_time": "2020-03-17T12:00:53.413580",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.560866",
+     "start_time": "2020-03-17T12:00:53.355769",
      "status": "completed"
     },
     "tags": []
@@ -223,10 +223,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.122006,
-     "end_time": "2020-03-17T10:11:00.754759",
+     "duration": 0.117311,
+     "end_time": "2020-03-17T12:00:53.552622",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.632753",
+     "start_time": "2020-03-17T12:00:53.435311",
      "status": "completed"
     },
     "tags": []
@@ -236,10 +236,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-e493d8fa8058495a83bddaf8d39e1814\"></div>\n",
+       "<div id=\"altair-viz-c25217e800b84ec1859c5799f1466916\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-e493d8fa8058495a83bddaf8d39e1814\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-c25217e800b84ec1859c5799f1466916\");\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",
@@ -323,10 +323,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.097497,
-     "end_time": "2020-03-17T10:11:00.874615",
+     "duration": 0.089611,
+     "end_time": "2020-03-17T12:00:53.662219",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.777118",
+     "start_time": "2020-03-17T12:00:53.572608",
      "status": "completed"
     },
     "tags": []
@@ -336,10 +336,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-c6740e839acf4403b40ed0387ec1177f\"></div>\n",
+       "<div id=\"altair-viz-3314eb7234cc49d68075d1deb328a5ac\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-c6740e839acf4403b40ed0387ec1177f\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-3314eb7234cc49d68075d1deb328a5ac\");\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",
@@ -439,10 +439,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011954,
-     "end_time": "2020-03-17T10:11:00.909056",
+     "duration": 0.011561,
+     "end_time": "2020-03-17T12:00:53.691969",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.897102",
+     "start_time": "2020-03-17T12:00:53.680408",
      "status": "completed"
     },
     "tags": []
@@ -456,10 +456,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.060066,
-     "end_time": "2020-03-17T10:11:00.979454",
+     "duration": 0.071097,
+     "end_time": "2020-03-17T12:00:53.774538",
      "exception": false,
-     "start_time": "2020-03-17T10:11:00.919388",
+     "start_time": "2020-03-17T12:00:53.703441",
      "status": "completed"
     },
     "tags": []
@@ -478,10 +478,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.132528,
-     "end_time": "2020-03-17T10:11:01.137763",
+     "duration": 0.147114,
+     "end_time": "2020-03-17T12:00:53.944454",
      "exception": false,
-     "start_time": "2020-03-17T10:11:01.005235",
+     "start_time": "2020-03-17T12:00:53.797340",
      "status": "completed"
     },
     "tags": []
@@ -491,10 +491,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-4be5bf2aed384e65b0b603529c959e62\"></div>\n",
+       "<div id=\"altair-viz-c192bad7f48f4e3cb77036c6230391fe\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-4be5bf2aed384e65b0b603529c959e62\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-c192bad7f48f4e3cb77036c6230391fe\");\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",
@@ -588,10 +588,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.229241,
-     "end_time": "2020-03-17T10:11:01.385083",
+     "duration": 0.23177,
+     "end_time": "2020-03-17T12:00:54.196438",
      "exception": false,
-     "start_time": "2020-03-17T10:11:01.155842",
+     "start_time": "2020-03-17T12:00:53.964668",
      "status": "completed"
     },
     "tags": []
@@ -622,10 +622,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.041152,
-     "end_time": "2020-03-17T10:11:01.458520",
+     "duration": 0.045296,
+     "end_time": "2020-03-17T12:00:54.269707",
      "exception": false,
-     "start_time": "2020-03-17T10:11:01.417368",
+     "start_time": "2020-03-17T12:00:54.224411",
      "status": "completed"
     },
     "tags": []
@@ -677,10 +677,10 @@
    "execution_count": 15,
    "metadata": {
     "papermill": {
-     "duration": 0.278153,
-     "end_time": "2020-03-17T10:11:01.759851",
+     "duration": 0.249041,
+     "end_time": "2020-03-17T12:00:54.546156",
      "exception": false,
-     "start_time": "2020-03-17T10:11:01.481698",
+     "start_time": "2020-03-17T12:00:54.297115",
      "status": "completed"
     },
     "tags": []
@@ -690,10 +690,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-6dc91cf4c57e43f9a48d8b3dfa8ce099\"></div>\n",
+       "<div id=\"altair-viz-5f070b1daaec4d76bb56158d3cc8a9db\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-6dc91cf4c57e43f9a48d8b3dfa8ce099\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-5f070b1daaec4d76bb56158d3cc8a9db\");\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",
@@ -789,10 +789,10 @@
    "execution_count": 16,
    "metadata": {
     "papermill": {
-     "duration": 0.268107,
-     "end_time": "2020-03-17T10:11:02.053729",
+     "duration": 0.257212,
+     "end_time": "2020-03-17T12:00:54.830709",
      "exception": false,
-     "start_time": "2020-03-17T10:11:01.785622",
+     "start_time": "2020-03-17T12:00:54.573497",
      "status": "completed"
     },
     "tags": []
@@ -802,10 +802,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-1d15b1a2fa0e492a85459c8ed2773078\"></div>\n",
+       "<div id=\"altair-viz-ad2d06feeb31416ba5563e36e6471ec7\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-1d15b1a2fa0e492a85459c8ed2773078\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-ad2d06feeb31416ba5563e36e6471ec7\");\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",
@@ -912,20 +912,20 @@
    "version": "3.7.6"
   },
   "papermill": {
-   "duration": 3.525527,
-   "end_time": "2020-03-17T10:11:02.396887",
+   "duration": 3.876895,
+   "end_time": "2020-03-17T12:00:55.177234",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/1zkv10my/notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/qyugxmy3/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/1zkv10my/notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/qyugxmy3/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "geodata_path": "/tmp/1zkv10my/data/geodata/geo_data.csv",
-    "rates_folder": "/tmp/1zkv10my/data/covid-19_rates",
-    "ts_folder": "/tmp/1zkv10my/data/covid-19_jhu-csse"
+    "geodata_path": "/tmp/qyugxmy3/data/geodata/geo_data.csv",
+    "rates_folder": "/tmp/qyugxmy3/data/covid-19_rates",
+    "ts_folder": "/tmp/qyugxmy3/data/covid-19_jhu-csse"
    },
-   "start_time": "2020-03-17T10:10:58.871360",
+   "start_time": "2020-03-17T12:00:51.300339",
    "version": "1.1.0"
   }
  },