diff --git a/.renku/workflow/7180e333dbe143b7b2e6124a97e38f5a.cwl b/.renku/workflow/7180e333dbe143b7b2e6124a97e38f5a.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..641e33a7a8c0d2cc42d3ac1287abf6a3be1bd661
--- /dev/null
+++ b/.renku/workflow/7180e333dbe143b7b2e6124a97e38f5a.cwl
@@ -0,0 +1,193 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_10:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_11:
+    default: rates_folder
+    streamable: false
+    type: string
+  input_12:
+    default: geodata_path
+    streamable: false
+    type: string
+  input_13:
+    default:
+      class: File
+      path: ../../data/geodata/geo_data.csv
+    streamable: false
+    type: File
+  input_14:
+    default:
+      class: File
+      path: ../../notebooks/Dashboard.ipynb
+    streamable: false
+    type: File
+  input_15:
+    default: runs/Dashboard.run.ipynb
+    streamable: false
+    type: string
+  input_16:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_17:
+    default: runs/ToRates.run.ipynb
+    streamable: false
+    type: string
+  input_18:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_19:
+    default: wb_path
+    streamable: false
+    type: string
+  input_2:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_20:
+    default:
+      class: File
+      path: ../../data/worldbank/SP.POP.TOTL.zip
+    streamable: false
+    type: File
+  input_21:
+    default: geodata_path
+    streamable: false
+    type: string
+  input_22:
+    default:
+      class: File
+      path: ../../data/geodata/geo_data.csv
+    streamable: false
+    type: File
+  input_23:
+    default: out_folder
+    streamable: false
+    type: string
+  input_24:
+    default: data/covid-19_rates
+    streamable: false
+    type: string
+  input_25:
+    default:
+      class: File
+      path: ../../notebooks/ToRates.ipynb
+    streamable: false
+    type: File
+  input_3:
+    default: worldmap_path
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: File
+      path: ../../data/worldmap/country_centroids.csv
+    streamable: false
+    type: File
+  input_5:
+    default: out_folder
+    streamable: false
+    type: string
+  input_6:
+    default: data/geodata
+    streamable: false
+    type: string
+  input_7:
+    default:
+      class: File
+      path: ../../notebooks/CompileGeoData.ipynb
+    streamable: false
+    type: File
+  input_8:
+    default: runs/CompileGeoData.run.ipynb
+    streamable: false
+    type: string
+  input_9:
+    default: ts_folder
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputSource: step_3/output_0
+    streamable: false
+    type: File
+  output_1:
+    outputSource: step_1/output_0
+    streamable: false
+    type: File
+  output_2:
+    outputSource: step_3/output_1
+    streamable: false
+    type: Directory
+  output_3:
+    outputSource: step_2/output_0
+    streamable: false
+    type: File
+  output_4:
+    outputSource: step_1/output_1
+    streamable: false
+    type: Directory
+requirements: []
+steps:
+  step_1:
+    in:
+      input_1: input_1
+      input_2: input_2
+      input_3: input_3
+      input_4: input_4
+      input_5: input_5
+      input_6: input_6
+      input_7: input_7
+      input_8: input_8
+    out:
+    - output_1
+    - output_0
+    run: 73781f74e51d4e54bc522007a2030ec2_papermill.cwl
+  step_2:
+    in:
+      input_1: input_9
+      input_2: input_10
+      input_3: input_11
+      input_4: step_3/output_1
+      input_5: input_12
+      input_6: input_13
+      input_7: input_14
+      input_8: input_15
+    out:
+    - output_0
+    run: 4cc7ffe9d5a045efb048ef2222a40ffa_papermill.cwl
+  step_3:
+    in:
+      input_1: input_16
+      input_10: input_17
+      input_2: input_18
+      input_3: input_19
+      input_4: input_20
+      input_5: input_21
+      input_6: input_22
+      input_7: input_23
+      input_8: input_24
+      input_9: input_25
+    out:
+    - output_1
+    - output_0
+    run: 2c413376f8aa4ba1a325212655d423e5_papermill.cwl
diff --git a/data/covid-19_rates/ts_rates_19-covid-confirmed.csv b/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
index 5f01693667fc161754ed54d883094fc932676987..56d95691f40181555a034c001a0adad2c3f8ef56 100644
--- a/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
+++ b/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:28a118a3e91b2ae986de30fa0f5710868edafea68c2f4192e4cdb78b5ba191c6
-size 63322
+oid sha256:eaf597680f5c0173a9df77b542cbd0b135b864014570eb8e246f2e227bf17109
+size 69756
diff --git a/data/covid-19_rates/ts_rates_19-covid-deaths.csv b/data/covid-19_rates/ts_rates_19-covid-deaths.csv
index 80e095d639303aa6be852ee37b5d45063db897d3..1be0fd31e025fd8f0e8f3381daf91e9f37968c53 100644
--- a/data/covid-19_rates/ts_rates_19-covid-deaths.csv
+++ b/data/covid-19_rates/ts_rates_19-covid-deaths.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 33935
+oid sha256:1add0765faacbf0777043b63e5f52884dbcc58b0e744fc602fe9d07009905fca
+size 39014
diff --git a/data/covid-19_rates/ts_rates_19-covid-recovered.csv b/data/covid-19_rates/ts_rates_19-covid-recovered.csv
index e972ff4ba6aed7e2929ff3846c36346235f5c715..eb1ebf6c65fa37419575944edafb1ec0c4cfa83e 100644
--- a/data/covid-19_rates/ts_rates_19-covid-recovered.csv
+++ b/data/covid-19_rates/ts_rates_19-covid-recovered.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fe8e68a3ee46a5fb56080256c63795a686d06d731222fa07d54a3250df812f9e
-size 44554
+oid sha256:261c4036d5485dc919439f403b3f743142e9953117796e53afd2ee1175f3579e
+size 49919
diff --git a/data/geodata/geo_data.csv b/data/geodata/geo_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..37d63a7880e889979c94bd91b982fa1aae083863
--- /dev/null
+++ b/data/geodata/geo_data.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10381a7c8b37736eb65cf9c510c8a3fb3cdbd11b3c3c7a53f5a1d5a9e8e5074a
+size 34026
diff --git a/runs/CompileGeoData.run.ipynb b/runs/CompileGeoData.run.ipynb
index 3d7acfa8ffb9d37698835db89eeed812b7744eda..de20d0961e2d07b09a60e8cb3f9b379cd4f8ec35 100644
--- a/runs/CompileGeoData.run.ipynb
+++ b/runs/CompileGeoData.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.023649,
-     "end_time": "2020-03-15T15:40:45.758452",
+     "duration": 0.025663,
+     "end_time": "2020-03-15T16:43:49.005977",
      "exception": false,
-     "start_time": "2020-03-15T15:40:45.734803",
+     "start_time": "2020-03-15T16:43:48.980314",
      "status": "completed"
     },
     "tags": []
@@ -23,10 +23,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.297633,
-     "end_time": "2020-03-15T15:40:46.067382",
+     "duration": 0.285624,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:45.769749",
+     "start_time": "2020-03-15T16:43:49.016416",
      "status": "completed"
     },
     "tags": []
@@ -42,10 +42,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.018676,
-     "end_time": "2020-03-15T15:40:46.104734",
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      "exception": false,
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+     "start_time": "2020-03-15T16:43:49.319218",
      "status": "completed"
     },
     "tags": []
@@ -62,10 +62,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008977,
-     "end_time": "2020-03-15T15:40:46.123525",
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+     "end_time": "2020-03-15T16:43:49.400508",
      "exception": false,
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+     "start_time": "2020-03-15T16:43:49.385089",
      "status": "completed"
     },
     "tags": [
@@ -81,10 +81,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.021077,
-     "end_time": "2020-03-15T15:40:46.152428",
+     "duration": 0.019117,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.131351",
+     "start_time": "2020-03-15T16:43:49.408048",
      "status": "completed"
     },
     "tags": [
@@ -94,11 +94,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/CompileGeoData.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/262jiqqx/notebooks/CompileGeoData.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/CompileGeoData.run.ipynb\"\n",
-    "ts_folder = \"./data/covid-19_jhu-csse/\"\n",
-    "worldmap_path = \"./data/worldmap/country_centroids.csv\"\n",
-    "out_folder = \"./data/geodata/\"\n"
+    "ts_folder = \"/tmp/262jiqqx/data/covid-19_jhu-csse\"\n",
+    "worldmap_path = \"/tmp/262jiqqx/data/worldmap/country_centroids.csv\"\n",
+    "out_folder = \"data/geodata\"\n"
    ]
   },
   {
@@ -106,10 +106,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.031105,
-     "end_time": "2020-03-15T15:40:46.195383",
+     "duration": 0.019727,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.164278",
+     "start_time": "2020-03-15T16:43:49.438075",
      "status": "completed"
     },
     "tags": []
@@ -130,10 +130,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.064486,
-     "end_time": "2020-03-15T15:40:46.279720",
+     "duration": 0.057337,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.215234",
+     "start_time": "2020-03-15T16:43:49.466444",
      "status": "completed"
     },
     "tags": []
@@ -147,10 +147,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009811,
-     "end_time": "2020-03-15T15:40:46.307002",
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.297191",
+     "start_time": "2020-03-15T16:43:49.536133",
      "status": "completed"
     },
     "tags": []
@@ -164,10 +164,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.047941,
-     "end_time": "2020-03-15T15:40:46.362544",
+     "duration": 0.04304,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.314603",
+     "start_time": "2020-03-15T16:43:49.551571",
      "status": "completed"
     },
     "tags": []
@@ -184,10 +184,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.046373,
-     "end_time": "2020-03-15T15:40:46.423601",
+     "duration": 0.033254,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.377228",
+     "start_time": "2020-03-15T16:43:49.610850",
      "status": "completed"
     },
     "tags": []
@@ -214,10 +214,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009953,
-     "end_time": "2020-03-15T15:40:46.450454",
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.440501",
+     "start_time": "2020-03-15T16:43:49.653709",
      "status": "completed"
     },
     "tags": []
@@ -231,10 +231,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.029858,
-     "end_time": "2020-03-15T15:40:46.488135",
+     "duration": 0.027734,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.458277",
+     "start_time": "2020-03-15T16:43:49.667958",
      "status": "completed"
     },
     "tags": []
@@ -260,10 +260,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.024985,
-     "end_time": "2020-03-15T15:40:46.527221",
+     "duration": 0.019985,
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.502236",
+     "start_time": "2020-03-15T16:43:49.707459",
      "status": "completed"
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     "tags": []
@@ -278,10 +278,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010235,
-     "end_time": "2020-03-15T15:40:46.557408",
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      "exception": false,
-     "start_time": "2020-03-15T15:40:46.547173",
+     "start_time": "2020-03-15T16:43:49.735964",
      "status": "completed"
     },
     "tags": []
@@ -295,10 +295,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.044948,
-     "end_time": "2020-03-15T15:40:46.610278",
+     "duration": 0.038721,
+     "end_time": "2020-03-15T16:43:49.790199",
      "exception": false,
-     "start_time": "2020-03-15T15:40:46.565330",
+     "start_time": "2020-03-15T16:43:49.751478",
      "status": "completed"
     },
     "tags": []
@@ -325,8 +325,8 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>2020-03-12</th>\n",
        "      <th>2020-03-13</th>\n",
+       "      <th>2020-03-14</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -337,7 +337,7 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Congo (Kinshasa)</th>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -346,13 +346,23 @@
        "      <td>696</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>Curacao</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Eswatini</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>French Guiana</th>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Guadeloupe</th>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -363,33 +373,41 @@
        "    <tr>\n",
        "      <th>Martinique</th>\n",
        "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Macedonia</th>\n",
-       "      <td>7</td>\n",
+       "      <td>14</td>\n",
        "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Reunion</th>\n",
-       "      <td>1</td>\n",
        "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>occupied Palestinian territory</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                  2020-03-12  2020-03-13\n",
-       "Country/Region                          \n",
-       "Congo (Kinshasa)           1           2\n",
-       "Cruise Ship              696         696\n",
-       "French Guiana              5           5\n",
-       "Guadeloupe                 0           1\n",
-       "Holy See                   1           1\n",
-       "Martinique                 3           3\n",
-       "North Macedonia            7          14\n",
-       "Reunion                    1           5"
+       "                                2020-03-13  2020-03-14\n",
+       "Country/Region                                        \n",
+       "Congo (Kinshasa)                         2           2\n",
+       "Cruise Ship                            696         696\n",
+       "Curacao                                  0           1\n",
+       "Eswatini                                 0           1\n",
+       "French Guiana                            5           5\n",
+       "Guadeloupe                               1           1\n",
+       "Holy See                                 1           1\n",
+       "Martinique                               3           9\n",
+       "North Macedonia                         14          14\n",
+       "Reunion                                  5           6\n",
+       "occupied Palestinian territory           0           0"
       ]
      },
      "execution_count": 10,
@@ -407,10 +425,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010609,
-     "end_time": "2020-03-15T15:40:46.641179",
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      "exception": false,
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      "status": "completed"
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     "tags": []
@@ -424,10 +442,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
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-     "end_time": "2020-03-15T15:40:46.685590",
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      "exception": false,
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+     "start_time": "2020-03-15T16:43:49.823979",
      "status": "completed"
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     "tags": []
@@ -459,20 +477,20 @@
    "version": "3.7.6"
   },
   "papermill": {
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-   "end_time": "2020-03-15T15:40:47.019858",
+   "duration": 2.036815,
+   "end_time": "2020-03-15T16:43:50.175740",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/CompileGeoData.ipynb",
+   "input_path": "/tmp/262jiqqx/notebooks/CompileGeoData.ipynb",
    "output_path": "runs/CompileGeoData.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/CompileGeoData.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/262jiqqx/notebooks/CompileGeoData.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/CompileGeoData.run.ipynb",
-    "out_folder": "./data/geodata/",
-    "ts_folder": "./data/covid-19_jhu-csse/",
-    "worldmap_path": "./data/worldmap/country_centroids.csv"
+    "out_folder": "data/geodata",
+    "ts_folder": "/tmp/262jiqqx/data/covid-19_jhu-csse",
+    "worldmap_path": "/tmp/262jiqqx/data/worldmap/country_centroids.csv"
    },
-   "start_time": "2020-03-15T15:40:44.884418",
+   "start_time": "2020-03-15T16:43:48.138925",
    "version": "1.1.0"
   }
  },
diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index 97ed85143c3d9761aef8bb6b781fd8d2526c70b4..892ce26f8b5fcbf02c414ed84df69cef8d66febb 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.328323,
-     "end_time": "2020-03-15T16:37:29.576519",
+     "duration": 0.293932,
+     "end_time": "2020-03-15T16:43:45.973942",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.248196",
+     "start_time": "2020-03-15T16:43:45.680010",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.023318,
-     "end_time": "2020-03-15T16:37:29.619560",
+     "duration": 0.021561,
+     "end_time": "2020-03-15T16:43:46.016060",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.596242",
+     "start_time": "2020-03-15T16:43:45.994499",
      "status": "completed"
     },
     "tags": [
@@ -49,10 +49,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.021164,
-     "end_time": "2020-03-15T16:37:29.651150",
+     "duration": 0.021241,
+     "end_time": "2020-03-15T16:43:46.046986",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.629986",
+     "start_time": "2020-03-15T16:43:46.025745",
      "status": "completed"
     },
     "tags": [
@@ -62,11 +62,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/e5179t23/notebooks/Dashboard.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/Dashboard.run.ipynb\"\n",
-    "ts_folder = \"./data/covid-19_jhu-csse/\"\n",
-    "rates_folder = \"./data/covid-19_rates/\"\n",
-    "geodata_path = \"./data/geodata/geo_data.csv\"\n"
+    "ts_folder = \"/tmp/e5179t23/data/covid-19_jhu-csse\"\n",
+    "rates_folder = \"/tmp/e5179t23/data/covid-19_rates\"\n",
+    "geodata_path = \"/tmp/e5179t23/data/geodata/geo_data.csv\"\n"
    ]
   },
   {
@@ -74,10 +74,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.018422,
-     "end_time": "2020-03-15T16:37:29.679468",
+     "duration": 0.018914,
+     "end_time": "2020-03-15T16:43:46.075312",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.661046",
+     "start_time": "2020-03-15T16:43:46.056398",
      "status": "completed"
     },
     "tags": []
@@ -92,10 +92,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.081996,
-     "end_time": "2020-03-15T16:37:29.770910",
+     "duration": 0.083927,
+     "end_time": "2020-03-15T16:43:46.168567",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.688914",
+     "start_time": "2020-03-15T16:43:46.084640",
      "status": "completed"
     },
     "tags": []
@@ -122,10 +122,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.058057,
-     "end_time": "2020-03-15T16:37:29.848129",
+     "duration": 0.05099,
+     "end_time": "2020-03-15T16:43:46.238223",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.790072",
+     "start_time": "2020-03-15T16:43:46.187233",
      "status": "completed"
     },
     "tags": []
@@ -152,10 +152,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.032963,
-     "end_time": "2020-03-15T16:37:29.896281",
+     "duration": 0.035159,
+     "end_time": "2020-03-15T16:43:46.292298",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.863318",
+     "start_time": "2020-03-15T16:43:46.257139",
      "status": "completed"
     },
     "tags": []
@@ -173,10 +173,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.03569,
-     "end_time": "2020-03-15T16:37:29.945698",
+     "duration": 0.03375,
+     "end_time": "2020-03-15T16:43:46.338662",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.910008",
+     "start_time": "2020-03-15T16:43:46.304912",
      "status": "completed"
     },
     "tags": []
@@ -196,10 +196,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008775,
-     "end_time": "2020-03-15T16:37:29.967726",
+     "duration": 0.008732,
+     "end_time": "2020-03-15T16:43:46.360234",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.958951",
+     "start_time": "2020-03-15T16:43:46.351502",
      "status": "completed"
     },
     "tags": []
@@ -217,10 +217,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.041164,
-     "end_time": "2020-03-15T16:37:30.016520",
+     "duration": 0.039299,
+     "end_time": "2020-03-15T16:43:46.406504",
      "exception": false,
-     "start_time": "2020-03-15T16:37:29.975356",
+     "start_time": "2020-03-15T16:43:46.367205",
      "status": "completed"
     },
     "tags": []
@@ -229,7 +229,7 @@
     {
      "data": {
       "text/html": [
-       "<em>Data up to Mar 13 2020; countries with 100 or more confirmed cases.</em>"
+       "<em>Data up to Mar 14 2020; countries with 100 or more confirmed cases.</em>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -248,10 +248,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008127,
-     "end_time": "2020-03-15T16:37:30.039436",
+     "duration": 0.009517,
+     "end_time": "2020-03-15T16:43:46.431623",
      "exception": false,
-     "start_time": "2020-03-15T16:37:30.031309",
+     "start_time": "2020-03-15T16:43:46.422106",
      "status": "completed"
     },
     "tags": []
@@ -265,10 +265,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.189114,
-     "end_time": "2020-03-15T16:37:30.236186",
+     "duration": 0.19163,
+     "end_time": "2020-03-15T16:43:46.630939",
      "exception": false,
-     "start_time": "2020-03-15T16:37:30.047072",
+     "start_time": "2020-03-15T16:43:46.439309",
      "status": "completed"
     },
     "tags": []
@@ -284,10 +284,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.046044,
-     "end_time": "2020-03-15T16:37:30.300949",
+     "duration": 0.048909,
+     "end_time": "2020-03-15T16:43:46.699290",
      "exception": false,
-     "start_time": "2020-03-15T16:37:30.254905",
+     "start_time": "2020-03-15T16:43:46.650381",
      "status": "completed"
     },
     "tags": []
@@ -322,10 +322,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.031175,
-     "end_time": "2020-03-15T16:37:30.349234",
+     "duration": 0.032927,
+     "end_time": "2020-03-15T16:43:46.747943",
      "exception": false,
-     "start_time": "2020-03-15T16:37:30.318059",
+     "start_time": "2020-03-15T16:43:46.715016",
      "status": "completed"
     },
     "tags": []
@@ -366,10 +366,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.113317,
-     "end_time": "2020-03-15T16:37:30.476323",
+     "duration": 0.118918,
+     "end_time": "2020-03-15T16:43:46.881935",
      "exception": false,
-     "start_time": "2020-03-15T16:37:30.363006",
+     "start_time": "2020-03-15T16:43:46.763017",
      "status": "completed"
     },
     "tags": []
@@ -379,10 +379,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-0d5ef06b0f5c47e49467448e93085b54\"></div>\n",
+       "<div id=\"altair-viz-88d3169c31ab4a01b36f275f24a4faa8\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-0d5ef06b0f5c47e49467448e93085b54\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-88d3169c31ab4a01b36f275f24a4faa8\");\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",
@@ -423,7 +423,7 @@
        "        .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-95ea86d40d32f37e513861317827f4db\"}, \"mark\": {\"type\": \"circle\", \"opacity\": 0.6}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"latitude\": {\"field\": \"Lat\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"Long\", \"type\": \"quantitative\"}, \"size\": {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\", \"title\": \"Cases\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, {\"type\": \"quantitative\", \"field\": \"Deaths\"}, {\"type\": \"quantitative\", \"field\": \"Recovered\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed/100k\"}, {\"type\": \"quantitative\", \"field\": \"Deaths/100k\"}, {\"type\": \"quantitative\", \"field\": \"Recovered/100k\"}]}}], \"height\": 400, \"projection\": {\"type\": \"naturalEarth1\"}, \"title\": \"Confirmed cases per 100k inhabitants\", \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-95ea86d40d32f37e513861317827f4db\": [{\"Country/Region\": \"Australia\", \"Confirmed/100k\": 0.8002442665599246, \"Deaths/100k\": 0.012003663998398872, \"Recovered/100k\": 0.09202809065439137, \"Confirmed\": 200.0, \"Deaths\": 3.0, \"Recovered\": 23.0, \"Long\": 134.49100008, \"Lat\": -25.73288704}, {\"Country/Region\": \"Austria\", \"Confirmed/100k\": 5.696822563305657, \"Deaths/100k\": 0.01130321937163821, \"Recovered/100k\": 0.06781931622982926, \"Confirmed\": 504.0, \"Deaths\": 1.0, \"Recovered\": 6.0, \"Long\": 14.1264761, \"Lat\": 47.58549439}, {\"Country/Region\": \"Bahrain\", \"Confirmed/100k\": 12.042519651926579, \"Deaths/100k\": 0.0, \"Recovered/100k\": 2.8035495485966644, \"Confirmed\": 189.0, \"Deaths\": 0.0, \"Recovered\": 44.0, \"Long\": 50.54196932, \"Lat\": 26.04205135}, {\"Country/Region\": \"Belgium\", \"Confirmed/100k\": 4.894034950588631, \"Deaths/100k\": 0.026264946067559743, \"Recovered/100k\": 0.008754982022519914, \"Confirmed\": 559.0, \"Deaths\": 3.0, \"Recovered\": 1.0, \"Long\": 4.64065114, \"Lat\": 50.63981576}, {\"Country/Region\": \"Brazil\", \"Confirmed/100k\": 0.07208692453324421, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 151.0, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Long\": -53.09783113, \"Lat\": -10.78777702}, {\"Country/Region\": \"Canada\", \"Confirmed/100k\": 0.5207931944796137, \"Deaths/100k\": 0.002698410334091263, \"Recovered/100k\": 0.021587282672730104, \"Confirmed\": 193.0, \"Deaths\": 1.0, \"Recovered\": 8.0, \"Long\": -98.30777028, \"Lat\": 61.36206324}, {\"Country/Region\": \"China\", \"Confirmed/100k\": 5.811966425653213, \"Deaths/100k\": 0.22832853460469724, \"Recovered/100k\": 4.609364341975832, \"Confirmed\": 80945.0, \"Deaths\": 3180.0, \"Recovered\": 64196.0, \"Long\": 103.81907349, \"Lat\": 36.56176546}, {\"Country/Region\": \"Czechia\", \"Confirmed/100k\": 1.3269720239476102, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 141.0, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Long\": 15.31240163, \"Lat\": 49.73341233}, {\"Country/Region\": \"Denmark\", \"Confirmed/100k\": 13.868175744974597, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.01724897480718234, \"Confirmed\": 804.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": 10.02800992, \"Lat\": 55.98125296}, {\"Country/Region\": \"Finland\", \"Confirmed/100k\": 2.808963311314685, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.018122343943965717, \"Confirmed\": 155.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": 26.2746656, \"Lat\": 64.49884603}, {\"Country/Region\": \"France\", \"Confirmed/100k\": 5.474176546209304, \"Deaths/100k\": 0.117932900777348, \"Recovered/100k\": 0.017913858345926282, \"Confirmed\": 3667.0, \"Deaths\": 79.0, \"Recovered\": 12.0, \"Long\": -2.76172945, \"Lat\": 42.17344011}, {\"Country/Region\": \"Germany\", \"Confirmed/100k\": 4.431559252141878, \"Deaths/100k\": 0.008441065242175007, \"Recovered/100k\": 0.055469857305721466, \"Confirmed\": 3675.0, \"Deaths\": 7.0, \"Recovered\": 46.0, \"Long\": 10.38578051, \"Lat\": 51.10698181}, {\"Country/Region\": \"Greece\", \"Confirmed/100k\": 1.771121179365357, \"Deaths/100k\": 0.009321690417712405, \"Recovered/100k\": 0.0, \"Confirmed\": 190.0, \"Deaths\": 1.0, \"Recovered\": 0.0, \"Long\": 22.95555794, \"Lat\": 39.07469623}, {\"Country/Region\": \"Iceland\", \"Confirmed/100k\": 37.898714271977006, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.28282622591027623, \"Confirmed\": 134.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": -18.57396167, \"Lat\": 64.99575386}, {\"Country/Region\": \"Iran\", \"Confirmed/100k\": 13.892374852703725, \"Deaths/100k\": 0.6283597918241565, \"Recovered/100k\": 3.6173475175246668, \"Confirmed\": 11364.0, \"Deaths\": 514.0, \"Recovered\": 2959.0, \"Long\": 54.27407004, \"Lat\": 32.57503292}, {\"Country/Region\": \"Iraq\", \"Confirmed/100k\": 0.26279089130344285, \"Deaths/100k\": 0.023417010116148367, \"Recovered/100k\": 0.06244536030972898, \"Confirmed\": 101.0, \"Deaths\": 9.0, \"Recovered\": 24.0, \"Long\": 43.74353149, \"Lat\": 33.03970582}, {\"Country/Region\": \"Israel\", \"Confirmed/100k\": 1.8122875346135665, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.045025777257479915, \"Confirmed\": 161.0, \"Deaths\": 0.0, \"Recovered\": 4.0, \"Long\": 35.00444693, \"Lat\": 31.46110101}, {\"Country/Region\": \"Italy\", \"Confirmed/100k\": 29.22327497167319, \"Deaths/100k\": 2.0949414560667194, \"Recovered/100k\": 2.3812170262875267, \"Confirmed\": 17660.0, \"Deaths\": 1266.0, \"Recovered\": 1439.0, \"Long\": 12.07001339, \"Lat\": 42.79662641}, {\"Country/Region\": \"Japan\", \"Confirmed/100k\": 0.5540227504977115, \"Deaths/100k\": 0.01501630850136451, \"Recovered/100k\": 0.09325917911373748, \"Confirmed\": 701.0, \"Deaths\": 19.0, \"Recovered\": 118.0, \"Long\": 138.03089558, \"Lat\": 37.59230135}, {\"Country/Region\": \"Korea, South\", \"Confirmed/100k\": 15.452620201979823, \"Deaths/100k\": 0.12781964322981182, \"Recovered/100k\": 0.9876972431394551, \"Confirmed\": 7979.0, \"Deaths\": 66.0, \"Recovered\": 510.0, \"Long\": 127.83916086, \"Lat\": 36.38523983}, {\"Country/Region\": \"Malaysia\", \"Confirmed/100k\": 0.6248298171326115, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.08246484896166446, \"Confirmed\": 197.0, \"Deaths\": 0.0, \"Recovered\": 26.0, \"Long\": 109.69762284, \"Lat\": 3.78986846}, {\"Country/Region\": \"Netherlands\", \"Confirmed/100k\": 4.666004333928752, \"Deaths/100k\": 0.05803487977523322, \"Recovered/100k\": 0.0, \"Confirmed\": 804.0, \"Deaths\": 10.0, \"Recovered\": 0.0, \"Long\": 5.28144793, \"Lat\": 52.1007899}, {\"Country/Region\": \"Norway\", \"Confirmed/100k\": 18.741758142503603, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.018817026247493568, \"Confirmed\": 996.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": 15.34834656, \"Lat\": 68.75015572}, {\"Country/Region\": \"Portugal\", \"Confirmed/100k\": 1.0893074552785798, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.009725959422130177, \"Confirmed\": 112.0, \"Deaths\": 0.0, \"Recovered\": 1.0, \"Long\": -8.50104361, \"Lat\": 39.59550671}, {\"Country/Region\": \"Qatar\", \"Confirmed/100k\": 11.503851813132869, \"Deaths/100k\": 0.0, \"Recovered/100k\": 0.0, \"Confirmed\": 320.0, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Long\": 51.18479632, \"Lat\": 25.30601188}, {\"Country/Region\": \"Singapore\", \"Confirmed/100k\": 3.5469319393417886, 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       "text/plain": [
@@ -575,20 +575,20 @@
    "version": "3.7.6"
   },
   "papermill": {
-   "duration": 2.502575,
-   "end_time": "2020-03-15T16:37:30.908644",
+   "duration": 2.488601,
+   "end_time": "2020-03-15T16:43:47.325947",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/e5179t23/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/e5179t23/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "geodata_path": "./data/geodata/geo_data.csv",
-    "rates_folder": "./data/covid-19_rates/",
-    "ts_folder": "./data/covid-19_jhu-csse/"
+    "geodata_path": "/tmp/e5179t23/data/geodata/geo_data.csv",
+    "rates_folder": "/tmp/e5179t23/data/covid-19_rates",
+    "ts_folder": "/tmp/e5179t23/data/covid-19_jhu-csse"
    },
-   "start_time": "2020-03-15T16:37:28.406069",
+   "start_time": "2020-03-15T16:43:44.837346",
    "version": "1.1.0"
   }
  },
diff --git a/runs/ToRates.run.ipynb b/runs/ToRates.run.ipynb
index 62734fea1c58a1e56626aa2e65accc4d16c2b197..34d9fda62a409a688294e098eff51be66cbf3af5 100644
--- a/runs/ToRates.run.ipynb
+++ b/runs/ToRates.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.02643,
-     "end_time": "2020-03-15T16:12:44.459053",
+     "duration": 0.026762,
+     "end_time": "2020-03-15T16:43:42.228951",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.432623",
+     "start_time": "2020-03-15T16:43:42.202189",
      "status": "completed"
     },
     "tags": []
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.285755,
-     "end_time": "2020-03-15T16:12:44.756979",
+     "duration": 0.308159,
+     "end_time": "2020-03-15T16:43:42.549233",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.471224",
+     "start_time": "2020-03-15T16:43:42.241074",
      "status": "completed"
     },
     "tags": []
@@ -40,10 +40,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.026229,
-     "end_time": "2020-03-15T16:12:44.806173",
+     "duration": 0.024464,
+     "end_time": "2020-03-15T16:43:42.596678",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.779944",
+     "start_time": "2020-03-15T16:43:42.572214",
      "status": "completed"
     },
     "tags": [
@@ -64,10 +64,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.024224,
-     "end_time": "2020-03-15T16:12:44.844892",
+     "duration": 0.023161,
+     "end_time": "2020-03-15T16:43:42.632795",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.820668",
+     "start_time": "2020-03-15T16:43:42.609634",
      "status": "completed"
     },
     "tags": [
@@ -77,22 +77,22 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/ToRates.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/sj0uwmdy/notebooks/ToRates.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/ToRates.run.ipynb\"\n",
-    "ts_folder = \"./data/covid-19_jhu-csse/\"\n",
-    "wb_path = \"./data/worldbank/SP.POP.TOTL.zip\"\n",
-    "geodata_path = \"./data/geodata/geo_data.csv\"\n",
-    "out_folder = \"./data/covid-19_rates/\"\n"
+    "ts_folder = \"/tmp/sj0uwmdy/data/covid-19_jhu-csse\"\n",
+    "wb_path = \"/tmp/sj0uwmdy/data/worldbank/SP.POP.TOTL.zip\"\n",
+    "geodata_path = \"/tmp/sj0uwmdy/data/geodata/geo_data.csv\"\n",
+    "out_folder = \"data/covid-19_rates\"\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009881,
-     "end_time": "2020-03-15T16:12:44.866364",
+     "duration": 0.008873,
+     "end_time": "2020-03-15T16:43:42.653860",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.856483",
+     "start_time": "2020-03-15T16:43:42.644987",
      "status": "completed"
     },
     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.031271,
-     "end_time": "2020-03-15T16:12:44.906787",
+     "duration": 0.027857,
+     "end_time": "2020-03-15T16:43:42.690591",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.875516",
+     "start_time": "2020-03-15T16:43:42.662734",
      "status": "completed"
     },
     "tags": []
@@ -135,10 +135,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.13379,
-     "end_time": "2020-03-15T16:12:45.055605",
+     "duration": 0.132113,
+     "end_time": "2020-03-15T16:43:42.839054",
      "exception": false,
-     "start_time": "2020-03-15T16:12:44.921815",
+     "start_time": "2020-03-15T16:43:42.706941",
      "status": "completed"
     },
     "tags": []
@@ -156,10 +156,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010981,
-     "end_time": "2020-03-15T16:12:45.086595",
+     "duration": 0.01131,
+     "end_time": "2020-03-15T16:43:42.871122",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.075614",
+     "start_time": "2020-03-15T16:43:42.859812",
      "status": "completed"
     },
     "tags": []
@@ -173,10 +173,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.046657,
-     "end_time": "2020-03-15T16:12:45.142594",
+     "duration": 0.042676,
+     "end_time": "2020-03-15T16:43:42.923258",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.095937",
+     "start_time": "2020-03-15T16:43:42.880582",
      "status": "completed"
     },
     "tags": []
@@ -192,10 +192,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011166,
-     "end_time": "2020-03-15T16:12:45.175964",
+     "duration": 0.011135,
+     "end_time": "2020-03-15T16:43:42.955397",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.164798",
+     "start_time": "2020-03-15T16:43:42.944262",
      "status": "completed"
     },
     "tags": []
@@ -209,10 +209,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.066877,
-     "end_time": "2020-03-15T16:12:45.252472",
+     "duration": 0.063297,
+     "end_time": "2020-03-15T16:43:43.027899",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.185595",
+     "start_time": "2020-03-15T16:43:42.964602",
      "status": "completed"
     },
     "tags": []
@@ -345,10 +345,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010445,
-     "end_time": "2020-03-15T16:12:45.282710",
+     "duration": 0.010848,
+     "end_time": "2020-03-15T16:43:43.059760",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.272265",
+     "start_time": "2020-03-15T16:43:43.048912",
      "status": "completed"
     },
     "tags": []
@@ -362,10 +362,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.039483,
-     "end_time": "2020-03-15T16:12:45.332210",
+     "duration": 0.041061,
+     "end_time": "2020-03-15T16:43:43.110716",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.292727",
+     "start_time": "2020-03-15T16:43:43.069655",
      "status": "completed"
     },
     "tags": []
@@ -394,10 +394,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.021992,
-     "end_time": "2020-03-15T16:12:45.373057",
+     "duration": 0.034436,
+     "end_time": "2020-03-15T16:43:43.163584",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.351065",
+     "start_time": "2020-03-15T16:43:43.129148",
      "status": "completed"
     },
     "tags": []
@@ -412,10 +412,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009838,
-     "end_time": "2020-03-15T16:12:45.395040",
+     "duration": 0.012003,
+     "end_time": "2020-03-15T16:43:43.199703",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.385202",
+     "start_time": "2020-03-15T16:43:43.187700",
      "status": "completed"
     },
     "tags": []
@@ -429,10 +429,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.043595,
-     "end_time": "2020-03-15T16:12:45.448638",
+     "duration": 0.050802,
+     "end_time": "2020-03-15T16:43:43.260325",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.405043",
+     "start_time": "2020-03-15T16:43:43.209523",
      "status": "completed"
     },
     "tags": []
@@ -461,8 +461,8 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th>2020-03-12 00:00:00</th>\n",
        "      <th>2020-03-13 00:00:00</th>\n",
+       "      <th>2020-03-14 00:00:00</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -477,7 +477,7 @@
        "      <th>Congo (Kinshasa)</th>\n",
        "      <th>21.7587</th>\n",
        "      <th>-4.0383</th>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -498,6 +498,13 @@
        "      <th>Guadeloupe</th>\n",
        "      <th>-61.5510</th>\n",
        "      <th>16.2650</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guernsey</th>\n",
+       "      <th>-2.5800</th>\n",
+       "      <th>49.4500</th>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
@@ -509,41 +516,99 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>Jersey</th>\n",
+       "      <th>-2.1100</th>\n",
+       "      <th>49.1900</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Martinique</th>\n",
        "      <th>-61.0242</th>\n",
        "      <th>14.6415</th>\n",
        "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Reunion</th>\n",
        "      <th>55.5364</th>\n",
        "      <th>-21.1151</th>\n",
-       "      <td>1</td>\n",
        "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Lucia</th>\n",
+       "      <th>-60.9789</th>\n",
+       "      <th>13.9094</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Vincent and the Grenadines</th>\n",
+       "      <th>-61.2872</th>\n",
+       "      <th>12.9843</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Taiwan*</th>\n",
        "      <th>121.0000</th>\n",
        "      <th>23.7000</th>\n",
-       "      <td>49</td>\n",
        "      <td>50</td>\n",
+       "      <td>53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Venezuela</th>\n",
+       "      <th>-66.5897</th>\n",
+       "      <th>6.4238</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>occupied Palestinian territory</th>\n",
+       "      <th>35.2332</th>\n",
+       "      <th>31.9522</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                     2020-03-12 00:00:00  2020-03-13 00:00:00\n",
-       "Country/Region   Long      Lat                                               \n",
-       "Congo (Kinshasa)  21.7587  -4.0383                     1                    2\n",
-       "Cruise Ship       139.6380  35.4437                  696                  696\n",
-       "French Guiana    -53.1258   3.9339                     5                    5\n",
-       "Guadeloupe       -61.5510   16.2650                    0                    1\n",
-       "Holy See          12.4534   41.9029                    1                    1\n",
-       "Martinique       -61.0242   14.6415                    3                    3\n",
-       "Reunion           55.5364  -21.1151                    1                    5\n",
-       "Taiwan*           121.0000  23.7000                   49                   50"
+       "                                                     2020-03-13 00:00:00  \\\n",
+       "Country/Region                   Long      Lat                             \n",
+       "Congo (Kinshasa)                  21.7587  -4.0383                     2   \n",
+       "Cruise Ship                       139.6380  35.4437                  696   \n",
+       "French Guiana                    -53.1258   3.9339                     5   \n",
+       "Guadeloupe                       -61.5510   16.2650                    1   \n",
+       "Guernsey                         -2.5800    49.4500                    0   \n",
+       "Holy See                          12.4534   41.9029                    1   \n",
+       "Jersey                           -2.1100    49.1900                    0   \n",
+       "Martinique                       -61.0242   14.6415                    3   \n",
+       "Reunion                           55.5364  -21.1151                    5   \n",
+       "Saint Lucia                      -60.9789   13.9094                    0   \n",
+       "Saint Vincent and the Grenadines -61.2872   12.9843                    0   \n",
+       "Taiwan*                           121.0000  23.7000                   50   \n",
+       "Venezuela                        -66.5897   6.4238                     0   \n",
+       "occupied Palestinian territory    35.2332   31.9522                    0   \n",
+       "\n",
+       "                                                     2020-03-14 00:00:00  \n",
+       "Country/Region                   Long      Lat                            \n",
+       "Congo (Kinshasa)                  21.7587  -4.0383                     2  \n",
+       "Cruise Ship                       139.6380  35.4437                  696  \n",
+       "French Guiana                    -53.1258   3.9339                     5  \n",
+       "Guadeloupe                       -61.5510   16.2650                    1  \n",
+       "Guernsey                         -2.5800    49.4500                    1  \n",
+       "Holy See                          12.4534   41.9029                    1  \n",
+       "Jersey                           -2.1100    49.1900                    2  \n",
+       "Martinique                       -61.0242   14.6415                    9  \n",
+       "Reunion                           55.5364  -21.1151                    6  \n",
+       "Saint Lucia                      -60.9789   13.9094                    1  \n",
+       "Saint Vincent and the Grenadines -61.2872   12.9843                    1  \n",
+       "Taiwan*                           121.0000  23.7000                   53  \n",
+       "Venezuela                        -66.5897   6.4238                     2  \n",
+       "occupied Palestinian territory    35.2332   31.9522                    0  "
       ]
      },
      "execution_count": 10,
@@ -561,10 +626,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011436,
-     "end_time": "2020-03-15T16:12:45.477570",
+     "duration": 0.011461,
+     "end_time": "2020-03-15T16:43:43.292694",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.466134",
+     "start_time": "2020-03-15T16:43:43.281233",
      "status": "completed"
     },
     "tags": []
@@ -578,10 +643,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.038201,
-     "end_time": "2020-03-15T16:12:45.525965",
+     "duration": 0.037434,
+     "end_time": "2020-03-15T16:43:43.340346",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.487764",
+     "start_time": "2020-03-15T16:43:43.302912",
      "status": "completed"
     },
     "tags": []
@@ -595,10 +660,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011731,
-     "end_time": "2020-03-15T16:12:45.559855",
+     "duration": 0.010233,
+     "end_time": "2020-03-15T16:43:43.366112",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.548124",
+     "start_time": "2020-03-15T16:43:43.355879",
      "status": "completed"
     },
     "tags": []
@@ -612,10 +677,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.054112,
-     "end_time": "2020-03-15T16:12:45.625087",
+     "duration": 0.062288,
+     "end_time": "2020-03-15T16:43:43.438245",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.570975",
+     "start_time": "2020-03-15T16:43:43.375957",
      "status": "completed"
     },
     "tags": []
@@ -669,6 +734,45 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
+       "      <th>Guernsey</th>\n",
+       "      <td>Guernsey</td>\n",
+       "      <td>Guernsey</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Northern Europe</td>\n",
+       "      <td>Europe &amp; Central Asia</td>\n",
+       "      <td>68633</td>\n",
+       "      <td>2742.0</td>\n",
+       "      <td>2. High income: nonOECD</td>\n",
+       "      <td>-2.572391</td>\n",
+       "      <td>49.468098</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jersey</th>\n",
+       "      <td>Jersey</td>\n",
+       "      <td>Jersey</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Northern Europe</td>\n",
+       "      <td>Europe &amp; Central Asia</td>\n",
+       "      <td>91626</td>\n",
+       "      <td>5100.0</td>\n",
+       "      <td>2. High income: nonOECD</td>\n",
+       "      <td>-2.126899</td>\n",
+       "      <td>49.218374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Lucia</th>\n",
+       "      <td>Saint Lucia</td>\n",
+       "      <td>Saint Lucia</td>\n",
+       "      <td>Americas</td>\n",
+       "      <td>Caribbean</td>\n",
+       "      <td>Latin America &amp; Caribbean</td>\n",
+       "      <td>160267</td>\n",
+       "      <td>1778.0</td>\n",
+       "      <td>3. Upper middle income</td>\n",
+       "      <td>-60.969699</td>\n",
+       "      <td>13.894795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Taiwan*</th>\n",
        "      <td>Taiwan</td>\n",
        "      <td>Taiwan</td>\n",
@@ -681,18 +785,90 @@
        "      <td>120.954273</td>\n",
        "      <td>23.753993</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Vincent and the Grenadines</th>\n",
+       "      <td>St. Vin. and Gren.</td>\n",
+       "      <td>Saint Vincent and the Grenadines</td>\n",
+       "      <td>Americas</td>\n",
+       "      <td>Caribbean</td>\n",
+       "      <td>Latin America &amp; Caribbean</td>\n",
+       "      <td>104574</td>\n",
+       "      <td>1070.0</td>\n",
+       "      <td>3. Upper middle income</td>\n",
+       "      <td>-61.201297</td>\n",
+       "      <td>13.224723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Venezuela</th>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>Americas</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>Latin America &amp; Caribbean</td>\n",
+       "      <td>26814843</td>\n",
+       "      <td>357400.0</td>\n",
+       "      <td>3. Upper middle income</td>\n",
+       "      <td>-66.181841</td>\n",
+       "      <td>7.124224</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            name name_long region_un     subregion            region_wb  \\\n",
-       "name_jhu                                                                  \n",
-       "Taiwan*   Taiwan    Taiwan      Asia  Eastern Asia  East Asia & Pacific   \n",
+       "                                                name  \\\n",
+       "name_jhu                                               \n",
+       "Guernsey                                    Guernsey   \n",
+       "Jersey                                        Jersey   \n",
+       "Saint Lucia                              Saint Lucia   \n",
+       "Taiwan*                                       Taiwan   \n",
+       "Saint Vincent and the Grenadines  St. Vin. and Gren.   \n",
+       "Venezuela                                  Venezuela   \n",
+       "\n",
+       "                                                         name_long region_un  \\\n",
+       "name_jhu                                                                       \n",
+       "Guernsey                                                  Guernsey    Europe   \n",
+       "Jersey                                                      Jersey    Europe   \n",
+       "Saint Lucia                                            Saint Lucia  Americas   \n",
+       "Taiwan*                                                     Taiwan      Asia   \n",
+       "Saint Vincent and the Grenadines  Saint Vincent and the Grenadines  Americas   \n",
+       "Venezuela                                                Venezuela  Americas   \n",
+       "\n",
+       "                                        subregion                  region_wb  \\\n",
+       "name_jhu                                                                       \n",
+       "Guernsey                          Northern Europe      Europe & Central Asia   \n",
+       "Jersey                            Northern Europe      Europe & Central Asia   \n",
+       "Saint Lucia                             Caribbean  Latin America & Caribbean   \n",
+       "Taiwan*                              Eastern Asia        East Asia & Pacific   \n",
+       "Saint Vincent and the Grenadines        Caribbean  Latin America & Caribbean   \n",
+       "Venezuela                           South America  Latin America & Caribbean   \n",
+       "\n",
+       "                                   pop_est  gdp_md_est  \\\n",
+       "name_jhu                                                 \n",
+       "Guernsey                             68633      2742.0   \n",
+       "Jersey                               91626      5100.0   \n",
+       "Saint Lucia                         160267      1778.0   \n",
+       "Taiwan*                           22974347    712000.0   \n",
+       "Saint Vincent and the Grenadines    104574      1070.0   \n",
+       "Venezuela                         26814843    357400.0   \n",
+       "\n",
+       "                                               income_grp   Longitude  \\\n",
+       "name_jhu                                                                \n",
+       "Guernsey                          2. High income: nonOECD   -2.572391   \n",
+       "Jersey                            2. High income: nonOECD   -2.126899   \n",
+       "Saint Lucia                        3. Upper middle income  -60.969699   \n",
+       "Taiwan*                           2. High income: nonOECD  120.954273   \n",
+       "Saint Vincent and the Grenadines   3. Upper middle income  -61.201297   \n",
+       "Venezuela                          3. Upper middle income  -66.181841   \n",
        "\n",
-       "           pop_est  gdp_md_est               income_grp   Longitude   Latitude  \n",
-       "name_jhu                                                                        \n",
-       "Taiwan*   22974347    712000.0  2. High income: nonOECD  120.954273  23.753993  "
+       "                                   Latitude  \n",
+       "name_jhu                                     \n",
+       "Guernsey                          49.468098  \n",
+       "Jersey                            49.218374  \n",
+       "Saint Lucia                       13.894795  \n",
+       "Taiwan*                           23.753993  \n",
+       "Saint Vincent and the Grenadines  13.224723  \n",
+       "Venezuela                          7.124224  "
       ]
      },
      "metadata": {},
@@ -713,10 +889,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011426,
-     "end_time": "2020-03-15T16:12:45.657075",
+     "duration": 0.012259,
+     "end_time": "2020-03-15T16:43:43.474771",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.645649",
+     "start_time": "2020-03-15T16:43:43.462512",
      "status": "completed"
     },
     "tags": []
@@ -730,10 +906,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.082905,
-     "end_time": "2020-03-15T16:12:45.750274",
+     "duration": 0.080269,
+     "end_time": "2020-03-15T16:43:43.565663",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.667369",
+     "start_time": "2020-03-15T16:43:43.485394",
      "status": "completed"
     },
     "tags": []
@@ -758,10 +934,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.057388,
-     "end_time": "2020-03-15T16:12:45.829536",
+     "duration": 0.065907,
+     "end_time": "2020-03-15T16:43:43.656507",
      "exception": false,
-     "start_time": "2020-03-15T16:12:45.772148",
+     "start_time": "2020-03-15T16:43:43.590600",
      "status": "completed"
     },
     "tags": []
@@ -794,21 +970,21 @@
    "version": "3.7.6"
   },
   "papermill": {
-   "duration": 2.578814,
-   "end_time": "2020-03-15T16:12:46.163138",
+   "duration": 2.541462,
+   "end_time": "2020-03-15T16:43:43.994344",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/ToRates.ipynb",
+   "input_path": "/tmp/sj0uwmdy/notebooks/ToRates.ipynb",
    "output_path": "runs/ToRates.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/ToRates.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/sj0uwmdy/notebooks/ToRates.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/ToRates.run.ipynb",
-    "geodata_path": "./data/geodata/geo_data.csv",
-    "out_folder": "./data/covid-19_rates/",
-    "ts_folder": "./data/covid-19_jhu-csse/",
-    "wb_path": "./data/worldbank/SP.POP.TOTL.zip"
+    "geodata_path": "/tmp/sj0uwmdy/data/geodata/geo_data.csv",
+    "out_folder": "data/covid-19_rates",
+    "ts_folder": "/tmp/sj0uwmdy/data/covid-19_jhu-csse",
+    "wb_path": "/tmp/sj0uwmdy/data/worldbank/SP.POP.TOTL.zip"
    },
-   "start_time": "2020-03-15T16:12:43.584324",
+   "start_time": "2020-03-15T16:43:41.452882",
    "version": "1.1.0"
   }
  },