diff --git a/.renku/workflow/414e8dd586a446e588db482c4fc88f09_papermill.cwl b/.renku/workflow/414e8dd586a446e588db482c4fc88f09_papermill.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..988afcd830a1f9c81a2ca1b826ac4fbb0f595b33
--- /dev/null
+++ b/.renku/workflow/414e8dd586a446e588db482c4fc88f09_papermill.cwl
@@ -0,0 +1,137 @@
+arguments: []
+baseCommand:
+- papermill
+class: CommandLineTool
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    inputBinding:
+      position: 1
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_10:
+    default: runs/ToRates.run.ipynb
+    inputBinding:
+      position: 10
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_2:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    inputBinding:
+      position: 2
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: Directory
+  input_3:
+    default: wb_path
+    inputBinding:
+      position: 3
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: File
+      path: ../../data/worldbank/SP.POP.TOTL.zip
+    inputBinding:
+      position: 4
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+  input_5:
+    default: geodata_path
+    inputBinding:
+      position: 5
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_6:
+    default:
+      class: File
+      path: ../../data/geodata/geo_data.csv
+    inputBinding:
+      position: 6
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+  input_7:
+    default: out_folder
+    inputBinding:
+      position: 7
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_8:
+    default: data/covid-19_rates
+    inputBinding:
+      position: 8
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_9:
+    default:
+      class: File
+      path: ../../notebooks/process/ToRates.ipynb
+    inputBinding:
+      position: 9
+      prefix: --inject-paths
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+outputs:
+  output_0:
+    outputBinding:
+      glob: $(inputs.input_10)
+    streamable: false
+    type: File
+  output_1:
+    outputBinding:
+      glob: $(inputs.input_8)
+    streamable: false
+    type: Directory
+permanentFailCodes: []
+requirements:
+- class: InlineJavascriptRequirement
+- class: InitialWorkDirRequirement
+  listing:
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: runs
+    writable: true
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: data/covid-19_rates
+    writable: true
+  - entry: $(inputs.input_2)
+    entryname: data/covid-19_jhu-csse
+    writable: false
+  - entry: $(inputs.input_4)
+    entryname: data/worldbank/SP.POP.TOTL.zip
+    writable: false
+  - entry: $(inputs.input_6)
+    entryname: data/geodata/geo_data.csv
+    writable: false
+  - entry: $(inputs.input_9)
+    entryname: notebooks/process/ToRates.ipynb
+    writable: false
+successCodes: []
+temporaryFailCodes: []
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 7b5f02fe51aaaf65baebe04bd54484f86561947e..d5f8230902d6edf79202e29cd190de20d0096ef9 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:b8f2140f3579b87a0b898231e4791d3943454507ff79055747aee72ef38cb173
-size 87096
+oid sha256:9ae1fd02112a3f7f1f74c314625a7042c89de2f6df105dc4c13f53b3d00e8cd6
+size 104570
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 14b7534f20ecd8eaf6985bf98fb36eef516fe967..be053acdb2cd682fc71ea08024df5e2d17f7088c 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
-oid sha256:101e9885fce5564a2452250eabaca0929e1ebfb00f17d762c1064fdeaae3837a
-size 49944
+oid sha256:905ade4dbd24d54b75fcef4b21b2642b71cac902a4fc314d180880e7a5ebd499
+size 62770
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 3914842abf31a1ea51925eddbb74d7b67e617692..b50338e950ace568358569adedf6a07c934e8141 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 sha256:5e501b13b10ffeee0fa4bed91482e1151ab37c8370548c668b1996b0869b5c5a
-size 62472
+oid sha256:9434e8bf57ebee68c6b69c85b78b9d84e2b4c6196fe0869299594c33f205e404
+size 76043
diff --git a/runs/ToRates.run.ipynb b/runs/ToRates.run.ipynb
index 2ab9a8b826121970d18cd31b939dd2810c444131..60c0a454cdc14cb0fc3cc710006fe09f7e88b1b2 100644
--- a/runs/ToRates.run.ipynb
+++ b/runs/ToRates.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.019737,
-     "end_time": "2020-03-20T09:14:21.387138",
+     "duration": 0.032494,
+     "end_time": "2020-03-25T13:55:04.106838",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.367401",
+     "start_time": "2020-03-25T13:55:04.074344",
      "status": "completed"
     },
     "tags": []
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.344425,
-     "end_time": "2020-03-20T09:14:21.745752",
+     "duration": 0.307799,
+     "end_time": "2020-03-25T13:55:04.426890",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.401327",
+     "start_time": "2020-03-25T13:55:04.119091",
      "status": "completed"
     },
     "tags": []
@@ -40,10 +40,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.028,
-     "end_time": "2020-03-20T09:14:21.793663",
+     "duration": 0.024997,
+     "end_time": "2020-03-25T13:55:04.473087",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.765663",
+     "start_time": "2020-03-25T13:55:04.448090",
      "status": "completed"
     },
     "tags": [
@@ -64,10 +64,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.024974,
-     "end_time": "2020-03-20T09:14:21.834058",
+     "duration": 0.022661,
+     "end_time": "2020-03-25T13:55:04.509511",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.809084",
+     "start_time": "2020-03-25T13:55:04.486850",
      "status": "completed"
     },
     "tags": [
@@ -77,22 +77,22 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/99ksj1h9/notebooks/process/ToRates.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"notebooks/process/ToRates.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/ToRates.run.ipynb\"\n",
-    "ts_folder = \"/tmp/99ksj1h9/data/covid-19_jhu-csse\"\n",
-    "wb_path = \"/tmp/99ksj1h9/data/worldbank/SP.POP.TOTL.zip\"\n",
-    "geodata_path = \"/tmp/99ksj1h9/data/geodata/geo_data.csv\"\n",
-    "out_folder = \"data/covid-19_rates\"\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"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013897,
-     "end_time": "2020-03-20T09:14:21.861189",
+     "duration": 0.010324,
+     "end_time": "2020-03-25T13:55:04.532118",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.847292",
+     "start_time": "2020-03-25T13:55:04.521794",
      "status": "completed"
     },
     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.037703,
-     "end_time": "2020-03-20T09:14:21.914653",
+     "duration": 0.029616,
+     "end_time": "2020-03-25T13:55:04.571972",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.876950",
+     "start_time": "2020-03-25T13:55:04.542356",
      "status": "completed"
     },
     "tags": []
@@ -135,10 +135,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.160725,
-     "end_time": "2020-03-20T09:14:22.091386",
+     "duration": 0.139315,
+     "end_time": "2020-03-25T13:55:04.724324",
      "exception": false,
-     "start_time": "2020-03-20T09:14:21.930661",
+     "start_time": "2020-03-25T13:55:04.585009",
      "status": "completed"
     },
     "tags": []
@@ -156,10 +156,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013485,
-     "end_time": "2020-03-20T09:14:22.121911",
+     "duration": 0.011298,
+     "end_time": "2020-03-25T13:55:04.758899",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.108426",
+     "start_time": "2020-03-25T13:55:04.747601",
      "status": "completed"
     },
     "tags": []
@@ -173,10 +173,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.045236,
-     "end_time": "2020-03-20T09:14:22.179994",
+     "duration": 0.046291,
+     "end_time": "2020-03-25T13:55:04.814885",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.134758",
+     "start_time": "2020-03-25T13:55:04.768594",
      "status": "completed"
     },
     "tags": []
@@ -192,10 +192,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01244,
-     "end_time": "2020-03-20T09:14:22.208872",
+     "duration": 0.011042,
+     "end_time": "2020-03-25T13:55:04.848202",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.196432",
+     "start_time": "2020-03-25T13:55:04.837160",
      "status": "completed"
     },
     "tags": []
@@ -209,10 +209,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.066727,
-     "end_time": "2020-03-20T09:14:22.288534",
+     "duration": 0.070582,
+     "end_time": "2020-03-25T13:55:04.929280",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.221807",
+     "start_time": "2020-03-25T13:55:04.858698",
      "status": "completed"
     },
     "tags": []
@@ -345,10 +345,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.017214,
-     "end_time": "2020-03-20T09:14:22.323770",
+     "duration": 0.011058,
+     "end_time": "2020-03-25T13:55:04.961018",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.306556",
+     "start_time": "2020-03-25T13:55:04.949960",
      "status": "completed"
     },
     "tags": []
@@ -362,10 +362,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.039771,
-     "end_time": "2020-03-20T09:14:22.376854",
+     "duration": 0.045924,
+     "end_time": "2020-03-25T13:55:05.017994",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.337083",
+     "start_time": "2020-03-25T13:55:04.972070",
      "status": "completed"
     },
     "tags": []
@@ -394,10 +394,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.030032,
-     "end_time": "2020-03-20T09:14:22.426341",
+     "duration": 0.024519,
+     "end_time": "2020-03-25T13:55:05.063028",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.396309",
+     "start_time": "2020-03-25T13:55:05.038509",
      "status": "completed"
     },
     "tags": []
@@ -412,10 +412,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.015764,
-     "end_time": "2020-03-20T09:14:22.459526",
+     "duration": 0.013202,
+     "end_time": "2020-03-25T13:55:05.094653",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.443762",
+     "start_time": "2020-03-25T13:55:05.081451",
      "status": "completed"
     },
     "tags": []
@@ -429,10 +429,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.046845,
-     "end_time": "2020-03-20T09:14:22.521782",
+     "duration": 0.057047,
+     "end_time": "2020-03-25T13:55:05.164566",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.474937",
+     "start_time": "2020-03-25T13:55:05.107519",
      "status": "completed"
     },
     "tags": []
@@ -461,8 +461,8 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th>2020-03-18 00:00:00</th>\n",
-       "      <th>2020-03-19 00:00:00</th>\n",
+       "      <th>2020-03-22 00:00:00</th>\n",
+       "      <th>2020-03-23 00:00:00</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -474,105 +474,213 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
+       "      <th>Cape Verde</th>\n",
+       "      <th>-23.6167</th>\n",
+       "      <th>15.1111</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Congo (Brazzaville)</th>\n",
        "      <th>21.7587</th>\n",
        "      <th>-4.0383</th>\n",
-       "      <td>1</td>\n",
        "      <td>3</td>\n",
+       "      <td>3.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Congo (Kinshasa)</th>\n",
        "      <th>21.7587</th>\n",
        "      <th>-4.0383</th>\n",
-       "      <td>4</td>\n",
-       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>30.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Cruise Ship</th>\n",
        "      <th>139.6380</th>\n",
        "      <th>35.4437</th>\n",
        "      <td>712</td>\n",
-       "      <td>712</td>\n",
+       "      <td>712.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>East Timor</th>\n",
+       "      <th>125.5600</th>\n",
+       "      <th>-8.5500</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>French Guiana</th>\n",
+       "      <th>-53.1258</th>\n",
+       "      <th>3.9339</th>\n",
+       "      <td>0</td>\n",
+       "      <td>18.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guadeloupe</th>\n",
+       "      <th>-61.5510</th>\n",
+       "      <th>16.2650</th>\n",
+       "      <td>0</td>\n",
+       "      <td>56.0</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>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Holy See</th>\n",
        "      <th>12.4534</th>\n",
        "      <th>41.9029</th>\n",
        "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>1.0</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>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Kyrgyzstan</th>\n",
        "      <th>74.7661</th>\n",
        "      <th>41.2044</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Martinique</th>\n",
        "      <th>-61.0242</th>\n",
        "      <th>14.6415</th>\n",
-       "      <td>19</td>\n",
-       "      <td>23</td>\n",
+       "      <td>37</td>\n",
+       "      <td>37.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mayotte</th>\n",
+       "      <th>45.1662</th>\n",
+       "      <th>-12.8275</th>\n",
+       "      <td>0</td>\n",
+       "      <td>11.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Republic of the Congo</th>\n",
+       "      <th>15.5560</th>\n",
+       "      <th>-1.4400</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Reunion</th>\n",
+       "      <th>55.5364</th>\n",
+       "      <th>-21.1151</th>\n",
+       "      <td>0</td>\n",
+       "      <td>47.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Saint Lucia</th>\n",
        "      <th>-60.9789</th>\n",
        "      <th>13.9094</th>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>2.0</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>1</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Syria</th>\n",
+       "      <th>38.9968</th>\n",
+       "      <th>34.8021</th>\n",
        "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Taiwan*</th>\n",
        "      <th>121.0000</th>\n",
        "      <th>23.7000</th>\n",
-       "      <td>100</td>\n",
-       "      <td>108</td>\n",
+       "      <td>169</td>\n",
+       "      <td>169.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>The Bahamas</th>\n",
+       "      <th>-76.0000</th>\n",
+       "      <th>24.2500</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>The Gambia</th>\n",
+       "      <th>-16.6000</th>\n",
+       "      <th>13.4667</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Venezuela</th>\n",
        "      <th>-66.5897</th>\n",
        "      <th>6.4238</th>\n",
-       "      <td>36</td>\n",
-       "      <td>42</td>\n",
+       "      <td>70</td>\n",
+       "      <td>70.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                     2020-03-18 00:00:00  \\\n",
+       "                                                     2020-03-22 00:00:00  \\\n",
        "Country/Region                   Long      Lat                             \n",
-       "Congo (Brazzaville)               21.7587  -4.0383                     1   \n",
-       "Congo (Kinshasa)                  21.7587  -4.0383                     4   \n",
+       "Cape Verde                       -23.6167   15.1111                    1   \n",
+       "Congo (Brazzaville)               21.7587  -4.0383                     3   \n",
+       "Congo (Kinshasa)                  21.7587  -4.0383                    30   \n",
        "Cruise Ship                       139.6380  35.4437                  712   \n",
+       "East Timor                        125.5600 -8.5500                     1   \n",
+       "French Guiana                    -53.1258   3.9339                     0   \n",
+       "Guadeloupe                       -61.5510   16.2650                    0   \n",
+       "Guernsey                         -2.5800    49.4500                    0   \n",
        "Holy See                          12.4534   41.9029                    1   \n",
-       "Kyrgyzstan                        74.7661   41.2044                    3   \n",
-       "Martinique                       -61.0242   14.6415                   19   \n",
+       "Jersey                           -2.1100    49.1900                    0   \n",
+       "Kyrgyzstan                        74.7661   41.2044                   14   \n",
+       "Martinique                       -61.0242   14.6415                   37   \n",
+       "Mayotte                           45.1662  -12.8275                    0   \n",
+       "Republic of the Congo             15.5560  -1.4400                     0   \n",
+       "Reunion                           55.5364  -21.1151                    0   \n",
        "Saint Lucia                      -60.9789   13.9094                    2   \n",
        "Saint Vincent and the Grenadines -61.2872   12.9843                    1   \n",
-       "Taiwan*                           121.0000  23.7000                  100   \n",
-       "Venezuela                        -66.5897   6.4238                    36   \n",
+       "Syria                             38.9968   34.8021                    1   \n",
+       "Taiwan*                           121.0000  23.7000                  169   \n",
+       "The Bahamas                      -76.0000   24.2500                    0   \n",
+       "The Gambia                       -16.6000   13.4667                    0   \n",
+       "Venezuela                        -66.5897   6.4238                    70   \n",
        "\n",
-       "                                                     2020-03-19 00:00:00  \n",
+       "                                                     2020-03-23 00:00:00  \n",
        "Country/Region                   Long      Lat                            \n",
-       "Congo (Brazzaville)               21.7587  -4.0383                     3  \n",
-       "Congo (Kinshasa)                  21.7587  -4.0383                    14  \n",
-       "Cruise Ship                       139.6380  35.4437                  712  \n",
-       "Holy See                          12.4534   41.9029                    1  \n",
-       "Kyrgyzstan                        74.7661   41.2044                    3  \n",
-       "Martinique                       -61.0242   14.6415                   23  \n",
-       "Saint Lucia                      -60.9789   13.9094                    2  \n",
-       "Saint Vincent and the Grenadines -61.2872   12.9843                    1  \n",
-       "Taiwan*                           121.0000  23.7000                  108  \n",
-       "Venezuela                        -66.5897   6.4238                    42  "
+       "Cape Verde                       -23.6167   15.1111                  0.0  \n",
+       "Congo (Brazzaville)               21.7587  -4.0383                   3.0  \n",
+       "Congo (Kinshasa)                  21.7587  -4.0383                  30.0  \n",
+       "Cruise Ship                       139.6380  35.4437                712.0  \n",
+       "East Timor                        125.5600 -8.5500                   0.0  \n",
+       "French Guiana                    -53.1258   3.9339                  18.0  \n",
+       "Guadeloupe                       -61.5510   16.2650                 56.0  \n",
+       "Guernsey                         -2.5800    49.4500                  0.0  \n",
+       "Holy See                          12.4534   41.9029                  1.0  \n",
+       "Jersey                           -2.1100    49.1900                  0.0  \n",
+       "Kyrgyzstan                        74.7661   41.2044                 14.0  \n",
+       "Martinique                       -61.0242   14.6415                 37.0  \n",
+       "Mayotte                           45.1662  -12.8275                 11.0  \n",
+       "Republic of the Congo             15.5560  -1.4400                   0.0  \n",
+       "Reunion                           55.5364  -21.1151                 47.0  \n",
+       "Saint Lucia                      -60.9789   13.9094                  2.0  \n",
+       "Saint Vincent and the Grenadines -61.2872   12.9843                  1.0  \n",
+       "Syria                             38.9968   34.8021                  1.0  \n",
+       "Taiwan*                           121.0000  23.7000                169.0  \n",
+       "The Bahamas                      -76.0000   24.2500                  0.0  \n",
+       "The Gambia                       -16.6000   13.4667                  0.0  \n",
+       "Venezuela                        -66.5897   6.4238                  70.0  "
       ]
      },
      "execution_count": 10,
@@ -590,10 +698,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.021182,
-     "end_time": "2020-03-20T09:14:22.566561",
+     "duration": 0.012705,
+     "end_time": "2020-03-25T13:55:05.196368",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.545379",
+     "start_time": "2020-03-25T13:55:05.183663",
      "status": "completed"
     },
     "tags": []
@@ -607,10 +715,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.050686,
-     "end_time": "2020-03-20T09:14:22.640332",
+     "duration": 0.041453,
+     "end_time": "2020-03-25T13:55:05.249421",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.589646",
+     "start_time": "2020-03-25T13:55:05.207968",
      "status": "completed"
     },
     "tags": []
@@ -624,10 +732,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01352,
-     "end_time": "2020-03-20T09:14:22.673904",
+     "duration": 0.012499,
+     "end_time": "2020-03-25T13:55:05.286397",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.660384",
+     "start_time": "2020-03-25T13:55:05.273898",
      "status": "completed"
     },
     "tags": []
@@ -641,10 +749,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.060982,
-     "end_time": "2020-03-20T09:14:22.748645",
+     "duration": 0.067215,
+     "end_time": "2020-03-25T13:55:05.366227",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.687663",
+     "start_time": "2020-03-25T13:55:05.299012",
      "status": "completed"
     },
     "tags": []
@@ -698,6 +806,58 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
+       "      <th>Cape Verde</th>\n",
+       "      <td>Cape Verde</td>\n",
+       "      <td>Cape Verde</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Western Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>429474</td>\n",
+       "      <td>1626.0</td>\n",
+       "      <td>4. Lower middle income</td>\n",
+       "      <td>-23.959888</td>\n",
+       "      <td>15.955233</td>\n",
+       "    </tr>\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>The Gambia</th>\n",
+       "      <td>Gambia</td>\n",
+       "      <td>The Gambia</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Western Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>1782893</td>\n",
+       "      <td>2272.0</td>\n",
+       "      <td>5. Low income</td>\n",
+       "      <td>-15.396013</td>\n",
+       "      <td>13.449652</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>Kyrgyzstan</th>\n",
        "      <td>Kyrgyzstan</td>\n",
        "      <td>Kyrgyzstan</td>\n",
@@ -724,6 +884,19 @@
        "      <td>13.894795</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>Syria</th>\n",
+       "      <td>Syria</td>\n",
+       "      <td>Syria</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Western Asia</td>\n",
+       "      <td>Middle East &amp; North Africa</td>\n",
+       "      <td>20178485</td>\n",
+       "      <td>98830.0</td>\n",
+       "      <td>4. Lower middle income</td>\n",
+       "      <td>38.507882</td>\n",
+       "      <td>35.025474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Taiwan*</th>\n",
        "      <td>Taiwan</td>\n",
        "      <td>Taiwan</td>\n",
@@ -769,48 +942,78 @@
       "text/plain": [
        "                                                name  \\\n",
        "name_jhu                                               \n",
+       "Cape Verde                                Cape Verde   \n",
+       "Guernsey                                    Guernsey   \n",
+       "The Gambia                                    Gambia   \n",
+       "Jersey                                        Jersey   \n",
        "Kyrgyzstan                                Kyrgyzstan   \n",
        "Saint Lucia                              Saint Lucia   \n",
+       "Syria                                          Syria   \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",
+       "Cape Verde                                              Cape Verde    Africa   \n",
+       "Guernsey                                                  Guernsey    Europe   \n",
+       "The Gambia                                              The Gambia    Africa   \n",
+       "Jersey                                                      Jersey    Europe   \n",
        "Kyrgyzstan                                              Kyrgyzstan      Asia   \n",
        "Saint Lucia                                            Saint Lucia  Americas   \n",
+       "Syria                                                        Syria      Asia   \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",
-       "Kyrgyzstan                         Central Asia      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",
+       "                                        subregion                   region_wb  \\\n",
+       "name_jhu                                                                        \n",
+       "Cape Verde                         Western Africa          Sub-Saharan Africa   \n",
+       "Guernsey                          Northern Europe       Europe & Central Asia   \n",
+       "The Gambia                         Western Africa          Sub-Saharan Africa   \n",
+       "Jersey                            Northern Europe       Europe & Central Asia   \n",
+       "Kyrgyzstan                           Central Asia       Europe & Central Asia   \n",
+       "Saint Lucia                             Caribbean   Latin America & Caribbean   \n",
+       "Syria                                Western Asia  Middle East & North Africa   \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",
+       "Cape Verde                          429474      1626.0   \n",
+       "Guernsey                             68633      2742.0   \n",
+       "The Gambia                         1782893      2272.0   \n",
+       "Jersey                               91626      5100.0   \n",
        "Kyrgyzstan                         5431747     11610.0   \n",
        "Saint Lucia                         160267      1778.0   \n",
+       "Syria                             20178485     98830.0   \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",
+       "Cape Verde                         4. Lower middle income  -23.959888   \n",
+       "Guernsey                          2. High income: nonOECD   -2.572391   \n",
+       "The Gambia                                  5. Low income  -15.396013   \n",
+       "Jersey                            2. High income: nonOECD   -2.126899   \n",
        "Kyrgyzstan                                  5. Low income   74.541655   \n",
        "Saint Lucia                        3. Upper middle income  -60.969699   \n",
+       "Syria                              4. Lower middle income   38.507882   \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",
        "                                   Latitude  \n",
        "name_jhu                                     \n",
+       "Cape Verde                        15.955233  \n",
+       "Guernsey                          49.468098  \n",
+       "The Gambia                        13.449652  \n",
+       "Jersey                            49.218374  \n",
        "Kyrgyzstan                        41.462219  \n",
        "Saint Lucia                       13.894795  \n",
+       "Syria                             35.025474  \n",
        "Taiwan*                           23.753993  \n",
        "Saint Vincent and the Grenadines  13.224723  \n",
        "Venezuela                          7.124224  "
@@ -834,10 +1037,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013999,
-     "end_time": "2020-03-20T09:14:22.779092",
+     "duration": 0.012964,
+     "end_time": "2020-03-25T13:55:05.402092",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.765093",
+     "start_time": "2020-03-25T13:55:05.389128",
      "status": "completed"
     },
     "tags": []
@@ -851,10 +1054,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.043702,
-     "end_time": "2020-03-20T09:14:22.837331",
+     "duration": 0.172521,
+     "end_time": "2020-03-25T13:55:05.587275",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.793629",
+     "start_time": "2020-03-25T13:55:05.414754",
      "status": "completed"
     },
     "tags": []
@@ -879,10 +1082,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.083012,
-     "end_time": "2020-03-20T09:14:22.939277",
+     "duration": 0.078266,
+     "end_time": "2020-03-25T13:55:05.678115",
      "exception": false,
-     "start_time": "2020-03-20T09:14:22.856265",
+     "start_time": "2020-03-25T13:55:05.599849",
      "status": "completed"
     },
     "tags": []
@@ -915,21 +1118,21 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 2.769685,
-   "end_time": "2020-03-20T09:14:23.270979",
+   "duration": 2.775622,
+   "end_time": "2020-03-25T13:55:06.012085",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/99ksj1h9/notebooks/process/ToRates.ipynb",
+   "input_path": "notebooks/process/ToRates.ipynb",
    "output_path": "runs/ToRates.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/99ksj1h9/notebooks/process/ToRates.ipynb",
+    "PAPERMILL_INPUT_PATH": "notebooks/process/ToRates.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/ToRates.run.ipynb",
-    "geodata_path": "/tmp/99ksj1h9/data/geodata/geo_data.csv",
-    "out_folder": "data/covid-19_rates",
-    "ts_folder": "/tmp/99ksj1h9/data/covid-19_jhu-csse",
-    "wb_path": "/tmp/99ksj1h9/data/worldbank/SP.POP.TOTL.zip"
+    "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"
    },
-   "start_time": "2020-03-20T09:14:20.501294",
+   "start_time": "2020-03-25T13:55:03.236463",
    "version": "1.1.0"
   }
  },