diff --git a/.renku/workflow/24f649b76cd94bb081e327b6200fc2de_papermill.cwl b/.renku/workflow/24f649b76cd94bb081e327b6200fc2de_papermill.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..473061c8f64291e29744b69b762ab9d9666bc55d
--- /dev/null
+++ b/.renku/workflow/24f649b76cd94bb081e327b6200fc2de_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/atlas/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/atlas/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 762ea359b31e29d5dcde3c6b1bac20286f2089d5..de75c94bf0d92beeba4da5fb695988bd01674a5e 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 sha256:0a3ea2e24d3c73306ecb7a2c20b6f958f47dea9f61d31a60d27470f82b9bc32b
-size 151413
+oid sha256:ef8b634fff8d332792b7aa71d294740e6c6deeab58e79e118bca0e403b9efdfd
+size 154716
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 b4c13fde616f5a01784f0d3929c4a16a114e426f..4924f102980bf668ad90bd7fc815595f44f43a39 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 sha256:10d4336230364ed22641a40a476f4400d5b3bfc0c32bc035bd6e8da6d1790c20
-size 100359
+oid sha256:60a5fb3f15af1d6d1c2e9206b8c65dab140876f02ff3586ad98d0571378329da
+size 103289
diff --git a/runs/ToRates.run.ipynb b/runs/ToRates.run.ipynb
index 0cd0d9b5982bcfa2279313a4d246a8c1da42403b..f4d14418e8f1cebc32bc2a9829ccaf35f73f02ce 100644
--- a/runs/ToRates.run.ipynb
+++ b/runs/ToRates.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.017012,
-     "end_time": "2020-04-07T07:26:23.790565",
+     "duration": 0.02726,
+     "end_time": "2020-04-09T05:00:38.273676",
      "exception": false,
-     "start_time": "2020-04-07T07:26:23.773553",
+     "start_time": "2020-04-09T05:00:38.246416",
      "status": "completed"
     },
     "tags": []
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.296352,
-     "end_time": "2020-04-07T07:26:24.099650",
+     "duration": 0.373082,
+     "end_time": "2020-04-09T05:00:38.659078",
      "exception": false,
-     "start_time": "2020-04-07T07:26:23.803298",
+     "start_time": "2020-04-09T05:00:38.285996",
      "status": "completed"
     },
     "tags": []
@@ -40,10 +40,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.023758,
-     "end_time": "2020-04-07T07:26:24.140475",
+     "duration": 0.027823,
+     "end_time": "2020-04-09T05:00:38.706532",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.116717",
+     "start_time": "2020-04-09T05:00:38.678709",
      "status": "completed"
     },
     "tags": [
@@ -53,7 +53,7 @@
    "outputs": [],
    "source": [
     "ts_folder = \"../../data/covid-19_jhu-csse/\"\n",
-    "wb_path = \"../../data/worldbank/SP.POP.TOTL.zip\"\n",
+    "wb_path = \"../../data/atlas/worldbank/SP.POP.TOTL.zip\"\n",
     "geodata_path = \"../../data/geodata/geo_data.csv\"\n",
     "out_folder = None\n",
     "PAPERMILL_OUTPUT_PATH = None"
@@ -64,10 +64,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.02264,
-     "end_time": "2020-04-07T07:26:24.177456",
+     "duration": 0.030505,
+     "end_time": "2020-04-09T05:00:38.750544",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.154816",
+     "start_time": "2020-04-09T05:00:38.720039",
      "status": "completed"
     },
     "tags": [
@@ -77,22 +77,22 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/o7ht8_17/notebooks/process/ToRates.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"notebooks/process/ToRates.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/ToRates.run.ipynb\"\n",
-    "ts_folder = \"/tmp/o7ht8_17/data/covid-19_jhu-csse\"\n",
-    "wb_path = \"/tmp/o7ht8_17/data/worldbank/SP.POP.TOTL.zip\"\n",
-    "geodata_path = \"/tmp/o7ht8_17/data/geodata/geo_data.csv\"\n",
-    "out_folder = \"data/covid-19_rates\"\n"
+    "ts_folder = \"./data/covid-19_jhu-csse/\"\n",
+    "wb_path = \"./data/atlas/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": 0.013275,
-     "end_time": "2020-04-07T07:26:24.205204",
+     "duration": 0.010526,
+     "end_time": "2020-04-09T05:00:38.775129",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.191929",
+     "start_time": "2020-04-09T05:00:38.764603",
      "status": "completed"
     },
     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.02493,
-     "end_time": "2020-04-07T07:26:24.242506",
+     "duration": 0.034297,
+     "end_time": "2020-04-09T05:00:38.820899",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.217576",
+     "start_time": "2020-04-09T05:00:38.786602",
      "status": "completed"
     },
     "tags": []
@@ -135,10 +135,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.140184,
-     "end_time": "2020-04-07T07:26:24.395550",
+     "duration": 0.114622,
+     "end_time": "2020-04-09T05:00:38.951454",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.255366",
+     "start_time": "2020-04-09T05:00:38.836832",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.012225,
-     "end_time": "2020-04-07T07:26:24.420637",
+     "duration": 0.011673,
+     "end_time": "2020-04-09T05:00:38.983837",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.408412",
+     "start_time": "2020-04-09T05:00:38.972164",
      "status": "completed"
     },
     "tags": []
@@ -172,10 +172,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.07793,
-     "end_time": "2020-04-07T07:26:24.510919",
+     "duration": 0.047924,
+     "end_time": "2020-04-09T05:00:39.042023",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.432989",
+     "start_time": "2020-04-09T05:00:38.994099",
      "status": "completed"
     },
     "tags": []
@@ -191,10 +191,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.012674,
-     "end_time": "2020-04-07T07:26:24.537326",
+     "duration": 0.01031,
+     "end_time": "2020-04-09T05:00:39.069203",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.524652",
+     "start_time": "2020-04-09T05:00:39.058893",
      "status": "completed"
     },
     "tags": []
@@ -208,10 +208,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.059408,
-     "end_time": "2020-04-07T07:26:24.609279",
+     "duration": 0.072257,
+     "end_time": "2020-04-09T05:00:39.152334",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.549871",
+     "start_time": "2020-04-09T05:00:39.080077",
      "status": "completed"
     },
     "tags": []
@@ -344,10 +344,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.012869,
-     "end_time": "2020-04-07T07:26:24.635680",
+     "duration": 0.011511,
+     "end_time": "2020-04-09T05:00:39.184287",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.622811",
+     "start_time": "2020-04-09T05:00:39.172776",
      "status": "completed"
     },
     "tags": []
@@ -361,10 +361,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.031272,
-     "end_time": "2020-04-07T07:26:24.680185",
+     "duration": 0.04807,
+     "end_time": "2020-04-09T05:00:39.243326",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.648913",
+     "start_time": "2020-04-09T05:00:39.195256",
      "status": "completed"
     },
     "tags": []
@@ -393,10 +393,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.021441,
-     "end_time": "2020-04-07T07:26:24.714729",
+     "duration": 0.025839,
+     "end_time": "2020-04-09T05:00:39.290082",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.693288",
+     "start_time": "2020-04-09T05:00:39.264243",
      "status": "completed"
     },
     "tags": []
@@ -411,10 +411,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013002,
-     "end_time": "2020-04-07T07:26:24.742466",
+     "duration": 0.01093,
+     "end_time": "2020-04-09T05:00:39.314581",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.729464",
+     "start_time": "2020-04-09T05:00:39.303651",
      "status": "completed"
     },
     "tags": []
@@ -428,10 +428,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.038013,
-     "end_time": "2020-04-07T07:26:24.793563",
+     "duration": 0.058977,
+     "end_time": "2020-04-09T05:00:39.384626",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.755550",
+     "start_time": "2020-04-09T05:00:39.325649",
      "status": "completed"
     },
     "tags": []
@@ -460,8 +460,8 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th>2020-04-05 00:00:00</th>\n",
        "      <th>2020-04-06 00:00:00</th>\n",
+       "      <th>2020-04-07 00:00:00</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -476,14 +476,14 @@
        "      <th>Bahamas</th>\n",
        "      <th>-77.396300</th>\n",
        "      <th>25.034300</th>\n",
-       "      <td>28</td>\n",
        "      <td>29</td>\n",
+       "      <td>33</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Burma</th>\n",
        "      <th>95.956000</th>\n",
        "      <th>21.916200</th>\n",
-       "      <td>21</td>\n",
+       "      <td>22</td>\n",
        "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -497,8 +497,8 @@
        "      <th>Congo (Kinshasa)</th>\n",
        "      <th>21.758700</th>\n",
        "      <th>-4.038300</th>\n",
-       "      <td>154</td>\n",
        "      <td>161</td>\n",
+       "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Diamond Princess</th>\n",
@@ -525,15 +525,15 @@
        "      <th>Kyrgyzstan</th>\n",
        "      <th>74.766100</th>\n",
        "      <th>41.204400</th>\n",
-       "      <td>147</td>\n",
        "      <td>216</td>\n",
+       "      <td>228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Laos</th>\n",
        "      <th>102.495496</th>\n",
        "      <th>19.856270</th>\n",
-       "      <td>11</td>\n",
        "      <td>12</td>\n",
+       "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MS Zaandam</th>\n",
@@ -547,7 +547,7 @@
        "      <th>-62.782998</th>\n",
        "      <th>17.357822</th>\n",
        "      <td>10</td>\n",
-       "      <td>10</td>\n",
+       "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Saint Lucia</th>\n",
@@ -561,7 +561,7 @@
        "      <th>-61.287200</th>\n",
        "      <th>12.984300</th>\n",
        "      <td>7</td>\n",
-       "      <td>7</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Syria</th>\n",
@@ -574,14 +574,14 @@
        "      <th>Taiwan*</th>\n",
        "      <th>121.000000</th>\n",
        "      <th>23.700000</th>\n",
-       "      <td>363</td>\n",
        "      <td>373</td>\n",
+       "      <td>376</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Venezuela</th>\n",
        "      <th>-66.589700</th>\n",
        "      <th>6.423800</th>\n",
-       "      <td>159</td>\n",
+       "      <td>165</td>\n",
        "      <td>165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -596,43 +596,43 @@
        "</div>"
       ],
       "text/plain": [
-       "                                                         2020-04-05 00:00:00  \\\n",
+       "                                                         2020-04-06 00:00:00  \\\n",
        "Country/Region                   Long        Lat                               \n",
-       "Bahamas                          -77.396300   25.034300                   28   \n",
-       "Burma                             95.956000   21.916200                   21   \n",
+       "Bahamas                          -77.396300   25.034300                   29   \n",
+       "Burma                             95.956000   21.916200                   22   \n",
        "Congo (Brazzaville)               21.758700  -4.038300                    45   \n",
-       "Congo (Kinshasa)                  21.758700  -4.038300                   154   \n",
+       "Congo (Kinshasa)                  21.758700  -4.038300                   161   \n",
        "Diamond Princess                  0.000000    0.000000                   712   \n",
        "Gambia                           -15.310100   13.443200                    4   \n",
        "Holy See                          12.453400   41.902900                    7   \n",
-       "Kyrgyzstan                        74.766100   41.204400                  147   \n",
-       "Laos                              102.495496  19.856270                   11   \n",
+       "Kyrgyzstan                        74.766100   41.204400                  216   \n",
+       "Laos                              102.495496  19.856270                   12   \n",
        "MS Zaandam                        0.000000    0.000000                     9   \n",
        "Saint Kitts and Nevis            -62.782998   17.357822                   10   \n",
        "Saint Lucia                      -60.978900   13.909400                   14   \n",
        "Saint Vincent and the Grenadines -61.287200   12.984300                    7   \n",
        "Syria                             38.996815   34.802075                   19   \n",
-       "Taiwan*                           121.000000  23.700000                  363   \n",
-       "Venezuela                        -66.589700   6.423800                   159   \n",
+       "Taiwan*                           121.000000  23.700000                  373   \n",
+       "Venezuela                        -66.589700   6.423800                   165   \n",
        "Western Sahara                   -12.885800   24.215500                    4   \n",
        "\n",
-       "                                                         2020-04-06 00:00:00  \n",
+       "                                                         2020-04-07 00:00:00  \n",
        "Country/Region                   Long        Lat                              \n",
-       "Bahamas                          -77.396300   25.034300                   29  \n",
+       "Bahamas                          -77.396300   25.034300                   33  \n",
        "Burma                             95.956000   21.916200                   22  \n",
        "Congo (Brazzaville)               21.758700  -4.038300                    45  \n",
-       "Congo (Kinshasa)                  21.758700  -4.038300                   161  \n",
+       "Congo (Kinshasa)                  21.758700  -4.038300                   180  \n",
        "Diamond Princess                  0.000000    0.000000                   712  \n",
        "Gambia                           -15.310100   13.443200                    4  \n",
        "Holy See                          12.453400   41.902900                    7  \n",
-       "Kyrgyzstan                        74.766100   41.204400                  216  \n",
-       "Laos                              102.495496  19.856270                   12  \n",
+       "Kyrgyzstan                        74.766100   41.204400                  228  \n",
+       "Laos                              102.495496  19.856270                   14  \n",
        "MS Zaandam                        0.000000    0.000000                     9  \n",
-       "Saint Kitts and Nevis            -62.782998   17.357822                   10  \n",
+       "Saint Kitts and Nevis            -62.782998   17.357822                   11  \n",
        "Saint Lucia                      -60.978900   13.909400                   14  \n",
-       "Saint Vincent and the Grenadines -61.287200   12.984300                    7  \n",
+       "Saint Vincent and the Grenadines -61.287200   12.984300                    8  \n",
        "Syria                             38.996815   34.802075                   19  \n",
-       "Taiwan*                           121.000000  23.700000                  373  \n",
+       "Taiwan*                           121.000000  23.700000                  376  \n",
        "Venezuela                        -66.589700   6.423800                   165  \n",
        "Western Sahara                   -12.885800   24.215500                    4  "
       ]
@@ -652,10 +652,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013688,
-     "end_time": "2020-04-07T07:26:24.822695",
+     "duration": 0.01194,
+     "end_time": "2020-04-09T05:00:39.418251",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.809007",
+     "start_time": "2020-04-09T05:00:39.406311",
      "status": "completed"
     },
     "tags": []
@@ -669,10 +669,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.030357,
-     "end_time": "2020-04-07T07:26:24.866561",
+     "duration": 0.04001,
+     "end_time": "2020-04-09T05:00:39.469552",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.836204",
+     "start_time": "2020-04-09T05:00:39.429542",
      "status": "completed"
     },
     "tags": []
@@ -686,10 +686,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013462,
-     "end_time": "2020-04-07T07:26:24.893963",
+     "duration": 0.012892,
+     "end_time": "2020-04-09T05:00:39.505711",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.880501",
+     "start_time": "2020-04-09T05:00:39.492819",
      "status": "completed"
     },
     "tags": []
@@ -703,10 +703,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.049958,
-     "end_time": "2020-04-07T07:26:24.957693",
+     "duration": 0.072541,
+     "end_time": "2020-04-09T05:00:39.590213",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.907735",
+     "start_time": "2020-04-09T05:00:39.517672",
      "status": "completed"
     },
     "tags": []
@@ -735,6 +735,7 @@
        "      <th></th>\n",
        "      <th>name</th>\n",
        "      <th>name_long</th>\n",
+       "      <th>sov_a3</th>\n",
        "      <th>region_un</th>\n",
        "      <th>subregion</th>\n",
        "      <th>region_wb</th>\n",
@@ -756,6 +757,7 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -763,6 +765,7 @@
        "      <th>Bahamas</th>\n",
        "      <td>Bahamas</td>\n",
        "      <td>Bahamas</td>\n",
+       "      <td>BHS</td>\n",
        "      <td>Americas</td>\n",
        "      <td>Caribbean</td>\n",
        "      <td>Latin America &amp; Caribbean</td>\n",
@@ -776,6 +779,7 @@
        "      <th>Kyrgyzstan</th>\n",
        "      <td>Kyrgyzstan</td>\n",
        "      <td>Kyrgyzstan</td>\n",
+       "      <td>KGZ</td>\n",
        "      <td>Asia</td>\n",
        "      <td>Central Asia</td>\n",
        "      <td>Europe &amp; Central Asia</td>\n",
@@ -789,6 +793,7 @@
        "      <th>Saint Kitts and Nevis</th>\n",
        "      <td>St. Kitts and Nevis</td>\n",
        "      <td>Saint Kitts and Nevis</td>\n",
+       "      <td>KNA</td>\n",
        "      <td>Americas</td>\n",
        "      <td>Caribbean</td>\n",
        "      <td>Latin America &amp; Caribbean</td>\n",
@@ -802,6 +807,7 @@
        "      <th>Saint Lucia</th>\n",
        "      <td>Saint Lucia</td>\n",
        "      <td>Saint Lucia</td>\n",
+       "      <td>LCA</td>\n",
        "      <td>Americas</td>\n",
        "      <td>Caribbean</td>\n",
        "      <td>Latin America &amp; Caribbean</td>\n",
@@ -815,6 +821,7 @@
        "      <th>Western Sahara</th>\n",
        "      <td>W. Sahara</td>\n",
        "      <td>Western Sahara</td>\n",
+       "      <td>SAH</td>\n",
        "      <td>Africa</td>\n",
        "      <td>Northern Africa</td>\n",
        "      <td>Middle East &amp; North Africa</td>\n",
@@ -828,6 +835,7 @@
        "      <th>Syria</th>\n",
        "      <td>Syria</td>\n",
        "      <td>Syria</td>\n",
+       "      <td>SYR</td>\n",
        "      <td>Asia</td>\n",
        "      <td>Western Asia</td>\n",
        "      <td>Middle East &amp; North Africa</td>\n",
@@ -841,6 +849,7 @@
        "      <th>Taiwan*</th>\n",
        "      <td>Taiwan</td>\n",
        "      <td>Taiwan</td>\n",
+       "      <td>TWN</td>\n",
        "      <td>Asia</td>\n",
        "      <td>Eastern Asia</td>\n",
        "      <td>East Asia &amp; Pacific</td>\n",
@@ -854,6 +863,7 @@
        "      <th>Saint Vincent and the Grenadines</th>\n",
        "      <td>St. Vin. and Gren.</td>\n",
        "      <td>Saint Vincent and the Grenadines</td>\n",
+       "      <td>VCT</td>\n",
        "      <td>Americas</td>\n",
        "      <td>Caribbean</td>\n",
        "      <td>Latin America &amp; Caribbean</td>\n",
@@ -867,6 +877,7 @@
        "      <th>Venezuela</th>\n",
        "      <td>Venezuela</td>\n",
        "      <td>Venezuela</td>\n",
+       "      <td>VEN</td>\n",
        "      <td>Americas</td>\n",
        "      <td>South America</td>\n",
        "      <td>Latin America &amp; Caribbean</td>\n",
@@ -893,65 +904,65 @@
        "Saint Vincent and the Grenadines   St. Vin. and Gren.   \n",
        "Venezuela                                   Venezuela   \n",
        "\n",
-       "                                                         name_long region_un  \\\n",
-       "name_jhu                                                                       \n",
-       "Bahamas                                                    Bahamas  Americas   \n",
-       "Kyrgyzstan                                              Kyrgyzstan      Asia   \n",
-       "Saint Kitts and Nevis                        Saint Kitts and Nevis  Americas   \n",
-       "Saint Lucia                                            Saint Lucia  Americas   \n",
-       "Western Sahara                                      Western Sahara    Africa   \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",
+       "                                                         name_long sov_a3  \\\n",
+       "name_jhu                                                                    \n",
+       "Bahamas                                                    Bahamas    BHS   \n",
+       "Kyrgyzstan                                              Kyrgyzstan    KGZ   \n",
+       "Saint Kitts and Nevis                        Saint Kitts and Nevis    KNA   \n",
+       "Saint Lucia                                            Saint Lucia    LCA   \n",
+       "Western Sahara                                      Western Sahara    SAH   \n",
+       "Syria                                                        Syria    SYR   \n",
+       "Taiwan*                                                     Taiwan    TWN   \n",
+       "Saint Vincent and the Grenadines  Saint Vincent and the Grenadines    VCT   \n",
+       "Venezuela                                                Venezuela    VEN   \n",
        "\n",
-       "                                        subregion                   region_wb  \\\n",
-       "name_jhu                                                                        \n",
-       "Bahamas                                 Caribbean   Latin America & Caribbean   \n",
-       "Kyrgyzstan                           Central Asia       Europe & Central Asia   \n",
-       "Saint Kitts and Nevis                   Caribbean   Latin America & Caribbean   \n",
-       "Saint Lucia                             Caribbean   Latin America & Caribbean   \n",
-       "Western Sahara                    Northern Africa  Middle East & North Africa   \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",
+       "                                 region_un        subregion  \\\n",
+       "name_jhu                                                      \n",
+       "Bahamas                           Americas        Caribbean   \n",
+       "Kyrgyzstan                            Asia     Central Asia   \n",
+       "Saint Kitts and Nevis             Americas        Caribbean   \n",
+       "Saint Lucia                       Americas        Caribbean   \n",
+       "Western Sahara                      Africa  Northern Africa   \n",
+       "Syria                                 Asia     Western Asia   \n",
+       "Taiwan*                               Asia     Eastern Asia   \n",
+       "Saint Vincent and the Grenadines  Americas        Caribbean   \n",
+       "Venezuela                         Americas    South America   \n",
        "\n",
-       "                                   pop_est  gdp_md_est  \\\n",
-       "name_jhu                                                 \n",
-       "Bahamas                             309156      9093.0   \n",
-       "Kyrgyzstan                         5431747     11610.0   \n",
-       "Saint Kitts and Nevis                40131       777.7   \n",
-       "Saint Lucia                         160267      1778.0   \n",
-       "Western Sahara                         -99       -99.0   \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",
+       "                                                   region_wb   pop_est  \\\n",
+       "name_jhu                                                                 \n",
+       "Bahamas                            Latin America & Caribbean    309156   \n",
+       "Kyrgyzstan                             Europe & Central Asia   5431747   \n",
+       "Saint Kitts and Nevis              Latin America & Caribbean     40131   \n",
+       "Saint Lucia                        Latin America & Caribbean    160267   \n",
+       "Western Sahara                    Middle East & North Africa       -99   \n",
+       "Syria                             Middle East & North Africa  20178485   \n",
+       "Taiwan*                                  East Asia & Pacific  22974347   \n",
+       "Saint Vincent and the Grenadines   Latin America & Caribbean    104574   \n",
+       "Venezuela                          Latin America & Caribbean  26814843   \n",
        "\n",
-       "                                               income_grp   Longitude  \\\n",
+       "                                  gdp_md_est               income_grp  \\\n",
        "name_jhu                                                                \n",
-       "Bahamas                           2. High income: nonOECD  -76.628430   \n",
-       "Kyrgyzstan                                  5. Low income   74.541655   \n",
-       "Saint Kitts and Nevis             2. High income: nonOECD  -62.687553   \n",
-       "Saint Lucia                        3. Upper middle income  -60.969699   \n",
-       "Western Sahara                              5. Low income  -12.219828   \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",
+       "Bahamas                               9093.0  2. High income: nonOECD   \n",
+       "Kyrgyzstan                           11610.0            5. Low income   \n",
+       "Saint Kitts and Nevis                  777.7  2. High income: nonOECD   \n",
+       "Saint Lucia                           1778.0   3. Upper middle income   \n",
+       "Western Sahara                         -99.0            5. Low income   \n",
+       "Syria                                98830.0   4. Lower middle income   \n",
+       "Taiwan*                             712000.0  2. High income: nonOECD   \n",
+       "Saint Vincent and the Grenadines      1070.0   3. Upper middle income   \n",
+       "Venezuela                           357400.0   3. Upper middle income   \n",
        "\n",
-       "                                   Latitude  \n",
-       "name_jhu                                     \n",
-       "Bahamas                           24.290367  \n",
-       "Kyrgyzstan                        41.462219  \n",
-       "Saint Kitts and Nevis             17.264599  \n",
-       "Saint Lucia                       13.894795  \n",
-       "Western Sahara                    24.229567  \n",
-       "Syria                             35.025474  \n",
-       "Taiwan*                           23.753993  \n",
-       "Saint Vincent and the Grenadines  13.224723  \n",
-       "Venezuela                          7.124224  "
+       "                                   Longitude   Latitude  \n",
+       "name_jhu                                                 \n",
+       "Bahamas                           -76.628430  24.290367  \n",
+       "Kyrgyzstan                         74.541655  41.462219  \n",
+       "Saint Kitts and Nevis             -62.687553  17.264599  \n",
+       "Saint Lucia                       -60.969699  13.894795  \n",
+       "Western Sahara                    -12.219828  24.229567  \n",
+       "Syria                              38.507882  35.025474  \n",
+       "Taiwan*                           120.954273  23.753993  \n",
+       "Saint Vincent and the Grenadines  -61.201297  13.224723  \n",
+       "Venezuela                         -66.181841   7.124224  "
       ]
      },
      "metadata": {},
@@ -972,10 +983,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01429,
-     "end_time": "2020-04-07T07:26:24.987432",
+     "duration": 0.01225,
+     "end_time": "2020-04-09T05:00:39.623449",
      "exception": false,
-     "start_time": "2020-04-07T07:26:24.973142",
+     "start_time": "2020-04-09T05:00:39.611199",
      "status": "completed"
     },
     "tags": []
@@ -989,10 +1000,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.038975,
-     "end_time": "2020-04-07T07:26:25.041155",
+     "duration": 0.051992,
+     "end_time": "2020-04-09T05:00:39.687185",
      "exception": false,
-     "start_time": "2020-04-07T07:26:25.002180",
+     "start_time": "2020-04-09T05:00:39.635193",
      "status": "completed"
     },
     "tags": []
@@ -1017,10 +1028,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.119428,
-     "end_time": "2020-04-07T07:26:25.175277",
+     "duration": 0.082263,
+     "end_time": "2020-04-09T05:00:39.790829",
      "exception": false,
-     "start_time": "2020-04-07T07:26:25.055849",
+     "start_time": "2020-04-09T05:00:39.708566",
      "status": "completed"
     },
     "tags": []
@@ -1053,21 +1064,21 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 2.579772,
-   "end_time": "2020-04-07T07:26:25.515177",
+   "duration": 2.769091,
+   "end_time": "2020-04-09T05:00:40.129241",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/o7ht8_17/notebooks/process/ToRates.ipynb",
+   "input_path": "notebooks/process/ToRates.ipynb",
    "output_path": "runs/ToRates.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/o7ht8_17/notebooks/process/ToRates.ipynb",
+    "PAPERMILL_INPUT_PATH": "notebooks/process/ToRates.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/ToRates.run.ipynb",
-    "geodata_path": "/tmp/o7ht8_17/data/geodata/geo_data.csv",
-    "out_folder": "data/covid-19_rates",
-    "ts_folder": "/tmp/o7ht8_17/data/covid-19_jhu-csse",
-    "wb_path": "/tmp/o7ht8_17/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/atlas/worldbank/SP.POP.TOTL.zip"
    },
-   "start_time": "2020-04-07T07:26:22.935405",
+   "start_time": "2020-04-09T05:00:37.360150",
    "version": "1.1.0"
   }
  },