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diff --git a/runs/CompileGeoData.run.ipynb b/runs/CompileGeoData.run.ipynb
index cf5a6291108fdd4c5a71352f8c6d45a485e95154..f677b8a44cb71e34b306aaefa2abb76bfd330124 100644
--- a/runs/CompileGeoData.run.ipynb
+++ b/runs/CompileGeoData.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.018874,
-     "end_time": "2020-04-09T04:43:11.776832",
+     "duration": 0.015878,
+     "end_time": "2020-04-10T11:29:13.641807",
      "exception": false,
-     "start_time": "2020-04-09T04:43:11.757958",
+     "start_time": "2020-04-10T11:29:13.625929",
      "status": "completed"
     },
     "tags": []
@@ -23,10 +23,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.41067,
-     "end_time": "2020-04-09T04:43:12.197808",
+     "duration": 0.348964,
+     "end_time": "2020-04-10T11:29:14.000832",
      "exception": false,
-     "start_time": "2020-04-09T04:43:11.787138",
+     "start_time": "2020-04-10T11:29:13.651868",
      "status": "completed"
     },
     "tags": []
@@ -42,10 +42,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.021561,
-     "end_time": "2020-04-09T04:43:12.233066",
+     "duration": 0.020745,
+     "end_time": "2020-04-10T11:29:14.035393",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.211505",
+     "start_time": "2020-04-10T11:29:14.014648",
      "status": "completed"
     },
     "tags": []
@@ -62,10 +62,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009177,
-     "end_time": "2020-04-09T04:43:12.254264",
+     "duration": 0.010368,
+     "end_time": "2020-04-10T11:29:14.056235",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.245087",
+     "start_time": "2020-04-10T11:29:14.045867",
      "status": "completed"
     },
     "tags": [
@@ -81,10 +81,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.02583,
-     "end_time": "2020-04-09T04:43:12.289381",
+     "duration": 0.021678,
+     "end_time": "2020-04-10T11:29:14.088316",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.263551",
+     "start_time": "2020-04-10T11:29:14.066638",
      "status": "completed"
     },
     "tags": [
@@ -94,11 +94,11 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/process/CompileGeoData.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/i9phg4eh/notebooks/process/CompileGeoData.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/CompileGeoData.run.ipynb\"\n",
-    "ts_folder = \"./data/covid-19_jhu-csse/\"\n",
-    "worldmap_path = \"./data/atlas/worldmap/country_centroids.csv\"\n",
-    "out_folder = \"./data/geodata/\"\n"
+    "ts_folder = \"/tmp/i9phg4eh/data/covid-19_jhu-csse\"\n",
+    "worldmap_path = \"/tmp/i9phg4eh/data/atlas/worldmap/country_centroids.csv\"\n",
+    "out_folder = \"data/geodata\"\n"
    ]
   },
   {
@@ -106,10 +106,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.032837,
-     "end_time": "2020-04-09T04:43:12.334854",
+     "duration": 0.024094,
+     "end_time": "2020-04-10T11:29:14.126074",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.302017",
+     "start_time": "2020-04-10T11:29:14.101980",
      "status": "completed"
     },
     "tags": []
@@ -130,10 +130,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.070968,
-     "end_time": "2020-04-09T04:43:12.426434",
+     "duration": 0.055468,
+     "end_time": "2020-04-10T11:29:14.197778",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.355466",
+     "start_time": "2020-04-10T11:29:14.142310",
      "status": "completed"
     },
     "tags": []
@@ -147,10 +147,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008782,
-     "end_time": "2020-04-09T04:43:12.443641",
+     "duration": 0.010737,
+     "end_time": "2020-04-10T11:29:14.223342",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.434859",
+     "start_time": "2020-04-10T11:29:14.212605",
      "status": "completed"
     },
     "tags": []
@@ -164,10 +164,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.050305,
-     "end_time": "2020-04-09T04:43:12.506795",
+     "duration": 0.040197,
+     "end_time": "2020-04-10T11:29:14.274518",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.456490",
+     "start_time": "2020-04-10T11:29:14.234321",
      "status": "completed"
     },
     "tags": []
@@ -184,10 +184,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.062057,
-     "end_time": "2020-04-09T04:43:12.587879",
+     "duration": 0.050675,
+     "end_time": "2020-04-10T11:29:14.341335",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.525822",
+     "start_time": "2020-04-10T11:29:14.290660",
      "status": "completed"
     },
     "tags": []
@@ -345,10 +345,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.030014,
-     "end_time": "2020-04-09T04:43:12.637571",
+     "duration": 0.023475,
+     "end_time": "2020-04-10T11:29:14.379505",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.607557",
+     "start_time": "2020-04-10T11:29:14.356030",
      "status": "completed"
     },
     "tags": []
@@ -376,10 +376,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009729,
-     "end_time": "2020-04-09T04:43:12.661687",
+     "duration": 0.011594,
+     "end_time": "2020-04-10T11:29:14.403956",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.651958",
+     "start_time": "2020-04-10T11:29:14.392362",
      "status": "completed"
     },
     "tags": []
@@ -393,10 +393,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.032216,
-     "end_time": "2020-04-09T04:43:12.702670",
+     "duration": 0.029257,
+     "end_time": "2020-04-10T11:29:14.444690",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.670454",
+     "start_time": "2020-04-10T11:29:14.415433",
      "status": "completed"
     },
     "tags": []
@@ -422,10 +422,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.022579,
-     "end_time": "2020-04-09T04:43:12.740950",
+     "duration": 0.022204,
+     "end_time": "2020-04-10T11:29:14.482949",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.718371",
+     "start_time": "2020-04-10T11:29:14.460745",
      "status": "completed"
     },
     "tags": []
@@ -440,10 +440,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.00939,
-     "end_time": "2020-04-09T04:43:12.761503",
+     "duration": 0.011291,
+     "end_time": "2020-04-10T11:29:14.508772",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.752113",
+     "start_time": "2020-04-10T11:29:14.497481",
      "status": "completed"
     },
     "tags": []
@@ -457,10 +457,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.037251,
-     "end_time": "2020-04-09T04:43:12.807860",
+     "duration": 0.039541,
+     "end_time": "2020-04-10T11:29:14.559653",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.770609",
+     "start_time": "2020-04-10T11:29:14.520112",
      "status": "completed"
     },
     "tags": []
@@ -487,8 +487,8 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>2020-04-06</th>\n",
-       "      <th>2020-04-07</th>\n",
+       "      <th>2020-04-08</th>\n",
+       "      <th>2020-04-09</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -500,7 +500,7 @@
        "    <tr>\n",
        "      <th>Burma</th>\n",
        "      <td>22</td>\n",
-       "      <td>22</td>\n",
+       "      <td>23</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Cabo Verde</th>\n",
@@ -510,11 +510,11 @@
        "    <tr>\n",
        "      <th>Congo (Brazzaville)</th>\n",
        "      <td>45</td>\n",
-       "      <td>45</td>\n",
+       "      <td>60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Congo (Kinshasa)</th>\n",
-       "      <td>161</td>\n",
+       "      <td>180</td>\n",
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -524,8 +524,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Eswatini</th>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Gambia</th>\n",
@@ -534,13 +534,13 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Holy See</th>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Laos</th>\n",
-       "      <td>12</td>\n",
-       "      <td>14</td>\n",
+       "      <td>15</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MS Zaandam</th>\n",
@@ -549,8 +549,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Macedonia</th>\n",
-       "      <td>570</td>\n",
-       "      <td>599</td>\n",
+       "      <td>617</td>\n",
+       "      <td>663</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sao Tome and Principe</th>\n",
@@ -559,29 +559,29 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>West Bank and Gaza</th>\n",
-       "      <td>254</td>\n",
-       "      <td>261</td>\n",
+       "      <td>263</td>\n",
+       "      <td>263</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                       2020-04-06  2020-04-07\n",
+       "                       2020-04-08  2020-04-09\n",
        "Country/Region                               \n",
-       "Burma                          22          22\n",
+       "Burma                          22          23\n",
        "Cabo Verde                      7           7\n",
-       "Congo (Brazzaville)            45          45\n",
-       "Congo (Kinshasa)              161         180\n",
+       "Congo (Brazzaville)            45          60\n",
+       "Congo (Kinshasa)              180         180\n",
        "Diamond Princess              712         712\n",
-       "Eswatini                       10          10\n",
+       "Eswatini                       12          12\n",
        "Gambia                          4           4\n",
-       "Holy See                        7           7\n",
-       "Laos                           12          14\n",
+       "Holy See                        8           8\n",
+       "Laos                           15          16\n",
        "MS Zaandam                      9           9\n",
-       "North Macedonia               570         599\n",
+       "North Macedonia               617         663\n",
        "Sao Tome and Principe           4           4\n",
-       "West Bank and Gaza            254         261"
+       "West Bank and Gaza            263         263"
       ]
      },
      "execution_count": 11,
@@ -599,10 +599,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010321,
-     "end_time": "2020-04-09T04:43:12.835387",
+     "duration": 0.011705,
+     "end_time": "2020-04-10T11:29:14.586120",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.825066",
+     "start_time": "2020-04-10T11:29:14.574415",
      "status": "completed"
     },
     "tags": []
@@ -616,10 +616,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.039702,
-     "end_time": "2020-04-09T04:43:12.884774",
+     "duration": 0.030543,
+     "end_time": "2020-04-10T11:29:14.629351",
      "exception": false,
-     "start_time": "2020-04-09T04:43:12.845072",
+     "start_time": "2020-04-10T11:29:14.598808",
      "status": "completed"
     },
     "tags": []
@@ -651,20 +651,20 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 2.316451,
-   "end_time": "2020-04-09T04:43:13.215707",
+   "duration": 2.169246,
+   "end_time": "2020-04-10T11:29:14.957058",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/process/CompileGeoData.ipynb",
+   "input_path": "/tmp/i9phg4eh/notebooks/process/CompileGeoData.ipynb",
    "output_path": "runs/CompileGeoData.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/process/CompileGeoData.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/i9phg4eh/notebooks/process/CompileGeoData.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/CompileGeoData.run.ipynb",
-    "out_folder": "./data/geodata/",
-    "ts_folder": "./data/covid-19_jhu-csse/",
-    "worldmap_path": "./data/atlas/worldmap/country_centroids.csv"
+    "out_folder": "data/geodata",
+    "ts_folder": "/tmp/i9phg4eh/data/covid-19_jhu-csse",
+    "worldmap_path": "/tmp/i9phg4eh/data/atlas/worldmap/country_centroids.csv"
    },
-   "start_time": "2020-04-09T04:43:10.899256",
+   "start_time": "2020-04-10T11:29:12.787812",
    "version": "1.1.0"
   }
  },
diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index de967ec9ece9a4235165e8003172395278ecc4ab..14e0d6a4f14ef6c12b9f5d0b06a79125da963dd5 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.071987,
-     "end_time": "2020-04-09T10:46:34.624663",
+     "duration": 0.05284,
+     "end_time": "2020-04-10T11:29:22.281967",
      "exception": false,
-     "start_time": "2020-04-09T10:46:34.552676",
+     "start_time": "2020-04-10T11:29:22.229127",
      "status": "completed"
     },
     "tags": []
@@ -30,10 +30,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.520053,
-     "end_time": "2020-04-09T10:46:35.169090",
+     "duration": 0.520616,
+     "end_time": "2020-04-10T11:29:22.819592",
      "exception": false,
-     "start_time": "2020-04-09T10:46:34.649037",
+     "start_time": "2020-04-10T11:29:22.298976",
      "status": "completed"
     },
     "tags": []
@@ -56,10 +56,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.056995,
-     "end_time": "2020-04-09T10:46:35.249138",
+     "duration": 0.042139,
+     "end_time": "2020-04-10T11:29:22.876103",
      "exception": false,
-     "start_time": "2020-04-09T10:46:35.192143",
+     "start_time": "2020-04-10T11:29:22.833964",
      "status": "completed"
     },
     "tags": [
@@ -84,10 +84,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.045922,
-     "end_time": "2020-04-09T10:46:35.307441",
+     "duration": 0.038954,
+     "end_time": "2020-04-10T11:29:22.929668",
      "exception": false,
-     "start_time": "2020-04-09T10:46:35.261519",
+     "start_time": "2020-04-10T11:29:22.890714",
      "status": "completed"
     },
     "tags": [
@@ -97,12 +97,12 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/383tw31m/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",
-    "atlas_path = \"./data/atlas/\"\n"
+    "ts_folder = \"/tmp/383tw31m/data/covid-19_jhu-csse\"\n",
+    "rates_folder = \"/tmp/383tw31m/data/covid-19_rates\"\n",
+    "geodata_path = \"/tmp/383tw31m/data/geodata/geo_data.csv\"\n",
+    "atlas_path = \"/tmp/383tw31m/data/atlas\"\n"
    ]
   },
   {
@@ -113,10 +113,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 1.221036,
-     "end_time": "2020-04-09T10:46:36.556861",
+     "duration": 1.366207,
+     "end_time": "2020-04-10T11:29:24.309933",
      "exception": false,
-     "start_time": "2020-04-09T10:46:35.335825",
+     "start_time": "2020-04-10T11:29:22.943726",
      "status": "completed"
     },
     "tags": []
@@ -147,10 +147,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.338896,
-     "end_time": "2020-04-09T10:46:36.923105",
+     "duration": 0.392799,
+     "end_time": "2020-04-10T11:29:24.721091",
      "exception": false,
-     "start_time": "2020-04-09T10:46:36.584209",
+     "start_time": "2020-04-10T11:29:24.328292",
      "status": "completed"
     },
     "tags": []
@@ -172,10 +172,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.013117,
-     "end_time": "2020-04-09T10:46:36.958051",
+     "duration": 0.011718,
+     "end_time": "2020-04-10T11:29:24.749483",
      "exception": false,
-     "start_time": "2020-04-09T10:46:36.944934",
+     "start_time": "2020-04-10T11:29:24.737765",
      "status": "completed"
     },
     "tags": []
@@ -196,10 +196,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.071855,
-     "end_time": "2020-04-09T10:46:37.043780",
+     "duration": 0.049939,
+     "end_time": "2020-04-10T11:29:24.811077",
      "exception": false,
-     "start_time": "2020-04-09T10:46:36.971925",
+     "start_time": "2020-04-10T11:29:24.761138",
      "status": "completed"
     },
     "tags": []
@@ -208,7 +208,7 @@
     {
      "data": {
       "text/html": [
-       "<em>Data up to Apr 08 2020; countries with 500 or more confirmed cases.</em>"
+       "<em>Data up to Apr 09 2020; countries with 500 or more confirmed cases.</em>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -227,10 +227,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010346,
-     "end_time": "2020-04-09T10:46:37.072884",
+     "duration": 0.01215,
+     "end_time": "2020-04-10T11:29:24.840779",
      "exception": false,
-     "start_time": "2020-04-09T10:46:37.062538",
+     "start_time": "2020-04-10T11:29:24.828629",
      "status": "completed"
     },
     "tags": []
@@ -247,10 +247,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.056228,
-     "end_time": "2020-04-09T10:46:37.139457",
+     "duration": 0.045473,
+     "end_time": "2020-04-10T11:29:24.898745",
      "exception": false,
-     "start_time": "2020-04-09T10:46:37.083229",
+     "start_time": "2020-04-10T11:29:24.853272",
      "status": "completed"
     },
     "tags": []
@@ -268,10 +268,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.054781,
-     "end_time": "2020-04-09T10:46:37.217643",
+     "duration": 0.040051,
+     "end_time": "2020-04-10T11:29:24.954717",
      "exception": false,
-     "start_time": "2020-04-09T10:46:37.162862",
+     "start_time": "2020-04-10T11:29:24.914666",
      "status": "completed"
     },
     "tags": []
@@ -289,10 +289,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.136625,
-     "end_time": "2020-04-09T10:46:37.374981",
+     "duration": 0.141869,
+     "end_time": "2020-04-10T11:29:25.112652",
      "exception": false,
-     "start_time": "2020-04-09T10:46:37.238356",
+     "start_time": "2020-04-10T11:29:24.970783",
      "status": "completed"
     },
     "tags": []
@@ -302,10 +302,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-fc81a1278af44d3792d25eea76a1337b\"></div>\n",
+       "<div id=\"altair-viz-81b6d8aad30748968401b6e0a84cba61\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-fc81a1278af44d3792d25eea76a1337b\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-81b6d8aad30748968401b6e0a84cba61\");\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
        "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
@@ -346,7 +346,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300, \"stroke\": null}}, \"layer\": [{\"data\": {\"sphere\": true}, \"mark\": {\"type\": \"geoshape\", \"fill\": \"#cae6ef\"}}, {\"data\": {\"graticule\": true}, \"mark\": {\"type\": \"geoshape\", \"stroke\": \"white\", \"strokeWidth\": 0.5}}, {\"data\": {\"url\": \"https://vega.github.io/vega-datasets/data/world-110m.json\", \"format\": {\"feature\": \"countries\", \"type\": \"topojson\"}}, \"mark\": {\"type\": \"geoshape\", \"fill\": \"#dddddd\", \"stroke\": \"#aaaaaa\"}}, {\"data\": {\"name\": \"data-e84e05b67ffef10fdfa0adc6a8c37ce5\"}, \"mark\": {\"type\": \"circle\", \"opacity\": 0.6}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"latitude\": {\"field\": \"Latitude\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"Longitude\", \"type\": \"quantitative\"}, \"size\": {\"type\": \"quantitative\", \"field\": \"positive_100k\", \"title\": \"Cases\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"country_label\"}, {\"type\": \"quantitative\", \"field\": \"positive\"}, {\"type\": \"quantitative\", \"field\": \"deceased\"}, {\"type\": \"quantitative\", \"field\": \"positive_100k\"}, {\"type\": \"quantitative\", \"field\": \"deceasaed_100k\"}]}}], \"height\": 400, \"projection\": {\"type\": \"naturalEarth1\"}, \"title\": \"Positive cases per 100k inhabitants\", \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-e84e05b67ffef10fdfa0adc6a8c37ce5\": [{\"date\": \"2020-04-08T00:00:00\", \"country\": \"DZA\", \"country_label\": \"Algeria\", \"region_iso\": \"DZA\", \"region_label\": \"Algeria\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1572, \"deceased\": 205, \"positive_100k\": 3.722610661173306, \"deceased_100k\": 0.4854549526339234, \"tested_100k\": null, \"Latitude\": 28.15893849, \"Longitude\": 2.61732301, \"Geo Region\": \"Africa\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"ARG\", \"country_label\": \"Argentina\", \"region_iso\": \"ARG\", \"region_label\": \"Argentina\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1715, \"deceased\": 63, \"positive_100k\": 3.854408798642133, \"deceased_100k\": 0.14159052729705796, \"tested_100k\": null, \"Latitude\": -35.3813488, \"Longitude\": -65.17980692, \"Geo Region\": \"Americas\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"ARM\", \"country_label\": \"Armenia\", \"region_iso\": \"ARM\", \"region_label\": \"Armenia\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 881, \"deceased\": 9, \"positive_100k\": 29.846438212113657, \"deceased_100k\": 0.3049011849137604, \"tested_100k\": null, \"Latitude\": 40.28952569, \"Longitude\": 44.92993276, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"AUS\", \"country_label\": \"Australia\", \"region_iso\": \"AUS\", \"region_label\": \"Australia\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 6010, \"deceased\": 50, \"positive_100k\": 24.04734021012574, \"deceased_100k\": 0.20006106663998116, \"tested_100k\": null, \"Latitude\": -25.73288704, \"Longitude\": 134.49100008, \"Geo Region\": \"Oceania\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"AUT\", \"country_label\": \"Austria\", \"region_iso\": \"AUT\", \"region_label\": \"Austria\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 12942, \"deceased\": 273, \"positive_100k\": 146.2862651077417, \"deceased_100k\": 3.0857788884572317, \"tested_100k\": null, \"Latitude\": 47.58549439, \"Longitude\": 14.1264761, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"AZE\", \"country_label\": \"Azerbaijan\", \"region_iso\": \"AZE\", \"region_label\": \"Azerbaijan\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 822, \"deceased\": 8, \"positive_100k\": 8.267676382628064, 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{\"date\": \"2020-04-08T00:00:00\", \"country\": \"BEL\", \"country_label\": \"Belgium\", \"region_iso\": \"BEL\", \"region_label\": \"Belgium\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 23403, \"deceased\": 2240, \"positive_100k\": 204.89284427303357, \"deceased_100k\": 19.61115973044461, \"tested_100k\": null, \"Latitude\": 50.63981576, \"Longitude\": 4.64065114, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"BRA\", \"country_label\": \"Brazil\", \"region_iso\": \"BRA\", \"region_label\": \"Brazil\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 16170, \"deceased\": 819, \"positive_100k\": 7.719507084122906, \"deceased_100k\": 0.3909880211438875, \"tested_100k\": null, \"Latitude\": -10.78777702, \"Longitude\": -53.09783113, \"Geo Region\": \"Americas\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"BGR\", \"country_label\": \"Bulgaria\", \"region_iso\": \"BGR\", \"region_label\": 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51.65027220484087, \"deceased_100k\": 1.0982530059751439, \"tested_100k\": null, \"Latitude\": 61.36206324, \"Longitude\": -98.30777028, \"Geo Region\": \"Americas\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"CHL\", \"country_label\": \"Chile\", \"region_iso\": \"CHL\", \"region_label\": \"Chile\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 5546, \"deceased\": 48, \"positive_100k\": 29.611578949616533, \"deceased_100k\": 0.25628485207024765, \"tested_100k\": null, \"Latitude\": -37.73070989, \"Longitude\": -71.38256213, \"Geo Region\": \"Americas\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"CHN\", \"country_label\": \"China\", \"region_iso\": \"CHN\", \"region_label\": \"China\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 82809, \"deceased\": 3337, \"positive_100k\": 5.945804283673073, \"deceased_100k\": 0.23960135848297948, \"tested_100k\": null, \"Latitude\": 36.56176546, \"Longitude\": 103.81907349, 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\"Germany\", \"region_iso\": \"DEU\", \"region_label\": \"Germany\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 113296, \"deceased\": 2349, \"positive_100k\": 136.61984681106566, \"deceased_100k\": 2.8325803219812986, \"tested_100k\": null, \"Latitude\": 51.10698181, \"Longitude\": 10.38578051, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"GRC\", \"country_label\": \"Greece\", \"region_iso\": \"GRC\", \"region_label\": \"Greece\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1884, \"deceased\": 83, \"positive_100k\": 17.562064746970172, \"deceased_100k\": 0.7737003046701296, \"tested_100k\": null, \"Latitude\": 39.07469623, \"Longitude\": 22.95555794, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"HUN\", \"country_label\": \"Hungary\", \"region_iso\": \"HUN\", \"region_label\": \"Hungary\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 895, \"deceased\": 58, \"positive_100k\": 9.161835376661479, \"deceased_100k\": 0.5937278791579506, \"tested_100k\": null, \"Latitude\": 47.16277506, \"Longitude\": 19.39559116, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"IND\", \"country_label\": \"India\", \"region_iso\": \"IND\", \"region_label\": \"India\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 5916, \"deceased\": 178, \"positive_100k\": 0.43737425785809536, \"deceased_100k\": 0.013159671720544452, \"tested_100k\": null, \"Latitude\": 22.88578212, \"Longitude\": 79.61197609999998, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"IDN\", \"country_label\": \"Indonesia\", \"region_iso\": \"IDN\", \"region_label\": \"Indonesia\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2956, \"deceased\": 240, \"positive_100k\": 1.1043719886505978, \"deceased_100k\": 0.08966484346283607, \"tested_100k\": 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null, \"positive\": 4257, \"deceased\": 93, \"positive_100k\": 3.3644434363320377, \"deceased_100k\": 0.07350087845404732, \"tested_100k\": null, \"Latitude\": 37.59230135, \"Longitude\": 138.03089558, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"KAZ\", \"country_label\": \"Kazakhstan\", \"region_iso\": \"KAZ\", \"region_label\": \"Kazakhstan\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 727, \"deceased\": 7, \"positive_100k\": 3.9777858987106884, \"deceased_100k\": 0.03830055198208366, \"tested_100k\": null, \"Latitude\": 48.15688067, \"Longitude\": 67.29149357, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"KWT\", \"country_label\": \"Kuwait\", \"region_iso\": \"KWT\", \"region_label\": \"Kuwait\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 855, \"deceased\": 1, \"positive_100k\": 20.665606557305725, \"deceased_100k\": 0.024170300067024243, \"tested_100k\": null, \"Latitude\": 29.33431262, \"Longitude\": 47.58700459, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"LVA\", \"country_label\": \"Latvia\", \"region_iso\": \"LVA\", \"region_label\": \"Latvia\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 577, \"deceased\": 2, \"positive_100k\": 29.95003482924328, \"deceased_100k\": 0.10381294568195243, \"tested_100k\": null, \"Latitude\": 56.85085163, \"Longitude\": 24.91235983, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"LBN\", \"country_label\": \"Lebanon\", \"region_iso\": \"LBN\", \"region_label\": \"Lebanon\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 576, \"deceased\": 19, \"positive_100k\": 8.41007895399643, \"deceased_100k\": 0.2774157988297434, \"tested_100k\": null, \"Latitude\": 33.92306631, \"Longitude\": 35.88016072, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"LTU\", \"country_label\": \"Lithuania\", \"region_iso\": \"LTU\", \"region_label\": \"Lithuania\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 912, \"deceased\": 15, \"positive_100k\": 32.69364442005167, \"deceased_100k\": 0.5377244148034814, \"tested_100k\": null, \"Latitude\": 55.32610984, \"Longitude\": 23.88719355, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"LUX\", \"country_label\": \"Luxembourg\", \"region_iso\": \"LUX\", \"region_label\": \"Luxembourg\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 3034, \"deceased\": 46, \"positive_100k\": 499.2365005397151, \"deceased_100k\": 7.569175683858569, \"tested_100k\": null, \"Latitude\": 49.76725361, \"Longitude\": 6.07182201, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"MYS\", \"country_label\": \"Malaysia\", \"region_iso\": \"MYS\", \"region_label\": \"Malaysia\", \"admin2\": \"\", \"admin2_label\": \"\", 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\"2020-04-08T00:00:00\", \"country\": \"NZL\", \"country_label\": \"New Zealand\", \"region_iso\": \"NZL\", \"region_label\": \"New Zealand\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1210, \"deceased\": 1, \"positive_100k\": 24.767168150649884, \"deceased_100k\": 0.020468734008801556, \"tested_100k\": null, \"Latitude\": -41.81113557, \"Longitude\": 171.48492347, \"Geo Region\": \"Oceania\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"NOR\", \"country_label\": \"Norway\", \"region_iso\": \"NOR\", \"region_label\": \"Norway\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 6086, \"deceased\": 101, \"positive_100k\": 114.52042174224589, \"deceased_100k\": 1.9005196509968507, \"tested_100k\": null, \"Latitude\": 68.75015572, \"Longitude\": 15.34834656, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"PAK\", \"country_label\": \"Pakistan\", \"region_iso\": \"PAK\", \"region_label\": \"Pakistan\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 4263, \"deceased\": 61, \"positive_100k\": 2.0088115342254502, \"deceased_100k\": 0.0287444296476079, \"tested_100k\": null, \"Latitude\": 29.9497515, \"Longitude\": 69.33957937, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"PAN\", \"country_label\": \"Panama\", \"region_iso\": \"PAN\", \"region_label\": \"Panama\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2249, \"deceased\": 59, \"positive_100k\": 53.84410778110802, \"deceased_100k\": 1.4125399551291122, \"tested_100k\": null, \"Latitude\": 8.51750797, \"Longitude\": -80.11915156, \"Geo Region\": \"Americas\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"PER\", \"country_label\": \"Peru\", \"region_iso\": \"PER\", \"region_label\": \"Peru\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 4342, \"deceased\": 121, \"positive_100k\": 13.573307237905126, \"deceased_100k\": 0.3782519981083649, \"tested_100k\": null, \"Latitude\": -9.15280381, \"Longitude\": -74.38242685, \"Geo Region\": \"Americas\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"PHL\", \"country_label\": \"Philippines\", \"region_iso\": \"PHL\", \"region_label\": \"Philippines\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 3870, \"deceased\": 182, \"positive_100k\": 3.6286265895892624, \"deceased_100k\": 0.17064858896776375, \"tested_100k\": null, \"Latitude\": 11.77536778, \"Longitude\": 122.88393253, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-08T00:00:00\", \"country\": \"POL\", \"country_label\": \"Poland\", \"region_iso\": \"POL\", \"region_label\": \"Poland\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 5205, \"deceased\": 159, \"positive_100k\": 13.70510531366286, \"deceased_100k\": 0.418657395748779, \"tested_100k\": null, \"Latitude\": 52.12759564, \"Longitude\": 19.39012835, \"Geo Region\": 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@@ -405,10 +405,10 @@
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        "        .then(() => displayChart(vegaEmbed));\n",
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64.49884603, \"Longitude\": 26.2746656, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"FRA\", \"country_label\": \"France\", \"region_iso\": \"FRA\", \"region_label\": \"France\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 118781, \"deceased\": 12228, \"positive_100k\": 177.31883401562243, \"deceased_100k\": 18.254221654498878, \"tested_100k\": null, \"Latitude\": 42.17344011, \"Longitude\": -2.76172945, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"DEU\", \"country_label\": \"Germany\", \"region_iso\": \"DEU\", \"region_label\": \"Germany\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 118181, \"deceased\": 2607, \"positive_100k\": 142.5105044836406, \"deceased_100k\": 3.143693869478606, \"tested_100k\": null, \"Latitude\": 51.10698181, \"Longitude\": 10.38578051, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"GRC\", 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\"positive\": 6725, \"deceased\": 226, \"positive_100k\": 0.4971842265205699, \"deceased_100k\": 0.01670834724069127, \"tested_100k\": null, \"Latitude\": 22.88578212, \"Longitude\": 79.61197609999998, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"IDN\", \"country_label\": \"Indonesia\", \"region_iso\": \"IDN\", \"region_label\": \"Indonesia\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 3293, \"deceased\": 280, \"positive_100k\": 1.2302763730129966, \"deceased_100k\": 0.10460898403997543, \"tested_100k\": null, \"Latitude\": -2.21505456, \"Longitude\": 117.24011366, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"IRQ\", \"country_label\": \"Iraq\", \"region_iso\": \"IRQ\", \"region_label\": \"Iraq\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1232, \"deceased\": 69, \"positive_100k\": 3.2055284958994212, \"deceased_100k\": 0.17953041089047084, \"tested_100k\": 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\"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"QAT\", \"country_label\": \"Qatar\", \"region_iso\": \"QAT\", \"region_label\": \"Qatar\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2376, \"deceased\": 6, \"positive_100k\": 85.41609971251155, \"deceased_100k\": 0.2156972214962413, \"tested_100k\": null, \"Latitude\": 25.30601188, \"Longitude\": 51.18479632, \"Geo Region\": \"Asia\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"ROU\", \"country_label\": \"Romania\", \"region_iso\": \"ROU\", \"region_label\": \"Romania\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 5202, \"deceased\": 248, \"positive_100k\": 26.712627585917915, \"deceased_100k\": 1.2734970475408771, \"tested_100k\": null, \"Latitude\": 45.85243127, \"Longitude\": 24.97293039, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-09T00:00:00\", \"country\": \"SAU\", \"country_label\": \"Saudi Arabia\", \"region_iso\": \"SAU\", 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\"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-14T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1144, \"deceased\": 21, \"positive_100k\": 1.7205855928840912, \"deceased_100k\": 0.031584176093152026, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-15T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1145, \"deceased\": 21, \"positive_100k\": 1.7220896012694793, \"deceased_100k\": 0.031584176093152026, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-16T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1551, \"deceased\": 56, \"positive_100k\": 2.332717005737085, \"deceased_100k\": 0.08422446958173874, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-17T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 1960, \"deceased\": 56, \"positive_100k\": 2.9478564353608556, \"deceased_100k\": 0.08422446958173874, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-18T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2642, \"deceased\": 72, \"positive_100k\": 3.9735901541956022, \"deceased_100k\": 0.10828860374794978, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-19T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 2716, \"deceased\": 138, \"positive_100k\": 4.084886774714328, \"deceased_100k\": 0.20755315718357045, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-20T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 4014, \"deceased\": 178, \"positive_100k\": 6.037089658948201, \"deceased_100k\": 0.2677134925990981, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-21T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 5067, \"deceased\": 234, \"positive_100k\": 7.6208104887619665, \"deceased_100k\": 0.35193796218083684, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-22T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 5745, \"deceased\": 282, \"positive_100k\": 8.640528174055161, \"deceased_100k\": 0.42413036467947, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-23T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 6726, \"deceased\": 336, \"positive_100k\": 10.115960400120976, \"deceased_100k\": 0.5053468174904324, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-24T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 8164, \"deceased\": 423, \"positive_100k\": 12.278724458309197, \"deceased_100k\": 0.636195547019205, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": 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\"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 14745, \"deceased\": 761, \"positive_100k\": 22.176603642548883, \"deceased_100k\": 1.1445503812804139, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-28T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 17312, \"deceased\": 1021, \"positive_100k\": 26.037393167840374, \"deceased_100k\": 1.5355925614813435, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-29T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 19780, \"deceased\": 1231, \"positive_100k\": 29.74928586297843, \"deceased_100k\": 1.851434322412864, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-30T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 22453, \"deceased\": 1411, \"positive_100k\": 33.76950027712107, \"deceased_100k\": 2.1221558317827385, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-03-31T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 25481, \"deceased\": 1793, \"positive_100k\": 38.32363766807651, 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\"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 48436, \"deceased\": 4943, \"positive_100k\": 72.84815015466245, \"deceased_100k\": 7.434313448973831, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-06T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 52279, \"deceased\": 5385, \"positive_100k\": 78.62805437970927, \"deceased_100k\": 8.099085155315413, \"tested_100k\": null, \"Latitude\": 54.12387156, \"Longitude\": -2.86563164, \"Geo Region\": \"Europe\"}, {\"date\": \"2020-04-07T00:00:00\", \"country\": \"GBR\", \"country_label\": \"United Kingdom\", \"region_iso\": \"GBR\", \"region_label\": \"United Kingdom\", 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        "</script>"
       ],
       "text/plain": [
-       "alt.Chart(...)"
+       "alt.HConcatChart(...)"
       ]
      },
      "metadata": {},
@@ -627,20 +627,35 @@
     "base = alt.Chart(\n",
     "  jhu_df[jhu_df.country_label.isin(\n",
     "    countries_over_thresh_per_capita)]\n",
-    "  ).properties(\n",
+    "  ).encode(\n",
+    "    alt.X('date', title='Date')\n",
+    ").properties(\n",
     "  width=300, \n",
-    "  height=200, \n",
-    "  title=f\"Countries with {per_capita_thresh} or more cases per 100k\"\n",
+    "  height=200\n",
     ")\n",
-    "line = base.mark_line().encode(\n",
-    "    alt.X('date'),\n",
-    "    alt.Y('positive_100k', scale=alt.Scale(type='symlog')),\n",
+    "cases = base.mark_line().encode(\n",
+    "    alt.Y('positive_100k', scale=alt.Scale(type='symlog'), title='Cases per 100k population'),\n",
     "    color=alt.Color('country_label', title='Country'),\n",
-    "    facet=alt.Facet('Geo Region:N', columns=1, sort=alt.SortArray(sort_order), title='Geographic Region'),\n",
+    "    facet=alt.Facet('Geo Region:N', columns=1, sort=alt.SortArray(sort_order), title=''),\n",
     "    tooltip=[\"country_label:N\", \"date:T\", \"positive_100k:Q\"],\n",
     "    opacity=opacity\n",
     ").add_selection(selection)\n",
-    "display(line)\n",
+    "\n",
+    "deaths = base.mark_line().encode(\n",
+    "    alt.Y('deceased_100k', scale=alt.Scale(type='symlog'), title='Deaths per 100k population'),\n",
+    "    color=alt.Color('country_label', title='Country'),\n",
+    "    facet=alt.Facet('Geo Region:N', columns=1, sort=alt.SortArray(sort_order), title=''),\n",
+    "    tooltip=[\"country_label:N\", \"date:T\", \"deceased_100k:Q\"],\n",
+    "    opacity=opacity\n",
+    ").add_selection(selection)\n",
+    "\n",
+    "chart = alt.hconcat(\n",
+    "    cases, deaths, title=f\"Countries with {per_capita_thresh} or more cases per 100k\"\n",
+    ").configure_title(\n",
+    "    anchor='middle'\n",
+    ")\n",
+    "\n",
+    "display(chart)\n",
     "display(HTML('''\n",
     "<p style=\"font-size: smaller\">Data Sources: \n",
     "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a>,\n",
@@ -657,10 +672,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.100866,
-     "end_time": "2020-04-09T10:46:37.951646",
+     "duration": 0.119602,
+     "end_time": "2020-04-10T11:29:25.770894",
      "exception": false,
-     "start_time": "2020-04-09T10:46:37.850780",
+     "start_time": "2020-04-10T11:29:25.651292",
      "status": "completed"
     },
     "tags": []
@@ -681,10 +696,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.530785,
-     "end_time": "2020-04-09T10:46:38.527235",
+     "duration": 0.63218,
+     "end_time": "2020-04-10T11:29:26.444206",
      "exception": false,
-     "start_time": "2020-04-09T10:46:37.996450",
+     "start_time": "2020-04-10T11:29:25.812026",
      "status": "completed"
     },
     "tags": []
@@ -694,10 +709,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-f7c25d553dba48539d967b6ef00ecab9\"></div>\n",
+       "<div id=\"altair-viz-844448e4aabb4c2e867fbcc651e70574\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-f7c25d553dba48539d967b6ef00ecab9\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-844448e4aabb4c2e867fbcc651e70574\");\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",
@@ -738,7 +753,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"vconcat\": [{\"hconcat\": [{\"layer\": [{\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"country_label\", \"title\": \"Country\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"country_label\"}, {\"type\": \"quantitative\", \"field\": \"sinceDay0\"}, {\"type\": \"quantitative\", \"field\": \"positive_100k\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"sinceDay0\", \"title\": \"Days\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"positive_100k\", \"title\": \"Cases/100k\"}}, \"height\": 150, \"title\": \"United States\", \"transform\": [{\"filter\": \"datum['country_label'] == 'United States'\"}], \"width\": 250}, {\"layer\": [{\"mark\": {\"type\": \"line\", \"opacity\": 0.3}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"sinceDay0\"}, \"y\": {\"type\": \"quantitative\", \"field\": 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+     "start_time": "2020-04-10T11:29:26.491288",
      "status": "completed"
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\"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 29}, {\"index\": 11289, \"date\": \"2020-04-02T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 243762, \"deceased\": 5926, \"positive_100k\": 74.50680436610938, \"deceased_100k\": 1.8113049723647006, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 30}, {\"index\": 11290, \"date\": \"2020-04-03T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 275586, \"deceased\": 7087, \"positive_100k\": 84.23393387008072, \"deceased_100k\": 2.166169142617049, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 31}, {\"index\": 11291, \"date\": \"2020-04-04T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 308853, \"deceased\": 8407, \"positive_100k\": 94.40212194224685, \"deceased_100k\": 2.5696322819220447, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 32}, {\"index\": 11292, \"date\": \"2020-04-05T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 337072, \"deceased\": 9619, \"positive_100k\": 103.02736916046479, \"deceased_100k\": 2.94008480073845, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 33}, {\"index\": 11293, \"date\": \"2020-04-06T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 366667, \"deceased\": 10783, \"positive_100k\": 112.07319613601885, \"deceased_100k\": 3.2958659326710373, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 34}, {\"index\": 11294, \"date\": \"2020-04-07T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 396223, \"deceased\": 12722, \"positive_100k\": 121.1071026097298, \"deceased_100k\": 3.888528831998603, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 35}, {\"index\": 11295, \"date\": \"2020-04-08T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 429052, \"deceased\": 14695, \"positive_100k\": 131.1414142765811, \"deceased_100k\": 4.491583963702206, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 36}, {\"index\": 11296, \"date\": \"2020-04-09T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States\", \"region_iso\": \"USA\", \"region_label\": \"United States\", \"admin2\": \"\", \"admin2_label\": \"\", \"tested\": null, \"positive\": 461437, \"deceased\": 16478, \"positive_100k\": 141.04001561475707, \"deceased_100k\": 5.036564855657364, \"tested_100k\": null, \"Latitude\": 45.6795472, \"Longitude\": -112.4616737, \"Geo Region\": \"Americas\", \"sinceDay0\": 37}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
@@ -927,21 +942,21 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 5.761001,
-   "end_time": "2020-04-09T10:46:39.463347",
+   "duration": 6.06961,
+   "end_time": "2020-04-10T11:29:27.460681",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/383tw31m/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/383tw31m/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "atlas_path": "./data/atlas/",
-    "geodata_path": "./data/geodata/geo_data.csv",
-    "rates_folder": "./data/covid-19_rates/",
-    "ts_folder": "./data/covid-19_jhu-csse/"
+    "atlas_path": "/tmp/383tw31m/data/atlas",
+    "geodata_path": "/tmp/383tw31m/data/geodata/geo_data.csv",
+    "rates_folder": "/tmp/383tw31m/data/covid-19_rates",
+    "ts_folder": "/tmp/383tw31m/data/covid-19_jhu-csse"
    },
-   "start_time": "2020-04-09T10:46:33.702346",
+   "start_time": "2020-04-10T11:29:21.391071",
    "version": "1.1.0"
   }
  },
diff --git a/runs/ToRates.run.ipynb b/runs/ToRates.run.ipynb
index f4d14418e8f1cebc32bc2a9829ccaf35f73f02ce..2d094932620cea2b8dad8d6cc74d19026c0a3b04 100644
--- a/runs/ToRates.run.ipynb
+++ b/runs/ToRates.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.02726,
-     "end_time": "2020-04-09T05:00:38.273676",
+     "duration": 0.020233,
+     "end_time": "2020-04-10T11:29:02.968868",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.246416",
+     "start_time": "2020-04-10T11:29:02.948635",
      "status": "completed"
     },
     "tags": []
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.373082,
-     "end_time": "2020-04-09T05:00:38.659078",
+     "duration": 0.550117,
+     "end_time": "2020-04-10T11:29:03.532601",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.285996",
+     "start_time": "2020-04-10T11:29:02.982484",
      "status": "completed"
     },
     "tags": []
@@ -40,10 +40,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.027823,
-     "end_time": "2020-04-09T05:00:38.706532",
+     "duration": 0.023673,
+     "end_time": "2020-04-10T11:29:03.575196",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.678709",
+     "start_time": "2020-04-10T11:29:03.551523",
      "status": "completed"
     },
     "tags": [
@@ -64,10 +64,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.030505,
-     "end_time": "2020-04-09T05:00:38.750544",
+     "duration": 0.02398,
+     "end_time": "2020-04-10T11:29:03.613978",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.720039",
+     "start_time": "2020-04-10T11:29:03.589998",
      "status": "completed"
     },
     "tags": [
@@ -77,22 +77,22 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/process/ToRates.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/dw7z_os9/notebooks/process/ToRates.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/ToRates.run.ipynb\"\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"
+    "ts_folder = \"/tmp/dw7z_os9/data/covid-19_jhu-csse\"\n",
+    "wb_path = \"/tmp/dw7z_os9/data/atlas/worldbank/SP.POP.TOTL.zip\"\n",
+    "geodata_path = \"/tmp/dw7z_os9/data/geodata/geo_data.csv\"\n",
+    "out_folder = \"data/covid-19_rates\"\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010526,
-     "end_time": "2020-04-09T05:00:38.775129",
+     "duration": 0.013706,
+     "end_time": "2020-04-10T11:29:03.643621",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.764603",
+     "start_time": "2020-04-10T11:29:03.629915",
      "status": "completed"
     },
     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.034297,
-     "end_time": "2020-04-09T05:00:38.820899",
+     "duration": 0.02783,
+     "end_time": "2020-04-10T11:29:03.683891",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.786602",
+     "start_time": "2020-04-10T11:29:03.656061",
      "status": "completed"
     },
     "tags": []
@@ -135,10 +135,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.114622,
-     "end_time": "2020-04-09T05:00:38.951454",
+     "duration": 0.194822,
+     "end_time": "2020-04-10T11:29:03.894846",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.836832",
+     "start_time": "2020-04-10T11:29:03.700024",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011673,
-     "end_time": "2020-04-09T05:00:38.983837",
+     "duration": 0.012223,
+     "end_time": "2020-04-10T11:29:03.925065",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.972164",
+     "start_time": "2020-04-10T11:29:03.912842",
      "status": "completed"
     },
     "tags": []
@@ -172,10 +172,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.047924,
-     "end_time": "2020-04-09T05:00:39.042023",
+     "duration": 0.039257,
+     "end_time": "2020-04-10T11:29:03.976611",
      "exception": false,
-     "start_time": "2020-04-09T05:00:38.994099",
+     "start_time": "2020-04-10T11:29:03.937354",
      "status": "completed"
     },
     "tags": []
@@ -191,10 +191,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01031,
-     "end_time": "2020-04-09T05:00:39.069203",
+     "duration": 0.012266,
+     "end_time": "2020-04-10T11:29:04.005779",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.058893",
+     "start_time": "2020-04-10T11:29:03.993513",
      "status": "completed"
     },
     "tags": []
@@ -208,10 +208,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.072257,
-     "end_time": "2020-04-09T05:00:39.152334",
+     "duration": 0.064983,
+     "end_time": "2020-04-10T11:29:04.083279",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.080077",
+     "start_time": "2020-04-10T11:29:04.018296",
      "status": "completed"
     },
     "tags": []
@@ -344,10 +344,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011511,
-     "end_time": "2020-04-09T05:00:39.184287",
+     "duration": 0.013145,
+     "end_time": "2020-04-10T11:29:04.111900",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.172776",
+     "start_time": "2020-04-10T11:29:04.098755",
      "status": "completed"
     },
     "tags": []
@@ -361,10 +361,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.04807,
-     "end_time": "2020-04-09T05:00:39.243326",
+     "duration": 0.035575,
+     "end_time": "2020-04-10T11:29:04.160695",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.195256",
+     "start_time": "2020-04-10T11:29:04.125120",
      "status": "completed"
     },
     "tags": []
@@ -393,10 +393,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.025839,
-     "end_time": "2020-04-09T05:00:39.290082",
+     "duration": 0.022555,
+     "end_time": "2020-04-10T11:29:04.199856",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.264243",
+     "start_time": "2020-04-10T11:29:04.177301",
      "status": "completed"
     },
     "tags": []
@@ -411,10 +411,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01093,
-     "end_time": "2020-04-09T05:00:39.314581",
+     "duration": 0.013213,
+     "end_time": "2020-04-10T11:29:04.227900",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.303651",
+     "start_time": "2020-04-10T11:29:04.214687",
      "status": "completed"
     },
     "tags": []
@@ -428,10 +428,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.058977,
-     "end_time": "2020-04-09T05:00:39.384626",
+     "duration": 0.043336,
+     "end_time": "2020-04-10T11:29:04.285083",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.325649",
+     "start_time": "2020-04-10T11:29:04.241747",
      "status": "completed"
     },
     "tags": []
@@ -460,8 +460,8 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th>2020-04-06 00:00:00</th>\n",
-       "      <th>2020-04-07 00:00:00</th>\n",
+       "      <th>2020-04-08 00:00:00</th>\n",
+       "      <th>2020-04-09 00:00:00</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -476,28 +476,28 @@
        "      <th>Bahamas</th>\n",
        "      <th>-77.396300</th>\n",
        "      <th>25.034300</th>\n",
-       "      <td>29</td>\n",
-       "      <td>33</td>\n",
+       "      <td>40</td>\n",
+       "      <td>41</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Burma</th>\n",
        "      <th>95.956000</th>\n",
        "      <th>21.916200</th>\n",
        "      <td>22</td>\n",
-       "      <td>22</td>\n",
+       "      <td>23</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Congo (Brazzaville)</th>\n",
        "      <th>21.758700</th>\n",
        "      <th>-4.038300</th>\n",
        "      <td>45</td>\n",
-       "      <td>45</td>\n",
+       "      <td>60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Congo (Kinshasa)</th>\n",
        "      <th>21.758700</th>\n",
        "      <th>-4.038300</th>\n",
-       "      <td>161</td>\n",
+       "      <td>180</td>\n",
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -518,22 +518,22 @@
        "      <th>Holy See</th>\n",
        "      <th>12.453400</th>\n",
        "      <th>41.902900</th>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Kyrgyzstan</th>\n",
        "      <th>74.766100</th>\n",
        "      <th>41.204400</th>\n",
-       "      <td>216</td>\n",
-       "      <td>228</td>\n",
+       "      <td>270</td>\n",
+       "      <td>280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Laos</th>\n",
        "      <th>102.495496</th>\n",
        "      <th>19.856270</th>\n",
-       "      <td>12</td>\n",
-       "      <td>14</td>\n",
+       "      <td>15</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MS Zaandam</th>\n",
@@ -546,7 +546,7 @@
        "      <th>Saint Kitts and Nevis</th>\n",
        "      <th>-62.782998</th>\n",
        "      <th>17.357822</th>\n",
-       "      <td>10</td>\n",
+       "      <td>11</td>\n",
        "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -560,8 +560,8 @@
        "      <th>Saint Vincent and the Grenadines</th>\n",
        "      <th>-61.287200</th>\n",
        "      <th>12.984300</th>\n",
-       "      <td>7</td>\n",
        "      <td>8</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Syria</th>\n",
@@ -574,15 +574,15 @@
        "      <th>Taiwan*</th>\n",
        "      <th>121.000000</th>\n",
        "      <th>23.700000</th>\n",
-       "      <td>373</td>\n",
-       "      <td>376</td>\n",
+       "      <td>379</td>\n",
+       "      <td>380</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Venezuela</th>\n",
        "      <th>-66.589700</th>\n",
        "      <th>6.423800</th>\n",
-       "      <td>165</td>\n",
-       "      <td>165</td>\n",
+       "      <td>167</td>\n",
+       "      <td>171</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Western Sahara</th>\n",
@@ -596,44 +596,44 @@
        "</div>"
       ],
       "text/plain": [
-       "                                                         2020-04-06 00:00:00  \\\n",
+       "                                                         2020-04-08 00:00:00  \\\n",
        "Country/Region                   Long        Lat                               \n",
-       "Bahamas                          -77.396300   25.034300                   29   \n",
+       "Bahamas                          -77.396300   25.034300                   40   \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",
+       "Holy See                          12.453400   41.902900                    8   \n",
+       "Kyrgyzstan                        74.766100   41.204400                  270   \n",
+       "Laos                              102.495496  19.856270                   15   \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",
-       "Venezuela                        -66.589700   6.423800                   165   \n",
+       "Taiwan*                           121.000000  23.700000                  379   \n",
+       "Venezuela                        -66.589700   6.423800                   167   \n",
        "Western Sahara                   -12.885800   24.215500                    4   \n",
        "\n",
-       "                                                         2020-04-07 00:00:00  \n",
+       "                                                         2020-04-09 00:00:00  \n",
        "Country/Region                   Long        Lat                              \n",
-       "Bahamas                          -77.396300   25.034300                   33  \n",
-       "Burma                             95.956000   21.916200                   22  \n",
-       "Congo (Brazzaville)               21.758700  -4.038300                    45  \n",
+       "Bahamas                          -77.396300   25.034300                   41  \n",
+       "Burma                             95.956000   21.916200                   23  \n",
+       "Congo (Brazzaville)               21.758700  -4.038300                    60  \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                  228  \n",
-       "Laos                              102.495496  19.856270                   14  \n",
+       "Holy See                          12.453400   41.902900                    8  \n",
+       "Kyrgyzstan                        74.766100   41.204400                  280  \n",
+       "Laos                              102.495496  19.856270                   16  \n",
        "MS Zaandam                        0.000000    0.000000                     9  \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                    8  \n",
+       "Saint Vincent and the Grenadines -61.287200   12.984300                   12  \n",
        "Syria                             38.996815   34.802075                   19  \n",
-       "Taiwan*                           121.000000  23.700000                  376  \n",
-       "Venezuela                        -66.589700   6.423800                   165  \n",
+       "Taiwan*                           121.000000  23.700000                  380  \n",
+       "Venezuela                        -66.589700   6.423800                   171  \n",
        "Western Sahara                   -12.885800   24.215500                    4  "
       ]
      },
@@ -652,10 +652,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01194,
-     "end_time": "2020-04-09T05:00:39.418251",
+     "duration": 0.013928,
+     "end_time": "2020-04-10T11:29:04.315083",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.406311",
+     "start_time": "2020-04-10T11:29:04.301155",
      "status": "completed"
     },
     "tags": []
@@ -669,10 +669,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.04001,
-     "end_time": "2020-04-09T05:00:39.469552",
+     "duration": 0.038314,
+     "end_time": "2020-04-10T11:29:04.367221",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.429542",
+     "start_time": "2020-04-10T11:29:04.328907",
      "status": "completed"
     },
     "tags": []
@@ -686,10 +686,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.012892,
-     "end_time": "2020-04-09T05:00:39.505711",
+     "duration": 0.013612,
+     "end_time": "2020-04-10T11:29:04.396570",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.492819",
+     "start_time": "2020-04-10T11:29:04.382958",
      "status": "completed"
     },
     "tags": []
@@ -703,10 +703,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.072541,
-     "end_time": "2020-04-09T05:00:39.590213",
+     "duration": 0.059667,
+     "end_time": "2020-04-10T11:29:04.469930",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.517672",
+     "start_time": "2020-04-10T11:29:04.410263",
      "status": "completed"
     },
     "tags": []
@@ -983,10 +983,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.01225,
-     "end_time": "2020-04-09T05:00:39.623449",
+     "duration": 0.01474,
+     "end_time": "2020-04-10T11:29:04.501522",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.611199",
+     "start_time": "2020-04-10T11:29:04.486782",
      "status": "completed"
     },
     "tags": []
@@ -1000,10 +1000,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.051992,
-     "end_time": "2020-04-09T05:00:39.687185",
+     "duration": 0.041599,
+     "end_time": "2020-04-10T11:29:04.557988",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.635193",
+     "start_time": "2020-04-10T11:29:04.516389",
      "status": "completed"
     },
     "tags": []
@@ -1028,10 +1028,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.082263,
-     "end_time": "2020-04-09T05:00:39.790829",
+     "duration": 0.075436,
+     "end_time": "2020-04-10T11:29:04.651913",
      "exception": false,
-     "start_time": "2020-04-09T05:00:39.708566",
+     "start_time": "2020-04-10T11:29:04.576477",
      "status": "completed"
     },
     "tags": []
@@ -1064,21 +1064,21 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 2.769091,
-   "end_time": "2020-04-09T05:00:40.129241",
+   "duration": 2.913175,
+   "end_time": "2020-04-10T11:29:04.976507",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/process/ToRates.ipynb",
+   "input_path": "/tmp/dw7z_os9/notebooks/process/ToRates.ipynb",
    "output_path": "runs/ToRates.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/process/ToRates.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/dw7z_os9/notebooks/process/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/atlas/worldbank/SP.POP.TOTL.zip"
+    "geodata_path": "/tmp/dw7z_os9/data/geodata/geo_data.csv",
+    "out_folder": "data/covid-19_rates",
+    "ts_folder": "/tmp/dw7z_os9/data/covid-19_jhu-csse",
+    "wb_path": "/tmp/dw7z_os9/data/atlas/worldbank/SP.POP.TOTL.zip"
    },
-   "start_time": "2020-04-09T05:00:37.360150",
+   "start_time": "2020-04-10T11:29:02.063332",
    "version": "1.1.0"
   }
  },
diff --git a/runs/covid-19-italy.run.ipynb b/runs/covid-19-italy.run.ipynb
index 5dc17b28df569afa16b9c5681d6c088208b745e0..0d0b9670561229a096b535ed8519fb7cd7549713 100644
--- a/runs/covid-19-italy.run.ipynb
+++ b/runs/covid-19-italy.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.030107,
-     "end_time": "2020-04-10T10:55:02.082530",
+     "duration": 0.021056,
+     "end_time": "2020-04-10T11:29:06.798808",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.052423",
+     "start_time": "2020-04-10T11:29:06.777752",
      "status": "completed"
     },
     "tags": []
@@ -23,10 +23,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.056103,
-     "end_time": "2020-04-10T10:55:02.152323",
+     "duration": 0.064186,
+     "end_time": "2020-04-10T11:29:06.878185",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.096220",
+     "start_time": "2020-04-10T11:29:06.813999",
      "status": "completed"
     },
     "tags": []
@@ -42,10 +42,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.52297,
-     "end_time": "2020-04-10T10:55:02.697416",
+     "duration": 1.102149,
+     "end_time": "2020-04-10T11:29:07.999653",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.174446",
+     "start_time": "2020-04-10T11:29:06.897504",
      "status": "completed"
     },
     "tags": []
@@ -66,10 +66,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.054624,
-     "end_time": "2020-04-10T10:55:02.778044",
+     "duration": 0.046814,
+     "end_time": "2020-04-10T11:29:08.066647",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.723420",
+     "start_time": "2020-04-10T11:29:08.019833",
      "status": "completed"
     },
     "tags": []
@@ -90,10 +90,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.055666,
-     "end_time": "2020-04-10T10:55:02.849037",
+     "duration": 0.049795,
+     "end_time": "2020-04-10T11:29:08.135594",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.793371",
+     "start_time": "2020-04-10T11:29:08.085799",
      "status": "completed"
     },
     "tags": [
@@ -110,10 +110,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.044733,
-     "end_time": "2020-04-10T10:55:02.917693",
+     "duration": 0.04401,
+     "end_time": "2020-04-10T11:29:08.196761",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.872960",
+     "start_time": "2020-04-10T11:29:08.152751",
      "status": "completed"
     },
     "tags": [
@@ -123,7 +123,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_folder = \"./data/covid-19-italy/\"\n"
+    "data_folder = \"/tmp/zb3oet_t/data/covid-19-italy\"\n"
    ]
   },
   {
@@ -131,10 +131,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.069435,
-     "end_time": "2020-04-10T10:55:03.010582",
+     "duration": 0.091651,
+     "end_time": "2020-04-10T11:29:08.305270",
      "exception": false,
-     "start_time": "2020-04-10T10:55:02.941147",
+     "start_time": "2020-04-10T11:29:08.213619",
      "status": "completed"
     },
     "tags": []
@@ -154,10 +154,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.061512,
-     "end_time": "2020-04-10T10:55:03.098284",
+     "duration": 0.053929,
+     "end_time": "2020-04-10T11:29:08.378359",
      "exception": false,
-     "start_time": "2020-04-10T10:55:03.036772",
+     "start_time": "2020-04-10T11:29:08.324430",
      "status": "completed"
     },
     "tags": []
@@ -173,10 +173,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.014033,
-     "end_time": "2020-04-10T10:55:03.132415",
+     "duration": 0.014458,
+     "end_time": "2020-04-10T11:29:08.411637",
      "exception": false,
-     "start_time": "2020-04-10T10:55:03.118382",
+     "start_time": "2020-04-10T11:29:08.397179",
      "status": "completed"
     },
     "tags": []
@@ -190,10 +190,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.105589,
-     "end_time": "2020-04-10T10:55:03.251446",
+     "duration": 0.1119,
+     "end_time": "2020-04-10T11:29:08.540001",
      "exception": false,
-     "start_time": "2020-04-10T10:55:03.145857",
+     "start_time": "2020-04-10T11:29:08.428101",
      "status": "completed"
     },
     "tags": []
@@ -203,10 +203,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-af3ba437940245809b635d2fa9ceb7c9\"></div>\n",
+       "<div id=\"altair-viz-86826fea321e4582adbdbd8ac56a62b1\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-af3ba437940245809b635d2fa9ceb7c9\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-86826fea321e4582adbdbd8ac56a62b1\");\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",
@@ -247,7 +247,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}, \"title\": {\"anchor\": \"middle\"}}, \"hconcat\": [{\"layer\": [{\"mark\": {\"type\": \"bar\", \"size\": 10}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"tests\", \"title\": \"Tests (blue)\"}}}, {\"mark\": {\"type\": \"point\", \"color\": \"orange\", \"filled\": true, \"opacity\": 1, \"size\": 100}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"total_cases\", \"title\": \"Cases (orange)\"}}}]}, {\"mark\": {\"type\": \"bar\", \"size\": 10}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"New cases per day\"}}}], \"data\": {\"name\": \"data-8105e5bad8e6a91345bf5e14e2e7058d\"}, \"title\": \"Total and daily tests and cases nationwide\", \"$schema\": 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        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-2339034e5e08409b88d480781ef71168\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-d0fc99a1e41a4fbeb43cf34198efbce0\");\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",
@@ -692,7 +692,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}, \"title\": {\"anchor\": \"middle\"}}, \"data\": {\"name\": \"data-a744c457c9bc9875636e820333778d45\"}, \"facet\": {\"type\": \"nominal\", \"field\": \"region\"}, \"spec\": {\"layer\": [{\"mark\": {\"type\": \"bar\", \"color\": \"orange\"}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"total_cases_diff\", \"title\": \"N\"}}, \"height\": 150, \"width\": 150}, {\"mark\": {\"type\": \"line\", \"color\": \"black\"}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"dead_diff\"}}, \"height\": 150, \"width\": 150}]}, \"align\": \"each\", \"columns\": 5, \"title\": \"Daily new cases (orange) and deaths (black) by region\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-a744c457c9bc9875636e820333778d45\": [{\"region\": 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@@ -995,10 +995,10 @@
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@@ -1027,16 +1027,16 @@
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-   "input_path": "notebooks/covid-19-italy.ipynb",
+   "input_path": "/tmp/zb3oet_t/notebooks/covid-19-italy.ipynb",
    "output_path": "runs/covid-19-italy.run.ipynb",
    "parameters": {
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+    "data_folder": "/tmp/zb3oet_t/data/covid-19-italy"
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-   "start_time": "2020-04-10T10:55:01.094678",
+   "start_time": "2020-04-10T11:29:05.940781",
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diff --git a/runs/covid-19-us-nyt.run.ipynb b/runs/covid-19-us-nyt.run.ipynb
index 6bf88200280cc71d85966776bb98e8381fa582e5..a627517bf7b249617136dbe7d3cc4a71a13290e6 100644
--- a/runs/covid-19-us-nyt.run.ipynb
+++ b/runs/covid-19-us-nyt.run.ipynb
@@ -4,10 +4,10 @@
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+     "end_time": "2020-04-10T11:29:34.509731",
      "exception": false,
-     "start_time": "2020-04-10T10:57:16.367587",
+     "start_time": "2020-04-10T11:29:34.468670",
      "status": "completed"
     },
     "tags": []
@@ -42,10 +42,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.56192,
-     "end_time": "2020-04-10T10:57:16.984705",
+     "duration": 0.526915,
+     "end_time": "2020-04-10T11:29:35.047883",
      "exception": false,
-     "start_time": "2020-04-10T10:57:16.422785",
+     "start_time": "2020-04-10T11:29:34.520968",
      "status": "completed"
     },
     "tags": []
@@ -66,10 +66,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.040609,
-     "end_time": "2020-04-10T10:57:17.043468",
+     "duration": 0.033911,
+     "end_time": "2020-04-10T11:29:35.096809",
      "exception": false,
-     "start_time": "2020-04-10T10:57:17.002859",
+     "start_time": "2020-04-10T11:29:35.062898",
      "status": "completed"
     },
     "tags": []
@@ -91,10 +91,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.043466,
-     "end_time": "2020-04-10T10:57:17.103792",
+     "duration": 0.03297,
+     "end_time": "2020-04-10T11:29:35.142931",
      "exception": false,
-     "start_time": "2020-04-10T10:57:17.060326",
+     "start_time": "2020-04-10T11:29:35.109961",
      "status": "completed"
     },
     "tags": [
@@ -113,10 +113,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.043219,
-     "end_time": "2020-04-10T10:57:17.166575",
+     "duration": 0.032944,
+     "end_time": "2020-04-10T11:29:35.189805",
      "exception": false,
-     "start_time": "2020-04-10T10:57:17.123356",
+     "start_time": "2020-04-10T11:29:35.156861",
      "status": "completed"
     },
     "tags": [
@@ -126,9 +126,9 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"./data/covid-19-us-nyt/\"\n",
-    "italy_data_path = \"./data/covid-19-italy/dpc-covid19-ita-regioni.csv\"\n",
-    "atlas_path = \"./data/atlas/\"\n"
+    "data_path = \"/tmp/3hwqlo4t/data/covid-19-us-nyt\"\n",
+    "italy_data_path = \"/tmp/3hwqlo4t/data/covid-19-italy/dpc-covid19-ita-regioni.csv\"\n",
+    "atlas_path = \"/tmp/3hwqlo4t/data/atlas\"\n"
    ]
   },
   {
@@ -136,10 +136,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 1.520516,
-     "end_time": "2020-04-10T10:57:18.696877",
+     "duration": 1.822303,
+     "end_time": "2020-04-10T11:29:37.026003",
      "exception": false,
-     "start_time": "2020-04-10T10:57:17.176361",
+     "start_time": "2020-04-10T11:29:35.203700",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009849,
-     "end_time": "2020-04-10T10:57:18.724681",
+     "duration": 0.010037,
+     "end_time": "2020-04-10T11:29:37.051652",
      "exception": false,
-     "start_time": "2020-04-10T10:57:18.714832",
+     "start_time": "2020-04-10T11:29:37.041615",
      "status": "completed"
     },
     "tags": []
@@ -174,10 +174,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.058704,
-     "end_time": "2020-04-10T10:57:18.791848",
+     "duration": 0.054193,
+     "end_time": "2020-04-10T11:29:37.115858",
      "exception": false,
-     "start_time": "2020-04-10T10:57:18.733144",
+     "start_time": "2020-04-10T11:29:37.061665",
      "status": "completed"
     },
     "tags": []
@@ -194,10 +194,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.091547,
-     "end_time": "2020-04-10T10:57:18.902371",
+     "duration": 0.096546,
+     "end_time": "2020-04-10T11:29:37.225008",
      "exception": false,
-     "start_time": "2020-04-10T10:57:18.810824",
+     "start_time": "2020-04-10T11:29:37.128462",
      "status": "completed"
     },
     "tags": []
@@ -216,10 +216,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.095708,
-     "end_time": "2020-04-10T10:57:19.016610",
+     "duration": 0.069045,
+     "end_time": "2020-04-10T11:29:37.306683",
      "exception": false,
-     "start_time": "2020-04-10T10:57:18.920902",
+     "start_time": "2020-04-10T11:29:37.237638",
      "status": "completed"
     },
     "tags": []
@@ -237,10 +237,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.181029,
-     "end_time": "2020-04-10T10:57:19.211296",
+     "duration": 0.160524,
+     "end_time": "2020-04-10T11:29:37.481191",
      "exception": false,
-     "start_time": "2020-04-10T10:57:19.030267",
+     "start_time": "2020-04-10T11:29:37.320667",
      "status": "completed"
     },
     "tags": []
@@ -250,10 +250,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-611e73283df64b68b692d2a1407b4955\"></div>\n",
+       "<div id=\"altair-viz-f007ace07cd14a59aa37b7614e077e2d\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-611e73283df64b68b692d2a1407b4955\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-f007ace07cd14a59aa37b7614e077e2d\");\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",
@@ -294,7 +294,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
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\"admin2_label\": null}, {\"date\": \"2020-02-19T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States of America\", \"region_iso\": \"\", \"state\": \"Illinois\", \"admin2\": \"\", \"county\": \"Cook\", \"tested\": null, \"positive\": 2, \"deceased\": 0, \"positive_100k\": 0.03883319453702386, \"deceased_100k\": 0.0, \"tested_100k\": null, \"county_state\": \"Cook, Illinois\", \"region_label\": null, \"admin2_label\": null}, {\"date\": \"2020-02-20T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States of America\", \"region_iso\": \"\", \"state\": \"Illinois\", \"admin2\": \"\", \"county\": \"Cook\", \"tested\": null, \"positive\": 2, \"deceased\": 0, \"positive_100k\": 0.03883319453702386, \"deceased_100k\": 0.0, \"tested_100k\": null, \"county_state\": \"Cook, Illinois\", \"region_label\": null, \"admin2_label\": null}, {\"date\": \"2020-02-21T00:00:00\", \"country\": \"USA\", \"country_label\": \"United States of America\", \"region_iso\": \"\", 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@@ -517,10 +517,10 @@
    "execution_count": null,
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@@ -549,18 +549,18 @@
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    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/covid-19-us-nyt.ipynb",
+   "input_path": "/tmp/3hwqlo4t/notebooks/covid-19-us-nyt.ipynb",
    "output_path": "runs/covid-19-us-nyt.run.ipynb",
    "parameters": {
-    "atlas_path": "./data/atlas/",
-    "data_path": "./data/covid-19-us-nyt/",
-    "italy_data_path": "./data/covid-19-italy/dpc-covid19-ita-regioni.csv"
+    "atlas_path": "/tmp/3hwqlo4t/data/atlas",
+    "data_path": "/tmp/3hwqlo4t/data/covid-19-us-nyt",
+    "italy_data_path": "/tmp/3hwqlo4t/data/covid-19-italy/dpc-covid19-ita-regioni.csv"
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-   "start_time": "2020-04-10T10:57:15.483336",
+   "start_time": "2020-04-10T11:29:33.605142",
    "version": "1.1.0"
   }
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diff --git a/runs/covidtracking.run.ipynb b/runs/covidtracking.run.ipynb
index 6e2c2119f6b7814c4393ccafd86e11bb61accf61..9df63134aa6ad7bc5e23320a7c8faec7aaca49e0 100644
--- a/runs/covidtracking.run.ipynb
+++ b/runs/covidtracking.run.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.516554,
-     "end_time": "2020-04-10T10:42:36.696295",
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+     "start_time": "2020-04-10T11:29:29.358169",
      "status": "completed"
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     "tags": []
@@ -29,10 +29,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.025566,
-     "end_time": "2020-04-10T10:42:36.740792",
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      "exception": false,
-     "start_time": "2020-04-10T10:42:36.715226",
+     "start_time": "2020-04-10T11:29:29.894052",
      "status": "completed"
     },
     "tags": []
@@ -53,10 +53,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.028939,
-     "end_time": "2020-04-10T10:42:36.782604",
+     "duration": 0.02375,
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      "exception": false,
-     "start_time": "2020-04-10T10:42:36.753665",
+     "start_time": "2020-04-10T11:29:29.931127",
      "status": "completed"
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     "tags": [
@@ -74,10 +74,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.023475,
-     "end_time": "2020-04-10T10:42:36.815322",
+     "duration": 0.024874,
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      "exception": false,
-     "start_time": "2020-04-10T10:42:36.791847",
+     "start_time": "2020-04-10T11:29:29.973169",
      "status": "completed"
     },
     "tags": [
@@ -87,8 +87,8 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "data_path = \"./data/covidtracking/\"\n",
-    "atlas_path = \"./data/atlas\"\n"
+    "data_path = \"/tmp/4xhy8zfl/data/covidtracking\"\n",
+    "atlas_path = \"/tmp/4xhy8zfl/data/atlas\"\n"
    ]
   },
   {
@@ -96,10 +96,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.175326,
-     "end_time": "2020-04-10T10:42:37.001794",
+     "duration": 0.219587,
+     "end_time": "2020-04-10T11:29:30.229686",
      "exception": false,
-     "start_time": "2020-04-10T10:42:36.826468",
+     "start_time": "2020-04-10T11:29:30.010099",
      "status": "completed"
     },
     "tags": []
@@ -119,10 +119,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
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-     "end_time": "2020-04-10T10:42:37.126768",
+     "duration": 0.12005,
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      "exception": false,
-     "start_time": "2020-04-10T10:42:37.019687",
+     "start_time": "2020-04-10T11:29:30.243086",
      "status": "completed"
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     "tags": []
@@ -151,10 +151,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010966,
-     "end_time": "2020-04-10T10:42:37.159356",
+     "duration": 0.011774,
+     "end_time": "2020-04-10T11:29:30.389054",
      "exception": false,
-     "start_time": "2020-04-10T10:42:37.148390",
+     "start_time": "2020-04-10T11:29:30.377280",
      "status": "completed"
     },
     "tags": []
@@ -169,10 +169,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009729,
-     "end_time": "2020-04-10T10:42:37.180430",
+     "duration": 0.009877,
+     "end_time": "2020-04-10T11:29:30.409080",
      "exception": false,
-     "start_time": "2020-04-10T10:42:37.170701",
+     "start_time": "2020-04-10T11:29:30.399203",
      "status": "completed"
     },
     "tags": []
@@ -186,10 +186,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.424807,
-     "end_time": "2020-04-10T10:42:37.615056",
+     "duration": 0.469026,
+     "end_time": "2020-04-10T11:29:30.888630",
      "exception": false,
-     "start_time": "2020-04-10T10:42:37.190249",
+     "start_time": "2020-04-10T11:29:30.419604",
      "status": "completed"
     },
     "tags": []
@@ -199,10 +199,10 @@
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@@ -1005,10 +1005,10 @@
    "execution_count": null,
    "metadata": {
     "papermill": {
-     "duration": 0.03242,
-     "end_time": "2020-04-10T10:42:38.845924",
+     "duration": 0.036266,
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-     "start_time": "2020-04-10T10:42:38.813504",
+     "start_time": "2020-04-10T11:29:32.204844",
      "status": "completed"
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@@ -1037,17 +1037,17 @@
    "version": "3.7.3"
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   "papermill": {
-   "duration": 3.962851,
-   "end_time": "2020-04-10T10:42:39.289808",
+   "duration": 4.06671,
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    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/covidtracking.ipynb",
+   "input_path": "/tmp/4xhy8zfl/notebooks/covidtracking.ipynb",
    "output_path": "runs/covidtracking.run.ipynb",
    "parameters": {
-    "atlas_path": "./data/atlas",
-    "data_path": "./data/covidtracking/"
+    "atlas_path": "/tmp/4xhy8zfl/data/atlas",
+    "data_path": "/tmp/4xhy8zfl/data/covidtracking"
    },
-   "start_time": "2020-04-10T10:42:35.326957",
+   "start_time": "2020-04-10T11:29:28.522585",
    "version": "1.1.0"
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diff --git a/runs/openzh-covid-19.run.ipynb b/runs/openzh-covid-19.run.ipynb
index 610fabbf5ed6d32fff63a6723e1bdbe4328b1760..8b826ed2f4af48d2cff1881d9abb1b1adfd47ddc 100644
--- a/runs/openzh-covid-19.run.ipynb
+++ b/runs/openzh-covid-19.run.ipynb
@@ -8,10 +8,10 @@
      "source_hidden": true
     },
     "papermill": {
-     "duration": 0.065312,
-     "end_time": "2020-04-10T10:59:19.996110",
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-     "start_time": "2020-04-10T10:59:20.014277",
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    "source": [
     "# Parameters\n",
     "save_figures = True\n",
-    "data_path = \"data/openzh-covid-19/\"\n",
-    "figures_path = \"figures/\"\n",
-    "atlas_path = \"./data/atlas/\"\n"
+    "data_path = \"/tmp/_wyrnq92/data/openzh-covid-19\"\n",
+    "figures_path = \"figures\"\n",
+    "atlas_path = \"/tmp/_wyrnq92/data/atlas\"\n"
    ]
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      "exception": false,
-     "start_time": "2020-04-10T10:59:20.744852",
+     "start_time": "2020-04-10T11:29:17.574618",
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    "cell_type": "markdown",
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-     "duration": 0.008356,
-     "end_time": "2020-04-10T10:59:21.903157",
+     "duration": 0.009393,
+     "end_time": "2020-04-10T11:29:19.142086",
      "exception": false,
-     "start_time": "2020-04-10T10:59:21.894801",
+     "start_time": "2020-04-10T11:29:19.132693",
      "status": "completed"
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@@ -198,10 +198,10 @@
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     "papermill": {
-     "duration": 0.247549,
-     "end_time": "2020-04-10T10:59:22.157864",
+     "duration": 0.273317,
+     "end_time": "2020-04-10T11:29:19.424937",
      "exception": false,
-     "start_time": "2020-04-10T10:59:21.910315",
+     "start_time": "2020-04-10T11:29:19.151620",
      "status": "completed"
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-       "<div id=\"altair-viz-9a282f6c7ffc431ba5202c9666f34501\"></div>\n",
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        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-9a282f6c7ffc431ba5202c9666f34501\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-838ea386dc5e46b59ee7731bd9b7292e\");\n",
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        "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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