From 4fd1997c2e52fd6d8da1b32e8b1254ede2c072c6 Mon Sep 17 00:00:00 2001
From: Chandrasekhar Ramakrishnan <cramakri@ethz.ch>
Date: Fri, 13 Mar 2020 17:58:09 +0000
Subject: [PATCH] renku update --with-siblings

---
 .../529e3b9f6140470ab818a888d405c983.cwl      | 108 ++++++
 .../ts_rates_19-covid-confirmed.csv           |   4 +-
 .../ts_rates_19-covid-deaths.csv              |   4 +-
 .../ts_rates_19-covid-recovered.csv           |   4 +-
 runs/Dashboard.run.ipynb                      | 136 +++----
 runs/ToRates.run.ipynb                        | 346 ++++++++----------
 6 files changed, 343 insertions(+), 259 deletions(-)
 create mode 100644 .renku/workflow/529e3b9f6140470ab818a888d405c983.cwl

diff --git a/.renku/workflow/529e3b9f6140470ab818a888d405c983.cwl b/.renku/workflow/529e3b9f6140470ab818a888d405c983.cwl
new file mode 100644
index 00000000..74c75316
--- /dev/null
+++ b/.renku/workflow/529e3b9f6140470ab818a888d405c983.cwl
@@ -0,0 +1,108 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_10:
+    default: out_folder
+    streamable: false
+    type: string
+  input_11:
+    default: data/covid-19_rates
+    streamable: false
+    type: string
+  input_12:
+    default:
+      class: File
+      path: ../../notebooks/ToRates.ipynb
+    streamable: false
+    type: File
+  input_13:
+    default: runs/ToRates.run.ipynb
+    streamable: false
+    type: string
+  input_2:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_3:
+    default: rates_folder
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: File
+      path: ../../notebooks/Dashboard.ipynb
+    streamable: false
+    type: File
+  input_5:
+    default: runs/Dashboard.run.ipynb
+    streamable: false
+    type: string
+  input_6:
+    default: ts_folder
+    streamable: false
+    type: string
+  input_7:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    streamable: false
+    type: Directory
+  input_8:
+    default: wb_path
+    streamable: false
+    type: string
+  input_9:
+    default:
+      class: File
+      path: ../../data/worldbank/SP.POP.TOTL.zip
+    streamable: false
+    type: File
+outputs:
+  output_0:
+    outputSource: step_2/output_0
+    streamable: false
+    type: File
+  output_1:
+    outputSource: step_1/output_0
+    streamable: false
+    type: File
+  output_2:
+    outputSource: step_2/output_1
+    streamable: false
+    type: Directory
+requirements: []
+steps:
+  step_1:
+    in:
+      input_1: input_1
+      input_2: input_2
+      input_3: input_3
+      input_4: step_2/output_1
+      input_5: input_4
+      input_6: input_5
+    out:
+    - output_0
+    run: b1c0a33b463d406a820ff0a61fb3a526_papermill.cwl
+  step_2:
+    in:
+      input_1: input_6
+      input_2: input_7
+      input_3: input_8
+      input_4: input_9
+      input_5: input_10
+      input_6: input_11
+      input_7: input_12
+      input_8: input_13
+    out:
+    - output_0
+    - output_1
+    run: a38f8d703e0c4c55a2e3f49bbf15466e_papermill.cwl
diff --git a/data/covid-19_rates/ts_rates_19-covid-confirmed.csv b/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
index 68469b73..41904d5c 100644
--- a/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
+++ b/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:953941d2e4414e15f0e840d13c806b56d0cfda23f402d2d8daf840ef9e6ba666
-size 55521
+oid sha256:8db5a5e65fa9c9cdc76ee4e1a665d74972a0c85d0b4de74aacf7426d1337dc38
+size 52089
diff --git a/data/covid-19_rates/ts_rates_19-covid-deaths.csv b/data/covid-19_rates/ts_rates_19-covid-deaths.csv
index 927fd93f..75a97a02 100644
--- a/data/covid-19_rates/ts_rates_19-covid-deaths.csv
+++ b/data/covid-19_rates/ts_rates_19-covid-deaths.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1d07625575b61e275be3ba1b85e04dc96984df348680d2c3f5866a4443144138
-size 28842
+oid sha256:6151848c812f7e97885da2cf7bd8f506ef862f9e46183e4849147d8471924577
+size 26971
diff --git a/data/covid-19_rates/ts_rates_19-covid-recovered.csv b/data/covid-19_rates/ts_rates_19-covid-recovered.csv
index c35fa7b0..3050ac8b 100644
--- a/data/covid-19_rates/ts_rates_19-covid-recovered.csv
+++ b/data/covid-19_rates/ts_rates_19-covid-recovered.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eae1d5842d547e04eec2706bb61a5f5c019f244150dbab899c675ad67f166524
-size 38957
+oid sha256:bb9740f1a3a3f0edb8466d11cca258d5b757b6f2638db80c9a53173607306549
+size 35550
diff --git a/runs/Dashboard.run.ipynb b/runs/Dashboard.run.ipynb
index 8ee68b5d..190e010a 100644
--- a/runs/Dashboard.run.ipynb
+++ b/runs/Dashboard.run.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.35409,
-     "end_time": "2020-03-13T17:04:15.061697",
+     "duration": 0.318369,
+     "end_time": "2020-03-13T17:58:07.699048",
      "exception": false,
-     "start_time": "2020-03-13T17:04:14.707607",
+     "start_time": "2020-03-13T17:58:07.380679",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.02437,
-     "end_time": "2020-03-13T17:04:15.106586",
+     "duration": 0.02116,
+     "end_time": "2020-03-13T17:58:07.739632",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.082216",
+     "start_time": "2020-03-13T17:58:07.718472",
      "status": "completed"
     },
     "tags": [
@@ -48,10 +48,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.022646,
-     "end_time": "2020-03-13T17:04:15.137496",
+     "duration": 0.021777,
+     "end_time": "2020-03-13T17:58:07.771101",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.114850",
+     "start_time": "2020-03-13T17:58:07.749324",
      "status": "completed"
     },
     "tags": [
@@ -61,10 +61,10 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/Dashboard.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/ajs106te/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"
+    "ts_folder = \"/tmp/ajs106te/data/covid-19_jhu-csse\"\n",
+    "rates_folder = \"/tmp/ajs106te/data/covid-19_rates\"\n"
    ]
   },
   {
@@ -72,10 +72,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.021072,
-     "end_time": "2020-03-13T17:04:15.168525",
+     "duration": 0.020625,
+     "end_time": "2020-03-13T17:58:07.801350",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.147453",
+     "start_time": "2020-03-13T17:58:07.780725",
      "status": "completed"
     },
     "tags": []
@@ -90,10 +90,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.065756,
-     "end_time": "2020-03-13T17:04:15.243131",
+     "duration": 0.088499,
+     "end_time": "2020-03-13T17:58:07.900202",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.177375",
+     "start_time": "2020-03-13T17:58:07.811703",
      "status": "completed"
     },
     "tags": []
@@ -120,10 +120,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.038039,
-     "end_time": "2020-03-13T17:04:15.289236",
+     "duration": 0.046747,
+     "end_time": "2020-03-13T17:58:07.960957",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.251197",
+     "start_time": "2020-03-13T17:58:07.914210",
      "status": "completed"
     },
     "tags": []
@@ -150,10 +150,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.017688,
-     "end_time": "2020-03-13T17:04:15.314301",
+     "duration": 0.019568,
+     "end_time": "2020-03-13T17:58:07.999627",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.296613",
+     "start_time": "2020-03-13T17:58:07.980059",
      "status": "completed"
     },
     "tags": []
@@ -168,10 +168,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.040604,
-     "end_time": "2020-03-13T17:04:15.374996",
+     "duration": 0.03619,
+     "end_time": "2020-03-13T17:58:08.046674",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.334392",
+     "start_time": "2020-03-13T17:58:08.010484",
      "status": "completed"
     },
     "tags": []
@@ -188,10 +188,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.034326,
-     "end_time": "2020-03-13T17:04:15.424734",
+     "duration": 0.036248,
+     "end_time": "2020-03-13T17:58:08.099308",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.390408",
+     "start_time": "2020-03-13T17:58:08.063060",
      "status": "completed"
     },
     "tags": []
@@ -207,10 +207,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009134,
-     "end_time": "2020-03-13T17:04:15.448316",
+     "duration": 0.009486,
+     "end_time": "2020-03-13T17:58:08.127085",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.439182",
+     "start_time": "2020-03-13T17:58:08.117599",
      "status": "completed"
     },
     "tags": []
@@ -226,10 +226,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.041449,
-     "end_time": "2020-03-13T17:04:15.498158",
+     "duration": 0.043858,
+     "end_time": "2020-03-13T17:58:08.178940",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.456709",
+     "start_time": "2020-03-13T17:58:08.135082",
      "status": "completed"
     },
     "tags": []
@@ -238,7 +238,7 @@
     {
      "data": {
       "text/html": [
-       "<em>Data up to Mar 10 2020</em>"
+       "<em>Data up to Mar 12 2020</em>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -257,10 +257,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009938,
-     "end_time": "2020-03-13T17:04:15.526404",
+     "duration": 0.009732,
+     "end_time": "2020-03-13T17:58:08.205403",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.516466",
+     "start_time": "2020-03-13T17:58:08.195671",
      "status": "completed"
     },
     "tags": []
@@ -274,10 +274,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.199352,
-     "end_time": "2020-03-13T17:04:15.733984",
+     "duration": 0.215996,
+     "end_time": "2020-03-13T17:58:08.429475",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.534632",
+     "start_time": "2020-03-13T17:58:08.213479",
      "status": "completed"
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     "tags": []
@@ -293,10 +293,10 @@
    "execution_count": 12,
    "metadata": {
     "papermill": {
-     "duration": 0.045428,
-     "end_time": "2020-03-13T17:04:15.799713",
+     "duration": 0.040087,
+     "end_time": "2020-03-13T17:58:08.490379",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.754285",
+     "start_time": "2020-03-13T17:58:08.450292",
      "status": "completed"
     },
     "tags": []
@@ -320,10 +320,10 @@
    "execution_count": 13,
    "metadata": {
     "papermill": {
-     "duration": 0.030132,
-     "end_time": "2020-03-13T17:04:15.844929",
+     "duration": 0.034884,
+     "end_time": "2020-03-13T17:58:08.543325",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.814797",
+     "start_time": "2020-03-13T17:58:08.508441",
      "status": "completed"
     },
     "tags": []
@@ -362,10 +362,10 @@
    "execution_count": 14,
    "metadata": {
     "papermill": {
-     "duration": 0.100208,
-     "end_time": "2020-03-13T17:04:15.958509",
+     "duration": 0.103115,
+     "end_time": "2020-03-13T17:58:08.660915",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.858301",
+     "start_time": "2020-03-13T17:58:08.557800",
      "status": "completed"
     },
     "tags": []
@@ -375,10 +375,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-b79eb79d0e8f4b50be1688903bb8f9f0\"></div>\n",
+       "<div id=\"altair-viz-9d8bbc6305e34585bef05d17e261d227\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-b79eb79d0e8f4b50be1688903bb8f9f0\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-9d8bbc6305e34585bef05d17e261d227\");\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",
@@ -419,7 +419,7 @@
        "        .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-433f706ddfa6221156e78c265aebad1f\"}, \"mark\": {\"type\": \"circle\", \"opacity\": 0.6}, \"encoding\": {\"color\": {\"value\": \"steelblue\"}, \"latitude\": {\"field\": \"Lat\", \"type\": \"quantitative\"}, \"longitude\": {\"field\": \"Long\", \"type\": \"quantitative\"}, \"size\": {\"type\": \"quantitative\", \"field\": \"Confirmed\", \"title\": \"Cases\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Country/Region\"}, {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, {\"type\": \"quantitative\", \"field\": \"Deaths\"}, {\"type\": \"quantitative\", \"field\": \"Recovered\"}]}}], \"height\": 400, \"projection\": {\"type\": \"naturalEarth1\"}, \"title\": \"Confirmed cases per 100,000\", \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-433f706ddfa6221156e78c265aebad1f\": [{\"Country/Region\": \"Australia\", \"Confirmed\": 0.4281306826095598, \"Deaths\": 0.012003663998398872, \"Recovered\": 0.0840256479887921, \"Lat\": -23.1315375, \"Long\": 140.0609875}, {\"Country/Region\": \"Austria\", \"Confirmed\": 2.057185925638154, \"Deaths\": 0.0, \"Recovered\": 0.04521287748655284, \"Lat\": 47.5162, \"Long\": 14.5501}, {\"Country/Region\": \"Bahrain\", \"Confirmed\": 7.00887387149166, \"Deaths\": 0.0, \"Recovered\": 1.4017747742983322, \"Lat\": 26.0275, \"Long\": 50.55}, {\"Country/Region\": \"Belgium\", \"Confirmed\": 2.3375802000128174, \"Deaths\": 0.0, \"Recovered\": 0.008754982022519914, \"Lat\": 50.8333, \"Long\": 4.0}, {\"Country/Region\": \"Denmark\", \"Confirmed\": 4.519231399481772, \"Deaths\": 0.0, \"Recovered\": 0.01724897480718234, \"Lat\": 56.2639, \"Long\": 9.5018}, {\"Country/Region\": \"France\", \"Confirmed\": 2.663193607427707, \"Deaths\": 0.04926311045129727, \"Recovered\": 0.017913858345926282, \"Lat\": 47.0, \"Long\": 2.0}, {\"Country/Region\": \"Germany\", \"Confirmed\": 1.7569474368355689, \"Deaths\": 0.0024117329263357162, \"Recovered\": 0.021705596337021446, \"Lat\": 51.0, \"Long\": 9.0}, {\"Country/Region\": \"Hong Kong SAR\", \"Confirmed\": 1.61052207757348, \"Deaths\": 0.040263051939337005, \"Recovered\": 0.8723661253523016, \"Lat\": 22.3, \"Long\": 114.2}, {\"Country/Region\": \"Iran (Islamic Republic of)\", \"Confirmed\": 9.831263513326588, \"Deaths\": 0.3557445514023921, \"Recovered\": 3.3386198277660917, \"Lat\": 32.0, \"Long\": 53.0}, {\"Country/Region\": \"Italy\", \"Confirmed\": 16.794281862259982, \"Deaths\": 1.0441611838689575, \"Recovered\": 1.198054987513669, \"Lat\": 43.0, \"Long\": 12.0}, {\"Country/Region\": \"Japan\", \"Confirmed\": 0.4591829073311989, \"Deaths\": 0.007903320263876057, \"Recovered\": 0.07982353466514817, \"Lat\": 36.0, \"Long\": 138.0}, {\"Country/Region\": \"Mainland China\", \"Confirmed\": 5.798467757569664, \"Deaths\": 0.2251692718617392, \"Recovered\": 4.315696509732684, \"Lat\": 33.40693612903227, \"Long\": 111.54290322580646}, {\"Country/Region\": \"Malaysia\", \"Confirmed\": 0.4091525198482584, \"Deaths\": 0.0, \"Recovered\": 0.07612139904153642, \"Lat\": 2.5, \"Long\": 112.5}, {\"Country/Region\": \"Netherlands\", \"Confirmed\": 2.216932407413909, \"Deaths\": 0.02321395191009329, \"Recovered\": 0.0, \"Lat\": 52.1326, \"Long\": 5.2913}, {\"Country/Region\": \"Norway\", \"Confirmed\": 7.526810498997428, \"Deaths\": 0.0, \"Recovered\": 0.018817026247493568, \"Lat\": 60.472, \"Long\": 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55.0, \"Long\": -3.0}, {\"Country/Region\": \"US\", \"Confirmed\": 0.5104420019995022, \"Deaths\": 0.017116618031121033, \"Recovered\": 0.004584808401193134, \"Lat\": 38.77302746113991, \"Long\": -93.61047823834195}]}}, {\"mode\": \"vega-lite\"});\n",
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\"Belgium\", \"Confirmed\": 2.749064355071253, \"Deaths\": 0.026264946067559743, \"Recovered\": 0.008754982022519914, \"Lat\": 50.8333, \"Long\": 4.0}, {\"Country/Region\": \"Canada\", \"Confirmed\": 0.3157140090886777, \"Deaths\": 0.002698410334091263, \"Recovered\": 0.021587282672730104, \"Lat\": 50.795, \"Long\": -93.00628}, {\"Country/Region\": \"Denmark\", \"Confirmed\": 10.6426174560315, \"Deaths\": 0.0, \"Recovered\": 0.01724897480718234, \"Lat\": 59.07825, \"Long\": 1.2949999999999995}, {\"Country/Region\": \"France\", \"Confirmed\": 3.4096043718413016, \"Deaths\": 0.07165543338370511, \"Recovered\": 0.017913858345926282, \"Lat\": 27.399466666666665, \"Long\": -41.22323333333333}, {\"Country/Region\": \"Germany\", \"Confirmed\": 2.5057905104628087, \"Deaths\": 0.0036175993895035743, \"Recovered\": 0.03014666157919645, \"Lat\": 51.0, \"Long\": 9.0}, {\"Country/Region\": \"Iceland\", \"Confirmed\": 29.13110126875845, \"Deaths\": 0.0, \"Recovered\": 0.28282622591027623, \"Lat\": 64.9631, \"Long\": -19.0208}, {\"Country/Region\": \"Israel\", \"Confirmed\": 1.4745942051824668, \"Deaths\": 0.0, \"Recovered\": 0.045025777257479915, \"Lat\": 31.0, \"Long\": 35.0}, {\"Country/Region\": \"Italy\", \"Confirmed\": 20.62176968839136, \"Deaths\": 1.368496511980393, \"Recovered\": 1.7292368259002542, \"Lat\": 43.0, \"Long\": 12.0}, {\"Country/Region\": \"Japan\", \"Confirmed\": 0.5050221648616801, \"Deaths\": 0.012645312422201693, \"Recovered\": 0.09325917911373748, \"Lat\": 36.0, \"Long\": 138.0}, {\"Country/Region\": \"Malaysia\", \"Confirmed\": 0.4725870190495387, \"Deaths\": 0.0, \"Recovered\": 0.08246484896166446, \"Lat\": 2.5, \"Long\": 112.5}, {\"Country/Region\": \"Netherlands\", \"Confirmed\": 2.919154452694232, \"Deaths\": 0.02901743988761661, \"Recovered\": 0.0, \"Lat\": 52.1326, \"Long\": 5.2913}, {\"Country/Region\": \"Norway\", \"Confirmed\": 13.209552425740487, \"Deaths\": 0.0, \"Recovered\": 0.018817026247493568, \"Lat\": 60.472, \"Long\": 8.4689}, {\"Country/Region\": \"Qatar\", \"Confirmed\": 9.418778672002537, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Lat\": 25.3548, \"Long\": 51.1839}, {\"Country/Region\": \"Singapore\", \"Confirmed\": 3.156769426014192, \"Deaths\": 0.0, \"Recovered\": 1.7025273308840587, \"Lat\": 1.2833, \"Long\": 103.8333}, {\"Country/Region\": \"Spain\", \"Confirmed\": 4.873324698324187, \"Deaths\": 0.11771315696435232, \"Recovered\": 0.3916637768086632, \"Lat\": 40.0, \"Long\": -4.0}, {\"Country/Region\": \"Sweden\", \"Confirmed\": 5.882251851706369, \"Deaths\": 0.009820119952765223, \"Recovered\": 0.009820119952765223, \"Lat\": 63.0, \"Long\": 16.0}, {\"Country/Region\": \"Switzerland\", \"Confirmed\": 7.655688464204314, \"Deaths\": 0.04696741389082401, \"Recovered\": 0.04696741389082401, \"Lat\": 46.8182, \"Long\": 8.2275}, {\"Country/Region\": \"US\", \"Confirmed\": 0.508302424745612, \"Deaths\": 0.012226155736515023, \"Recovered\": 0.0036678467209545055, \"Lat\": 38.88347448559672, \"Long\": -94.14907777777768}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
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       "text/plain": [
@@ -460,10 +460,10 @@
    "execution_count": 15,
    "metadata": {
     "papermill": {
-     "duration": 0.062654,
-     "end_time": "2020-03-13T17:04:16.037936",
+     "duration": 0.048886,
+     "end_time": "2020-03-13T17:58:08.727920",
      "exception": false,
-     "start_time": "2020-03-13T17:04:15.975282",
+     "start_time": "2020-03-13T17:58:08.679034",
      "status": "completed"
     },
     "tags": []
@@ -473,10 +473,10 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-a0d74fce564e44529149f3e190cf879e\"></div>\n",
+       "<div id=\"altair-viz-01c78ff6476e41d882dd62fc1875817d\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  (function(spec, embedOpt){\n",
-       "    const outputDiv = document.getElementById(\"altair-viz-a0d74fce564e44529149f3e190cf879e\");\n",
+       "    const outputDiv = document.getElementById(\"altair-viz-01c78ff6476e41d882dd62fc1875817d\");\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",
@@ -517,7 +517,7 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Country/Region\", \"sort\": \"-x\"}}}, {\"mark\": {\"type\": \"text\", \"align\": \"left\", \"baseline\": \"middle\", \"dx\": 3}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"Confirmed\", \"format\": \".3\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Country/Region\", \"sort\": \"-x\"}}}], \"data\": {\"name\": \"data-433f706ddfa6221156e78c265aebad1f\"}, \"height\": 900, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-433f706ddfa6221156e78c265aebad1f\": [{\"Country/Region\": \"Australia\", \"Confirmed\": 0.4281306826095598, \"Deaths\": 0.012003663998398872, \"Recovered\": 0.0840256479887921, \"Lat\": -23.1315375, \"Long\": 140.0609875}, {\"Country/Region\": \"Austria\", \"Confirmed\": 2.057185925638154, \"Deaths\": 0.0, \"Recovered\": 0.04521287748655284, \"Lat\": 47.5162, \"Long\": 14.5501}, {\"Country/Region\": \"Bahrain\", \"Confirmed\": 7.00887387149166, \"Deaths\": 0.0, \"Recovered\": 1.4017747742983322, \"Lat\": 26.0275, \"Long\": 50.55}, {\"Country/Region\": \"Belgium\", \"Confirmed\": 2.3375802000128174, \"Deaths\": 0.0, \"Recovered\": 0.008754982022519914, \"Lat\": 50.8333, \"Long\": 4.0}, {\"Country/Region\": \"Denmark\", \"Confirmed\": 4.519231399481772, \"Deaths\": 0.0, \"Recovered\": 0.01724897480718234, \"Lat\": 56.2639, \"Long\": 9.5018}, {\"Country/Region\": \"France\", \"Confirmed\": 2.663193607427707, \"Deaths\": 0.04926311045129727, \"Recovered\": 0.017913858345926282, \"Lat\": 47.0, \"Long\": 2.0}, {\"Country/Region\": \"Germany\", \"Confirmed\": 1.7569474368355689, \"Deaths\": 0.0024117329263357162, \"Recovered\": 0.021705596337021446, \"Lat\": 51.0, \"Long\": 9.0}, {\"Country/Region\": \"Hong Kong SAR\", \"Confirmed\": 1.61052207757348, \"Deaths\": 0.040263051939337005, \"Recovered\": 0.8723661253523016, \"Lat\": 22.3, \"Long\": 114.2}, {\"Country/Region\": \"Iran (Islamic Republic of)\", \"Confirmed\": 9.831263513326588, \"Deaths\": 0.3557445514023921, \"Recovered\": 3.3386198277660917, \"Lat\": 32.0, \"Long\": 53.0}, {\"Country/Region\": \"Italy\", \"Confirmed\": 16.794281862259982, \"Deaths\": 1.0441611838689575, \"Recovered\": 1.198054987513669, \"Lat\": 43.0, \"Long\": 12.0}, {\"Country/Region\": \"Japan\", \"Confirmed\": 0.4591829073311989, \"Deaths\": 0.007903320263876057, \"Recovered\": 0.07982353466514817, \"Lat\": 36.0, \"Long\": 138.0}, {\"Country/Region\": \"Mainland China\", \"Confirmed\": 5.798467757569664, \"Deaths\": 0.2251692718617392, \"Recovered\": 4.315696509732684, \"Lat\": 33.40693612903227, \"Long\": 111.54290322580646}, {\"Country/Region\": \"Malaysia\", \"Confirmed\": 0.4091525198482584, \"Deaths\": 0.0, \"Recovered\": 0.07612139904153642, \"Lat\": 2.5, \"Long\": 112.5}, {\"Country/Region\": \"Netherlands\", \"Confirmed\": 2.216932407413909, \"Deaths\": 0.02321395191009329, \"Recovered\": 0.0, \"Lat\": 52.1326, \"Long\": 5.2913}, {\"Country/Region\": \"Norway\", \"Confirmed\": 7.526810498997428, \"Deaths\": 0.0, \"Recovered\": 0.018817026247493568, \"Lat\": 60.472, \"Long\": 8.4689}, {\"Country/Region\": \"Republic of Korea\", \"Confirmed\": 14.550136054326911, \"Deaths\": 0.10457970809711876, \"Recovered\": 0.4783553314812655, \"Lat\": 36.0, \"Long\": 128.0}, {\"Country/Region\": \"Singapore\", \"Confirmed\": 2.837545551473431, \"Deaths\": 0.0, \"Recovered\": 1.3833034563432978, \"Lat\": 1.2833, \"Long\": 103.8333}, {\"Country/Region\": \"Spain\", \"Confirmed\": 3.6277054737195855, \"Deaths\": 0.07490837261367876, \"Recovered\": 0.06848765496107773, \"Lat\": 40.0, \"Long\": -4.0}, {\"Country/Region\": \"Sweden\", \"Confirmed\": 3.4861425832316537, \"Deaths\": 0.0, \"Recovered\": 0.009820119952765223, \"Lat\": 63.0, \"Long\": 16.0}, {\"Country/Region\": \"Switzerland\", \"Confirmed\": 5.7652500550986465, \"Deaths\": 0.035225560418118015, \"Recovered\": 0.035225560418118015, \"Lat\": 46.8182, \"Long\": 8.2275}, {\"Country/Region\": \"UK\", \"Confirmed\": 0.5745312032182892, \"Deaths\": 0.009024050312329149, \"Recovered\": 0.027072150936987446, \"Lat\": 55.0, \"Long\": -3.0}, {\"Country/Region\": \"US\", \"Confirmed\": 0.5104420019995022, \"Deaths\": 0.017116618031121033, \"Recovered\": 0.004584808401193134, \"Lat\": 38.77302746113991, \"Long\": -93.61047823834195}]}}, {\"mode\": \"vega-lite\"});\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Country/Region\", \"sort\": \"-x\"}}}, {\"mark\": {\"type\": \"text\", \"align\": \"left\", \"baseline\": \"middle\", \"dx\": 3}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"Confirmed\", \"format\": \".3\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Confirmed\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Country/Region\", \"sort\": \"-x\"}}}], \"data\": {\"name\": \"data-af06d21f07e2679aa76ca6a14f5f1418\"}, \"height\": 900, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-af06d21f07e2679aa76ca6a14f5f1418\": [{\"Country/Region\": \"Australia\", \"Confirmed\": 0.5121563305983519, \"Deaths\": 0.012003663998398872, \"Recovered\": 0.0840256479887921, \"Lat\": -23.1315375, \"Long\": 140.0609875}, {\"Country/Region\": \"Austria\", \"Confirmed\": 3.4135722502347403, \"Deaths\": 0.01130321937163821, \"Recovered\": 0.04521287748655284, \"Lat\": 47.5162, \"Long\": 14.5501}, {\"Country/Region\": \"Bahrain\", \"Confirmed\": 12.424821863098854, \"Deaths\": 0.0, \"Recovered\": 2.230096231838256, \"Lat\": 26.0275, \"Long\": 50.55}, {\"Country/Region\": \"Belgium\", \"Confirmed\": 2.749064355071253, \"Deaths\": 0.026264946067559743, \"Recovered\": 0.008754982022519914, \"Lat\": 50.8333, \"Long\": 4.0}, {\"Country/Region\": \"Canada\", \"Confirmed\": 0.3157140090886777, \"Deaths\": 0.002698410334091263, \"Recovered\": 0.021587282672730104, \"Lat\": 50.795, \"Long\": -93.00628}, {\"Country/Region\": \"Denmark\", \"Confirmed\": 10.6426174560315, \"Deaths\": 0.0, \"Recovered\": 0.01724897480718234, \"Lat\": 59.07825, \"Long\": 1.2949999999999995}, {\"Country/Region\": \"France\", \"Confirmed\": 3.4096043718413016, \"Deaths\": 0.07165543338370511, \"Recovered\": 0.017913858345926282, \"Lat\": 27.399466666666665, \"Long\": -41.22323333333333}, {\"Country/Region\": \"Germany\", \"Confirmed\": 2.5057905104628087, \"Deaths\": 0.0036175993895035743, \"Recovered\": 0.03014666157919645, \"Lat\": 51.0, \"Long\": 9.0}, {\"Country/Region\": \"Iceland\", \"Confirmed\": 29.13110126875845, \"Deaths\": 0.0, \"Recovered\": 0.28282622591027623, \"Lat\": 64.9631, \"Long\": -19.0208}, {\"Country/Region\": \"Israel\", \"Confirmed\": 1.4745942051824668, \"Deaths\": 0.0, \"Recovered\": 0.045025777257479915, \"Lat\": 31.0, \"Long\": 35.0}, {\"Country/Region\": \"Italy\", \"Confirmed\": 20.62176968839136, \"Deaths\": 1.368496511980393, \"Recovered\": 1.7292368259002542, \"Lat\": 43.0, \"Long\": 12.0}, {\"Country/Region\": \"Japan\", \"Confirmed\": 0.5050221648616801, \"Deaths\": 0.012645312422201693, \"Recovered\": 0.09325917911373748, \"Lat\": 36.0, \"Long\": 138.0}, {\"Country/Region\": \"Malaysia\", \"Confirmed\": 0.4725870190495387, \"Deaths\": 0.0, \"Recovered\": 0.08246484896166446, \"Lat\": 2.5, \"Long\": 112.5}, {\"Country/Region\": \"Netherlands\", \"Confirmed\": 2.919154452694232, \"Deaths\": 0.02901743988761661, \"Recovered\": 0.0, \"Lat\": 52.1326, \"Long\": 5.2913}, {\"Country/Region\": \"Norway\", \"Confirmed\": 13.209552425740487, \"Deaths\": 0.0, \"Recovered\": 0.018817026247493568, \"Lat\": 60.472, \"Long\": 8.4689}, {\"Country/Region\": \"Qatar\", \"Confirmed\": 9.418778672002537, \"Deaths\": 0.0, \"Recovered\": 0.0, \"Lat\": 25.3548, \"Long\": 51.1839}, {\"Country/Region\": \"Singapore\", \"Confirmed\": 3.156769426014192, \"Deaths\": 0.0, \"Recovered\": 1.7025273308840587, \"Lat\": 1.2833, \"Long\": 103.8333}, {\"Country/Region\": \"Spain\", \"Confirmed\": 4.873324698324187, \"Deaths\": 0.11771315696435232, \"Recovered\": 0.3916637768086632, \"Lat\": 40.0, \"Long\": -4.0}, {\"Country/Region\": \"Sweden\", \"Confirmed\": 5.882251851706369, \"Deaths\": 0.009820119952765223, \"Recovered\": 0.009820119952765223, \"Lat\": 63.0, \"Long\": 16.0}, {\"Country/Region\": \"Switzerland\", \"Confirmed\": 7.655688464204314, \"Deaths\": 0.04696741389082401, \"Recovered\": 0.04696741389082401, \"Lat\": 46.8182, \"Long\": 8.2275}, {\"Country/Region\": \"US\", \"Confirmed\": 0.508302424745612, \"Deaths\": 0.012226155736515023, \"Recovered\": 0.0036678467209545055, \"Lat\": 38.88347448559672, \"Long\": -94.14907777777768}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
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@@ -566,19 +566,19 @@
    "version": "3.7.6"
   },
   "papermill": {
-   "duration": 2.520956,
-   "end_time": "2020-03-13T17:04:16.371464",
+   "duration": 2.508313,
+   "end_time": "2020-03-13T17:58:09.048792",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/Dashboard.ipynb",
+   "input_path": "/tmp/ajs106te/notebooks/Dashboard.ipynb",
    "output_path": "runs/Dashboard.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/Dashboard.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/ajs106te/notebooks/Dashboard.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb",
-    "rates_folder": "./data/covid-19_rates/",
-    "ts_folder": "./data/covid-19_jhu-csse/"
+    "rates_folder": "/tmp/ajs106te/data/covid-19_rates",
+    "ts_folder": "/tmp/ajs106te/data/covid-19_jhu-csse"
    },
-   "start_time": "2020-03-13T17:04:13.850508",
+   "start_time": "2020-03-13T17:58:06.540479",
    "version": "1.1.0"
   }
  },
diff --git a/runs/ToRates.run.ipynb b/runs/ToRates.run.ipynb
index 2925f4ee..e93912c7 100644
--- a/runs/ToRates.run.ipynb
+++ b/runs/ToRates.run.ipynb
@@ -4,10 +4,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.019737,
-     "end_time": "2020-03-13T14:54:48.276145",
+     "duration": 0.031319,
+     "end_time": "2020-03-13T17:58:04.199968",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.256408",
+     "start_time": "2020-03-13T17:58:04.168649",
      "status": "completed"
     },
     "tags": []
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 0.327112,
-     "end_time": "2020-03-13T14:54:48.613995",
+     "duration": 0.365213,
+     "end_time": "2020-03-13T17:58:04.574239",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.286883",
+     "start_time": "2020-03-13T17:58:04.209026",
      "status": "completed"
     },
     "tags": []
@@ -40,10 +40,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.025647,
-     "end_time": "2020-03-13T14:54:48.658686",
+     "duration": 0.018416,
+     "end_time": "2020-03-13T17:58:04.613366",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.633039",
+     "start_time": "2020-03-13T17:58:04.594950",
      "status": "completed"
     },
     "tags": [
@@ -63,10 +63,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.027378,
-     "end_time": "2020-03-13T14:54:48.697099",
+     "duration": 0.018935,
+     "end_time": "2020-03-13T17:58:04.641455",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.669721",
+     "start_time": "2020-03-13T17:58:04.622520",
      "status": "completed"
     },
     "tags": [
@@ -76,21 +76,21 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"notebooks/ToRates.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/hmyw2rom/notebooks/ToRates.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/ToRates.run.ipynb\"\n",
-    "ts_folder = \"./data/covid-19_jhu-csse/\"\n",
-    "wb_path = \"./data/worldbank/SP.POP.TOTL.zip\"\n",
-    "out_folder = \"./data/covid-19_rates/\"\n"
+    "ts_folder = \"/tmp/hmyw2rom/data/covid-19_jhu-csse\"\n",
+    "wb_path = \"/tmp/hmyw2rom/data/worldbank/SP.POP.TOTL.zip\"\n",
+    "out_folder = \"data/covid-19_rates\"\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009984,
-     "end_time": "2020-03-13T14:54:48.724400",
+     "duration": 0.00793,
+     "end_time": "2020-03-13T17:58:04.657374",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.714416",
+     "start_time": "2020-03-13T17:58:04.649444",
      "status": "completed"
     },
     "tags": [
@@ -108,10 +108,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.044299,
-     "end_time": "2020-03-13T14:54:48.778200",
+     "duration": 0.02791,
+     "end_time": "2020-03-13T17:58:04.692567",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.733901",
+     "start_time": "2020-03-13T17:58:04.664657",
      "status": "completed"
     },
     "tags": []
@@ -133,10 +133,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.126546,
-     "end_time": "2020-03-13T14:54:48.922552",
+     "duration": 0.127122,
+     "end_time": "2020-03-13T17:58:04.831576",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.796006",
+     "start_time": "2020-03-13T17:58:04.704454",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.05437,
-     "end_time": "2020-03-13T14:54:48.984940",
+     "duration": 0.052319,
+     "end_time": "2020-03-13T17:58:04.901105",
      "exception": false,
-     "start_time": "2020-03-13T14:54:48.930570",
+     "start_time": "2020-03-13T17:58:04.848786",
      "status": "completed"
     },
     "tags": []
@@ -198,8 +198,6 @@
        "      <th>2020-01-30</th>\n",
        "      <th>2020-01-31</th>\n",
        "      <th>...</th>\n",
-       "      <th>2020-03-01</th>\n",
-       "      <th>2020-03-02</th>\n",
        "      <th>2020-03-03</th>\n",
        "      <th>2020-03-04</th>\n",
        "      <th>2020-03-05</th>\n",
@@ -208,6 +206,8 @@
        "      <th>2020-03-08</th>\n",
        "      <th>2020-03-09</th>\n",
        "      <th>2020-03-10</th>\n",
+       "      <th>2020-03-11</th>\n",
+       "      <th>2020-03-12</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Country/Region</th>\n",
@@ -238,30 +238,30 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>Mainland China</th>\n",
-       "      <th>111.542903</th>\n",
-       "      <th>33.406936</th>\n",
-       "      <td>547</td>\n",
-       "      <td>639</td>\n",
-       "      <td>916</td>\n",
-       "      <td>1399</td>\n",
-       "      <td>2062</td>\n",
-       "      <td>2863</td>\n",
-       "      <td>5494</td>\n",
-       "      <td>6070</td>\n",
-       "      <td>8124</td>\n",
-       "      <td>9783</td>\n",
+       "      <th>China</th>\n",
+       "      <th>111.649082</th>\n",
+       "      <th>32.828385</th>\n",
+       "      <td>548</td>\n",
+       "      <td>643</td>\n",
+       "      <td>920</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>2075</td>\n",
+       "      <td>2877</td>\n",
+       "      <td>5509</td>\n",
+       "      <td>6087</td>\n",
+       "      <td>8141</td>\n",
+       "      <td>9802</td>\n",
        "      <td>...</td>\n",
-       "      <td>79826</td>\n",
-       "      <td>80026</td>\n",
-       "      <td>80151</td>\n",
-       "      <td>80271</td>\n",
-       "      <td>80422</td>\n",
-       "      <td>80573</td>\n",
-       "      <td>80652</td>\n",
-       "      <td>80699</td>\n",
-       "      <td>80735</td>\n",
-       "      <td>80757</td>\n",
+       "      <td>80261</td>\n",
+       "      <td>80386</td>\n",
+       "      <td>80537</td>\n",
+       "      <td>80690</td>\n",
+       "      <td>80770</td>\n",
+       "      <td>80823</td>\n",
+       "      <td>80860</td>\n",
+       "      <td>80887</td>\n",
+       "      <td>80921</td>\n",
+       "      <td>80932</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Italy</th>\n",
@@ -278,8 +278,6 @@
        "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>...</td>\n",
-       "      <td>1694</td>\n",
-       "      <td>2036</td>\n",
        "      <td>2502</td>\n",
        "      <td>3089</td>\n",
        "      <td>3858</td>\n",
@@ -288,9 +286,11 @@
        "      <td>7375</td>\n",
        "      <td>9172</td>\n",
        "      <td>10149</td>\n",
+       "      <td>12462</td>\n",
+       "      <td>12462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Iran (Islamic Republic of)</th>\n",
+       "      <th>Iran</th>\n",
        "      <th>53.000000</th>\n",
        "      <th>32.000000</th>\n",
        "      <td>0</td>\n",
@@ -304,8 +304,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>978</td>\n",
-       "      <td>1501</td>\n",
        "      <td>2336</td>\n",
        "      <td>2922</td>\n",
        "      <td>3513</td>\n",
@@ -314,9 +312,11 @@
        "      <td>6566</td>\n",
        "      <td>7161</td>\n",
        "      <td>8042</td>\n",
+       "      <td>9000</td>\n",
+       "      <td>10075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Republic of Korea</th>\n",
+       "      <th>Korea, South</th>\n",
        "      <th>128.000000</th>\n",
        "      <th>36.000000</th>\n",
        "      <td>1</td>\n",
@@ -330,8 +330,6 @@
        "      <td>4</td>\n",
        "      <td>11</td>\n",
        "      <td>...</td>\n",
-       "      <td>3736</td>\n",
-       "      <td>4335</td>\n",
        "      <td>5186</td>\n",
        "      <td>5621</td>\n",
        "      <td>6088</td>\n",
@@ -340,11 +338,13 @@
        "      <td>7314</td>\n",
        "      <td>7478</td>\n",
        "      <td>7513</td>\n",
+       "      <td>7755</td>\n",
+       "      <td>7869</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>France</th>\n",
-       "      <th>2.000000</th>\n",
-       "      <th>47.000000</th>\n",
+       "      <th>-41.223233</th>\n",
+       "      <th>27.399467</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
@@ -356,104 +356,80 @@
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>130</td>\n",
-       "      <td>191</td>\n",
        "      <td>204</td>\n",
-       "      <td>285</td>\n",
-       "      <td>377</td>\n",
-       "      <td>653</td>\n",
-       "      <td>949</td>\n",
-       "      <td>1126</td>\n",
-       "      <td>1209</td>\n",
-       "      <td>1784</td>\n",
+       "      <td>288</td>\n",
+       "      <td>380</td>\n",
+       "      <td>656</td>\n",
+       "      <td>952</td>\n",
+       "      <td>1129</td>\n",
+       "      <td>1212</td>\n",
+       "      <td>1787</td>\n",
+       "      <td>2284</td>\n",
+       "      <td>2284</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 49 columns</p>\n",
+       "<p>5 rows × 51 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                 2020-01-22  2020-01-23  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936         547         639   \n",
-       "Italy                      12.000000  43.000000           0           0   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000           0           0   \n",
-       "Republic of Korea          128.000000 36.000000           1           1   \n",
-       "France                     2.000000   47.000000           0           0   \n",
+       "                                      2020-01-22  2020-01-23  2020-01-24  \\\n",
+       "Country/Region Long        Lat                                             \n",
+       "China           111.649082 32.828385         548         643         920   \n",
+       "Italy           12.000000  43.000000           0           0           0   \n",
+       "Iran            53.000000  32.000000           0           0           0   \n",
+       "Korea, South    128.000000 36.000000           1           1           2   \n",
+       "France         -41.223233  27.399467           0           0           2   \n",
        "\n",
-       "                                                 2020-01-24  2020-01-25  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936         916        1399   \n",
-       "Italy                      12.000000  43.000000           0           0   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000           0           0   \n",
-       "Republic of Korea          128.000000 36.000000           2           2   \n",
-       "France                     2.000000   47.000000           2           3   \n",
+       "                                      2020-01-25  2020-01-26  2020-01-27  \\\n",
+       "Country/Region Long        Lat                                             \n",
+       "China           111.649082 32.828385        1406        2075        2877   \n",
+       "Italy           12.000000  43.000000           0           0           0   \n",
+       "Iran            53.000000  32.000000           0           0           0   \n",
+       "Korea, South    128.000000 36.000000           2           3           4   \n",
+       "France         -41.223233  27.399467           3           3           3   \n",
        "\n",
-       "                                                 2020-01-26  2020-01-27  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936        2062        2863   \n",
-       "Italy                      12.000000  43.000000           0           0   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000           0           0   \n",
-       "Republic of Korea          128.000000 36.000000           3           4   \n",
-       "France                     2.000000   47.000000           3           3   \n",
+       "                                      2020-01-28  2020-01-29  2020-01-30  \\\n",
+       "Country/Region Long        Lat                                             \n",
+       "China           111.649082 32.828385        5509        6087        8141   \n",
+       "Italy           12.000000  43.000000           0           0           0   \n",
+       "Iran            53.000000  32.000000           0           0           0   \n",
+       "Korea, South    128.000000 36.000000           4           4           4   \n",
+       "France         -41.223233  27.399467           4           5           5   \n",
        "\n",
-       "                                                 2020-01-28  2020-01-29  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936        5494        6070   \n",
-       "Italy                      12.000000  43.000000           0           0   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000           0           0   \n",
-       "Republic of Korea          128.000000 36.000000           4           4   \n",
-       "France                     2.000000   47.000000           4           5   \n",
+       "                                      2020-01-31  ...  2020-03-03  2020-03-04  \\\n",
+       "Country/Region Long        Lat                    ...                           \n",
+       "China           111.649082 32.828385        9802  ...       80261       80386   \n",
+       "Italy           12.000000  43.000000           2  ...        2502        3089   \n",
+       "Iran            53.000000  32.000000           0  ...        2336        2922   \n",
+       "Korea, South    128.000000 36.000000          11  ...        5186        5621   \n",
+       "France         -41.223233  27.399467           5  ...         204         288   \n",
        "\n",
-       "                                                 2020-01-30  2020-01-31  ...  \\\n",
-       "Country/Region             Long       Lat                                ...   \n",
-       "Mainland China             111.542903 33.406936        8124        9783  ...   \n",
-       "Italy                      12.000000  43.000000           0           2  ...   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000           0           0  ...   \n",
-       "Republic of Korea          128.000000 36.000000           4          11  ...   \n",
-       "France                     2.000000   47.000000           5           5  ...   \n",
+       "                                      2020-03-05  2020-03-06  2020-03-07  \\\n",
+       "Country/Region Long        Lat                                             \n",
+       "China           111.649082 32.828385       80537       80690       80770   \n",
+       "Italy           12.000000  43.000000        3858        4636        5883   \n",
+       "Iran            53.000000  32.000000        3513        4747        5823   \n",
+       "Korea, South    128.000000 36.000000        6088        6593        7041   \n",
+       "France         -41.223233  27.399467         380         656         952   \n",
        "\n",
-       "                                                 2020-03-01  2020-03-02  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936       79826       80026   \n",
-       "Italy                      12.000000  43.000000        1694        2036   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000         978        1501   \n",
-       "Republic of Korea          128.000000 36.000000        3736        4335   \n",
-       "France                     2.000000   47.000000         130         191   \n",
+       "                                      2020-03-08  2020-03-09  2020-03-10  \\\n",
+       "Country/Region Long        Lat                                             \n",
+       "China           111.649082 32.828385       80823       80860       80887   \n",
+       "Italy           12.000000  43.000000        7375        9172       10149   \n",
+       "Iran            53.000000  32.000000        6566        7161        8042   \n",
+       "Korea, South    128.000000 36.000000        7314        7478        7513   \n",
+       "France         -41.223233  27.399467        1129        1212        1787   \n",
        "\n",
-       "                                                 2020-03-03  2020-03-04  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936       80151       80271   \n",
-       "Italy                      12.000000  43.000000        2502        3089   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000        2336        2922   \n",
-       "Republic of Korea          128.000000 36.000000        5186        5621   \n",
-       "France                     2.000000   47.000000         204         285   \n",
+       "                                      2020-03-11  2020-03-12  \n",
+       "Country/Region Long        Lat                                \n",
+       "China           111.649082 32.828385       80921       80932  \n",
+       "Italy           12.000000  43.000000       12462       12462  \n",
+       "Iran            53.000000  32.000000        9000       10075  \n",
+       "Korea, South    128.000000 36.000000        7755        7869  \n",
+       "France         -41.223233  27.399467        2284        2284  \n",
        "\n",
-       "                                                 2020-03-05  2020-03-06  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936       80422       80573   \n",
-       "Italy                      12.000000  43.000000        3858        4636   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000        3513        4747   \n",
-       "Republic of Korea          128.000000 36.000000        6088        6593   \n",
-       "France                     2.000000   47.000000         377         653   \n",
-       "\n",
-       "                                                 2020-03-07  2020-03-08  \\\n",
-       "Country/Region             Long       Lat                                 \n",
-       "Mainland China             111.542903 33.406936       80652       80699   \n",
-       "Italy                      12.000000  43.000000        5883        7375   \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000        5823        6566   \n",
-       "Republic of Korea          128.000000 36.000000        7041        7314   \n",
-       "France                     2.000000   47.000000         949        1126   \n",
-       "\n",
-       "                                                 2020-03-09  2020-03-10  \n",
-       "Country/Region             Long       Lat                                \n",
-       "Mainland China             111.542903 33.406936       80735       80757  \n",
-       "Italy                      12.000000  43.000000        9172       10149  \n",
-       "Iran (Islamic Republic of) 53.000000  32.000000        7161        8042  \n",
-       "Republic of Korea          128.000000 36.000000        7478        7513  \n",
-       "France                     2.000000   47.000000        1209        1784  \n",
-       "\n",
-       "[5 rows x 49 columns]"
+       "[5 rows x 51 columns]"
       ]
      },
      "execution_count": 6,
@@ -469,10 +445,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.011038,
-     "end_time": "2020-03-13T14:54:49.012475",
+     "duration": 0.012028,
+     "end_time": "2020-03-13T17:58:04.932580",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.001437",
+     "start_time": "2020-03-13T17:58:04.920552",
      "status": "completed"
     },
     "tags": []
@@ -486,10 +462,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.043639,
-     "end_time": "2020-03-13T14:54:49.064213",
+     "duration": 0.044223,
+     "end_time": "2020-03-13T17:58:04.984764",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.020574",
+     "start_time": "2020-03-13T17:58:04.940541",
      "status": "completed"
     },
     "tags": []
@@ -505,10 +481,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010307,
-     "end_time": "2020-03-13T14:54:49.091394",
+     "duration": 0.010228,
+     "end_time": "2020-03-13T17:58:05.011248",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.081087",
+     "start_time": "2020-03-13T17:58:05.001020",
      "status": "completed"
     },
     "tags": []
@@ -522,10 +498,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.055137,
-     "end_time": "2020-03-13T14:54:49.154951",
+     "duration": 0.052242,
+     "end_time": "2020-03-13T17:58:05.071551",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.099814",
+     "start_time": "2020-03-13T17:58:05.019309",
      "status": "completed"
     },
     "tags": []
@@ -658,10 +634,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009197,
-     "end_time": "2020-03-13T14:54:49.179422",
+     "duration": 0.009568,
+     "end_time": "2020-03-13T17:58:05.097349",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.170225",
+     "start_time": "2020-03-13T17:58:05.087781",
      "status": "completed"
     },
     "tags": []
@@ -675,10 +651,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.048983,
-     "end_time": "2020-03-13T14:54:49.237289",
+     "duration": 0.038944,
+     "end_time": "2020-03-13T17:58:05.144958",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.188306",
+     "start_time": "2020-03-13T17:58:05.106014",
      "status": "completed"
     },
     "tags": []
@@ -708,10 +684,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.010552,
-     "end_time": "2020-03-13T14:54:49.263442",
+     "duration": 0.010532,
+     "end_time": "2020-03-13T17:58:05.172203",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.252890",
+     "start_time": "2020-03-13T17:58:05.161671",
      "status": "completed"
     },
     "tags": []
@@ -724,10 +700,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008224,
-     "end_time": "2020-03-13T14:54:49.280239",
+     "duration": 0.008912,
+     "end_time": "2020-03-13T17:58:05.189883",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.272015",
+     "start_time": "2020-03-13T17:58:05.180971",
      "status": "completed"
     },
     "tags": []
@@ -741,10 +717,10 @@
    "execution_count": 10,
    "metadata": {
     "papermill": {
-     "duration": 0.081057,
-     "end_time": "2020-03-13T14:54:49.370031",
+     "duration": 0.076031,
+     "end_time": "2020-03-13T17:58:05.275002",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.288974",
+     "start_time": "2020-03-13T17:58:05.198971",
      "status": "completed"
     },
     "tags": []
@@ -769,10 +745,10 @@
    "execution_count": 11,
    "metadata": {
     "papermill": {
-     "duration": 0.065887,
-     "end_time": "2020-03-13T14:54:49.458887",
+     "duration": 0.062766,
+     "end_time": "2020-03-13T17:58:05.356294",
      "exception": false,
-     "start_time": "2020-03-13T14:54:49.393000",
+     "start_time": "2020-03-13T17:58:05.293528",
      "status": "completed"
     },
     "tags": []
@@ -805,20 +781,20 @@
    "version": "3.7.6"
   },
   "papermill": {
-   "duration": 2.37776,
-   "end_time": "2020-03-13T14:54:49.786899",
+   "duration": 2.356374,
+   "end_time": "2020-03-13T17:58:05.683344",
    "environment_variables": {},
    "exception": null,
-   "input_path": "notebooks/ToRates.ipynb",
+   "input_path": "/tmp/hmyw2rom/notebooks/ToRates.ipynb",
    "output_path": "runs/ToRates.run.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "notebooks/ToRates.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/hmyw2rom/notebooks/ToRates.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/ToRates.run.ipynb",
-    "out_folder": "./data/covid-19_rates/",
-    "ts_folder": "./data/covid-19_jhu-csse/",
-    "wb_path": "./data/worldbank/SP.POP.TOTL.zip"
+    "out_folder": "data/covid-19_rates",
+    "ts_folder": "/tmp/hmyw2rom/data/covid-19_jhu-csse",
+    "wb_path": "/tmp/hmyw2rom/data/worldbank/SP.POP.TOTL.zip"
    },
-   "start_time": "2020-03-13T14:54:47.409139",
+   "start_time": "2020-03-13T17:58:03.326970",
    "version": "1.1.0"
   }
  },
-- 
GitLab