diff --git a/.renku/workflow/7d6191ace0bd4c75bfa6debfc195b857.cwl b/.renku/workflow/7d6191ace0bd4c75bfa6debfc195b857.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..4954d051a85321c882c22370c097db11e7654adc
--- /dev/null
+++ b/.renku/workflow/7d6191ace0bd4c75bfa6debfc195b857.cwl
@@ -0,0 +1,120 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: out_folder
+    streamable: false
+    type: string
+  input_2:
+    default: data/covidtracking
+    streamable: false
+    type: string
+  input_3:
+    default:
+      class: File
+      path: ../../notebooks/process/download-covidtracking-data.ipynb
+    streamable: false
+    type: File
+  input_4:
+    default: runs/download-covidtracking-data.runs.ipynb
+    streamable: false
+    type: string
+  input_5:
+    default: states-daily.json
+    streamable: false
+    type: string
+  input_6:
+    default: states-metadata.json
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputSource: step_1/output_0
+    streamable: false
+    type: File
+  output_2:
+    outputSource: step_1/output_1
+    streamable: false
+    type: Directory
+requirements: []
+steps:
+  step_1:
+    in:
+      input_1: input_1
+      input_2: input_2
+      input_3: input_3
+      input_4: input_4
+    out:
+    - output_0
+    - output_1
+    run: a17d560c41a54f5aa307ce5f3c5effe5_papermill.cwl
+  step_2:
+    in:
+      filename: input_5
+      input_directory: step_1/output_1
+    out:
+    - output_file
+    run:
+      arguments: []
+      baseCommand:
+      - 'true'
+      class: CommandLineTool
+      cwlVersion: v1.0
+      hints: []
+      inputs:
+        filename:
+          default: states-daily.json
+          streamable: false
+          type: string
+        input_directory:
+          streamable: false
+          type: Directory
+      outputs:
+        output_file:
+          outputBinding:
+            glob: $(inputs.filename)
+          streamable: false
+          type: File
+      permanentFailCodes: []
+      requirements:
+      - &id001
+        class: InlineJavascriptRequirement
+      - &id002
+        class: InitialWorkDirRequirement
+        listing: $(inputs.input_directory.listing)
+      successCodes: []
+      temporaryFailCodes: []
+  step_3:
+    in:
+      filename: input_6
+      input_directory: step_1/output_1
+    out:
+    - output_file
+    run:
+      arguments: []
+      baseCommand:
+      - 'true'
+      class: CommandLineTool
+      cwlVersion: v1.0
+      hints: []
+      inputs:
+        filename:
+          default: states-metadata.json
+          streamable: false
+          type: string
+        input_directory:
+          streamable: false
+          type: Directory
+      outputs:
+        output_file:
+          outputBinding:
+            glob: $(inputs.filename)
+          streamable: false
+          type: File
+      permanentFailCodes: []
+      requirements:
+      - *id001
+      - *id002
+      successCodes: []
+      temporaryFailCodes: []
diff --git a/data/covidtracking/states-daily.json b/data/covidtracking/states-daily.json
index 3b31fd5e4dfc8f0a58bdec607bab3e20f01b7739..a6c08f854787af8fbe4082a9a01c2f1a51e6a8d0 100644
--- a/data/covidtracking/states-daily.json
+++ b/data/covidtracking/states-daily.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:40c4e7c36a3a3edadce9aa9741dca93fda9bb696d41ffe83157f69afc1a45604
-size 18459097
+oid sha256:62d83a9e7e219b75a90a189b1afb7bc9b6bf64b0c1640f0a71d25ac2395c0017
+size 18536189
diff --git a/data/covidtracking/states-metadata.json b/data/covidtracking/states-metadata.json
index dd134035858a3a69df7aa93fad234bc9bf26480c..e377d225be631104357677458ab4407b6e03fb34 100644
--- a/data/covidtracking/states-metadata.json
+++ b/data/covidtracking/states-metadata.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bb5e9f61edebb173aea0a7c02035ee98d39365bd0b3fb95c513697e502342668
-size 108377
+oid sha256:e5c9982f4d81279d78cee5958a09ef5197dde0a9ac1d96cc2cb456bf4629da9d
+size 108379
diff --git a/runs/download-covidtracking-data.runs.ipynb b/runs/download-covidtracking-data.runs.ipynb
index 9a3388ebb4868c0c9b3fa1525cc670a1e9d37220..014eaa71d48963607ccf2f7efd7ccbdb2f261827 100644
--- a/runs/download-covidtracking-data.runs.ipynb
+++ b/runs/download-covidtracking-data.runs.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "papermill": {
-     "duration": 3.682234,
-     "end_time": "2020-10-31T07:41:00.543129",
+     "duration": 5.037062,
+     "end_time": "2020-11-01T07:37:45.933708",
      "exception": false,
-     "start_time": "2020-10-31T07:40:56.860895",
+     "start_time": "2020-11-01T07:37:40.896646",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.024558,
-     "end_time": "2020-10-31T07:41:00.583002",
+     "duration": 0.02828,
+     "end_time": "2020-11-01T07:37:45.978315",
      "exception": false,
-     "start_time": "2020-10-31T07:41:00.558444",
+     "start_time": "2020-11-01T07:37:45.950035",
      "status": "completed"
     },
     "tags": [
@@ -46,10 +46,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.019837,
-     "end_time": "2020-10-31T07:41:00.610773",
+     "duration": 0.022512,
+     "end_time": "2020-11-01T07:37:46.013706",
      "exception": false,
-     "start_time": "2020-10-31T07:41:00.590936",
+     "start_time": "2020-11-01T07:37:45.991194",
      "status": "completed"
     },
     "tags": [
@@ -59,7 +59,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/5go_iu__/notebooks/process/download-covidtracking-data.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/y_sxckx7/notebooks/process/download-covidtracking-data.ipynb\"\n",
     "PAPERMILL_OUTPUT_PATH = \"runs/download-covidtracking-data.runs.ipynb\"\n",
     "out_folder = \"data/covidtracking\"\n"
    ]
@@ -68,10 +68,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.006231,
-     "end_time": "2020-10-31T07:41:00.624248",
+     "duration": 0.006401,
+     "end_time": "2020-11-01T07:37:46.029106",
      "exception": false,
-     "start_time": "2020-10-31T07:41:00.618017",
+     "start_time": "2020-11-01T07:37:46.022705",
      "status": "completed"
     },
     "tags": []
@@ -87,10 +87,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.859229,
-     "end_time": "2020-10-31T07:41:01.488799",
+     "duration": 0.65798,
+     "end_time": "2020-11-01T07:37:46.693110",
      "exception": false,
-     "start_time": "2020-10-31T07:41:00.629570",
+     "start_time": "2020-11-01T07:37:46.035130",
      "status": "completed"
     },
     "tags": []
@@ -107,10 +107,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.030144,
-     "end_time": "2020-10-31T07:41:01.534355",
+     "duration": 0.028713,
+     "end_time": "2020-11-01T07:37:46.735011",
      "exception": false,
-     "start_time": "2020-10-31T07:41:01.504211",
+     "start_time": "2020-11-01T07:37:46.706298",
      "status": "completed"
     },
     "tags": []
@@ -129,10 +129,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.099661,
-     "end_time": "2020-10-31T07:41:01.644716",
+     "duration": 0.090248,
+     "end_time": "2020-11-01T07:37:46.838574",
      "exception": false,
-     "start_time": "2020-10-31T07:41:01.545055",
+     "start_time": "2020-11-01T07:37:46.748326",
      "status": "completed"
     },
     "tags": []
@@ -280,10 +280,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.007944,
-     "end_time": "2020-10-31T07:41:01.667560",
+     "duration": 0.007958,
+     "end_time": "2020-11-01T07:37:46.859707",
      "exception": false,
-     "start_time": "2020-10-31T07:41:01.659616",
+     "start_time": "2020-11-01T07:37:46.851749",
      "status": "completed"
     },
     "tags": []
@@ -297,10 +297,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 30.643978,
-     "end_time": "2020-10-31T07:41:32.318512",
+     "duration": 0.437219,
+     "end_time": "2020-11-01T07:37:47.303780",
      "exception": false,
-     "start_time": "2020-10-31T07:41:01.674534",
+     "start_time": "2020-11-01T07:37:46.866561",
      "status": "completed"
     },
     "tags": []
@@ -317,10 +317,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.054579,
-     "end_time": "2020-10-31T07:41:32.390496",
+     "duration": 0.063124,
+     "end_time": "2020-11-01T07:37:47.378855",
      "exception": false,
-     "start_time": "2020-10-31T07:41:32.335917",
+     "start_time": "2020-11-01T07:37:47.315731",
      "status": "completed"
     },
     "tags": []
@@ -339,10 +339,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.594878,
-     "end_time": "2020-10-31T07:41:33.000128",
+     "duration": 0.650152,
+     "end_time": "2020-11-01T07:37:48.043379",
      "exception": false,
-     "start_time": "2020-10-31T07:41:32.405250",
+     "start_time": "2020-11-01T07:37:47.393227",
      "status": "completed"
     },
     "tags": []
@@ -352,7 +352,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "13551 data points\n"
+      "13607 data points\n"
      ]
     },
     {
@@ -402,21 +402,21 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>20201030</td>\n",
+       "      <td>20201031</td>\n",
        "      <td>AK</td>\n",
-       "      <td>15908.0</td>\n",
+       "      <td>16355.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>570415.0</td>\n",
+       "      <td>587852.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>totalTestsViral</td>\n",
-       "      <td>586323.0</td>\n",
-       "      <td>90.0</td>\n",
+       "      <td>604207.0</td>\n",
+       "      <td>94.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>586323</td>\n",
-       "      <td>4</td>\n",
+       "      <td>604207</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>f02fcc28ab30329793653f2d5759c257699cb0de</td>\n",
+       "      <td>4fd1e9352fd403f75cd0f4b8c7d420de8eb73f0b</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -426,21 +426,21 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>20201030</td>\n",
+       "      <td>20201031</td>\n",
        "      <td>AL</td>\n",
-       "      <td>190496.0</td>\n",
-       "      <td>27776.0</td>\n",
-       "      <td>1172969.0</td>\n",
+       "      <td>192285.0</td>\n",
+       "      <td>27990.0</td>\n",
+       "      <td>1181958.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>totalTestsViral</td>\n",
-       "      <td>1335689.0</td>\n",
-       "      <td>1013.0</td>\n",
+       "      <td>1346253.0</td>\n",
+       "      <td>960.0</td>\n",
        "      <td>20450.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1363465</td>\n",
-       "      <td>18</td>\n",
-       "      <td>204</td>\n",
-       "      <td>2731923ac8ca3480f0dfe4eb973a4345f06e5643</td>\n",
+       "      <td>1374243</td>\n",
+       "      <td>35</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5194e1ea04ad4dace9ab68daca52f9fa98e39f1b</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -455,20 +455,20 @@
       ],
       "text/plain": [
        "       date state  positive  probableCases   negative  pending  \\\n",
-       "0  20201030    AK   15908.0            NaN   570415.0      NaN   \n",
-       "1  20201030    AL  190496.0        27776.0  1172969.0      NaN   \n",
+       "0  20201031    AK   16355.0            NaN   587852.0      NaN   \n",
+       "1  20201031    AL  192285.0        27990.0  1181958.0      NaN   \n",
        "\n",
        "  totalTestResultsSource  totalTestResults  hospitalizedCurrently  \\\n",
-       "0        totalTestsViral          586323.0                   90.0   \n",
-       "1        totalTestsViral         1335689.0                 1013.0   \n",
+       "0        totalTestsViral          604207.0                   94.0   \n",
+       "1        totalTestsViral         1346253.0                  960.0   \n",
        "\n",
        "   hospitalizedCumulative  ...   posNeg  deathIncrease  hospitalizedIncrease  \\\n",
-       "0                     NaN  ...   586323              4                     0   \n",
-       "1                 20450.0  ...  1363465             18                   204   \n",
+       "0                     NaN  ...   604207              1                     0   \n",
+       "1                 20450.0  ...  1374243             35                     0   \n",
        "\n",
        "                                       hash  commercialScore  \\\n",
-       "0  f02fcc28ab30329793653f2d5759c257699cb0de                0   \n",
-       "1  2731923ac8ca3480f0dfe4eb973a4345f06e5643                0   \n",
+       "0  4fd1e9352fd403f75cd0f4b8c7d420de8eb73f0b                0   \n",
+       "1  5194e1ea04ad4dace9ab68daca52f9fa98e39f1b                0   \n",
        "\n",
        "  negativeRegularScore negativeScore positiveScore score  grade  \n",
        "0                    0             0             0     0         \n",
@@ -508,18 +508,18 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 38.867596,
-   "end_time": "2020-10-31T07:41:33.426697",
+   "duration": 9.337475,
+   "end_time": "2020-11-01T07:37:48.472569",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/5go_iu__/notebooks/process/download-covidtracking-data.ipynb",
+   "input_path": "/tmp/y_sxckx7/notebooks/process/download-covidtracking-data.ipynb",
    "output_path": "runs/download-covidtracking-data.runs.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/5go_iu__/notebooks/process/download-covidtracking-data.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/y_sxckx7/notebooks/process/download-covidtracking-data.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/download-covidtracking-data.runs.ipynb",
     "out_folder": "data/covidtracking"
    },
-   "start_time": "2020-10-31T07:40:54.559101",
+   "start_time": "2020-11-01T07:37:39.135094",
    "version": "1.1.0"
   }
  },