diff --git a/.renku/workflow/28bc0cc31893437cab56c61748db62c8.cwl b/.renku/workflow/28bc0cc31893437cab56c61748db62c8.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..cacfa38e3aed120889f49fc9a1f78a3341a9bc64
--- /dev/null
+++ b/.renku/workflow/28bc0cc31893437cab56c61748db62c8.cwl
@@ -0,0 +1,120 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: states-daily.json
+    streamable: false
+    type: string
+  input_2:
+    default: out_folder
+    streamable: false
+    type: string
+  input_3:
+    default: data/covidtracking
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: File
+      path: ../../notebooks/process/download-covidtracking-data.ipynb
+    streamable: false
+    type: File
+  input_5:
+    default: runs/download-covidtracking-data.runs.ipynb
+    streamable: false
+    type: string
+  input_6:
+    default: states-metadata.json
+    streamable: false
+    type: string
+outputs:
+  output_2:
+    outputSource: step_2/output_1
+    streamable: false
+    type: Directory
+  output_3:
+    outputSource: step_2/output_0
+    streamable: false
+    type: File
+requirements: []
+steps:
+  step_1:
+    in:
+      filename: input_1
+      input_directory: step_2/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_2:
+    in:
+      input_1: input_2
+      input_2: input_3
+      input_3: input_4
+      input_4: input_5
+    out:
+    - output_1
+    - output_0
+    run: a17d560c41a54f5aa307ce5f3c5effe5_papermill.cwl
+  step_3:
+    in:
+      filename: input_6
+      input_directory: step_2/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 938bc093ebfcc2e4d368fd74070c8470c86b71a4..adbd858f26c78dc150ca76147d74b38eecf4a15a 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 sha256:1dd314d75ff4c809171c2437438c9295165f38d153afc790f2502eb8488991c7
-size 16036594
+oid sha256:5af26320abdb32731e189d5ed01bf9f46a09841335b3afca822d83dd6dcb8317
+size 16363980
diff --git a/data/covidtracking/states-metadata.json b/data/covidtracking/states-metadata.json
index e0c29e3754ed54e3ce8f938e543944acc8163079..f27fe2ba87c6cfe58cf3f0c2311cdccdc61f5369 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 sha256:7208f9c3859bb5f6fabec7937db54dbe516642a1ac272bc236ec47637d7cadf6
-size 88769
+oid sha256:2eec03d97a289e047e6a901a66182a2102d1ef31b80441be1dcf03ca23ee531c
+size 88814
diff --git a/runs/download-covidtracking-data.runs.ipynb b/runs/download-covidtracking-data.runs.ipynb
index b3a5dc6079e2ca8ca6ce3e30440fcf4bf961bbc1..46bcf828d14026e01df79043f87d7822c2767334 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": 3.944179,
-     "end_time": "2020-10-05T07:37:18.124257",
+     "duration": 6.011567,
+     "end_time": "2020-10-06T07:35:57.380380",
      "exception": false,
-     "start_time": "2020-10-05T07:37:14.180078",
+     "start_time": "2020-10-06T07:35:51.368813",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.029625,
-     "end_time": "2020-10-05T07:37:18.168127",
+     "duration": 0.024071,
+     "end_time": "2020-10-06T07:35:57.420161",
      "exception": false,
-     "start_time": "2020-10-05T07:37:18.138502",
+     "start_time": "2020-10-06T07:35:57.396090",
      "status": "completed"
     },
     "tags": [
@@ -46,10 +46,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.024459,
-     "end_time": "2020-10-05T07:37:18.205933",
+     "duration": 0.021094,
+     "end_time": "2020-10-06T07:35:57.452270",
      "exception": false,
-     "start_time": "2020-10-05T07:37:18.181474",
+     "start_time": "2020-10-06T07:35:57.431176",
      "status": "completed"
     },
     "tags": [
@@ -59,7 +59,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/c_ekx4yo/notebooks/process/download-covidtracking-data.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/yrdslkae/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": 0.00705,
-     "end_time": "2020-10-05T07:37:18.221433",
+     "duration": 0.005907,
+     "end_time": "2020-10-06T07:35:57.465749",
      "exception": false,
-     "start_time": "2020-10-05T07:37:18.214383",
+     "start_time": "2020-10-06T07:35:57.459842",
      "status": "completed"
     },
     "tags": []
@@ -87,10 +87,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.966198,
-     "end_time": "2020-10-05T07:37:19.193755",
+     "duration": 0.851667,
+     "end_time": "2020-10-06T07:35:58.323073",
      "exception": false,
-     "start_time": "2020-10-05T07:37:18.227557",
+     "start_time": "2020-10-06T07:35:57.471406",
      "status": "completed"
     },
     "tags": []
@@ -107,10 +107,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.037265,
-     "end_time": "2020-10-05T07:37:19.244465",
+     "duration": 0.028465,
+     "end_time": "2020-10-06T07:35:58.360536",
      "exception": false,
-     "start_time": "2020-10-05T07:37:19.207200",
+     "start_time": "2020-10-06T07:35:58.332071",
      "status": "completed"
     },
     "tags": []
@@ -129,10 +129,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.106637,
-     "end_time": "2020-10-05T07:37:19.359169",
+     "duration": 0.218574,
+     "end_time": "2020-10-06T07:35:58.595397",
      "exception": false,
-     "start_time": "2020-10-05T07:37:19.252532",
+     "start_time": "2020-10-06T07:35:58.376823",
      "status": "completed"
     },
     "tags": []
@@ -280,10 +280,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008661,
-     "end_time": "2020-10-05T07:37:19.381916",
+     "duration": 0.008019,
+     "end_time": "2020-10-06T07:35:58.617883",
      "exception": false,
-     "start_time": "2020-10-05T07:37:19.373255",
+     "start_time": "2020-10-06T07:35:58.609864",
      "status": "completed"
     },
     "tags": []
@@ -297,10 +297,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.579767,
-     "end_time": "2020-10-05T07:37:19.968147",
+     "duration": 27.315918,
+     "end_time": "2020-10-06T07:36:25.940528",
      "exception": false,
-     "start_time": "2020-10-05T07:37:19.388380",
+     "start_time": "2020-10-06T07:35:58.624610",
      "status": "completed"
     },
     "tags": []
@@ -317,10 +317,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.04722,
-     "end_time": "2020-10-05T07:37:20.034407",
+     "duration": 0.075191,
+     "end_time": "2020-10-06T07:36:26.035475",
      "exception": false,
-     "start_time": "2020-10-05T07:37:19.987187",
+     "start_time": "2020-10-06T07:36:25.960284",
      "status": "completed"
     },
     "tags": []
@@ -339,10 +339,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.584158,
-     "end_time": "2020-10-05T07:37:20.633990",
+     "duration": 0.53003,
+     "end_time": "2020-10-06T07:36:26.577471",
      "exception": false,
-     "start_time": "2020-10-05T07:37:20.049832",
+     "start_time": "2020-10-06T07:36:26.047441",
      "status": "completed"
     },
     "tags": []
@@ -352,7 +352,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "12026 data points\n"
+      "12082 data points\n"
      ]
     },
     {
@@ -379,13 +379,13 @@
        "      <th>date</th>\n",
        "      <th>state</th>\n",
        "      <th>positive</th>\n",
+       "      <th>probableCases</th>\n",
        "      <th>negative</th>\n",
        "      <th>pending</th>\n",
        "      <th>totalTestResults</th>\n",
        "      <th>hospitalizedCurrently</th>\n",
        "      <th>hospitalizedCumulative</th>\n",
        "      <th>inIcuCurrently</th>\n",
-       "      <th>inIcuCumulative</th>\n",
        "      <th>...</th>\n",
        "      <th>posNeg</th>\n",
        "      <th>deathIncrease</th>\n",
@@ -402,21 +402,21 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>20201004</td>\n",
+       "      <td>20201005</td>\n",
        "      <td>AK</td>\n",
-       "      <td>9376.0</td>\n",
-       "      <td>467442.0</td>\n",
+       "      <td>9587.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>476818.0</td>\n",
-       "      <td>51.0</td>\n",
+       "      <td>469787.0</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>479374.0</td>\n",
+       "      <td>45.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>476818</td>\n",
+       "      <td>479374</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>d10acf299a4fff49e734775bc42aeaebfbe9776a</td>\n",
+       "      <td>f9b74c2d6aff526dd04b6faa52faa6e5719eed19</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>20201004</td>\n",
+       "      <td>20201005</td>\n",
        "      <td>AL</td>\n",
-       "      <td>159169.0</td>\n",
-       "      <td>1022073.0</td>\n",
+       "      <td>159713.0</td>\n",
+       "      <td>18791.0</td>\n",
+       "      <td>1026591.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1162518.0</td>\n",
-       "      <td>757.0</td>\n",
-       "      <td>17420.0</td>\n",
+       "      <td>1167513.0</td>\n",
+       "      <td>791.0</td>\n",
+       "      <td>17699.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1845.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1181242</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8b4f0135c1c94f579c47b8ec993ab4f2ed59114c</td>\n",
+       "      <td>1186304</td>\n",
+       "      <td>1</td>\n",
+       "      <td>279</td>\n",
+       "      <td>61b0ad490d1cbcfba06b4dc3a0355d0778530cc4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -450,31 +450,31 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2 rows × 54 columns</p>\n",
+       "<p>2 rows × 55 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       date state  positive   negative  pending  totalTestResults  \\\n",
-       "0  20201004    AK    9376.0   467442.0      NaN          476818.0   \n",
-       "1  20201004    AL  159169.0  1022073.0      NaN         1162518.0   \n",
+       "       date state  positive  probableCases   negative  pending  \\\n",
+       "0  20201005    AK    9587.0            NaN   469787.0      NaN   \n",
+       "1  20201005    AL  159713.0        18791.0  1026591.0      NaN   \n",
        "\n",
-       "   hospitalizedCurrently  hospitalizedCumulative  inIcuCurrently  \\\n",
-       "0                   51.0                     NaN             NaN   \n",
-       "1                  757.0                 17420.0             NaN   \n",
+       "   totalTestResults  hospitalizedCurrently  hospitalizedCumulative  \\\n",
+       "0          479374.0                   45.0                     NaN   \n",
+       "1         1167513.0                  791.0                 17699.0   \n",
        "\n",
-       "   inIcuCumulative  ...   posNeg  deathIncrease  hospitalizedIncrease  \\\n",
-       "0              NaN  ...   476818              0                     0   \n",
-       "1           1845.0  ...  1181242              0                     0   \n",
+       "   inIcuCurrently  ...   posNeg  deathIncrease  hospitalizedIncrease  \\\n",
+       "0             NaN  ...   479374              0                     0   \n",
+       "1             NaN  ...  1186304              1                   279   \n",
        "\n",
        "                                       hash commercialScore  \\\n",
-       "0  d10acf299a4fff49e734775bc42aeaebfbe9776a               0   \n",
-       "1  8b4f0135c1c94f579c47b8ec993ab4f2ed59114c               0   \n",
+       "0  f9b74c2d6aff526dd04b6faa52faa6e5719eed19               0   \n",
+       "1  61b0ad490d1cbcfba06b4dc3a0355d0778530cc4               0   \n",
        "\n",
-       "  negativeRegularScore negativeScore  positiveScore  score grade  \n",
-       "0                    0             0              0      0        \n",
-       "1                    0             0              0      0        \n",
+       "  negativeRegularScore negativeScore positiveScore  score  grade  \n",
+       "0                    0             0             0      0         \n",
+       "1                    0             0             0      0         \n",
        "\n",
-       "[2 rows x 54 columns]"
+       "[2 rows x 55 columns]"
       ]
      },
      "execution_count": 9,
@@ -508,18 +508,18 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 8.117604,
-   "end_time": "2020-10-05T07:37:21.066814",
+   "duration": 37.917862,
+   "end_time": "2020-10-06T07:36:27.007239",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/c_ekx4yo/notebooks/process/download-covidtracking-data.ipynb",
+   "input_path": "/tmp/yrdslkae/notebooks/process/download-covidtracking-data.ipynb",
    "output_path": "runs/download-covidtracking-data.runs.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/c_ekx4yo/notebooks/process/download-covidtracking-data.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/yrdslkae/notebooks/process/download-covidtracking-data.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/download-covidtracking-data.runs.ipynb",
     "out_folder": "data/covidtracking"
    },
-   "start_time": "2020-10-05T07:37:12.949210",
+   "start_time": "2020-10-06T07:35:49.089377",
    "version": "1.1.0"
   }
  },