diff --git a/.renku/workflow/f54726462f944bd9a26bf8c0e84732d1.cwl b/.renku/workflow/f54726462f944bd9a26bf8c0e84732d1.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..bce7a62e91c51e09535a01b7efa4668be398c1cb
--- /dev/null
+++ b/.renku/workflow/f54726462f944bd9a26bf8c0e84732d1.cwl
@@ -0,0 +1,120 @@
+class: Workflow
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: states-metadata.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-daily.json
+    streamable: false
+    type: string
+outputs:
+  output_2:
+    outputSource: step_2/output_0
+    streamable: false
+    type: File
+  output_3:
+    outputSource: step_2/output_1
+    streamable: false
+    type: Directory
+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-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
+        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-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
+      - *id002
+      successCodes: []
+      temporaryFailCodes: []
diff --git a/data/covidtracking/states-daily.json b/data/covidtracking/states-daily.json
index 26aad239989ffd6ace7f26709c9f35843d6c0e4d..60fc7bacc0dfae16417b07d76603cf8807df6488 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 sha256:4c0a2daee7f1f7dda568c39b8de42b496761e4686b1cc3429faeac0ee2261da3
-size 4205734
+oid sha256:f267857f071efbd257d39a8e53597a33766547cafe42a33c8fe223186c40a1af
+size 4803258
diff --git a/data/covidtracking/states-metadata.json b/data/covidtracking/states-metadata.json
index 64f32c832c1ea69c9c0cea6efdf735bbb3d2875e..4cdbf31f50480a3b9c3322adbafeb81d4a75c742 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 sha256:15e431a1125ced9630804d815c544b1da67a5dffd8c8798393dc0c1db3014630
+oid sha256:b7f6ed28bdb6086871fec5a39085c151ec8b06e4e74304f4a6dac28966e241d1
 size 37118
diff --git a/runs/download-covidtracking-data.runs.ipynb b/runs/download-covidtracking-data.runs.ipynb
index 5b3dd4b09a7b1882b697fa61fbc830ef9d75684b..69e7931ba3cb6119cc9aefbb41909290ffe90c85 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": 1.522695,
-     "end_time": "2020-06-10T11:15:28.287816",
+     "duration": 0.487122,
+     "end_time": "2020-06-11T07:27:32.572137",
      "exception": false,
-     "start_time": "2020-06-10T11:15:26.765121",
+     "start_time": "2020-06-11T07:27:32.085015",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.024235,
-     "end_time": "2020-06-10T11:15:28.321893",
+     "duration": 0.021695,
+     "end_time": "2020-06-11T07:27:32.609291",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.297658",
+     "start_time": "2020-06-11T07:27:32.587596",
      "status": "completed"
     },
     "tags": [
@@ -46,10 +46,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.024241,
-     "end_time": "2020-06-10T11:15:28.355400",
+     "duration": 0.021591,
+     "end_time": "2020-06-11T07:27:32.641347",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.331159",
+     "start_time": "2020-06-11T07:27:32.619756",
      "status": "completed"
     },
     "tags": [
@@ -59,7 +59,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/5m4uhyx2/notebooks/process/download-covidtracking-data.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/iyyjg3ga/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": 0.008908,
-     "end_time": "2020-06-10T11:15:28.373760",
+     "duration": 0.006855,
+     "end_time": "2020-06-11T07:27:32.657727",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.364852",
+     "start_time": "2020-06-11T07:27:32.650872",
      "status": "completed"
     },
     "tags": []
@@ -87,10 +87,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.195406,
-     "end_time": "2020-06-10T11:15:28.578569",
+     "duration": 0.171513,
+     "end_time": "2020-06-11T07:27:32.835574",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.383163",
+     "start_time": "2020-06-11T07:27:32.664061",
      "status": "completed"
     },
     "tags": []
@@ -107,10 +107,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.02662,
-     "end_time": "2020-06-10T11:15:28.614679",
+     "duration": 0.026162,
+     "end_time": "2020-06-11T07:27:32.876893",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.588059",
+     "start_time": "2020-06-11T07:27:32.850731",
      "status": "completed"
     },
     "tags": []
@@ -129,10 +129,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.085122,
-     "end_time": "2020-06-10T11:15:28.709239",
+     "duration": 0.074292,
+     "end_time": "2020-06-11T07:27:32.960997",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.624117",
+     "start_time": "2020-06-11T07:27:32.886705",
      "status": "completed"
     },
     "tags": []
@@ -249,10 +249,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.009986,
-     "end_time": "2020-06-10T11:15:28.730128",
+     "duration": 0.007967,
+     "end_time": "2020-06-11T07:27:32.983385",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.720142",
+     "start_time": "2020-06-11T07:27:32.975418",
      "status": "completed"
     },
     "tags": []
@@ -266,10 +266,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 0.593309,
-     "end_time": "2020-06-10T11:15:29.333873",
+     "duration": 0.191262,
+     "end_time": "2020-06-11T07:27:33.181607",
      "exception": false,
-     "start_time": "2020-06-10T11:15:28.740564",
+     "start_time": "2020-06-11T07:27:32.990345",
      "status": "completed"
     },
     "tags": []
@@ -286,10 +286,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.029815,
-     "end_time": "2020-06-10T11:15:29.382682",
+     "duration": 0.033195,
+     "end_time": "2020-06-11T07:27:33.231102",
      "exception": false,
-     "start_time": "2020-06-10T11:15:29.352867",
+     "start_time": "2020-06-11T07:27:33.197907",
      "status": "completed"
     },
     "tags": []
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.221971,
-     "end_time": "2020-06-10T11:15:29.616007",
+     "duration": 0.210495,
+     "end_time": "2020-06-11T07:27:33.456670",
      "exception": false,
-     "start_time": "2020-06-10T11:15:29.394036",
+     "start_time": "2020-06-11T07:27:33.246175",
      "status": "completed"
     },
     "tags": []
@@ -321,7 +321,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "5393 data points\n"
+      "5449 data points\n"
      ]
     },
     {
@@ -371,21 +371,21 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>20200609</td>\n",
+       "      <td>20200610</td>\n",
        "      <td>AK</td>\n",
-       "      <td>573.0</td>\n",
-       "      <td>66317.0</td>\n",
+       "      <td>593.0</td>\n",
+       "      <td>67127.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>12.0</td>\n",
+       "      <td>22.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>66890</td>\n",
-       "      <td>1</td>\n",
+       "      <td>67720</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>9eaf1802a047fc56612f95b6e8221d463088d951</td>\n",
+       "      <td>c9486e6829e118950bb3df693089884e90df1761</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -395,21 +395,21 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>20200609</td>\n",
+       "      <td>20200610</td>\n",
        "      <td>AL</td>\n",
-       "      <td>21422.0</td>\n",
-       "      <td>246317.0</td>\n",
+       "      <td>21989.0</td>\n",
+       "      <td>251068.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>600.0</td>\n",
-       "      <td>2087.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>2129.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>631.0</td>\n",
+       "      <td>646.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>267739</td>\n",
-       "      <td>11</td>\n",
-       "      <td>33</td>\n",
-       "      <td>efc4ed6259393a9d1a456d534f048bed440a3188</td>\n",
+       "      <td>273057</td>\n",
+       "      <td>15</td>\n",
+       "      <td>42</td>\n",
+       "      <td>19414d6567b3415847b4d4d5d4c191f2b954647f</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -419,31 +419,31 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2 rows × 35 columns</p>\n",
+       "<p>2 rows × 39 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "       date state  positive  negative  pending  hospitalizedCurrently  \\\n",
-       "0  20200609    AK     573.0   66317.0      NaN                   12.0   \n",
-       "1  20200609    AL   21422.0  246317.0      NaN                  600.0   \n",
+       "0  20200610    AK     593.0   67127.0      NaN                   22.0   \n",
+       "1  20200610    AL   21989.0  251068.0      NaN                  629.0   \n",
        "\n",
        "   hospitalizedCumulative  inIcuCurrently  inIcuCumulative  \\\n",
        "0                     NaN             NaN              NaN   \n",
-       "1                  2087.0             NaN            631.0   \n",
+       "1                  2129.0             NaN            646.0   \n",
        "\n",
        "   onVentilatorCurrently  ...  posNeg  deathIncrease hospitalizedIncrease  \\\n",
-       "0                    1.0  ...   66890              1                    0   \n",
-       "1                    NaN  ...  267739             11                   33   \n",
+       "0                    3.0  ...   67720              0                    0   \n",
+       "1                    NaN  ...  273057             15                   42   \n",
        "\n",
        "                                       hash commercialScore  \\\n",
-       "0  9eaf1802a047fc56612f95b6e8221d463088d951               0   \n",
-       "1  efc4ed6259393a9d1a456d534f048bed440a3188               0   \n",
+       "0  c9486e6829e118950bb3df693089884e90df1761               0   \n",
+       "1  19414d6567b3415847b4d4d5d4c191f2b954647f               0   \n",
        "\n",
        "  negativeRegularScore  negativeScore  positiveScore score  grade  \n",
        "0                    0              0              0     0         \n",
        "1                    0              0              0     0         \n",
        "\n",
-       "[2 rows x 35 columns]"
+       "[2 rows x 39 columns]"
       ]
      },
      "execution_count": 9,
@@ -477,18 +477,18 @@
    "version": "3.7.3"
   },
   "papermill": {
-   "duration": 4.292822,
-   "end_time": "2020-06-10T11:15:29.939783",
+   "duration": 2.546059,
+   "end_time": "2020-06-11T07:27:33.780969",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/5m4uhyx2/notebooks/process/download-covidtracking-data.ipynb",
+   "input_path": "/tmp/iyyjg3ga/notebooks/process/download-covidtracking-data.ipynb",
    "output_path": "runs/download-covidtracking-data.runs.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/5m4uhyx2/notebooks/process/download-covidtracking-data.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/iyyjg3ga/notebooks/process/download-covidtracking-data.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/download-covidtracking-data.runs.ipynb",
     "out_folder": "data/covidtracking"
    },
-   "start_time": "2020-06-10T11:15:25.646961",
+   "start_time": "2020-06-11T07:27:31.234910",
    "version": "1.1.0"
   }
  },