diff --git a/.gitattributes b/.gitattributes
index 1ec7704b56d2a73333e4e2a8bc661641a2ee2634..bc659517c236a20cb99cb2006ee11dc70016fdec 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -600,3 +600,4 @@ data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-20-2020.csv filter=lfs dif
 data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-21-2020.csv filter=lfs diff=lfs merge=lfs -text
 data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-22-2020.csv filter=lfs diff=lfs merge=lfs -text
 data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv filter=lfs diff=lfs merge=lfs -text
+data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/.renku/datasets/286c58b1-dbbc-4caa-a23a-fcb001d5ac51/metadata.yml b/.renku/datasets/286c58b1-dbbc-4caa-a23a-fcb001d5ac51/metadata.yml
index 2518ae1bfaf66b0cddf8b4fc5ce8723bb1053076..e89a5fe1a3d1aa63c0792dfa3640e13206cdac27 100644
--- a/.renku/datasets/286c58b1-dbbc-4caa-a23a-fcb001d5ac51/metadata.yml
+++ b/.renku/datasets/286c58b1-dbbc-4caa-a23a-fcb001d5ac51/metadata.yml
@@ -172,7 +172,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/5d77bbb3d92723a71c34da3e93460c1d98e4a189/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json
-  _label: data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json@b84d5deb1e12957e5751817259a3147350dec99b
+  _label: data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json@f72bf3b81b8f55857619459eedd1f98d5c915799
   _project:
     '@type':
     - prov:Location
@@ -199,7 +199,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/7470ab0daaaab0518ae7aa8cc71fd87d5c33ada5/dati-json/dpc-covid19-ita-andamento-nazionale.json
-    _label: dati-json/dpc-covid19-ita-andamento-nazionale.json@966a2b6cafcee958219c5395a20791c591bfb605
+    _label: dati-json/dpc-covid19-ita-andamento-nazionale.json@8e5685e8638028cde106819c8d40cbcabb661775
     _project: null
     added: '2020-03-19T10:45:32.448526+00:00'
     based_on: null
@@ -227,7 +227,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/b69963509326683ca9ee686792fd9735111dc5ef/data/covid-19-italy/dpc-covid19-ita-province.json
-  _label: data/covid-19-italy/dpc-covid19-ita-province.json@b84d5deb1e12957e5751817259a3147350dec99b
+  _label: data/covid-19-italy/dpc-covid19-ita-province.json@f72bf3b81b8f55857619459eedd1f98d5c915799
   _project:
     '@type':
     - prov:Location
@@ -254,7 +254,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/71b44ac1987457c16a2af5466eeb96c02f45020f/dati-json/dpc-covid19-ita-province.json
-    _label: dati-json/dpc-covid19-ita-province.json@966a2b6cafcee958219c5395a20791c591bfb605
+    _label: dati-json/dpc-covid19-ita-province.json@8e5685e8638028cde106819c8d40cbcabb661775
     _project: null
     added: '2020-03-19T10:45:51.627833+00:00'
     based_on: null
@@ -282,7 +282,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/f7fc43ab3c49beaa0c73b1f7f4e421b5163f0add/data/covid-19-italy/dpc-covid19-ita-regioni.json
-  _label: data/covid-19-italy/dpc-covid19-ita-regioni.json@b84d5deb1e12957e5751817259a3147350dec99b
+  _label: data/covid-19-italy/dpc-covid19-ita-regioni.json@f72bf3b81b8f55857619459eedd1f98d5c915799
   _project:
     '@type':
     - prov:Location
@@ -309,7 +309,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/71b44ac1987457c16a2af5466eeb96c02f45020f/dati-json/dpc-covid19-ita-regioni.json
-    _label: dati-json/dpc-covid19-ita-regioni.json@966a2b6cafcee958219c5395a20791c591bfb605
+    _label: dati-json/dpc-covid19-ita-regioni.json@8e5685e8638028cde106819c8d40cbcabb661775
     _project: null
     added: '2020-03-19T10:46:24.163477+00:00'
     based_on: null
@@ -337,7 +337,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/214fa7d617f2957a734045fba3c01cf145af6649/data/covid-19-italy/dpc-covid19-ita-province.csv
-  _label: data/covid-19-italy/dpc-covid19-ita-province.csv@b84d5deb1e12957e5751817259a3147350dec99b
+  _label: data/covid-19-italy/dpc-covid19-ita-province.csv@f72bf3b81b8f55857619459eedd1f98d5c915799
   _project:
     '@type':
     - prov:Location
@@ -364,7 +364,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/8395f2eb33233e2d5785f0c248177263c105cf73/dati-province/dpc-covid19-ita-province.csv
-    _label: dati-province/dpc-covid19-ita-province.csv@966a2b6cafcee958219c5395a20791c591bfb605
+    _label: dati-province/dpc-covid19-ita-province.csv@8e5685e8638028cde106819c8d40cbcabb661775
     _project: null
     added: '2020-03-19T10:46:47.013799+00:00'
     based_on: null
@@ -392,7 +392,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/8a04a14a3682521eff2bb0814755a2317f926dce/data/covid-19-italy/dpc-covid19-ita-regioni.csv
-  _label: data/covid-19-italy/dpc-covid19-ita-regioni.csv@b84d5deb1e12957e5751817259a3147350dec99b
+  _label: data/covid-19-italy/dpc-covid19-ita-regioni.csv@f72bf3b81b8f55857619459eedd1f98d5c915799
   _project:
     '@type':
     - prov:Location
@@ -419,7 +419,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/c6c0d46c82068c1439857e63f871bae1fda5f92d/dati-regioni/dpc-covid19-ita-regioni.csv
-    _label: dati-regioni/dpc-covid19-ita-regioni.csv@966a2b6cafcee958219c5395a20791c591bfb605
+    _label: dati-regioni/dpc-covid19-ita-regioni.csv@8e5685e8638028cde106819c8d40cbcabb661775
     _project: null
     added: '2020-03-19T10:47:00.393956+00:00'
     based_on: null
@@ -447,7 +447,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/2f28b89c0b8580175181291e152ec03ad8d87a51/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv
-  _label: data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv@b84d5deb1e12957e5751817259a3147350dec99b
+  _label: data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv@f72bf3b81b8f55857619459eedd1f98d5c915799
   _project:
     '@type':
     - prov:Location
@@ -474,7 +474,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/7470ab0daaaab0518ae7aa8cc71fd87d5c33ada5/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
-    _label: dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv@966a2b6cafcee958219c5395a20791c591bfb605
+    _label: dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv@8e5685e8638028cde106819c8d40cbcabb661775
     _project: null
     added: '2020-03-19T10:47:15.130679+00:00'
     based_on: null
diff --git a/.renku/datasets/78a35752-cc00-443d-8ed8-e37a82599099/metadata.yml b/.renku/datasets/78a35752-cc00-443d-8ed8-e37a82599099/metadata.yml
index 97d0c6781c9a701f196cd55239d6def46bddcb1a..3c0506e7260b4184eab1950a73238915a23a8d7d 100644
--- a/.renku/datasets/78a35752-cc00-443d-8ed8-e37a82599099/metadata.yml
+++ b/.renku/datasets/78a35752-cc00-443d-8ed8-e37a82599099/metadata.yml
@@ -171,7 +171,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/81cd96cb918d9961619f2fa7fd4e7ae4f1ae77ba/data/covid-19-ecdc/covid-19-ecdc.csv
-  _label: data/covid-19-ecdc/covid-19-ecdc.csv@1aebf06cc55b9acc2d21225156bbaa52a7382914
+  _label: data/covid-19-ecdc/covid-19-ecdc.csv@42a75547c9eaec8d3b034bcbddec75c80d219857
   _project:
     '@type':
     - prov:Location
diff --git a/.renku/datasets/c9295d7a-0380-4a1b-8731-5c36d76cb8e7/metadata.yml b/.renku/datasets/c9295d7a-0380-4a1b-8731-5c36d76cb8e7/metadata.yml
index 8a3b690accc85b71e1c8c93cdb53134da162d97b..a6a7d1c8a9598c8c92e5729e09867e5079aeeb75 100644
--- a/.renku/datasets/c9295d7a-0380-4a1b-8731-5c36d76cb8e7/metadata.yml
+++ b/.renku/datasets/c9295d7a-0380-4a1b-8731-5c36d76cb8e7/metadata.yml
@@ -173,7 +173,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -200,7 +200,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/797b7f6e7e0d85d7e54b2818e6f400f0c6bf9bbb/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_FL_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_FL_total.csv@083a449b2a99f3c43aa89c5197750eead51cb614
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_FL_total.csv@ece1c1fd84a984b92bebad0614dfe59c8d472ab6
     _project: null
     added: '2020-03-21T12:48:12.114907+00:00'
     based_on: null
@@ -383,7 +383,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -410,7 +410,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/a9127914685a99b1e78bc8ae0e38e92cae79a7c2/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BE_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BE_total.csv@390fd63ba2d315c2c303a8d9a5fc693ea7e3930e
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BE_total.csv@62234ad9d8af48b6b82ab6959985af34a87ae2c7
     _project: null
     added: '2020-03-21T12:48:12.229472+00:00'
     based_on: null
@@ -511,7 +511,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -538,7 +538,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/a2589259607975c4710de7477a03a2bc84066b86/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_NW_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_NW_total.csv@7a872ba7a33ed54fa6ccddab6983ff98d40b1602
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_NW_total.csv@aeb646e4850bbacc134079aeda2254ed07bd58be
     _project: null
     added: '2020-03-21T12:48:12.302475+00:00'
     based_on: null
@@ -584,7 +584,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -611,7 +611,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/58957d1f912df4842ef9cd69cb1c3665e63d875f/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_GR_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_GR_total.csv@5353044afdb7726adcde2302e9c5570be1787b71
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_GR_total.csv@ea704e26c60bbb76bd645d5b4611c00e6936c95d
     _project: null
     added: '2020-03-21T12:48:12.340430+00:00'
     based_on: null
@@ -794,7 +794,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -821,7 +821,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/96fd6c4393b32a7b1ab7950914aa269eb09872b1/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BL_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BL_total.csv@491f8b698e2f8a657173d924d61ecf2be2f0e16f
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BL_total.csv@58ee57c87b176185a8c985a3bdd76c12a0a0a0c1
     _project: null
     added: '2020-03-21T12:48:12.450355+00:00'
     based_on: null
@@ -867,7 +867,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -894,7 +894,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/c7f23009af5a2ab8ab5c965401f43b9874c85dfc/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BS_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BS_total.csv@518f8889a8adc6d75d15f8c99dfe190b8492c2f0
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_BS_total.csv@c60916e83490f4b947efb7c3512847c8550938bc
     _project: null
     added: '2020-03-21T12:48:12.485776+00:00'
     based_on: null
@@ -995,7 +995,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -1022,7 +1022,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/0ca911d957b6c0181529fdf173bd2e3f02668c04/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_AI_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_AI_total.csv@882e2d88272011827cabe376e3f0b6536d16478d
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_AI_total.csv@97b6674268780e37b4e4f9ad14cf4e08f4266e81
     _project: null
     added: '2020-03-21T12:48:12.559871+00:00'
     based_on: null
@@ -1059,7 +1059,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/ea4f6faa3735f5255a1f7726e5542e865c81b4f4/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -1086,7 +1086,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/efe771b024feddb14903eb19eb609f1e9de33a00/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_TI_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_TI_total.csv@f87b4be62e3a5dc784c9a2cdd227d46a0d5fdde7
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_TI_total.csv@7b0cf3fa7d2dd547af7d62714851a04a4ab86cff
     _project: null
     added: '2020-03-21T12:48:12.596177+00:00'
     based_on: null
@@ -1361,7 +1361,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/fe3b51618b36fb4bfc96679040604bd468b3c990/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -1388,7 +1388,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/98aa8b2cee0f76e10131375625f79438281d6755/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_SZ_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_SZ_total.csv@f3110515b9c7672c43a75f83072dab3c1133686c
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_SZ_total.csv@25fd6c409d22ef9af68a3f5fc5b64406a31c9f0f
     _project: null
     added: '2020-03-21T12:52:27.719769+00:00'
     based_on: null
@@ -1480,7 +1480,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/fe3b51618b36fb4bfc96679040604bd468b3c990/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -1507,7 +1507,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/82a6eadf342fa62bba7995b0fd487ba0ee7926a0/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_JU_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_JU_total.csv@ee3ff36a4ea8d5f017962cf9ba8eb7d4afb955cd
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_JU_total.csv@41b1dad8c1b23d94e03901887f52d42d75d48550
     _project: null
     added: '2020-03-21T12:52:27.792806+00:00'
     based_on: null
@@ -1709,7 +1709,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/fe3b51618b36fb4bfc96679040604bd468b3c990/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -1736,7 +1736,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/7f7d82f7c2d51fced9fbdbbe3e185d78644903b9/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_VD_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_VD_total.csv@390fd63ba2d315c2c303a8d9a5fc693ea7e3930e
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_VD_total.csv@8a2b168d4a39e2cb885599a732adcf089935a9ed
     _project: null
     added: '2020-03-21T12:52:27.948127+00:00'
     based_on: null
@@ -1773,7 +1773,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/fe3b51618b36fb4bfc96679040604bd468b3c990/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -1800,7 +1800,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/42860984cbcada947772a20c9170f8bdd41c245f/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_FR_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_FR_total.csv@70b8a74af7f308335c17e7f27c311215171e8fdb
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_FR_total.csv@2fd871d22d0844474423a1d3f6b13c90c1193505
     _project: null
     added: '2020-03-21T12:52:27.986097+00:00'
     based_on: null
@@ -1993,7 +1993,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/a20235e95ed0796729015be9450249779adf41fc/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv
-  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv@7cdaa55bf11e88493aa7a98791776eff1991dfe9
+  _label: data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv@67d740df0a5ae7ae8bf786a8f731706417d7f7f1
   _project:
     '@type':
     - prov:Location
@@ -2020,7 +2020,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/6e45efdb8a36b1fd7f1a4d33a349be0ef0b49d51/fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_SO_total.csv
-    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_SO_total.csv@518f8889a8adc6d75d15f8c99dfe190b8492c2f0
+    _label: fallzahlen_kanton_total_csv/COVID19_Fallzahlen_Kanton_SO_total.csv@aeb646e4850bbacc134079aeda2254ed07bd58be
     _project: null
     added: '2020-03-22T20:38:50.303516+00:00'
     based_on: null
diff --git a/.renku/datasets/dcac07eb-4c9c-40c5-b541-5072c8302750/metadata.yml b/.renku/datasets/dcac07eb-4c9c-40c5-b541-5072c8302750/metadata.yml
index 9a2eea875309f054c9f955998b9a7b006c0af34f..671f53c54f4f30cca9509b14c9bc27043f59e4d1 100644
--- a/.renku/datasets/dcac07eb-4c9c-40c5-b541-5072c8302750/metadata.yml
+++ b/.renku/datasets/dcac07eb-4c9c-40c5-b541-5072c8302750/metadata.yml
@@ -172,7 +172,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/b3a6a0b807c4c50ef89daf0c4fe5c42bee10805e/data/covid-19-us-nyt/us-counties.csv
-  _label: data/covid-19-us-nyt/us-counties.csv@dae7268ae406a5baae8ab8a4176e70c7c28a2470
+  _label: data/covid-19-us-nyt/us-counties.csv@7bcc9fc2f6611e5b058bc2f167b891490c0ef961
   _project:
     '@type':
     - prov:Location
@@ -199,7 +199,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/6958d2ddf886345c99a3148a031d6bc676343150/us-counties.csv
-    _label: us-counties.csv@cd2cbdfc60c7830b19716be7aa8ba9ec18ebfa88
+    _label: us-counties.csv@ca70be600e450cf5a9b2401958c8f3a5004e4e5a
     _project: null
     added: '2020-04-09T08:01:24.598142+00:00'
     based_on: null
@@ -300,7 +300,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/b3a6a0b807c4c50ef89daf0c4fe5c42bee10805e/data/covid-19-us-nyt/us-states.csv
-  _label: data/covid-19-us-nyt/us-states.csv@dae7268ae406a5baae8ab8a4176e70c7c28a2470
+  _label: data/covid-19-us-nyt/us-states.csv@7bcc9fc2f6611e5b058bc2f167b891490c0ef961
   _project:
     '@type':
     - prov:Location
@@ -327,7 +327,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/6958d2ddf886345c99a3148a031d6bc676343150/us-states.csv
-    _label: us-states.csv@cd2cbdfc60c7830b19716be7aa8ba9ec18ebfa88
+    _label: us-states.csv@ca70be600e450cf5a9b2401958c8f3a5004e4e5a
     _project: null
     added: '2020-04-09T08:01:24.640997+00:00'
     based_on: null
diff --git a/.renku/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f/metadata.yml b/.renku/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f/metadata.yml
index 636292b2feb16fbe43e7c794bae6cdc35b8fb9fa..efdeea5d8512ce67dd9c150e9e358ddebb57d53c 100644
--- a/.renku/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f/metadata.yml
+++ b/.renku/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f/metadata.yml
@@ -172,7 +172,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/a4569ce5349e158b40d0abb65142cb4865537bea/data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv
-  _label: data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv@e43cd79ed1d1bea11ff8bfdf9933395bb5d961ff
+  _label: data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv@9d5bace632f728aa1da9550ff9df3efd0176be15
   _project:
     '@type':
     - prov:Location
@@ -199,7 +199,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/0bba23f925700fe934849e6d27a4da295ee58419/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
-    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv@861493045d2556c7854b5df95bd6e5f0c5bc8638
+    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv@2597510d1f8602cf54d02c7cf7d08ace6d9fc83e
     _project: null
     added: '2020-03-25T22:32:00.079001+00:00'
     based_on: null
@@ -245,7 +245,7 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/2388872ae8a262eb345c4ff4ff9c536616b04f59/data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv
-  _label: data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv@e43cd79ed1d1bea11ff8bfdf9933395bb5d961ff
+  _label: data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv@9d5bace632f728aa1da9550ff9df3efd0176be15
   _project:
     '@type':
     - prov:Location
@@ -272,7 +272,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/0bba23f925700fe934849e6d27a4da295ee58419/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv
-    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv@861493045d2556c7854b5df95bd6e5f0c5bc8638
+    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv@2597510d1f8602cf54d02c7cf7d08ace6d9fc83e
     _project: null
     added: '2020-03-25T22:35:21.498857+00:00'
     based_on: null
@@ -18685,12 +18685,12 @@ files:
   - schema:DigitalDocument
   - wfprov:Artifact
   _id: https://renkulab.io/blob/6144d6240b29ce3322a83b1d9a0364f4b7490db6/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv
-  _label: data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv@6144d6240b29ce3322a83b1d9a0364f4b7490db6
+  _label: data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv@9d5bace632f728aa1da9550ff9df3efd0176be15
   _project:
     '@type':
     - prov:Location
     - schema:Project
-    _id: https://renkulab.io/projects/covid-19/covid-19-public-data
+    _id: https://localhost/projects/cramakri/covid-19-dashboard
     created: '2020-03-11T21:43:12.736000+00:00'
     creator:
       '@type':
@@ -18712,7 +18712,7 @@ files:
     - schema:DigitalDocument
     - wfprov:Artifact
     _id: https://github.com/blob/861493045d2556c7854b5df95bd6e5f0c5bc8638/csse_covid_19_data/csse_covid_19_daily_reports/10-23-2020.csv
-    _label: csse_covid_19_data/csse_covid_19_daily_reports/10-23-2020.csv@861493045d2556c7854b5df95bd6e5f0c5bc8638
+    _label: csse_covid_19_data/csse_covid_19_daily_reports/10-23-2020.csv@fbdddf96a7fec99ecc649049ec83cdf801fded50
     _project: null
     added: '2020-10-24T07:23:10.470728+00:00'
     based_on: null
@@ -18744,6 +18744,70 @@ files:
   name: 10-23-2020.csv
   path: data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv
   url: https://github.com/CSSEGISandData/COVID-19.git
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://renkulab.io/blob/d47bf1fdd2d7f49d3b16dde1796f372424be3cb1/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv
+  _label: data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv@d47bf1fdd2d7f49d3b16dde1796f372424be3cb1
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://renkulab.io/projects/covid-19/covid-19-public-data
+    created: '2020-03-11T21:43:12.736000+00:00'
+    creator:
+      '@type':
+      - prov:Person
+      - schema:Person
+      _id: mailto:cramakri@ethz.ch
+      affiliation: null
+      alternate_name: null
+      email: cramakri@ethz.ch
+      label: Chandrasekhar Ramakrishnan
+      name: Chandrasekhar Ramakrishnan
+    name: covid-19-dashboard
+    updated: '2020-03-11T21:43:12.736000+00:00'
+    version: '4'
+  added: '2020-10-25T07:23:48.488069+00:00'
+  based_on:
+    '@type':
+    - prov:Entity
+    - schema:DigitalDocument
+    - wfprov:Artifact
+    _id: https://github.com/blob/2597510d1f8602cf54d02c7cf7d08ace6d9fc83e/csse_covid_19_data/csse_covid_19_daily_reports/10-24-2020.csv
+    _label: csse_covid_19_data/csse_covid_19_daily_reports/10-24-2020.csv@2597510d1f8602cf54d02c7cf7d08ace6d9fc83e
+    _project: null
+    added: '2020-10-25T07:23:21.727883+00:00'
+    based_on: null
+    creator:
+    - '@type':
+      - prov:Person
+      - schema:Person
+      _id: mailto:jhusystems@gmail.com
+      affiliation: null
+      alternate_name: null
+      email: jhusystems@gmail.com
+      label: CSSEGISandData
+      name: CSSEGISandData
+    external: false
+    name: 10-24-2020.csv
+    path: csse_covid_19_data/csse_covid_19_daily_reports/10-24-2020.csv
+    url: https://github.com/CSSEGISandData/COVID-19.git
+  creator:
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:jhusystems@gmail.com
+    affiliation: null
+    alternate_name: null
+    email: jhusystems@gmail.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  external: false
+  name: 10-24-2020.csv
+  path: data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv
+  url: https://github.com/CSSEGISandData/COVID-19.git
 identifier: f6726a5b-f973-45d5-b873-30fa0dff772f
 in_language: null
 keywords: []
diff --git a/.renku/workflow/00f12aa777134609bc85411e3f5d8f6b.cwl b/.renku/workflow/00f12aa777134609bc85411e3f5d8f6b.cwl
new file mode 100644
index 0000000000000000000000000000000000000000..3e1c0278af0680e92eb03adcd381585981dd97c6
--- /dev/null
+++ b/.renku/workflow/00f12aa777134609bc85411e3f5d8f6b.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: states-daily.json
+    streamable: false
+    type: string
+  input_3:
+    default: out_folder
+    streamable: false
+    type: string
+  input_4:
+    default: data/covidtracking
+    streamable: false
+    type: string
+  input_5:
+    default:
+      class: File
+      path: ../../notebooks/process/download-covidtracking-data.ipynb
+    streamable: false
+    type: File
+  input_6:
+    default: runs/download-covidtracking-data.runs.ipynb
+    streamable: false
+    type: string
+outputs:
+  output_1:
+    outputSource: step_3/output_0
+    streamable: false
+    type: File
+  output_3:
+    outputSource: step_3/output_1
+    streamable: false
+    type: Directory
+requirements: []
+steps:
+  step_1:
+    in:
+      filename: input_1
+      input_directory: step_3/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:
+      filename: input_2
+      input_directory: step_3/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: []
+  step_3:
+    in:
+      input_1: input_3
+      input_2: input_4
+      input_3: input_5
+      input_4: input_6
+    out:
+    - output_0
+    - output_1
+    run: a17d560c41a54f5aa307ce5f3c5effe5_papermill.cwl
diff --git a/data/covid-19-ecdc/covid-19-ecdc.csv b/data/covid-19-ecdc/covid-19-ecdc.csv
index 4cb78ded5e04650e22130b05d913013ad37cd045..5136683eaf167c46bef6b776a42b090e7caf7a66 100644
--- a/data/covid-19-ecdc/covid-19-ecdc.csv
+++ b/data/covid-19-ecdc/covid-19-ecdc.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ad89114c70f15e3a7fa863a20a595dfd32c890d6a6806ad1c9cd2795023856bc
-size 3506985
+oid sha256:3f1c5e02fad84dbd86b42a355dd1dd3654d8aa3ebc16157638792873cf286226
+size 3522224
diff --git a/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv b/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv
index 432f6995cbe3124035b35c6185169d4b15461772..e762fb52b8cc47d4959f52b621c79791ff3013b3 100644
--- a/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv
+++ b/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:078df17aedcf1b40631aeb5efe686848de1fcb623dde4759208c2e1b14b9b965
-size 25596
+oid sha256:e11f3a409d16e588207ab7db91b0dcf940c699a51d2d28be7d8b09d7f6bb0898
+size 25716
diff --git a/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json b/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json
index 3ebc32938ab072dd9f39f52ebaf9e2012ff98cf0..e3d42fc02ec4bf37a61cfde841417100b7d85d5a 100644
--- a/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json
+++ b/data/covid-19-italy/dpc-covid19-ita-andamento-nazionale.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:32731f3bfb33a4e1c6327105f8b1ec0f538d9931cbc798e13120b5ae3e58324c
-size 149400
+oid sha256:309dd786c55c13a5317c46be14f8fabfadd6753ceba3f146ce43083bde3cd4a9
+size 150892
diff --git a/data/covid-19-italy/dpc-covid19-ita-province.csv b/data/covid-19-italy/dpc-covid19-ita-province.csv
index c45eb66ec0bf4aa0dc88a5932baade191a0aba5a..9bd2362f3ffeef055e8995212fac270e529f43a4 100644
--- a/data/covid-19-italy/dpc-covid19-ita-province.csv
+++ b/data/covid-19-italy/dpc-covid19-ita-province.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:36012b0d4ec4c621e59f63a0bd7b4e2c3f6ec51e72a369efd0525d46c40f5371
-size 2812326
+oid sha256:325075266c7869f8d8e60479dd08654b03521ac81892730b536a32795dd8a1e0
+size 2825051
diff --git a/data/covid-19-italy/dpc-covid19-ita-province.json b/data/covid-19-italy/dpc-covid19-ita-province.json
index c588881a0e106c66e45092bfd7280e3dace827cc..14e5782ea701a4af5048ac1b428473274854fccc 100644
--- a/data/covid-19-italy/dpc-covid19-ita-province.json
+++ b/data/covid-19-italy/dpc-covid19-ita-province.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:efb392ead99e9e27f6b12a8e000144e5661a02f476f7cec48da001c58885b21e
-size 12950330
+oid sha256:2e1ddfe068280cf6f83f4f5e7b72f2e0d091e304bea7b0e8ff3f0074d638c667
+size 13008044
diff --git a/data/covid-19-italy/dpc-covid19-ita-regioni.csv b/data/covid-19-italy/dpc-covid19-ita-regioni.csv
index 8defea0f3390daeaae12e709fe3a2e195d447293..f500bea085485ccd828bbba8d3bd8f9132d8a470 100644
--- a/data/covid-19-italy/dpc-covid19-ita-regioni.csv
+++ b/data/covid-19-italy/dpc-covid19-ita-regioni.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c23a257379926491ff04a4f094acf28f6821fa3ebd7282d2c8059bdccd62774a
-size 628593
+oid sha256:1b0b4f90551c5e4139c4869481de4c65c2c3ebeb9401cd8ab5ec5b47c1cf4e9b
+size 631738
diff --git a/data/covid-19-italy/dpc-covid19-ita-regioni.json b/data/covid-19-italy/dpc-covid19-ita-regioni.json
index 2be89f00fb204ddc3c857b00aac6c0afba39d445..ab02f7fdd16d28f4ce94c98255933c814f272d8b 100644
--- a/data/covid-19-italy/dpc-covid19-ita-regioni.json
+++ b/data/covid-19-italy/dpc-covid19-ita-regioni.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a9a408c214e5f247aa1e7e18266042d1fbb717f04ac3305a887f8bec29f10975
-size 3739409
+oid sha256:ebb982590fd8f51ad8c3408db6987baf146d07f6d687dd03ce8727fa0a9a5ff7
+size 3773438
diff --git a/data/covid-19-us-nyt/us-counties.csv b/data/covid-19-us-nyt/us-counties.csv
index 22fdfd961c8e9ce0d5bffe1d42dff84ec971e5c3..bcbb5965ded91899ed8fb0257fe2cf7d7d91a666 100644
--- a/data/covid-19-us-nyt/us-counties.csv
+++ b/data/covid-19-us-nyt/us-counties.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ccd703e168099c54b7af8efb1697ba9c523530dba43c5ce6a0bb906324b99d0a
-size 26574668
+oid sha256:4ea17b418487b60c203b3dfb41fdb85d98ab140d451ddcd14472df0004659004
+size 26708460
diff --git a/data/covid-19-us-nyt/us-states.csv b/data/covid-19-us-nyt/us-states.csv
index c031378083fd9f4a3f97f2a9d2026ec68c6cf237..5f15ff30b306b34c8c73ab6388513a3909b9a602 100644
--- a/data/covid-19-us-nyt/us-states.csv
+++ b/data/covid-19-us-nyt/us-states.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b7fec12f649b4a4322dc2287228f953b72c55f02713da55e325e3cb2e0e33224
-size 431231
+oid sha256:6fdf13e62cfe2aa237d25974fa31926868ad2252b389b495b235c55c9ef13541
+size 433154
diff --git a/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv b/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv
index 8cbcbc2483c2f28ad156cef6b68dcc0b97c947ff..916ef6fc6ff06c5b19124766eee2a78cedf2e09a 100644
--- a/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv
+++ b/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-23-2020.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3b1e7a735f2b7c7398044ef5cb2c6b10eda2354435bb2aefe558b9da3c20302d
-size 555604
+oid sha256:09cbeb3b2783aa055a25fceb57f6242cdb87073071898ec789be28ef3703134a
+size 555600
diff --git a/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv b/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd7d32428ae70a79978c70871c3fd5b1f91060d5
--- /dev/null
+++ b/data/covid-19_jhu-csse/csse_covid_19_daily_reports/10-24-2020.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f004329cc08dd5a6112005c9f935106cbca0a4b91eacfa6df7665d3a15c41064
+size 555708
diff --git a/data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv b/data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv
index 6c55863c2cc7c860b163fd103bb23fd93b3cc369..c0e55fa7bfe7f419bc658473629b53a27dbc6ce5 100644
--- a/data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv
+++ b/data/covid-19_jhu-csse/time_series_covid19_confirmed_global.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6c27d0b52e8ddbdbe985e9c6928cee6bb5becf04157205b22509f116e2ace5af
-size 313777
+oid sha256:bb1f058efce8b895ee8442864619c3e38ce48c6f489d001bd19803089b5a92e1
+size 315165
diff --git a/data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv b/data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv
index a1a06364fe382026c1e504ab746e3a5f483bdc30..441e85cab010a694950b81ef0fc9d38a5d8d4a04 100644
--- a/data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv
+++ b/data/covid-19_jhu-csse/time_series_covid19_deaths_global.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:98024077a098f4a86d4c8ad946189758a8f213b632ed0fefa6d8bf6e2b4bdfbf
-size 219200
+oid sha256:09f60a30c5d992dc5b882e6e58f965c94e84d664726d94a86410c7be06ac774f
+size 220138
diff --git a/data/covidtracking/states-daily.json b/data/covidtracking/states-daily.json
index 7f38a010c11347bf97e64bd4c44fcd40155471bb..8d53d0c2ab8d4154bf3ce4af71f21484697edd9e 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 sha256:16682d903ed8a6b0ccf4ca43afd355faa7b7ce5aba1c5b503222b90c5303496e
-size 17818101
+oid sha256:51ad395a5bf2b0dde015a25045dd5d982591167b21bdbf99d72a51085935e0fe
+size 17895030
diff --git a/data/covidtracking/states-metadata.json b/data/covidtracking/states-metadata.json
index 0362e76fce0d3e4eccba7d2ce2ce593d4caa02b5..2f4c82cc7503a4dba103f43a4460560059e5e553 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:f90646fc532386199074033947a8e0e0cff4125da706f1a1dc99e9ddcf3f8095
-size 102172
+oid sha256:462decf550f00953608ce2ea38092635fbe8b563a67081eb916f96311be18acc
+size 102176
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv
index 06c7c0f9fc46d73a9eefd2fabf9544fbea0ca245..b881234ece8fc9c6851fe0ec03c31ee480eb88bf 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_FL_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d4f542e68a6fd878b3c86eb0902886d30b2fbbe0e685962673bd4fe188c7c504
-size 19187
+oid sha256:74d3061957b940d792d3d6aaf953003ca84ca3034e22523a616ed7369c91d077
+size 19293
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv
index 56a5e3d75123bf23b727f9378da693cca3872602..d70a49db69612f62e2b8b4daa208a041fb32203b 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_AI_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a94674dc8e83aa69cbecd9b2d5423e0e71641436114a848385be5a06f82ca810
-size 21333
+oid sha256:699015f20b71a3a67fd9caf9e044e1d65de19646d28b8bad24e171ba6d57b25a
+size 21499
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv
index 79f9bde4e9a50ef14d8d52825225d9b66ca4fec4..130a4e073dc26a4ac565da233890b73af22a86f4 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BE_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:33767fad0f1a008ea6426f4611915e831cbfefde4b788591eb4d3bec4fb89b61
-size 27988
+oid sha256:1690d6ba54a79546db6b1aa08aa385021b9ec1db73b56a529bbf73ce6d644620
+size 28109
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv
index 3e3bdac7acb695a01ffcc0ead9127b169b132e40..5203c3f64dac8a908a53480697f899459c6bf6ee 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BL_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3d9e8d4b14a9f426bbc88bf1cc4df79c4defe5ecd7e5af8c3a4807325b9d1ccb
-size 60838
+oid sha256:aeac91339b58852469f2e2687488b73b21b3829d4d05b00c8c8d75703ac59b79
+size 61097
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv
index 538663b08925c8768e1226bb1f659169ab8a2a08..086303788a9b7b7ff35cf20a9959e49bbfa1d7b1 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_BS_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0bd8aa849ee471c4619b97a9c804af53870874915b45f70ce8b98ba20140716e
-size 30682
+oid sha256:6c78b921e722063df31673397aadddd302cec57f0c9020bd128154c0b699c017
+size 30763
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv
index 9520b9b6a8f577fcf1907206c1f351cad387c59e..aae1c3aa42120c58297502b11a9aaec8d3fec965 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_FR_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fc23e05a799ac51438883fbc106e575b095bcfef5e8b4b6e50f25344549e510c
-size 30521
+oid sha256:d692a229bb0acbeea33529c26e35d33640e816fb952c803df450740e354d12fd
+size 30652
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv
index 3fbf4e49ca0ff3db4d394ca58f064fce74b86a52..ea1ff92bd0a75b76d9701d4d31550a56499b3f68 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_GR_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c20afd3d03798afb17b25a8a1c4692269bcf694d3c7b838c3fc418e10bf93632
-size 114926
+oid sha256:3fbbb3e43fe2e3d0f858e91046ba0895ff1a3d00e7ce03472ff63c49eb65f6ab
+size 115404
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv
index f25407f0dda99f3337bbd583bcc350fd300ee7f3..276a8f70994d39a60c8b43dae5c9e64958276380 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_JU_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:72830215a72a3a4a90491fce0bb23bac758d9e1ea446da9b30fbe368a560caf1
-size 31912
+oid sha256:96302c6890c89a07290520b6836400c3ceb07f4ecc936ab338540cae5e07fdfe
+size 32047
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv
index e1b28529e567fec843ec9a558adc3f476a98eccd..c6572f184a684e980af2993cd001b4c9a09260eb 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_NW_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f03dc6271abbce82ecb4591f0afc4c7b13c0069259ac4608a360768d0cd23d70
-size 13901
+oid sha256:44c85a796f3d2b4df994b5e595591d25cbd89073a679fe845256c401a39e9088
+size 14493
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv
index 2d0f97d4a4c8953727536b9b8e3e398d9ea74fcd..17e30962f0c8e76a84ec6e33b1bdd60d83c39bce 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SO_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7636b704e5637d69cc7768d9ac301fab3c984046452d80507dde7ba8ae6696f5
-size 11917
+oid sha256:accbb14dcf77bab9e572bec3b8c575d7908bde556548f39f428746d8ffa2c9e2
+size 12312
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv
index 7f880df4a058ce12ecc82767e947baaaefc985d8..4959343d01e85731b10b1dbaf638ac437f227872 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_SZ_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b454d34831fd9b587cd517cba7fc3cec0223469bbecd94970a1eabaaa3c6f823
-size 26343
+oid sha256:3789e16206ae99767c58cf74b66ba9e0a319dcc51ba21e062d1c13a6c817c868
+size 26465
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv
index 5d1bb7f3e364ccece0e327a187ca3c9db5486321..f7e4c7a00726f77258098aac8fff31a925f5b987 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_TI_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:da0c7d5962badf4aed53970204b2ea4b3d4ea7740ea845ebc3a45b2fcb0dbd1b
-size 32820
+oid sha256:784851bdc461c287ef6fcea1c12da88929e038d8dd1ce9de04609c94ffc918ea
+size 32972
diff --git a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv
index 848974b70baf279f48fe78f56b5c5b2fd25b61b3..b8bd668e934a87d8bfe517179382c6f128e0e9f7 100644
--- a/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv
+++ b/data/openzh-covid-19/COVID19_Fallzahlen_Kanton_VD_total.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:37da508c492625ae7879d674601d22de2441dd64c16d228bcbf47f57364452f0
-size 40607
+oid sha256:6b24924dfc63ba0f9509f0822df79026db3c94557bdc62857ae4491175ed724e
+size 40786
diff --git a/runs/download-covidtracking-data.runs.ipynb b/runs/download-covidtracking-data.runs.ipynb
index d568f10637bfba5ee2130831536ced411fbe2230..5784883f0bb6f2ef54d5baa57b610eb4c5ad7274 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": 3.520049,
-     "end_time": "2020-10-24T07:53:17.756990",
+     "duration": 3.550558,
+     "end_time": "2020-10-25T07:37:45.875174",
      "exception": false,
-     "start_time": "2020-10-24T07:53:14.236941",
+     "start_time": "2020-10-25T07:37:42.324616",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "execution_count": 2,
    "metadata": {
     "papermill": {
-     "duration": 0.027464,
-     "end_time": "2020-10-24T07:53:17.801073",
+     "duration": 0.027824,
+     "end_time": "2020-10-25T07:37:45.918328",
      "exception": false,
-     "start_time": "2020-10-24T07:53:17.773609",
+     "start_time": "2020-10-25T07:37:45.890504",
      "status": "completed"
     },
     "tags": [
@@ -46,10 +46,10 @@
    "execution_count": 3,
    "metadata": {
     "papermill": {
-     "duration": 0.02419,
-     "end_time": "2020-10-24T07:53:17.836826",
+     "duration": 0.027753,
+     "end_time": "2020-10-25T07:37:45.960330",
      "exception": false,
-     "start_time": "2020-10-24T07:53:17.812636",
+     "start_time": "2020-10-25T07:37:45.932577",
      "status": "completed"
     },
     "tags": [
@@ -59,7 +59,7 @@
    "outputs": [],
    "source": [
     "# Parameters\n",
-    "PAPERMILL_INPUT_PATH = \"/tmp/ni4orh0_/notebooks/process/download-covidtracking-data.ipynb\"\n",
+    "PAPERMILL_INPUT_PATH = \"/tmp/g156d8nk/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": 0.007658,
-     "end_time": "2020-10-24T07:53:17.852212",
+     "duration": 0.007933,
+     "end_time": "2020-10-25T07:37:45.980254",
      "exception": false,
-     "start_time": "2020-10-24T07:53:17.844554",
+     "start_time": "2020-10-25T07:37:45.972321",
      "status": "completed"
     },
     "tags": []
@@ -87,10 +87,10 @@
    "execution_count": 4,
    "metadata": {
     "papermill": {
-     "duration": 0.617007,
-     "end_time": "2020-10-24T07:53:18.474980",
+     "duration": 0.6145,
+     "end_time": "2020-10-25T07:37:46.602858",
      "exception": false,
-     "start_time": "2020-10-24T07:53:17.857973",
+     "start_time": "2020-10-25T07:37:45.988358",
      "status": "completed"
     },
     "tags": []
@@ -107,10 +107,10 @@
    "execution_count": 5,
    "metadata": {
     "papermill": {
-     "duration": 0.029508,
-     "end_time": "2020-10-24T07:53:18.520364",
+     "duration": 0.019979,
+     "end_time": "2020-10-25T07:37:46.634561",
      "exception": false,
-     "start_time": "2020-10-24T07:53:18.490856",
+     "start_time": "2020-10-25T07:37:46.614582",
      "status": "completed"
     },
     "tags": []
@@ -129,10 +129,10 @@
    "execution_count": 6,
    "metadata": {
     "papermill": {
-     "duration": 0.075423,
-     "end_time": "2020-10-24T07:53:18.606156",
+     "duration": 0.088566,
+     "end_time": "2020-10-25T07:37:46.735021",
      "exception": false,
-     "start_time": "2020-10-24T07:53:18.530733",
+     "start_time": "2020-10-25T07:37:46.646455",
      "status": "completed"
     },
     "tags": []
@@ -280,10 +280,10 @@
    "cell_type": "markdown",
    "metadata": {
     "papermill": {
-     "duration": 0.008246,
-     "end_time": "2020-10-24T07:53:18.628357",
+     "duration": 0.007662,
+     "end_time": "2020-10-25T07:37:46.755490",
      "exception": false,
-     "start_time": "2020-10-24T07:53:18.620111",
+     "start_time": "2020-10-25T07:37:46.747828",
      "status": "completed"
     },
     "tags": []
@@ -297,10 +297,10 @@
    "execution_count": 7,
    "metadata": {
     "papermill": {
-     "duration": 29.719818,
-     "end_time": "2020-10-24T07:53:48.355673",
+     "duration": 29.73858,
+     "end_time": "2020-10-25T07:38:16.502066",
      "exception": false,
-     "start_time": "2020-10-24T07:53:18.635855",
+     "start_time": "2020-10-25T07:37:46.763486",
      "status": "completed"
     },
     "tags": []
@@ -317,10 +317,10 @@
    "execution_count": 8,
    "metadata": {
     "papermill": {
-     "duration": 0.067044,
-     "end_time": "2020-10-24T07:53:48.440245",
+     "duration": 0.064526,
+     "end_time": "2020-10-25T07:38:16.581680",
      "exception": false,
-     "start_time": "2020-10-24T07:53:48.373201",
+     "start_time": "2020-10-25T07:38:16.517154",
      "status": "completed"
     },
     "tags": []
@@ -339,10 +339,10 @@
    "execution_count": 9,
    "metadata": {
     "papermill": {
-     "duration": 0.658594,
-     "end_time": "2020-10-24T07:53:49.114333",
+     "duration": 0.658515,
+     "end_time": "2020-10-25T07:38:17.252086",
      "exception": false,
-     "start_time": "2020-10-24T07:53:48.455739",
+     "start_time": "2020-10-25T07:38:16.593571",
      "status": "completed"
     },
     "tags": []
@@ -352,7 +352,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "13101 data points\n"
+      "13157 data points\n"
      ]
     },
     {
@@ -402,21 +402,21 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>20201023</td>\n",
+       "      <td>20201024</td>\n",
        "      <td>AK</td>\n",
-       "      <td>13161.0</td>\n",
+       "      <td>13535.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>539585.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>totalTestsViral</td>\n",
        "      <td>552746.0</td>\n",
-       "      <td>59.0</td>\n",
+       "      <td>58.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>552746</td>\n",
+       "      <td>553120</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1b73fb16c097754ce2024af0e49f9d9514248af0</td>\n",
+       "      <td>280ee400bd797c20b77218c9e54a0b6615f91a53</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>20201023</td>\n",
+       "      <td>20201024</td>\n",
        "      <td>AL</td>\n",
-       "      <td>180916.0</td>\n",
-       "      <td>25001.0</td>\n",
-       "      <td>1133858.0</td>\n",
+       "      <td>183276.0</td>\n",
+       "      <td>26330.0</td>\n",
+       "      <td>1138922.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>totalTestsViral</td>\n",
-       "      <td>1289773.0</td>\n",
-       "      <td>888.0</td>\n",
+       "      <td>1295868.0</td>\n",
+       "      <td>920.0</td>\n",
        "      <td>19595.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1314774</td>\n",
-       "      <td>16</td>\n",
-       "      <td>147</td>\n",
-       "      <td>5323772280706f0dd467c842b6640d6f931d3c5a</td>\n",
+       "      <td>1322198</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7c16e74ce103ea23b8b2ef6881fc773d44d21f55</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  20201023    AK   13161.0            NaN   539585.0      NaN   \n",
-       "1  20201023    AL  180916.0        25001.0  1133858.0      NaN   \n",
+       "0  20201024    AK   13535.0            NaN   539585.0      NaN   \n",
+       "1  20201024    AL  183276.0        26330.0  1138922.0      NaN   \n",
        "\n",
        "  totalTestResultsSource  totalTestResults  hospitalizedCurrently  \\\n",
-       "0        totalTestsViral          552746.0                   59.0   \n",
-       "1        totalTestsViral         1289773.0                  888.0   \n",
+       "0        totalTestsViral          552746.0                   58.0   \n",
+       "1        totalTestsViral         1295868.0                  920.0   \n",
        "\n",
        "   hospitalizedCumulative  ...   posNeg  deathIncrease  hospitalizedIncrease  \\\n",
-       "0                     NaN  ...   552746              0                     0   \n",
-       "1                 19595.0  ...  1314774             16                   147   \n",
+       "0                     NaN  ...   553120              0                     0   \n",
+       "1                 19595.0  ...  1322198              7                     0   \n",
        "\n",
        "                                       hash  commercialScore  \\\n",
-       "0  1b73fb16c097754ce2024af0e49f9d9514248af0                0   \n",
-       "1  5323772280706f0dd467c842b6640d6f931d3c5a                0   \n",
+       "0  280ee400bd797c20b77218c9e54a0b6615f91a53                0   \n",
+       "1  7c16e74ce103ea23b8b2ef6881fc773d44d21f55                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": 37.048735,
-   "end_time": "2020-10-24T07:53:49.543034",
+   "duration": 36.766249,
+   "end_time": "2020-10-25T07:38:17.574642",
    "environment_variables": {},
    "exception": null,
-   "input_path": "/tmp/ni4orh0_/notebooks/process/download-covidtracking-data.ipynb",
+   "input_path": "/tmp/g156d8nk/notebooks/process/download-covidtracking-data.ipynb",
    "output_path": "runs/download-covidtracking-data.runs.ipynb",
    "parameters": {
-    "PAPERMILL_INPUT_PATH": "/tmp/ni4orh0_/notebooks/process/download-covidtracking-data.ipynb",
+    "PAPERMILL_INPUT_PATH": "/tmp/g156d8nk/notebooks/process/download-covidtracking-data.ipynb",
     "PAPERMILL_OUTPUT_PATH": "runs/download-covidtracking-data.runs.ipynb",
     "out_folder": "data/covidtracking"
    },
-   "start_time": "2020-10-24T07:53:12.494299",
+   "start_time": "2020-10-25T07:37:40.808393",
    "version": "1.1.0"
   }
  },