Merge branch 'bootstrapping' into 'master'

bootstrapping

See merge request cramakri/covid-19-dashboard!1

.gitattributes

+data/covid-19_jhu-csse/time_series_19-covid-Confirmed.csv filter=lfs diff=lfs merge=lfs -text
+data/covid-19_jhu-csse/time_series_19-covid-Deaths.csv filter=lfs diff=lfs merge=lfs -text
+data/covid-19_jhu-csse/time_series_19-covid-Recovered.csv filter=lfs diff=lfs merge=lfs -text
+data/worldbank/SP.POP.TOTL.zip filter=lfs diff=lfs merge=lfs -text
+data/covid-19_rates/** filter=lfs diff=lfs merge=lfs -text
+data/covid-19_rates/ts_rates_19-covid-deaths.csv filter=lfs diff=lfs merge=lfs -text
+data/covid-19_rates/ts_rates_19-covid-recovered.csv filter=lfs diff=lfs merge=lfs -text
+data/covid-19_rates/ts_rates_19-covid-confirmed.csv filter=lfs diff=lfs merge=lfs -text

.renku/datasets/720e46f5-0f38-48be-86ef-1fcbae258a6f/metadata.yml

+'@context':
+  '@version': 1.1
+  _id: '@id'
+  _project:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      created: schema:dateCreated
+      creator:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          affiliation: schema:affiliation
+          alternate_name: schema:alternateName
+          email: schema:email
+          label: rdfs:label
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          rdfs: http://www.w3.org/2000/01/rdf-schema#
+          schema: http://schema.org/
+        '@id': schema:creator
+      name: schema:name
+      prov: http://www.w3.org/ns/prov#
+      schema: http://schema.org/
+      updated: schema:dateUpdated
+      version: schema:schemaVersion
+    '@id': schema:isPartOf
+  based_on: schema:isBasedOn
+  created: schema:dateCreated
+  creator:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      affiliation: schema:affiliation
+      alternate_name: schema:alternateName
+      email: schema:email
+      label: rdfs:label
+      name: schema:name
+      prov: http://www.w3.org/ns/prov#
+      rdfs: http://www.w3.org/2000/01/rdf-schema#
+      schema: http://schema.org/
+    '@id': schema:creator
+  date_published: schema:datePublished
+  description: schema:description
+  files:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      _project:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          created: schema:dateCreated
+          creator:
+            '@context':
+              '@version': 1.1
+              _id: '@id'
+              affiliation: schema:affiliation
+              alternate_name: schema:alternateName
+              email: schema:email
+              label: rdfs:label
+              name: schema:name
+              prov: http://www.w3.org/ns/prov#
+              rdfs: http://www.w3.org/2000/01/rdf-schema#
+              schema: http://schema.org/
+            '@id': schema:creator
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          schema: http://schema.org/
+          updated: schema:dateUpdated
+          version: schema:schemaVersion
+        '@id': schema:isPartOf
+      added: schema:dateCreated
+      based_on: schema:isBasedOn
+      creator:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          affiliation: schema:affiliation
+          alternate_name: schema:alternateName
+          email: schema:email
+          label: rdfs:label
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          rdfs: http://www.w3.org/2000/01/rdf-schema#
+          schema: http://schema.org/
+        '@id': schema:creator
+      name: schema:name
+      path: prov:atLocation
+      prov: http://www.w3.org/ns/prov#
+      schema: http://schema.org/
+      url: schema:url
+      wfprov: http://purl.org/wf4ever/wfprov#
+    '@id': schema:hasPart
+  identifier: schema:identifier
+  in_language:
+    '@context':
+      '@version': 1.1
+      alternate_name: schema:alternateName
+      name: schema:name
+      schema: http://schema.org/
+    '@id': schema:inLanguage
+  keywords: schema:keywords
+  license: schema:license
+  name: schema:name
+  path: prov:atLocation
+  prov: http://www.w3.org/ns/prov#
+  same_as:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      schema: http://schema.org/
+      url: schema:url
+    '@id': schema:sameAs
+  schema: http://schema.org/
+  short_name: schema:alternateName
+  tags:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      commit: schema:location
+      created: schema:startDate
+      dataset: schema:about
+      description: schema:description
+      name: schema:name
+      schema: http://schema.org/
+    '@id': schema:subjectOf
+  url: schema:url
+  version: schema:version
+  wfprov: http://purl.org/wf4ever/wfprov#
+'@type':
+- prov:Entity
+- schema:Dataset
+- wfprov:Artifact
+_id: https://dev.renku.ch/datasets/720e46f5-0f38-48be-86ef-1fcbae258a6f
+_label: 720e46f5-0f38-48be-86ef-1fcbae258a6f
+_project:
+  '@type':
+  - prov:Location
+  - schema:Project
+  _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+  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: '1'
+based_on: null
+created: '2020-03-11T21:59:24.774290+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
+date_published: null
+description: null
+files:
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/f9328ad834b29347e00c73c32bc2a99a91103247/data/worldbank/SP.POP.TOTL.zip
+  _label: data/worldbank/SP.POP.TOTL.zip@f9328ad834b29347e00c73c32bc2a99a91103247
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-11T22:05:58.843468+00:00'
+  based_on: null
+  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: SP.POP.TOTL.zip
+  path: data/worldbank/SP.POP.TOTL.zip
+  url: http://api.worldbank.org/v2/en/indicator/SP.POP.TOTL?downloadformat=csv
+identifier: 720e46f5-0f38-48be-86ef-1fcbae258a6f
+in_language: null
+keywords: []
+license: null
+name: worldbank
+path: .renku/datasets/720e46f5-0f38-48be-86ef-1fcbae258a6f
+same_as: null
+short_name: worldbank
+tags: []
+url: https://dev.renku.ch/datasets/720e46f5-0f38-48be-86ef-1fcbae258a6f
+version: null

.renku/datasets/e9212b58-4994-482b-801c-ed90a960bd04/metadata.yml

+'@context':
+  '@version': 1.1
+  _id: '@id'
+  _project:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      created: schema:dateCreated
+      creator:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          affiliation: schema:affiliation
+          alternate_name: schema:alternateName
+          email: schema:email
+          label: rdfs:label
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          rdfs: http://www.w3.org/2000/01/rdf-schema#
+          schema: http://schema.org/
+        '@id': schema:creator
+      name: schema:name
+      prov: http://www.w3.org/ns/prov#
+      schema: http://schema.org/
+      updated: schema:dateUpdated
+      version: schema:schemaVersion
+    '@id': schema:isPartOf
+  based_on: schema:isBasedOn
+  created: schema:dateCreated
+  creator:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      affiliation: schema:affiliation
+      alternate_name: schema:alternateName
+      email: schema:email
+      label: rdfs:label
+      name: schema:name
+      prov: http://www.w3.org/ns/prov#
+      rdfs: http://www.w3.org/2000/01/rdf-schema#
+      schema: http://schema.org/
+    '@id': schema:creator
+  date_published: schema:datePublished
+  description: schema:description
+  files:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      _project:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          created: schema:dateCreated
+          creator:
+            '@context':
+              '@version': 1.1
+              _id: '@id'
+              affiliation: schema:affiliation
+              alternate_name: schema:alternateName
+              email: schema:email
+              label: rdfs:label
+              name: schema:name
+              prov: http://www.w3.org/ns/prov#
+              rdfs: http://www.w3.org/2000/01/rdf-schema#
+              schema: http://schema.org/
+            '@id': schema:creator
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          schema: http://schema.org/
+          updated: schema:dateUpdated
+          version: schema:schemaVersion
+        '@id': schema:isPartOf
+      added: schema:dateCreated
+      based_on: schema:isBasedOn
+      creator:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          affiliation: schema:affiliation
+          alternate_name: schema:alternateName
+          email: schema:email
+          label: rdfs:label
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          rdfs: http://www.w3.org/2000/01/rdf-schema#
+          schema: http://schema.org/
+        '@id': schema:creator
+      name: schema:name
+      path: prov:atLocation
+      prov: http://www.w3.org/ns/prov#
+      schema: http://schema.org/
+      url: schema:url
+      wfprov: http://purl.org/wf4ever/wfprov#
+    '@id': schema:hasPart
+  identifier: schema:identifier
+  in_language:
+    '@context':
+      '@version': 1.1
+      alternate_name: schema:alternateName
+      name: schema:name
+      schema: http://schema.org/
+    '@id': schema:inLanguage
+  keywords: schema:keywords
+  license: schema:license
+  name: schema:name
+  path: prov:atLocation
+  prov: http://www.w3.org/ns/prov#
+  same_as:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      schema: http://schema.org/
+      url: schema:url
+    '@id': schema:sameAs
+  schema: http://schema.org/
+  short_name: schema:alternateName
+  tags:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      commit: schema:location
+      created: schema:startDate
+      dataset: schema:about
+      description: schema:description
+      name: schema:name
+      schema: http://schema.org/
+    '@id': schema:subjectOf
+  url: schema:url
+  version: schema:version
+  wfprov: http://purl.org/wf4ever/wfprov#
+'@type':
+- prov:Entity
+- schema:Dataset
+- wfprov:Artifact
+_id: https://dev.renku.ch/datasets/e9212b58-4994-482b-801c-ed90a960bd04
+_label: e9212b58-4994-482b-801c-ed90a960bd04
+_project:
+  '@type':
+  - prov:Location
+  - schema:Project
+  _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+  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: '1'
+based_on: null
+created: '2020-03-12T22:44:43.719042+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
+date_published: null
+description: null
+files:
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/5cbef5a5898d761176f551823f2fa51f28e8bd41/data/covid-19_rates/ts_rates_19-covid-confirmed.csv
+  _label: data/covid-19_rates/ts_rates_19-covid-confirmed.csv@5cbef5a5898d761176f551823f2fa51f28e8bd41
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-13T14:55:17.141133+00:00'
+  based_on: null
+  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: ts_rates_19-covid-confirmed.csv
+  path: data/covid-19_rates/ts_rates_19-covid-confirmed.csv
+  url: data/covid-19_rates/ts_rates_19-covid-confirmed.csv
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/5cbef5a5898d761176f551823f2fa51f28e8bd41/data/covid-19_rates/ts_rates_19-covid-deaths.csv
+  _label: data/covid-19_rates/ts_rates_19-covid-deaths.csv@5cbef5a5898d761176f551823f2fa51f28e8bd41
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-13T14:55:17.163968+00:00'
+  based_on: null
+  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: ts_rates_19-covid-deaths.csv
+  path: data/covid-19_rates/ts_rates_19-covid-deaths.csv
+  url: data/covid-19_rates/ts_rates_19-covid-deaths.csv
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/5cbef5a5898d761176f551823f2fa51f28e8bd41/data/covid-19_rates/ts_rates_19-covid-recovered.csv
+  _label: data/covid-19_rates/ts_rates_19-covid-recovered.csv@5cbef5a5898d761176f551823f2fa51f28e8bd41
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-13T14:55:17.183695+00:00'
+  based_on: null
+  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: ts_rates_19-covid-recovered.csv
+  path: data/covid-19_rates/ts_rates_19-covid-recovered.csv
+  url: data/covid-19_rates/ts_rates_19-covid-recovered.csv
+identifier: e9212b58-4994-482b-801c-ed90a960bd04
+in_language: null
+keywords: []
+license: null
+name: covid-19-rates
+path: .renku/datasets/e9212b58-4994-482b-801c-ed90a960bd04
+same_as: null
+short_name: covid-19-rates
+tags: []
+url: https://dev.renku.ch/datasets/e9212b58-4994-482b-801c-ed90a960bd04
+version: null

.renku/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f/metadata.yml

+'@context':
+  '@version': 1.1
+  _id: '@id'
+  _project:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      created: schema:dateCreated
+      creator:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          affiliation: schema:affiliation
+          alternate_name: schema:alternateName
+          email: schema:email
+          label: rdfs:label
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          rdfs: http://www.w3.org/2000/01/rdf-schema#
+          schema: http://schema.org/
+        '@id': schema:creator
+      name: schema:name
+      prov: http://www.w3.org/ns/prov#
+      schema: http://schema.org/
+      updated: schema:dateUpdated
+      version: schema:schemaVersion
+    '@id': schema:isPartOf
+  based_on: schema:isBasedOn
+  created: schema:dateCreated
+  creator:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      affiliation: schema:affiliation
+      alternate_name: schema:alternateName
+      email: schema:email
+      label: rdfs:label
+      name: schema:name
+      prov: http://www.w3.org/ns/prov#
+      rdfs: http://www.w3.org/2000/01/rdf-schema#
+      schema: http://schema.org/
+    '@id': schema:creator
+  date_published: schema:datePublished
+  description: schema:description
+  files:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      _project:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          created: schema:dateCreated
+          creator:
+            '@context':
+              '@version': 1.1
+              _id: '@id'
+              affiliation: schema:affiliation
+              alternate_name: schema:alternateName
+              email: schema:email
+              label: rdfs:label
+              name: schema:name
+              prov: http://www.w3.org/ns/prov#
+              rdfs: http://www.w3.org/2000/01/rdf-schema#
+              schema: http://schema.org/
+            '@id': schema:creator
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          schema: http://schema.org/
+          updated: schema:dateUpdated
+          version: schema:schemaVersion
+        '@id': schema:isPartOf
+      added: schema:dateCreated
+      based_on: schema:isBasedOn
+      creator:
+        '@context':
+          '@version': 1.1
+          _id: '@id'
+          affiliation: schema:affiliation
+          alternate_name: schema:alternateName
+          email: schema:email
+          label: rdfs:label
+          name: schema:name
+          prov: http://www.w3.org/ns/prov#
+          rdfs: http://www.w3.org/2000/01/rdf-schema#
+          schema: http://schema.org/
+        '@id': schema:creator
+      name: schema:name
+      path: prov:atLocation
+      prov: http://www.w3.org/ns/prov#
+      schema: http://schema.org/
+      url: schema:url
+      wfprov: http://purl.org/wf4ever/wfprov#
+    '@id': schema:hasPart
+  identifier: schema:identifier
+  in_language:
+    '@context':
+      '@version': 1.1
+      alternate_name: schema:alternateName
+      name: schema:name
+      schema: http://schema.org/
+    '@id': schema:inLanguage
+  keywords: schema:keywords
+  license: schema:license
+  name: schema:name
+  path: prov:atLocation
+  prov: http://www.w3.org/ns/prov#
+  same_as:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      schema: http://schema.org/
+      url: schema:url
+    '@id': schema:sameAs
+  schema: http://schema.org/
+  short_name: schema:alternateName
+  tags:
+    '@context':
+      '@version': 1.1
+      _id: '@id'
+      commit: schema:location
+      created: schema:startDate
+      dataset: schema:about
+      description: schema:description
+      name: schema:name
+      schema: http://schema.org/
+    '@id': schema:subjectOf
+  url: schema:url
+  version: schema:version
+  wfprov: http://purl.org/wf4ever/wfprov#
+'@type':
+- prov:Entity
+- schema:Dataset
+- wfprov:Artifact
+_id: https://dev.renku.ch/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f
+_label: f6726a5b-f973-45d5-b873-30fa0dff772f
+_project:
+  '@type':
+  - prov:Location
+  - schema:Project
+  _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+  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: '1'
+based_on: null
+created: '2020-03-11T21:53:27.485291+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
+date_published: null
+description: null
+files:
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/9dec8b0e7ac4d630fffa7e5182393d027f58ebb7/data/covid-19_jhu-csse/time_series_19-covid-Confirmed.csv
+  _label: data/covid-19_jhu-csse/time_series_19-covid-Confirmed.csv@9dec8b0e7ac4d630fffa7e5182393d027f58ebb7
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://localhost/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-11T21:57:23.593776+00:00'
+  based_on:
+    '@type':
+    - prov:Entity
+    - schema:DigitalDocument
+    - wfprov:Artifact
+    _id: https://github.com/blob/e0ae6f6c8ab359ef6582f51453c852094255b1f9/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv
+    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv@e0ae6f6c8ab359ef6582f51453c852094255b1f9
+    _project: null
+    added: '2020-03-11T21:57:23.351514+00:00'
+    based_on: null
+    creator: []
+    name: time_series_19-covid-Confirmed.csv
+    path: csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv
+    url: https://github.com/CSSEGISandData/COVID-19.git
+  creator:
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:ryan.lau@jhuapl.edu
+    affiliation: null
+    alternate_name: null
+    email: ryan.lau@jhuapl.edu
+    label: Ryan Lau
+    name: Ryan Lau
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:jhusystems@gmail.com
+    affiliation: null
+    alternate_name: null
+    email: jhusystems@gmail.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:60674295+CSSEGISandData@users.noreply.github.com
+    affiliation: null
+    alternate_name: null
+    email: 60674295+CSSEGISandData@users.noreply.github.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  name: time_series_19-covid-Confirmed.csv
+  path: data/covid-19_jhu-csse/time_series_19-covid-Confirmed.csv
+  url: https://github.com/CSSEGISandData/COVID-19.git
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/9be1f743e9800aff20164e2e75e398643376dccc/data/covid-19_jhu-csse/time_series_19-covid-Deaths.csv
+  _label: data/covid-19_jhu-csse/time_series_19-covid-Deaths.csv@9be1f743e9800aff20164e2e75e398643376dccc
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://localhost/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-11T21:57:57.824943+00:00'
+  based_on:
+    '@type':
+    - prov:Entity
+    - schema:DigitalDocument
+    - wfprov:Artifact
+    _id: https://github.com/blob/34a4321664b5364982c5fd30d6d4014d7f00d1f1/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv
+    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv@34a4321664b5364982c5fd30d6d4014d7f00d1f1
+    _project: null
+    added: '2020-03-11T21:57:57.577124+00:00'
+    based_on: null
+    creator: []
+    name: time_series_19-covid-Deaths.csv
+    path: csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv
+    url: https://github.com/CSSEGISandData/COVID-19.git
+  creator:
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:ryan.lau@jhuapl.edu
+    affiliation: null
+    alternate_name: null
+    email: ryan.lau@jhuapl.edu
+    label: Ryan Lau
+    name: Ryan Lau
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:jhusystems@gmail.com
+    affiliation: null
+    alternate_name: null
+    email: jhusystems@gmail.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:60674295+CSSEGISandData@users.noreply.github.com
+    affiliation: null
+    alternate_name: null
+    email: 60674295+CSSEGISandData@users.noreply.github.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  name: time_series_19-covid-Deaths.csv
+  path: data/covid-19_jhu-csse/time_series_19-covid-Deaths.csv
+  url: https://github.com/CSSEGISandData/COVID-19.git
+- '@type':
+  - prov:Entity
+  - schema:DigitalDocument
+  - wfprov:Artifact
+  _id: https://dev.renku.ch/blob/effbb6108613e4bf9730f7b818ac96f10b259274/data/covid-19_jhu-csse/time_series_19-covid-Recovered.csv
+  _label: data/covid-19_jhu-csse/time_series_19-covid-Recovered.csv@effbb6108613e4bf9730f7b818ac96f10b259274
+  _project:
+    '@type':
+    - prov:Location
+    - schema:Project
+    _id: https://dev.renku.ch/projects/cramakri/covid-19-dashboard
+    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: '1'
+  added: '2020-03-11T21:58:08.577597+00:00'
+  based_on:
+    '@type':
+    - prov:Entity
+    - schema:DigitalDocument
+    - wfprov:Artifact
+    _id: https://github.com/blob/e69d4ce27fd320b1b8aaadab7a74717adb755f45/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv
+    _label: csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv@e69d4ce27fd320b1b8aaadab7a74717adb755f45
+    _project: null
+    added: '2020-03-11T21:58:08.338883+00:00'
+    based_on: null
+    creator: []
+    name: time_series_19-covid-Recovered.csv
+    path: csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv
+    url: https://github.com/CSSEGISandData/COVID-19.git
+  creator:
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:ryan.lau@jhuapl.edu
+    affiliation: null
+    alternate_name: null
+    email: ryan.lau@jhuapl.edu
+    label: Ryan Lau
+    name: Ryan Lau
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:jhusystems@gmail.com
+    affiliation: null
+    alternate_name: null
+    email: jhusystems@gmail.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  - '@type':
+    - prov:Person
+    - schema:Person
+    _id: mailto:60674295+CSSEGISandData@users.noreply.github.com
+    affiliation: null
+    alternate_name: null
+    email: 60674295+CSSEGISandData@users.noreply.github.com
+    label: CSSEGISandData
+    name: CSSEGISandData
+  name: time_series_19-covid-Recovered.csv
+  path: data/covid-19_jhu-csse/time_series_19-covid-Recovered.csv
+  url: https://github.com/CSSEGISandData/COVID-19.git
+identifier: f6726a5b-f973-45d5-b873-30fa0dff772f
+in_language: null
+keywords: []
+license: null
+name: covid-19_jhu-csse
+path: .renku/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f
+same_as: null
+short_name: covid-19_jhu-csse
+tags: []
+url: https://dev.renku.ch/datasets/f6726a5b-f973-45d5-b873-30fa0dff772f
+version: null

.renku/refs/datasets/covid-19-rates

+../../datasets/e9212b58-4994-482b-801c-ed90a960bd04/metadata.yml
\ No newline at end of file

.renku/refs/datasets/covid-19_jhu-csse

+../../datasets/f6726a5b-f973-45d5-b873-30fa0dff772f/metadata.yml
\ No newline at end of file

.renku/refs/datasets/worldbank

+../../datasets/720e46f5-0f38-48be-86ef-1fcbae258a6f/metadata.yml
\ No newline at end of file

.renku/renku.ini

 [renku "interactive"]
 default_url = /lab
+lfs_auto_fetch = true
+

.renku/workflow/a38f8d703e0c4c55a2e3f49bbf15466e_papermill.cwl

+arguments: []
+baseCommand:
+- papermill
+class: CommandLineTool
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    inputBinding:
+      position: 1
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_2:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    inputBinding:
+      position: 2
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: Directory
+  input_3:
+    default: wb_path
+    inputBinding:
+      position: 3
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: File
+      path: ../../data/worldbank/SP.POP.TOTL.zip
+    inputBinding:
+      position: 4
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+  input_5:
+    default: out_folder
+    inputBinding:
+      position: 5
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_6:
+    default: data/covid-19_rates
+    inputBinding:
+      position: 6
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_7:
+    default:
+      class: File
+      path: ../../notebooks/ToRates.ipynb
+    inputBinding:
+      position: 7
+      prefix: --inject-paths
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+  input_8:
+    default: runs/ToRates.run.ipynb
+    inputBinding:
+      position: 8
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputBinding:
+      glob: $(inputs.input_8)
+    streamable: false
+    type: File
+  output_1:
+    outputBinding:
+      glob: $(inputs.input_6)
+    streamable: false
+    type: Directory
+permanentFailCodes: []
+requirements:
+- class: InlineJavascriptRequirement
+- class: InitialWorkDirRequirement
+  listing:
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: runs
+    writable: true
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: data/covid-19_rates
+    writable: true
+  - entry: $(inputs.input_2)
+    entryname: data/covid-19_jhu-csse
+    writable: false
+  - entry: $(inputs.input_4)
+    entryname: data/worldbank/SP.POP.TOTL.zip
+    writable: false
+  - entry: $(inputs.input_7)
+    entryname: notebooks/ToRates.ipynb
+    writable: false
+successCodes: []
+temporaryFailCodes: []

.renku/workflow/b1c0a33b463d406a820ff0a61fb3a526_papermill.cwl

+arguments: []
+baseCommand:
+- papermill
+class: CommandLineTool
+cwlVersion: v1.0
+hints: []
+inputs:
+  input_1:
+    default: ts_folder
+    inputBinding:
+      position: 1
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_2:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_jhu-csse
+    inputBinding:
+      position: 2
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: Directory
+  input_3:
+    default: rates_folder
+    inputBinding:
+      position: 3
+      prefix: -p
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+  input_4:
+    default:
+      class: Directory
+      listing: []
+      path: ../../data/covid-19_rates
+    inputBinding:
+      position: 4
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: Directory
+  input_5:
+    default:
+      class: File
+      path: ../../notebooks/Dashboard.ipynb
+    inputBinding:
+      position: 5
+      prefix: --inject-paths
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: File
+  input_6:
+    default: runs/Dashboard.run.ipynb
+    inputBinding:
+      position: 6
+      separate: true
+      shellQuote: true
+    streamable: false
+    type: string
+outputs:
+  output_0:
+    outputBinding:
+      glob: $(inputs.input_6)
+    streamable: false
+    type: File
+permanentFailCodes: []
+requirements:
+- class: InlineJavascriptRequirement
+- class: InitialWorkDirRequirement
+  listing:
+  - entry: '$({"listing": [], "class": "Directory"})'
+    entryname: runs
+    writable: true
+  - entry: $(inputs.input_2)
+    entryname: data/covid-19_jhu-csse
+    writable: false
+  - entry: $(inputs.input_4)
+    entryname: data/covid-19_rates
+    writable: false
+  - entry: $(inputs.input_5)
+    entryname: notebooks/Dashboard.ipynb
+    writable: false
+successCodes: []
+temporaryFailCodes: []

README.md

 # covid-19-dashboard
 
-This is a Renku project - basically a git repository with some
-bells and whistles. You'll find we have already created some
-useful things like `data` and `notebooks` directories and
-a `Dockerfile`.
+A Renku project for exploring Covid-19 data sources.
 
-## Working with the project
+# Data Sources
 
-The simplest way to start your project is right from the Renku
-platform - just click on the `Environments` tab and start a new session.
-This will start an interactive environment right in your browser.
+## Covid-19
 
-To work with the project anywhere outside the Renku platform,
-click the `Settings` tab where you will find the
-git repo URLs - use `git` to clone the project on whichever machine you want.
+- https://github.com/CSSEGISandData/COVID-19
+- https://github.com/COVID19Tracking/covid-19-crawler
+- https://github.com/openZH/covid_19
 
-### Changing interactive environment dependencies
+## General
 
-Initially we install a very minimal set of packages to keep the images small.
-However, you can add python and conda packages in `requirements.txt` and
-`environment.yml` to your heart's content. If you need more fine-grained
-control over your environment, please see [the documentation](https://renku.readthedocs.io/en/latest/user/advanced_interfaces.html#dockerfile-modifications).
-
-## Project configuration
-
-Project options can be found in `.renku/renku.ini`. In this
-project there is currently only one option, which specifies
-the default type of environment to open, in this case `/lab` for
-JupyterLab. You may also choose `/tree` to get to the "classic" Jupyter
-interface.
-
-## Moving forward
-
-Once you feel at home with your project, we recommend that you replace
-this README file with your own project documentation! Happy data wrangling!
+- https://data.worldbank.org/indicator/SP.POP.TOTL

notebooks/Dashboard.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import os\n",
+    "from IPython.display import display, HTML, Markdown"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "ts_folder = \"../data/covid-19_jhu-csse/\"\n",
+    "rates_folder = \"../data/covid-19_rates/\"\n",
+    "out_folder = None\n",
+    "PAPERMILL_OUTPUT_PATH = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read in the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_jhu_covid_df(name):\n",
+    "    filename = os.path.join(ts_folder, f\"time_series_19-covid-{name}.csv\")\n",
+    "    df = pd.read_csv(filename)\n",
+    "    df = df.set_index(['Province/State', 'Country/Region', 'Lat', 'Long'])\n",
+    "    df.columns = pd.to_datetime(df.columns)\n",
+    "    return df\n",
+    "\n",
+    "\n",
+    "jhu_frames_map = {\n",
+    "    \"confirmed\": read_jhu_covid_df(\"Confirmed\"),\n",
+    "    \"deaths\": read_jhu_covid_df(\"Deaths\"),\n",
+    "    \"recovered\": read_jhu_covid_df(\"Recovered\")\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_rates_covid_df(name):\n",
+    "    filename = os.path.join(rates_folder, f\"ts_rates_19-covid-{name}.csv\")\n",
+    "    df = pd.read_csv(filename).drop(\"Unnamed: 0\", axis=1)\n",
+    "    df = df.set_index(['Country/Region'])\n",
+    "    df.columns = pd.to_datetime(df.columns)\n",
+    "    return df\n",
+    "\n",
+    "\n",
+    "rates_frames_map = {\n",
+    "    \"confirmed\": read_rates_covid_df(\"confirmed\"),\n",
+    "    \"deaths\": read_rates_covid_df(\"deaths\"),\n",
+    "    \"recovered\": read_rates_covid_df(\"recovered\")\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Compile data needed for the visualizations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Compute geospatial coordinates\n",
+    "country_coords_df = jhu_frames_map['confirmed'].reset_index([2,3])[['Lat', 'Long']]\n",
+    "country_coords_df = country_coords_df.groupby(level='Country/Region').mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Identify countries with 100 or more cases\n",
+    "case_count_ser = jhu_frames_map['confirmed'].iloc[:,-1].groupby(level='Country/Region').sum()\n",
+    "countries_over_thresh = case_count_ser[case_count_ser > 99].index"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Questions About COVID-19 and Its Spread\n",
+    "\n",
+    "These plots should be taken with a large grain of salt. I am not an epidemiologist, so the analyses shown here are completely naive. There are large discrepencies in the data from different countries for a variety of reasons (rates of testing, demographics, etc.) so that make direct comparisons inaccurate. Nonetheless, I think there is a lot of interesting information in this data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_ts = jhu_frames_map['confirmed'].iloc[:,-1].name.strftime(\"%b %d %Y\")\n",
+    "display(HTML(f\"<em>Data up to {data_ts}</em>\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How are cases per 100,000 distributed geographically?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import altair as alt\n",
+    "from vega_datasets import data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Compile the basic df\n",
+    "map_df = pd.concat([\n",
+    "    rates_frames_map['confirmed'].iloc[:,-1],\n",
+    "    rates_frames_map['deaths'].iloc[:,-1],\n",
+    "    rates_frames_map['recovered'].iloc[:,-1],\n",
+    "    country_coords_df], axis=1)\n",
+    "# Restrict to countries with 100 or more cases\n",
+    "map_df = map_df.loc[countries_over_thresh].dropna()\n",
+    "map_df = map_df.reset_index()\n",
+    "map_df.columns = ['Country/Region', 'Confirmed', 'Deaths', 'Recovered', 'Lat', 'Long']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def map_of_variable(map_df, variable):\n",
+    "    # Data generators for the background\n",
+    "    sphere = alt.sphere()\n",
+    "    graticule = alt.graticule()\n",
+    "\n",
+    "    # Source of land data\n",
+    "    source = alt.topo_feature(data.world_110m.url, 'countries')\n",
+    "\n",
+    "    # Layering and configuring the components\n",
+    "    p = alt.layer(\n",
+    "        alt.Chart(sphere).mark_geoshape(fill='#cae6ef'),\n",
+    "        alt.Chart(graticule).mark_geoshape(stroke='white', strokeWidth=0.5),\n",
+    "        alt.Chart(source).mark_geoshape(fill='#dddddd', stroke='#aaaaaa'),\n",
+    "        alt.Chart(map_df).mark_circle(opacity=0.6).encode(\n",
+    "            longitude='Long:Q',\n",
+    "            latitude='Lat:Q',\n",
+    "            size=alt.Size(f'{variable}:Q', title=\"Cases\"),\n",
+    "            color=alt.value('steelblue'),\n",
+    "            tooltip=[\"Country/Region:N\", \"Confirmed:Q\", \"Deaths:Q\", \"Recovered:Q\"]\n",
+    "        )\n",
+    "    ).project(\n",
+    "        'naturalEarth1'\n",
+    "    ).properties(width=600, height=400, title=f\"{variable} cases per 100,000\"\n",
+    "    ).configure_view(stroke=None)\n",
+    "    return p"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "display(map_of_variable(map_df, 'Confirmed'))\n",
+    "display(HTML('''\n",
+    "<p style=\"font-size: smaller\">Data Source: \n",
+    "  <a href=\"https://github.com/CSSEGISandData/COVID-19\">JHU CSSE</a> and\n",
+    "  <a href=\"https://data.worldbank.org/indicator/SP.POP.TOTL\">World Bank</a>\n",
+    "</p>'''))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bars = alt.Chart(map_df).mark_bar().encode(\n",
+    "    x='Confirmed:Q',\n",
+    "    y=alt.Y(\"Country/Region:N\", sort='-x')\n",
+    ")\n",
+    "\n",
+    "text = bars.mark_text(\n",
+    "    align='left',\n",
+    "    baseline='middle',\n",
+    "    dx=3  # Nudges text to right so it doesn't appear on top of the bar\n",
+    ").encode(\n",
+    "    text=alt.Text('Confirmed:Q', format=\".3\")\n",
+    ")\n",
+    "\n",
+    "(bars + text).properties(height=900)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}