Released
Software

Scripts to generate (1) attribute-based fuzzy scores for SARA and HAZUS building classes, and (2) probabilistic inter-scheme compatibility matrices. An application on the residential building stock of Valparaiso (Chile) for seismic risk applications

Cite as:

Gomez-Zapata, Juan Camilo; Shinde, Simantini; Pittore, Massimiliano; Merino-Peña, Yvonne (2021): Scripts to generate (1) attribute-based fuzzy scores for SARA and HAZUS building classes, and (2) probabilistic inter-scheme compatibility matrices. An application on the residential building stock of Valparaiso (Chile) for seismic risk applications. GFZ Data Services. https://doi.org/10.5880/riesgos.2021.002

Status

I   N       R   E   V   I   E   W : Gomez-Zapata, Juan Camilo; Shinde, Simantini; Pittore, Massimiliano; Merino-Peña, Yvonne (2021): Scripts to generate (1) attribute-based fuzzy scores for SARA and HAZUS building classes, and (2) probabilistic inter-scheme compatibility matrices. An application on the residential building stock of Valparaiso (Chile) for seismic risk applications. GFZ Data Services. https://doi.org/10.5880/riesgos.2021.002

Abstract

This repository is composed of two main folders: (1) “Exposure_fuzzy_scores” and (2) “Inter-scheme_mapping”. The first one contains an ipython notebook with a complete description of two earthquake building schemes: SARA and HAZUS in terms of faceted attributes contained in the GEM V.2.0 taxonomy. Both schemes have already been proposed for exposure modelling at the third administrative division “commune” in Chile in earlier works. They are inputs for the use of a Python script (contained in the second folder) to calculate an inter-scheme compatibility matrix, that uses SARA as the source and HAZUS as the target schemes. These models and data are supplement material to Gomez-Zapata et al. (2021).

Additional Information

Licence Statement:

Data: Creative Commons Attribution 4.0 International License (CC BY 4.0)

Code: Apache License, Version 2.0 (January 2004)

Copyright © 2021 Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences, Potsdam, Germany
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at https://www.apache.org/licenses/LICENSE-2.0. Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

Authors

  • Gomez-Zapata, Juan Camilo;GFZ German Research Centre for Geosciences, Potsdam, Germany
  • Shinde, Simantini;GFZ German Research Centre for Geosciences, Potsdam, Germany
  • Pittore, Massimiliano;GFZ German Research Centre for Geosciences, Potsdam, Germany;EURAC Research (Accademia Europea): Bolzano, Trentino-Alto Adige, Italy
  • Merino-Peña, Yvonne;Department of Structural and Geotechnical Engineering, Pontificia Universidad Católica de Chile, Vicuña Mackenna 4860, Santiago, Chile

Contact

  • Gomez Zapata Juan Camilo (PhD Candidate) ; Seismic Hazard and Risk Dynamics, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany;

Contributors

Gomez Zapata Juan Camilo; Gomez Zapata Juan Camilo

Keywords

exposure modelling, building schemes, compatibility matrix, faceted taxonomy, RIESGOS, Scenario-based multi-risk assessment in the Andes region

More Metadata

  • datacite:  /  download xml
    • resource (xsi:schemaLocation=http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.3/metadata.xsd)
      • identifier (identifierType=DOI): 10.5880/riesgos.2021.002
      • creators
        • creator
          • creatorName (nameType=Personal): Gomez-Zapata, Juan Camilo
          • givenName: Juan Camilo
          • familyName: Gomez-Zapata
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-7919-5549
          • affiliation (affiliationIdentifier=0000-0001-7919-5549 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • creator
          • creatorName (nameType=Personal): Shinde, Simantini
          • givenName: Simantini
          • familyName: Shinde
          • affiliation (affiliationIdentifier= affiliationIdentifierScheme=): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • creator
          • creatorName (nameType=Personal): Pittore, Massimiliano
          • givenName: Massimiliano
          • familyName: Pittore
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-4940-3444
          • affiliation (affiliationIdentifier=0000-0003-4940-3444 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
          • affiliation: EURAC Research (Accademia Europea): Bolzano, Trentino-Alto Adige, Italy
        • creator
          • creatorName (nameType=Personal): Merino-Peña, Yvonne
          • givenName: Yvonne
          • familyName: Merino-Peña
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-7965-5303
          • affiliation: Department of Structural and Geotechnical Engineering, Pontificia Universidad Católica de Chile, Vicuña Mackenna 4860, Santiago, Chile
      • titles
        • title: Scripts to generate (1) attribute-based fuzzy scores for SARA and HAZUS building classes, and (2) probabilistic inter-scheme compatibility matrices. An application on the residential building stock of Valparaiso (Chile) for seismic risk applications
      • publisher: GFZ Data Services
      • publicationYear: 2021
      • subjects
        • subject: exposure modelling
        • subject: building schemes
        • subject: compatibility matrix
        • subject: faceted taxonomy
        • subject: RIESGOS
        • subject: Scenario-based multi-risk assessment in the Andes region
      • contributors
        • contributor (contributorType=ContactPerson)
          • contributorName (nameType=Personal): Gomez-Zapata, Juan Camilo
          • givenName: Juan Camilo
          • familyName: Gomez-Zapata
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-7919-5549
          • affiliation (affiliationIdentifier=0000-0001-7919-5549 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • contributor (contributorType=DataManager)
          • contributorName (nameType=Personal): Gomez-Zapata, Juan Camilo
          • givenName: Juan Camilo
          • familyName: Gomez-Zapata
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-7919-5549
          • affiliation (affiliationIdentifier=0000-0001-7919-5549 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • contributor (contributorType=Researcher)
          • contributorName (nameType=Personal): Shinde, Simantini
          • givenName: Simantini
          • familyName: Shinde
          • affiliation (affiliationIdentifier= affiliationIdentifierScheme=): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • contributor (contributorType=Supervisor)
          • contributorName (nameType=Personal): Pittore, Massimiliano
          • givenName: Massimiliano
          • familyName: Pittore
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-4940-3444
          • affiliation (affiliationIdentifier=0000-0003-4940-3444 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
          • affiliation: EURAC Research (Accademia Europea): Bolzano, Trentino-Alto Adige, Italy
        • contributor (contributorType=Researcher)
          • contributorName (nameType=Personal): Merino-Peña, Yvonne
          • givenName: Yvonne
          • familyName: Merino-Peña
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-7965-5303
          • affiliation: Department of Structural and Geotechnical Engineering, Pontificia Universidad Católica de Chile, Vicuña Mackenna 4860, Santiago, Chile
        • contributor (contributorType=ContactPerson)
          • contributorName: Gomez Zapata Juan Camilo
          • affiliation: Seismic Hazard and Risk Dynamics, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany
        • contributor (contributorType=ContactPerson)
          • contributorName: Gomez Zapata Juan Camilo
          • affiliation: Seismic Hazard and Risk Dynamics, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany
      • resourceType (resourceTypeGeneral=Software): Software
      • relatedIdentifiers
        • relatedIdentifier (relatedIdentifierType=DOI relationType=IsSupplementTo): 10.1007/s10518-021-01312-9
        • relatedIdentifier (relatedIdentifierType=DOI relationType=Cites): 10.1007/s11069-018-3258-3
        • relatedIdentifier (relatedIdentifierType=URL relationType=Cites): https://storage.globalquakemodel.org/media/publication/EXP-MOD-GEM-Building-Taxonomy-201302-V01_1.pdf
        • relatedIdentifier (relatedIdentifierType=URL relationType=Cites): https://www.hsdl.org/?view&did=701264
        • relatedIdentifier (relatedIdentifierType=DOI relationType=Cites): 10.3389/fbuil.2018.00041
        • relatedIdentifier (relatedIdentifierType=DOI relationType=Cites): 10.1193/101915eqs155dp
        • relatedIdentifier (relatedIdentifierType=DOI relationType=IsSupplementTo): DOI of BEE paper when available
        • relatedIdentifier (relatedIdentifierType=URL relationType=References): https://www.riesgos.de/en/
        • relatedIdentifier (relatedIdentifierType=DOI relationType=IsCitedBy): 10.5194/nhess-21-3599-2021
      • sizes: 
      • formats: 
      • rightsList
        • rights (rightsURI=http://creativecommons.org/licenses/by/4.0/): Datasets: CC BY 4.0
        • rights (rightsURI=https://www.apache.org/licenses/LICENSE-2.0.html): Code: Apache License, version 2.0
      • descriptions
        • description (descriptionType=Abstract)
          • br: 
        • description (descriptionType=Other)
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
      • geoLocations
        • geoLocation
          • geoLocationBox
            • westBoundLongitude: -71.7845
            • eastBoundLongitude: -71.4055
            • southBoundLatitude: -33.203
            • northBoundLatitude: -32.9303
      • fundingReferences
        • fundingReference
          • funderName: Bundesministerium für Bildung und Forschung
          • funderIdentifier (funderIdentifierType=Crossref Funder ID): http://doi.org/10.13039/501100002347
          • awardNumber: 03G0876
          • awardTitle: CLIENT II – International Partnerships for Sustainable Innovations- RIESGOS
  • iso19115:  /  download xml
    • MD_Metadata (xsi:schemaLocation=http://www.isotc211.org/2005/gmd http://www.isotc211.org/2005/gmd/gmd.xsd)
      • fileIdentifier
        • CharacterString: 10.5880/riesgos.2021.002
      • language
        • LanguageCode (codeList=http://www.loc.gov/standards/iso639-2/ codeListValue=eng): eng
      • characterSet
        • MD_CharacterSetCode (codeListValue=utf8 codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_CharacterSetCode): 
      • hierarchyLevel
        • MD_ScopeCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ScopeCode codeListValue=dataset): dataset
      • hierarchyLevelName
        • CharacterString: 
      • contact
        • CI_ResponsibleParty
          • organisationName
            • CharacterString: GFZ German Research Centre for Geosciences
          • contactInfo
            • CI_Contact
              • address
                • CI_Address
                  • electronicMailAddress
                    • CharacterString: datapub(_at_)gfz-potsdam.de
              • onlineResource
                • CI_OnlineResource
                  • linkage
                    • URL: http://www.gfz-potsdam.de
                  • name
                    • CharacterString: Helmholtz-Centre Potsdam - GFZ German Research Centre for Geosciences
                  • description
                    • CharacterString: Helmholtz-Centre Potsdam - GFZ German Research Centre for Geosciences
          • role
            • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=pointOfContact): pointOfContact
      • dateStamp
        • Date: 2022-02-15
      • referenceSystemInfo
        • MD_ReferenceSystem
          • referenceSystemIdentifier
            • RS_Identifier
              • code
                • CharacterString: urn:ogc:def:crs:EPSG:4326
      • identificationInfo
        • MD_DataIdentification
          • citation
            • CI_Citation
              • title
                • CharacterString: Scripts to generate (1) attribute-based fuzzy scores for SARA and HAZUS building classes, and (2) probabilistic inter-scheme compatibility matrices. An application on the residential building stock of Valparaiso (Chile) for seismic risk applications
              • date
                • CI_Date
                  • date
                    • Date: 2022-02-15
                  • dateType
                    • CI_DateTypeCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode codeListValue=revision): revision
              • identifier
                • MD_Identifier
                  • code
                    • CharacterString: doi:10.5880/riesgos.2021.002
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0001-7919-5549)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Gomez-Zapata, Juan Camilo
                  • organisationName
                    • CharacterString: GFZ German Research Centre for Geosciences, Potsdam, Germany
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Shinde, Simantini
                  • organisationName
                    • CharacterString: GFZ German Research Centre for Geosciences, Potsdam, Germany
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0003-4940-3444)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Pittore, Massimiliano
                  • organisationName
                    • CharacterString: GFZ German Research Centre for Geosciences, Potsdam, Germany
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0002-7965-5303)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Merino-Peña, Yvonne
                  • organisationName
                    • CharacterString: Department of Structural and Geotechnical Engineering, Pontificia Universidad Católica de Chile, Vicuña Mackenna 4860, Santiago, Chile
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty
                • CI_ResponsibleParty
                  • organisationName
                    • CharacterString: GFZ Data Services
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=publisher): publisher
          • abstract
            • CharacterString: This repository is composed of two main folders: (1) “Exposure_fuzzy_scores” and (2) “Inter-scheme_mapping”. The first one contains an ipython notebook with a complete description of two earthquake building schemes: SARA and HAZUS in terms of faceted attributes contained in the GEM V.2.0 taxonomy. Both schemes have already been proposed for exposure modelling at the third administrative division “commune” in Chile in earlier works. They are inputs for the use of a Python script (contained in the second folder) to calculate an inter-scheme compatibility matrix, that uses SARA as the source and HAZUS as the target schemes. These models and data are supplement material to Gomez-Zapata et al. (2021).
          • pointOfContact
            • CI_ResponsibleParty
              • individualName
                • CharacterString: Gomez Zapata Juan Camilo
              • organisationName
                • CharacterString: Seismic Hazard and Risk Dynamics, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany
              • positionName
                • CharacterString: PhD Candidate
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: jcgomez(_at_)gfz-potsdam.de
                  • onlineResource
                    • CI_OnlineResource
                      • linkage
                        • URL: https://orcid.org/0000-0001-7919-5549
                      • function
                        • CI_OnLineFunctionCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode codeListValue=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode_information): informtion
              • role
                • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=pointOfContact): pointOfContact
          • descriptiveKeywords
            • MD_Keywords
              • keyword
                • CharacterString: exposure modelling
              • keyword
                • CharacterString: building schemes
              • keyword
                • CharacterString: compatibility matrix
              • keyword
                • CharacterString: faceted taxonomy
              • keyword
                • CharacterString: RIESGOS
              • keyword
                • CharacterString: Scenario-based multi-risk assessment in the Andes region
          • resourceConstraints (xlink:href=http://creativecommons.org/licenses/by/4.0/)
            • MD_Constraints
              • useLimitation
                • CharacterString: Datasets: CC BY 4.0
          • resourceConstraints
            • MD_LegalConstraints
              • accessConstraints
                • MD_RestrictionCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_RestrictionCode codeListValue=otherRestrictions): 
              • otherConstraints
                • CharacterString: Datasets: CC BY 4.0
          • resourceConstraints
            • MD_SecurityConstraints
              • classification
                • MD_ClassificationCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_ClassificationCode codeListValue=unclassified): 
          • resourceConstraints (xlink:href=https://www.apache.org/licenses/LICENSE-2.0.html)
            • MD_Constraints
              • useLimitation
                • CharacterString: Code: Apache License, version 2.0
          • resourceConstraints
            • MD_LegalConstraints
              • accessConstraints
                • MD_RestrictionCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_RestrictionCode codeListValue=otherRestrictions): 
              • otherConstraints
                • CharacterString: Code: Apache License, version 2.0
          • resourceConstraints
            • MD_SecurityConstraints
              • classification
                • MD_ClassificationCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_ClassificationCode codeListValue=unclassified): 
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1007/s10518-021-01312-9
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsSupplementTo): IsSupplementTo
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1007/s11069-018-3258-3
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=Cites): Cites
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://storage.globalquakemodel.org/media/publication/EXP-MOD-GEM-Building-Taxonomy-201302-V01_1.pdf
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=Cites): Cites
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.hsdl.org/?view&did=701264
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=Cites): Cites
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.3389/fbuil.2018.00041
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=Cites): Cites
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1193/101915eqs155dp
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=Cites): Cites
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: DOI of BEE paper when available
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsSupplementTo): IsSupplementTo
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.riesgos.de/en/
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.5194/nhess-21-3599-2021
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsCitedBy): IsCitedBy
          • language
            • CharacterString: eng
          • characterSet
            • MD_CharacterSetCode (codeListValue=utf8 codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_CharacterSetCode): 
          • topicCategory
            • MD_TopicCategoryCode: geoscientificInformation
          • extent
            • EX_Extent
              • geographicElement
                • EX_GeographicBoundingBox
                  • westBoundLongitude
                    • Decimal: -71.7845
                  • eastBoundLongitude
                    • Decimal: -71.4055
                  • southBoundLatitude
                    • Decimal: -33.203
                  • northBoundLatitude
                    • Decimal: -32.9303
      • distributionInfo
        • MD_Distribution
          • transferOptions
            • MD_DigitalTransferOptions
              • onLine
                • CI_OnlineResource
                  • linkage
                    • URL: http://doi.org/10.5880/riesgos.2021.002
                  • protocol
                    • CharacterString: WWW:LINK-1.0-http--link
                  • name
                    • CharacterString: Data Access - DOI
                  • description
                    • CharacterString: Data Access - DOI
                  • function
                    • CI_OnLineFunctionCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode codeListValue=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode_information): information
      • dataQualityInfo
        • DQ_DataQuality
          • scope
            • DQ_Scope
              • level
                • MD_ScopeCode (codeListValue=dataset codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_ScopeCode): 

Location

Please, click on markers, line , bounding boxes or the list below to see related details in popup.

    Files

    License: Datasets: CC BY 4.0
    Code: Apache License, version 2.0