Class: Splits

Are there recommended data splits (e.g., training, development/validation, testing)? If so, please provide a description of these splits, explaining the rationale behind them.

URI: data_sheets_schema:Splits

erDiagram Splits { stringList description string id string name } Software { string version string license string url string id string name string description } Splits ||--}o Software : "used_software"

Inheritance

NamedThing
- DatasetProperty
  - Splits

Slots

Name	Cardinality and Range	Description	Inheritance
description	0..* String		direct
used_software	0..* Software	What software was used as part of this dataset property?	DatasetProperty
id	1..1 String	the unique name of the dataset	NamedThing
name	0..1 String		NamedThing

Identifier and Mapping Information

Schema Source

from schema: https://w3id.org/bridge2ai/data-sheets-schema

Mappings

Mapping Type	Mapped Value
self	data_sheets_schema:Splits
native	data_sheets_schema:Splits

LinkML Source

Direct

name: Splits
description: Are there recommended data splits (e.g., training, development/validation,
  testing)? If so, please provide a description of these splits, explaining the rationale
  behind them.
in_subset:
- Composition
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  description:
    name: description
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    multivalued: true
    range: string

Induced

name: Splits
description: Are there recommended data splits (e.g., training, development/validation,
  testing)? If so, please provide a description of these splits, explaining the rationale
  behind them.
in_subset:
- Composition
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  description:
    name: description
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    multivalued: true
    alias: description
    owner: Splits
    domain_of:
    - NamedThing
    - Information
    - Relationships
    - Splits
    - DataAnomaly
    - Confidentiality
    - Deidentification
    - SensitiveElement
    - InstanceAcquisition
    - CollectionMechanism
    - DataCollector
    - CollectionTimeframe
    - EthicalReview
    - DirectCollection
    - CollectionNotification
    - CollectionConsent
    - ConsentRevocation
    - DataProtectionImpact
    - PreprocessingStrategy
    - CleaningStrategy
    - LabelingStrategy
    - RawData
    - ExistingUse
    - UseRepository
    - OtherTask
    - FutureUseImpact
    - DiscouragedUse
    - ThirdPartySharing
    - DistributionFormat
    - DistributionDate
    - LicenseAndUseTerms
    - IPRestrictions
    - ExportControlRegulatoryRestrictions
    - Maintainer
    - Erratum
    - UpdatePlan
    - RetentionLimits
    - VersionAccess
    - ExtensionMechanism
    range: string
  used_software:
    name: used_software
    description: What software was used as part of this dataset property?
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: used_software
    owner: Splits
    domain_of:
    - DatasetProperty
    range: Software
  id:
    name: id
    description: the unique name of the dataset
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    exact_mappings:
    - schema:name
    rank: 1000
    slot_uri: dcterms:identifier
    identifier: true
    alias: id
    owner: Splits
    domain_of:
    - NamedThing
    - Information
    range: string
    required: true
  name:
    name: name
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: Splits
    domain_of:
    - NamedThing
    range: string