Class: Splits

Are there recommended data splits (e.g., training, validation, testing)? If so, how are they defined and why?

__

classDiagram class Splits click Splits href "../Splits/" DatasetProperty <|-- Splits click DatasetProperty href "../DatasetProperty/" Splits : description Splits : id Splits : name Splits : split_details Splits : used_software Splits --> "*" Software : used_software click Software href "../Software/"

Inheritance

DatasetProperty
- Splits

Slots

Name	Cardinality and Range	Description	Inheritance
split_details	* String	Details on recommended data splits and their rationale	direct
id	0..1 Uriorcurie	An optional identifier for this property	DatasetProperty
name	0..1 String	A human-readable name for this property	DatasetProperty
description	0..1 String	A human-readable description for this property	DatasetProperty
used_software	* Software	What software was used as part of this dataset property?	DatasetProperty

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, validation, testing)?
  If so, how are they defined and why?

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  split_details:
    name: split_details
    description: 'Details on recommended data splits and their rationale.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    slot_uri: dcterms:description
    domain_of:
    - Splits
    range: string
    multivalued: true

Induced

name: Splits
description: 'Are there recommended data splits (e.g., training, validation, testing)?
  If so, how are they defined and why?

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  split_details:
    name: split_details
    description: 'Details on recommended data splits and their rationale.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    slot_uri: dcterms:description
    alias: split_details
    owner: Splits
    domain_of:
    - Splits
    range: string
    multivalued: true
  id:
    name: id
    description: An optional identifier for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:identifier
    alias: id
    owner: Splits
    domain_of:
    - NamedThing
    - DatasetProperty
    range: uriorcurie
  name:
    name: name
    description: A human-readable name for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:name
    alias: name
    owner: Splits
    domain_of:
    - NamedThing
    - DatasetProperty
    range: string
  description:
    name: description
    description: A human-readable description for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:description
    alias: description
    owner: Splits
    domain_of:
    - NamedThing
    - DatasetProperty
    - DatasetRelationship
    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/base
    rank: 1000
    alias: used_software
    owner: Splits
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true