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 : notes Splits : source_caveats 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	0..1 String	Free-text description of the recommended data splits (e	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
notes	0..1 String	Residual content only, after every fitting slot is used (#385): structured sl...	DatasetProperty
source_caveats	0..1 String	Commentary on the evidence behind this object's values — source conflicts, wh...	DatasetProperty
used_software	* Software	What software was used as part of this dataset property?	DatasetProperty

Usages

used by	used in	type	used
Dataset	splits	range	Splits
DataSubset	splits	range	Splits

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
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: 70/15/15 train/validation/test split stratified by site and T2DM severity
    description: 'Free-text description of the recommended data splits (e.g., 80/10/10
      train/ validation/test), how they are defined, and the rationale for the split
      strategy.

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

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
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: 70/15/15 train/validation/test split stratified by site and T2DM severity
    description: 'Free-text description of the recommended data splits (e.g., 80/10/10
      train/ validation/test), how they are defined, and the rationale for the split
      strategy.

      '
    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
  id:
    name: id
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: https://example.org/dataset/property-001
    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
    - Organization
    - DatasetProperty
    - Grant
    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
    - Organization
    - DatasetProperty
    - Grant
    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
    - Organization
    - DatasetProperty
    - Grant
    - DatasetRelationship
    range: string
  notes:
    name: notes
    description: 'Residual content only, after every fitting slot is used (#385):
      structured slots first, description as the default home for narrative, notes
      last — solely for content description cannot hold. Never a restatement of a
      sibling slot''s value, and never a substitute for inventing keys the schema
      does not declare (#380).'
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:comment
    alias: notes
    owner: Splits
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    range: string
  source_caveats:
    name: source_caveats
    description: 'Commentary on the evidence behind this object''s values — source
      conflicts, what a value was transcribed from, questions the source material
      leaves unanswered (#385). A trust annotation about the sibling slots, not dataset
      content: content belongs in the structured slots, description or notes.'
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: dcterms:provenance
    alias: source_caveats
    owner: Splits
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    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
    slot_uri: d4d:usedSoftware
    alias: used_software
    owner: Splits
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true