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Class: Dataset

Collection of data items used by an AI system in a training, validation, test, reference or production role.

URI: iso22989:Dataset

 classDiagram
    class Dataset
    click Dataset href "../Dataset/"
      NamedEntity <|-- Dataset
        click NamedEntity href "../NamedEntity/"

      Dataset : aliases

      Dataset : clause_reference

      Dataset : contains_personal_data

      Dataset : data_modality





        Dataset --> "*" DataModality : data_modality
        click DataModality href "../DataModality/"



      Dataset : data_processes_applied





        Dataset --> "*" DataProcess : data_processes_applied
        click DataProcess href "../DataProcess/"



      Dataset : data_provenance

      Dataset : data_quality_notes

      Dataset : dataset_role





        Dataset --> "0..1" DatasetRole : dataset_role
        click DatasetRole href "../DatasetRole/"



      Dataset : description

      Dataset : feature_count

      Dataset : ground_truth_available

      Dataset : id

      Dataset : label_type





        Dataset --> "0..1" DataLabelType : label_type
        click DataLabelType href "../DataLabelType/"



      Dataset : name

      Dataset : preferred_label

      Dataset : record_count

      Dataset : see_also_uri

Inheritance

Slots

Name Cardinality and Range Description Inheritance
data_modality *
DataModality		 Modalities present in the dataset direct
dataset_role 0..1
DatasetRole		 Role the dataset plays in the ML workflow direct
data_provenance 0..1
String		 Provenance statement for the dataset (origin, collection method, licensing) direct
record_count 0..1
Integer		 Number of records or examples in the dataset direct
data_quality_notes 0..1
String		 Notes on data quality, completeness or representativeness direct
contains_personal_data 0..1
Boolean		 Whether the dataset contains personal or personally identifiable information direct
label_type 0..1
DataLabelType		 Type of target label associated with the dataset (Clause 3 direct
ground_truth_available 0..1
Boolean		 Whether trusted ground-truth labels are available (Clause 3 direct
feature_count 0..1
Integer		 Number of features per record direct
data_processes_applied *
DataProcess		 Data-handling processes applied to the dataset (Clause 5 direct
id 1
Uriorcurie		 Unique CURIE or URI identifying the entity NamedEntity
name 1
String		 Human-readable label for the entity NamedEntity
description 0..1
String		 Free-text description of the entity (paraphrased; verbatim ISO text excluded) NamedEntity
clause_reference 0..1
String		 ISO/IEC 22989:2022 clause identifier (e NamedEntity
aliases *
String		 Alternative names or synonyms for the term NamedEntity
preferred_label 0..1
String		 Preferred natural-language label NamedEntity
see_also_uri *
Uriorcurie		 Pointers to related external resources or term records NamedEntity

Usages

used by used in type used
AISystem datasets range Dataset
AIModel training_dataset range Dataset
AIModel validation_dataset range Dataset
AIModel test_dataset range Dataset
NeuralNetworkModel training_dataset range Dataset
NeuralNetworkModel validation_dataset range Dataset
NeuralNetworkModel test_dataset range Dataset
DataProcess input_dataset range Dataset
DataProcess output_dataset range Dataset
AIConceptsCollection ai_datasets range Dataset
EvaluationMetric reference_dataset range Dataset
DataDrift affected_dataset range Dataset

In Subsets

Identifier and Mapping Information

Schema Source

Mappings

Mapping Type Mapped Value
self iso22989:Dataset
native iso22989:Dataset
related schema:Dataset, iso27001:Asset, iso29100:PersonallyIdentifiableInformation, uco_core:UcoObject

LinkML Source

Direct

name: Dataset
description: Collection of data items used by an AI system in a training, validation,
  test, reference or production role.
in_subset:
- terminology
from_schema: https://w3id.org/lmodel/iso22989
related_mappings:
- schema:Dataset
- iso27001:Asset
- iso29100:PersonallyIdentifiableInformation
- uco_core:UcoObject
is_a: NamedEntity
slots:
- data_modality
- dataset_role
- data_provenance
- record_count
- data_quality_notes
- contains_personal_data
attributes:
  label_type:
    name: label_type
    description: Type of target label associated with the dataset (Clause 3.2.10).
    from_schema: https://w3id.org/lmodel/iso22989
    domain_of:
    - Dataset
    - DataLabel
    range: DataLabelType
  ground_truth_available:
    name: ground_truth_available
    description: Whether trusted ground-truth labels are available (Clause 3.2.7).
    from_schema: https://w3id.org/lmodel/iso22989
    domain_of:
    - Dataset
    range: boolean
  feature_count:
    name: feature_count
    description: Number of features per record.
    from_schema: https://w3id.org/lmodel/iso22989
    domain_of:
    - Dataset
    range: integer
    minimum_value: 0
  data_processes_applied:
    name: data_processes_applied
    description: Data-handling processes applied to the dataset (Clause 5.10).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    domain_of:
    - Dataset
    range: DataProcess
    multivalued: true
    inlined: true
    inlined_as_list: true

Induced

name: Dataset
description: Collection of data items used by an AI system in a training, validation,
  test, reference or production role.
in_subset:
- terminology
from_schema: https://w3id.org/lmodel/iso22989
related_mappings:
- schema:Dataset
- iso27001:Asset
- iso29100:PersonallyIdentifiableInformation
- uco_core:UcoObject
is_a: NamedEntity
attributes:
  label_type:
    name: label_type
    description: Type of target label associated with the dataset (Clause 3.2.10).
    from_schema: https://w3id.org/lmodel/iso22989
    owner: Dataset
    domain_of:
    - Dataset
    - DataLabel
    range: DataLabelType
  ground_truth_available:
    name: ground_truth_available
    description: Whether trusted ground-truth labels are available (Clause 3.2.7).
    from_schema: https://w3id.org/lmodel/iso22989
    owner: Dataset
    domain_of:
    - Dataset
    range: boolean
  feature_count:
    name: feature_count
    description: Number of features per record.
    from_schema: https://w3id.org/lmodel/iso22989
    owner: Dataset
    domain_of:
    - Dataset
    range: integer
    minimum_value: 0
  data_processes_applied:
    name: data_processes_applied
    description: Data-handling processes applied to the dataset (Clause 5.10).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - Dataset
    range: DataProcess
    multivalued: true
    inlined: true
    inlined_as_list: true
  data_modality:
    name: data_modality
    description: Modalities present in the dataset.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - Dataset
    range: DataModality
    multivalued: true
  dataset_role:
    name: dataset_role
    description: Role the dataset plays in the ML workflow.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - Dataset
    range: DatasetRole
  data_provenance:
    name: data_provenance
    description: Provenance statement for the dataset (origin, collection method,
      licensing).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: prov:wasDerivedFrom
    owner: Dataset
    domain_of:
    - Dataset
    range: string
  record_count:
    name: record_count
    description: Number of records or examples in the dataset.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - Dataset
    range: integer
    minimum_value: 0
  data_quality_notes:
    name: data_quality_notes
    description: Notes on data quality, completeness or representativeness.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - Dataset
    range: string
  contains_personal_data:
    name: contains_personal_data
    description: Whether the dataset contains personal or personally identifiable
      information.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - Dataset
    range: boolean
  id:
    name: id
    description: Unique CURIE or URI identifying the entity.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: dcterms:identifier
    identifier: true
    owner: Dataset
    domain_of:
    - NamedEntity
    range: uriorcurie
    required: true
  name:
    name: name
    description: Human-readable label for the entity.
    from_schema: https://w3id.org/lmodel/iso22989
    exact_mappings:
    - dcterms:title
    - schema:name
    rank: 1000
    slot_uri: schema:name
    owner: Dataset
    domain_of:
    - NamedEntity
    range: string
    required: true
  description:
    name: description
    description: Free-text description of the entity (paraphrased; verbatim ISO text
      excluded).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: dcterms:description
    owner: Dataset
    domain_of:
    - NamedEntity
    range: string
  clause_reference:
    name: clause_reference
    description: ISO/IEC 22989:2022 clause identifier (e.g. "5.11.4") the element
      corresponds to.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: Dataset
    domain_of:
    - NamedEntity
    - AutonomyAssessment
    - VerificationValidationFramework
    range: string
    pattern: ^[0-9]+(\.[0-9]+){0,3}$
  aliases:
    name: aliases
    description: Alternative names or synonyms for the term.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: skos:altLabel
    owner: Dataset
    domain_of:
    - NamedEntity
    range: string
    multivalued: true
  preferred_label:
    name: preferred_label
    description: Preferred natural-language label.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: skos:prefLabel
    owner: Dataset
    domain_of:
    - NamedEntity
    range: string
  see_also_uri:
    name: see_also_uri
    description: Pointers to related external resources or term records.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: rdfs:seeAlso
    owner: Dataset
    domain_of:
    - NamedEntity
    range: uriorcurie
    multivalued: true