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Class: DataAnomaly

Are there any errors, sources of noise, or redundancies in the dataset?

__

URI: data_sheets_schema:DataAnomaly

classDiagram class DataAnomaly click DataAnomaly href "../DataAnomaly/" DatasetProperty <|-- DataAnomaly click DatasetProperty href "../DatasetProperty/" DataAnomaly : anomaly_details DataAnomaly : description DataAnomaly : id DataAnomaly : name DataAnomaly : notes DataAnomaly : source_caveats DataAnomaly : used_software DataAnomaly --> "*" Software : used_software click Software href "../Software/"

Inheritance

Slots

Name Cardinality and Range Description Inheritance
anomaly_details 0..1
String
Free-text description of errors, noise sources, or redundancies in the datase... 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 anomalies range DataAnomaly
DataSubset anomalies range DataAnomaly

Identifier and Mapping Information

Schema Source

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

Mappings

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

LinkML Source

Direct

name: DataAnomaly
description: 'Are there any errors, sources of noise, or redundancies in the dataset?

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  anomaly_details:
    name: anomaly_details
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: 15% of CGM readings missing due to device malfunction
    description: 'Free-text description of errors, noise sources, or redundancies
      in the dataset, including their known causes and estimated prevalence.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    broad_mappings:
    - dcterms:description
    rank: 1000
    slot_uri: d4d:anomalyDetails
    domain_of:
    - DataAnomaly
    range: string

Induced

name: DataAnomaly
description: 'Are there any errors, sources of noise, or redundancies in the dataset?

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  anomaly_details:
    name: anomaly_details
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: 15% of CGM readings missing due to device malfunction
    description: 'Free-text description of errors, noise sources, or redundancies
      in the dataset, including their known causes and estimated prevalence.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    broad_mappings:
    - dcterms:description
    rank: 1000
    slot_uri: d4d:anomalyDetails
    alias: anomaly_details
    owner: DataAnomaly
    domain_of:
    - DataAnomaly
    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: DataAnomaly
    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: DataAnomaly
    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: DataAnomaly
    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: DataAnomaly
    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: DataAnomaly
    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: DataAnomaly
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true