Class: MissingDataDocumentation

Documentation of missing data in the dataset, including patterns, causes, and strategies for handling missing values.

__

URI: data_sheets_schema:MissingDataDocumentation

classDiagram class MissingDataDocumentation click MissingDataDocumentation href "../MissingDataDocumentation/" DatasetProperty <|-- MissingDataDocumentation click DatasetProperty href "../DatasetProperty/" MissingDataDocumentation : description MissingDataDocumentation : handling_strategy MissingDataDocumentation : id MissingDataDocumentation : missing_data_causes MissingDataDocumentation : missing_data_patterns MissingDataDocumentation : name MissingDataDocumentation : notes MissingDataDocumentation : source_caveats MissingDataDocumentation : used_software MissingDataDocumentation --> "*" Software : used_software click Software href "../Software/"

Inheritance

DatasetProperty
- MissingDataDocumentation

Slots

Name	Cardinality and Range	Description	Inheritance
missing_data_patterns	0..1 String	Description of patterns in missing data (e	direct
missing_data_causes	0..1 String	Known or suspected causes of missing data (e	direct
handling_strategy	0..1 String	The primary strategy used to handle missing data (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	missing_data_documentation	range	MissingDataDocumentation
DataSubset	missing_data_documentation	range	MissingDataDocumentation

Identifier and Mapping Information

Schema Source

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

Mappings

Mapping Type	Mapped Value
self	data_sheets_schema:MissingDataDocumentation
native	data_sheets_schema:MissingDataDocumentation
exact	rai:dataCollectionMissingData

LinkML Source

Direct

name: MissingDataDocumentation
description: 'Documentation of missing data in the dataset, including patterns, causes,
  and strategies for handling missing values.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataCollectionMissingData
is_a: DatasetProperty
attributes:
  missing_data_patterns:
    name: missing_data_patterns
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: CGM data missing for 15% of participants (device errors)
    description: 'Description of patterns in missing data (e.g., missing completely
      at random, missing at random, missing not at random).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    slot_uri: d4d:missingDataPatterns
    domain_of:
    - MissingDataDocumentation
    range: string
  missing_data_causes:
    name: missing_data_causes
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: Device malfunction, participant non-compliance, technical failures
    description: 'Known or suspected causes of missing data (e.g., sensor failures,
      participant dropout, privacy constraints).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    slot_uri: d4d:missingDataCauses
    domain_of:
    - MissingDataDocumentation
    range: string
  handling_strategy:
    name: handling_strategy
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: Multiple imputation using chained equations (MICE)
    description: 'The primary strategy used to handle missing data (e.g., listwise
      deletion, mean imputation, multiple imputation, flagging with sentinel values).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    slot_uri: d4d:handlingStrategy
    domain_of:
    - MissingDataDocumentation
    range: string

Induced

name: MissingDataDocumentation
description: 'Documentation of missing data in the dataset, including patterns, causes,
  and strategies for handling missing values.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataCollectionMissingData
is_a: DatasetProperty
attributes:
  missing_data_patterns:
    name: missing_data_patterns
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: CGM data missing for 15% of participants (device errors)
    description: 'Description of patterns in missing data (e.g., missing completely
      at random, missing at random, missing not at random).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    slot_uri: d4d:missingDataPatterns
    alias: missing_data_patterns
    owner: MissingDataDocumentation
    domain_of:
    - MissingDataDocumentation
    range: string
  missing_data_causes:
    name: missing_data_causes
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: Device malfunction, participant non-compliance, technical failures
    description: 'Known or suspected causes of missing data (e.g., sensor failures,
      participant dropout, privacy constraints).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    slot_uri: d4d:missingDataCauses
    alias: missing_data_causes
    owner: MissingDataDocumentation
    domain_of:
    - MissingDataDocumentation
    range: string
  handling_strategy:
    name: handling_strategy
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: Multiple imputation using chained equations (MICE)
    description: 'The primary strategy used to handle missing data (e.g., listwise
      deletion, mean imputation, multiple imputation, flagging with sentinel values).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    slot_uri: d4d:handlingStrategy
    alias: handling_strategy
    owner: MissingDataDocumentation
    domain_of:
    - MissingDataDocumentation
    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: MissingDataDocumentation
    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: MissingDataDocumentation
    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: MissingDataDocumentation
    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: MissingDataDocumentation
    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: MissingDataDocumentation
    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: MissingDataDocumentation
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true