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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 : used_software MissingDataDocumentation --> "*" Software : used_software click Software href "../Software/"

Inheritance

Slots

Name Cardinality and Range Description Inheritance
missing_data_patterns *
String		 Description of patterns in missing data (e direct
missing_data_causes *
String		 Known or suspected causes of missing data (e direct
handling_strategy 0..1
String		 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
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
    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
    domain_of:
    - MissingDataDocumentation
    range: string
    multivalued: true
  missing_data_causes:
    name: missing_data_causes
    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
    domain_of:
    - MissingDataDocumentation
    range: string
    multivalued: true
  handling_strategy:
    name: handling_strategy
    description: 'Strategy used to handle missing data (e.g., deletion, imputation,
      flagging, multiple imputation).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/collection
    rank: 1000
    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
    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
    alias: missing_data_patterns
    owner: MissingDataDocumentation
    domain_of:
    - MissingDataDocumentation
    range: string
    multivalued: true
  missing_data_causes:
    name: missing_data_causes
    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
    alias: missing_data_causes
    owner: MissingDataDocumentation
    domain_of:
    - MissingDataDocumentation
    range: string
    multivalued: true
  handling_strategy:
    name: handling_strategy
    description: 'Strategy used to handle missing data (e.g., deletion, imputation,
      flagging, multiple imputation).

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