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Class: SamplingStrategy

Does the dataset contain all possible instances, or is it a sample (not necessarily random) of instances from a larger set? If so, how representative is it?

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URI: data_sheets_schema:SamplingStrategy

classDiagram class SamplingStrategy click SamplingStrategy href "../SamplingStrategy/" DatasetProperty <|-- SamplingStrategy click DatasetProperty href "../DatasetProperty/" SamplingStrategy : description SamplingStrategy : id SamplingStrategy : is_random SamplingStrategy : is_representative SamplingStrategy : is_sample SamplingStrategy : name SamplingStrategy : representative_verification SamplingStrategy : source_data SamplingStrategy : strategies SamplingStrategy : used_software SamplingStrategy --> "*" Software : used_software click Software href "../Software/" SamplingStrategy : why_not_representative

Inheritance

Slots

Name Cardinality and Range Description Inheritance
is_sample *
Boolean		 Indicates whether it is a sample of a larger set direct
is_random *
Boolean		 Indicates whether the sample is random direct
source_data *
String		 Description of the larger set from which the sample was drawn, if any direct
is_representative *
Boolean		 Indicates whether the sample is representative of the larger set direct
representative_verification *
String		 Explanation of how representativeness was validated or verified direct
why_not_representative *
String		 Explanation of why the sample is not representative, if applicable direct
strategies *
String		 Description of the sampling strategy (deterministic, probabilistic, etc direct
used_software *
Software		 What software was used as part of this dataset property? DatasetProperty
id 1
Uriorcurie		 A unique identifier for a thing NamedThing
name 0..1
String		 A human-readable name for a thing NamedThing
description 0..1
String		 A human-readable description for a thing NamedThing

Usages

used by used in type used
Dataset sampling_strategies range SamplingStrategy
DataSubset sampling_strategies range SamplingStrategy
Instance sampling_strategies range SamplingStrategy

Identifier and Mapping Information

Schema Source

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

Mappings

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

LinkML Source

Direct

name: SamplingStrategy
description: 'Does the dataset contain all possible instances, or is it a sample (not
  necessarily random) of instances from a larger set? If so, how representative is
  it?

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  is_sample:
    name: is_sample
    description: Indicates whether it is a sample of a larger set.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: boolean
    multivalued: true
  is_random:
    name: is_random
    description: Indicates whether the sample is random.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: boolean
    multivalued: true
  source_data:
    name: source_data
    description: 'Description of the larger set from which the sample was drawn, if
      any.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  is_representative:
    name: is_representative
    description: 'Indicates whether the sample is representative of the larger set.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: boolean
    multivalued: true
  representative_verification:
    name: representative_verification
    description: 'Explanation of how representativeness was validated or verified.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  why_not_representative:
    name: why_not_representative
    description: 'Explanation of why the sample is not representative, if applicable.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  strategies:
    name: strategies
    description: 'Description of the sampling strategy (deterministic, probabilistic,
      etc.).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true

Induced

name: SamplingStrategy
description: 'Does the dataset contain all possible instances, or is it a sample (not
  necessarily random) of instances from a larger set? If so, how representative is
  it?

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  is_sample:
    name: is_sample
    description: Indicates whether it is a sample of a larger set.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: is_sample
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: boolean
    multivalued: true
  is_random:
    name: is_random
    description: Indicates whether the sample is random.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: is_random
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: boolean
    multivalued: true
  source_data:
    name: source_data
    description: 'Description of the larger set from which the sample was drawn, if
      any.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: source_data
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  is_representative:
    name: is_representative
    description: 'Indicates whether the sample is representative of the larger set.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: is_representative
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: boolean
    multivalued: true
  representative_verification:
    name: representative_verification
    description: 'Explanation of how representativeness was validated or verified.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: representative_verification
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  why_not_representative:
    name: why_not_representative
    description: 'Explanation of why the sample is not representative, if applicable.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: why_not_representative
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  strategies:
    name: strategies
    description: 'Description of the sampling strategy (deterministic, probabilistic,
      etc.).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: strategies
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
    multivalued: true
  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: SamplingStrategy
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
  id:
    name: id
    description: A unique identifier for a thing.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    alias: id
    owner: SamplingStrategy
    domain_of:
    - NamedThing
    range: uriorcurie
    required: true
  name:
    name: name
    description: A human-readable name for a thing.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: SamplingStrategy
    domain_of:
    - NamedThing
    range: string
  description:
    name: description
    description: A human-readable description for a thing.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    rank: 1000
    slot_uri: schema:description
    alias: description
    owner: SamplingStrategy
    domain_of:
    - NamedThing
    - Relationships
    - Splits
    - DataAnomaly
    - Confidentiality
    - Deidentification
    - SensitiveElement
    - InstanceAcquisition
    - CollectionMechanism
    - DataCollector
    - CollectionTimeframe
    - DirectCollection
    - PreprocessingStrategy
    - CleaningStrategy
    - LabelingStrategy
    - RawData
    - ExistingUse
    - UseRepository
    - OtherTask
    - FutureUseImpact
    - DiscouragedUse
    - ThirdPartySharing
    - DistributionFormat
    - DistributionDate
    - Maintainer
    - Erratum
    - UpdatePlan
    - RetentionLimits
    - VersionAccess
    - ExtensionMechanism
    - EthicalReview
    - DataProtectionImpact
    - CollectionNotification
    - CollectionConsent
    - ConsentRevocation
    - LicenseAndUseTerms
    - IPRestrictions
    - ExportControlRegulatoryRestrictions
    range: string