Class: SamplingStrategy

Does the dataset contain all possible instances or is it a sample (not necessarily random) of instances from a larger set? If the dataset is a sample, then what is the larger set? Is the sample representative of the larger set (e.g., geographic coverage)? If so, please describe how this representativeness was validated/verified. If it is not representative of the larger set, please describe why not (e.g., to cover a more diverse range of instances, because instances were withheld or unavailable).

URI: data_sheets_schema:SamplingStrategy

erDiagram SamplingStrategy { stringList is_sample stringList is_random stringList source_data stringList is_representative stringList representative_verification stringList why_not_representative stringList strategies string id string name string description } Software { string version string license string url string id string name string description } SamplingStrategy ||--}o Software : "used_software"

Inheritance

NamedThing
- DatasetProperty
  - SamplingStrategy

Slots

Name	Cardinality and Range	Description	Inheritance
is_sample	0..* String		direct
is_random	0..* String		direct
source_data	0..* String		direct
is_representative	0..* String		direct
representative_verification	0..* String		direct
why_not_representative	0..* String		direct
strategies	0..* String	If the dataset is a sample from a larger set, what was the sampling strategy ...	direct
used_software	0..* Software	What software was used as part of this dataset property?	DatasetProperty
id	1..1 String	the unique name of the dataset	NamedThing
name	0..1 String		NamedThing
description	0..1 String	human readable description of the information	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 the dataset is a sample,
  then what is the larger set? Is the sample representative of the larger set (e.g.,
  geographic coverage)? If so, please describe how this representativeness was validated/verified.
  If it is not representative of the larger set, please describe why not (e.g., to
  cover a more diverse range of instances, because instances were withheld or unavailable).
in_subset:
- Composition
- Collection
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  is_sample:
    name: is_sample
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string
  is_random:
    name: is_random
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string
  source_data:
    name: source_data
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string
  is_representative:
    name: is_representative
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string
  representative_verification:
    name: representative_verification
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string
  why_not_representative:
    name: why_not_representative
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string
  strategies:
    name: strategies
    description: If the dataset is a sample from a larger set, what was the sampling
      strategy (e.g., deterministic, probabilistic with specific sampling probabilities)?
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    range: string

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 the dataset is a sample,
  then what is the larger set? Is the sample representative of the larger set (e.g.,
  geographic coverage)? If so, please describe how this representativeness was validated/verified.
  If it is not representative of the larger set, please describe why not (e.g., to
  cover a more diverse range of instances, because instances were withheld or unavailable).
in_subset:
- Composition
- Collection
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  is_sample:
    name: is_sample
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: is_sample
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
  is_random:
    name: is_random
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: is_random
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
  source_data:
    name: source_data
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: source_data
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
  is_representative:
    name: is_representative
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: is_representative
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
  representative_verification:
    name: representative_verification
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: representative_verification
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
  why_not_representative:
    name: why_not_representative
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: why_not_representative
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    range: string
  strategies:
    name: strategies
    description: If the dataset is a sample from a larger set, what was the sampling
      strategy (e.g., deterministic, probabilistic with specific sampling probabilities)?
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    multivalued: true
    alias: strategies
    owner: SamplingStrategy
    domain_of:
    - SamplingStrategy
    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
    rank: 1000
    multivalued: true
    alias: used_software
    owner: SamplingStrategy
    domain_of:
    - DatasetProperty
    range: Software
  id:
    name: id
    description: the unique name of the dataset
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    exact_mappings:
    - schema:name
    rank: 1000
    slot_uri: dcterms:identifier
    identifier: true
    alias: id
    owner: SamplingStrategy
    domain_of:
    - NamedThing
    - Information
    range: string
    required: true
  name:
    name: name
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: SamplingStrategy
    domain_of:
    - NamedThing
    range: string
  description:
    name: description
    description: human readable description of the information
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema
    rank: 1000
    slot_uri: dcterms:description
    alias: description
    owner: SamplingStrategy
    domain_of:
    - NamedThing
    - Information
    - Relationships
    - Splits
    - DataAnomaly
    - Confidentiality
    - Deidentification
    - SensitiveElement
    - InstanceAcquisition
    - CollectionMechanism
    - DataCollector
    - CollectionTimeframe
    - EthicalReview
    - DirectCollection
    - CollectionNotification
    - CollectionConsent
    - ConsentRevocation
    - DataProtectionImpact
    - PreprocessingStrategy
    - CleaningStrategy
    - LabelingStrategy
    - RawData
    - ExistingUse
    - UseRepository
    - OtherTask
    - FutureUseImpact
    - DiscouragedUse
    - ThirdPartySharing
    - DistributionFormat
    - DistributionDate
    - LicenseAndUseTerms
    - IPRestrictions
    - ExportControlRegulatoryRestrictions
    - Maintainer
    - Erratum
    - UpdatePlan
    - RetentionLimits
    - VersionAccess
    - ExtensionMechanism
    range: string