data-sheets-schema
A LinkML schema for Datasheets for Datasets.
URI: https://w3id.org/bridge2ai/data-sheets-schema
Name: data-sheets-schema
Classes
| Class | Description |
|---|---|
| FormatDialect | Additional format information for a file |
| NamedThing | A generic grouping for any identifiable entity |
| DatasetProperty | Represents a single property of a dataset, or a set of related properties |
| AddressingGap | Was there a specific gap that needed to be filled by creation of the dataset? |
| CleaningStrategy | Was any cleaning of the data done (e |
| CollectionConsent | Did the individuals in question consent to the collection and use of their da... |
| CollectionMechanism | What mechanisms or procedures were used to collect the data (e |
| CollectionNotification | Were the individuals in question notified about the data collection? If so, p... |
| CollectionTimeframe | Over what timeframe was the data collected, and does this timeframe match the... |
| Confidentiality | Does the dataset contain data that might be confidential (e |
| ConsentRevocation | If consent was obtained, were the consenting individuals provided with a mech... |
| ContentWarning | Does the dataset contain any data that might be offensive, insulting, threate... |
| Creator | Who created the dataset (e |
| DataAnomaly | Are there any errors, sources of noise, or redundancies in the dataset? |
| DataCollector | Who was involved in the data collection (e |
| DataProtectionImpact | Has an analysis of the potential impact of the dataset and its use on data su... |
| Deidentification | Is it possible to identify individuals in the dataset, either directly or ind... |
| DirectCollection | Indicates whether the data was collected directly from the individuals in que... |
| DiscouragedUse | Are there tasks for which the dataset should not be used? |
| DistributionDate | When will the dataset be distributed? |
| DistributionFormat | How will the dataset be distributed (e |
| Erratum | Is there an erratum? If so, please provide a link or other access point |
| EthicalReview | Were any ethical or compliance review processes conducted (e |
| ExistingUse | Has the dataset been used for any tasks already? |
| ExportControlRegulatoryRestrictions | Do any export controls or other regulatory restrictions apply to the dataset ... |
| ExtensionMechanism | If others want to extend/augment/build on/contribute to the dataset, is there... |
| ExternalResource | Is the dataset self-contained or does it rely on external resources (e |
| FundingMechanism | Who funded the creation of the dataset? If there is an associated grant, plea... |
| FutureUseImpact | Is there anything about the dataset's composition or collection that might im... |
| HumanSubjectCompensation | Information about compensation or incentives provided to human research parti... |
| HumanSubjectResearch | Information about whether the dataset involves human subjects research and wh... |
| InformedConsent | Details about informed consent procedures used in human subjects research |
| Instance | What do the instances that comprise the dataset represent (e |
| InstanceAcquisition | Describes how data associated with each instance was acquired (e |
| IPRestrictions | Have any third parties imposed IP-based or other restrictions on the data ass... |
| LabelingStrategy | Was any labeling of the data done (e |
| LicenseAndUseTerms | Will the dataset be distributed under a copyright or other IP license, and/or... |
| Maintainer | Who will be supporting/hosting/maintaining the dataset? |
| MissingInfo | Is any information missing from individual instances? (e |
| OtherTask | What other tasks could the dataset be used for? |
| ParticipantPrivacy | Information about privacy protections and anonymization procedures for human ... |
| PreprocessingStrategy | Was any preprocessing of the data done (e |
| Purpose | For what purpose was the dataset created? |
| RawData | Was the “raw” data saved in addition to the preprocessed/cleaned/labeled data... |
| Relationships | Are relationships between individual instances made explicit (e |
| RetentionLimits | If the dataset relates to people, are there applicable limits on the retentio... |
| SamplingStrategy | Does the dataset contain all possible instances, or is it a sample (not neces... |
| SensitiveElement | Does the dataset contain data that might be considered sensitive (e |
| Splits | Are there recommended data splits (e |
| Subpopulation | Does the dataset identify any subpopulations (e |
| Task | Was there a specific task in mind for the dataset's application? |
| ThirdPartySharing | Will the dataset be distributed to third parties outside of the entity (e |
| UpdatePlan | Will the dataset be updated (e |
| UseRepository | Is there a repository that links to any or all papers or systems that use the... |
| VersionAccess | Will older versions of the dataset continue to be supported/hosted/maintained... |
| VulnerablePopulations | Information about protections for vulnerable populations in human subjects re... |
| Grant | The name and/or identifier of the specific mechanism providing monetary suppo... |
| Information | Grouping for datasets and data files |
| Dataset | A single component of related observations and/or information that can be rea... |
| DataSubset | A subset of a dataset, likely containing multiple files of multiple potential... |
| DatasetCollection | A collection of related datasets, likely containing multiple files of multipl... |
| Organization | Represents a group or organization |
| Grantor | The name and/or identifier of the organization providing monetary support or... |
| Person | An individual human being |
| Software | A software program or library |
Slots
| Slot | Description |
|---|---|
| acquisition_methods | |
| addressing_gaps | |
| affiliation | The organization(s) to which the person belongs |
| anomalies | |
| anonymization_method | What methods were used to anonymize or de-identify participant data? Include ... |
| archival | Indication whether official archival versions of external resources are inclu... |
| assent_procedures | For research involving minors, what assent procedures were used? How was deve... |
| bytes | Size of the data in bytes |
| cleaning_strategies | |
| collection_mechanisms | |
| collection_timeframes | |
| comment_prefix | |
| compensation_amount | What was the amount or value of compensation provided? Include currency or eq... |
| compensation_provided | Were participants compensated for their participation? |
| compensation_rationale | What was the rationale for the compensation structure? How was the amount det... |
| compensation_type | What type of compensation was provided (e |
| compression | compression format used, if any |
| confidential_elements | |
| confidential_elements_present | Indicates whether any confidential data elements are present |
| conforms_to | |
| conforms_to_class | |
| conforms_to_schema | |
| consent_documentation | How is consent documented? Include references to consent forms or procedures ... |
| consent_obtained | Was informed consent obtained from all participants? |
| consent_scope | What specific uses did participants consent to? Are there limitations on data... |
| consent_type | What type of consent was obtained (e |
| content_warnings | |
| content_warnings_present | Indicates whether any content warnings are needed |
| counts | How many instances are there in total (of each type, if appropriate)? |
| created_by | |
| created_on | |
| creators | |
| data_collectors | |
| data_linkage | Can this dataset be linked to other datasets in ways that might compromise pa... |
| data_protection_impacts | |
| data_substrate | Type of data (e |
| data_topic | General topic of each instance (e |
| delimiter | |
| description | A human-readable description for a thing |
| dialect | |
| discouraged_uses | |
| distribution | |
| distribution_dates | |
| distribution_formats | |
| doi | digital object identifier |
| double_quote | |
| download_url | URL from which the data can be downloaded |
| The email address of the person | |
| encoding | the character encoding of the data |
| errata | |
| ethical_reviews | |
| ethics_review_board | What ethics review board(s) reviewed this research? Include institution names... |
| existing_uses | |
| extension_mechanism | |
| external_resources | |
| format | The file format, physical medium, or dimensions of a resource |
| funders | |
| future_guarantees | Explanation of any commitments that external resources will remain available ... |
| future_use_impacts | |
| grant | Name/identifier of the specific grant mechanism supporting dataset creation |
| grant_number | The alphanumeric identifier for the grant |
| grantor | Name/identifier of the organization providing monetary or resource support |
| guardian_consent | For participants unable to provide their own consent, how was guardian or sur... |
| hash | hash of the data |
| header | |
| id | A unique identifier for a thing |
| identifiable_elements_present | Indicates whether data subjects can be identified |
| identification | |
| instance_type | Multiple types of instances? (e |
| instances | |
| involves_human_subjects | Does this dataset involve human subjects research? |
| ip_restrictions | |
| irb_approval | Was Institutional Review Board (IRB) approval obtained? Include approval numb... |
| is_data_split | Is this subset a split of the larger dataset, e |
| is_deidentified | |
| is_random | Indicates whether the sample is random |
| is_representative | Indicates whether the sample is representative of the larger set |
| is_sample | Indicates whether it is a sample of a larger set |
| is_subpopulation | Is this subset a subpopulation of the larger dataset, e |
| is_tabular | |
| issued | |
| keywords | |
| label | Is there a label or target associated with each instance? |
| label_description | If labeled, what pattern or format do labels follow? |
| labeling_strategies | |
| language | language in which the information is expressed |
| last_updated_on | |
| license | |
| license_and_use_terms | |
| maintainers | |
| md5 | md5 hash of the data |
| media_type | The media type of the data |
| missing | Description of the missing data fields or elements |
| missing_information | References to one or more MissingInfo objects describing missing data |
| modified_by | |
| name | A human-readable name for a thing |
| other_tasks | |
| page | |
| path | |
| preprocessing_strategies | |
| principal_investigator | A key individual (Principal Investigator) responsible for or overseeing datas... |
| privacy_techniques | What privacy-preserving techniques were applied (e |
| profile | The frictionless data profile to which the data conforms |
| publisher | |
| purposes | |
| quote_char | |
| raw_sources | |
| regulatory_compliance | What regulatory frameworks govern this human subjects research (e |
| regulatory_restrictions | |
| reidentification_risk | What is the assessed risk of re-identification? What measures were taken to m... |
| representative_verification | Explanation of how representativeness was validated or verified |
| resources | |
| response | Short explanation describing the primary purpose of creating the dataset |
| restrictions | Description of any restrictions or fees associated with external resources |
| retention_limit | |
| sampling_strategies | |
| sensitive_elements | |
| sensitive_elements_present | Indicates whether sensitive data elements are present |
| sha256 | sha256 hash of the data |
| source_data | Description of the larger set from which the sample was drawn, if any |
| special_populations | Does the research involve any special populations that require additional pro... |
| special_protections | What additional protections were implemented for vulnerable populations? Incl... |
| status | |
| strategies | Description of the sampling strategy (deterministic, probabilistic, etc |
| subpopulation_elements_present | Indicates whether any subpopulations are explicitly identified |
| subpopulations | |
| subsets | |
| tasks | |
| themes | Themes associated with the data |
| title | the official title of the element |
| updates | |
| url | |
| use_repository | |
| used_software | What software was used as part of this dataset property? |
| version | |
| version_access | |
| vulnerable_groups_included | Are any vulnerable populations included (e |
| warnings | |
| was_derived_from | |
| was_directly_observed | Whether the data was directly observed |
| was_inferred_derived | Whether the data was inferred or derived from other data |
| was_reported_by_subjects | Whether the data was reported directly by the subjects themselves |
| was_validated_verified | Whether the data was validated or verified in any way |
| why_missing | Explanation of why each piece of data is missing |
| why_not_representative | Explanation of why the sample is not representative, if applicable |
| withdrawal_mechanism | How can participants withdraw their consent? What procedures are in place for... |
Enumerations
| Enumeration | Description |
|---|---|
| Boolean | |
| CompressionEnum | |
| CreatorOrMaintainerEnum | |
| EncodingEnum | |
| FormatEnum | |
| MediaTypeEnum |
Types
| Type | Description |
|---|---|
| Boolean | A binary (true or false) value |
| Curie | a compact URI |
| Date | a date (year, month and day) in an idealized calendar |
| DateOrDatetime | Either a date or a datetime |
| Datetime | The combination of a date and time |
| Decimal | A real number with arbitrary precision that conforms to the xsd:decimal speci... |
| Double | A real number that conforms to the xsd:double specification |
| Float | A real number that conforms to the xsd:float specification |
| Integer | An integer |
| Jsonpath | A string encoding a JSON Path |
| Jsonpointer | A string encoding a JSON Pointer |
| Ncname | Prefix part of CURIE |
| Nodeidentifier | A URI, CURIE or BNODE that represents a node in a model |
| Objectidentifier | A URI or CURIE that represents an object in the model |
| Sparqlpath | A string encoding a SPARQL Property Path |
| String | A character string |
| Time | A time object represents a (local) time of day, independent of any particular... |
| Uri | a complete URI |
| Uriorcurie | a URI or a CURIE |
Subsets
| Subset | Description |
|---|---|
| Collection | The questions in this section are designed to elicit information that may hel... |
| Composition | The questions in this section are intended to provide dataset consumers with ... |
| DataGovernance | The questions in this section relate to how the dataset is governed: how it i... |
| Distribution | The questions in this section pertain to dataset distribution |
| Ethics | The questions in this section address ethical and data-protection concerns, i... |
| Maintenance | The questions in this section are intended to encourage dataset creators to p... |
| Motivation | The questions in this section are primarily intended to encourage dataset cre... |
| Preprocessing-Cleaning-Labeling | The questions in this section are intended to provide dataset consumers with ... |
| Uses | The questions in this section are intended to encourage dataset creators to r... |