@prefix dcterms: .
@prefix dqf: .
@prefix linkml: .
@prefix owl: .
@prefix pav: .
@prefix rdf: .
@prefix rdfs: .
@prefix skos: .
@prefix xsd: .
a owl:Ontology ;
rdfs:label "data-quality-framework" ;
dcterms:license "CC BY-NC 4.0" ;
dcterms:title "CE-RISE Data Quality Framework Data Model" ;
pav:version "0.0.3" ;
skos:definition """Cross-cutting utility data model for documenting data quality assessments, pedigree scores, diagnostics, remediation actions, provenance, and data-quality-derived uncertainty metadata for CE-RISE Digital Product Passport and Digital Material Passport data models.
""" .
dqf:DataQualityFramework a owl:Class ;
rdfs:label "DataQualityFramework" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:allValuesFrom dqf:QualityDiagnostic ;
owl:onProperty dqf:quality_diagnostics ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataQualityProfile ;
owl:onProperty dqf:data_quality_profiles ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_aggregations ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_metrics ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_profiles ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_assessments ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityCriterionAssessment ;
owl:onProperty dqf:criterion_assessments ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityAggregation ;
owl:onProperty dqf:quality_aggregations ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_references ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataQualityEvidenceReference ;
owl:onProperty dqf:data_quality_evidence_references ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:RemediationAction ;
owl:onProperty dqf:remediation_actions ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translations ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_actions ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataQualityAssessment ;
owl:onProperty dqf:data_quality_assessments ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityMetric ;
owl:onProperty dqf:quality_metrics ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityIssue ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataCharacterization ;
owl:onProperty dqf:data_characterizations ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_characterizations ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_diagnostics ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_assessments ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:UncertaintyTranslation ;
owl:onProperty dqf:uncertainty_translations ] ;
skos:definition "Root container for data quality assessments and supporting records" ;
skos:exactMatch dqf:dataQualityFramework ;
skos:inScheme dqf: ;
dqf:sql_identifier "dqf_root" .
a owl:Class ;
rdfs:label "component" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Component, subsystem, product part, or process group" .
a owl:Class ;
rdfs:label "dataset" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Dataset or data source" .
a owl:Class ;
rdfs:label "indicator" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Derived indicator, score, or model output" .
a owl:Class ;
rdfs:label "input_quantity" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Input quantity or parameter" .
a owl:Class ;
rdfs:label "material" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Material-level aggregation" .
a owl:Class ;
rdfs:label "model" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Model, calculation workflow, or assessment" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Other aggregation level" .
a owl:Class ;
rdfs:label "portfolio" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Portfolio, batch, or group-level aggregation" .
a owl:Class ;
rdfs:label "product" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Product-level aggregation" .
a owl:Class ;
rdfs:label "record" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Record, object, or passport entry" .
a owl:Class ;
rdfs:label "value" ;
rdfs:subClassOf dqf:AggregationLevelEnum ;
skos:definition "Single value or field" .
a owl:Class ;
rdfs:label "arithmetic_mean" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Arithmetic mean" .
a owl:Class ;
rdfs:label "custom" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Custom aggregation method" .
a owl:Class ;
rdfs:label "expert_judgement" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Expert judgement aggregation" .
a owl:Class ;
rdfs:label "geometric_mean" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Geometric mean" .
a owl:Class ;
rdfs:label "hierarchical" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Hierarchical aggregation from inputs to profiles to overall indicators" .
a owl:Class ;
rdfs:label "maximum_risk" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Maximum risk or most severe issue determines the aggregate" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Aggregation method has not been evaluated" .
a owl:Class ;
rdfs:label "rule_based" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Rule-based aggregation, such as green/orange/red decision rules" .
a owl:Class ;
rdfs:label "weighted_mean" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Weighted arithmetic mean" .
a owl:Class ;
rdfs:label "worst_score" ;
rdfs:subClassOf dqf:AggregationMethodEnum ;
skos:definition "Overall score is determined by the worst criterion or limiting factor" .
a owl:Class ;
rdfs:label "active" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment is currently active" .
a owl:Class ;
rdfs:label "draft" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment is being prepared" .
a owl:Class ;
rdfs:label "expired" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment is no longer valid" .
a owl:Class ;
rdfs:label "partial" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment is partially documented or partially verified" .
a owl:Class ;
rdfs:label "reviewed" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment has been reviewed" .
a owl:Class ;
rdfs:label "superseded" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment has been superseded" .
a owl:Class ;
rdfs:label "unavailable" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment status is unavailable" .
a owl:Class ;
rdfs:label "verified" ;
rdfs:subClassOf dqf:AssessmentStatusEnum ;
skos:definition "Assessment has been verified against supporting evidence" .
a owl:Class ;
rdfs:label "high" ;
rdfs:subClassOf dqf:ConfidenceLevelEnum ;
skos:definition "High confidence" .
a owl:Class ;
rdfs:label "low" ;
rdfs:subClassOf dqf:ConfidenceLevelEnum ;
skos:definition "Low confidence" .
a owl:Class ;
rdfs:label "medium" ;
rdfs:subClassOf dqf:ConfidenceLevelEnum ;
skos:definition "Medium confidence" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:ConfidenceLevelEnum ;
skos:definition "Confidence has not been evaluated" .
a owl:Class ;
rdfs:label "very_low" ;
rdfs:subClassOf dqf:ConfidenceLevelEnum ;
skos:definition "Very low confidence" .
dqf:DataQualityAssessment a owl:Class ;
rdfs:label "DataQualityAssessment" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_applies_to_class_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:AssessmentStatusEnum ;
owl:onProperty dqf:data_quality_assessment_status_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:assessment_purpose_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:intended_use_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:intended_use_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_applies_to_value_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_applies_to_model_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:dateTime ;
owl:onProperty dqf:data_quality_assessment_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_applies_to_record_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:assessor_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_characterization ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_assessment_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_assessment_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:fitness_for_purpose_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_standards_applied_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_applies_to_slot_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataCharacterization ;
owl:onProperty dqf:data_characterization ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:FitnessForPurposeEnum ;
owl:onProperty dqf:fitness_for_purpose_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_applies_to_class_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_traceability_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_assessment_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:intended_use_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_applies_to_value_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_standards_applied_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataQualityAssessmentTypeEnum ;
owl:onProperty dqf:data_quality_assessment_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:assessment_purpose_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_standards_applied_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityDiagnostic ;
owl:onProperty dqf:quality_diagnostics ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_applies_to_value_path_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_assessment_label_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_applies_to_value_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_applies_to_record_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_assessment_status_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityIssue ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:fitness_for_purpose_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_profile ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:assessment_notes_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_traceability_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_actions ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_traceability_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_applies_to_record_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_applies_to_value_path_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_applies_to_slot_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_assessment_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:assessment_notes_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_assessment_label_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_applies_to_class_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_characterization ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_assessment_label_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:assessor_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_assessment_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:assessment_purpose_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_assessment_status_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_profile ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:RemediationAction ;
owl:onProperty dqf:remediation_actions ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_diagnostics ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:assessment_notes_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_assessment_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_assessment_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_applies_to_slot_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_applies_to_model_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_applies_to_model_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataQualityProfile ;
owl:onProperty dqf:data_quality_profile ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:UncertaintyTranslation ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_applies_to_value_path_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:assessor_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_translation ] ;
skos:definition "Reusable assessment describing the quality, fitness for purpose, diagnostics, and improvement needs of data used by CE-RISE models" ;
skos:exactMatch dqf:dataQualityAssessment ;
skos:inScheme dqf: ;
skos:note "Designed as the main integration point for other CE-RISE data models.",
"Other models may either embed this class or point to it through data_quality_assessment_identifier_value." ;
dqf:references "CE-RISE D2.4; W3C Data Quality Vocabulary; PROV-O; NUSAP; IPCC data quality guidance; ISO 14044; ISO 8000; ISO 9001" ;
dqf:sql_identifier "dqf_assessment" .
a owl:Class ;
rdfs:label "composite_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment aggregating multiple lower-level assessments" .
a owl:Class ;
rdfs:label "dataset_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of a dataset or data source" .
a owl:Class ;
rdfs:label "evidence_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of evidence quality" .
a owl:Class ;
rdfs:label "indicator_input_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of an input used to compute an indicator" .
a owl:Class ;
rdfs:label "indicator_output_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of a derived indicator, score, or model output" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Data quality has not been evaluated" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Other data quality assessment type" .
a owl:Class ;
rdfs:label "process_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of a data generation, collection, or processing process" .
a owl:Class ;
rdfs:label "record_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of a record, object, or passport entry" .
a owl:Class ;
rdfs:label "value_assessment" ;
rdfs:subClassOf dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Assessment of a specific value or field" .
dqf:DataQualityEvidenceReference a owl:Class ;
rdfs:label "DataQualityEvidenceReference" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_description_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_url_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:date ;
owl:onProperty dqf:data_quality_evidence_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:anyURI ;
owl:onProperty dqf:data_quality_evidence_url_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_version_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_url_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_type_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataQualityEvidenceTypeEnum ;
owl:onProperty dqf:data_quality_evidence_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_date_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_provider_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_version_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_provider_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_description_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_version_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_provider_value ] ;
skos:definition "Supporting evidence record for a data quality assessment, score, diagnostic, issue, remediation action, uncertainty translation, or aggregation" ;
skos:exactMatch dqf:evidenceReference ;
skos:inScheme dqf: ;
dqf:sql_identifier "dqf_evidence_reference" .
a owl:Class ;
rdfs:label "calibration_certificate" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Calibration certificate or measurement-system evidence" .
a owl:Class ;
rdfs:label "data_profile" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Data profiling output" .
a owl:Class ;
rdfs:label "dataset_snapshot" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Dataset snapshot, extract, or versioned source" .
a owl:Class ;
rdfs:label "diagnostic_report" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Diagnostic report or quality check output" .
a owl:Class ;
rdfs:label "harmonization_log" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Harmonization, mapping, coding, or unit conversion log" .
a owl:Class ;
rdfs:label "metadata_record" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Metadata record, data dictionary, or schema documentation" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Other evidence type" .
a owl:Class ;
rdfs:label "provenance_record" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Provenance or lineage record" .
a owl:Class ;
rdfs:label "remediation_record" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Remediation, mitigation, or improvement record" .
a owl:Class ;
rdfs:label "standard_or_protocol" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Standard, protocol, guide, or procedure document" .
a owl:Class ;
rdfs:label "supplier_declaration" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Supplier declaration or third-party declaration" .
a owl:Class ;
rdfs:label "traceability_record" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Metrological traceability record" .
a owl:Class ;
rdfs:label "validation_report" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Validation, verification, or qualification report" .
a owl:Class ;
rdfs:label "workflow_record" ;
rdfs:subClassOf dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Notebook, workflow, script, configuration, or reproducibility record" .
a owl:Class ;
rdfs:label "administrative_record" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Administrative, operational, or management system record" .
a owl:Class ;
rdfs:label "calculation_or_model" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Calculation, simulation, or model output" .
a owl:Class ;
rdfs:label "database" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Database, inventory, registry, or factor set" .
a owl:Class ;
rdfs:label "direct_measurement" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Direct measurement or observation" .
a owl:Class ;
rdfs:label "expert_judgement" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Expert judgement or elicitation" .
a owl:Class ;
rdfs:label "laboratory_test" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Laboratory test or analytical result" .
a owl:Class ;
rdfs:label "literature" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Literature, report, publication, or secondary source" .
a owl:Class ;
rdfs:label "mixed" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Mixed source types" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Other source type" .
a owl:Class ;
rdfs:label "sensor_or_iot" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Sensor, IoT, telemetry, or monitoring source" .
a owl:Class ;
rdfs:label "supplier_declaration" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Supplier declaration or provided data" .
a owl:Class ;
rdfs:label "survey_or_interview" ;
rdfs:subClassOf dqf:DataSourceTypeEnum ;
skos:definition "Survey, interview, focus group, or qualitative source" .
a owl:Class ;
rdfs:label "boolean" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Boolean or binary data" .
a owl:Class ;
rdfs:label "categorical" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Categorical data" .
a owl:Class ;
rdfs:label "geospatial" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Geospatial data" .
a owl:Class ;
rdfs:label "mixed" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Mixed data types" .
a owl:Class ;
rdfs:label "modelled" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Modelled, calculated, or simulated data" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Other data type" .
a owl:Class ;
rdfs:label "qualitative" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Qualitative observations, narratives, claims, or interpretations" .
a owl:Class ;
rdfs:label "quantitative" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Quantitative numerical data" .
a owl:Class ;
rdfs:label "semi_quantitative" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Semi-quantitative scores, categories, scales, or ratings" .
a owl:Class ;
rdfs:label "time_series" ;
rdfs:subClassOf dqf:DataTypeEnum ;
skos:definition "Time-series data" .
a owl:Class ;
rdfs:label "comprehensive_profiling" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Comprehensive profiling of records, fields, distributions, and metadata" .
a owl:Class ;
rdfs:label "distributional_alignment" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Distributional alignment, benchmark comparison, or drift detection" .
a owl:Class ;
rdfs:label "impact_sensitivity" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Impact quantification or sensitivity analysis" .
a owl:Class ;
rdfs:label "missing_data_analysis" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Missing-data characterization and mechanism analysis" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Other diagnostic type" .
a owl:Class ;
rdfs:label "provenance_correlation" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Provenance correlation and causal inference" .
a owl:Class ;
rdfs:label "relational_integrity_validation" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Foreign key, hierarchy, component sum, and relational consistency validation" .
a owl:Class ;
rdfs:label "reproducibility_check" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Implementation reproducibility or workflow rerun check" .
a owl:Class ;
rdfs:label "scoring_rule_check" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Scoring model and decision rule check" .
a owl:Class ;
rdfs:label "semantic_unit_consistency" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Semantic, unit, coding, or label consistency verification" .
a owl:Class ;
rdfs:label "structural_integrity_validation" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Schema, key, type, and structural integrity validation" .
a owl:Class ;
rdfs:label "temporal_spatial_alignment" ;
rdfs:subClassOf dqf:DiagnosticTypeEnum ;
skos:definition "Temporal or spatial alignment verification" .
a owl:Class ;
rdfs:label "exploratory_only" ;
rdfs:subClassOf dqf:FitnessForPurposeEnum ;
skos:definition "Data are suitable for exploratory or preliminary use only" .
a owl:Class ;
rdfs:label "fit" ;
rdfs:subClassOf dqf:FitnessForPurposeEnum ;
skos:definition "Data are fit for the stated purpose" .
a owl:Class ;
rdfs:label "fit_with_conditions" ;
rdfs:subClassOf dqf:FitnessForPurposeEnum ;
skos:definition "Data are fit only under stated conditions, limitations, or treatments" .
a owl:Class ;
rdfs:label "insufficient_information" ;
rdfs:subClassOf dqf:FitnessForPurposeEnum ;
skos:definition "There is insufficient information to judge fitness" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:FitnessForPurposeEnum ;
skos:definition "Fitness for purpose has not been evaluated" .
a owl:Class ;
rdfs:label "not_fit" ;
rdfs:subClassOf dqf:FitnessForPurposeEnum ;
skos:definition "Data are not fit for the stated purpose" .
a owl:Class ;
rdfs:label "accepted_risk" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue remains but has been accepted with documented risk" .
a owl:Class ;
rdfs:label "closed" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue is closed" .
a owl:Class ;
rdfs:label "mitigated" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue has been mitigated but not fully resolved" .
a owl:Class ;
rdfs:label "open" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue is open" .
a owl:Class ;
rdfs:label "remediated" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue has been remediated" .
a owl:Class ;
rdfs:label "superseded" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue has been superseded" .
a owl:Class ;
rdfs:label "under_review" ;
rdfs:subClassOf dqf:IssueStatusEnum ;
skos:definition "Issue is under review" .
a owl:Class ;
rdfs:label "high" ;
rdfs:subClassOf dqf:PriorityEnum ;
skos:definition "High priority" .
a owl:Class ;
rdfs:label "low" ;
rdfs:subClassOf dqf:PriorityEnum ;
skos:definition "Low priority" .
a owl:Class ;
rdfs:label "medium" ;
rdfs:subClassOf dqf:PriorityEnum ;
skos:definition "Medium priority" .
a owl:Class ;
rdfs:label "not_assigned" ;
rdfs:subClassOf dqf:PriorityEnum ;
skos:definition "Priority has not been assigned" .
a owl:Class ;
rdfs:label "urgent" ;
rdfs:subClassOf dqf:PriorityEnum ;
skos:definition "Urgent priority" .
dqf:QualityAggregation a owl:Class ;
rdfs:label "QualityAggregation" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_weights_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:aggregation_input_references_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:aggregation_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_level_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:aggregation_rationale_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:aggregation_weights_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_rationale_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_level_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:aggregation_output_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:AggregationLevelEnum ;
owl:onProperty dqf:aggregation_level_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_rationale_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_weights_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_input_references_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_output_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:AggregationMethodEnum ;
owl:onProperty dqf:aggregation_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_output_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_input_references_value ] ;
skos:definition "Aggregation of assessments, profiles, criterion scores, metrics, or uncertainty translations across values, records, datasets, or indicators" ;
skos:exactMatch dqf:qualityAggregation ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4; W3C Data Quality Vocabulary" ;
dqf:sql_identifier "dqf_aggregation_record" .
a owl:Class ;
rdfs:label "accuracy" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Closeness to true values, intended meanings, or accepted references" .
a owl:Class ;
rdfs:label "completeness" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Extent to which required data, metadata, coverage, or contextual factors are present" .
a owl:Class ;
rdfs:label "consistency" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Internal coherence and stability across sources, contexts, units, definitions, coders, or time" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Other quality criterion" .
a owl:Class ;
rdfs:label "precision" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Repeatability, variability, or dispersion of repeated observations" .
a owl:Class ;
rdfs:label "provenance" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Quality and auditability of origin, custody, and processing history" .
a owl:Class ;
rdfs:label "representativeness" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Degree to which data represent the target population, technology, geography, or time period" .
a owl:Class ;
rdfs:label "reproducibility" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Degree to which the result can be reproduced from documented data and workflows" .
a owl:Class ;
rdfs:label "timeliness" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Temporal relevance, currency, update cadence, and version suitability" .
a owl:Class ;
rdfs:label "transparency" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Degree to which methods, assumptions, provenance, and transformations are visible" .
a owl:Class ;
rdfs:label "validity" ;
rdfs:subClassOf dqf:QualityCriterionEnum ;
skos:definition "Appropriateness of the data for the intended purpose or construct" .
a owl:Class ;
rdfs:label "green_proceed" ;
rdfs:subClassOf dqf:QualityFlagEnum ;
skos:definition "Proceed; criteria are acceptable for the intended purpose" .
a owl:Class ;
rdfs:label "grey_not_evaluated" ;
rdfs:subClassOf dqf:QualityFlagEnum ;
skos:definition "No decision flag because quality has not been evaluated" .
a owl:Class ;
rdfs:label "orange_review" ;
rdfs:subClassOf dqf:QualityFlagEnum ;
skos:definition "Review; one or more criteria require scrutiny, treatment, or caveats" .
a owl:Class ;
rdfs:label "red_reject" ;
rdfs:subClassOf dqf:QualityFlagEnum ;
skos:definition "Reject or pause; severe issue makes the data unsuitable without remediation" .
a owl:Class ;
rdfs:label "bias" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Known or suspected systematic bias" .
a owl:Class ;
rdfs:label "boundary_mismatch" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "System boundary, scope, scenario, or model mismatch" .
a owl:Class ;
rdfs:label "calibration_gap" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Missing, expired, or inadequate calibration or traceability evidence" .
a owl:Class ;
rdfs:label "coding_mismatch" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Coding, category, definition, or harmonization mismatch" .
a owl:Class ;
rdfs:label "duplicate_or_conflict" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Duplicate, contradiction, unresolved conflict, or inconsistent record" .
a owl:Class ;
rdfs:label "invalid_value" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Invalid value, failed range check, or failed rule" .
a owl:Class ;
rdfs:label "method_mismatch" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Method mismatch or insufficient procedural fidelity" .
a owl:Class ;
rdfs:label "missingness" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Missing values, missing metadata, or incomplete coverage" .
a owl:Class ;
rdfs:label "non_representativeness" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Sampling, source, geographic, temporal, technological, or population representativeness issue" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Other quality issue type" .
a owl:Class ;
rdfs:label "outlier_or_anomaly" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Outlier, anomaly, discontinuity, or drift finding" .
a owl:Class ;
rdfs:label "provenance_gap" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Missing, incomplete, or unverifiable provenance" .
a owl:Class ;
rdfs:label "schema_drift" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Schema drift, unexpected structure, or incompatible data contract" .
a owl:Class ;
rdfs:label "timeliness_deficit" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Outdated, stale, provisional, or insufficiently versioned data" .
a owl:Class ;
rdfs:label "unit_mismatch" ;
rdfs:subClassOf dqf:QualityIssueTypeEnum ;
skos:definition "Unit mismatch, conversion issue, or scale inconsistency" .
a owl:Class ;
rdfs:label "not_applicable" ;
rdfs:subClassOf dqf:QualityScoreEnum ;
skos:definition "Score is not applicable" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:QualityScoreEnum ;
skos:definition "Score has not been evaluated" .
a owl:Class ;
rdfs:label "score_1_very_reliable" ;
rdfs:subClassOf dqf:QualityScoreEnum ;
skos:definition "Score 1: very reliable; data meet the highest standards with minimal limitations" .
a owl:Class ;
rdfs:label "score_2_reliable" ;
rdfs:subClassOf dqf:QualityScoreEnum ;
skos:definition "Score 2: reliable; data have minor limitations but remain fit for most purposes" .
a owl:Class ;
rdfs:label "score_3_unreliable" ;
rdfs:subClassOf dqf:QualityScoreEnum ;
skos:definition "Score 3: unreliable; substantial limitations require caution and remediation" .
a owl:Class ;
rdfs:label "score_4_dubious" ;
rdfs:subClassOf dqf:QualityScoreEnum ;
skos:definition "Score 4: dubious; severe flaws make data unsuitable for formal decisions without remediation" .
a owl:Class ;
rdfs:label "data_contract_enforcement" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Enforce schema, unit, encoding, or semantic data contracts" .
a owl:Class ;
rdfs:label "governance_agreement" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Create or update governance, access, data sharing, or reporting agreement" .
a owl:Class ;
rdfs:label "imputation" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Apply missing-data treatment or imputation" .
a owl:Class ;
rdfs:label "metadata_completion" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Complete missing metadata, provenance, or evidence" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Other remediation action type" .
a owl:Class ;
rdfs:label "quarantine" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Quarantine affected records, fields, or components" .
a owl:Class ;
rdfs:label "recalibration" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Recalibrate instrument, method, model, rating, or scale" .
a owl:Class ;
rdfs:label "rejection" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Reject data for the intended purpose" .
a owl:Class ;
rdfs:label "reweighting" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Apply reweighting, propensity adjustment, or post-stratification" .
a owl:Class ;
rdfs:label "sampling_redesign" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Redesign sampling, sourcing, or coverage strategy" .
a owl:Class ;
rdfs:label "source_refresh" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Refresh outdated source data or update versions" .
a owl:Class ;
rdfs:label "uncertainty_inflation" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Increase uncertainty or apply uncertainty factors to contain risk" .
a owl:Class ;
rdfs:label "unit_canonicalization" ;
rdfs:subClassOf dqf:RemediationActionTypeEnum ;
skos:definition "Canonicalize units, labels, codes, or categories" .
a owl:Class ;
rdfs:label "cancelled" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action has been cancelled" .
a owl:Class ;
rdfs:label "completed" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action is completed" .
a owl:Class ;
rdfs:label "deferred" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action has been deferred" .
a owl:Class ;
rdfs:label "in_progress" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action is in progress" .
a owl:Class ;
rdfs:label "not_applicable" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action is not applicable" .
a owl:Class ;
rdfs:label "planned" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action has been planned" .
a owl:Class ;
rdfs:label "proposed" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action has been proposed" .
a owl:Class ;
rdfs:label "verified" ;
rdfs:subClassOf dqf:RemediationStatusEnum ;
skos:definition "Action has been verified" .
a owl:Class ;
rdfs:label "critical" ;
rdfs:subClassOf dqf:SeverityEnum ;
skos:definition "Critical severity" .
a owl:Class ;
rdfs:label "high" ;
rdfs:subClassOf dqf:SeverityEnum ;
skos:definition "High severity" .
a owl:Class ;
rdfs:label "low" ;
rdfs:subClassOf dqf:SeverityEnum ;
skos:definition "Low severity" .
a owl:Class ;
rdfs:label "moderate" ;
rdfs:subClassOf dqf:SeverityEnum ;
skos:definition "Moderate severity" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:SeverityEnum ;
skos:definition "Severity has not been evaluated" .
a owl:Class ;
rdfs:label "cv_lookup" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Lookup from quality score to coefficient of variation range" .
a owl:Class ;
rdfs:label "direct_cv" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Directly assigned coefficient of variation" .
a owl:Class ;
rdfs:label "direct_uf" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Directly assigned uncertainty factor" .
a owl:Class ;
rdfs:label "expert_judgement" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Expert judgement or elicitation" .
a owl:Class ;
rdfs:label "lognormal_uf" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Uncertainty factor interpreted on a lognormal scale" .
a owl:Class ;
rdfs:label "monte_carlo" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Monte Carlo simulation using data-quality-derived inputs" .
a owl:Class ;
rdfs:label "not_evaluated" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Translation has not been evaluated" .
a owl:Class ;
rdfs:label "other" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Other uncertainty translation method" .
a owl:Class ;
rdfs:label "sensitivity_analysis" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Sensitivity analysis used to translate data quality into uncertainty" .
a owl:Class ;
rdfs:label "uf_lookup" ;
rdfs:subClassOf dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Lookup from quality score to uncertainty factor" .
dqf:data_characterizations a owl:ObjectProperty ;
rdfs:label "data_characterizations" ;
rdfs:range dqf:DataCharacterization ;
skos:definition "Data characterization records available for reuse by one or more assessments" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:dataCharacterization" ;
dqf:sql_identifier "dqf_data_characterizations" .
dqf:data_quality_assessments a owl:ObjectProperty ;
rdfs:label "data_quality_assessments" ;
rdfs:range dqf:DataQualityAssessment ;
skos:definition "Reusable data quality assessments that can be embedded or referenced by other CE-RISE data models" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:dataQualityAssessment" ;
dqf:sql_identifier "dqf_data_quality_assessments" .
dqf:data_quality_evidence_references a owl:ObjectProperty ;
rdfs:label "data_quality_evidence_references" ;
rdfs:range dqf:DataQualityEvidenceReference ;
skos:definition "Evidence records referenced by the data quality framework" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:evidenceReference" ;
dqf:sql_identifier "dqf_evidence_references" .
dqf:data_quality_profiles a owl:ObjectProperty ;
rdfs:label "data_quality_profiles" ;
rdfs:range dqf:DataQualityProfile ;
skos:definition "Data quality profiles available for reuse by one or more assessments" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:dataQualityProfile" ;
dqf:sql_identifier "dqf_data_quality_profiles" .
dqf:quality_aggregations a owl:ObjectProperty ;
rdfs:label "quality_aggregations" ;
rdfs:range dqf:QualityAggregation ;
skos:definition "Aggregations of data quality assessments, profiles, criteria, metrics, or uncertainty translations" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:qualityAggregation" ;
dqf:sql_identifier "dqf_quality_aggregations" .
dqf:uncertainty_translations a owl:ObjectProperty ;
rdfs:label "uncertainty_translations" ;
rdfs:range dqf:UncertaintyTranslation ;
skos:definition "Translations from data quality scores to uncertainty information" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:uncertaintyTranslation" ;
dqf:sql_identifier "dqf_uncertainty_translations" .
dqf:QualityCriterionAssessment a owl:Class ;
rdfs:label "QualityCriterionAssessment" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_type_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityCriterionEnum ;
owl:onProperty dqf:criterion_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_threshold_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_impact_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:UncertaintyTranslation ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_impact_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_weight_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_assessment_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_score_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:criterion_impact_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityMetric ;
owl:onProperty dqf:quality_metrics ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityIssue ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_metrics ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_score_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_weight_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_numeric_score_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_rationale_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_metric_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:criterion_assessment_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:criterion_metric_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_metric_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:criterion_numeric_score_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_rationale_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:criterion_threshold_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_numeric_score_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_threshold_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:criterion_rationale_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:criterion_assessment_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityScoreEnum ;
owl:onProperty dqf:criterion_score_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:criterion_weight_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ] ;
skos:definition "Criterion-level assessment for a data quality dimension such as validity, accuracy, consistency, timeliness, or completeness" ;
skos:exactMatch dqf:qualityCriterionAssessment ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4; NUSAP; W3C Data Quality Vocabulary" ;
dqf:sql_identifier "dqf_criterion_assessment_record" .
dqf:QualityDiagnostic a owl:Class ;
rdfs:label "QualityDiagnostic" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:diagnostic_cause_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:expectation_specification_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityMetric ;
owl:onProperty dqf:quality_metrics ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_run_timestamp_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:dateTime ;
owl:onProperty dqf:diagnostic_run_timestamp_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:expectation_specification_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_reproducibility_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:diagnostic_software_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_cause_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_software_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_impact_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_run_timestamp_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_reproducibility_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityIssue ;
owl:onProperty dqf:quality_issues ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_impact_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:observed_deviation_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:expectation_specification_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:observed_deviation_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:diagnostic_method_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_severity_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DiagnosticTypeEnum ;
owl:onProperty dqf:diagnostic_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_metrics ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:observed_deviation_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_software_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_type_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:SeverityEnum ;
owl:onProperty dqf:diagnostic_severity_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_severity_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:diagnostic_type_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:diagnostic_impact_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:diagnostic_cause_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:diagnostic_reproducibility_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:diagnostic_identifier_value ] ;
skos:definition "Diagnostic run or analysis that compares data against expectations, detects deviations, infers causes, and estimates impact" ;
skos:exactMatch dqf:qualityDiagnostic ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4; W3C Data Quality Vocabulary; PROV-O" ;
dqf:sql_identifier "dqf_diagnostic" .
dqf:aggregation_identifier_value a owl:DatatypeProperty ;
rdfs:label "aggregation_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for an aggregation of data quality assessments, profiles, criteria, metrics, or uncertainty translations" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_aggregation_identifier" .
dqf:aggregation_input_references_value a owl:DatatypeProperty ;
rdfs:label "aggregation_input_references_value" ;
rdfs:range xsd:string ;
skos:definition "References to the input assessments, profiles, criteria, metrics, or data sources used in the aggregation" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:wasDerivedFrom" ;
dqf:sql_identifier "dqf_aggregation_input_references" .
dqf:aggregation_level_value a owl:ObjectProperty ;
rdfs:label "aggregation_level_value" ;
rdfs:range dqf:AggregationLevelEnum ;
skos:definition "Level at which aggregation is performed" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_aggregation_level" .
dqf:aggregation_output_reference_value a owl:DatatypeProperty ;
rdfs:label "aggregation_output_reference_value" ;
rdfs:range xsd:string ;
skos:definition "Reference to the output assessment, profile, score, uncertainty translation, or decision produced by the aggregation" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:generated" ;
dqf:sql_identifier "dqf_aggregation_output_reference" .
dqf:aggregation_rationale_value a owl:DatatypeProperty ;
rdfs:label "aggregation_rationale_value" ;
rdfs:range xsd:string ;
skos:definition "Rationale for the aggregation method and weighting choices" ;
skos:inScheme dqf: ;
dqf:owl.filler "skos:note" ;
dqf:sql_identifier "dqf_aggregation_rationale" .
dqf:aggregation_weights_value a owl:DatatypeProperty ;
rdfs:label "aggregation_weights_value" ;
rdfs:range xsd:string ;
skos:definition "Weights or weighting rule used in the aggregation" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:aggregationWeightsValue" ;
dqf:sql_identifier "dqf_aggregation_weights" .
dqf:assessment_notes_value a owl:DatatypeProperty ;
rdfs:label "assessment_notes_value" ;
rdfs:range xsd:string ;
skos:definition "Additional notes about the data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "rdfs:comment" ;
dqf:sql_identifier "dqf_assessment_notes" .
dqf:assessment_purpose_value a owl:DatatypeProperty ;
rdfs:label "assessment_purpose_value" ;
rdfs:range xsd:string ;
skos:definition "Purpose for which the data quality assessment is performed" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:assessmentPurposeValue" ;
dqf:sql_identifier "dqf_assessment_purpose" .
dqf:assessor_value a owl:DatatypeProperty ;
rdfs:label "assessor_value" ;
rdfs:range xsd:string ;
skos:definition "Person, organization, system, or workflow responsible for the data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:wasAssociatedWith" ;
dqf:sql_identifier "dqf_assessor" .
dqf:coefficient_of_variation_lower_value a owl:DatatypeProperty ;
rdfs:label "coefficient_of_variation_lower_value" ;
rdfs:range xsd:float ;
skos:definition "Lower bound of coefficient of variation derived from data quality information" ;
skos:inScheme dqf: ;
dqf:owl.filler "uq:coefficientOfVariationValue" ;
dqf:sql_identifier "dqf_coefficient_of_variation_lower" .
dqf:coefficient_of_variation_upper_value a owl:DatatypeProperty ;
rdfs:label "coefficient_of_variation_upper_value" ;
rdfs:range xsd:float ;
skos:definition "Upper bound of coefficient of variation derived from data quality information" ;
skos:inScheme dqf: ;
dqf:owl.filler "uq:coefficientOfVariationValue" ;
dqf:sql_identifier "dqf_coefficient_of_variation_upper" .
dqf:collection_end_date_value a owl:DatatypeProperty ;
rdfs:label "collection_end_date_value" ;
rdfs:range xsd:date ;
skos:definition "End date for the data collection or generation period" ;
skos:inScheme dqf: ;
dqf:owl.filler "schema:endDate" ;
dqf:sql_identifier "dqf_collection_end_date" .
dqf:collection_method_value a owl:DatatypeProperty ;
rdfs:label "collection_method_value" ;
rdfs:range xsd:string ;
skos:definition "Method, protocol, procedure, system, or workflow used to collect or generate the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:used" ;
dqf:sql_identifier "dqf_collection_method" .
dqf:collection_protocol_value a owl:DatatypeProperty ;
rdfs:label "collection_protocol_value" ;
rdfs:range xsd:string ;
skos:definition "Documented collection protocol, questionnaire, instrument, test method, API, or extraction logic" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:conformsTo" ;
dqf:sql_identifier "dqf_collection_protocol" .
dqf:collection_start_date_value a owl:DatatypeProperty ;
rdfs:label "collection_start_date_value" ;
rdfs:range xsd:date ;
skos:definition "Start date for the data collection or generation period" ;
skos:inScheme dqf: ;
dqf:owl.filler "schema:startDate" ;
dqf:sql_identifier "dqf_collection_start_date" .
dqf:combined_coefficient_of_variation_value a owl:DatatypeProperty ;
rdfs:label "combined_coefficient_of_variation_value" ;
rdfs:range xsd:float ;
skos:definition "Combined coefficient of variation after aggregating data-quality-derived uncertainty contributions" ;
skos:inScheme dqf: ;
dqf:owl.filler "uq:coefficientOfVariationValue" ;
dqf:sql_identifier "dqf_combined_coefficient_of_variation" .
dqf:combined_uncertainty_factor_value a owl:DatatypeProperty ;
rdfs:label "combined_uncertainty_factor_value" ;
rdfs:range xsd:float ;
skos:definition "Combined uncertainty factor after aggregating data-quality-derived uncertainty contributions" ;
skos:inScheme dqf: ;
dqf:owl.filler "uq:uncertaintyFactorValue" ;
dqf:sql_identifier "dqf_combined_uncertainty_factor" .
dqf:confidence_level_value a owl:ObjectProperty ;
rdfs:label "confidence_level_value" ;
rdfs:range dqf:ConfidenceLevelEnum ;
skos:definition "Confidence level implied by the data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:confidenceLevelValue" ;
dqf:sql_identifier "dqf_confidence_level" .
dqf:criterion_assessment_identifier_value a owl:DatatypeProperty ;
rdfs:label "criterion_assessment_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a criterion-level quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_criterion_assessment_identifier" .
dqf:criterion_impact_value a owl:DatatypeProperty ;
rdfs:label "criterion_impact_value" ;
rdfs:range xsd:string ;
skos:definition "Impact of this criterion on the intended use, uncertainty, bias, comparability, or decision" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:criterionImpactValue" ;
dqf:sql_identifier "dqf_criterion_impact" .
dqf:criterion_metric_value a owl:DatatypeProperty ;
rdfs:label "criterion_metric_value" ;
rdfs:range xsd:string ;
skos:definition "Metric value, observation, or diagnostic result used to support the criterion score" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqv:value" ;
dqf:sql_identifier "dqf_criterion_metric" .
dqf:criterion_numeric_score_value a owl:DatatypeProperty ;
rdfs:label "criterion_numeric_score_value" ;
rdfs:range xsd:float ;
skos:definition "Numeric criterion score when the score is represented as a number" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:criterionNumericScoreValue" ;
dqf:sql_identifier "dqf_criterion_numeric_score" .
dqf:criterion_rationale_value a owl:DatatypeProperty ;
rdfs:label "criterion_rationale_value" ;
rdfs:range xsd:string ;
skos:definition "Rationale for assigning the criterion score" ;
skos:inScheme dqf: ;
dqf:owl.filler "skos:note" ;
dqf:sql_identifier "dqf_criterion_rationale" .
dqf:criterion_score_value a owl:ObjectProperty ;
rdfs:label "criterion_score_value" ;
rdfs:range dqf:QualityScoreEnum ;
skos:definition "Pedigree score assigned to a quality criterion" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqv:hasQualityMeasurement" ;
dqf:sql_identifier "dqf_criterion_score" .
dqf:criterion_threshold_value a owl:DatatypeProperty ;
rdfs:label "criterion_threshold_value" ;
rdfs:range xsd:string ;
skos:definition "Threshold, rule, target, or expectation used to score the criterion" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:criterionThresholdValue" ;
dqf:sql_identifier "dqf_criterion_threshold" .
dqf:criterion_type_value a owl:ObjectProperty ;
rdfs:label "criterion_type_value" ;
rdfs:range dqf:QualityCriterionEnum ;
skos:definition "Quality criterion being assessed" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqv:Dimension" ;
dqf:sql_identifier "dqf_criterion_type" .
dqf:criterion_weight_value a owl:DatatypeProperty ;
rdfs:label "criterion_weight_value" ;
rdfs:range xsd:float ;
skos:definition "Weight assigned to the criterion in an aggregation or decision rule" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:criterionWeightValue" ;
dqf:sql_identifier "dqf_criterion_weight" .
dqf:data_characterization a owl:ObjectProperty ;
rdfs:label "data_characterization" ;
rdfs:range dqf:DataCharacterization ;
skos:definition "Characterization of the assessed data and its provenance" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:dataCharacterization" ;
dqf:sql_identifier "dqf_data_characterization" .
dqf:data_characterization_identifier_value a owl:DatatypeProperty ;
rdfs:label "data_characterization_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a data characterization record" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_data_characterization_identifier" .
dqf:data_domain_value a owl:DatatypeProperty ;
rdfs:label "data_domain_value" ;
rdfs:range xsd:string ;
skos:definition "Domain or subject area of the data, such as product specification, LCA, diagnostics, compliance, or circularity" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:subject" ;
dqf:sql_identifier "dqf_data_domain" .
dqf:data_provider_value a owl:DatatypeProperty ;
rdfs:label "data_provider_value" ;
rdfs:range xsd:string ;
skos:definition "Provider, owner, custodian, supplier, laboratory, or organization responsible for the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:Agent" ;
dqf:sql_identifier "dqf_data_provider" .
dqf:data_quality_applies_to_class_value a owl:DatatypeProperty ;
rdfs:label "data_quality_applies_to_class_value" ;
rdfs:range xsd:string ;
skos:definition "Class in an external model to which this data quality assessment applies" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:appliesToClassValue" ;
dqf:sql_identifier "dqf_applies_to_class" .
dqf:data_quality_applies_to_model_value a owl:DatatypeProperty ;
rdfs:label "data_quality_applies_to_model_value" ;
rdfs:range xsd:string ;
skos:definition "Name, URI, or namespace of the external data model to which this data quality assessment applies" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:appliesToModelValue" ;
dqf:sql_identifier "dqf_applies_to_model" .
dqf:data_quality_applies_to_record_value a owl:DatatypeProperty ;
rdfs:label "data_quality_applies_to_record_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier of the external record, object, dataset, or passport entry to which this data quality assessment applies" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:appliesToRecordValue" ;
dqf:sql_identifier "dqf_applies_to_record" .
dqf:data_quality_applies_to_slot_value a owl:DatatypeProperty ;
rdfs:label "data_quality_applies_to_slot_value" ;
rdfs:range xsd:string ;
skos:definition "Slot or attribute in an external model to which this data quality assessment applies" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:appliesToSlotValue" ;
dqf:sql_identifier "dqf_applies_to_slot" .
dqf:data_quality_applies_to_value_identifier_value a owl:DatatypeProperty ;
rdfs:label "data_quality_applies_to_value_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier of a specific value object when the target model gives value-level identifiers" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:appliesToValueIdentifierValue" ;
dqf:sql_identifier "dqf_applies_to_value_identifier" .
dqf:data_quality_applies_to_value_path_value a owl:DatatypeProperty ;
rdfs:label "data_quality_applies_to_value_path_value" ;
rdfs:range xsd:string ;
skos:definition "JSONPath, XPath, RDF path, or other pointer to the value to which this data quality assessment applies" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:appliesToValuePathValue" ;
dqf:sql_identifier "dqf_applies_to_value_path" .
dqf:data_quality_assessment_date_value a owl:DatatypeProperty ;
rdfs:label "data_quality_assessment_date_value" ;
rdfs:range xsd:dateTime ;
skos:definition "Date and time when the data quality assessment was issued or last updated" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:modified" ;
dqf:sql_identifier "dqf_assessment_date" .
dqf:data_quality_assessment_identifier_value a owl:DatatypeProperty ;
rdfs:label "data_quality_assessment_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a data quality assessment that can be referenced from another CE-RISE model" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_assessment_identifier" .
dqf:data_quality_assessment_label_value a owl:DatatypeProperty ;
rdfs:label "data_quality_assessment_label_value" ;
rdfs:range xsd:string ;
skos:definition "Human-readable label for the data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "rdfs:label" ;
dqf:sql_identifier "dqf_assessment_label" .
dqf:data_quality_assessment_status_value a owl:ObjectProperty ;
rdfs:label "data_quality_assessment_status_value" ;
rdfs:range dqf:AssessmentStatusEnum ;
skos:definition "Lifecycle status of the data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "pav:version" ;
dqf:sql_identifier "dqf_assessment_status" .
dqf:data_quality_assessment_type_value a owl:ObjectProperty ;
rdfs:label "data_quality_assessment_type_value" ;
rdfs:range dqf:DataQualityAssessmentTypeEnum ;
skos:definition "Type of data quality assessment being documented" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_assessment_type" .
dqf:data_quality_evidence_date_value a owl:DatatypeProperty ;
rdfs:label "data_quality_evidence_date_value" ;
rdfs:range xsd:date ;
skos:definition "Date associated with supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:date" ;
dqf:sql_identifier "dqf_evidence_date" .
dqf:data_quality_evidence_description_value a owl:DatatypeProperty ;
rdfs:label "data_quality_evidence_description_value" ;
rdfs:range xsd:string ;
skos:definition "Description of supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:description" ;
dqf:sql_identifier "dqf_evidence_description" .
dqf:data_quality_evidence_identifier_value a owl:DatatypeProperty ;
rdfs:label "data_quality_evidence_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_evidence_identifier" .
dqf:data_quality_evidence_provider_value a owl:DatatypeProperty ;
rdfs:label "data_quality_evidence_provider_value" ;
rdfs:range xsd:string ;
skos:definition "Provider, author, laboratory, supplier, or organization responsible for supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:Agent" ;
dqf:sql_identifier "dqf_evidence_provider" .
dqf:data_quality_evidence_type_value a owl:ObjectProperty ;
rdfs:label "data_quality_evidence_type_value" ;
rdfs:range dqf:DataQualityEvidenceTypeEnum ;
skos:definition "Type of supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_evidence_type" .
dqf:data_quality_evidence_url_value a owl:DatatypeProperty ;
rdfs:label "data_quality_evidence_url_value" ;
rdfs:range xsd:anyURI ;
skos:definition "URL for supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "schema:url" ;
dqf:sql_identifier "dqf_evidence_url" .
dqf:data_quality_evidence_version_value a owl:DatatypeProperty ;
rdfs:label "data_quality_evidence_version_value" ;
rdfs:range xsd:string ;
skos:definition "Version, edition, or revision of supporting evidence" ;
skos:inScheme dqf: ;
dqf:owl.filler "pav:version" ;
dqf:sql_identifier "dqf_evidence_version" .
dqf:data_quality_profile a owl:ObjectProperty ;
rdfs:label "data_quality_profile" ;
rdfs:range dqf:DataQualityProfile ;
skos:definition "Data quality profile associated with an assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:dataQualityProfile" ;
dqf:sql_identifier "dqf_data_quality_profile" .
dqf:data_quality_profile_identifier_value a owl:DatatypeProperty ;
rdfs:label "data_quality_profile_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a data quality profile aggregating one or more criterion assessments" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_profile_identifier" .
dqf:data_quality_profile_name_value a owl:DatatypeProperty ;
rdfs:label "data_quality_profile_name_value" ;
rdfs:range xsd:string ;
skos:definition "Human-readable name of a data quality profile" ;
skos:inScheme dqf: ;
dqf:owl.filler "rdfs:label" ;
dqf:sql_identifier "dqf_profile_name" .
dqf:data_quality_standards_applied_value a owl:DatatypeProperty ;
rdfs:label "data_quality_standards_applied_value" ;
rdfs:range xsd:string ;
skos:definition "Standard, guide, protocol, or scoring framework applied in the data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:conformsTo" ;
dqf:sql_identifier "dqf_standards_applied" .
dqf:data_quality_uncertainty_factor_value a owl:DatatypeProperty ;
rdfs:label "data_quality_uncertainty_factor_value" ;
rdfs:range xsd:float ;
skos:definition "Uncertainty factor derived from data quality information" ;
skos:inScheme dqf: ;
dqf:owl.filler "uq:uncertaintyFactorValue" ;
dqf:sql_identifier "dqf_uncertainty_factor" .
dqf:data_quality_unit_value a owl:DatatypeProperty ;
rdfs:label "data_quality_unit_value" ;
rdfs:range xsd:string ;
skos:definition "Unit associated with a quantitative value or metric" ;
skos:inScheme dqf: ;
dqf:owl.filler "qudt:unit" ;
dqf:sql_identifier "dqf_unit" .
dqf:data_source_identifier_value a owl:DatatypeProperty ;
rdfs:label "data_source_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for the assessed data source, dataset, value source, or information source" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_data_source_identifier" .
dqf:data_source_name_value a owl:DatatypeProperty ;
rdfs:label "data_source_name_value" ;
rdfs:range xsd:string ;
skos:definition "Name of the assessed data source, dataset, value source, or information source" ;
skos:inScheme dqf: ;
dqf:owl.filler "rdfs:label" ;
dqf:sql_identifier "dqf_data_source_name" .
dqf:data_source_type_value a owl:ObjectProperty ;
rdfs:label "data_source_type_value" ;
rdfs:range dqf:DataSourceTypeEnum ;
skos:definition "Type of data source used" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_data_source_type" .
dqf:data_type_value a owl:ObjectProperty ;
rdfs:label "data_type_value" ;
rdfs:range dqf:DataTypeEnum ;
skos:definition "Type of data being assessed" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_data_type" .
dqf:data_version_value a owl:DatatypeProperty ;
rdfs:label "data_version_value" ;
rdfs:range xsd:string ;
skos:definition "Version, edition, revision, release date, or snapshot identifier for the assessed data" ;
skos:inScheme dqf: ;
dqf:owl.filler "pav:version" ;
dqf:sql_identifier "dqf_data_version" .
dqf:diagnostic_cause_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_cause_value" ;
rdfs:range xsd:string ;
skos:definition "Plausible or confirmed cause of the observed diagnostic finding" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:diagnosticCauseValue" ;
dqf:sql_identifier "dqf_diagnostic_cause" .
dqf:diagnostic_identifier_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a diagnostic run, check, or analysis" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_diagnostic_identifier" .
dqf:diagnostic_impact_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_impact_value" ;
rdfs:range xsd:string ;
skos:definition "Impact of the diagnostic finding on the intended analysis, decision, uncertainty, or comparability" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:diagnosticImpactValue" ;
dqf:sql_identifier "dqf_diagnostic_impact" .
dqf:diagnostic_method_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_method_value" ;
rdfs:range xsd:string ;
skos:definition "Diagnostic method, test, script, notebook, query, or procedure used" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:used" ;
dqf:sql_identifier "dqf_diagnostic_method" .
dqf:diagnostic_reproducibility_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_reproducibility_value" ;
rdfs:range xsd:string ;
skos:definition "Information needed to reproduce the diagnostic run, such as pinned dependencies, configuration, hash, or workflow version" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:diagnosticReproducibilityValue" ;
dqf:sql_identifier "dqf_diagnostic_reproducibility" .
dqf:diagnostic_run_timestamp_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_run_timestamp_value" ;
rdfs:range xsd:dateTime ;
skos:definition "Date and time when the diagnostic run was executed" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:generatedAtTime" ;
dqf:sql_identifier "dqf_diagnostic_run_timestamp" .
dqf:diagnostic_severity_value a owl:ObjectProperty ;
rdfs:label "diagnostic_severity_value" ;
rdfs:range dqf:SeverityEnum ;
skos:definition "Severity of the diagnostic finding" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:diagnosticSeverityValue" ;
dqf:sql_identifier "dqf_diagnostic_severity" .
dqf:diagnostic_software_reference_value a owl:DatatypeProperty ;
rdfs:label "diagnostic_software_reference_value" ;
rdfs:range xsd:string ;
skos:definition "Software, notebook, workflow, configuration, or service used to execute the diagnostic" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:SoftwareAgent" ;
dqf:sql_identifier "dqf_diagnostic_software_reference" .
dqf:diagnostic_type_value a owl:ObjectProperty ;
rdfs:label "diagnostic_type_value" ;
rdfs:range dqf:DiagnosticTypeEnum ;
skos:definition "Type of data quality diagnostic" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_diagnostic_type" .
dqf:expectation_specification_value a owl:DatatypeProperty ;
rdfs:label "expectation_specification_value" ;
rdfs:range xsd:string ;
skos:definition "Expected value, threshold, rule, contract, baseline, or target used by the diagnostic" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:expectationSpecificationValue" ;
dqf:sql_identifier "dqf_expectation_specification" .
dqf:expected_score_improvement_value a owl:DatatypeProperty ;
rdfs:label "expected_score_improvement_value" ;
rdfs:range xsd:string ;
skos:definition "Expected score, score change, or quality improvement after remediation" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:expectedScoreImprovementValue" ;
dqf:sql_identifier "dqf_expected_score_improvement" .
dqf:fitness_for_purpose_value a owl:ObjectProperty ;
rdfs:label "fitness_for_purpose_value" ;
rdfs:range dqf:FitnessForPurposeEnum ;
skos:definition "Overall statement of whether the data are fit for the stated purpose" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqv:hasQualityAnnotation" ;
dqf:sql_identifier "dqf_fitness_for_purpose" .
dqf:geographic_coverage_value a owl:DatatypeProperty ;
rdfs:label "geographic_coverage_value" ;
rdfs:range xsd:string ;
skos:definition "Geographic coverage or spatial representativeness of the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:spatial" ;
dqf:sql_identifier "dqf_geographic_coverage" .
dqf:harmonization_description_value a owl:DatatypeProperty ;
rdfs:label "harmonization_description_value" ;
rdfs:range xsd:string ;
skos:definition "Harmonization, mapping, coding, unit conversion, or schema alignment applied to combine or compare data" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:harmonizationDescriptionValue" ;
dqf:sql_identifier "dqf_harmonization_description" .
dqf:intended_use_value a owl:DatatypeProperty ;
rdfs:label "intended_use_value" ;
rdfs:range xsd:string ;
skos:definition "Intended use, decision context, or analytical purpose for which data fitness is assessed" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:intendedUseValue" ;
dqf:sql_identifier "dqf_intended_use" .
dqf:issue_affected_criteria_value a owl:DatatypeProperty ;
rdfs:label "issue_affected_criteria_value" ;
rdfs:range xsd:string ;
skos:definition "Quality criteria affected by the issue" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:issueAffectedCriteriaValue" ;
dqf:sql_identifier "dqf_issue_affected_criteria" .
dqf:issue_detected_date_value a owl:DatatypeProperty ;
rdfs:label "issue_detected_date_value" ;
rdfs:range xsd:date ;
skos:definition "Date when the issue was detected" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:date" ;
dqf:sql_identifier "dqf_issue_detected_date" .
dqf:issue_risk_statement_value a owl:DatatypeProperty ;
rdfs:label "issue_risk_statement_value" ;
rdfs:range xsd:string ;
skos:definition "Risk statement explaining how the issue may affect the intended use, decision, or analysis" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:issueRiskStatementValue" ;
dqf:sql_identifier "dqf_issue_risk_statement" .
dqf:issue_root_cause_value a owl:DatatypeProperty ;
rdfs:label "issue_root_cause_value" ;
rdfs:range xsd:string ;
skos:definition "Root cause, suspected cause, or causal inference for the issue" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:issueRootCauseValue" ;
dqf:sql_identifier "dqf_issue_root_cause" .
dqf:issue_scope_value a owl:DatatypeProperty ;
rdfs:label "issue_scope_value" ;
rdfs:range xsd:string ;
skos:definition "Scope of the issue, such as affected fields, records, time periods, regions, suppliers, or processes" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:coverage" ;
dqf:sql_identifier "dqf_issue_scope" .
dqf:issue_severity_value a owl:ObjectProperty ;
rdfs:label "issue_severity_value" ;
rdfs:range dqf:SeverityEnum ;
skos:definition "Severity or criticality of the data quality issue" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:issueSeverityValue" ;
dqf:sql_identifier "dqf_issue_severity" .
dqf:issue_status_value a owl:ObjectProperty ;
rdfs:label "issue_status_value" ;
rdfs:range dqf:IssueStatusEnum ;
skos:definition "Lifecycle status of the data quality issue" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:issueStatusValue" ;
dqf:sql_identifier "dqf_issue_status" .
dqf:limiting_criteria_value a owl:DatatypeProperty ;
rdfs:label "limiting_criteria_value" ;
rdfs:range xsd:string ;
skos:definition "Criterion or criteria that limit the overall score, confidence, or decision flag" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:limitingCriteriaValue" ;
dqf:sql_identifier "dqf_limiting_criteria" .
dqf:metric_method_value a owl:DatatypeProperty ;
rdfs:label "metric_method_value" ;
rdfs:range xsd:string ;
skos:definition "Method, query, diagnostic procedure, rule, or script used to compute the metric" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:used" ;
dqf:sql_identifier "dqf_metric_method" .
dqf:metric_numeric_value a owl:DatatypeProperty ;
rdfs:label "metric_numeric_value" ;
rdfs:range xsd:float ;
skos:definition "Numeric value of a metric, indicator, diagnostic output, or score" ;
skos:inScheme dqf: ;
dqf:owl.filler "qudt:numericValue" ;
dqf:sql_identifier "dqf_metric_numeric_value" .
dqf:metric_pass_flag_value a owl:DatatypeProperty ;
rdfs:label "metric_pass_flag_value" ;
rdfs:range xsd:boolean ;
skos:definition "Whether the metric passes the defined threshold or expectation" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:metricPassFlagValue" ;
dqf:sql_identifier "dqf_metric_pass_flag" .
dqf:metric_text_value a owl:DatatypeProperty ;
rdfs:label "metric_text_value" ;
rdfs:range xsd:string ;
skos:definition "Textual, categorical, or structured value of a metric, indicator, diagnostic output, or score" ;
skos:inScheme dqf: ;
dqf:owl.filler "schema:value" ;
dqf:sql_identifier "dqf_metric_text_value" .
dqf:metric_threshold_value a owl:DatatypeProperty ;
rdfs:label "metric_threshold_value" ;
rdfs:range xsd:string ;
skos:definition "Threshold, tolerance, expectation, or acceptance criterion for the metric" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:metricThresholdValue" ;
dqf:sql_identifier "dqf_metric_threshold" .
dqf:metric_unit_value a owl:DatatypeProperty ;
rdfs:label "metric_unit_value" ;
rdfs:range xsd:string ;
skos:definition "Unit associated with a metric value" ;
skos:inScheme dqf: ;
dqf:owl.filler "qudt:unit" ;
dqf:sql_identifier "dqf_metric_unit" .
dqf:observed_deviation_value a owl:DatatypeProperty ;
rdfs:label "observed_deviation_value" ;
rdfs:range xsd:string ;
skos:definition "Observed deviation from the expectation, threshold, baseline, or target" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:observedDeviationValue" ;
dqf:sql_identifier "dqf_observed_deviation" .
dqf:overall_numeric_score_value a owl:DatatypeProperty ;
rdfs:label "overall_numeric_score_value" ;
rdfs:range xsd:float ;
skos:definition "Numeric quality score when the score is represented as a number" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:overallNumericScoreValue" ;
dqf:sql_identifier "dqf_overall_numeric_score" .
dqf:overall_quality_score_value a owl:ObjectProperty ;
rdfs:label "overall_quality_score_value" ;
rdfs:range dqf:QualityScoreEnum ;
skos:definition "Overall pedigree score for the assessed data, typically from 1 very reliable to 4 dubious" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqv:hasQualityMeasurement" ;
dqf:sql_identifier "dqf_overall_quality_score" .
dqf:population_or_scope_value a owl:DatatypeProperty ;
rdfs:label "population_or_scope_value" ;
rdfs:range xsd:string ;
skos:definition "Target population, inference scope, product scope, material scope, or process scope represented by the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:coverage" ;
dqf:sql_identifier "dqf_population_or_scope" .
dqf:preprocessing_description_value a owl:DatatypeProperty ;
rdfs:label "preprocessing_description_value" ;
rdfs:range xsd:string ;
skos:definition "Preprocessing, cleaning, transformation, imputation, filtering, or normalization applied before assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:preprocessingDescriptionValue" ;
dqf:sql_identifier "dqf_preprocessing_description" .
dqf:profile_summary_value a owl:DatatypeProperty ;
rdfs:label "profile_summary_value" ;
rdfs:range xsd:string ;
skos:definition "Summary of the data quality profile, including main strengths and weaknesses" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:description" ;
dqf:sql_identifier "dqf_profile_summary" .
dqf:provenance_description_value a owl:DatatypeProperty ;
rdfs:label "provenance_description_value" ;
rdfs:range xsd:string ;
skos:definition "Narrative provenance of the data, including who collected it, when, under which protocol, and how it was processed" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:wasDerivedFrom" ;
dqf:sql_identifier "dqf_provenance_description" .
dqf:quality_flag_value a owl:ObjectProperty ;
rdfs:label "quality_flag_value" ;
rdfs:range dqf:QualityFlagEnum ;
skos:definition "Operational decision flag derived from the quality profile" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:qualityFlagValue" ;
dqf:sql_identifier "dqf_quality_flag" .
dqf:quality_issue_identifier_value a owl:DatatypeProperty ;
rdfs:label "quality_issue_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a data quality issue, limitation, anomaly, or risk" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_quality_issue_identifier" .
dqf:quality_issue_type_value a owl:ObjectProperty ;
rdfs:label "quality_issue_type_value" ;
rdfs:range dqf:QualityIssueTypeEnum ;
skos:definition "Type of data quality issue" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_quality_issue_type" .
dqf:quality_metric_category_value a owl:ObjectProperty ;
rdfs:label "quality_metric_category_value" ;
rdfs:range dqf:QualityCriterionEnum ;
skos:definition "Category or criterion to which the quality metric belongs" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqv:inDimension" ;
dqf:sql_identifier "dqf_quality_metric_category" .
dqf:quality_metric_identifier_value a owl:DatatypeProperty ;
rdfs:label "quality_metric_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a data quality metric or diagnostic metric" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_quality_metric_identifier" .
dqf:quality_metric_name_value a owl:DatatypeProperty ;
rdfs:label "quality_metric_name_value" ;
rdfs:range xsd:string ;
skos:definition "Human-readable name of the data quality metric" ;
skos:inScheme dqf: ;
dqf:owl.filler "rdfs:label" ;
dqf:sql_identifier "dqf_quality_metric_name" .
dqf:remediation_action_identifier_value a owl:DatatypeProperty ;
rdfs:label "remediation_action_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a remediation action, mitigation, containment, or improvement activity" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_remediation_action_identifier" .
dqf:remediation_action_type_value a owl:ObjectProperty ;
rdfs:label "remediation_action_type_value" ;
rdfs:range dqf:RemediationActionTypeEnum ;
skos:definition "Type of remediation action" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_remediation_action_type" .
dqf:remediation_completion_date_value a owl:DatatypeProperty ;
rdfs:label "remediation_completion_date_value" ;
rdfs:range xsd:date ;
skos:definition "Completion date for the remediation activity" ;
skos:inScheme dqf: ;
dqf:owl.filler "schema:dateCompleted" ;
dqf:sql_identifier "dqf_remediation_completion_date" .
dqf:remediation_description_value a owl:DatatypeProperty ;
rdfs:label "remediation_description_value" ;
rdfs:range xsd:string ;
skos:definition "Description of the remediation, mitigation, containment, or improvement activity" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:description" ;
dqf:sql_identifier "dqf_remediation_description" .
dqf:remediation_due_date_value a owl:DatatypeProperty ;
rdfs:label "remediation_due_date_value" ;
rdfs:range xsd:date ;
skos:definition "Due date for the remediation activity" ;
skos:inScheme dqf: ;
dqf:owl.filler "schema:endDate" ;
dqf:sql_identifier "dqf_remediation_due_date" .
dqf:remediation_owner_value a owl:DatatypeProperty ;
rdfs:label "remediation_owner_value" ;
rdfs:range xsd:string ;
skos:definition "Person, organization, team, system, or workflow responsible for remediation" ;
skos:inScheme dqf: ;
dqf:owl.filler "prov:Agent" ;
dqf:sql_identifier "dqf_remediation_owner" .
dqf:remediation_priority_value a owl:ObjectProperty ;
rdfs:label "remediation_priority_value" ;
rdfs:range dqf:PriorityEnum ;
skos:definition "Priority assigned to the remediation activity" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:remediationPriorityValue" ;
dqf:sql_identifier "dqf_remediation_priority" .
dqf:remediation_status_value a owl:ObjectProperty ;
rdfs:label "remediation_status_value" ;
rdfs:range dqf:RemediationStatusEnum ;
skos:definition "Lifecycle status of the remediation activity" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:remediationStatusValue" ;
dqf:sql_identifier "dqf_remediation_status" .
dqf:sample_size_value a owl:DatatypeProperty ;
rdfs:label "sample_size_value" ;
rdfs:range xsd:integer ;
skos:definition "Sample size, number of observations, number of records, or number of contributing sources" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:sampleSizeValue" ;
dqf:sql_identifier "dqf_sample_size" .
dqf:source_quality_score_value a owl:ObjectProperty ;
rdfs:label "source_quality_score_value" ;
rdfs:range dqf:QualityScoreEnum ;
skos:definition "Quality score used as input to the uncertainty translation" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:sourceQualityScoreValue" ;
dqf:sql_identifier "dqf_source_quality_score" .
dqf:technological_coverage_value a owl:DatatypeProperty ;
rdfs:label "technological_coverage_value" ;
rdfs:range xsd:string ;
skos:definition "Technological, product, process, or system coverage represented by the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:technologicalCoverageValue" ;
dqf:sql_identifier "dqf_technological_coverage" .
dqf:temporal_coverage_value a owl:DatatypeProperty ;
rdfs:label "temporal_coverage_value" ;
rdfs:range xsd:string ;
skos:definition "Temporal coverage or period represented by the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:temporal" ;
dqf:sql_identifier "dqf_temporal_coverage" .
dqf:uncertainty_distribution_assumption_value a owl:DatatypeProperty ;
rdfs:label "uncertainty_distribution_assumption_value" ;
rdfs:range xsd:string ;
skos:definition "Distributional assumption used for data-quality-derived uncertainty, such as normal or lognormal" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:uncertaintyDistributionAssumptionValue" ;
dqf:sql_identifier "dqf_uncertainty_distribution_assumption" .
dqf:uncertainty_translation_identifier_value a owl:DatatypeProperty ;
rdfs:label "uncertainty_translation_identifier_value" ;
rdfs:range xsd:string ;
skos:definition "Identifier for a translation from data quality scores to uncertainty information" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:identifier" ;
dqf:sql_identifier "dqf_uncertainty_translation_identifier" .
dqf:uncertainty_translation_method_value a owl:ObjectProperty ;
rdfs:label "uncertainty_translation_method_value" ;
rdfs:range dqf:UncertaintyTranslationMethodEnum ;
skos:definition "Method used to translate data quality information into uncertainty" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:type" ;
dqf:sql_identifier "dqf_uncertainty_translation_method" .
dqf:uncertainty_translation_rationale_value a owl:DatatypeProperty ;
rdfs:label "uncertainty_translation_rationale_value" ;
rdfs:range xsd:string ;
skos:definition "Rationale explaining how data quality information was translated into uncertainty" ;
skos:inScheme dqf: ;
dqf:owl.filler "skos:note" ;
dqf:sql_identifier "dqf_uncertainty_translation_rationale" .
dqf:update_frequency_value a owl:DatatypeProperty ;
rdfs:label "update_frequency_value" ;
rdfs:range xsd:string ;
skos:definition "Update cadence or refresh frequency for the data" ;
skos:inScheme dqf: ;
dqf:owl.filler "dcterms:accrualPeriodicity" ;
dqf:sql_identifier "dqf_update_frequency" .
dqf:variable_definition_value a owl:DatatypeProperty ;
rdfs:label "variable_definition_value" ;
rdfs:range xsd:string ;
skos:definition "Definition of the variable, field, indicator, category, or qualitative construct being assessed" ;
skos:inScheme dqf: ;
dqf:owl.filler "skos:definition" ;
dqf:sql_identifier "dqf_variable_definition" .
dqf:verification_method_value a owl:DatatypeProperty ;
rdfs:label "verification_method_value" ;
rdfs:range xsd:string ;
skos:definition "Method or evidence used to verify that remediation was effective" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:verificationMethodValue" ;
dqf:sql_identifier "dqf_verification_method" .
dqf:DataCharacterization a owl:Class ;
rdfs:label "DataCharacterization" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_domain_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:collection_start_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_provider_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_provider_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:collection_protocol_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:geographic_coverage_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_source_name_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_source_type_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:date ;
owl:onProperty dqf:collection_start_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:geographic_coverage_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:update_frequency_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_source_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:sample_size_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_version_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:collection_method_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:provenance_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:provenance_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:temporal_coverage_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:provenance_description_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:technological_coverage_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:variable_definition_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_source_name_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:harmonization_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_source_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:harmonization_description_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataSourceTypeEnum ;
owl:onProperty dqf:data_source_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:collection_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:variable_definition_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_unit_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_domain_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:harmonization_description_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_provider_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_version_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:temporal_coverage_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_version_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:collection_end_date_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:population_or_scope_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_unit_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_unit_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_traceability_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_source_name_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:preprocessing_description_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_traceability_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_domain_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:variable_definition_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_traceability_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_source_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:DataTypeEnum ;
owl:onProperty dqf:data_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:temporal_coverage_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:population_or_scope_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_source_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:date ;
owl:onProperty dqf:collection_end_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:geographic_coverage_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_characterization_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:sample_size_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_characterization_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:collection_protocol_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:integer ;
owl:onProperty dqf:sample_size_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:collection_end_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:update_frequency_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:collection_protocol_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:population_or_scope_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:technological_coverage_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:preprocessing_description_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:update_frequency_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:collection_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_characterization_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:collection_start_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:preprocessing_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:technological_coverage_value ] ;
skos:definition "Characterization of the assessed data, including source, provenance, scope, collection method, versioning, and preprocessing" ;
skos:exactMatch dqf:dataCharacterization ;
skos:inScheme dqf: ;
dqf:references "W3C DCAT; PROV-O; DQV; ISO 8000" ;
dqf:sql_identifier "dqf_data_characterization_record" .
dqf:DataQualityProfile a owl:Class ;
rdfs:label "DataQualityProfile" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:overall_numeric_score_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_profile_name_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:confidence_level_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_profile_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:aggregation_method_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:profile_summary_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:aggregation_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:overall_numeric_score_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_profile_name_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:limiting_criteria_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:overall_quality_score_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityScoreEnum ;
owl:onProperty dqf:overall_quality_score_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:UncertaintyTranslation ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_profile_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:profile_summary_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:ConfidenceLevelEnum ;
owl:onProperty dqf:confidence_level_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityCriterionAssessment ;
owl:onProperty dqf:criterion_assessments ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:overall_numeric_score_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:quality_flag_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_profile_name_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:profile_summary_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:confidence_level_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:overall_quality_score_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_translation ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:AggregationMethodEnum ;
owl:onProperty dqf:aggregation_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityFlagEnum ;
owl:onProperty dqf:quality_flag_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:limiting_criteria_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_profile_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:criterion_assessments ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:limiting_criteria_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_flag_value ] ;
skos:definition "Profile aggregating data quality criteria, scores, flags, and confidence for a dataset, value, source, or information product" ;
skos:exactMatch dqf:dataQualityProfile ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4; NUSAP; W3C Data Quality Vocabulary" ;
dqf:sql_identifier "dqf_profile" .
dqf:QualityMetric a owl:Class ;
rdfs:label "QualityMetric" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:metric_numeric_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:metric_pass_flag_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:quality_metric_name_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:metric_text_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:metric_numeric_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:quality_metric_category_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:boolean ;
owl:onProperty dqf:metric_pass_flag_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:metric_numeric_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:metric_text_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:metric_threshold_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:metric_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:metric_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:metric_threshold_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_metric_name_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:metric_unit_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:quality_metric_name_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:metric_threshold_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:metric_pass_flag_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:metric_unit_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:metric_text_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:metric_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:quality_metric_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityCriterionEnum ;
owl:onProperty dqf:quality_metric_category_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_metric_category_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_metric_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:metric_unit_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:quality_metric_identifier_value ] ;
skos:definition "Metric, indicator, diagnostic output, threshold check, or quality measurement supporting a criterion score" ;
skos:exactMatch dqf:qualityMetric ;
skos:inScheme dqf: ;
dqf:references "W3C Data Quality Vocabulary" ;
dqf:sql_identifier "dqf_quality_metric_record" .
dqf:RemediationAction a owl:Class ;
rdfs:label "RemediationAction" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:verification_method_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_owner_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_due_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:PriorityEnum ;
owl:onProperty dqf:remediation_priority_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_action_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_due_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:remediation_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:verification_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_action_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_completion_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:RemediationActionTypeEnum ;
owl:onProperty dqf:remediation_action_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_completion_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_priority_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_action_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:remediation_action_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:date ;
owl:onProperty dqf:remediation_due_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:verification_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:RemediationStatusEnum ;
owl:onProperty dqf:remediation_status_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_description_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_owner_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:date ;
owl:onProperty dqf:remediation_completion_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:remediation_owner_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_priority_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_status_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_status_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:expected_score_improvement_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:expected_score_improvement_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:remediation_action_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:expected_score_improvement_value ] ;
skos:definition "Remediation, mitigation, containment, or improvement activity for a data quality issue" ;
skos:exactMatch dqf:remediationAction ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4" ;
dqf:sql_identifier "dqf_remediation_action_record" .
dqf:criterion_assessments a owl:ObjectProperty ;
rdfs:label "criterion_assessments" ;
rdfs:range dqf:QualityCriterionAssessment ;
skos:definition "Criterion-level pedigree assessments" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:criterionAssessment" ;
dqf:sql_identifier "dqf_criterion_assessments" .
dqf:quality_diagnostics a owl:ObjectProperty ;
rdfs:label "quality_diagnostics" ;
rdfs:range dqf:QualityDiagnostic ;
skos:definition "Data-quality diagnostic runs, checks, or analyses" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:qualityDiagnostic" ;
dqf:sql_identifier "dqf_quality_diagnostics" .
dqf:QualityIssue a owl:Class ;
rdfs:label "QualityIssue" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_affected_criteria_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_root_cause_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:quality_issue_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_risk_statement_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_status_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_root_cause_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:issue_scope_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:SeverityEnum ;
owl:onProperty dqf:issue_severity_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_status_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_detected_date_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:issue_affected_criteria_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:date ;
owl:onProperty dqf:issue_detected_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:issue_risk_statement_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:RemediationAction ;
owl:onProperty dqf:remediation_actions ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_scope_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:quality_issue_identifier_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:issue_root_cause_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityIssueTypeEnum ;
owl:onProperty dqf:quality_issue_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_affected_criteria_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_scope_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:remediation_actions ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_risk_statement_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:IssueStatusEnum ;
owl:onProperty dqf:issue_status_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:issue_severity_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:quality_issue_type_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_detected_date_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_issue_type_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:issue_severity_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:quality_issue_identifier_value ] ;
skos:definition "Data quality issue, limitation, anomaly, or risk identified through scoring, diagnostics, provenance review, or expert assessment" ;
skos:exactMatch dqf:qualityIssue ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4" ;
dqf:sql_identifier "dqf_issue" .
dqf:QualityFlagEnum a owl:Class ;
rdfs:label "QualityFlagEnum" ;
owl:unionOf ( ) ;
skos:definition "Operational decision flags derived from quality scores" ;
skos:inScheme dqf: ;
linkml:permissible_values ,
,
,
.
dqf:UncertaintyTranslation a owl:Class ;
rdfs:label "UncertaintyTranslation" ;
rdfs:subClassOf [ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:combined_uncertainty_factor_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_translation_rationale_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translation_identifier_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:source_quality_score_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:QualityScoreEnum ;
owl:onProperty dqf:source_quality_score_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:coefficient_of_variation_lower_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_uncertainty_factor_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translation_rationale_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_translation_method_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:combined_uncertainty_factor_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:uncertainty_distribution_assumption_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:coefficient_of_variation_upper_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:uncertainty_translation_identifier_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:coefficient_of_variation_lower_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:coefficient_of_variation_upper_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:combined_coefficient_of_variation_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:combined_coefficient_of_variation_value ],
[ a owl:Restriction ;
owl:allValuesFrom dqf:UncertaintyTranslationMethodEnum ;
owl:onProperty dqf:uncertainty_translation_method_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:uncertainty_distribution_assumption_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:uncertainty_translation_rationale_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:combined_uncertainty_factor_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:data_quality_uncertainty_factor_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:coefficient_of_variation_lower_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:data_quality_uncertainty_factor_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:combined_coefficient_of_variation_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_uncertainty_reference_value ],
[ a owl:Restriction ;
owl:minCardinality 0 ;
owl:onProperty dqf:source_quality_score_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_translation_method_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_distribution_assumption_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:string ;
owl:onProperty dqf:data_quality_evidence_reference_value ],
[ a owl:Restriction ;
owl:allValuesFrom xsd:float ;
owl:onProperty dqf:coefficient_of_variation_upper_value ],
[ a owl:Restriction ;
owl:maxCardinality 1 ;
owl:onProperty dqf:uncertainty_translation_identifier_value ] ;
skos:definition "Translation from data quality information into uncertainty metadata, such as coefficient of variation or uncertainty factor" ;
skos:exactMatch dqf:uncertaintyTranslation ;
skos:inScheme dqf: ;
dqf:references "CE-RISE D2.4; JCGM 100:2008; JCGM 101:2008" ;
dqf:sql_identifier "dqf_uncertainty_translation_record" .
dqf:aggregation_method_value a owl:ObjectProperty ;
rdfs:label "aggregation_method_value" ;
rdfs:range dqf:AggregationMethodEnum ;
skos:definition "Method used to aggregate criterion scores or lower-level assessments into a profile" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:aggregationMethodValue" ;
dqf:sql_identifier "dqf_aggregation_method" .
dqf:data_quality_traceability_reference_value a owl:DatatypeProperty ;
rdfs:label "data_quality_traceability_reference_value" ;
rdfs:range xsd:string ;
skos:definition "Reference to a metrological traceability statement, chain, method, calibration, or boundary definition related to this data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "mt:traceabilityReference" ;
dqf:sql_identifier "dqf_traceability_reference" .
dqf:quality_metrics a owl:ObjectProperty ;
rdfs:label "quality_metrics" ;
rdfs:range dqf:QualityMetric ;
skos:definition "Quality metrics or diagnostic metrics used by profiles, criteria, or diagnostics" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:qualityMetric" ;
dqf:sql_identifier "dqf_quality_metrics" .
dqf:remediation_actions a owl:ObjectProperty ;
rdfs:label "remediation_actions" ;
rdfs:range dqf:RemediationAction ;
skos:definition "Remediation, mitigation, containment, or improvement actions" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:remediationAction" ;
dqf:sql_identifier "dqf_remediation_actions" .
dqf:ConfidenceLevelEnum a owl:Class ;
rdfs:label "ConfidenceLevelEnum" ;
owl:unionOf ( ) ;
skos:definition "Confidence levels derived from data quality assessment" ;
skos:inScheme dqf: ;
linkml:permissible_values ,
,
,
,
.
dqf:PriorityEnum a owl:Class ;
rdfs:label "PriorityEnum" ;
owl:unionOf ( ) ;
skos:definition "Priority values for remediation actions" ;
skos:inScheme dqf: ;
linkml:permissible_values ,
,
,
,
.
dqf:FitnessForPurposeEnum a owl:Class ;
rdfs:label "FitnessForPurposeEnum" ;
owl:unionOf ( ) ;
skos:definition "Fitness-for-purpose decision values" ;
skos:inScheme dqf: ;
linkml:permissible_values ,
,
,
,
,
.
dqf:quality_issues a owl:ObjectProperty ;
rdfs:label "quality_issues" ;
rdfs:range dqf:QualityIssue ;
skos:definition "Data quality issues, limitations, anomalies, or risks" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:qualityIssue" ;
dqf:sql_identifier "dqf_quality_issues" .
dqf:IssueStatusEnum a owl:Class ;
rdfs:label "IssueStatusEnum" ;
owl:unionOf ( ) ;
skos:definition "Lifecycle status of data quality issues" ;
skos:inScheme dqf: ;
linkml:permissible_values ,
,
,
,
,
,
.
dqf:SeverityEnum a owl:Class ;
rdfs:label "SeverityEnum" ;
owl:unionOf ( ) ;
skos:definition "Severity values for diagnostics and quality issues" ;
skos:inScheme dqf: ;
linkml:permissible_values ,
,
,
,
.
dqf:data_quality_uncertainty_reference_value a owl:DatatypeProperty ;
rdfs:label "data_quality_uncertainty_reference_value" ;
rdfs:range xsd:string ;
skos:definition "Reference to an uncertainty statement, uncertainty budget, or uncertainty component informed by this data quality assessment" ;
skos:inScheme dqf: ;
dqf:owl.filler "uq:uncertaintyReference" ;
dqf:sql_identifier "dqf_uncertainty_reference" .
dqf:uncertainty_translation a owl:ObjectProperty ;
rdfs:label "uncertainty_translation" ;
rdfs:range dqf:UncertaintyTranslation ;
skos:definition "DQA-to-uncertainty translation associated with an assessment or profile" ;
skos:inScheme dqf: ;
dqf:owl.filler "dqf:uncertaintyTranslation" ;
dqf:sql_identifier "dqf_uncertainty_translation" .
dqf:AssessmentStatusEnum a owl:Class ;
rdfs:label "AssessmentStatusEnum" ;
owl:unionOf (