Data Quality Monitoring Reports - SemWebQuality.org

Data Quality Monitoring Reports

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Problem reports are an excellent instrument to quickly identify instances with requirement violations.

Contents

Prerequisites

With the DQM-Vocabulary you can easily create problem reports. All you need is a SPARQL-Endpoint. Before you can automatically analyze your data for requirement violations, you need to perform the following steps:

SPARQL-Problem-Reports

Each type of data requirement has different problem reports, since the nature of data requirements differs. Moreover, the actual SPARQL query you can use depends on the design option you have chosen to make your ontology elements an instance of dqm:TestedClass and dqm:TestedProperty (See Create Data Requirements#Define Tested Elements for an explanation). In the following you find several SPARQL queries that make use of your data requirements to identify class instances with requirement violations.

Example 1: Property Completeness Violations (OWL DL Design)

SELECT ?dqr ?i
WHERE {
    ?dqr a dqm:PropertyCompletenessRule .
    ?dqr dqm:testedClass ?tclass .
    ?dqr dqm:testedProperty1 ?tprop .
    ?dqr dqm:requiredValue "true"^^xsd:boolean .
    ?dqr dqm:requiredProperty "true"^^xsd:boolean .
    ?tclass dqm:hasURI ?tclassreal .
    ?tprop dqm:hasURI ?tpropreal .
    BIND (IRI(str(?tpropreal)) AS ?tpropURI) .
    BIND (IRI(str(?tclassreal)) AS ?tclassURI) .
    {    
        ?i a ?tclassURI .
        NOT EXISTS{
           ?i ?tpropURI ?value .
        }
    }UNION{
        ?i a ?tclassURI .
        ?i ?tpropURI "" .
    }
}

See here how a data requirement was defined for this

Example 2: Property Completeness Violations (OWL Full Design)

SELECT ?dqr ?i
WHERE {
    ?dqr a dqm:PropertyCompletenessRule .
    ?dqr dqm:testedClass ?tclass .
    ?dqr dqm:testedProperty1 ?tprop .
    ?dqr dqm:requiredValue "true"^^xsd:boolean .
    ?dqr dqm:requiredProperty "true"^^xsd:boolean .
    {    
        ?i a ?tclass .
        NOT EXISTS{
           ?i ?tprop ?value .
        }
    }UNION{
        ?i a ?tclass .
        ?i ?tprop "" .
    }
}

See here how a data requirement was defined for this

Example 3: Syntax Rule Violations (OWL DL Design)

SELECT ?dqr ?regex ?i
WHERE {
    ?dqr a dqm:SyntaxRule .
    ?dqr dqm:testedProperty1 ?tprop .
    ?dqr dqm:testedClass ?tclass . 
    ?dqr dqm:regex ?regex .
    ?tclass dqm:hasURI ?tclassreal .
    ?tprop dqm:hasURI ?tpropreal .
    BIND (IRI(str(?tpropreal)) AS ?tpropURI) .
    BIND (IRI(str(?tclassreal)) AS ?tclassURI) .
    ?i a ?tclassURI .
    ?i ?tpropURI ?value .
    FILTER (!regex(str(?value), ?regex)) .
}

See here how a requirement was defined for this

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