@prefix this: . @prefix sub: . @prefix np: . @prefix dct: . @prefix owl: . @prefix nt: . @prefix npx: . @prefix xsd: . @prefix rdfs: . @prefix fair: . @prefix prov: . @prefix foaf: . @prefix dsm: . sub:Head { this: a np:Nanopublication; np:hasAssertion sub:assertion; np:hasProvenance sub:provenance; np:hasPublicationInfo sub:pubinfo . } sub:assertion { dsm:DSM-2-C2 a owl:NamedIndividual, dsm:MaturityIndicator; dct:description "This is a data-related requirement that is a pre-requisite for the 'accuracy' of metadata that FAIR principle (R1) refers to. This requirement is borrowed from one of the key Tidy Data Principles, which states that each column/field should be a single variable. This prevents the often seen scenario in structured data whereby a single column header might carry values for more than one variable. For example, 'temperature_screening', 'temperature_followup', each column implicitly carries the value for a visit variable and a value for an observation temperature in this case. This indicator therefore requires the data manager to split these variables into two fields: One per variable that is a field for temperature and a field for visit. This is a pre-requisite to DSM-2-C5 and DSM-2-C6 since each Dataset Field is expected to control its terms and create a local dictionary. Unless individual concepts are reported per Dataset Field it will not be possible to find suitable terms that can later be standardised for level 3."; dct:isPartOf ; rdfs:label "Where applicable, the Dataset Model organises data values within a dataset according to the Tidy Data Principles"; rdfs:seeAlso ; dsm:hasCategory dsm:ContentAndContextCategory; dsm:hasGranularityLevel dsm:DatasetFieldLevel; dsm:hasMaturityLevel dsm:Level2; dsm:inDimension dsm:ContentDimension; dsm:indicatorCode "DSM-2-C2"; dsm:relatedFAIRPrinciple fair:R1; dsm:relatedIndicator dsm:DSM-2-C5, dsm:DSM-2-C6 . } sub:provenance { sub:assertion prov:wasAttributedTo ; prov:wasDerivedFrom . } sub:pubinfo { foaf:name "FAIRplus DSM Bot" . this: dct:created "2026-09-04T14:49:09Z"^^xsd:dateTime; dct:creator ; dct:license ; npx:hasNanopubType owl:NamedIndividual, dsm:MaturityIndicator; npx:introduces dsm:DSM-2-C2; rdfs:label "Where applicable, the Dataset Model organises data values within a dataset according to the Tidy Data Principles"; nt:wasCreatedFromProvenanceTemplate ; nt:wasCreatedFromPubinfoTemplate , , ; nt:wasCreatedFromTemplate . sub:sig npx:hasAlgorithm "RSA"; npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAur0EZ85ThsweXM0E4IAh4SCglHSV8EAYZLx+GLcV2er7SDGxlHUqwEvVvuan4Hu4LMENmzOjpLdTkJF9dVZvkTfhd6CAX3+ry0ef6qAE9M1mNMHNm43Lq7ip1MVHC+xbmTvoFDkvs9wpnddAEVPTfwS370Bi/rpvzc6v6xfWsNNl/Okk+PE2S1jvA3Qk85phqwsIwbD5P5Xk1FVPlX1sh8h4F4/Iyyy0pbmiydYj3TRFYyXp6Wr58w7vRapSgCCAw6S9p/mxZCNyVJDeEOnWbeBRfi9BQdZdvdB2AB6HBlGds4sdt2mvHGxy6uPFgiOD2r32RvCBuMkTxSBipG8UrQIDAQAB"; npx:hasSignature "bpXHCW3Rj4zNG4umL6B35eskftY2z9799FL3uLQpL13tTcv7A2dS3C+DR3NYXTVYfZFVLRYiD2nz1UzX2ai0pAC8x2xsTAMkLPQGymxur3C6nEXTNkAWbgQPo5XryyPEnuvYl71NW3HxUUviH8Xxk1YtE5PTwvtJlFZaUVkOjsl/6LHthtXt52m3VfM9TIOr6tQwEfGdttuoGEp7QWYtQKfaVw27vVi372ceq+IKQWpfwJqJQvUlQfuh/Q+u9Venr9XWutMHjOr6HqLjACpDd/hj6Mg6mkKMmTNM9vwGQDBhiy+2FlhJM0+m60OaHhVyJNaSecjYzGA6OfWWL+GLOQ=="; npx:hasSignatureTarget this:; npx:signedBy . }