@prefix bpmn: <http://dkm.fbk.eu/index.php/BPMN2_Ontology#> .
@prefix dc1: <http://purl.org/dc/terms/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix orcid: <https://orcid.org/> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix pplan: <http://purl.org/net/p-plan#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix schema: <https://schema.org/> .
@prefix sub: <http://purl.org/np/RAS5xeZK8_aNixKq-9Nv3S1se9ARAv0-2GNJScb3X4LvE#> .
@prefix this: <http://purl.org/np/RAS5xeZK8_aNixKq-9Nv3S1se9ARAv0-2GNJScb3X4LvE> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

sub:Head {
  this: np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo;
    a np:Nanopublication .
}

sub:assertion {
  sub:_LinguisticSystem a schema:ComputerLanguage;
    rdfs:label "python";
    rdfs:seeAlso <https://www.wikidata.org/wiki/Q28865>;
    owl:versionInfo "3.9.15.final.0" .
  
  sub:_model a pplan:Variable;
    rdfs:comment "None";
    rdfs:label "model" .
  
  sub:_out1 a pplan:Variable;
    rdfs:comment "None";
    rdfs:label "out1" .
  
  sub:_step dc1:description """@is_fairstep(label='Evaluate the trained model', is_script_task=True)
def evaluate(model):
    # Evaluate the quality of your model using custom metrics
    # cf. https://scikit-learn.org/stable/modules/model_evaluation.html
    return {
        'precision': 0.85,
        'recall': 0.80,
        'accuracy': 0.85,
        'roc_auc': 0.90,
        'f1': 0.75,
        'average_precision': 0.85,
    }
""";
    dc1:language sub:_LinguisticSystem;
    pplan:hasInputVar sub:_model;
    pplan:hasOutputVar sub:_out1;
    a bpmn:ScriptTask, pplan:Step;
    rdfs:label "Evaluate the trained model" .
}

sub:provenance {
  sub:assertion prov:generatedAtTime "2022-12-21T14:52:34.471048"^^xsd:dateTime .
}

sub:pubinfo {
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAlKZel+uM9w+JiWuhs0NHtaXdRrGkGAjvnnLFQL2nmgZDGIjX+is2YJBd6R2kBkr67lYiUDWdtih0F0yqUlAW5GdYUihk1MBiWyLe4RNt7I5iC/5wwK/i5vV6/YKa6Zwf4oymwChpdXddlKc6d73StgFqOafQPeNeBUHTZbkmUKFAqGXf0nAclB23DEeN5qVl6XRa1qqtL91AKW+UxTvlZR3pFNFn8xKTfbOSgmuAkYSUwJrp84rNI92qXYtOJ12oH0oT/enzcThxcfPLomGc9BMd+QBCj08LdrtuAArHzcivMKDzreDCD+haZ/GdObRWHpQ5O4bEWIx3dZVQq7t0KQIDAQAB";
    npx:hasSignature "YmpFO0XWQIJ8LpKYk95aBU0ViYTrku7aYoKcRPsDrWHoc98MhJjfL0DK9m0YEpa5DdV9WPztwwqYG9jQSKjfUkKCtSAmIQPcn+QEhmSZiAU0tIaRnmntpfuKd5B8FNgmQcWDGtB3q/8863YZqTPYjn76w2I0S/lgihJ0B7YSKo1qcefopvt2qpDOF3wHpU/6lEIw321BeudadWsK/UdE78dxuhN+KmTQLOxUzRN1w5HRGFBdbNTmOthneot+l3Yu8UGmWXuIhtKeqX1FCsi0KpH1QTmkMWg8rgQZ4ZaEU2n/we6p4hkFRtNexBe7UFGUwTag2SmcMYHBJv0zVGWjlg==";
    npx:hasSignatureTarget this: .
  
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}