Nanopublications

@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/RAiiA4bbUoT2ouF67Ouy1FswgpiqxxFeIIcntrjYsouOU#> .
@prefix this: <http://purl.org/np/RAiiA4bbUoT2ouF67Ouy1FswgpiqxxFeIIcntrjYsouOU> .
@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 "2023-01-10T10:55:03.844852"^^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 "TYFn8ULnLDtkqQ1J4KRzIgZDbYf2jWWQimiPDWFaKecQ4Vg4IQ1y3Z7rAGSh88E7N4PDTnpPVoxy2VinzlYnyyLHJgtAr9OteO9Jn42GH3ZhHwoG8dyqEI06hdQIdyZ3yXTKaA3iDa/ceM7it543pr/w7+s7AK5dfgP+1+EjiYqS6Ir+aocwezsnFQCatVKq2f8JZvJesofgvP0++g9q+wyu/o1Drerha4Skh2xkGya1mr+fpBX0V/uFvixQ3RPS+ZOb7BvEBR/pc2ybAndQY7vHIFuE7yW2E970MhWAFhqGq2II0TxoBLFNJ1z/oDOxS/ZeBO+5yrwzBJ+jgWEXAQ==" ;
    npx:hasSignatureTarget this: .
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}