@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/RADZUZV2TAz6sS9hevT4Fin_oVfFExOvl2XBunOIt1Bsw#> .
@prefix this: <http://purl.org/np/RADZUZV2TAz6sS9hevT4Fin_oVfFExOvl2XBunOIt1Bsw> .
@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 "3.8.16.final.0" .
  
  sub:_data a pplan:Variable;
    rdfs:comment "None";
    rdfs:label "data" .
  
  sub:_hyper_params a pplan:Variable;
    rdfs:comment "None";
    rdfs:label "hyper_params" .
  
  sub:_out1 a pplan:Variable;
    rdfs:comment "None";
    rdfs:label "out1" .
  
  sub:_step dc1:description """@is_fairstep(label='Create and fit classifier', is_script_task=True)
def fit_classifier(hyper_params, data, y):
    clf = RandomForestClassifier(
        n_jobs=hyper_params['n_jobs'],
        random_state=hyper_params['random_state'],
    )
    clf.fit(data, y)
    return clf
""";
    dc1:language sub:_LinguisticSystem;
    pplan:hasInputVar sub:_data, sub:_hyper_params, sub:_y;
    pplan:hasOutputVar sub:_out1;
    a bpmn:ScriptTask, pplan:Step;
    rdfs:label "Create and fit classifier" .
  
  sub:_y a pplan:Variable;
    rdfs:comment "None";
    rdfs:label "y" .
}

sub:provenance {
  sub:assertion prov:generatedAtTime "2022-12-21T17:27:28.301977"^^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 "IEHQMnfkM8akHphF6oOn7d3a/ROeFTk8EUWwOSlY+Q5kGrQy42uJQCYySGZgSbyKJv/TJMsLsVJmYJjNLm4+gkv7qCUSdr3LdEAVcXZI40SJsHra191aC1vlBEWKMSRy40qLOlpZT40qMZ3F6CPDpAhJSq4NVZAECCMVVVcJvHWaq4wHoavm/Kn8Be8ny/H4pS1tlfrn9QIQPxH9uDdJl+cy/L/wbq0zSHoVXCz3E5F2Bnweg1ZQYFlR8mrOosTELlBeS9mNMYwrQ5u8rVgi1Q4Ub/o4BGGMNRWq3wSRYGzyjWhq35Ipotw0tz4fiWEQW/ununfmJrmn61hpLdigJw==";
    npx:hasSignatureTarget this: .
  
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}