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/RARiSrtpAeD-Heh3OTyqPgqi8TpheIjqJtW9LTzBZqr00#> .
@prefix this: <http://purl.org/np/RARiSrtpAeD-Heh3OTyqPgqi8TpheIjqJtW9LTzBZqr00> .
@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 "2023-01-09T11:49:05.522594"^^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 "X3nzGfsQxa/AHOOb2fKA8p1fCIXu1FYypm5klMxFMW6Bqp9sZE6p6DEkUbdjKRlViVl/MLDNUdVf/HYFnGmlcNmiC0Ry2tdtiPKdXl0c/0PnRIkKtdEqP0h1Ae/ANB05gCD4Qh6VDi4UQcSygeiBJ+/IaJiqrGZB8RButuXBsne3bMjEWXfwJespr5kfWvoLKj2INDK93U3TDFBkLpXhg8UGjNCBSAA1E+inivQ+hMAc21alnl2Ejklq2KwK1SkVkmYlfUtVvrbuwXWb3CORKK1UT26z7NWuegKcmwQaTbgjZepBoJTUkMprqGTrm47uO4SoK1r8U4GgkbdeTl97iA==" ;
    npx:hasSignatureTarget this: .
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}