@prefix np: <http://www.nanopub.org/nschema#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix orcid: <https://orcid.org/> .
@prefix pplan: <http://purl.org/net/p-plan#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix sub: <http://purl.org/np/RAEhGI0RXsLKefXF9mVYUnnJNf3nFpiFKAFEtpbMr418c#> .
@prefix this: <http://purl.org/np/RAEhGI0RXsLKefXF9mVYUnnJNf3nFpiFKAFEtpbMr418c> .
@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:_data pplan:correspondsToVariable <http://www.example.org/unpublished-fit_classifier#data>;
    a pplan:Entity;
    rdf:value """     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)
0                  5.1               3.5                1.4               0.2
1                  4.9               3.0                1.4               0.2
2                  4.7               3.2                1.3               0.2
3                  4.6               3.1                1.5               0.2
4                  5.0               3.6                1.4               0.2
..                 ...               ...                ...               ...
145                6.7               3.0                5.2               2.3
146                6.3               2.5                5.0               1.9
147                6.5               3.0                5.2               2.0
148                6.2               3.4                5.4               2.3
149                5.9               3.0                5.1               1.8

[150 rows x 4 columns]""";
    rdfs:label "data" .
  
  sub:_fairstepprov pplan:correspondsToStep <http://www.example.org/unpublished-fit_classifier>;
    a pplan:Activity;
    prov:endedAtTime "2023-01-10T10:56:59.669537"^^xsd:dateTime;
    prov:startedAtTime "2023-01-10T10:56:59.546323"^^xsd:dateTime;
    prov:used sub:_data, sub:_hyper_params, sub:_out1, sub:_y .
  
  sub:_hyper_params pplan:correspondsToVariable <http://www.example.org/unpublished-fit_classifier#hyper_params>;
    a pplan:Entity;
    rdf:value "{'n_jobs': 2, 'random_state': 42}";
    rdfs:label "hyper_params" .
  
  sub:_out1 pplan:correspondsToVariable <http://www.example.org/unpublished-fit_classifier#out1>;
    a pplan:Entity;
    rdf:value "RandomForestClassifier(n_jobs=2, random_state=42)";
    rdfs:label "out1" .
  
  sub:_y pplan:correspondsToVariable <http://www.example.org/unpublished-fit_classifier#y>;
    a pplan:Entity;
    rdf:value """0      0
1      0
2      0
3      0
4      0
      ..
145    2
146    2
147    2
148    2
149    2
Name: target, Length: 150, dtype: int64""";
    rdfs:label "y" .
}

sub:provenance {
  sub:assertion prov:generatedAtTime "2023-01-10T10:57:01.014510"^^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 "KVBHvTF0h4JR+wTUGpQozPCtKI72VKza2NSdpS0+h/JNzaKVNbkwAVWPmA535t/c3Hr/nTk2bT438Pa2jqQZa7W++FSHuJRc895dhsGjGdKlMpEN5B6D6CRl+tXlZv1MF+eZEJJJNMDCHXbShZOX3VWonoslVNyB/qfTrs+EO2/R/sfNbGUjbhvA3oZYLWXFen+A/NbfqvqTiFkRk+cPyhbINWglL213GIgTwZkyBXpTi727Tpc0pn6n9Ea+tlGKbmCSkiw3NF9LSvjbeK49qqqslEEkmeAsNq4uuiPj9ZcrwPP9P3WcFmtllGwi9byz0ptjkEOehIKa51sRYRLaAA==";
    npx:hasSignatureTarget this: .
  
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}