@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/RAU5BWKqwPnwPBLhRb_UlFUJWGZGIzlqso89Afm9hBnQM#> .
@prefix this: <http://purl.org/np/RAU5BWKqwPnwPBLhRb_UlFUJWGZGIzlqso89Afm9hBnQM> .
@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:_fairstepprov pplan:correspondsToStep <http://www.example.org/unpublished-save>;
    a pplan:Activity;
    prov:endedAtTime "2022-12-21T18:13:12.968952"^^xsd:dateTime;
    prov:startedAtTime "2022-12-21T18:13:12.610431"^^xsd:dateTime;
    prov:used sub:_hyper_params, sub:_model, sub:_out1, sub:_path, sub:_sample_data, sub:_scores .
  
  sub:_hyper_params pplan:correspondsToVariable <http://www.example.org/unpublished-save#hyper_params>;
    a pplan:Entity;
    rdf:value "{'n_jobs': 2, 'random_state': 42}";
    rdfs:label "hyper_params" .
  
  sub:_model pplan:correspondsToVariable <http://www.example.org/unpublished-save#model>;
    a pplan:Entity;
    rdf:value "RandomForestClassifier(n_jobs=2, random_state=42)";
    rdfs:label "model" .
  
  sub:_out1 pplan:correspondsToVariable <http://www.example.org/unpublished-save#out1>;
    a pplan:Entity;
    rdf:value "models/my_model";
    rdfs:label "out1" .
  
  sub:_path pplan:correspondsToVariable <http://www.example.org/unpublished-save#path>;
    a pplan:Entity;
    rdf:value "models/my_model";
    rdfs:label "path" .
  
  sub:_sample_data pplan:correspondsToVariable <http://www.example.org/unpublished-save#sample_data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 "sample_data" .
  
  sub:_scores pplan:correspondsToVariable <http://www.example.org/unpublished-save#scores>;
    a pplan:Entity;
    rdf:value "{'precision': 0.85, 'recall': 0.8, 'accuracy': 0.85, 'roc_auc': 0.9, 'f1': 0.75, 'average_precision': 0.85}";
    rdfs:label "scores" .
}

sub:provenance {
  sub:assertion prov:generatedAtTime "2022-12-21T18:13:14.520369"^^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 "JjGx158wwDyybwGVAtGdfGhSMJaqF36PU85RR48RLBP5CAIV5nmHjKfBx4NkzAye8pBqQ4B/RRNpteVqUysz9rRKA4wlg5cOMv2U3g8/Q/0X95exNOIT/LBaWnzWW/kSo4z4EuVYNppUxRjNu9Bp4S7ELKwh4P3xnzfJmgpoKeljkjCFgFjiIdEKQ/to1aKfUuu2adIdJ6DYFPTX0L6rcQUF4u1V+wFSm8am6fgdjMwSRAhdvEfF+5npV0WYyp/EPr/XIuk74zNPYsuwUnRjq9ZLNfQW8/2W14rkVl0uBcjvSEuI+l8ZtrYW2Odv2CqFQpLAAQBqR5DvTzoV29hcZQ==";
    npx:hasSignatureTarget this: .
  
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}