sub:assertion {
sub:_fairstepprov pplan:correspondsToStep <
http://www.example.org/unpublished-save_model> ;
a pplan:Activity ;
prov:endedAtTime "2023-01-10T11:00:46.415386"^^
xsd:dateTime ;
prov:startedAtTime "2023-01-10T11:00:46.265382"^^
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http://www.example.org/unpublished-save_model#hyper_params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http://www.example.org/unpublished-save_model#model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http://www.example.org/unpublished-save_model#out1> ;
a pplan:Entity ;
rdf:value "LoadedModel(path='models/my_model', model=RandomForestClassifier(n_jobs=2, random_state=42), metadata=<Graph identifier=N7e9616c2269e48a2a74151ba8176fbf6 (<class 'rdflib.graph.Graph'>)>, hyper_params={'n_jobs': 2, 'random_state': 42}, scores={'precision': 0.85, 'recall': 0.8, 'accuracy': 0.85, 'roc_auc': 0.9, 'f1': 0.75, 'average_precision': 0.85})" ;
rdfs:label "out1" .
sub:_path pplan:correspondsToVariable <
http://www.example.org/unpublished-save_model#path> ;
a pplan:Entity ;
rdf:value "models/my_model" ;
rdfs:label "path" .
sub:_sample_data pplan:correspondsToVariable <
http://www.example.org/unpublished-save_model#sample_data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http://www.example.org/unpublished-save_model#scores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:pubinfo {
sub:sig npx:hasAlgorithm "RSA" ;
npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAlKZel+uM9w+JiWuhs0NHtaXdRrGkGAjvnnLFQL2nmgZDGIjX+is2YJBd6R2kBkr67lYiUDWdtih0F0yqUlAW5GdYUihk1MBiWyLe4RNt7I5iC/5wwK/i5vV6/YKa6Zwf4oymwChpdXddlKc6d73StgFqOafQPeNeBUHTZbkmUKFAqGXf0nAclB23DEeN5qVl6XRa1qqtL91AKW+UxTvlZR3pFNFn8xKTfbOSgmuAkYSUwJrp84rNI92qXYtOJ12oH0oT/enzcThxcfPLomGc9BMd+QBCj08LdrtuAArHzcivMKDzreDCD+haZ/GdObRWHpQ5O4bEWIx3dZVQq7t0KQIDAQAB" ;
npx:hasSignature "FbYwfunVl4Wsu7zhBkTlt/7/WV8S1S36hnVJjLW3RTgEA+kgQMIGi6yUL7+nq/kbOJ3F1ng5GoJtUSweEuHr2rbSUCHYMJ7oVTqoJT03is/j93yQhuorLnrePtrtjnmv4q2EJFrcRwqWu6SLconPqYOryJOLC1DqFFnZVDBKaDPbB/0o+9OzAFRGpXzWfcIPk7NZeK+tyOZeNAudjT85Qr4dPcQotXJBw+JCMsygMLIOYtK3jOMGcWR52KCbyTebkE3W4VGjbxfuLUyYtyblXyC6LdXW2bor5LhNY4qz5DzAxFCOgGgqNRhlbJU2ijATICvfhEIUpiCEw6y5AmSaTQ==" ;
npx:hasSignatureTarget this: .
this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}