[ { "@graph" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#pubinfo" } ] } ], "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#Head" }, { "@graph" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_fairstepprov", "@type" : [ "http://purl.org/net/p-plan#Activity" ], "http://purl.org/net/p-plan#correspondsToStep" : [ { "@id" : "http://www.example.org/unpublished-save" } ], "http://www.w3.org/ns/prov#endedAtTime" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2022-12-21T15:19:25.986964" } ], "http://www.w3.org/ns/prov#startedAtTime" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2022-12-21T15:19:25.677139" } ], "http://www.w3.org/ns/prov#used" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_hyper_params" }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_model" }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_out1" }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_path" }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_sample_data" }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_scores" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_hyper_params", "@type" : [ "http://purl.org/net/p-plan#Entity" ], "http://purl.org/net/p-plan#correspondsToVariable" : [ { "@id" : "http://www.example.org/unpublished-save#hyper_params" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ { "@value" : "{'n_jobs': 2, 'random_state': 42}" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "hyper_params" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_model", "@type" : [ "http://purl.org/net/p-plan#Entity" ], "http://purl.org/net/p-plan#correspondsToVariable" : [ { "@id" : "http://www.example.org/unpublished-save#model" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ { "@value" : "RandomForestClassifier(n_jobs=2, random_state=42)" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "model" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_out1", "@type" : [ "http://purl.org/net/p-plan#Entity" ], "http://purl.org/net/p-plan#correspondsToVariable" : [ { "@id" : "http://www.example.org/unpublished-save#out1" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ { "@value" : "models/my_model" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "out1" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_path", "@type" : [ "http://purl.org/net/p-plan#Entity" ], "http://purl.org/net/p-plan#correspondsToVariable" : [ { "@id" : "http://www.example.org/unpublished-save#path" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ { "@value" : "models/my_model" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "path" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_sample_data", "@type" : [ "http://purl.org/net/p-plan#Entity" ], "http://purl.org/net/p-plan#correspondsToVariable" : [ { "@id" : "http://www.example.org/unpublished-save#sample_data" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ { "@value" : " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n0 5.1 3.5 1.4 0.2\n1 4.9 3.0 1.4 0.2\n2 4.7 3.2 1.3 0.2\n3 4.6 3.1 1.5 0.2\n4 5.0 3.6 1.4 0.2\n.. ... ... ... ...\n145 6.7 3.0 5.2 2.3\n146 6.3 2.5 5.0 1.9\n147 6.5 3.0 5.2 2.0\n148 6.2 3.4 5.4 2.3\n149 5.9 3.0 5.1 1.8\n\n[150 rows x 4 columns]" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "sample_data" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#_scores", "@type" : [ "http://purl.org/net/p-plan#Entity" ], "http://purl.org/net/p-plan#correspondsToVariable" : [ { "@id" : "http://www.example.org/unpublished-save#scores" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ { "@value" : "{'precision': 0.85, 'recall': 0.8, 'accuracy': 0.85, 'roc_auc': 0.9, 'f1': 0.75, 'average_precision': 0.85}" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "scores" } ] } ], "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#assertion" }, { "@graph" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#assertion", "http://www.w3.org/ns/prov#generatedAtTime" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2022-12-21T15:19:27.462855" } ] } ], "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#provenance" }, { "@graph" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk", "http://www.w3.org/ns/prov#wasAttributedTo" : [ { "@id" : "https://orcid.org/0000-0000-0000-0000" } ] }, { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#sig", "http://purl.org/nanopub/x/hasAlgorithm" : [ { "@value" : "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey" : [ { "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAlKZel+uM9w+JiWuhs0NHtaXdRrGkGAjvnnLFQL2nmgZDGIjX+is2YJBd6R2kBkr67lYiUDWdtih0F0yqUlAW5GdYUihk1MBiWyLe4RNt7I5iC/5wwK/i5vV6/YKa6Zwf4oymwChpdXddlKc6d73StgFqOafQPeNeBUHTZbkmUKFAqGXf0nAclB23DEeN5qVl6XRa1qqtL91AKW+UxTvlZR3pFNFn8xKTfbOSgmuAkYSUwJrp84rNI92qXYtOJ12oH0oT/enzcThxcfPLomGc9BMd+QBCj08LdrtuAArHzcivMKDzreDCD+haZ/GdObRWHpQ5O4bEWIx3dZVQq7t0KQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature" : [ { "@value" : "YMwYQf1HsW3BEUX6CnbtmRNySgeCLHhplRYUnZRJBlMv/MNc4ugRHYBYJsiBxDw5X+KxBx5psDhVT9soGYJSRV4LAFBjyaWpTdVXiDzCG2U6+8xEt3zv0WY6eSsmQ97YXVvlp10NVddQhbd3iLM663KzyUxOY0v7GC16VDCb+Q5/clrUgZGAuIqf0F29ZVRJg3iass/Gu4adzDlY40Py0TiGG4P5pEkvymhrYsBNAS2vAC4hlGaTwn/hvNoChsFT/gRx+IoQzeTpEbw0wheDjmD6LNDRQOkJGUa13FAn/aDeZ4pMflV8NLHCD+IXFjClLd9k7zBSEpSM19uTND2YrA==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk" } ] } ], "@id" : "http://purl.org/np/RALHVcNaCQdMggBoTbvImzQDqLwj-VLDStYXsfb9J48Sk#pubinfo" } ]