[ {
  "@graph" : [ {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#pubinfo"
    } ]
  } ],
  "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#Head"
}, {
  "@graph" : [ {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_fairstepprov",
    "@type" : [ "http://purl.org/net/p-plan#Activity" ],
    "http://purl.org/net/p-plan#correspondsToStep" : [ {
      "@id" : "http://www.example.org/unpublished-save_model"
    } ],
    "http://www.w3.org/ns/prov#endedAtTime" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2023-01-10T11:02:42.560500"
    } ],
    "http://www.w3.org/ns/prov#startedAtTime" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2023-01-10T11:02:42.377250"
    } ],
    "http://www.w3.org/ns/prov#used" : [ {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_hyper_params"
    }, {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_model"
    }, {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_out1"
    }, {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_path"
    }, {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_sample_data"
    }, {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_scores"
    } ]
  }, {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_hyper_params",
    "@type" : [ "http://purl.org/net/p-plan#Entity" ],
    "http://purl.org/net/p-plan#correspondsToVariable" : [ {
      "@id" : "http://www.example.org/unpublished-save_model#hyper_params"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/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_model",
    "@type" : [ "http://purl.org/net/p-plan#Entity" ],
    "http://purl.org/net/p-plan#correspondsToVariable" : [ {
      "@id" : "http://www.example.org/unpublished-save_model#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/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_out1",
    "@type" : [ "http://purl.org/net/p-plan#Entity" ],
    "http://purl.org/net/p-plan#correspondsToVariable" : [ {
      "@id" : "http://www.example.org/unpublished-save_model#out1"
    } ],
    "http://www.w3.org/1999/02/22-rdf-syntax-ns#value" : [ {
      "@value" : "LoadedModel(path='models/my_model', model=RandomForestClassifier(n_jobs=2, random_state=42), metadata=<Graph identifier=N73573e55be5a4c96be305b3f64993e14 (<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})"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "out1"
    } ]
  }, {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_path",
    "@type" : [ "http://purl.org/net/p-plan#Entity" ],
    "http://purl.org/net/p-plan#correspondsToVariable" : [ {
      "@id" : "http://www.example.org/unpublished-save_model#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/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_sample_data",
    "@type" : [ "http://purl.org/net/p-plan#Entity" ],
    "http://purl.org/net/p-plan#correspondsToVariable" : [ {
      "@id" : "http://www.example.org/unpublished-save_model#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/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#_scores",
    "@type" : [ "http://purl.org/net/p-plan#Entity" ],
    "http://purl.org/net/p-plan#correspondsToVariable" : [ {
      "@id" : "http://www.example.org/unpublished-save_model#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/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#assertion"
}, {
  "@graph" : [ {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#assertion",
    "http://www.w3.org/ns/prov#generatedAtTime" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2023-01-10T11:02:43.948423"
    } ]
  } ],
  "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#provenance"
}, {
  "@graph" : [ {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU",
    "http://www.w3.org/ns/prov#wasAttributedTo" : [ {
      "@id" : "https://orcid.org/0000-0000-0000-0000"
    } ]
  }, {
    "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#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" : "GyQhRu46VrOJuB3P0pQ4CVHDaPxt5uhpgRpn9qwD/tI5YzdKpyHp32wUJI1uTAxUNrNbyjEUuDLSsFxC8ucJpzOuqwlbPrck5PttFvwe1ZlGldURHScMsSX9UbGyC3+d032QBzeBB/RoPfcTdYCc3EM/1zx2QDQZwiG68vF2S4tB4ssTJ3rnsfh6TPCF/cCRdhUNH6s6sMQ1WJq5z1u/5ugMaHri2mxnUKPP8Gy25vF+/X61ClWYTGfRJr54sxCiZwd8rLBDIvF8MYCcQAwHniNf4dD+Lckc6XAFQ8xKYwp46rIzM60T4LRrUjWbrpYMwSk562fsdK0ZeI1xpY+c9g=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU"
    } ]
  } ],
  "@id" : "http://purl.org/np/RAH2tpMWQ3W2-HR39Ilaomr8OseBFYRu4yvNjegzARjFU#pubinfo"
} ]