@prefix dc1: <http://purl.org/dc/terms/> .
@prefix dul: <http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix orcid: <https://orcid.org/> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix pplan: <http://purl.org/net/p-plan#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix schema: <https://schema.org/> .
@prefix sub: <http://purl.org/np/RA_nqDZgw-zF8ofB5uSsxMvLgqtGEP25FJQd_ZGzrQCEA#> .
@prefix this: <http://purl.org/np/RA_nqDZgw-zF8ofB5uSsxMvLgqtGEP25FJQd_ZGzrQCEA> .
@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 {
  <http://purl.org/np/RACX8y-_pjppfunr4qpcCnu0vpbHRYSq4Orcbzw1wC05E#step> pplan:isStepOfPlan
      sub:_plan;
    dul:precedes <http://purl.org/np/RAYtoupOqv25OAZ23vQ_uu8UuIbXPMrumWm9e1IkU5d4k#step>,
      <http://purl.org/np/RAq-E79rkkOBvG_Hg8bCEXlJTIkZr1Ysaj30s2ONEnGdI#step> .
  
  <http://purl.org/np/RAErQEwIf3y-otN4gMsRsycIEBdLpnre4GAy5BYWonPao#step> pplan:isStepOfPlan
      sub:_plan;
    dul:precedes <http://purl.org/np/RAYtoupOqv25OAZ23vQ_uu8UuIbXPMrumWm9e1IkU5d4k#step> .
  
  <http://purl.org/np/RARrRXWjBFWHI5nGLuppO2Cqj_sCb5buq9G5ZsmUVmN4c#step> pplan:isStepOfPlan
      sub:_plan;
    dul:precedes <http://purl.org/np/RAq-E79rkkOBvG_Hg8bCEXlJTIkZr1Ysaj30s2ONEnGdI#step> .
  
  <http://purl.org/np/RAYtoupOqv25OAZ23vQ_uu8UuIbXPMrumWm9e1IkU5d4k#step> pplan:isStepOfPlan
      sub:_plan;
    dul:precedes <http://purl.org/np/RARrRXWjBFWHI5nGLuppO2Cqj_sCb5buq9G5ZsmUVmN4c#step>,
      <http://purl.org/np/RAq-E79rkkOBvG_Hg8bCEXlJTIkZr1Ysaj30s2ONEnGdI#step> .
  
  sub:_LinguisticSystem a schema:ComputerLanguage;
    rdfs:label "python";
    rdfs:seeAlso <https://www.wikidata.org/wiki/Q28865>;
    owl:versionInfo "3.9.15.final.0" .
  
  sub:_plan dc1:description """@is_fairworkflow(label='My model training workflow')
def training_workflow(n_jobs):

    # Define models hyper params
    hyper_params = {
        'n_jobs': n_jobs,
        'random_state': 42
    }

    data = load_data()
    y = load_data_y()

    # Train model (here we use a stub dataset just to make the example clear)
    model = fit_classifier(hyper_params, data, y)

    # Evaluate the model using your own metrics
    scores = evaluate(model)

    # Save the model generated to the models/ folder
    path = save(
        model,
        \"models/my_model\",
        sample_data=data,
        scores=scores,
        hyper_params=hyper_params,
    )
    return path
    # Optionally you can save other files (dataframes, JSON objects) in the data/ folder
""";
    dc1:language sub:_LinguisticSystem;
    a pplan:Plan;
    rdfs:label "My model training workflow" .
  
  <http://purl.org/np/RAq-E79rkkOBvG_Hg8bCEXlJTIkZr1Ysaj30s2ONEnGdI#step> pplan:isStepOfPlan
      sub:_plan .
  
  <http://www.example.org/unpublished-evaluate#out1> pplan:bindsTo <http://www.example.org/unpublished-save#scores> .
  
  <http://www.example.org/unpublished-fit_classifier#out1> pplan:bindsTo <http://www.example.org/unpublished-evaluate#model>,
      <http://www.example.org/unpublished-save#model> .
  
  <http://www.example.org/unpublished-load_data#out1> pplan:bindsTo <http://www.example.org/unpublished-fit_classifier#data>,
      <http://www.example.org/unpublished-save#sample_data> .
  
  <http://www.example.org/unpublished-load_data_y#out1> pplan:bindsTo <http://www.example.org/unpublished-fit_classifier#y> .
  
  <http://www.example.org/unpublished-save#out1> pplan:bindsTo sub:_result .
}

sub:provenance {
  sub:assertion prov:generatedAtTime "2022-12-21T14:49:54.664631"^^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 "d98vNHRSoJSTgffHyKclp/GCFPC3t5yR3rZowf/e5xItHIITqw45H0R8UC+ay+OrQmWLNyEPuiaRJcA/MC2IqI+nFTxn9LkdmhTKQ/uVXjAxpXh+/s9t4eNnj1D7BNmnVQSWVhJwbG7lX1GtvJaPsduIvwxM3ptOkfPDVvZef97vLJdVqz73i9CuZFcfQir5otrUWLKgsAoMA7R+AbRctVDDItQyGMioPe4Df5QfpZH46mOEWMngtxJmcHA+H/ZIsxh7BhRTdKy9DR8udGdqooNHGKdhucNtLDGPVRsb/UQAxfu4EgqugqvmfHZGubuMhd8yqvqQ05WpFc9xSfyKrQ==";
    npx:hasSignatureTarget this: .
  
  this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}