document
  prefix pd <https://pandas.pydata.org/#>
  prefix py <urn:python:var:>
  prefix sk <https://scikit-learn.org/stable/modules/generated/sklearn.>
  prefix ln <https://plead-project.org/ns/loan#>
  prefix pl <http://openprovenancce.org/ns/plead#>
  prefix loan <https://explain.openprovenance.org/loan/>
  prefix file <file://>
  prefix ex <http://example.org/>
  
  agent(loan:institution, [prov:type='prov:Organization'])
  agent(ex:machine/950d29f79691, [prov:type='prov:SoftwareAgent', ln:machine_system="Linux", ln:machine_release="4.18.0-477.51.1.el8_8.x86_64", ln:machine_version="#1 SMP Fri Mar 1 11:21:44 EST 2024", ln:machine_python_version="3.11.10"])
  agent(loan:applicants/589, [prov:type='prov:Person', prov:type='ln:LoanApplicant'])
  agent(loan:credit_agency, [prov:type='ln:CreditReferencingAgency', prov:type='prov:Organization'])
  agent(loan:fico, [prov:type='ln:CreditReferencingAgency', prov:type='prov:Organization'])
  entity(loan:applications/589, [ln:attr_loan_amnt="21900" %% xsd:float, ln:attr_term=" 36 months", ln:attr_emp_title="Office Manager", ln:attr_emp_length="10+ years", ln:attr_home_ownership="OWN", ln:attr_annual_inc="90000" %% xsd:float, ln:attr_purpose="debt_consolidation", ln:attr_title="Debt consolidation", ln:attr_zip_code="240xx", ln:attr_addr_state="VA", ln:attr_application_type="Individual", prov:type='pl:Controlled', prov:type='ln:LoanApplication'])
  entity(loan:credit_history/589, [ln:attr_earliest_cr_line="Apr-1995", ln:attr_open_acc="12" %% xsd:float, ln:attr_pub_rec="0" %% xsd:float, ln:attr_revol_bal="21320" %% xsd:float, ln:attr_revol_util="33.1" %% xsd:float, ln:attr_mort_acc="2" %% xsd:float, ln:attr_pub_rec_bankruptcies="0" %% xsd:float, ln:created_at="2026-06-26T14:02:57.407060" %% xsd:dateTime, prov:type='ln:CreditReference'])
  entity(loan:fico_score/589, [prov:type='ln:FICOScore', ln:fico_range_low="790" %% xsd:float, ln:fico_range_high="794" %% xsd:float, ln:created_at="2026-06-24T07:53:54.899277" %% xsd:dateTime])
  entity(loan:pipeline/1, [prov:type='sk:pipeline.Pipeline'])
  entity(py:loan_features/589, [ln:attr_loan_amnt="21900" %% xsd:float, ln:attr_term="36" %% xsd:float, ln:attr_int_rate="7.07" %% xsd:float, ln:attr_installment="676.91" %% xsd:float, ln:attr_emp_length="10" %% xsd:float, ln:attr_dti="13.25" %% xsd:float, ln:attr_earliest_cr_line="1995" %% xsd:float, ln:attr_open_acc="12" %% xsd:float, ln:attr_revol_util="33.1" %% xsd:float, ln:attr_total_acc="22" %% xsd:float, ln:attr_mort_acc="2" %% xsd:float, ln:attr_log_annual_inc="4.95425" %% xsd:float, ln:attr_fico_score="792" %% xsd:float, ln:attr_log_revol_bal="4.32881" %% xsd:float, ln:attr_sub_grade_A2="1" %% xsd:float, ln:attr_home_ownership_OWN="1" %% xsd:float, ln:attr_verification_status_Source_Verified="1" %% xsd:float, ln:attr_purpose_debt_consolidation="1" %% xsd:float, ln:attr_addr_state_VA="1" %% xsd:float, ln:attr_initial_list_status_w="1" %% xsd:float, prov:type='pd:Series'])
  entity(ex:recommendation/589, [prov:type='ln:AutomatedLoanRecommendation', ln:recommendation='ln:approved', ln:probability_chargeoff="0.0355775" %% xsd:float])
  entity(loan:applications/589/decision, [prov:type='ln:AutomatedDecision', prov:type='ln:LoanDecision', ln:result='ln:approved'])
  wasAttributedTo(loan:applications/589, loan:applicants/589)
  wasAttributedTo(loan:credit_history/589, loan:credit_agency)
  wasAttributedTo(loan:fico_score/589, loan:fico)
  wasAttributedTo(loan:applications/589/decision, ex:machine/950d29f79691)
  wasDerivedFrom(py:loan_features/589, loan:applications/589, -, -, -)
  wasDerivedFrom(py:loan_features/589, loan:credit_history/589, -, -, -)
  wasDerivedFrom(py:loan_features/589, loan:fico_score/589, -, -, -)
  wasDerivedFrom(ex:recommendation/589, py:loan_features/589, ex:classify_loans/589, -, -)
  wasDerivedFrom(loan:applications/589/decision, ex:recommendation/589, -, -, -)
  wasDerivedFrom(loan:applications/589/decision, loan:credit_history/589, -, -, -)
  wasDerivedFrom(loan:applications/589/decision, loan:fico_score/589, -, -, -)
  wasDerivedFrom(loan:applications/589/decision, loan:applications/589, ex:process_application/589, -, -)
  activity(ex:classify_loans/589, 2026-07-01T08:12:14.612059, 2026-07-01T08:12:14.613154)
  activity(ex:process_application/589, 2026-07-01T08:12:14.611636, 2026-07-01T08:12:14.613378, [prov:type='ln:AssessingLoanApplication'])
  used(ex:classify_loans/589, py:loan_features/589, -)
  used(ex:process_application/589, loan:applications/589, -)
  wasAssociatedWith(ex:classify_loans/589, ex:machine/950d29f79691, loan:pipeline/1)
  wasAssociatedWith(ex:process_application/589, loan:institution, -)
  actedOnBehalfOf(ex:machine/950d29f79691, loan:institution, -)
  wasGeneratedBy(ex:recommendation/589, ex:classify_loans/589, -)
  wasGeneratedBy(loan:applications/589/decision, ex:process_application/589, -)
endDocument