{"prefix": {"pd": "https://pandas.pydata.org/#", "py": "urn:python:var:", "sk": "https://scikit-learn.org/stable/modules/generated/sklearn.", "ln": "https://plead-project.org/ns/loan#", "pl": "http://openprovenancce.org/ns/plead#", "loan": "https://explain.openprovenance.org/loan/", "file": "file://", "ex": "http://example.org/"}, "agent": {"loan:institution": {"prov:type": {"$": "prov:Organization", "type": "prov:QUALIFIED_NAME"}}, "ex:machine/950d29f79691": {"prov:type": {"$": "prov:SoftwareAgent", "type": "prov:QUALIFIED_NAME"}, "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"}, "loan:applicants/471": {"prov:type": [{"$": "prov:Person", "type": "prov:QUALIFIED_NAME"}, {"$": "ln:LoanApplicant", "type": "prov:QUALIFIED_NAME"}]}, "loan:credit_agency": {"prov:type": [{"$": "ln:CreditReferencingAgency", "type": "prov:QUALIFIED_NAME"}, {"$": "prov:Organization", "type": "prov:QUALIFIED_NAME"}]}, "loan:fico": {"prov:type": [{"$": "ln:CreditReferencingAgency", "type": "prov:QUALIFIED_NAME"}, {"$": "prov:Organization", "type": "prov:QUALIFIED_NAME"}]}}, "entity": {"loan:applications/471": {"ln:attr_loan_amnt": {"$": 6400.0, "type": "xsd:double"}, "ln:attr_term": " 36 months", "ln:attr_emp_title": "Manager", "ln:attr_emp_length": "10+ years", "ln:attr_home_ownership": "MORTGAGE", "ln:attr_annual_inc": {"$": 92000.0, "type": "xsd:double"}, "ln:attr_purpose": "credit_card", "ln:attr_title": "Credit card refinancing", "ln:attr_zip_code": "210xx", "ln:attr_addr_state": "MD", "ln:attr_application_type": "Individual", "prov:type": [{"$": "pl:Controlled", "type": "prov:QUALIFIED_NAME"}, {"$": "ln:LoanApplication", "type": "prov:QUALIFIED_NAME"}]}, "loan:credit_history/471": {"ln:attr_earliest_cr_line": "May-2006", "ln:attr_open_acc": {"$": 10.0, "type": "xsd:double"}, "ln:attr_pub_rec": {"$": 1.0, "type": "xsd:double"}, "ln:attr_revol_bal": {"$": 7150.0, "type": "xsd:double"}, "ln:attr_revol_util": {"$": 26.0, "type": "xsd:double"}, "ln:attr_mort_acc": {"$": 1.0, "type": "xsd:double"}, "ln:attr_pub_rec_bankruptcies": {"$": 1.0, "type": "xsd:double"}, "ln:created_at": {"$": "2026-04-09T06:45:34.940222", "type": "xsd:dateTime"}, "prov:type": {"$": "ln:CreditReference", "type": "prov:QUALIFIED_NAME"}}, "loan:fico_score/471": {"prov:type": {"$": "ln:FICOScore", "type": "prov:QUALIFIED_NAME"}, "ln:fico_range_low": {"$": 700.0, "type": "xsd:double"}, "ln:fico_range_high": {"$": 704.0, "type": "xsd:double"}, "ln:created_at": {"$": "2026-04-08T18:18:52.763519", "type": "xsd:dateTime"}}, "loan:pipeline/1": {"prov:type": {"$": "sk:pipeline.Pipeline", "type": "prov:QUALIFIED_NAME"}}, "py:loan_features/471": {"ln:attr_loan_amnt": {"$": 6400.0, "type": "xsd:double"}, "ln:attr_term": {"$": 36.0, "type": "xsd:double"}, "ln:attr_int_rate": {"$": 10.42, "type": "xsd:double"}, "ln:attr_installment": {"$": 207.78, "type": "xsd:double"}, "ln:attr_emp_length": {"$": 10.0, "type": "xsd:double"}, "ln:attr_dti": {"$": 16.98, "type": "xsd:double"}, "ln:attr_earliest_cr_line": {"$": 2006.0, "type": "xsd:double"}, "ln:attr_open_acc": {"$": 10.0, "type": "xsd:double"}, "ln:attr_pub_rec": {"$": 1.0, "type": "xsd:double"}, "ln:attr_revol_util": {"$": 26.0, "type": "xsd:double"}, "ln:attr_total_acc": {"$": 17.0, "type": "xsd:double"}, "ln:attr_mort_acc": {"$": 1.0, "type": "xsd:double"}, "ln:attr_pub_rec_bankruptcies": {"$": 1.0, "type": "xsd:double"}, "ln:attr_log_annual_inc": {"$": 4.963792547912095, "type": "xsd:double"}, "ln:attr_fico_score": {"$": 702.0, "type": "xsd:double"}, "ln:attr_log_revol_bal": {"$": 3.8543667780408697, "type": "xsd:double"}, "ln:attr_sub_grade_B3": {"$": 1.0, "type": "xsd:double"}, "ln:attr_purpose_credit_card": {"$": 1.0, "type": "xsd:double"}, "ln:attr_addr_state_MD": {"$": 1.0, "type": "xsd:double"}, "ln:attr_initial_list_status_w": {"$": 1.0, "type": "xsd:double"}, "prov:type": {"$": "pd:Series", "type": "prov:QUALIFIED_NAME"}}, "ex:recommendation/471": {"prov:type": {"$": "ln:AutomatedLoanRecommendation", "type": "prov:QUALIFIED_NAME"}, "ln:recommendation": {"$": "ln:approved", "type": "prov:QUALIFIED_NAME"}, "ln:probability_chargeoff": 0.11647603248057277}, "loan:applications/471/decision": {"prov:type": [{"$": "ln:AutomatedDecision", "type": "prov:QUALIFIED_NAME"}, {"$": "ln:LoanDecision", "type": "prov:QUALIFIED_NAME"}], "ln:result": {"$": "ln:approved", "type": "prov:QUALIFIED_NAME"}}}, "wasAttributedTo": {"_:id1": {"prov:entity": "loan:applications/471", "prov:agent": "loan:applicants/471"}, "_:id2": {"prov:entity": "loan:credit_history/471", "prov:agent": "loan:credit_agency"}, "_:id3": {"prov:entity": "loan:fico_score/471", "prov:agent": "loan:fico"}, "_:id15": {"prov:entity": "loan:applications/471/decision", "prov:agent": "ex:machine/950d29f79691"}}, "wasDerivedFrom": {"_:id4": {"prov:generatedEntity": "py:loan_features/471", "prov:usedEntity": "loan:applications/471"}, "_:id5": {"prov:generatedEntity": "py:loan_features/471", "prov:usedEntity": "loan:credit_history/471"}, "_:id6": {"prov:generatedEntity": "py:loan_features/471", "prov:usedEntity": "loan:fico_score/471"}, "_:id11": {"prov:generatedEntity": "ex:recommendation/471", "prov:usedEntity": "py:loan_features/471", "prov:activity": "ex:classify_loans/471"}, "_:id12": {"prov:generatedEntity": "loan:applications/471/decision", "prov:usedEntity": "ex:recommendation/471"}, "_:id13": {"prov:generatedEntity": "loan:applications/471/decision", "prov:usedEntity": "loan:credit_history/471"}, "_:id14": {"prov:generatedEntity": "loan:applications/471/decision", "prov:usedEntity": "loan:fico_score/471"}, "_:id19": {"prov:generatedEntity": "loan:applications/471/decision", "prov:usedEntity": "loan:applications/471", "prov:activity": "ex:process_application/471"}}, "activity": {"ex:classify_loans/471": {"prov:startTime": "2026-04-13T00:49:12.640435", "prov:endTime": "2026-04-13T00:49:12.641311"}, "ex:process_application/471": {"prov:startTime": "2026-04-13T00:49:12.640124", "prov:endTime": "2026-04-13T00:49:12.641503", "prov:type": {"$": "ln:AssessingLoanApplication", "type": "prov:QUALIFIED_NAME"}}}, "used": {"_:id7": {"prov:activity": "ex:classify_loans/471", "prov:entity": "py:loan_features/471"}, "_:id17": {"prov:activity": "ex:process_application/471", "prov:entity": "loan:applications/471"}}, "wasAssociatedWith": {"_:id8": {"prov:activity": "ex:classify_loans/471", "prov:agent": "ex:machine/950d29f79691", "prov:plan": "loan:pipeline/1"}, "_:id16": {"prov:activity": "ex:process_application/471", "prov:agent": "loan:institution"}}, "actedOnBehalfOf": {"_:id9": {"prov:delegate": "ex:machine/950d29f79691", "prov:responsible": "loan:institution"}}, "wasGeneratedBy": {"_:id10": {"prov:entity": "ex:recommendation/471", "prov:activity": "ex:classify_loans/471"}, "_:id18": {"prov:entity": "loan:applications/471/decision", "prov:activity": "ex:process_application/471"}}}