{"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/507": {"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/507": {"ln:attr_loan_amnt": {"$": 14000.0, "type": "xsd:double"}, "ln:attr_term": " 36 months", "ln:attr_emp_title": "Complex Safety Manager", "ln:attr_emp_length": "2 years", "ln:attr_home_ownership": "OWN", "ln:attr_annual_inc": {"$": 100000.0, "type": "xsd:double"}, "ln:attr_purpose": "major_purchase", "ln:attr_title": "Major purchase", "ln:attr_zip_code": "758xx", "ln:attr_addr_state": "TX", "ln:attr_application_type": "Individual", "prov:type": [{"$": "pl:Controlled", "type": "prov:QUALIFIED_NAME"}, {"$": "ln:LoanApplication", "type": "prov:QUALIFIED_NAME"}]}, "loan:credit_history/507": {"ln:attr_earliest_cr_line": "Oct-2007", "ln:attr_open_acc": {"$": 5.0, "type": "xsd:double"}, "ln:attr_pub_rec": {"$": 0.0, "type": "xsd:double"}, 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"type": "xsd:double"}, "prov:type": {"$": "pd:Series", "type": "prov:QUALIFIED_NAME"}}, "ex:recommendation/507": {"prov:type": {"$": "ln:AutomatedLoanRecommendation", "type": "prov:QUALIFIED_NAME"}, "ln:recommendation": {"$": "ln:approved", "type": "prov:QUALIFIED_NAME"}, "ln:probability_chargeoff": 0.150423863045985}, "loan:applications/507/decision": {"prov:type": [{"$": "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/507", "prov:agent": "loan:applicants/507"}, "_:id2": {"prov:entity": "loan:credit_history/507", "prov:agent": "loan:credit_agency"}, "_:id3": {"prov:entity": "loan:fico_score/507", "prov:agent": "loan:fico"}, "_:id15": {"prov:entity": "loan:applications/507/decision", "prov:agent": "ex:machine/950d29f79691"}}, "wasDerivedFrom": {"_:id4": {"prov:generatedEntity": "py:loan_features/507", "prov:usedEntity": "loan:applications/507"}, "_:id5": {"prov:generatedEntity": "py:loan_features/507", "prov:usedEntity": "loan:credit_history/507"}, "_:id6": {"prov:generatedEntity": "py:loan_features/507", "prov:usedEntity": "loan:fico_score/507"}, "_:id11": {"prov:generatedEntity": "ex:recommendation/507", "prov:usedEntity": "py:loan_features/507", "prov:activity": "ex:classify_loans/507"}, "_:id12": {"prov:generatedEntity": "loan:applications/507/decision", "prov:usedEntity": "ex:recommendation/507"}, "_:id13": {"prov:generatedEntity": "loan:applications/507/decision", "prov:usedEntity": "loan:credit_history/507"}, "_:id14": {"prov:generatedEntity": "loan:applications/507/decision", "prov:usedEntity": "loan:fico_score/507"}, "_:id19": {"prov:generatedEntity": "loan:applications/507/decision", "prov:usedEntity": "loan:applications/507", "prov:activity": "ex:process_application/507"}}, "activity": {"ex:classify_loans/507": {"prov:startTime": "2026-05-03T08:28:49.657734", "prov:endTime": "2026-05-03T08:28:49.658620"}, "ex:process_application/507": {"prov:startTime": "2026-05-03T08:28:49.657401", "prov:endTime": "2026-05-03T08:28:49.658836", "prov:type": {"$": "ln:AssessingLoanApplication", "type": "prov:QUALIFIED_NAME"}}}, "used": {"_:id7": {"prov:activity": "ex:classify_loans/507", "prov:entity": "py:loan_features/507"}, "_:id17": {"prov:activity": "ex:process_application/507", "prov:entity": "loan:applications/507"}}, "wasAssociatedWith": {"_:id8": {"prov:activity": "ex:classify_loans/507", "prov:agent": "ex:machine/950d29f79691", "prov:plan": "loan:pipeline/1"}, "_:id16": {"prov:activity": "ex:process_application/507", "prov:agent": "loan:institution"}}, "actedOnBehalfOf": {"_:id9": {"prov:delegate": "ex:machine/950d29f79691", "prov:responsible": "loan:institution"}}, "wasGeneratedBy": {"_:id10": {"prov:entity": "ex:recommendation/507", "prov:activity": "ex:classify_loans/507"}, "_:id18": {"prov:entity": "loan:applications/507/decision", "prov:activity": "ex:process_application/507"}}}