[ { "id": 0, "label": "Approved", "Loan_ID": "LP001002", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5849.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5849.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 2, "label": "Approved", "Loan_ID": "LP001005", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 3000.0, "CoapplicantIncome": 0.0, "LoanAmount": 66.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 3000.0, The co-applicant income is 0.0, The loan amount is 66.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 3, "label": "Approved", "Loan_ID": "LP001006", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2583.0, "CoapplicantIncome": 2358.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2583.0, The co-applicant income is 2358.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 4, "label": "Approved", "Loan_ID": "LP001008", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6000.0, "CoapplicantIncome": 0.0, "LoanAmount": 141.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6000.0, The co-applicant income is 0.0, The loan amount is 141.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 7, "label": "Not Approved", "Loan_ID": "LP001014", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3036.0, "CoapplicantIncome": 2504.0, "LoanAmount": 158.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3036.0, The co-applicant income is 2504.0, The loan amount is 158.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 8, "label": "Approved", "Loan_ID": "LP001018", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4006.0, "CoapplicantIncome": 1526.0, "LoanAmount": 168.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4006.0, The co-applicant income is 1526.0, The loan amount is 168.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 10, "label": "Approved", "Loan_ID": "LP001024", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3200.0, "CoapplicantIncome": 700.0, "LoanAmount": 70.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3200.0, The co-applicant income is 700.0, The loan amount is 70.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 12, "label": "Approved", "Loan_ID": "LP001028", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3073.0, "CoapplicantIncome": 8106.0, "LoanAmount": 200.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3073.0, The co-applicant income is 8106.0, The loan amount is 200.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 14, "label": "Approved", "Loan_ID": "LP001030", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1299.0, "CoapplicantIncome": 1086.0, "LoanAmount": 17.0, "Loan_Amount_Term": 120.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1299.0, The co-applicant income is 1086.0, The loan amount is 17.0, The loan amount term is 120.0, The credit history value is 1.0, The property area is Urban" }, { "id": 16, "label": "Approved", "Loan_ID": "LP001034", "Gender": "Male", "Married": "No", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3596.0, "CoapplicantIncome": 0.0, "LoanAmount": 100.0, "Loan_Amount_Term": 240.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3596.0, The co-applicant income is 0.0, The loan amount is 100.0, The loan amount term is 240.0, The credit history value is 1.0, The property area is Urban" }, { "id": 18, "label": "Not Approved", "Loan_ID": "LP001038", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4887.0, "CoapplicantIncome": 0.0, "LoanAmount": 133.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4887.0, The co-applicant income is 0.0, The loan amount is 133.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 19, "label": "Approved", "Loan_ID": "LP001041", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2600.0, "CoapplicantIncome": 3500.0, "LoanAmount": 115.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2600.0, The co-applicant income is 3500.0, The loan amount is 115.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 20, "label": "Not Approved", "Loan_ID": "LP001043", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 7660.0, "CoapplicantIncome": 0.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 7660.0, The co-applicant income is 0.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 21, "label": "Approved", "Loan_ID": "LP001046", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5955.0, "CoapplicantIncome": 5625.0, "LoanAmount": 315.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5955.0, The co-applicant income is 5625.0, The loan amount is 315.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 23, "label": "Not Approved", "Loan_ID": "LP001050", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3365.0, "CoapplicantIncome": 1917.0, "LoanAmount": 112.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3365.0, The co-applicant income is 1917.0, The loan amount is 112.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 25, "label": "Approved", "Loan_ID": "LP001066", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 9560.0, "CoapplicantIncome": 0.0, "LoanAmount": 191.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 9560.0, The co-applicant income is 0.0, The loan amount is 191.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 26, "label": "Approved", "Loan_ID": "LP001068", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2799.0, "CoapplicantIncome": 2253.0, "LoanAmount": 122.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2799.0, The co-applicant income is 2253.0, The loan amount is 122.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 27, "label": "Approved", "Loan_ID": "LP001073", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4226.0, "CoapplicantIncome": 1040.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4226.0, The co-applicant income is 1040.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 29, "label": "Approved", "Loan_ID": "LP001087", "Gender": "Female", "Married": "No", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3750.0, "CoapplicantIncome": 2083.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3750.0, The co-applicant income is 2083.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 34, "label": "Not Approved", "Loan_ID": "LP001100", "Gender": "Male", "Married": "No", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 12500.0, "CoapplicantIncome": 3000.0, "LoanAmount": 320.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount > 303.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 12500.0, The co-applicant income is 3000.0, The loan amount is 320.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 35, "label": "Approved", "Loan_ID": "LP001106", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2275.0, "CoapplicantIncome": 2067.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2275.0, The co-applicant income is 2067.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 37, "label": "Approved", "Loan_ID": "LP001112", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3667.0, "CoapplicantIncome": 1459.0, "LoanAmount": 144.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3667.0, The co-applicant income is 1459.0, The loan amount is 144.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 38, "label": "Approved", "Loan_ID": "LP001114", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4166.0, "CoapplicantIncome": 7210.0, "LoanAmount": 184.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4166.0, The co-applicant income is 7210.0, The loan amount is 184.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 39, "label": "Approved", "Loan_ID": "LP001116", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3748.0, "CoapplicantIncome": 1668.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3748.0, The co-applicant income is 1668.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 41, "label": "Approved", "Loan_ID": "LP001120", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1800.0, "CoapplicantIncome": 1213.0, "LoanAmount": 47.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1800.0, The co-applicant income is 1213.0, The loan amount is 47.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 42, "label": "Approved", "Loan_ID": "LP001123", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2400.0, "CoapplicantIncome": 0.0, "LoanAmount": 75.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2400.0, The co-applicant income is 0.0, The loan amount is 75.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 43, "label": "Approved", "Loan_ID": "LP001131", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3941.0, "CoapplicantIncome": 2336.0, "LoanAmount": 134.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3941.0, The co-applicant income is 2336.0, The loan amount is 134.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 44, "label": "Approved", "Loan_ID": "LP001136", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 4695.0, "CoapplicantIncome": 0.0, "LoanAmount": 96.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 4695.0, The co-applicant income is 0.0, The loan amount is 96.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 45, "label": "Approved", "Loan_ID": "LP001137", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3410.0, "CoapplicantIncome": 0.0, "LoanAmount": 88.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3410.0, The co-applicant income is 0.0, The loan amount is 88.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 46, "label": "Approved", "Loan_ID": "LP001138", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5649.0, "CoapplicantIncome": 0.0, "LoanAmount": 44.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5649.0, The co-applicant income is 0.0, The loan amount is 44.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 47, "label": "Approved", "Loan_ID": "LP001144", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5821.0, "CoapplicantIncome": 0.0, "LoanAmount": 144.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5821.0, The co-applicant income is 0.0, The loan amount is 144.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 48, "label": "Not Approved", "Loan_ID": "LP001146", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2645.0, "CoapplicantIncome": 3440.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2645.0, The co-applicant income is 3440.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 49, "label": "Approved", "Loan_ID": "LP001151", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4000.0, "CoapplicantIncome": 2275.0, "LoanAmount": 144.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4000.0, The co-applicant income is 2275.0, The loan amount is 144.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 50, "label": "Approved", "Loan_ID": "LP001155", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 1928.0, "CoapplicantIncome": 1644.0, "LoanAmount": 100.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 1928.0, The co-applicant income is 1644.0, The loan amount is 100.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 54, "label": "Not Approved", "Loan_ID": "LP001186", "Gender": "Female", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 11500.0, "CoapplicantIncome": 0.0, "LoanAmount": 286.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 11500.0, The co-applicant income is 0.0, The loan amount is 286.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 55, "label": "Approved", "Loan_ID": "LP001194", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2708.0, "CoapplicantIncome": 1167.0, "LoanAmount": 97.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2708.0, The co-applicant income is 1167.0, The loan amount is 97.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 56, "label": "Approved", "Loan_ID": "LP001195", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2132.0, "CoapplicantIncome": 1591.0, "LoanAmount": 96.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2132.0, The co-applicant income is 1591.0, The loan amount is 96.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 59, "label": "Approved", "Loan_ID": "LP001199", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3357.0, "CoapplicantIncome": 2859.0, "LoanAmount": 144.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3357.0, The co-applicant income is 2859.0, The loan amount is 144.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 60, "label": "Approved", "Loan_ID": "LP001205", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2500.0, "CoapplicantIncome": 3796.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2500.0, The co-applicant income is 3796.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 63, "label": "Not Approved", "Loan_ID": "LP001213", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4945.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4945.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 64, "label": "Not Approved", "Loan_ID": "LP001222", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4166.0, "CoapplicantIncome": 0.0, "LoanAmount": 116.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4166.0, The co-applicant income is 0.0, The loan amount is 116.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 66, "label": "Not Approved", "Loan_ID": "LP001228", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3200.0, "CoapplicantIncome": 2254.0, "LoanAmount": 126.0, "Loan_Amount_Term": 180.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term <= 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3200.0, The co-applicant income is 2254.0, The loan amount is 126.0, The loan amount term is 180.0, The credit history value is 0.0, The property area is Urban" }, { "id": 67, "label": "Approved", "Loan_ID": "LP001233", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 10750.0, "CoapplicantIncome": 0.0, "LoanAmount": 312.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 10750.0, The co-applicant income is 0.0, The loan amount is 312.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 68, "label": "Approved", "Loan_ID": "LP001238", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 7100.0, "CoapplicantIncome": 0.0, "LoanAmount": 125.0, "Loan_Amount_Term": 60.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 7100.0, The co-applicant income is 0.0, The loan amount is 125.0, The loan amount term is 60.0, The credit history value is 1.0, The property area is Urban" }, { "id": 69, "label": "Not Approved", "Loan_ID": "LP001241", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4300.0, "CoapplicantIncome": 0.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4300.0, The co-applicant income is 0.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 70, "label": "Approved", "Loan_ID": "LP001243", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3208.0, "CoapplicantIncome": 3066.0, "LoanAmount": 172.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3208.0, The co-applicant income is 3066.0, The loan amount is 172.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 71, "label": "Approved", "Loan_ID": "LP001245", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 1875.0, "CoapplicantIncome": 1875.0, "LoanAmount": 97.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 1875.0, The co-applicant income is 1875.0, The loan amount is 97.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 73, "label": "Not Approved", "Loan_ID": "LP001250", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4755.0, "CoapplicantIncome": 0.0, "LoanAmount": 95.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4755.0, The co-applicant income is 0.0, The loan amount is 95.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 74, "label": "Approved", "Loan_ID": "LP001253", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 5266.0, "CoapplicantIncome": 1774.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 5266.0, The co-applicant income is 1774.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 75, "label": "Not Approved", "Loan_ID": "LP001255", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3750.0, "CoapplicantIncome": 0.0, "LoanAmount": 113.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term > 420.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3750.0, The co-applicant income is 0.0, The loan amount is 113.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Urban" }, { "id": 78, "label": "Not Approved", "Loan_ID": "LP001263", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3167.0, "CoapplicantIncome": 4000.0, "LoanAmount": 180.0, "Loan_Amount_Term": 300.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3167.0, The co-applicant income is 4000.0, The loan amount is 180.0, The loan amount term is 300.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 79, "label": "Approved", "Loan_ID": "LP001264", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 3333.0, "CoapplicantIncome": 2166.0, "LoanAmount": 130.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 3333.0, The co-applicant income is 2166.0, The loan amount is 130.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 80, "label": "Approved", "Loan_ID": "LP001265", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3846.0, "CoapplicantIncome": 0.0, "LoanAmount": 111.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3846.0, The co-applicant income is 0.0, The loan amount is 111.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 81, "label": "Approved", "Loan_ID": "LP001266", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2395.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2395.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 84, "label": "Approved", "Loan_ID": "LP001275", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3988.0, "CoapplicantIncome": 0.0, "LoanAmount": 50.0, "Loan_Amount_Term": 240.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3988.0, The co-applicant income is 0.0, The loan amount is 50.0, The loan amount term is 240.0, The credit history value is 1.0, The property area is Urban" }, { "id": 85, "label": "Approved", "Loan_ID": "LP001279", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2366.0, "CoapplicantIncome": 2531.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2366.0, The co-applicant income is 2531.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 86, "label": "Approved", "Loan_ID": "LP001280", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3333.0, "CoapplicantIncome": 2000.0, "LoanAmount": 99.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3333.0, The co-applicant income is 2000.0, The loan amount is 99.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 87, "label": "Approved", "Loan_ID": "LP001282", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2500.0, "CoapplicantIncome": 2118.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2500.0, The co-applicant income is 2118.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 88, "label": "Approved", "Loan_ID": "LP001289", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8566.0, "CoapplicantIncome": 0.0, "LoanAmount": 210.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8566.0, The co-applicant income is 0.0, The loan amount is 210.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 89, "label": "Approved", "Loan_ID": "LP001310", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5695.0, "CoapplicantIncome": 4167.0, "LoanAmount": 175.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5695.0, The co-applicant income is 4167.0, The loan amount is 175.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 90, "label": "Approved", "Loan_ID": "LP001316", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2958.0, "CoapplicantIncome": 2900.0, "LoanAmount": 131.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2958.0, The co-applicant income is 2900.0, The loan amount is 131.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 91, "label": "Approved", "Loan_ID": "LP001318", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6250.0, "CoapplicantIncome": 5654.0, "LoanAmount": 188.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6250.0, The co-applicant income is 5654.0, The loan amount is 188.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 93, "label": "Approved", "Loan_ID": "LP001322", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4133.0, "CoapplicantIncome": 0.0, "LoanAmount": 122.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4133.0, The co-applicant income is 0.0, The loan amount is 122.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 94, "label": "Approved", "Loan_ID": "LP001325", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3620.0, "CoapplicantIncome": 0.0, "LoanAmount": 25.0, "Loan_Amount_Term": 120.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3620.0, The co-applicant income is 0.0, The loan amount is 25.0, The loan amount term is 120.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 96, "label": "Approved", "Loan_ID": "LP001327", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2484.0, "CoapplicantIncome": 2302.0, "LoanAmount": 137.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2484.0, The co-applicant income is 2302.0, The loan amount is 137.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 97, "label": "Approved", "Loan_ID": "LP001333", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1977.0, "CoapplicantIncome": 997.0, "LoanAmount": 50.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1977.0, The co-applicant income is 997.0, The loan amount is 50.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 98, "label": "Approved", "Loan_ID": "LP001334", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4188.0, "CoapplicantIncome": 0.0, "LoanAmount": 115.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4188.0, The co-applicant income is 0.0, The loan amount is 115.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 101, "label": "Approved", "Loan_ID": "LP001349", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4843.0, "CoapplicantIncome": 3806.0, "LoanAmount": 151.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4843.0, The co-applicant income is 3806.0, The loan amount is 151.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 102, "label": "Approved", "Loan_ID": "LP001350", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 13650.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 13650.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 103, "label": "Approved", "Loan_ID": "LP001356", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4652.0, "CoapplicantIncome": 3583.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4652.0, The co-applicant income is 3583.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 104, "label": "Approved", "Loan_ID": "LP001357", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3816.0, "CoapplicantIncome": 754.0, "LoanAmount": 160.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3816.0, The co-applicant income is 754.0, The loan amount is 160.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 105, "label": "Approved", "Loan_ID": "LP001367", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3052.0, "CoapplicantIncome": 1030.0, "LoanAmount": 100.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3052.0, The co-applicant income is 1030.0, The loan amount is 100.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 106, "label": "Approved", "Loan_ID": "LP001369", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 11417.0, "CoapplicantIncome": 1126.0, "LoanAmount": 225.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 11417.0, The co-applicant income is 1126.0, The loan amount is 225.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 110, "label": "Approved", "Loan_ID": "LP001385", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5316.0, "CoapplicantIncome": 0.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5316.0, The co-applicant income is 0.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 111, "label": "Approved", "Loan_ID": "LP001387", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2929.0, "CoapplicantIncome": 2333.0, "LoanAmount": 139.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2929.0, The co-applicant income is 2333.0, The loan amount is 139.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 114, "label": "Approved", "Loan_ID": "LP001398", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5050.0, "CoapplicantIncome": 0.0, "LoanAmount": 118.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5050.0, The co-applicant income is 0.0, The loan amount is 118.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 115, "label": "Approved", "Loan_ID": "LP001401", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 14583.0, "CoapplicantIncome": 0.0, "LoanAmount": 185.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 14583.0, The co-applicant income is 0.0, The loan amount is 185.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Rural" }, { "id": 116, "label": "Approved", "Loan_ID": "LP001404", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3167.0, "CoapplicantIncome": 2283.0, "LoanAmount": 154.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3167.0, The co-applicant income is 2283.0, The loan amount is 154.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 117, "label": "Approved", "Loan_ID": "LP001405", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2214.0, "CoapplicantIncome": 1398.0, "LoanAmount": 85.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2214.0, The co-applicant income is 1398.0, The loan amount is 85.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 120, "label": "Approved", "Loan_ID": "LP001426", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5667.0, "CoapplicantIncome": 2667.0, "LoanAmount": 180.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5667.0, The co-applicant income is 2667.0, The loan amount is 180.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 121, "label": "Approved", "Loan_ID": "LP001430", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4166.0, "CoapplicantIncome": 0.0, "LoanAmount": 44.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4166.0, The co-applicant income is 0.0, The loan amount is 44.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 123, "label": "Approved", "Loan_ID": "LP001432", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2957.0, "CoapplicantIncome": 0.0, "LoanAmount": 81.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2957.0, The co-applicant income is 0.0, The loan amount is 81.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 126, "label": "Approved", "Loan_ID": "LP001448", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 23803.0, "CoapplicantIncome": 0.0, "LoanAmount": 370.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 23803.0, The co-applicant income is 0.0, The loan amount is 370.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 128, "label": "Not Approved", "Loan_ID": "LP001451", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 10513.0, "CoapplicantIncome": 3850.0, "LoanAmount": 160.0, "Loan_Amount_Term": 180.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 10513.0, The co-applicant income is 3850.0, The loan amount is 160.0, The loan amount term is 180.0, The credit history value is 0.0, The property area is Urban" }, { "id": 131, "label": "Approved", "Loan_ID": "LP001473", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2014.0, "CoapplicantIncome": 1929.0, "LoanAmount": 74.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2014.0, The co-applicant income is 1929.0, The loan amount is 74.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 132, "label": "Approved", "Loan_ID": "LP001478", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2718.0, "CoapplicantIncome": 0.0, "LoanAmount": 70.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2718.0, The co-applicant income is 0.0, The loan amount is 70.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 138, "label": "Not Approved", "Loan_ID": "LP001492", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 14999.0, "CoapplicantIncome": 0.0, "LoanAmount": 242.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 14999.0, The co-applicant income is 0.0, The loan amount is 242.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 139, "label": "Not Approved", "Loan_ID": "LP001493", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4200.0, "CoapplicantIncome": 1430.0, "LoanAmount": 129.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4200.0, The co-applicant income is 1430.0, The loan amount is 129.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 141, "label": "Approved", "Loan_ID": "LP001498", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5417.0, "CoapplicantIncome": 0.0, "LoanAmount": 168.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5417.0, The co-applicant income is 0.0, The loan amount is 168.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 142, "label": "Approved", "Loan_ID": "LP001504", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 6950.0, "CoapplicantIncome": 0.0, "LoanAmount": 175.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 6950.0, The co-applicant income is 0.0, The loan amount is 175.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 144, "label": "Approved", "Loan_ID": "LP001508", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 11757.0, "CoapplicantIncome": 0.0, "LoanAmount": 187.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 11757.0, The co-applicant income is 0.0, The loan amount is 187.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 146, "label": "Approved", "Loan_ID": "LP001516", "Gender": "Female", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 14866.0, "CoapplicantIncome": 0.0, "LoanAmount": 70.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 14866.0, The co-applicant income is 0.0, The loan amount is 70.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 147, "label": "Approved", "Loan_ID": "LP001518", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1538.0, "CoapplicantIncome": 1425.0, "LoanAmount": 30.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1538.0, The co-applicant income is 1425.0, The loan amount is 30.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 150, "label": "Not Approved", "Loan_ID": "LP001528", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6277.0, "CoapplicantIncome": 0.0, "LoanAmount": 118.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6277.0, The co-applicant income is 0.0, The loan amount is 118.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 151, "label": "Approved", "Loan_ID": "LP001529", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2577.0, "CoapplicantIncome": 3750.0, "LoanAmount": 152.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2577.0, The co-applicant income is 3750.0, The loan amount is 152.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 154, "label": "Approved", "Loan_ID": "LP001535", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3254.0, "CoapplicantIncome": 0.0, "LoanAmount": 50.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3254.0, The co-applicant income is 0.0, The loan amount is 50.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 157, "label": "Approved", "Loan_ID": "LP001543", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 9538.0, "CoapplicantIncome": 0.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 9538.0, The co-applicant income is 0.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 158, "label": "Approved", "Loan_ID": "LP001546", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2980.0, "CoapplicantIncome": 2083.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2980.0, The co-applicant income is 2083.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 159, "label": "Approved", "Loan_ID": "LP001552", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4583.0, "CoapplicantIncome": 5625.0, "LoanAmount": 255.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4583.0, The co-applicant income is 5625.0, The loan amount is 255.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 160, "label": "Approved", "Loan_ID": "LP001560", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 1863.0, "CoapplicantIncome": 1041.0, "LoanAmount": 98.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 1863.0, The co-applicant income is 1041.0, The loan amount is 98.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 163, "label": "Approved", "Loan_ID": "LP001570", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4167.0, "CoapplicantIncome": 1447.0, "LoanAmount": 158.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4167.0, The co-applicant income is 1447.0, The loan amount is 158.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 165, "label": "Approved", "Loan_ID": "LP001574", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3707.0, "CoapplicantIncome": 3166.0, "LoanAmount": 182.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3707.0, The co-applicant income is 3166.0, The loan amount is 182.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 168, "label": "Not Approved", "Loan_ID": "LP001579", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2237.0, "CoapplicantIncome": 0.0, "LoanAmount": 63.0, "Loan_Amount_Term": 480.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2237.0, The co-applicant income is 0.0, The loan amount is 63.0, The loan amount term is 480.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 169, "label": "Approved", "Loan_ID": "LP001580", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8000.0, "CoapplicantIncome": 0.0, "LoanAmount": 200.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8000.0, The co-applicant income is 0.0, The loan amount is 200.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 171, "label": "Approved", "Loan_ID": "LP001585", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 51763.0, "CoapplicantIncome": 0.0, "LoanAmount": 700.0, "Loan_Amount_Term": 300.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 51763.0, The co-applicant income is 0.0, The loan amount is 700.0, The loan amount term is 300.0, The credit history value is 1.0, The property area is Urban" }, { "id": 173, "label": "Approved", "Loan_ID": "LP001594", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5708.0, "CoapplicantIncome": 5625.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5708.0, The co-applicant income is 5625.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 175, "label": "Approved", "Loan_ID": "LP001606", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3497.0, "CoapplicantIncome": 1964.0, "LoanAmount": 116.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3497.0, The co-applicant income is 1964.0, The loan amount is 116.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 176, "label": "Approved", "Loan_ID": "LP001608", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2045.0, "CoapplicantIncome": 1619.0, "LoanAmount": 101.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2045.0, The co-applicant income is 1619.0, The loan amount is 101.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 177, "label": "Not Approved", "Loan_ID": "LP001610", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5516.0, "CoapplicantIncome": 11300.0, "LoanAmount": 495.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5516.0, The co-applicant income is 11300.0, The loan amount is 495.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 178, "label": "Approved", "Loan_ID": "LP001616", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3750.0, "CoapplicantIncome": 0.0, "LoanAmount": 116.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3750.0, The co-applicant income is 0.0, The loan amount is 116.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 180, "label": "Not Approved", "Loan_ID": "LP001633", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6400.0, "CoapplicantIncome": 7250.0, "LoanAmount": 180.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6400.0, The co-applicant income is 7250.0, The loan amount is 180.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 182, "label": "Approved", "Loan_ID": "LP001636", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4600.0, "CoapplicantIncome": 0.0, "LoanAmount": 73.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4600.0, The co-applicant income is 0.0, The loan amount is 73.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 185, "label": "Approved", "Loan_ID": "LP001640", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 39147.0, "CoapplicantIncome": 4750.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 39147.0, The co-applicant income is 4750.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 186, "label": "Not Approved", "Loan_ID": "LP001641", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2178.0, "CoapplicantIncome": 0.0, "LoanAmount": 66.0, "Loan_Amount_Term": 300.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2178.0, The co-applicant income is 0.0, The loan amount is 66.0, The loan amount term is 300.0, The credit history value is 0.0, The property area is Rural" }, { "id": 187, "label": "Approved", "Loan_ID": "LP001643", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2383.0, "CoapplicantIncome": 2138.0, "LoanAmount": 58.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2383.0, The co-applicant income is 2138.0, The loan amount is 58.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 189, "label": "Approved", "Loan_ID": "LP001647", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 9328.0, "CoapplicantIncome": 0.0, "LoanAmount": 188.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 9328.0, The co-applicant income is 0.0, The loan amount is 188.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Rural" }, { "id": 192, "label": "Not Approved", "Loan_ID": "LP001657", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 6033.0, "CoapplicantIncome": 0.0, "LoanAmount": 160.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 6033.0, The co-applicant income is 0.0, The loan amount is 160.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 193, "label": "Approved", "Loan_ID": "LP001658", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3858.0, "CoapplicantIncome": 0.0, "LoanAmount": 76.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3858.0, The co-applicant income is 0.0, The loan amount is 76.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 194, "label": "Approved", "Loan_ID": "LP001664", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4191.0, "CoapplicantIncome": 0.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4191.0, The co-applicant income is 0.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 196, "label": "Approved", "Loan_ID": "LP001666", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8333.0, "CoapplicantIncome": 3750.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8333.0, The co-applicant income is 3750.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 197, "label": "Approved", "Loan_ID": "LP001669", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 1907.0, "CoapplicantIncome": 2365.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 1907.0, The co-applicant income is 2365.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 198, "label": "Approved", "Loan_ID": "LP001671", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3416.0, "CoapplicantIncome": 2816.0, "LoanAmount": 113.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3416.0, The co-applicant income is 2816.0, The loan amount is 113.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 200, "label": "Approved", "Loan_ID": "LP001674", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2600.0, "CoapplicantIncome": 2500.0, "LoanAmount": 90.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2600.0, The co-applicant income is 2500.0, The loan amount is 90.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 203, "label": "Approved", "Loan_ID": "LP001688", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3500.0, "CoapplicantIncome": 1083.0, "LoanAmount": 135.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3500.0, The co-applicant income is 1083.0, The loan amount is 135.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 204, "label": "Approved", "Loan_ID": "LP001691", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3917.0, "CoapplicantIncome": 0.0, "LoanAmount": 124.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3917.0, The co-applicant income is 0.0, The loan amount is 124.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 205, "label": "Approved", "Loan_ID": "LP001692", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4408.0, "CoapplicantIncome": 0.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4408.0, The co-applicant income is 0.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 206, "label": "Approved", "Loan_ID": "LP001693", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3244.0, "CoapplicantIncome": 0.0, "LoanAmount": 80.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3244.0, The co-applicant income is 0.0, The loan amount is 80.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 207, "label": "Approved", "Loan_ID": "LP001698", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3975.0, "CoapplicantIncome": 2531.0, "LoanAmount": 55.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3975.0, The co-applicant income is 2531.0, The loan amount is 55.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 208, "label": "Approved", "Loan_ID": "LP001699", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2479.0, "CoapplicantIncome": 0.0, "LoanAmount": 59.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2479.0, The co-applicant income is 0.0, The loan amount is 59.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 211, "label": "Not Approved", "Loan_ID": "LP001711", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3430.0, "CoapplicantIncome": 1250.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3430.0, The co-applicant income is 1250.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 212, "label": "Approved", "Loan_ID": "LP001713", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 7787.0, "CoapplicantIncome": 0.0, "LoanAmount": 240.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 7787.0, The co-applicant income is 0.0, The loan amount is 240.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 217, "label": "Approved", "Loan_ID": "LP001726", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3727.0, "CoapplicantIncome": 1775.0, "LoanAmount": 131.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3727.0, The co-applicant income is 1775.0, The loan amount is 131.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 219, "label": "Approved", "Loan_ID": "LP001734", "Gender": "Female", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4283.0, "CoapplicantIncome": 2383.0, "LoanAmount": 127.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4283.0, The co-applicant income is 2383.0, The loan amount is 127.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 220, "label": "Not Approved", "Loan_ID": "LP001736", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2221.0, "CoapplicantIncome": 0.0, "LoanAmount": 60.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2221.0, The co-applicant income is 0.0, The loan amount is 60.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 221, "label": "Approved", "Loan_ID": "LP001743", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4009.0, "CoapplicantIncome": 1717.0, "LoanAmount": 116.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4009.0, The co-applicant income is 1717.0, The loan amount is 116.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 222, "label": "Approved", "Loan_ID": "LP001744", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2971.0, "CoapplicantIncome": 2791.0, "LoanAmount": 144.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2971.0, The co-applicant income is 2791.0, The loan amount is 144.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 223, "label": "Approved", "Loan_ID": "LP001749", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7578.0, "CoapplicantIncome": 1010.0, "LoanAmount": 175.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7578.0, The co-applicant income is 1010.0, The loan amount is 175.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 224, "label": "Approved", "Loan_ID": "LP001750", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6250.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6250.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 227, "label": "Approved", "Loan_ID": "LP001758", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6250.0, "CoapplicantIncome": 1695.0, "LoanAmount": 210.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6250.0, The co-applicant income is 1695.0, The loan amount is 210.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 228, "label": "Approved", "Loan_ID": "LP001760", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4758.0, "CoapplicantIncome": 0.0, "LoanAmount": 158.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4758.0, The co-applicant income is 0.0, The loan amount is 158.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 230, "label": "Approved", "Loan_ID": "LP001765", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2491.0, "CoapplicantIncome": 2054.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2491.0, The co-applicant income is 2054.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 231, "label": "Approved", "Loan_ID": "LP001768", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3716.0, "CoapplicantIncome": 0.0, "LoanAmount": 42.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3716.0, The co-applicant income is 0.0, The loan amount is 42.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Rural" }, { "id": 233, "label": "Approved", "Loan_ID": "LP001776", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8333.0, "CoapplicantIncome": 0.0, "LoanAmount": 280.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8333.0, The co-applicant income is 0.0, The loan amount is 280.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 234, "label": "Approved", "Loan_ID": "LP001778", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3155.0, "CoapplicantIncome": 1779.0, "LoanAmount": 140.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3155.0, The co-applicant income is 1779.0, The loan amount is 140.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 235, "label": "Approved", "Loan_ID": "LP001784", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5500.0, "CoapplicantIncome": 1260.0, "LoanAmount": 170.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5500.0, The co-applicant income is 1260.0, The loan amount is 170.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 237, "label": "Approved", "Loan_ID": "LP001788", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 3463.0, "CoapplicantIncome": 0.0, "LoanAmount": 122.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 3463.0, The co-applicant income is 0.0, The loan amount is 122.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 238, "label": "Approved", "Loan_ID": "LP001790", "Gender": "Female", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3812.0, "CoapplicantIncome": 0.0, "LoanAmount": 112.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3812.0, The co-applicant income is 0.0, The loan amount is 112.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 239, "label": "Approved", "Loan_ID": "LP001792", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3315.0, "CoapplicantIncome": 0.0, "LoanAmount": 96.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3315.0, The co-applicant income is 0.0, The loan amount is 96.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 240, "label": "Approved", "Loan_ID": "LP001798", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5819.0, "CoapplicantIncome": 5000.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5819.0, The co-applicant income is 5000.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 243, "label": "Approved", "Loan_ID": "LP001807", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 6250.0, "CoapplicantIncome": 1300.0, "LoanAmount": 108.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 6250.0, The co-applicant income is 1300.0, The loan amount is 108.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 244, "label": "Approved", "Loan_ID": "LP001811", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3406.0, "CoapplicantIncome": 4417.0, "LoanAmount": 123.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3406.0, The co-applicant income is 4417.0, The loan amount is 123.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 246, "label": "Approved", "Loan_ID": "LP001814", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 9703.0, "CoapplicantIncome": 0.0, "LoanAmount": 112.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 9703.0, The co-applicant income is 0.0, The loan amount is 112.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 248, "label": "Approved", "Loan_ID": "LP001824", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2882.0, "CoapplicantIncome": 1843.0, "LoanAmount": 123.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2882.0, The co-applicant income is 1843.0, The loan amount is 123.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 249, "label": "Approved", "Loan_ID": "LP001825", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1809.0, "CoapplicantIncome": 1868.0, "LoanAmount": 90.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1809.0, The co-applicant income is 1868.0, The loan amount is 90.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 250, "label": "Not Approved", "Loan_ID": "LP001835", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 1668.0, "CoapplicantIncome": 3890.0, "LoanAmount": 201.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 1668.0, The co-applicant income is 3890.0, The loan amount is 201.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 252, "label": "Approved", "Loan_ID": "LP001841", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2583.0, "CoapplicantIncome": 2167.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 2583.0, The co-applicant income is 2167.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 253, "label": "Approved", "Loan_ID": "LP001843", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2661.0, "CoapplicantIncome": 7101.0, "LoanAmount": 279.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2661.0, The co-applicant income is 7101.0, The loan amount is 279.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 254, "label": "Not Approved", "Loan_ID": "LP001844", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 16250.0, "CoapplicantIncome": 0.0, "LoanAmount": 192.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 16250.0, The co-applicant income is 0.0, The loan amount is 192.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 255, "label": "Approved", "Loan_ID": "LP001846", "Gender": "Female", "Married": "No", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3083.0, "CoapplicantIncome": 0.0, "LoanAmount": 255.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3083.0, The co-applicant income is 0.0, The loan amount is 255.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 256, "label": "Not Approved", "Loan_ID": "LP001849", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 6045.0, "CoapplicantIncome": 0.0, "LoanAmount": 115.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 6045.0, The co-applicant income is 0.0, The loan amount is 115.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 259, "label": "Not Approved", "Loan_ID": "LP001864", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4931.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4931.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 260, "label": "Approved", "Loan_ID": "LP001865", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6083.0, "CoapplicantIncome": 4250.0, "LoanAmount": 330.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6083.0, The co-applicant income is 4250.0, The loan amount is 330.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 261, "label": "Approved", "Loan_ID": "LP001868", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2060.0, "CoapplicantIncome": 2209.0, "LoanAmount": 134.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2060.0, The co-applicant income is 2209.0, The loan amount is 134.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 263, "label": "Approved", "Loan_ID": "LP001871", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7200.0, "CoapplicantIncome": 0.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7200.0, The co-applicant income is 0.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 264, "label": "Approved", "Loan_ID": "LP001872", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 5166.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 5166.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 265, "label": "Approved", "Loan_ID": "LP001875", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4095.0, "CoapplicantIncome": 3447.0, "LoanAmount": 151.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4095.0, The co-applicant income is 3447.0, The loan amount is 151.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 266, "label": "Approved", "Loan_ID": "LP001877", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4708.0, "CoapplicantIncome": 1387.0, "LoanAmount": 150.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4708.0, The co-applicant income is 1387.0, The loan amount is 150.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 270, "label": "Approved", "Loan_ID": "LP001888", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3237.0, "CoapplicantIncome": 0.0, "LoanAmount": 30.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3237.0, The co-applicant income is 0.0, The loan amount is 30.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 271, "label": "Approved", "Loan_ID": "LP001891", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 11146.0, "CoapplicantIncome": 0.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 11146.0, The co-applicant income is 0.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 272, "label": "Approved", "Loan_ID": "LP001892", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2833.0, "CoapplicantIncome": 1857.0, "LoanAmount": 126.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2833.0, The co-applicant income is 1857.0, The loan amount is 126.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 275, "label": "Approved", "Loan_ID": "LP001900", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2750.0, "CoapplicantIncome": 1842.0, "LoanAmount": 115.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2750.0, The co-applicant income is 1842.0, The loan amount is 115.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 276, "label": "Approved", "Loan_ID": "LP001903", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3993.0, "CoapplicantIncome": 3274.0, "LoanAmount": 207.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3993.0, The co-applicant income is 3274.0, The loan amount is 207.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 279, "label": "Approved", "Loan_ID": "LP001908", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4100.0, "CoapplicantIncome": 0.0, "LoanAmount": 124.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4100.0, The co-applicant income is 0.0, The loan amount is 124.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 281, "label": "Approved", "Loan_ID": "LP001914", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3927.0, "CoapplicantIncome": 800.0, "LoanAmount": 112.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3927.0, The co-applicant income is 800.0, The loan amount is 112.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 282, "label": "Approved", "Loan_ID": "LP001915", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2301.0, "CoapplicantIncome": 985.7999878, "LoanAmount": 78.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2301.0, The co-applicant income is 985.7999878, The loan amount is 78.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 283, "label": "Approved", "Loan_ID": "LP001917", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1811.0, "CoapplicantIncome": 1666.0, "LoanAmount": 54.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1811.0, The co-applicant income is 1666.0, The loan amount is 54.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 285, "label": "Approved", "Loan_ID": "LP001924", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3158.0, "CoapplicantIncome": 3053.0, "LoanAmount": 89.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3158.0, The co-applicant income is 3053.0, The loan amount is 89.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 287, "label": "Approved", "Loan_ID": "LP001926", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3704.0, "CoapplicantIncome": 2000.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3704.0, The co-applicant income is 2000.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 289, "label": "Approved", "Loan_ID": "LP001935", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 9508.0, "CoapplicantIncome": 0.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 9508.0, The co-applicant income is 0.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 290, "label": "Approved", "Loan_ID": "LP001936", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3075.0, "CoapplicantIncome": 2416.0, "LoanAmount": 139.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3075.0, The co-applicant income is 2416.0, The loan amount is 139.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 291, "label": "Not Approved", "Loan_ID": "LP001938", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4400.0, "CoapplicantIncome": 0.0, "LoanAmount": 127.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4400.0, The co-applicant income is 0.0, The loan amount is 127.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 292, "label": "Approved", "Loan_ID": "LP001940", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3153.0, "CoapplicantIncome": 1560.0, "LoanAmount": 134.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3153.0, The co-applicant income is 1560.0, The loan amount is 134.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 293, "label": "Not Approved", "Loan_ID": "LP001945", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5417.0, "CoapplicantIncome": 0.0, "LoanAmount": 143.0, "Loan_Amount_Term": 480.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5417.0, The co-applicant income is 0.0, The loan amount is 143.0, The loan amount term is 480.0, The credit history value is 0.0, The property area is Urban" }, { "id": 294, "label": "Approved", "Loan_ID": "LP001947", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2383.0, "CoapplicantIncome": 3334.0, "LoanAmount": 172.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2383.0, The co-applicant income is 3334.0, The loan amount is 172.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 295, "label": "Approved", "Loan_ID": "LP001949", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4416.0, "CoapplicantIncome": 1250.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4416.0, The co-applicant income is 1250.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 296, "label": "Approved", "Loan_ID": "LP001953", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6875.0, "CoapplicantIncome": 0.0, "LoanAmount": 200.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6875.0, The co-applicant income is 0.0, The loan amount is 200.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 297, "label": "Approved", "Loan_ID": "LP001954", "Gender": "Female", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4666.0, "CoapplicantIncome": 0.0, "LoanAmount": 135.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4666.0, The co-applicant income is 0.0, The loan amount is 135.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 298, "label": "Not Approved", "Loan_ID": "LP001955", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5000.0, "CoapplicantIncome": 2541.0, "LoanAmount": 151.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term > 420.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5000.0, The co-applicant income is 2541.0, The loan amount is 151.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Rural" }, { "id": 301, "label": "Approved", "Loan_ID": "LP001972", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2875.0, "CoapplicantIncome": 1750.0, "LoanAmount": 105.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2875.0, The co-applicant income is 1750.0, The loan amount is 105.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 302, "label": "Approved", "Loan_ID": "LP001974", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5000.0, "CoapplicantIncome": 0.0, "LoanAmount": 132.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5000.0, The co-applicant income is 0.0, The loan amount is 132.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 303, "label": "Approved", "Loan_ID": "LP001977", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1625.0, "CoapplicantIncome": 1803.0, "LoanAmount": 96.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1625.0, The co-applicant income is 1803.0, The loan amount is 96.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 306, "label": "Approved", "Loan_ID": "LP001993", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3762.0, "CoapplicantIncome": 1666.0, "LoanAmount": 135.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3762.0, The co-applicant income is 1666.0, The loan amount is 135.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 307, "label": "Not Approved", "Loan_ID": "LP001994", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2400.0, "CoapplicantIncome": 1863.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2400.0, The co-applicant income is 1863.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 308, "label": "Not Approved", "Loan_ID": "LP001996", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 20233.0, "CoapplicantIncome": 0.0, "LoanAmount": 480.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount > 303.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 20233.0, The co-applicant income is 0.0, The loan amount is 480.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 311, "label": "Approved", "Loan_ID": "LP002004", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2927.0, "CoapplicantIncome": 2405.0, "LoanAmount": 111.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2927.0, The co-applicant income is 2405.0, The loan amount is 111.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 313, "label": "Approved", "Loan_ID": "LP002008", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 5746.0, "CoapplicantIncome": 0.0, "LoanAmount": 144.0, "Loan_Amount_Term": 84.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 5746.0, The co-applicant income is 0.0, The loan amount is 144.0, The loan amount term is 84.0, The credit history value is 1.0, The property area is Rural" }, { "id": 315, "label": "Approved", "Loan_ID": "LP002031", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3399.0, "CoapplicantIncome": 1640.0, "LoanAmount": 111.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3399.0, The co-applicant income is 1640.0, The loan amount is 111.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 316, "label": "Approved", "Loan_ID": "LP002035", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3717.0, "CoapplicantIncome": 0.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3717.0, The co-applicant income is 0.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 317, "label": "Approved", "Loan_ID": "LP002036", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2058.0, "CoapplicantIncome": 2134.0, "LoanAmount": 88.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2058.0, The co-applicant income is 2134.0, The loan amount is 88.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 318, "label": "Approved", "Loan_ID": "LP002043", "Gender": "Female", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3541.0, "CoapplicantIncome": 0.0, "LoanAmount": 112.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3541.0, The co-applicant income is 0.0, The loan amount is 112.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 320, "label": "Approved", "Loan_ID": "LP002051", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2400.0, "CoapplicantIncome": 2167.0, "LoanAmount": 115.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2400.0, The co-applicant income is 2167.0, The loan amount is 115.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 322, "label": "Approved", "Loan_ID": "LP002054", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3601.0, "CoapplicantIncome": 1590.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3601.0, The co-applicant income is 1590.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 323, "label": "Approved", "Loan_ID": "LP002055", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3166.0, "CoapplicantIncome": 2985.0, "LoanAmount": 132.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3166.0, The co-applicant income is 2985.0, The loan amount is 132.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 324, "label": "Approved", "Loan_ID": "LP002065", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 15000.0, "CoapplicantIncome": 0.0, "LoanAmount": 300.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 15000.0, The co-applicant income is 0.0, The loan amount is 300.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 325, "label": "Not Approved", "Loan_ID": "LP002067", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 8666.0, "CoapplicantIncome": 4983.0, "LoanAmount": 376.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 8666.0, The co-applicant income is 4983.0, The loan amount is 376.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 327, "label": "Approved", "Loan_ID": "LP002082", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 5818.0, "CoapplicantIncome": 2160.0, "LoanAmount": 184.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 5818.0, The co-applicant income is 2160.0, The loan amount is 184.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 329, "label": "Approved", "Loan_ID": "LP002087", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2500.0, "CoapplicantIncome": 0.0, "LoanAmount": 67.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2500.0, The co-applicant income is 0.0, The loan amount is 67.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 330, "label": "Approved", "Loan_ID": "LP002097", "Gender": "Male", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4384.0, "CoapplicantIncome": 1793.0, "LoanAmount": 117.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4384.0, The co-applicant income is 1793.0, The loan amount is 117.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 331, "label": "Approved", "Loan_ID": "LP002098", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2935.0, "CoapplicantIncome": 0.0, "LoanAmount": 98.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2935.0, The co-applicant income is 0.0, The loan amount is 98.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 332, "label": "Approved", "Loan_ID": "LP002100", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2833.0, "CoapplicantIncome": 0.0, "LoanAmount": 71.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2833.0, The co-applicant income is 0.0, The loan amount is 71.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 333, "label": "Approved", "Loan_ID": "LP002101", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 63337.0, "CoapplicantIncome": 0.0, "LoanAmount": 490.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 63337.0, The co-applicant income is 0.0, The loan amount is 490.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 334, "label": "Approved", "Loan_ID": "LP002103", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 9833.0, "CoapplicantIncome": 1833.0, "LoanAmount": 182.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 9833.0, The co-applicant income is 1833.0, The loan amount is 182.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 335, "label": "Approved", "Loan_ID": "LP002106", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 5503.0, "CoapplicantIncome": 4490.0, "LoanAmount": 70.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 5503.0, The co-applicant income is 4490.0, The loan amount is 70.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 337, "label": "Approved", "Loan_ID": "LP002112", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2500.0, "CoapplicantIncome": 4600.0, "LoanAmount": 176.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2500.0, The co-applicant income is 4600.0, The loan amount is 176.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 339, "label": "Approved", "Loan_ID": "LP002114", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4160.0, "CoapplicantIncome": 0.0, "LoanAmount": 71.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4160.0, The co-applicant income is 0.0, The loan amount is 71.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 344, "label": "Approved", "Loan_ID": "LP002128", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2583.0, "CoapplicantIncome": 2330.0, "LoanAmount": 125.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2583.0, The co-applicant income is 2330.0, The loan amount is 125.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 345, "label": "Approved", "Loan_ID": "LP002129", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2499.0, "CoapplicantIncome": 2458.0, "LoanAmount": 160.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2499.0, The co-applicant income is 2458.0, The loan amount is 160.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 346, "label": "Not Approved", "Loan_ID": "LP002130", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3523.0, "CoapplicantIncome": 3230.0, "LoanAmount": 152.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3523.0, The co-applicant income is 3230.0, The loan amount is 152.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 347, "label": "Approved", "Loan_ID": "LP002131", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3083.0, "CoapplicantIncome": 2168.0, "LoanAmount": 126.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3083.0, The co-applicant income is 2168.0, The loan amount is 126.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 349, "label": "Approved", "Loan_ID": "LP002138", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2625.0, "CoapplicantIncome": 6250.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2625.0, The co-applicant income is 6250.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 352, "label": "Approved", "Loan_ID": "LP002141", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2666.0, "CoapplicantIncome": 2083.0, "LoanAmount": 95.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2666.0, The co-applicant income is 2083.0, The loan amount is 95.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 353, "label": "Not Approved", "Loan_ID": "LP002142", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 5500.0, "CoapplicantIncome": 0.0, "LoanAmount": 105.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 5500.0, The co-applicant income is 0.0, The loan amount is 105.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 354, "label": "Approved", "Loan_ID": "LP002143", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2423.0, "CoapplicantIncome": 505.0, "LoanAmount": 130.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2423.0, The co-applicant income is 505.0, The loan amount is 130.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 355, "label": "Approved", "Loan_ID": "LP002144", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3813.0, "CoapplicantIncome": 0.0, "LoanAmount": 116.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3813.0, The co-applicant income is 0.0, The loan amount is 116.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 356, "label": "Approved", "Loan_ID": "LP002149", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8333.0, "CoapplicantIncome": 3167.0, "LoanAmount": 165.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8333.0, The co-applicant income is 3167.0, The loan amount is 165.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 358, "label": "Not Approved", "Loan_ID": "LP002158", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3000.0, "CoapplicantIncome": 1666.0, "LoanAmount": 100.0, "Loan_Amount_Term": 480.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3000.0, The co-applicant income is 1666.0, The loan amount is 100.0, The loan amount term is 480.0, The credit history value is 0.0, The property area is Urban" }, { "id": 359, "label": "Approved", "Loan_ID": "LP002160", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5167.0, "CoapplicantIncome": 3167.0, "LoanAmount": 200.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5167.0, The co-applicant income is 3167.0, The loan amount is 200.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 361, "label": "Approved", "Loan_ID": "LP002170", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5000.0, "CoapplicantIncome": 3667.0, "LoanAmount": 236.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5000.0, The co-applicant income is 3667.0, The loan amount is 236.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 362, "label": "Approved", "Loan_ID": "LP002175", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4750.0, "CoapplicantIncome": 2333.0, "LoanAmount": 130.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4750.0, The co-applicant income is 2333.0, The loan amount is 130.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 363, "label": "Approved", "Loan_ID": "LP002178", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3013.0, "CoapplicantIncome": 3033.0, "LoanAmount": 95.0, "Loan_Amount_Term": 300.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome > 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3013.0, The co-applicant income is 3033.0, The loan amount is 95.0, The loan amount term is 300.0, The credit history value is 1.0, The property area is Urban" }, { "id": 366, "label": "Not Approved", "Loan_ID": "LP002187", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2500.0, "CoapplicantIncome": 0.0, "LoanAmount": 96.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term > 420.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2500.0, The co-applicant income is 0.0, The loan amount is 96.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 367, "label": "Not Approved", "Loan_ID": "LP002188", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5124.0, "CoapplicantIncome": 0.0, "LoanAmount": 124.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5124.0, The co-applicant income is 0.0, The loan amount is 124.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 370, "label": "Approved", "Loan_ID": "LP002194", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 15759.0, "CoapplicantIncome": 0.0, "LoanAmount": 55.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 15759.0, The co-applicant income is 0.0, The loan amount is 55.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 372, "label": "Approved", "Loan_ID": "LP002201", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 9323.0, "CoapplicantIncome": 7873.0, "LoanAmount": 380.0, "Loan_Amount_Term": 300.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 9323.0, The co-applicant income is 7873.0, The loan amount is 380.0, The loan amount term is 300.0, The credit history value is 1.0, The property area is Rural" }, { "id": 375, "label": "Approved", "Loan_ID": "LP002211", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4817.0, "CoapplicantIncome": 923.0, "LoanAmount": 120.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4817.0, The co-applicant income is 923.0, The loan amount is 120.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 376, "label": "Approved", "Loan_ID": "LP002219", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8750.0, "CoapplicantIncome": 4996.0, "LoanAmount": 130.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8750.0, The co-applicant income is 4996.0, The loan amount is 130.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 378, "label": "Not Approved", "Loan_ID": "LP002224", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3069.0, "CoapplicantIncome": 0.0, "LoanAmount": 71.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term > 420.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3069.0, The co-applicant income is 0.0, The loan amount is 71.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Urban" }, { "id": 379, "label": "Approved", "Loan_ID": "LP002225", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5391.0, "CoapplicantIncome": 0.0, "LoanAmount": 130.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5391.0, The co-applicant income is 0.0, The loan amount is 130.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 381, "label": "Approved", "Loan_ID": "LP002229", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5941.0, "CoapplicantIncome": 4232.0, "LoanAmount": 296.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5941.0, The co-applicant income is 4232.0, The loan amount is 296.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 382, "label": "Approved", "Loan_ID": "LP002231", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6000.0, "CoapplicantIncome": 0.0, "LoanAmount": 156.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6000.0, The co-applicant income is 0.0, The loan amount is 156.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 383, "label": "Approved", "Loan_ID": "LP002234", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 7167.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 7167.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 385, "label": "Approved", "Loan_ID": "LP002237", "Gender": "Male", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3667.0, "CoapplicantIncome": 0.0, "LoanAmount": 113.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3667.0, The co-applicant income is 0.0, The loan amount is 113.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 386, "label": "Approved", "Loan_ID": "LP002239", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2346.0, "CoapplicantIncome": 1600.0, "LoanAmount": 132.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2346.0, The co-applicant income is 1600.0, The loan amount is 132.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 387, "label": "Not Approved", "Loan_ID": "LP002243", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3010.0, "CoapplicantIncome": 3136.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3010.0, The co-applicant income is 3136.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 388, "label": "Approved", "Loan_ID": "LP002244", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2333.0, "CoapplicantIncome": 2417.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2333.0, The co-applicant income is 2417.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 389, "label": "Approved", "Loan_ID": "LP002250", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5488.0, "CoapplicantIncome": 0.0, "LoanAmount": 125.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5488.0, The co-applicant income is 0.0, The loan amount is 125.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 391, "label": "Approved", "Loan_ID": "LP002262", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 9504.0, "CoapplicantIncome": 0.0, "LoanAmount": 275.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 9504.0, The co-applicant income is 0.0, The loan amount is 275.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 392, "label": "Approved", "Loan_ID": "LP002263", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2583.0, "CoapplicantIncome": 2115.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2583.0, The co-applicant income is 2115.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 393, "label": "Approved", "Loan_ID": "LP002265", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 1993.0, "CoapplicantIncome": 1625.0, "LoanAmount": 113.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 1993.0, The co-applicant income is 1625.0, The loan amount is 113.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 395, "label": "Approved", "Loan_ID": "LP002272", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3276.0, "CoapplicantIncome": 484.0, "LoanAmount": 135.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3276.0, The co-applicant income is 484.0, The loan amount is 135.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 396, "label": "Not Approved", "Loan_ID": "LP002277", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3180.0, "CoapplicantIncome": 0.0, "LoanAmount": 71.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3180.0, The co-applicant income is 0.0, The loan amount is 71.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 397, "label": "Approved", "Loan_ID": "LP002281", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3033.0, "CoapplicantIncome": 1459.0, "LoanAmount": 95.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3033.0, The co-applicant income is 1459.0, The loan amount is 95.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 398, "label": "Approved", "Loan_ID": "LP002284", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3902.0, "CoapplicantIncome": 1666.0, "LoanAmount": 109.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3902.0, The co-applicant income is 1666.0, The loan amount is 109.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 400, "label": "Not Approved", "Loan_ID": "LP002288", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2889.0, "CoapplicantIncome": 0.0, "LoanAmount": 45.0, "Loan_Amount_Term": 180.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term <= 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2889.0, The co-applicant income is 0.0, The loan amount is 45.0, The loan amount term is 180.0, The credit history value is 0.0, The property area is Urban" }, { "id": 405, "label": "Approved", "Loan_ID": "LP002305", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4547.0, "CoapplicantIncome": 0.0, "LoanAmount": 115.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4547.0, The co-applicant income is 0.0, The loan amount is 115.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 406, "label": "Approved", "Loan_ID": "LP002308", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2167.0, "CoapplicantIncome": 2400.0, "LoanAmount": 115.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2167.0, The co-applicant income is 2400.0, The loan amount is 115.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 408, "label": "Not Approved", "Loan_ID": "LP002315", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8300.0, "CoapplicantIncome": 0.0, "LoanAmount": 152.0, "Loan_Amount_Term": 300.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8300.0, The co-applicant income is 0.0, The loan amount is 152.0, The loan amount term is 300.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 409, "label": "Not Approved", "Loan_ID": "LP002317", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 81000.0, "CoapplicantIncome": 0.0, "LoanAmount": 360.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 81000.0, The co-applicant income is 0.0, The loan amount is 360.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 412, "label": "Not Approved", "Loan_ID": "LP002328", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 6096.0, "CoapplicantIncome": 0.0, "LoanAmount": 218.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 6096.0, The co-applicant income is 0.0, The loan amount is 218.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 413, "label": "Approved", "Loan_ID": "LP002332", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2253.0, "CoapplicantIncome": 2033.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2253.0, The co-applicant income is 2033.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 414, "label": "Not Approved", "Loan_ID": "LP002335", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2149.0, "CoapplicantIncome": 3237.0, "LoanAmount": 178.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2149.0, The co-applicant income is 3237.0, The loan amount is 178.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 415, "label": "Approved", "Loan_ID": "LP002337", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2995.0, "CoapplicantIncome": 0.0, "LoanAmount": 60.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2995.0, The co-applicant income is 0.0, The loan amount is 60.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 418, "label": "Approved", "Loan_ID": "LP002345", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1025.0, "CoapplicantIncome": 2773.0, "LoanAmount": 112.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1025.0, The co-applicant income is 2773.0, The loan amount is 112.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 419, "label": "Approved", "Loan_ID": "LP002347", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3246.0, "CoapplicantIncome": 1417.0, "LoanAmount": 138.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3246.0, The co-applicant income is 1417.0, The loan amount is 138.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 420, "label": "Approved", "Loan_ID": "LP002348", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5829.0, "CoapplicantIncome": 0.0, "LoanAmount": 138.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5829.0, The co-applicant income is 0.0, The loan amount is 138.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 421, "label": "Not Approved", "Loan_ID": "LP002357", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2720.0, "CoapplicantIncome": 0.0, "LoanAmount": 80.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2720.0, The co-applicant income is 0.0, The loan amount is 80.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 423, "label": "Not Approved", "Loan_ID": "LP002362", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7250.0, "CoapplicantIncome": 1667.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7250.0, The co-applicant income is 1667.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 424, "label": "Approved", "Loan_ID": "LP002364", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 14880.0, "CoapplicantIncome": 0.0, "LoanAmount": 96.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 14880.0, The co-applicant income is 0.0, The loan amount is 96.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 425, "label": "Approved", "Loan_ID": "LP002366", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2666.0, "CoapplicantIncome": 4300.0, "LoanAmount": 121.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2666.0, The co-applicant income is 4300.0, The loan amount is 121.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 427, "label": "Approved", "Loan_ID": "LP002368", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5935.0, "CoapplicantIncome": 0.0, "LoanAmount": 133.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5935.0, The co-applicant income is 0.0, The loan amount is 133.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 428, "label": "Approved", "Loan_ID": "LP002369", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2920.0, "CoapplicantIncome": 16.12000084, "LoanAmount": 87.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2920.0, The co-applicant income is 16.12000084, The loan amount is 87.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 429, "label": "Approved", "Loan_ID": "LP002370", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2717.0, "CoapplicantIncome": 0.0, "LoanAmount": 60.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2717.0, The co-applicant income is 0.0, The loan amount is 60.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 430, "label": "Approved", "Loan_ID": "LP002377", "Gender": "Female", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 8624.0, "CoapplicantIncome": 0.0, "LoanAmount": 150.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 8624.0, The co-applicant income is 0.0, The loan amount is 150.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 431, "label": "Not Approved", "Loan_ID": "LP002379", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6500.0, "CoapplicantIncome": 0.0, "LoanAmount": 105.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6500.0, The co-applicant income is 0.0, The loan amount is 105.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 433, "label": "Approved", "Loan_ID": "LP002387", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2425.0, "CoapplicantIncome": 2340.0, "LoanAmount": 143.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2425.0, The co-applicant income is 2340.0, The loan amount is 143.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 434, "label": "Approved", "Loan_ID": "LP002390", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3750.0, "CoapplicantIncome": 0.0, "LoanAmount": 100.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3750.0, The co-applicant income is 0.0, The loan amount is 100.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 435, "label": "Approved", "Loan_ID": "LP002393", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 10047.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 240.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 10047.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 240.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 436, "label": "Approved", "Loan_ID": "LP002398", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1926.0, "CoapplicantIncome": 1851.0, "LoanAmount": 50.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1926.0, The co-applicant income is 1851.0, The loan amount is 50.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 438, "label": "Not Approved", "Loan_ID": "LP002403", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 10416.0, "CoapplicantIncome": 0.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 10416.0, The co-applicant income is 0.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 439, "label": "Approved", "Loan_ID": "LP002407", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 7142.0, "CoapplicantIncome": 0.0, "LoanAmount": 138.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 7142.0, The co-applicant income is 0.0, The loan amount is 138.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 441, "label": "Approved", "Loan_ID": "LP002409", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7901.0, "CoapplicantIncome": 1833.0, "LoanAmount": 180.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7901.0, The co-applicant income is 1833.0, The loan amount is 180.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 442, "label": "Approved", "Loan_ID": "LP002418", "Gender": "Male", "Married": "No", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4707.0, "CoapplicantIncome": 1993.0, "LoanAmount": 148.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4707.0, The co-applicant income is 1993.0, The loan amount is 148.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 443, "label": "Approved", "Loan_ID": "LP002422", "Gender": "Male", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 37719.0, "CoapplicantIncome": 0.0, "LoanAmount": 152.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 37719.0, The co-applicant income is 0.0, The loan amount is 152.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 444, "label": "Approved", "Loan_ID": "LP002424", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7333.0, "CoapplicantIncome": 8333.0, "LoanAmount": 175.0, "Loan_Amount_Term": 300.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7333.0, The co-applicant income is 8333.0, The loan amount is 175.0, The loan amount term is 300.0, The credit history value is 1.0, The property area is Rural" }, { "id": 446, "label": "Approved", "Loan_ID": "LP002434", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4652.0, "CoapplicantIncome": 0.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4652.0, The co-applicant income is 0.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 448, "label": "Not Approved", "Loan_ID": "LP002443", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3340.0, "CoapplicantIncome": 1710.0, "LoanAmount": 150.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3340.0, The co-applicant income is 1710.0, The loan amount is 150.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 450, "label": "Not Approved", "Loan_ID": "LP002446", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2309.0, "CoapplicantIncome": 1255.0, "LoanAmount": 125.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2309.0, The co-applicant income is 1255.0, The loan amount is 125.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 452, "label": "Not Approved", "Loan_ID": "LP002448", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3948.0, "CoapplicantIncome": 1733.0, "LoanAmount": 149.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3948.0, The co-applicant income is 1733.0, The loan amount is 149.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 454, "label": "Approved", "Loan_ID": "LP002453", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 7085.0, "CoapplicantIncome": 0.0, "LoanAmount": 84.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 7085.0, The co-applicant income is 0.0, The loan amount is 84.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 455, "label": "Approved", "Loan_ID": "LP002455", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3859.0, "CoapplicantIncome": 0.0, "LoanAmount": 96.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3859.0, The co-applicant income is 0.0, The loan amount is 96.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 456, "label": "Approved", "Loan_ID": "LP002459", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4301.0, "CoapplicantIncome": 0.0, "LoanAmount": 118.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4301.0, The co-applicant income is 0.0, The loan amount is 118.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 458, "label": "Approved", "Loan_ID": "LP002472", "Gender": "Male", "Married": "No", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4354.0, "CoapplicantIncome": 0.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4354.0, The co-applicant income is 0.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 461, "label": "Approved", "Loan_ID": "LP002484", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7740.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7740.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 463, "label": "Approved", "Loan_ID": "LP002489", "Gender": "Female", "Married": "No", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 5191.0, "CoapplicantIncome": 0.0, "LoanAmount": 132.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 5191.0, The co-applicant income is 0.0, The loan amount is 132.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 464, "label": "Not Approved", "Loan_ID": "LP002493", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4166.0, "CoapplicantIncome": 0.0, "LoanAmount": 98.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4166.0, The co-applicant income is 0.0, The loan amount is 98.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 465, "label": "Approved", "Loan_ID": "LP002494", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6000.0, "CoapplicantIncome": 0.0, "LoanAmount": 140.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6000.0, The co-applicant income is 0.0, The loan amount is 140.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 466, "label": "Not Approved", "Loan_ID": "LP002500", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2947.0, "CoapplicantIncome": 1664.0, "LoanAmount": 70.0, "Loan_Amount_Term": 180.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term <= 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2947.0, The co-applicant income is 1664.0, The loan amount is 70.0, The loan amount term is 180.0, The credit history value is 0.0, The property area is Urban" }, { "id": 467, "label": "Approved", "Loan_ID": "LP002501", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 16692.0, "CoapplicantIncome": 0.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 16692.0, The co-applicant income is 0.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 468, "label": "Approved", "Loan_ID": "LP002502", "Gender": "Female", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 210.0, "CoapplicantIncome": 2917.0, "LoanAmount": 98.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome > 2866.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 210.0, The co-applicant income is 2917.0, The loan amount is 98.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 470, "label": "Approved", "Loan_ID": "LP002515", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 3450.0, "CoapplicantIncome": 2079.0, "LoanAmount": 162.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 3450.0, The co-applicant income is 2079.0, The loan amount is 162.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 471, "label": "Not Approved", "Loan_ID": "LP002517", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2653.0, "CoapplicantIncome": 1500.0, "LoanAmount": 113.0, "Loan_Amount_Term": 180.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term <= 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2653.0, The co-applicant income is 1500.0, The loan amount is 113.0, The loan amount term is 180.0, The credit history value is 0.0, The property area is Rural" }, { "id": 472, "label": "Approved", "Loan_ID": "LP002519", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4691.0, "CoapplicantIncome": 0.0, "LoanAmount": 100.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4691.0, The co-applicant income is 0.0, The loan amount is 100.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 473, "label": "Approved", "Loan_ID": "LP002522", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2500.0, "CoapplicantIncome": 0.0, "LoanAmount": 93.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2500.0, The co-applicant income is 0.0, The loan amount is 93.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 474, "label": "Approved", "Loan_ID": "LP002524", "Gender": "Male", "Married": "No", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5532.0, "CoapplicantIncome": 4648.0, "LoanAmount": 162.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5532.0, The co-applicant income is 4648.0, The loan amount is 162.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 475, "label": "Approved", "Loan_ID": "LP002527", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 16525.0, "CoapplicantIncome": 1014.0, "LoanAmount": 150.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 16525.0, The co-applicant income is 1014.0, The loan amount is 150.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 476, "label": "Approved", "Loan_ID": "LP002529", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6700.0, "CoapplicantIncome": 1750.0, "LoanAmount": 230.0, "Loan_Amount_Term": 300.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6700.0, The co-applicant income is 1750.0, The loan amount is 230.0, The loan amount term is 300.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 478, "label": "Approved", "Loan_ID": "LP002531", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 16667.0, "CoapplicantIncome": 2250.0, "LoanAmount": 86.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome > 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 16667.0, The co-applicant income is 2250.0, The loan amount is 86.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 480, "label": "Approved", "Loan_ID": "LP002534", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4350.0, "CoapplicantIncome": 0.0, "LoanAmount": 154.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4350.0, The co-applicant income is 0.0, The loan amount is 154.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 481, "label": "Approved", "Loan_ID": "LP002536", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3095.0, "CoapplicantIncome": 0.0, "LoanAmount": 113.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3095.0, The co-applicant income is 0.0, The loan amount is 113.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 483, "label": "Approved", "Loan_ID": "LP002541", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 10833.0, "CoapplicantIncome": 0.0, "LoanAmount": 234.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 10833.0, The co-applicant income is 0.0, The loan amount is 234.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 484, "label": "Approved", "Loan_ID": "LP002543", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8333.0, "CoapplicantIncome": 0.0, "LoanAmount": 246.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8333.0, The co-applicant income is 0.0, The loan amount is 246.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 485, "label": "Approved", "Loan_ID": "LP002544", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 1958.0, "CoapplicantIncome": 2436.0, "LoanAmount": 131.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 1958.0, The co-applicant income is 2436.0, The loan amount is 131.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 486, "label": "Not Approved", "Loan_ID": "LP002545", "Gender": "Male", "Married": "No", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3547.0, "CoapplicantIncome": 0.0, "LoanAmount": 80.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3547.0, The co-applicant income is 0.0, The loan amount is 80.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 488, "label": "Approved", "Loan_ID": "LP002555", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 4583.0, "CoapplicantIncome": 2083.0, "LoanAmount": 160.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 4583.0, The co-applicant income is 2083.0, The loan amount is 160.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 493, "label": "Approved", "Loan_ID": "LP002582", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 17263.0, "CoapplicantIncome": 0.0, "LoanAmount": 225.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 17263.0, The co-applicant income is 0.0, The loan amount is 225.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 494, "label": "Not Approved", "Loan_ID": "LP002585", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3597.0, "CoapplicantIncome": 2157.0, "LoanAmount": 119.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3597.0, The co-applicant income is 2157.0, The loan amount is 119.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 496, "label": "Approved", "Loan_ID": "LP002587", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2600.0, "CoapplicantIncome": 1700.0, "LoanAmount": 107.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2600.0, The co-applicant income is 1700.0, The loan amount is 107.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 497, "label": "Approved", "Loan_ID": "LP002588", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4625.0, "CoapplicantIncome": 2857.0, "LoanAmount": 111.0, "Loan_Amount_Term": 12.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4625.0, The co-applicant income is 2857.0, The loan amount is 111.0, The loan amount term is 12.0, The credit history value is 1.0, The property area is Urban" }, { "id": 498, "label": "Approved", "Loan_ID": "LP002600", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2895.0, "CoapplicantIncome": 0.0, "LoanAmount": 95.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2895.0, The co-applicant income is 0.0, The loan amount is 95.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 499, "label": "Not Approved", "Loan_ID": "LP002602", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6283.0, "CoapplicantIncome": 4416.0, "LoanAmount": 209.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6283.0, The co-applicant income is 4416.0, The loan amount is 209.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 502, "label": "Approved", "Loan_ID": "LP002615", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4865.0, "CoapplicantIncome": 5624.0, "LoanAmount": 208.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4865.0, The co-applicant income is 5624.0, The loan amount is 208.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 503, "label": "Not Approved", "Loan_ID": "LP002618", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4050.0, "CoapplicantIncome": 5302.0, "LoanAmount": 138.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4050.0, The co-applicant income is 5302.0, The loan amount is 138.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 504, "label": "Approved", "Loan_ID": "LP002619", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3814.0, "CoapplicantIncome": 1483.0, "LoanAmount": 124.0, "Loan_Amount_Term": 300.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3814.0, The co-applicant income is 1483.0, The loan amount is 124.0, The loan amount term is 300.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 505, "label": "Approved", "Loan_ID": "LP002622", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3510.0, "CoapplicantIncome": 4416.0, "LoanAmount": 243.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3510.0, The co-applicant income is 4416.0, The loan amount is 243.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 506, "label": "Approved", "Loan_ID": "LP002624", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 20833.0, "CoapplicantIncome": 6667.0, "LoanAmount": 480.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 20833.0, The co-applicant income is 6667.0, The loan amount is 480.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 508, "label": "Approved", "Loan_ID": "LP002626", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2479.0, "CoapplicantIncome": 3013.0, "LoanAmount": 188.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2479.0, The co-applicant income is 3013.0, The loan amount is 188.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 509, "label": "Approved", "Loan_ID": "LP002634", "Gender": "Female", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 13262.0, "CoapplicantIncome": 0.0, "LoanAmount": 40.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 13262.0, The co-applicant income is 0.0, The loan amount is 40.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 511, "label": "Approved", "Loan_ID": "LP002640", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6065.0, "CoapplicantIncome": 2004.0, "LoanAmount": 250.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6065.0, The co-applicant income is 2004.0, The loan amount is 250.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 512, "label": "Approved", "Loan_ID": "LP002643", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3283.0, "CoapplicantIncome": 2035.0, "LoanAmount": 148.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3283.0, The co-applicant income is 2035.0, The loan amount is 148.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 514, "label": "Not Approved", "Loan_ID": "LP002652", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5815.0, "CoapplicantIncome": 3666.0, "LoanAmount": 311.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount > 303.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5815.0, The co-applicant income is 3666.0, The loan amount is 311.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 515, "label": "Approved", "Loan_ID": "LP002659", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3466.0, "CoapplicantIncome": 3428.0, "LoanAmount": 150.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3466.0, The co-applicant income is 3428.0, The loan amount is 150.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 516, "label": "Approved", "Loan_ID": "LP002670", "Gender": "Female", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2031.0, "CoapplicantIncome": 1632.0, "LoanAmount": 113.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2031.0, The co-applicant income is 1632.0, The loan amount is 113.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 517, "label": "Not Approved", "Loan_ID": "LP002682", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3074.0, "CoapplicantIncome": 1800.0, "LoanAmount": 123.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3074.0, The co-applicant income is 1800.0, The loan amount is 123.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 520, "label": "Approved", "Loan_ID": "LP002689", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2192.0, "CoapplicantIncome": 1742.0, "LoanAmount": 45.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2192.0, The co-applicant income is 1742.0, The loan amount is 45.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 523, "label": "Approved", "Loan_ID": "LP002693", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 7948.0, "CoapplicantIncome": 7166.0, "LoanAmount": 480.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 7948.0, The co-applicant income is 7166.0, The loan amount is 480.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 525, "label": "Approved", "Loan_ID": "LP002699", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 17500.0, "CoapplicantIncome": 0.0, "LoanAmount": 400.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 17500.0, The co-applicant income is 0.0, The loan amount is 400.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 526, "label": "Approved", "Loan_ID": "LP002705", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3775.0, "CoapplicantIncome": 0.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3775.0, The co-applicant income is 0.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 528, "label": "Approved", "Loan_ID": "LP002714", "Gender": "Male", "Married": "No", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2679.0, "CoapplicantIncome": 1302.0, "LoanAmount": 94.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2679.0, The co-applicant income is 1302.0, The loan amount is 94.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 529, "label": "Approved", "Loan_ID": "LP002716", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 6783.0, "CoapplicantIncome": 0.0, "LoanAmount": 130.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 6783.0, The co-applicant income is 0.0, The loan amount is 130.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 530, "label": "Approved", "Loan_ID": "LP002717", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1025.0, "CoapplicantIncome": 5500.0, "LoanAmount": 216.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1025.0, The co-applicant income is 5500.0, The loan amount is 216.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 531, "label": "Approved", "Loan_ID": "LP002720", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4281.0, "CoapplicantIncome": 0.0, "LoanAmount": 100.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4281.0, The co-applicant income is 0.0, The loan amount is 100.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 532, "label": "Not Approved", "Loan_ID": "LP002723", "Gender": "Male", "Married": "No", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3588.0, "CoapplicantIncome": 0.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3588.0, The co-applicant income is 0.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 534, "label": "Approved", "Loan_ID": "LP002731", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 18165.0, "CoapplicantIncome": 0.0, "LoanAmount": 125.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 18165.0, The co-applicant income is 0.0, The loan amount is 125.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 535, "label": "Approved", "Loan_ID": "LP002732", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2550.0, "CoapplicantIncome": 2042.0, "LoanAmount": 126.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2550.0, The co-applicant income is 2042.0, The loan amount is 126.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 536, "label": "Approved", "Loan_ID": "LP002734", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6133.0, "CoapplicantIncome": 3906.0, "LoanAmount": 324.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6133.0, The co-applicant income is 3906.0, The loan amount is 324.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 537, "label": "Approved", "Loan_ID": "LP002738", "Gender": "Male", "Married": "No", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3617.0, "CoapplicantIncome": 0.0, "LoanAmount": 107.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3617.0, The co-applicant income is 0.0, The loan amount is 107.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 539, "label": "Approved", "Loan_ID": "LP002740", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6417.0, "CoapplicantIncome": 0.0, "LoanAmount": 157.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6417.0, The co-applicant income is 0.0, The loan amount is 157.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Rural" }, { "id": 540, "label": "Approved", "Loan_ID": "LP002741", "Gender": "Female", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4608.0, "CoapplicantIncome": 2845.0, "LoanAmount": 140.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4608.0, The co-applicant income is 2845.0, The loan amount is 140.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 542, "label": "Approved", "Loan_ID": "LP002753", "Gender": "Female", "Married": "No", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3652.0, "CoapplicantIncome": 0.0, "LoanAmount": 95.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 > 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3652.0, The co-applicant income is 0.0, The loan amount is 95.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 543, "label": "Approved", "Loan_ID": "LP002755", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2239.0, "CoapplicantIncome": 2524.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2239.0, The co-applicant income is 2524.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 545, "label": "Approved", "Loan_ID": "LP002767", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2768.0, "CoapplicantIncome": 1950.0, "LoanAmount": 155.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2768.0, The co-applicant income is 1950.0, The loan amount is 155.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 547, "label": "Approved", "Loan_ID": "LP002772", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2526.0, "CoapplicantIncome": 1783.0, "LoanAmount": 145.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2526.0, The co-applicant income is 1783.0, The loan amount is 145.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 548, "label": "Not Approved", "Loan_ID": "LP002776", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5000.0, "CoapplicantIncome": 0.0, "LoanAmount": 103.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5000.0, The co-applicant income is 0.0, The loan amount is 103.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 549, "label": "Approved", "Loan_ID": "LP002777", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2785.0, "CoapplicantIncome": 2016.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2785.0, The co-applicant income is 2016.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 550, "label": "Not Approved", "Loan_ID": "LP002778", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 6633.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 6633.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 551, "label": "Approved", "Loan_ID": "LP002784", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2492.0, "CoapplicantIncome": 2375.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2492.0, The co-applicant income is 2375.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 552, "label": "Approved", "Loan_ID": "LP002785", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3333.0, "CoapplicantIncome": 3250.0, "LoanAmount": 158.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3333.0, The co-applicant income is 3250.0, The loan amount is 158.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 553, "label": "Not Approved", "Loan_ID": "LP002788", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2454.0, "CoapplicantIncome": 2333.0, "LoanAmount": 181.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2454.0, The co-applicant income is 2333.0, The loan amount is 181.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 554, "label": "Not Approved", "Loan_ID": "LP002789", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3593.0, "CoapplicantIncome": 4266.0, "LoanAmount": 132.0, "Loan_Amount_Term": 180.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term <= 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3593.0, The co-applicant income is 4266.0, The loan amount is 132.0, The loan amount term is 180.0, The credit history value is 0.0, The property area is Rural" }, { "id": 556, "label": "Approved", "Loan_ID": "LP002794", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2667.0, "CoapplicantIncome": 1625.0, "LoanAmount": 84.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2667.0, The co-applicant income is 1625.0, The loan amount is 84.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 557, "label": "Approved", "Loan_ID": "LP002795", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 10139.0, "CoapplicantIncome": 0.0, "LoanAmount": 260.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 10139.0, The co-applicant income is 0.0, The loan amount is 260.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 558, "label": "Approved", "Loan_ID": "LP002798", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3887.0, "CoapplicantIncome": 2669.0, "LoanAmount": 162.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3887.0, The co-applicant income is 2669.0, The loan amount is 162.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 559, "label": "Approved", "Loan_ID": "LP002804", "Gender": "Female", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4180.0, "CoapplicantIncome": 2306.0, "LoanAmount": 182.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4180.0, The co-applicant income is 2306.0, The loan amount is 182.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 560, "label": "Approved", "Loan_ID": "LP002807", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3675.0, "CoapplicantIncome": 242.0, "LoanAmount": 108.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3675.0, The co-applicant income is 242.0, The loan amount is 108.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 561, "label": "Approved", "Loan_ID": "LP002813", "Gender": "Female", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 19484.0, "CoapplicantIncome": 0.0, "LoanAmount": 600.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 19484.0, The co-applicant income is 0.0, The loan amount is 600.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 562, "label": "Approved", "Loan_ID": "LP002820", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5923.0, "CoapplicantIncome": 2054.0, "LoanAmount": 211.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5923.0, The co-applicant income is 2054.0, The loan amount is 211.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 564, "label": "Not Approved", "Loan_ID": "LP002832", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8799.0, "CoapplicantIncome": 0.0, "LoanAmount": 258.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount > 159.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8799.0, The co-applicant income is 0.0, The loan amount is 258.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 565, "label": "Approved", "Loan_ID": "LP002833", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 4467.0, "CoapplicantIncome": 0.0, "LoanAmount": 120.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount > 114.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 4467.0, The co-applicant income is 0.0, The loan amount is 120.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 567, "label": "Not Approved", "Loan_ID": "LP002837", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3400.0, "CoapplicantIncome": 2500.0, "LoanAmount": 123.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3400.0, The co-applicant income is 2500.0, The loan amount is 123.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 569, "label": "Not Approved", "Loan_ID": "LP002841", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3166.0, "CoapplicantIncome": 2064.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3166.0, The co-applicant income is 2064.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Urban" }, { "id": 570, "label": "Approved", "Loan_ID": "LP002842", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3417.0, "CoapplicantIncome": 1750.0, "LoanAmount": 186.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3417.0, The co-applicant income is 1750.0, The loan amount is 186.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 572, "label": "Approved", "Loan_ID": "LP002855", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 16666.0, "CoapplicantIncome": 0.0, "LoanAmount": 275.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 16666.0, The co-applicant income is 0.0, The loan amount is 275.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 573, "label": "Not Approved", "Loan_ID": "LP002862", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 6125.0, "CoapplicantIncome": 1625.0, "LoanAmount": 187.0, "Loan_Amount_Term": 480.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 6125.0, The co-applicant income is 1625.0, The loan amount is 187.0, The loan amount term is 480.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 575, "label": "Approved", "Loan_ID": "LP002868", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3159.0, "CoapplicantIncome": 461.0, "LoanAmount": 108.0, "Loan_Amount_Term": 84.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3159.0, The co-applicant income is 461.0, The loan amount is 108.0, The loan amount term is 84.0, The credit history value is 1.0, The property area is Urban" }, { "id": 576, "label": "Not Approved", "Loan_ID": "LP002872", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3087.0, "CoapplicantIncome": 2210.0, "LoanAmount": 136.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3087.0, The co-applicant income is 2210.0, The loan amount is 136.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 577, "label": "Approved", "Loan_ID": "LP002874", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3229.0, "CoapplicantIncome": 2739.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3229.0, The co-applicant income is 2739.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 578, "label": "Approved", "Loan_ID": "LP002877", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 1782.0, "CoapplicantIncome": 2232.0, "LoanAmount": 107.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 1782.0, The co-applicant income is 2232.0, The loan amount is 107.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 579, "label": "Approved", "Loan_ID": "LP002888", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3182.0, "CoapplicantIncome": 2917.0, "LoanAmount": 161.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3182.0, The co-applicant income is 2917.0, The loan amount is 161.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 580, "label": "Approved", "Loan_ID": "LP002892", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 6540.0, "CoapplicantIncome": 0.0, "LoanAmount": 205.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 6540.0, The co-applicant income is 0.0, The loan amount is 205.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 584, "label": "Not Approved", "Loan_ID": "LP002911", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2787.0, "CoapplicantIncome": 1917.0, "LoanAmount": 146.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2787.0, The co-applicant income is 1917.0, The loan amount is 146.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Rural" }, { "id": 586, "label": "Approved", "Loan_ID": "LP002916", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2297.0, "CoapplicantIncome": 1522.0, "LoanAmount": 104.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2297.0, The co-applicant income is 1522.0, The loan amount is 104.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 587, "label": "Approved", "Loan_ID": "LP002917", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2165.0, "CoapplicantIncome": 0.0, "LoanAmount": 70.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2165.0, The co-applicant income is 0.0, The loan amount is 70.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 588, "label": "Approved", "Loan_ID": "LP002925", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4750.0, "CoapplicantIncome": 0.0, "LoanAmount": 94.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4750.0, The co-applicant income is 0.0, The loan amount is 94.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 589, "label": "Not Approved", "Loan_ID": "LP002926", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 2726.0, "CoapplicantIncome": 0.0, "LoanAmount": 106.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 2726.0, The co-applicant income is 0.0, The loan amount is 106.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 590, "label": "Approved", "Loan_ID": "LP002928", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3000.0, "CoapplicantIncome": 3416.0, "LoanAmount": 56.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome > 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3000.0, The co-applicant income is 3416.0, The loan amount is 56.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 592, "label": "Approved", "Loan_ID": "LP002933", "Gender": "Male", "Married": "No", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 9357.0, "CoapplicantIncome": 0.0, "LoanAmount": 292.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 9357.0, The co-applicant income is 0.0, The loan amount is 292.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 593, "label": "Approved", "Loan_ID": "LP002936", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3859.0, "CoapplicantIncome": 3300.0, "LoanAmount": 142.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3859.0, The co-applicant income is 3300.0, The loan amount is 142.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Rural" }, { "id": 594, "label": "Approved", "Loan_ID": "LP002938", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 16120.0, "CoapplicantIncome": 0.0, "LoanAmount": 260.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 16120.0, The co-applicant income is 0.0, The loan amount is 260.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 595, "label": "Approved", "Loan_ID": "LP002940", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3833.0, "CoapplicantIncome": 0.0, "LoanAmount": 110.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3833.0, The co-applicant income is 0.0, The loan amount is 110.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 596, "label": "Not Approved", "Loan_ID": "LP002941", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "Yes", "ApplicantIncome": 6383.0, "CoapplicantIncome": 1000.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome > 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is Yes, The applicant income is 6383.0, The co-applicant income is 1000.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 597, "label": "Not Approved", "Loan_ID": "LP002943", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2987.0, "CoapplicantIncome": 0.0, "LoanAmount": 88.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2987.0, The co-applicant income is 0.0, The loan amount is 88.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" }, { "id": 598, "label": "Approved", "Loan_ID": "LP002945", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 9963.0, "CoapplicantIncome": 0.0, "LoanAmount": 180.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 9963.0, The co-applicant income is 0.0, The loan amount is 180.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 600, "label": "Not Approved", "Loan_ID": "LP002949", "Gender": "Female", "Married": "No", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 416.0, "CoapplicantIncome": 41667.0, "LoanAmount": 350.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount > 303.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 416.0, The co-applicant income is 41667.0, The loan amount is 350.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Urban" }, { "id": 601, "label": "Approved", "Loan_ID": "LP002950", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 2894.0, "CoapplicantIncome": 2792.0, "LoanAmount": 155.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 2894.0, The co-applicant income is 2792.0, The loan amount is 155.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 602, "label": "Approved", "Loan_ID": "LP002953", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 5703.0, "CoapplicantIncome": 0.0, "LoanAmount": 128.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 5703.0, The co-applicant income is 0.0, The loan amount is 128.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 603, "label": "Approved", "Loan_ID": "LP002958", "Gender": "Male", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3676.0, "CoapplicantIncome": 4301.0, "LoanAmount": 172.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount > 135.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3676.0, The co-applicant income is 4301.0, The loan amount is 172.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 604, "label": "Approved", "Loan_ID": "LP002959", "Gender": "Female", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 12000.0, "CoapplicantIncome": 0.0, "LoanAmount": 496.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male <= 0.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 12000.0, The co-applicant income is 0.0, The loan amount is 496.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 606, "label": "Approved", "Loan_ID": "LP002961", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3400.0, "CoapplicantIncome": 2500.0, "LoanAmount": 173.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Semiurban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3400.0, The co-applicant income is 2500.0, The loan amount is 173.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Semiurban" }, { "id": 607, "label": "Approved", "Loan_ID": "LP002964", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Not Graduate", "Self_Employed": "No", "ApplicantIncome": 3987.0, "CoapplicantIncome": 1411.0, "LoanAmount": 157.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate <= 0.500", "num__ApplicantIncome <= 4018.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Not Graduate, The self-employment status is No, The applicant income is 3987.0, The co-applicant income is 1411.0, The loan amount is 157.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 608, "label": "Approved", "Loan_ID": "LP002974", "Gender": "Male", "Married": "Yes", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 3232.0, "CoapplicantIncome": 1950.0, "LoanAmount": 108.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome <= 3469.000", "num__CoapplicantIncome <= 2866.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 3232.0, The co-applicant income is 1950.0, The loan amount is 108.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 609, "label": "Approved", "Loan_ID": "LP002978", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 2900.0, "CoapplicantIncome": 0.0, "LoanAmount": 71.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No > 0.500", "num__Loan_Amount_Term <= 420.000", "num__LoanAmount <= 303.500", "cat__Dependents_1 <= 0.500", "num__LoanAmount <= 135.500" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 2900.0, The co-applicant income is 0.0, The loan amount is 71.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Rural" }, { "id": 610, "label": "Approved", "Loan_ID": "LP002979", "Gender": "Male", "Married": "Yes", "Dependents": "3+", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 4106.0, "CoapplicantIncome": 0.0, "LoanAmount": 40.0, "Loan_Amount_Term": 180.0, "Credit_History": 1.0, "Property_Area": "Rural", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount <= 127.500", "num__LoanAmount <= 114.000", "num__ApplicantIncome > 3469.000", "num__ApplicantIncome <= 5376.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 3+, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 4106.0, The co-applicant income is 0.0, The loan amount is 40.0, The loan amount term is 180.0, The credit history value is 1.0, The property area is Rural" }, { "id": 611, "label": "Approved", "Loan_ID": "LP002983", "Gender": "Male", "Married": "Yes", "Dependents": "1", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 8072.0, "CoapplicantIncome": 240.0, "LoanAmount": 253.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 <= 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 1, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 8072.0, The co-applicant income is 240.0, The loan amount is 253.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 612, "label": "Approved", "Loan_ID": "LP002984", "Gender": "Male", "Married": "Yes", "Dependents": "2", "Education": "Graduate", "Self_Employed": "No", "ApplicantIncome": 7583.0, "CoapplicantIncome": 0.0, "LoanAmount": 187.0, "Loan_Amount_Term": 360.0, "Credit_History": 1.0, "Property_Area": "Urban", "prediction": "Approved", "decision_path": [ "num__Credit_History > 0.500", "cat__Married_No <= 0.500", "num__LoanAmount > 127.500", "cat__Gender_Male > 0.500", "cat__Education_Graduate > 0.500", "cat__Dependents_2 > 0.500" ], "note": "The gender of the applicant is Male, The marital status of the applicant is Yes, The number of dependents is 2, The education level of the applicant is Graduate, The self-employment status is No, The applicant income is 7583.0, The co-applicant income is 0.0, The loan amount is 187.0, The loan amount term is 360.0, The credit history value is 1.0, The property area is Urban" }, { "id": 613, "label": "Not Approved", "Loan_ID": "LP002990", "Gender": "Female", "Married": "No", "Dependents": "0", "Education": "Graduate", "Self_Employed": "Yes", "ApplicantIncome": 4583.0, "CoapplicantIncome": 0.0, "LoanAmount": 133.0, "Loan_Amount_Term": 360.0, "Credit_History": 0.0, "Property_Area": "Semiurban", "prediction": "Not Approved", "decision_path": [ "num__Credit_History <= 0.500", "num__LoanAmount <= 159.000", "num__Loan_Amount_Term > 240.000" ], "note": "The gender of the applicant is Female, The marital status of the applicant is No, The number of dependents is 0, The education level of the applicant is Graduate, The self-employment status is Yes, The applicant income is 4583.0, The co-applicant income is 0.0, The loan amount is 133.0, The loan amount term is 360.0, The credit history value is 0.0, The property area is Semiurban" } ]