diff --git "a/loanjson.json" "b/loanjson.json" new file mode 100644--- /dev/null +++ "b/loanjson.json" @@ -0,0 +1,9212 @@ +[ + { + "Loan_ID": "LP001002", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5849, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001003", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4583, + "CoapplicantIncome": 1508, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001005", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3000, + "CoapplicantIncome": 0, + "LoanAmount": 66, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001006", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2583, + "CoapplicantIncome": 2358, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001008", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6000, + "CoapplicantIncome": 0, + "LoanAmount": 141, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001011", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5417, + "CoapplicantIncome": 4196, + "LoanAmount": 267, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001013", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2333, + "CoapplicantIncome": 1516, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001014", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3036, + "CoapplicantIncome": 2504, + "LoanAmount": 158, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001018", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4006, + "CoapplicantIncome": 1526, + "LoanAmount": 168, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001020", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 12841, + "CoapplicantIncome": 10968, + "LoanAmount": 349, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001024", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3200, + "CoapplicantIncome": 700, + "LoanAmount": 70, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001027", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 2500, + "CoapplicantIncome": 1840, + "LoanAmount": 109, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001028", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3073, + "CoapplicantIncome": 8106, + "LoanAmount": 200, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001029", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1853, + "CoapplicantIncome": 2840, + "LoanAmount": 114, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001030", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1299, + "CoapplicantIncome": 1086, + "LoanAmount": 17, + "Loan_Amount_Term": 120, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001032", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4950, + "CoapplicantIncome": 0, + "LoanAmount": 125, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001034", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3596, + "CoapplicantIncome": 0, + "LoanAmount": 100, + "Loan_Amount_Term": 240, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001036", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3510, + "CoapplicantIncome": 0, + "LoanAmount": 76, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001038", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4887, + "CoapplicantIncome": 0, + "LoanAmount": 133, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001041", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 2600, + "CoapplicantIncome": 3500, + "LoanAmount": 115, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001043", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7660, + "CoapplicantIncome": 0, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001046", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5955, + "CoapplicantIncome": 5625, + "LoanAmount": 315, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001047", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2600, + "CoapplicantIncome": 1911, + "LoanAmount": 116, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001050", + "Gender": "", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3365, + "CoapplicantIncome": 1917, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001052", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3717, + "CoapplicantIncome": 2925, + "LoanAmount": 151, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001066", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 9560, + "CoapplicantIncome": 0, + "LoanAmount": 191, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001068", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2799, + "CoapplicantIncome": 2253, + "LoanAmount": 122, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001073", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4226, + "CoapplicantIncome": 1040, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001086", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1442, + "CoapplicantIncome": 0, + "LoanAmount": 35, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001087", + "Gender": "Female", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3750, + "CoapplicantIncome": 2083, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001091", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 4166, + "CoapplicantIncome": 3369, + "LoanAmount": 201, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001095", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3167, + "CoapplicantIncome": 0, + "LoanAmount": 74, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001097", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4692, + "CoapplicantIncome": 0, + "LoanAmount": 106, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001098", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3500, + "CoapplicantIncome": 1667, + "LoanAmount": 114, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001100", + "Gender": "Male", + "Married": "No", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 12500, + "CoapplicantIncome": 3000, + "LoanAmount": 320, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001106", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2275, + "CoapplicantIncome": 2067, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001109", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1828, + "CoapplicantIncome": 1330, + "LoanAmount": 100, + "Loan_Amount_Term": null, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001112", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3667, + "CoapplicantIncome": 1459, + "LoanAmount": 144, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001114", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4166, + "CoapplicantIncome": 7210, + "LoanAmount": 184, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001116", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3748, + "CoapplicantIncome": 1668, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001119", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3600, + "CoapplicantIncome": 0, + "LoanAmount": 80, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001120", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1800, + "CoapplicantIncome": 1213, + "LoanAmount": 47, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001123", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2400, + "CoapplicantIncome": 0, + "LoanAmount": 75, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001131", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3941, + "CoapplicantIncome": 2336, + "LoanAmount": 134, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001136", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4695, + "CoapplicantIncome": 0, + "LoanAmount": 96, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001137", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3410, + "CoapplicantIncome": 0, + "LoanAmount": 88, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001138", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5649, + "CoapplicantIncome": 0, + "LoanAmount": 44, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001144", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5821, + "CoapplicantIncome": 0, + "LoanAmount": 144, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001146", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2645, + "CoapplicantIncome": 3440, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001151", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4000, + "CoapplicantIncome": 2275, + "LoanAmount": 144, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001155", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1928, + "CoapplicantIncome": 1644, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001157", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3086, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001164", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4230, + "CoapplicantIncome": 0, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001179", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4616, + "CoapplicantIncome": 0, + "LoanAmount": 134, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001186", + "Gender": "Female", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 11500, + "CoapplicantIncome": 0, + "LoanAmount": 286, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001194", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2708, + "CoapplicantIncome": 1167, + "LoanAmount": 97, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001195", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2132, + "CoapplicantIncome": 1591, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001197", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3366, + "CoapplicantIncome": 2200, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001198", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8080, + "CoapplicantIncome": 2250, + "LoanAmount": 180, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001199", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3357, + "CoapplicantIncome": 2859, + "LoanAmount": 144, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001205", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2500, + "CoapplicantIncome": 3796, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001206", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3029, + "CoapplicantIncome": 0, + "LoanAmount": 99, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001207", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2609, + "CoapplicantIncome": 3449, + "LoanAmount": 165, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001213", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4945, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001222", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4166, + "CoapplicantIncome": 0, + "LoanAmount": 116, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001225", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5726, + "CoapplicantIncome": 4595, + "LoanAmount": 258, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001228", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3200, + "CoapplicantIncome": 2254, + "LoanAmount": 126, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001233", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 10750, + "CoapplicantIncome": 0, + "LoanAmount": 312, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001238", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7100, + "CoapplicantIncome": 0, + "LoanAmount": 125, + "Loan_Amount_Term": 60, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001241", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4300, + "CoapplicantIncome": 0, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001243", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3208, + "CoapplicantIncome": 3066, + "LoanAmount": 172, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001245", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 1875, + "CoapplicantIncome": 1875, + "LoanAmount": 97, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001248", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3500, + "CoapplicantIncome": 0, + "LoanAmount": 81, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001250", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4755, + "CoapplicantIncome": 0, + "LoanAmount": 95, + "Loan_Amount_Term": null, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001253", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5266, + "CoapplicantIncome": 1774, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001255", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3750, + "CoapplicantIncome": 0, + "LoanAmount": 113, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001256", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3750, + "CoapplicantIncome": 4750, + "LoanAmount": 176, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001259", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 1000, + "CoapplicantIncome": 3022, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001263", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3167, + "CoapplicantIncome": 4000, + "LoanAmount": 180, + "Loan_Amount_Term": 300, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001264", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3333, + "CoapplicantIncome": 2166, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001265", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3846, + "CoapplicantIncome": 0, + "LoanAmount": 111, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001266", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2395, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001267", + "Gender": "Female", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1378, + "CoapplicantIncome": 1881, + "LoanAmount": 167, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001273", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6000, + "CoapplicantIncome": 2250, + "LoanAmount": 265, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001275", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3988, + "CoapplicantIncome": 0, + "LoanAmount": 50, + "Loan_Amount_Term": 240, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001279", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2366, + "CoapplicantIncome": 2531, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001280", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3333, + "CoapplicantIncome": 2000, + "LoanAmount": 99, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001282", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2500, + "CoapplicantIncome": 2118, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001289", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8566, + "CoapplicantIncome": 0, + "LoanAmount": 210, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001310", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5695, + "CoapplicantIncome": 4167, + "LoanAmount": 175, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001316", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2958, + "CoapplicantIncome": 2900, + "LoanAmount": 131, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001318", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6250, + "CoapplicantIncome": 5654, + "LoanAmount": 188, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001319", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3273, + "CoapplicantIncome": 1820, + "LoanAmount": 81, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001322", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4133, + "CoapplicantIncome": 0, + "LoanAmount": 122, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001325", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3620, + "CoapplicantIncome": 0, + "LoanAmount": 25, + "Loan_Amount_Term": 120, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001326", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 6782, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001327", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2484, + "CoapplicantIncome": 2302, + "LoanAmount": 137, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001333", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1977, + "CoapplicantIncome": 997, + "LoanAmount": 50, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001334", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4188, + "CoapplicantIncome": 0, + "LoanAmount": 115, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001343", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1759, + "CoapplicantIncome": 3541, + "LoanAmount": 131, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001345", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4288, + "CoapplicantIncome": 3263, + "LoanAmount": 133, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001349", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4843, + "CoapplicantIncome": 3806, + "LoanAmount": 151, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001350", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 13650, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001356", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4652, + "CoapplicantIncome": 3583, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001357", + "Gender": "Male", + "Married": "", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3816, + "CoapplicantIncome": 754, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001367", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3052, + "CoapplicantIncome": 1030, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001369", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 11417, + "CoapplicantIncome": 1126, + "LoanAmount": 225, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001370", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "", + "ApplicantIncome": 7333, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001379", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3800, + "CoapplicantIncome": 3600, + "LoanAmount": 216, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001384", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2071, + "CoapplicantIncome": 754, + "LoanAmount": 94, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001385", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5316, + "CoapplicantIncome": 0, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001387", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 2929, + "CoapplicantIncome": 2333, + "LoanAmount": 139, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001391", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3572, + "CoapplicantIncome": 4114, + "LoanAmount": 152, + "Loan_Amount_Term": null, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001392", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7451, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001398", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 5050, + "CoapplicantIncome": 0, + "LoanAmount": 118, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001401", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 14583, + "CoapplicantIncome": 0, + "LoanAmount": 185, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001404", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3167, + "CoapplicantIncome": 2283, + "LoanAmount": 154, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001405", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2214, + "CoapplicantIncome": 1398, + "LoanAmount": 85, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001421", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5568, + "CoapplicantIncome": 2142, + "LoanAmount": 175, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001422", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 10408, + "CoapplicantIncome": 0, + "LoanAmount": 259, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001426", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5667, + "CoapplicantIncome": 2667, + "LoanAmount": 180, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001430", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4166, + "CoapplicantIncome": 0, + "LoanAmount": 44, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001431", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2137, + "CoapplicantIncome": 8980, + "LoanAmount": 137, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001432", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2957, + "CoapplicantIncome": 0, + "LoanAmount": 81, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001439", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4300, + "CoapplicantIncome": 2014, + "LoanAmount": 194, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001443", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3692, + "CoapplicantIncome": 0, + "LoanAmount": 93, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001448", + "Gender": "", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 23803, + "CoapplicantIncome": 0, + "LoanAmount": 370, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001449", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3865, + "CoapplicantIncome": 1640, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001451", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 10513, + "CoapplicantIncome": 3850, + "LoanAmount": 160, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001465", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6080, + "CoapplicantIncome": 2569, + "LoanAmount": 182, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001469", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 20166, + "CoapplicantIncome": 0, + "LoanAmount": 650, + "Loan_Amount_Term": 480, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001473", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2014, + "CoapplicantIncome": 1929, + "LoanAmount": 74, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001478", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2718, + "CoapplicantIncome": 0, + "LoanAmount": 70, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001482", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3459, + "CoapplicantIncome": 0, + "LoanAmount": 25, + "Loan_Amount_Term": 120, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001487", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4895, + "CoapplicantIncome": 0, + "LoanAmount": 102, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001488", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4000, + "CoapplicantIncome": 7750, + "LoanAmount": 290, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001489", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4583, + "CoapplicantIncome": 0, + "LoanAmount": 84, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001491", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3316, + "CoapplicantIncome": 3500, + "LoanAmount": 88, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001492", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 14999, + "CoapplicantIncome": 0, + "LoanAmount": 242, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001493", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4200, + "CoapplicantIncome": 1430, + "LoanAmount": 129, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001497", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5042, + "CoapplicantIncome": 2083, + "LoanAmount": 185, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001498", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5417, + "CoapplicantIncome": 0, + "LoanAmount": 168, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001504", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6950, + "CoapplicantIncome": 0, + "LoanAmount": 175, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001507", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2698, + "CoapplicantIncome": 2034, + "LoanAmount": 122, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001508", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 11757, + "CoapplicantIncome": 0, + "LoanAmount": 187, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001514", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2330, + "CoapplicantIncome": 4486, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001516", + "Gender": "Female", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 14866, + "CoapplicantIncome": 0, + "LoanAmount": 70, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001518", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1538, + "CoapplicantIncome": 1425, + "LoanAmount": 30, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001519", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 10000, + "CoapplicantIncome": 1666, + "LoanAmount": 225, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001520", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4860, + "CoapplicantIncome": 830, + "LoanAmount": 125, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001528", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6277, + "CoapplicantIncome": 0, + "LoanAmount": 118, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001529", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2577, + "CoapplicantIncome": 3750, + "LoanAmount": 152, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001531", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9166, + "CoapplicantIncome": 0, + "LoanAmount": 244, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001532", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2281, + "CoapplicantIncome": 0, + "LoanAmount": 113, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001535", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3254, + "CoapplicantIncome": 0, + "LoanAmount": 50, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001536", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 39999, + "CoapplicantIncome": 0, + "LoanAmount": 600, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001541", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6000, + "CoapplicantIncome": 0, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001543", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9538, + "CoapplicantIncome": 0, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001546", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 2980, + "CoapplicantIncome": 2083, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001552", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4583, + "CoapplicantIncome": 5625, + "LoanAmount": 255, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001560", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1863, + "CoapplicantIncome": 1041, + "LoanAmount": 98, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001562", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7933, + "CoapplicantIncome": 0, + "LoanAmount": 275, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001565", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3089, + "CoapplicantIncome": 1280, + "LoanAmount": 121, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001570", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4167, + "CoapplicantIncome": 1447, + "LoanAmount": 158, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001572", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9323, + "CoapplicantIncome": 0, + "LoanAmount": 75, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001574", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3707, + "CoapplicantIncome": 3166, + "LoanAmount": 182, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001577", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4583, + "CoapplicantIncome": 0, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001578", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2439, + "CoapplicantIncome": 3333, + "LoanAmount": 129, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001579", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2237, + "CoapplicantIncome": 0, + "LoanAmount": 63, + "Loan_Amount_Term": 480, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001580", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8000, + "CoapplicantIncome": 0, + "LoanAmount": 200, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001581", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "", + "ApplicantIncome": 1820, + "CoapplicantIncome": 1769, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001585", + "Gender": "", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 51763, + "CoapplicantIncome": 0, + "LoanAmount": 700, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001586", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3522, + "CoapplicantIncome": 0, + "LoanAmount": 81, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001594", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5708, + "CoapplicantIncome": 5625, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001603", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4344, + "CoapplicantIncome": 736, + "LoanAmount": 87, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001606", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3497, + "CoapplicantIncome": 1964, + "LoanAmount": 116, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001608", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2045, + "CoapplicantIncome": 1619, + "LoanAmount": 101, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001610", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5516, + "CoapplicantIncome": 11300, + "LoanAmount": 495, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001616", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3750, + "CoapplicantIncome": 0, + "LoanAmount": 116, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001630", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2333, + "CoapplicantIncome": 1451, + "LoanAmount": 102, + "Loan_Amount_Term": 480, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001633", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6400, + "CoapplicantIncome": 7250, + "LoanAmount": 180, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001634", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1916, + "CoapplicantIncome": 5063, + "LoanAmount": 67, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001636", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4600, + "CoapplicantIncome": 0, + "LoanAmount": 73, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001637", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 33846, + "CoapplicantIncome": 0, + "LoanAmount": 260, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001639", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3625, + "CoapplicantIncome": 0, + "LoanAmount": 108, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001640", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 39147, + "CoapplicantIncome": 4750, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001641", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2178, + "CoapplicantIncome": 0, + "LoanAmount": 66, + "Loan_Amount_Term": 300, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001643", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2383, + "CoapplicantIncome": 2138, + "LoanAmount": 58, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001644", + "Gender": "", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 674, + "CoapplicantIncome": 5296, + "LoanAmount": 168, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001647", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9328, + "CoapplicantIncome": 0, + "LoanAmount": 188, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001653", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4885, + "CoapplicantIncome": 0, + "LoanAmount": 48, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001656", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 12000, + "CoapplicantIncome": 0, + "LoanAmount": 164, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001657", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6033, + "CoapplicantIncome": 0, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001658", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3858, + "CoapplicantIncome": 0, + "LoanAmount": 76, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001664", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4191, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001665", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3125, + "CoapplicantIncome": 2583, + "LoanAmount": 170, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001666", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8333, + "CoapplicantIncome": 3750, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001669", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1907, + "CoapplicantIncome": 2365, + "LoanAmount": 120, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001671", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3416, + "CoapplicantIncome": 2816, + "LoanAmount": 113, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001673", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 11000, + "CoapplicantIncome": 0, + "LoanAmount": 83, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001674", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2600, + "CoapplicantIncome": 2500, + "LoanAmount": 90, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001677", + "Gender": "Male", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4923, + "CoapplicantIncome": 0, + "LoanAmount": 166, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001682", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3992, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001688", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3500, + "CoapplicantIncome": 1083, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001691", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3917, + "CoapplicantIncome": 0, + "LoanAmount": 124, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001692", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4408, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001693", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3244, + "CoapplicantIncome": 0, + "LoanAmount": 80, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001698", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3975, + "CoapplicantIncome": 2531, + "LoanAmount": 55, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001699", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2479, + "CoapplicantIncome": 0, + "LoanAmount": 59, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001702", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3418, + "CoapplicantIncome": 0, + "LoanAmount": 127, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001708", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 10000, + "CoapplicantIncome": 0, + "LoanAmount": 214, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001711", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3430, + "CoapplicantIncome": 1250, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001713", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7787, + "CoapplicantIncome": 0, + "LoanAmount": 240, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001715", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5703, + "CoapplicantIncome": 0, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001716", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3173, + "CoapplicantIncome": 3021, + "LoanAmount": 137, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001720", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3850, + "CoapplicantIncome": 983, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001722", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 150, + "CoapplicantIncome": 1800, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001726", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3727, + "CoapplicantIncome": 1775, + "LoanAmount": 131, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001732", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 5000, + "CoapplicantIncome": 0, + "LoanAmount": 72, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001734", + "Gender": "Female", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4283, + "CoapplicantIncome": 2383, + "LoanAmount": 127, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001736", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2221, + "CoapplicantIncome": 0, + "LoanAmount": 60, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001743", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4009, + "CoapplicantIncome": 1717, + "LoanAmount": 116, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001744", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2971, + "CoapplicantIncome": 2791, + "LoanAmount": 144, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001749", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7578, + "CoapplicantIncome": 1010, + "LoanAmount": 175, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001750", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6250, + "CoapplicantIncome": 0, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001751", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3250, + "CoapplicantIncome": 0, + "LoanAmount": 170, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001754", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4735, + "CoapplicantIncome": 0, + "LoanAmount": 138, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001758", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6250, + "CoapplicantIncome": 1695, + "LoanAmount": 210, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001760", + "Gender": "Male", + "Married": "", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4758, + "CoapplicantIncome": 0, + "LoanAmount": 158, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001761", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6400, + "CoapplicantIncome": 0, + "LoanAmount": 200, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001765", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2491, + "CoapplicantIncome": 2054, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001768", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3716, + "CoapplicantIncome": 0, + "LoanAmount": 42, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001770", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3189, + "CoapplicantIncome": 2598, + "LoanAmount": 120, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001776", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8333, + "CoapplicantIncome": 0, + "LoanAmount": 280, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001778", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3155, + "CoapplicantIncome": 1779, + "LoanAmount": 140, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001784", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5500, + "CoapplicantIncome": 1260, + "LoanAmount": 170, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001786", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 5746, + "CoapplicantIncome": 0, + "LoanAmount": 255, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001788", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3463, + "CoapplicantIncome": 0, + "LoanAmount": 122, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001790", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3812, + "CoapplicantIncome": 0, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001792", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3315, + "CoapplicantIncome": 0, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001798", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5819, + "CoapplicantIncome": 5000, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001800", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2510, + "CoapplicantIncome": 1983, + "LoanAmount": 140, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001806", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2965, + "CoapplicantIncome": 5701, + "LoanAmount": 155, + "Loan_Amount_Term": 60, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001807", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6250, + "CoapplicantIncome": 1300, + "LoanAmount": 108, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001811", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3406, + "CoapplicantIncome": 4417, + "LoanAmount": 123, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001813", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6050, + "CoapplicantIncome": 4333, + "LoanAmount": 120, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001814", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9703, + "CoapplicantIncome": 0, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001819", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6608, + "CoapplicantIncome": 0, + "LoanAmount": 137, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001824", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2882, + "CoapplicantIncome": 1843, + "LoanAmount": 123, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001825", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1809, + "CoapplicantIncome": 1868, + "LoanAmount": 90, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001835", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1668, + "CoapplicantIncome": 3890, + "LoanAmount": 201, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001836", + "Gender": "Female", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3427, + "CoapplicantIncome": 0, + "LoanAmount": 138, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001841", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2583, + "CoapplicantIncome": 2167, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001843", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2661, + "CoapplicantIncome": 7101, + "LoanAmount": 279, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001844", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 16250, + "CoapplicantIncome": 0, + "LoanAmount": 192, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001846", + "Gender": "Female", + "Married": "No", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3083, + "CoapplicantIncome": 0, + "LoanAmount": 255, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001849", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6045, + "CoapplicantIncome": 0, + "LoanAmount": 115, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001854", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5250, + "CoapplicantIncome": 0, + "LoanAmount": 94, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001859", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 14683, + "CoapplicantIncome": 2100, + "LoanAmount": 304, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001864", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4931, + "CoapplicantIncome": 0, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001865", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6083, + "CoapplicantIncome": 4250, + "LoanAmount": 330, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001868", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2060, + "CoapplicantIncome": 2209, + "LoanAmount": 134, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001870", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3481, + "CoapplicantIncome": 0, + "LoanAmount": 155, + "Loan_Amount_Term": 36, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001871", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7200, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001872", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5166, + "CoapplicantIncome": 0, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001875", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4095, + "CoapplicantIncome": 3447, + "LoanAmount": 151, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001877", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4708, + "CoapplicantIncome": 1387, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001882", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4333, + "CoapplicantIncome": 1811, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001883", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3418, + "CoapplicantIncome": 0, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001884", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2876, + "CoapplicantIncome": 1560, + "LoanAmount": 90, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001888", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3237, + "CoapplicantIncome": 0, + "LoanAmount": 30, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001891", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 11146, + "CoapplicantIncome": 0, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001892", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2833, + "CoapplicantIncome": 1857, + "LoanAmount": 126, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001894", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2620, + "CoapplicantIncome": 2223, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001896", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3900, + "CoapplicantIncome": 0, + "LoanAmount": 90, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001900", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2750, + "CoapplicantIncome": 1842, + "LoanAmount": 115, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001903", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3993, + "CoapplicantIncome": 3274, + "LoanAmount": 207, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001904", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3103, + "CoapplicantIncome": 1300, + "LoanAmount": 80, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001907", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 14583, + "CoapplicantIncome": 0, + "LoanAmount": 436, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001908", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4100, + "CoapplicantIncome": 0, + "LoanAmount": 124, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001910", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4053, + "CoapplicantIncome": 2426, + "LoanAmount": 158, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001914", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3927, + "CoapplicantIncome": 800, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001915", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2301, + "CoapplicantIncome": 985.7999878, + "LoanAmount": 78, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001917", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1811, + "CoapplicantIncome": 1666, + "LoanAmount": 54, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001922", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 20667, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001924", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3158, + "CoapplicantIncome": 3053, + "LoanAmount": 89, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001925", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2600, + "CoapplicantIncome": 1717, + "LoanAmount": 99, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001926", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3704, + "CoapplicantIncome": 2000, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001931", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4124, + "CoapplicantIncome": 0, + "LoanAmount": 115, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001935", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9508, + "CoapplicantIncome": 0, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001936", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3075, + "CoapplicantIncome": 2416, + "LoanAmount": 139, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001938", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4400, + "CoapplicantIncome": 0, + "LoanAmount": 127, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001940", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3153, + "CoapplicantIncome": 1560, + "LoanAmount": 134, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001945", + "Gender": "Female", + "Married": "No", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5417, + "CoapplicantIncome": 0, + "LoanAmount": 143, + "Loan_Amount_Term": 480, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001947", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2383, + "CoapplicantIncome": 3334, + "LoanAmount": 172, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001949", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 4416, + "CoapplicantIncome": 1250, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001953", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6875, + "CoapplicantIncome": 0, + "LoanAmount": 200, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001954", + "Gender": "Female", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4666, + "CoapplicantIncome": 0, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001955", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5000, + "CoapplicantIncome": 2541, + "LoanAmount": 151, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001963", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2014, + "CoapplicantIncome": 2925, + "LoanAmount": 113, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001964", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1800, + "CoapplicantIncome": 2934, + "LoanAmount": 93, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001972", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2875, + "CoapplicantIncome": 1750, + "LoanAmount": 105, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001974", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5000, + "CoapplicantIncome": 0, + "LoanAmount": 132, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001977", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1625, + "CoapplicantIncome": 1803, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001978", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4000, + "CoapplicantIncome": 2500, + "LoanAmount": 140, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001990", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2000, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001993", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3762, + "CoapplicantIncome": 1666, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP001994", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2400, + "CoapplicantIncome": 1863, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001996", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 20233, + "CoapplicantIncome": 0, + "LoanAmount": 480, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP001998", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7667, + "CoapplicantIncome": 0, + "LoanAmount": 185, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002002", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2917, + "CoapplicantIncome": 0, + "LoanAmount": 84, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002004", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2927, + "CoapplicantIncome": 2405, + "LoanAmount": 111, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002006", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2507, + "CoapplicantIncome": 0, + "LoanAmount": 56, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002008", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5746, + "CoapplicantIncome": 0, + "LoanAmount": 144, + "Loan_Amount_Term": 84, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002024", + "Gender": "", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2473, + "CoapplicantIncome": 1843, + "LoanAmount": 159, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002031", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3399, + "CoapplicantIncome": 1640, + "LoanAmount": 111, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002035", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3717, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002036", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2058, + "CoapplicantIncome": 2134, + "LoanAmount": 88, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002043", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3541, + "CoapplicantIncome": 0, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002050", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 10000, + "CoapplicantIncome": 0, + "LoanAmount": 155, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002051", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2400, + "CoapplicantIncome": 2167, + "LoanAmount": 115, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002053", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4342, + "CoapplicantIncome": 189, + "LoanAmount": 124, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002054", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3601, + "CoapplicantIncome": 1590, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002055", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3166, + "CoapplicantIncome": 2985, + "LoanAmount": 132, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002065", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 15000, + "CoapplicantIncome": 0, + "LoanAmount": 300, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002067", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 8666, + "CoapplicantIncome": 4983, + "LoanAmount": 376, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002068", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4917, + "CoapplicantIncome": 0, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002082", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5818, + "CoapplicantIncome": 2160, + "LoanAmount": 184, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002086", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4333, + "CoapplicantIncome": 2451, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002087", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2500, + "CoapplicantIncome": 0, + "LoanAmount": 67, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002097", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4384, + "CoapplicantIncome": 1793, + "LoanAmount": 117, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002098", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2935, + "CoapplicantIncome": 0, + "LoanAmount": 98, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002100", + "Gender": "Male", + "Married": "No", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2833, + "CoapplicantIncome": 0, + "LoanAmount": 71, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002101", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 63337, + "CoapplicantIncome": 0, + "LoanAmount": 490, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002103", + "Gender": "", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 9833, + "CoapplicantIncome": 1833, + "LoanAmount": 182, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002106", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5503, + "CoapplicantIncome": 4490, + "LoanAmount": 70, + "Loan_Amount_Term": null, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002110", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 5250, + "CoapplicantIncome": 688, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002112", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2500, + "CoapplicantIncome": 4600, + "LoanAmount": 176, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002113", + "Gender": "Female", + "Married": "No", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1830, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002114", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4160, + "CoapplicantIncome": 0, + "LoanAmount": 71, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002115", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2647, + "CoapplicantIncome": 1587, + "LoanAmount": 173, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002116", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2378, + "CoapplicantIncome": 0, + "LoanAmount": 46, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002119", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4554, + "CoapplicantIncome": 1229, + "LoanAmount": 158, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002126", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3173, + "CoapplicantIncome": 0, + "LoanAmount": 74, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002128", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 2583, + "CoapplicantIncome": 2330, + "LoanAmount": 125, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002129", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2499, + "CoapplicantIncome": 2458, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002130", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3523, + "CoapplicantIncome": 3230, + "LoanAmount": 152, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002131", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3083, + "CoapplicantIncome": 2168, + "LoanAmount": 126, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002137", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6333, + "CoapplicantIncome": 4583, + "LoanAmount": 259, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002138", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2625, + "CoapplicantIncome": 6250, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002139", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9083, + "CoapplicantIncome": 0, + "LoanAmount": 228, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002140", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8750, + "CoapplicantIncome": 4167, + "LoanAmount": 308, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002141", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2666, + "CoapplicantIncome": 2083, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002142", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5500, + "CoapplicantIncome": 0, + "LoanAmount": 105, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002143", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2423, + "CoapplicantIncome": 505, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002144", + "Gender": "Female", + "Married": "No", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3813, + "CoapplicantIncome": 0, + "LoanAmount": 116, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002149", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8333, + "CoapplicantIncome": 3167, + "LoanAmount": 165, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002151", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3875, + "CoapplicantIncome": 0, + "LoanAmount": 67, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002158", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3000, + "CoapplicantIncome": 1666, + "LoanAmount": 100, + "Loan_Amount_Term": 480, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002160", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5167, + "CoapplicantIncome": 3167, + "LoanAmount": 200, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002161", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4723, + "CoapplicantIncome": 0, + "LoanAmount": 81, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002170", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5000, + "CoapplicantIncome": 3667, + "LoanAmount": 236, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002175", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4750, + "CoapplicantIncome": 2333, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002178", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3013, + "CoapplicantIncome": 3033, + "LoanAmount": 95, + "Loan_Amount_Term": 300, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002180", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6822, + "CoapplicantIncome": 0, + "LoanAmount": 141, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002181", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6216, + "CoapplicantIncome": 0, + "LoanAmount": 133, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002187", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2500, + "CoapplicantIncome": 0, + "LoanAmount": 96, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002188", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5124, + "CoapplicantIncome": 0, + "LoanAmount": 124, + "Loan_Amount_Term": null, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002190", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6325, + "CoapplicantIncome": 0, + "LoanAmount": 175, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002191", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 19730, + "CoapplicantIncome": 5266, + "LoanAmount": 570, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002194", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 15759, + "CoapplicantIncome": 0, + "LoanAmount": 55, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002197", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5185, + "CoapplicantIncome": 0, + "LoanAmount": 155, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002201", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 9323, + "CoapplicantIncome": 7873, + "LoanAmount": 380, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002205", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3062, + "CoapplicantIncome": 1987, + "LoanAmount": 111, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002209", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 2764, + "CoapplicantIncome": 1459, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002211", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4817, + "CoapplicantIncome": 923, + "LoanAmount": 120, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002219", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8750, + "CoapplicantIncome": 4996, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002223", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4310, + "CoapplicantIncome": 0, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002224", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3069, + "CoapplicantIncome": 0, + "LoanAmount": 71, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002225", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5391, + "CoapplicantIncome": 0, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002226", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3333, + "CoapplicantIncome": 2500, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002229", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5941, + "CoapplicantIncome": 4232, + "LoanAmount": 296, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002231", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6000, + "CoapplicantIncome": 0, + "LoanAmount": 156, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002234", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7167, + "CoapplicantIncome": 0, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002236", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4566, + "CoapplicantIncome": 0, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002237", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3667, + "CoapplicantIncome": 0, + "LoanAmount": 113, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002239", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2346, + "CoapplicantIncome": 1600, + "LoanAmount": 132, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002243", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3010, + "CoapplicantIncome": 3136, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002244", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2333, + "CoapplicantIncome": 2417, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002250", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5488, + "CoapplicantIncome": 0, + "LoanAmount": 125, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002255", + "Gender": "Male", + "Married": "No", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9167, + "CoapplicantIncome": 0, + "LoanAmount": 185, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002262", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 9504, + "CoapplicantIncome": 0, + "LoanAmount": 275, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002263", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2583, + "CoapplicantIncome": 2115, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002265", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1993, + "CoapplicantIncome": 1625, + "LoanAmount": 113, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002266", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3100, + "CoapplicantIncome": 1400, + "LoanAmount": 113, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002272", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3276, + "CoapplicantIncome": 484, + "LoanAmount": 135, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002277", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3180, + "CoapplicantIncome": 0, + "LoanAmount": 71, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002281", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3033, + "CoapplicantIncome": 1459, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002284", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3902, + "CoapplicantIncome": 1666, + "LoanAmount": 109, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002287", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1500, + "CoapplicantIncome": 1800, + "LoanAmount": 103, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002288", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2889, + "CoapplicantIncome": 0, + "LoanAmount": 45, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002296", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2755, + "CoapplicantIncome": 0, + "LoanAmount": 65, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002297", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2500, + "CoapplicantIncome": 20000, + "LoanAmount": 103, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002300", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1963, + "CoapplicantIncome": 0, + "LoanAmount": 53, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002301", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7441, + "CoapplicantIncome": 0, + "LoanAmount": 194, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002305", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4547, + "CoapplicantIncome": 0, + "LoanAmount": 115, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002308", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2167, + "CoapplicantIncome": 2400, + "LoanAmount": 115, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002314", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2213, + "CoapplicantIncome": 0, + "LoanAmount": 66, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002315", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8300, + "CoapplicantIncome": 0, + "LoanAmount": 152, + "Loan_Amount_Term": 300, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002317", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 81000, + "CoapplicantIncome": 0, + "LoanAmount": 360, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002318", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3867, + "CoapplicantIncome": 0, + "LoanAmount": 62, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002319", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 6256, + "CoapplicantIncome": 0, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002328", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6096, + "CoapplicantIncome": 0, + "LoanAmount": 218, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002332", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2253, + "CoapplicantIncome": 2033, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002335", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2149, + "CoapplicantIncome": 3237, + "LoanAmount": 178, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002337", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2995, + "CoapplicantIncome": 0, + "LoanAmount": 60, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002341", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2600, + "CoapplicantIncome": 0, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002342", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 1600, + "CoapplicantIncome": 20000, + "LoanAmount": 239, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002345", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1025, + "CoapplicantIncome": 2773, + "LoanAmount": 112, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002347", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3246, + "CoapplicantIncome": 1417, + "LoanAmount": 138, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002348", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5829, + "CoapplicantIncome": 0, + "LoanAmount": 138, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002357", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2720, + "CoapplicantIncome": 0, + "LoanAmount": 80, + "Loan_Amount_Term": null, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002361", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1820, + "CoapplicantIncome": 1719, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002362", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7250, + "CoapplicantIncome": 1667, + "LoanAmount": 110, + "Loan_Amount_Term": null, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002364", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 14880, + "CoapplicantIncome": 0, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002366", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2666, + "CoapplicantIncome": 4300, + "LoanAmount": 121, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002367", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4606, + "CoapplicantIncome": 0, + "LoanAmount": 81, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002368", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5935, + "CoapplicantIncome": 0, + "LoanAmount": 133, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002369", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2920, + "CoapplicantIncome": 16.12000084, + "LoanAmount": 87, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002370", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2717, + "CoapplicantIncome": 0, + "LoanAmount": 60, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002377", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 8624, + "CoapplicantIncome": 0, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002379", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6500, + "CoapplicantIncome": 0, + "LoanAmount": 105, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002386", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 12876, + "CoapplicantIncome": 0, + "LoanAmount": 405, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002387", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2425, + "CoapplicantIncome": 2340, + "LoanAmount": 143, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002390", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3750, + "CoapplicantIncome": 0, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002393", + "Gender": "Female", + "Married": "", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 10047, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 240, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002398", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1926, + "CoapplicantIncome": 1851, + "LoanAmount": 50, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002401", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2213, + "CoapplicantIncome": 1125, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002403", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 10416, + "CoapplicantIncome": 0, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002407", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7142, + "CoapplicantIncome": 0, + "LoanAmount": 138, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002408", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3660, + "CoapplicantIncome": 5064, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002409", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7901, + "CoapplicantIncome": 1833, + "LoanAmount": 180, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002418", + "Gender": "Male", + "Married": "No", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4707, + "CoapplicantIncome": 1993, + "LoanAmount": 148, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002422", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 37719, + "CoapplicantIncome": 0, + "LoanAmount": 152, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002424", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7333, + "CoapplicantIncome": 8333, + "LoanAmount": 175, + "Loan_Amount_Term": 300, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002429", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3466, + "CoapplicantIncome": 1210, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002434", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4652, + "CoapplicantIncome": 0, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002435", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3539, + "CoapplicantIncome": 1376, + "LoanAmount": 55, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002443", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3340, + "CoapplicantIncome": 1710, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002444", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2769, + "CoapplicantIncome": 1542, + "LoanAmount": 190, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002446", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2309, + "CoapplicantIncome": 1255, + "LoanAmount": 125, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002447", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1958, + "CoapplicantIncome": 1456, + "LoanAmount": 60, + "Loan_Amount_Term": 300, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002448", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3948, + "CoapplicantIncome": 1733, + "LoanAmount": 149, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002449", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2483, + "CoapplicantIncome": 2466, + "LoanAmount": 90, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002453", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7085, + "CoapplicantIncome": 0, + "LoanAmount": 84, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002455", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3859, + "CoapplicantIncome": 0, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002459", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4301, + "CoapplicantIncome": 0, + "LoanAmount": 118, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002467", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3708, + "CoapplicantIncome": 2569, + "LoanAmount": 173, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002472", + "Gender": "Male", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4354, + "CoapplicantIncome": 0, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002473", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8334, + "CoapplicantIncome": 0, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002478", + "Gender": "", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2083, + "CoapplicantIncome": 4083, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002484", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7740, + "CoapplicantIncome": 0, + "LoanAmount": 128, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002487", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3015, + "CoapplicantIncome": 2188, + "LoanAmount": 153, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002489", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "", + "ApplicantIncome": 5191, + "CoapplicantIncome": 0, + "LoanAmount": 132, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002493", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4166, + "CoapplicantIncome": 0, + "LoanAmount": 98, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002494", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6000, + "CoapplicantIncome": 0, + "LoanAmount": 140, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002500", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2947, + "CoapplicantIncome": 1664, + "LoanAmount": 70, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002501", + "Gender": "", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 16692, + "CoapplicantIncome": 0, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002502", + "Gender": "Female", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "", + "ApplicantIncome": 210, + "CoapplicantIncome": 2917, + "LoanAmount": 98, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002505", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4333, + "CoapplicantIncome": 2451, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002515", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 3450, + "CoapplicantIncome": 2079, + "LoanAmount": 162, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002517", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2653, + "CoapplicantIncome": 1500, + "LoanAmount": 113, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002519", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4691, + "CoapplicantIncome": 0, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002522", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2500, + "CoapplicantIncome": 0, + "LoanAmount": 93, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002524", + "Gender": "Male", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5532, + "CoapplicantIncome": 4648, + "LoanAmount": 162, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002527", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 16525, + "CoapplicantIncome": 1014, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002529", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6700, + "CoapplicantIncome": 1750, + "LoanAmount": 230, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002530", + "Gender": "", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2873, + "CoapplicantIncome": 1872, + "LoanAmount": 132, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002531", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 16667, + "CoapplicantIncome": 2250, + "LoanAmount": 86, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002533", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2947, + "CoapplicantIncome": 1603, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002534", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4350, + "CoapplicantIncome": 0, + "LoanAmount": 154, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002536", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3095, + "CoapplicantIncome": 0, + "LoanAmount": 113, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002537", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2083, + "CoapplicantIncome": 3150, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002541", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 10833, + "CoapplicantIncome": 0, + "LoanAmount": 234, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002543", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8333, + "CoapplicantIncome": 0, + "LoanAmount": 246, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002544", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1958, + "CoapplicantIncome": 2436, + "LoanAmount": 131, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002545", + "Gender": "Male", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3547, + "CoapplicantIncome": 0, + "LoanAmount": 80, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002547", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 18333, + "CoapplicantIncome": 0, + "LoanAmount": 500, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002555", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4583, + "CoapplicantIncome": 2083, + "LoanAmount": 160, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002556", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2435, + "CoapplicantIncome": 0, + "LoanAmount": 75, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002560", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2699, + "CoapplicantIncome": 2785, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002562", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5333, + "CoapplicantIncome": 1131, + "LoanAmount": 186, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002571", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3691, + "CoapplicantIncome": 0, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002582", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 17263, + "CoapplicantIncome": 0, + "LoanAmount": 225, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002585", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3597, + "CoapplicantIncome": 2157, + "LoanAmount": 119, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002586", + "Gender": "Female", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3326, + "CoapplicantIncome": 913, + "LoanAmount": 105, + "Loan_Amount_Term": 84, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002587", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2600, + "CoapplicantIncome": 1700, + "LoanAmount": 107, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002588", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4625, + "CoapplicantIncome": 2857, + "LoanAmount": 111, + "Loan_Amount_Term": 12, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002600", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2895, + "CoapplicantIncome": 0, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002602", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6283, + "CoapplicantIncome": 4416, + "LoanAmount": 209, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002603", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 645, + "CoapplicantIncome": 3683, + "LoanAmount": 113, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002606", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3159, + "CoapplicantIncome": 0, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002615", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4865, + "CoapplicantIncome": 5624, + "LoanAmount": 208, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002618", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4050, + "CoapplicantIncome": 5302, + "LoanAmount": 138, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002619", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3814, + "CoapplicantIncome": 1483, + "LoanAmount": 124, + "Loan_Amount_Term": 300, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002622", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3510, + "CoapplicantIncome": 4416, + "LoanAmount": 243, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002624", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 20833, + "CoapplicantIncome": 6667, + "LoanAmount": 480, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002625", + "Gender": "", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3583, + "CoapplicantIncome": 0, + "LoanAmount": 96, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002626", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2479, + "CoapplicantIncome": 3013, + "LoanAmount": 188, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002634", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 13262, + "CoapplicantIncome": 0, + "LoanAmount": 40, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002637", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3598, + "CoapplicantIncome": 1287, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002640", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6065, + "CoapplicantIncome": 2004, + "LoanAmount": 250, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002643", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3283, + "CoapplicantIncome": 2035, + "LoanAmount": 148, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002648", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2130, + "CoapplicantIncome": 6666, + "LoanAmount": 70, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002652", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5815, + "CoapplicantIncome": 3666, + "LoanAmount": 311, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002659", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3466, + "CoapplicantIncome": 3428, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002670", + "Gender": "Female", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2031, + "CoapplicantIncome": 1632, + "LoanAmount": 113, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002682", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3074, + "CoapplicantIncome": 1800, + "LoanAmount": 123, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002683", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4683, + "CoapplicantIncome": 1915, + "LoanAmount": 185, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002684", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3400, + "CoapplicantIncome": 0, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002689", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2192, + "CoapplicantIncome": 1742, + "LoanAmount": 45, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002690", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2500, + "CoapplicantIncome": 0, + "LoanAmount": 55, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002692", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5677, + "CoapplicantIncome": 1424, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002693", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 7948, + "CoapplicantIncome": 7166, + "LoanAmount": 480, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002697", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4680, + "CoapplicantIncome": 2087, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002699", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 17500, + "CoapplicantIncome": 0, + "LoanAmount": 400, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002705", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3775, + "CoapplicantIncome": 0, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002706", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5285, + "CoapplicantIncome": 1430, + "LoanAmount": 161, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002714", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2679, + "CoapplicantIncome": 1302, + "LoanAmount": 94, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002716", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6783, + "CoapplicantIncome": 0, + "LoanAmount": 130, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002717", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1025, + "CoapplicantIncome": 5500, + "LoanAmount": 216, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002720", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4281, + "CoapplicantIncome": 0, + "LoanAmount": 100, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002723", + "Gender": "Male", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3588, + "CoapplicantIncome": 0, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002729", + "Gender": "Male", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 11250, + "CoapplicantIncome": 0, + "LoanAmount": 196, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002731", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 18165, + "CoapplicantIncome": 0, + "LoanAmount": 125, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002732", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "", + "ApplicantIncome": 2550, + "CoapplicantIncome": 2042, + "LoanAmount": 126, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002734", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6133, + "CoapplicantIncome": 3906, + "LoanAmount": 324, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002738", + "Gender": "Male", + "Married": "No", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3617, + "CoapplicantIncome": 0, + "LoanAmount": 107, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002739", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2917, + "CoapplicantIncome": 536, + "LoanAmount": 66, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002740", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6417, + "CoapplicantIncome": 0, + "LoanAmount": 157, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002741", + "Gender": "Female", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4608, + "CoapplicantIncome": 2845, + "LoanAmount": 140, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002743", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2138, + "CoapplicantIncome": 0, + "LoanAmount": 99, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002753", + "Gender": "Female", + "Married": "No", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3652, + "CoapplicantIncome": 0, + "LoanAmount": 95, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002755", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2239, + "CoapplicantIncome": 2524, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002757", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3017, + "CoapplicantIncome": 663, + "LoanAmount": 102, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002767", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2768, + "CoapplicantIncome": 1950, + "LoanAmount": 155, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002768", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3358, + "CoapplicantIncome": 0, + "LoanAmount": 80, + "Loan_Amount_Term": 36, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002772", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2526, + "CoapplicantIncome": 1783, + "LoanAmount": 145, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002776", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5000, + "CoapplicantIncome": 0, + "LoanAmount": 103, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002777", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2785, + "CoapplicantIncome": 2016, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002778", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6633, + "CoapplicantIncome": 0, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002784", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2492, + "CoapplicantIncome": 2375, + "LoanAmount": null, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002785", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3333, + "CoapplicantIncome": 3250, + "LoanAmount": 158, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002788", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2454, + "CoapplicantIncome": 2333, + "LoanAmount": 181, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002789", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3593, + "CoapplicantIncome": 4266, + "LoanAmount": 132, + "Loan_Amount_Term": 180, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002792", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5468, + "CoapplicantIncome": 1032, + "LoanAmount": 26, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002794", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2667, + "CoapplicantIncome": 1625, + "LoanAmount": 84, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002795", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 10139, + "CoapplicantIncome": 0, + "LoanAmount": 260, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002798", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3887, + "CoapplicantIncome": 2669, + "LoanAmount": 162, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002804", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4180, + "CoapplicantIncome": 2306, + "LoanAmount": 182, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002807", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3675, + "CoapplicantIncome": 242, + "LoanAmount": 108, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002813", + "Gender": "Female", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 19484, + "CoapplicantIncome": 0, + "LoanAmount": 600, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002820", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5923, + "CoapplicantIncome": 2054, + "LoanAmount": 211, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002821", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 5800, + "CoapplicantIncome": 0, + "LoanAmount": 132, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002832", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8799, + "CoapplicantIncome": 0, + "LoanAmount": 258, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002833", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4467, + "CoapplicantIncome": 0, + "LoanAmount": 120, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002836", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3333, + "CoapplicantIncome": 0, + "LoanAmount": 70, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002837", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3400, + "CoapplicantIncome": 2500, + "LoanAmount": 123, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002840", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2378, + "CoapplicantIncome": 0, + "LoanAmount": 9, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002841", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3166, + "CoapplicantIncome": 2064, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002842", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3417, + "CoapplicantIncome": 1750, + "LoanAmount": 186, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002847", + "Gender": "Male", + "Married": "Yes", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5116, + "CoapplicantIncome": 1451, + "LoanAmount": 165, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002855", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 16666, + "CoapplicantIncome": 0, + "LoanAmount": 275, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002862", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6125, + "CoapplicantIncome": 1625, + "LoanAmount": 187, + "Loan_Amount_Term": 480, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002863", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6406, + "CoapplicantIncome": 0, + "LoanAmount": 150, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002868", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3159, + "CoapplicantIncome": 461, + "LoanAmount": 108, + "Loan_Amount_Term": 84, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002872", + "Gender": "", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3087, + "CoapplicantIncome": 2210, + "LoanAmount": 136, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002874", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3229, + "CoapplicantIncome": 2739, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002877", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1782, + "CoapplicantIncome": 2232, + "LoanAmount": 107, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002888", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 3182, + "CoapplicantIncome": 2917, + "LoanAmount": 161, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002892", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 6540, + "CoapplicantIncome": 0, + "LoanAmount": 205, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002893", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1836, + "CoapplicantIncome": 33837, + "LoanAmount": 90, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002894", + "Gender": "Female", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3166, + "CoapplicantIncome": 0, + "LoanAmount": 36, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002898", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 1880, + "CoapplicantIncome": 0, + "LoanAmount": 61, + "Loan_Amount_Term": 360, + "Credit_History": null, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002911", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2787, + "CoapplicantIncome": 1917, + "LoanAmount": 146, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002912", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4283, + "CoapplicantIncome": 3000, + "LoanAmount": 172, + "Loan_Amount_Term": 84, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002916", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2297, + "CoapplicantIncome": 1522, + "LoanAmount": 104, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002917", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2165, + "CoapplicantIncome": 0, + "LoanAmount": 70, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002925", + "Gender": "", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4750, + "CoapplicantIncome": 0, + "LoanAmount": 94, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002926", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 2726, + "CoapplicantIncome": 0, + "LoanAmount": 106, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002928", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3000, + "CoapplicantIncome": 3416, + "LoanAmount": 56, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002931", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6000, + "CoapplicantIncome": 0, + "LoanAmount": 205, + "Loan_Amount_Term": 240, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002933", + "Gender": "", + "Married": "No", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 9357, + "CoapplicantIncome": 0, + "LoanAmount": 292, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002936", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3859, + "CoapplicantIncome": 3300, + "LoanAmount": 142, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002938", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 16120, + "CoapplicantIncome": 0, + "LoanAmount": 260, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002940", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3833, + "CoapplicantIncome": 0, + "LoanAmount": 110, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002941", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 6383, + "CoapplicantIncome": 1000, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002943", + "Gender": "Male", + "Married": "No", + "Dependents": "", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2987, + "CoapplicantIncome": 0, + "LoanAmount": 88, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002945", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 9963, + "CoapplicantIncome": 0, + "LoanAmount": 180, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002948", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5780, + "CoapplicantIncome": 0, + "LoanAmount": 192, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002949", + "Gender": "Female", + "Married": "No", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "", + "ApplicantIncome": 416, + "CoapplicantIncome": 41667, + "LoanAmount": 350, + "Loan_Amount_Term": 180, + "Credit_History": null, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002950", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "", + "ApplicantIncome": 2894, + "CoapplicantIncome": 2792, + "LoanAmount": 155, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002953", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 5703, + "CoapplicantIncome": 0, + "LoanAmount": 128, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002958", + "Gender": "Male", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3676, + "CoapplicantIncome": 4301, + "LoanAmount": 172, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002959", + "Gender": "Female", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 12000, + "CoapplicantIncome": 0, + "LoanAmount": 496, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002960", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2400, + "CoapplicantIncome": 3800, + "LoanAmount": null, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "N" + }, + { + "Loan_ID": "LP002961", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3400, + "CoapplicantIncome": 2500, + "LoanAmount": 173, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Semiurban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002964", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Not Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3987, + "CoapplicantIncome": 1411, + "LoanAmount": 157, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002974", + "Gender": "Male", + "Married": "Yes", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 3232, + "CoapplicantIncome": 1950, + "LoanAmount": 108, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002978", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 2900, + "CoapplicantIncome": 0, + "LoanAmount": 71, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002979", + "Gender": "Male", + "Married": "Yes", + "Dependents": "3+", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 4106, + "CoapplicantIncome": 0, + "LoanAmount": 40, + "Loan_Amount_Term": 180, + "Credit_History": 1, + "Property_Area": "Rural", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002983", + "Gender": "Male", + "Married": "Yes", + "Dependents": "1", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 8072, + "CoapplicantIncome": 240, + "LoanAmount": 253, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002984", + "Gender": "Male", + "Married": "Yes", + "Dependents": "2", + "Education": "Graduate", + "Self_Employed": "No", + "ApplicantIncome": 7583, + "CoapplicantIncome": 0, + "LoanAmount": 187, + "Loan_Amount_Term": 360, + "Credit_History": 1, + "Property_Area": "Urban", + "Loan_Status": "Y" + }, + { + "Loan_ID": "LP002990", + "Gender": "Female", + "Married": "No", + "Dependents": "0", + "Education": "Graduate", + "Self_Employed": "Yes", + "ApplicantIncome": 4583, + "CoapplicantIncome": 0, + "LoanAmount": 133, + "Loan_Amount_Term": 360, + "Credit_History": 0, + "Property_Area": "Semiurban", + "Loan_Status": "N" + } +] \ No newline at end of file