"application_id","applicant_age","annual_income","employment_status","credit_score","loan_amount","loan_purpose","debt_to_income_ratio","existing_loans_count","application_date","loan_status","interest_rate"
"APP0000000000",53,98906.58,"employed",620,7933.57,"auto",0.354,2,"2024-12-06","denied",nan
"APP0000000001",45,20398.79,"employed",495,4951.8,"education",0.319,2,"2023-06-20","denied",nan
"APP0000000002",29,69193.72,"employed",556,2743.1,"education",0.4,1,"2024-05-10","denied",nan
"APP0000000003",44,40838.87,"employed",709,5364.81,"education",0.345,1,"2025-01-02","approved",7.96
"APP0000000004",28,149377.67,"employed",666,21787.94,"education",0.334,2,"2024-02-05","approved",10.44
"APP0000000005",50,99009.99,"unemployed",783,3440.73,"debt_consolidation",0.075,1,"2024-12-22","approved",7.16
"APP0000000006",39,113005.99,"self_employed",622,16903.91,"auto",0.263,3,"2023-03-21","denied",nan
"APP0000000007",37,65130.97,"employed",644,11946.63,"debt_consolidation",0.433,2,"2024-09-30","denied",nan
"APP0000000008",31,56641.5,"employed",610,9018.29,"debt_consolidation",0.346,2,"2023-03-21","approved",8.93
"APP0000000009",54,40550.1,"employed",636,7102.23,"debt_consolidation",0.38,1,"2024-05-27","denied",nan
"APP0000000010",38,47726.53,"employed",713,14469.44,"debt_consolidation",0.147,1,"2024-11-15","denied",nan
"APP0000000011",34,67137.42,"employed",724,19708.88,"other",0.326,1,"2024-08-22","approved",7.3
"APP0000000012",35,73751.76,"employed",686,8282.03,"debt_consolidation",0.347,3,"2023-10-27","denied",nan
"APP0000000013",46,19397.12,"employed",653,4487.85,"debt_consolidation",0.311,4,"2023-01-26","denied",nan
"APP0000000014",44,82643.85,"employed",615,35892.58,"home_improvement",0.424,2,"2023-04-13","approved",10.51
"APP0000000015",44,34876.55,"employed",607,8377.22,"debt_consolidation",0.337,3,"2023-06-22","approved",10.73
"APP0000000016",45,88925.8,"self_employed",659,17552.76,"auto",0.352,4,"2024-12-26","denied",nan
"APP0000000017",65,90542.72,"self_employed",665,4074.57,"home_improvement",0.372,0,"2023-07-14","approved",9.97
"APP0000000018",35,24721.62,"unemployed",613,3844.97,"other",0.305,2,"2023-08-13","approved",11.61
"APP0000000019",33,32457.43,"retired",688,19087.58,"debt_consolidation",0.42,1,"2024-04-13","approved",8.89
"APP0000000020",30,47348.12,"employed",687,9486.59,"auto",0.348,0,"2023-09-23","denied",nan
"APP0000000021",47,48998.23,"employed",629,4735.25,"home_improvement",0.328,5,"2023-01-22","pending",nan
"APP0000000022",53,71517.06,"employed",726,60113.68,"debt_consolidation",0.401,1,"2024-01-13","pending",nan
"APP0000000023",38,43013.05,"self_employed",586,27462.76,"other",0.157,5,"2023-01-03","approved",10.83
"APP0000000024",29,143378.01,"retired",635,10466.8,"business",0.406,4,"2024-03-29","pending",nan
"APP0000000025",30,43147.8,"employed",622,23497.01,"business",0.418,2,"2023-02-28","denied",nan
"APP0000000026",47,17751.23,"employed",648,2039.67,"education",0.429,2,"2024-12-31","denied",nan
"APP0000000027",48,55248.34,"employed",654,2726.94,"debt_consolidation",0.325,0,"2024-10-31","approved",9.63
"APP0000000028",46,41882.07,"employed",734,14061.24,"education",0.303,6,"2023-11-06","approved",9.65
"APP0000000029",32,92931.6,"employed",694,31963.38,"business",0.371,1,"2024-06-25","approved",9.36
"APP0000000030",42,195516.03,"employed",662,18900.44,"debt_consolidation",0.321,2,"2024-03-10","approved",11.9
"APP0000000031",41,17625.9,"employed",549,8012.71,"home_improvement",0.367,3,"2025-08-13","approved",11.43
"APP0000000032",42,53946.78,"unemployed",606,39787.77,"education",0.425,2,"2025-04-15","denied",nan
"APP0000000033",50,87727.41,"employed",643,6850.41,"home_improvement",0.487,3,"2024-01-18","denied",nan
"APP0000000034",42,52589.02,"employed",645,5713.96,"home_improvement",0.3,1,"2023-06-28","approved",8.31
"APP0000000035",48,47531.59,"employed",657,16480.95,"debt_consolidation",0.266,1,"2024-01-31","approved",10.07
"APP0000000036",40,73373.47,"employed",664,18662.42,"business",0.446,1,"2023-05-17","approved",9.59
"APP0000000037",43,45954.74,"employed",802,2435.25,"auto",0.172,1,"2025-07-01","approved",5.74
"APP0000000038",47,36911.83,"self_employed",757,10370.18,"education",0.335,2,"2025-06-19","denied",nan
"APP0000000039",22,59186.45,"self_employed",668,6524.77,"auto",0.433,2,"2023-12-23","approved",9.6
"APP0000000040",36,38618.71,"retired",609,13718.28,"debt_consolidation",0.572,1,"2025-11-02","denied",nan
"APP0000000041",34,61942.64,"employed",480,16110.36,"education",0.382,2,"2025-05-30","denied",nan
"APP0000000042",32,35746.07,"employed",541,12976.04,"other",0.383,1,"2023-02-23","denied",nan
"APP0000000043",36,38210.81,"employed",702,5937.47,"other",0.374,3,"2024-03-21","approved",10.34
"APP0000000044",57,52454.74,"employed",657,12810.05,"business",0.467,1,"2024-06-16","denied",nan
"APP0000000045",29,27779.27,"employed",595,23831.81,"business",0.267,3,"2023-10-02","approved",11.28
"APP0000000046",51,31390.81,"retired",512,8141.8,"home_improvement",0.429,5,"2024-02-14","denied",nan
"APP0000000047",19,37015.87,"employed",660,4471.25,"debt_consolidation",0.275,1,"2024-05-21","denied",nan
"APP0000000048",35,97479.89,"employed",522,8973.21,"auto",0.412,3,"2024-09-07","denied",nan
"APP0000000049",41,27547.8,"unemployed",762,23526.73,"debt_consolidation",0.455,0,"2025-02-14","approved",7.38