Split (1)

train · 50M rows

application_id stringlengths 13 33	applicant_age int32 18 75	annual_income float64 12k 500k	employment_status stringclasses 4 values	credit_score int32 300 850	loan_amount float64 1k 250k	loan_purpose stringclasses 6 values	debt_to_income_ratio float64 0.02 0.95	existing_loans_count int64 0 15	application_date stringdate 2023-01-01 00:00:00 2025-12-30 00:00:00	loan_status stringclasses 3 values	interest_rate float64 3.5 19 ⌀
APP0000000100	22	102,718.72	self_employed	652	11,732.59	education	0.394	3	2024-01-01	denied	null
APP0000000101	40	33,749.27	self_employed	656	9,107.09	auto	0.254	1	2025-03-25	approved	8.62
APP0000000102	33	46,606.24	self_employed	688	9,097.67	auto	0.252	2	2023-01-26	approved	10.24
APP0000000103	42	33,474.48	self_employed	611	30,003.83	debt_consolidation	0.423	3	2024-08-18	approved	10.55
APP0000000104	40	19,980.8	employed	698	13,217.01	debt_consolidation	0.424	3	2023-12-12	approved	9.3
APP0000000105	59	81,946.89	employed	670	5,966.15	debt_consolidation	0.399	2	2024-11-06	denied	null
APP0000000106	37	61,319.74	employed	850	12,726.61	home_improvement	0.186	1	2025-01-02	approved	5.55
APP0000000107	27	64,227.57	self_employed	700	15,868.31	education	0.267	1	2023-04-25	approved	10.35
APP0000000108	42	51,000.44	employed	759	3,050.91	debt_consolidation	0.284	1	2025-06-24	denied	null
APP0000000109	42	67,316.08	unemployed	763	9,605.6	business	0.268	0	2024-02-28	denied	null
APP0000000110	56	53,014.97	employed	757	16,092.46	debt_consolidation	0.279	0	2024-11-04	denied	null
APP0000000111	50	23,941.48	employed	652	4,703.84	debt_consolidation	0.292	3	2025-05-29	approved	9.47
APP0000000112	44	51,928.06	self_employed	716	7,327.74	debt_consolidation	0.24	1	2024-01-22	approved	8.45
APP0000000113	57	60,165.57	employed	553	28,357.41	debt_consolidation	0.242	3	2023-07-02	denied	null
APP0000000114	25	63,570.51	employed	657	10,414.94	debt_consolidation	0.471	2	2024-06-04	denied	null
APP0000000115	32	101,017.57	employed	593	8,508.69	debt_consolidation	0.332	2	2025-09-17	approved	10.63
APP0000000116	28	38,515.27	employed	722	22,547.05	auto	0.39	2	2024-03-18	approved	7.33
APP0000000117	35	28,998.19	employed	847	1,898.09	business	0.322	2	2023-03-15	approved	5.04
APP0000000118	23	44,567.94	self_employed	642	18,036.66	debt_consolidation	0.352	1	2025-12-09	approved	10.17
APP0000000119	47	49,795.36	employed	684	14,249.08	debt_consolidation	0.44	3	2025-07-03	approved	7.97
APP0000000120	37	76,498.71	employed	666	10,647.65	debt_consolidation	0.199	4	2024-10-27	approved	9.99
APP0000000121	22	18,617.13	employed	719	10,835.62	other	0.425	5	2025-04-05	approved	8.69
APP0000000122	27	168,847.51	self_employed	563	4,695.54	debt_consolidation	0.39	3	2023-12-12	denied	null
APP0000000123	43	47,917.84	employed	672	5,127.6	home_improvement	0.351	2	2024-06-03	denied	null
APP0000000124	50	74,179.63	employed	664	21,428.81	other	0.378	2	2024-09-09	approved	9.53
APP0000000125	63	58,075.76	employed	746	16,668.3	education	0.396	0	2023-11-16	approved	7.56
APP0000000126	74	107,451.1	employed	577	6,214.77	business	0.291	5	2025-08-19	denied	null
APP0000000127	44	103,087.29	employed	681	18,910.93	debt_consolidation	0.305	1	2024-05-02	approved	9.58
APP0000000128	28	83,726.83	retired	767	5,558.08	auto	0.241	1	2025-09-15	approved	7.42
APP0000000129	18	32,068.7	employed	641	17,042.48	auto	0.447	2	2023-02-20	denied	null
APP0000000130	43	118,227.71	unemployed	503	8,498.33	debt_consolidation	0.39	1	2024-12-31	denied	null
APP0000000131	30	63,380.06	employed	701	7,501.71	home_improvement	0.296	2	2024-02-17	denied	null
APP0000000132	35	24,444.49	self_employed	576	16,557.24	auto	0.276	3	2023-12-29	approved	10.62
APP0000000133	32	57,413.43	employed	654	66,840.97	other	0.364	1	2023-11-19	denied	null
APP0000000134	38	88,087.84	employed	693	7,300.6	home_improvement	0.412	3	2023-09-30	denied	null
APP0000000135	52	59,533.55	employed	644	4,647.45	debt_consolidation	0.426	2	2023-11-01	approved	11.02
APP0000000136	41	28,112.29	employed	665	23,710.65	auto	0.425	1	2024-05-04	approved	9.7
APP0000000137	38	25,160.93	self_employed	645	8,399.53	auto	0.424	1	2023-05-16	approved	10.34
APP0000000138	27	39,447.95	employed	506	12,305.24	auto	0.539	5	2024-02-06	denied	null
APP0000000139	19	46,553.65	retired	490	16,244.12	business	0.527	3	2024-08-21	approved	12.79
APP0000000140	34	41,601.79	employed	705	34,430.69	debt_consolidation	0.473	3	2024-08-11	denied	null
APP0000000141	39	192,497.9	employed	631	18,150.45	debt_consolidation	0.466	2	2023-03-15	approved	10.44
APP0000000142	61	72,397.22	retired	580	12,081.46	education	0.345	4	2024-08-27	approved	11.43
APP0000000143	41	80,328.2	employed	623	36,130.87	debt_consolidation	0.516	0	2025-12-19	approved	11.99
APP0000000144	51	83,994.76	retired	814	18,732.76	education	0.422	2	2025-10-04	approved	6.42
APP0000000145	34	59,220.11	employed	809	3,943.67	business	0.32	2	2024-09-04	approved	6.26
APP0000000146	25	69,948.67	retired	617	7,284.27	debt_consolidation	0.322	3	2023-08-29	denied	null
APP0000000147	28	66,615.57	employed	731	15,177.07	business	0.22	0	2023-01-16	approved	8.31
APP0000000148	31	60,010.19	employed	706	7,084.11	debt_consolidation	0.362	2	2025-12-22	denied	null
APP0000000149	65	20,542.84	employed	706	5,728.33	debt_consolidation	0.324	0	2024-11-20	denied	null
APP0000000150	30	37,812.45	employed	689	5,341.25	business	0.294	2	2024-04-14	denied	null
APP0000000151	50	83,638.7	employed	687	11,252.68	home_improvement	0.326	2	2023-01-08	approved	9.22
APP0000000152	29	26,655.6	employed	534	10,577.59	home_improvement	0.405	2	2025-08-11	denied	null
APP0000000153	51	136,843.88	unemployed	638	17,643.4	debt_consolidation	0.253	1	2024-03-04	denied	null
APP0000000154	44	40,282.45	employed	698	13,198.99	debt_consolidation	0.404	1	2025-03-14	approved	8.78
APP0000000155	38	84,435.52	retired	664	2,339.76	auto	0.227	2	2023-02-22	denied	null
APP0000000156	39	50,468.97	employed	779	10,482.03	home_improvement	0.164	1	2023-02-07	pending	null
APP0000000157	32	23,751.57	employed	636	10,761.78	home_improvement	0.395	2	2024-06-12	denied	null
APP0000000158	45	32,975.23	employed	780	5,307.06	other	0.299	1	2025-06-07	approved	8.5
APP0000000159	34	42,207.46	retired	742	9,425.01	debt_consolidation	0.461	2	2024-08-24	pending	null
APP0000000160	25	75,157.46	retired	788	9,076.13	education	0.387	1	2025-09-15	denied	null
APP0000000161	24	52,203.49	employed	567	3,121.88	other	0.567	2	2023-08-02	denied	null
APP0000000162	42	75,989.05	employed	726	7,807.28	home_improvement	0.291	4	2025-01-01	approved	8.03
APP0000000163	58	64,836.4	employed	711	6,115.67	business	0.294	0	2023-08-12	denied	null
APP0000000164	41	89,077.4	employed	737	7,309.86	auto	0.309	1	2023-11-06	denied	null
APP0000000165	38	69,939.06	employed	665	13,376.75	debt_consolidation	0.412	1	2023-05-16	denied	null
APP0000000166	43	19,542.7	employed	805	5,765.08	debt_consolidation	0.357	0	2024-12-17	pending	null
APP0000000167	55	69,213.69	employed	685	6,923.46	auto	0.365	1	2025-08-08	denied	null
APP0000000168	42	59,595.61	retired	604	28,734.37	debt_consolidation	0.197	1	2024-04-04	denied	null
APP0000000169	35	25,812.62	employed	612	10,232.52	home_improvement	0.361	3	2025-01-11	approved	11.36
APP0000000170	53	94,004.09	employed	642	5,311.57	education	0.37	1	2025-10-03	approved	9.92
APP0000000171	45	73,822.5	self_employed	665	2,551.12	debt_consolidation	0.198	3	2023-09-19	approved	10.09
APP0000000172	58	41,431.94	employed	560	25,509.29	debt_consolidation	0.589	2	2025-12-05	denied	null
APP0000000173	42	17,915.28	employed	655	30,417.27	debt_consolidation	0.515	1	2025-08-26	denied	null
APP0000000174	25	66,748.88	retired	664	10,630.63	other	0.465	1	2023-04-02	pending	null
APP0000000175	23	55,737.82	self_employed	755	38,225.29	debt_consolidation	0.169	1	2023-04-26	pending	null
APP0000000176	59	29,131.22	employed	587	15,075.8	debt_consolidation	0.406	1	2025-06-15	denied	null
APP0000000177	60	133,751.08	employed	711	30,498.59	debt_consolidation	0.227	1	2024-05-08	approved	9.24
APP0000000178	37	73,624.98	employed	671	12,184.46	debt_consolidation	0.377	2	2023-01-15	denied	null
APP0000000179	35	46,560.68	employed	675	5,700	education	0.393	3	2023-06-27	approved	10.28
APP0000000180	57	61,946.85	self_employed	583	3,500.51	auto	0.375	2	2024-10-20	denied	null
APP0000000181	26	71,019.24	employed	728	8,406.78	debt_consolidation	0.365	1	2024-06-09	approved	6.74
APP0000000182	29	52,191.05	employed	616	39,416.92	auto	0.586	2	2023-03-31	denied	null
APP0000000183	47	51,120.09	employed	703	9,987.51	debt_consolidation	0.255	0	2023-12-15	denied	null
APP0000000184	35	65,297.14	self_employed	775	4,248.99	home_improvement	0.229	4	2023-08-16	approved	7.32
APP0000000185	39	41,089.84	employed	733	14,410.21	other	0.356	1	2023-07-27	denied	null
APP0000000186	38	17,556.38	employed	559	8,250.41	auto	0.436	1	2023-11-06	denied	null
APP0000000187	44	51,553.34	self_employed	830	2,582.28	business	0.308	2	2025-06-24	approved	5.48
APP0000000188	56	29,311.81	employed	771	23,536.24	business	0.343	2	2025-08-14	approved	7.98
APP0000000189	41	85,445	unemployed	663	21,218.67	home_improvement	0.288	3	2025-11-02	approved	10.48
APP0000000190	47	78,865.96	employed	708	6,548.27	auto	0.186	0	2023-10-18	denied	null
APP0000000191	18	104,386.03	self_employed	651	43,275.83	other	0.399	3	2025-02-09	approved	9.28
APP0000000192	39	50,435.79	employed	760	4,143.69	debt_consolidation	0.123	1	2025-05-08	approved	6.89
APP0000000193	29	51,979.3	employed	486	10,753.07	debt_consolidation	0.543	3	2025-03-10	denied	null
APP0000000194	25	58,740.4	unemployed	498	11,248.19	auto	0.444	2	2025-01-04	denied	null
APP0000000195	29	108,370.51	unemployed	696	12,568.36	debt_consolidation	0.366	3	2024-08-23	denied	null
APP0000000196	35	55,885.22	self_employed	670	6,734.76	home_improvement	0.141	2	2025-10-09	approved	9.87
APP0000000197	50	38,324.74	employed	531	2,734.3	debt_consolidation	0.313	2	2023-06-19	approved	13.05
APP0000000198	24	78,135.93	unemployed	740	4,555.65	auto	0.395	1	2023-07-22	denied	null
APP0000000199	40	104,533.41	employed	661	4,151.56	debt_consolidation	0.389	1	2025-05-10	approved	9.93

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