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 ⌀
APP0049999900	51	82,274.21	employed	715	9,291.67	debt_consolidation	0.358	0	2023-06-08	approved	9.72
APP0049999901	49	36,245.6	retired	656	12,257.36	auto	0.444	5	2023-12-12	denied	null
APP0049999902	47	290,536.74	employed	709	18,456.7	auto	0.294	2	2025-03-02	approved	8.88
APP0049999903	39	61,688.87	employed	686	8,736.82	auto	0.241	1	2025-09-16	denied	null
APP0049999904	39	34,469.06	self_employed	777	14,299.99	education	0.283	4	2024-03-28	approved	8.25
APP0049999905	35	130,179.73	employed	741	3,262.98	debt_consolidation	0.291	2	2025-06-21	approved	8.16
APP0049999906	18	22,499.49	employed	565	14,231.79	business	0.436	3	2024-05-27	denied	null
APP0049999907	33	96,859.98	employed	591	29,233.42	business	0.165	1	2024-07-25	denied	null
APP0049999908	27	92,102.22	employed	562	6,288.51	home_improvement	0.339	6	2024-02-01	denied	null
APP0049999909	28	93,046.98	unemployed	668	7,199.15	business	0.457	3	2023-11-21	approved	9.24
APP0049999910	22	108,146.47	employed	769	22,111.28	home_improvement	0.348	1	2023-11-28	approved	8.77
APP0049999911	37	70,242.81	employed	518	5,127.25	auto	0.417	2	2025-03-28	denied	null
APP0049999912	42	35,769.91	self_employed	682	7,989.77	debt_consolidation	0.469	1	2023-10-03	approved	9.79
APP0049999913	51	65,776.62	unemployed	681	8,155.75	debt_consolidation	0.521	3	2024-05-06	approved	9.1
APP0049999914	49	141,466.68	employed	792	14,046.43	education	0.04	2	2024-11-05	approved	8.1
APP0049999915	49	88,873.77	self_employed	708	11,195.95	home_improvement	0.41	3	2023-07-21	approved	9.59
APP0049999916	29	65,360.01	employed	601	7,249.66	other	0.402	0	2025-03-09	denied	null
APP0049999917	36	33,184.96	employed	662	5,000.38	education	0.329	2	2024-12-16	denied	null
APP0049999918	61	40,724.66	retired	741	7,405.06	auto	0.294	1	2023-12-28	denied	null
APP0049999919	27	78,575.56	employed	775	12,964.13	debt_consolidation	0.385	0	2024-03-30	denied	null
APP0049999920	36	92,413.29	retired	648	11,399.91	home_improvement	0.386	6	2025-12-10	approved	9.95
APP0049999921	59	34,539.38	employed	654	22,767.49	education	0.439	2	2023-09-30	denied	null
APP0049999922	34	13,318.68	self_employed	670	8,664.44	business	0.386	3	2024-08-04	approved	10.07
APP0049999923	41	77,375.87	retired	670	7,511.12	debt_consolidation	0.439	3	2023-03-19	denied	null
APP0049999924	37	34,413.24	retired	699	7,327.3	other	0.299	2	2025-11-16	denied	null
APP0049999925	35	70,344.9	employed	766	8,192.23	business	0.356	1	2023-01-21	approved	9.47
APP0049999926	25	37,362.61	self_employed	679	11,721.25	debt_consolidation	0.474	2	2025-07-20	denied	null
APP0049999927	32	66,206.92	employed	524	24,070.3	auto	0.392	2	2024-08-31	denied	null
APP0049999928	37	24,283.26	employed	679	7,083.41	debt_consolidation	0.225	2	2025-02-01	denied	null
APP0049999929	18	49,597.26	retired	596	23,115.12	business	0.35	1	2025-12-28	denied	null
APP0049999930	30	48,097.6	employed	727	5,318.84	debt_consolidation	0.263	3	2024-07-04	approved	9.19
APP0049999931	44	42,439.38	unemployed	703	6,686.86	debt_consolidation	0.218	4	2023-03-25	denied	null
APP0049999932	52	62,995.35	employed	722	13,438.25	debt_consolidation	0.42	2	2025-04-16	approved	8.22
APP0049999933	44	15,723.54	employed	645	13,197.05	debt_consolidation	0.451	2	2025-08-07	approved	9.55
APP0049999934	37	93,814.58	employed	702	15,734.37	auto	0.306	2	2023-11-11	approved	8.92
APP0049999935	44	18,046.68	employed	669	4,019.81	debt_consolidation	0.372	2	2023-08-13	approved	9.8
APP0049999936	29	102,746.98	retired	820	4,295.13	education	0.272	4	2023-07-17	approved	6.12
APP0049999937	48	42,532.95	employed	765	19,349.12	auto	0.15	3	2025-12-03	approved	7.91
APP0049999938	37	40,985.18	self_employed	737	15,931.44	auto	0.35	0	2023-03-21	approved	8.8
APP0049999939	33	39,555.85	employed	695	3,570.19	debt_consolidation	0.335	1	2024-05-25	denied	null
APP0049999940	30	31,473.96	retired	722	2,998.52	debt_consolidation	0.227	3	2024-10-21	approved	9
APP0049999941	35	43,828.77	self_employed	735	14,652.18	debt_consolidation	0.15	0	2025-07-02	approved	9.39
APP0049999942	41	57,641.18	employed	655	26,250.17	education	0.418	0	2024-08-28	denied	null
APP0049999943	59	49,542.83	employed	585	13,587.72	debt_consolidation	0.204	3	2025-12-08	approved	13.49
APP0049999944	28	51,465.65	employed	690	11,239.21	other	0.302	1	2025-08-23	approved	8.49
APP0049999945	30	138,698.24	retired	648	9,262.73	home_improvement	0.288	3	2024-07-23	denied	null
APP0049999946	43	25,411.8	employed	599	6,385.42	debt_consolidation	0.177	2	2023-09-17	approved	10.9
APP0049999947	50	61,546.65	unemployed	577	33,416.62	auto	0.34	4	2023-01-01	approved	12.62
APP0049999948	19	63,353.51	self_employed	721	3,949.94	other	0.419	1	2025-04-07	denied	null
APP0049999949	37	145,967.15	employed	696	5,003.05	other	0.421	3	2023-06-26	approved	11.11
APP0049999950	29	68,211.44	employed	651	10,459.22	education	0.405	2	2024-07-21	denied	null
APP0049999951	58	48,708.92	employed	693	10,490.39	debt_consolidation	0.204	3	2025-08-14	denied	null
APP0049999952	40	48,327.4	employed	750	15,477.74	auto	0.237	1	2024-06-23	denied	null
APP0049999953	47	58,860.09	employed	807	7,390.86	education	0.347	3	2025-09-08	denied	null
APP0049999954	41	55,203.32	employed	789	3,360.63	home_improvement	0.278	1	2024-01-22	approved	7.44
APP0049999955	38	47,164.83	employed	730	11,906.46	debt_consolidation	0.331	2	2023-02-11	denied	null
APP0049999956	58	35,921.88	employed	555	14,874.33	home_improvement	0.411	1	2025-01-05	denied	null
APP0049999957	51	107,088.58	employed	746	12,190.84	auto	0.204	1	2024-10-27	approved	8.09
APP0049999958	38	64,966.99	employed	687	19,868.5	debt_consolidation	0.541	3	2024-06-10	denied	null
APP0049999959	38	69,211.16	employed	569	14,115.95	home_improvement	0.426	4	2024-10-07	denied	null
APP0049999960	40	32,213.93	self_employed	644	9,850.45	debt_consolidation	0.374	1	2023-06-07	approved	9.84
APP0049999961	36	35,268.78	employed	636	6,056.62	auto	0.357	2	2024-05-30	approved	9.76
APP0049999962	40	70,324.74	employed	751	13,576.28	business	0.418	3	2025-08-04	denied	null
APP0049999963	20	70,631.23	self_employed	700	10,972.98	debt_consolidation	0.279	0	2025-07-24	denied	null
APP0049999964	20	64,190.58	employed	519	11,524.26	auto	0.535	1	2024-07-01	pending	null
APP0049999965	43	25,295.2	employed	768	18,053.97	debt_consolidation	0.064	3	2023-06-22	denied	null
APP0049999966	52	54,261.6	employed	577	12,238.62	auto	0.442	4	2023-08-11	approved	11.67
APP0049999967	40	38,731.42	employed	656	6,241.9	debt_consolidation	0.604	2	2025-06-23	denied	null
APP0049999968	28	92,011.09	employed	615	17,000.24	debt_consolidation	0.5	3	2025-12-28	denied	null
APP0049999969	50	58,302.77	employed	704	9,017.39	business	0.34	1	2024-05-18	denied	null
APP0049999970	39	37,869.96	employed	604	6,807.89	debt_consolidation	0.374	7	2023-07-22	approved	11.8
APP0049999971	24	26,688.94	employed	725	15,699.72	auto	0.294	3	2025-10-05	approved	7.78
APP0049999972	43	40,928.25	employed	739	21,158.58	auto	0.389	2	2025-02-01	pending	null
APP0049999973	36	146,510.7	employed	647	3,323.15	debt_consolidation	0.415	1	2023-12-29	denied	null
APP0049999974	37	47,196.63	self_employed	738	9,238.05	business	0.139	3	2024-01-15	denied	null
APP0049999975	59	43,121.46	retired	659	7,309.79	debt_consolidation	0.265	2	2025-05-11	approved	9.56
APP0049999976	31	61,752.54	employed	779	9,463.32	education	0.261	3	2024-05-12	approved	7.42
APP0049999977	18	39,273.58	employed	549	4,591.03	home_improvement	0.41	3	2025-05-15	pending	null
APP0049999978	29	69,125.56	employed	690	6,139.16	debt_consolidation	0.174	1	2024-04-13	denied	null
APP0049999979	40	44,313.06	employed	590	20,382.52	debt_consolidation	0.213	4	2024-12-20	denied	null
APP0049999980	38	78,982.22	unemployed	599	25,207.25	home_improvement	0.386	2	2024-10-29	approved	11.85
APP0049999981	40	47,744.63	employed	759	23,958.21	debt_consolidation	0.178	1	2025-06-11	denied	null
APP0049999982	42	31,583.71	retired	659	4,719.26	other	0.439	2	2025-06-08	approved	10.51
APP0049999983	51	34,210.31	self_employed	651	16,907.3	debt_consolidation	0.464	2	2023-07-18	denied	null
APP0049999984	53	27,219.5	employed	667	19,184.8	other	0.483	0	2024-04-22	approved	9.2
APP0049999985	45	67,924.26	employed	651	2,402.85	auto	0.245	3	2025-04-30	approved	12.21
APP0049999986	31	49,878.48	employed	582	6,769.74	home_improvement	0.491	3	2023-02-14	denied	null
APP0049999987	39	102,498.11	employed	710	5,979.97	business	0.541	2	2025-12-11	denied	null
APP0049999988	30	46,882.18	employed	850	3,465.89	business	0.252	2	2025-06-10	approved	6.22
APP0049999989	31	66,148.84	self_employed	709	36,600.5	education	0.385	3	2024-02-18	approved	8.98
APP0049999990	26	31,014.34	employed	552	19,712.17	debt_consolidation	0.495	3	2024-09-11	denied	null
APP0049999991	63	78,347.3	employed	709	4,473.18	debt_consolidation	0.156	2	2023-10-30	approved	9.24
APP0049999992	30	52,486.17	employed	542	13,996.68	other	0.351	2	2024-05-10	denied	null
APP0049999993	35	21,640.4	employed	717	39,021.46	auto	0.357	1	2025-11-30	denied	null
APP0049999994	43	39,641.19	unemployed	648	9,976.6	debt_consolidation	0.308	0	2024-06-23	denied	null
APP0049999995	38	37,685.56	employed	640	7,196.91	debt_consolidation	0.567	2	2025-06-03	denied	null
APP0049999996	43	85,202.44	employed	755	8,315.43	auto	0.192	1	2023-03-27	denied	null
APP0049999997	42	57,494.25	employed	619	1,000	auto	0.453	0	2025-08-22	denied	null
APP0049999998	35	68,904.42	retired	680	9,641.76	home_improvement	0.382	2	2025-06-11	denied	null
APP0049999999	45	38,256.42	employed	720	7,903.55	business	0.271	0	2024-07-26	approved	8.33

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