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 ⌀
APP0000000000	53	98,906.58	employed	620	7,933.57	auto	0.354	2	2024-12-06	denied	null
APP0000000001	45	20,398.79	employed	495	4,951.8	education	0.319	2	2023-06-20	denied	null
APP0000000002	29	69,193.72	employed	556	2,743.1	education	0.4	1	2024-05-10	denied	null
APP0000000003	44	40,838.87	employed	709	5,364.81	education	0.345	1	2025-01-02	approved	7.96
APP0000000004	28	149,377.67	employed	666	21,787.94	education	0.334	2	2024-02-05	approved	10.44
APP0000000005	50	99,009.99	unemployed	783	3,440.73	debt_consolidation	0.075	1	2024-12-22	approved	7.16
APP0000000006	39	113,005.99	self_employed	622	16,903.91	auto	0.263	3	2023-03-21	denied	null
APP0000000007	37	65,130.97	employed	644	11,946.63	debt_consolidation	0.433	2	2024-09-30	denied	null
APP0000000008	31	56,641.5	employed	610	9,018.29	debt_consolidation	0.346	2	2023-03-21	approved	8.93
APP0000000009	54	40,550.1	employed	636	7,102.23	debt_consolidation	0.38	1	2024-05-27	denied	null
APP0000000010	38	47,726.53	employed	713	14,469.44	debt_consolidation	0.147	1	2024-11-15	denied	null
APP0000000011	34	67,137.42	employed	724	19,708.88	other	0.326	1	2024-08-22	approved	7.3
APP0000000012	35	73,751.76	employed	686	8,282.03	debt_consolidation	0.347	3	2023-10-27	denied	null
APP0000000013	46	19,397.12	employed	653	4,487.85	debt_consolidation	0.311	4	2023-01-26	denied	null
APP0000000014	44	82,643.85	employed	615	35,892.58	home_improvement	0.424	2	2023-04-13	approved	10.51
APP0000000015	44	34,876.55	employed	607	8,377.22	debt_consolidation	0.337	3	2023-06-22	approved	10.73
APP0000000016	45	88,925.8	self_employed	659	17,552.76	auto	0.352	4	2024-12-26	denied	null
APP0000000017	65	90,542.72	self_employed	665	4,074.57	home_improvement	0.372	0	2023-07-14	approved	9.97
APP0000000018	35	24,721.62	unemployed	613	3,844.97	other	0.305	2	2023-08-13	approved	11.61
APP0000000019	33	32,457.43	retired	688	19,087.58	debt_consolidation	0.42	1	2024-04-13	approved	8.89
APP0000000020	30	47,348.12	employed	687	9,486.59	auto	0.348	0	2023-09-23	denied	null
APP0000000021	47	48,998.23	employed	629	4,735.25	home_improvement	0.328	5	2023-01-22	pending	null
APP0000000022	53	71,517.06	employed	726	60,113.68	debt_consolidation	0.401	1	2024-01-13	pending	null
APP0000000023	38	43,013.05	self_employed	586	27,462.76	other	0.157	5	2023-01-03	approved	10.83
APP0000000024	29	143,378.01	retired	635	10,466.8	business	0.406	4	2024-03-29	pending	null
APP0000000025	30	43,147.8	employed	622	23,497.01	business	0.418	2	2023-02-28	denied	null
APP0000000026	47	17,751.23	employed	648	2,039.67	education	0.429	2	2024-12-31	denied	null
APP0000000027	48	55,248.34	employed	654	2,726.94	debt_consolidation	0.325	0	2024-10-31	approved	9.63
APP0000000028	46	41,882.07	employed	734	14,061.24	education	0.303	6	2023-11-06	approved	9.65
APP0000000029	32	92,931.6	employed	694	31,963.38	business	0.371	1	2024-06-25	approved	9.36
APP0000000030	42	195,516.03	employed	662	18,900.44	debt_consolidation	0.321	2	2024-03-10	approved	11.9
APP0000000031	41	17,625.9	employed	549	8,012.71	home_improvement	0.367	3	2025-08-13	approved	11.43
APP0000000032	42	53,946.78	unemployed	606	39,787.77	education	0.425	2	2025-04-15	denied	null
APP0000000033	50	87,727.41	employed	643	6,850.41	home_improvement	0.487	3	2024-01-18	denied	null
APP0000000034	42	52,589.02	employed	645	5,713.96	home_improvement	0.3	1	2023-06-28	approved	8.31
APP0000000035	48	47,531.59	employed	657	16,480.95	debt_consolidation	0.266	1	2024-01-31	approved	10.07
APP0000000036	40	73,373.47	employed	664	18,662.42	business	0.446	1	2023-05-17	approved	9.59
APP0000000037	43	45,954.74	employed	802	2,435.25	auto	0.172	1	2025-07-01	approved	5.74
APP0000000038	47	36,911.83	self_employed	757	10,370.18	education	0.335	2	2025-06-19	denied	null
APP0000000039	22	59,186.45	self_employed	668	6,524.77	auto	0.433	2	2023-12-23	approved	9.6
APP0000000040	36	38,618.71	retired	609	13,718.28	debt_consolidation	0.572	1	2025-11-02	denied	null
APP0000000041	34	61,942.64	employed	480	16,110.36	education	0.382	2	2025-05-30	denied	null
APP0000000042	32	35,746.07	employed	541	12,976.04	other	0.383	1	2023-02-23	denied	null
APP0000000043	36	38,210.81	employed	702	5,937.47	other	0.374	3	2024-03-21	approved	10.34
APP0000000044	57	52,454.74	employed	657	12,810.05	business	0.467	1	2024-06-16	denied	null
APP0000000045	29	27,779.27	employed	595	23,831.81	business	0.267	3	2023-10-02	approved	11.28
APP0000000046	51	31,390.81	retired	512	8,141.8	home_improvement	0.429	5	2024-02-14	denied	null
APP0000000047	19	37,015.87	employed	660	4,471.25	debt_consolidation	0.275	1	2024-05-21	denied	null
APP0000000048	35	97,479.89	employed	522	8,973.21	auto	0.412	3	2024-09-07	denied	null
APP0000000049	41	27,547.8	unemployed	762	23,526.73	debt_consolidation	0.455	0	2025-02-14	approved	7.38
APP0000000050	47	58,541.63	employed	664	5,933.39	auto	0.563	2	2025-01-25	denied	null
APP0000000051	48	36,576.47	employed	672	3,722.9	home_improvement	0.369	3	2023-11-12	denied	null
APP0000000052	49	32,618.72	employed	802	21,914.72	education	0.273	0	2023-07-21	approved	5.6
APP0000000053	35	20,167.65	self_employed	802	19,363.42	education	0.385	1	2025-08-23	approved	5.68
APP0000000054	34	93,889.63	employed	585	3,946.58	home_improvement	0.201	1	2025-09-21	denied	null
APP0000000055	50	51,729.41	employed	683	10,359.92	auto	0.299	8	2025-01-19	approved	9.87
APP0000000056	37	97,237.3	employed	719	14,825.19	debt_consolidation	0.392	1	2025-09-12	approved	8.34
APP0000000057	24	48,082.36	employed	536	7,947.14	other	0.507	3	2025-12-16	denied	null
APP0000000058	26	22,915.71	self_employed	666	12,570.89	business	0.409	1	2025-01-26	approved	10.37
APP0000000059	28	69,280.74	self_employed	561	5,439.48	debt_consolidation	0.471	4	2024-11-19	denied	null
APP0000000060	45	28,546.47	employed	588	4,535.63	debt_consolidation	0.203	2	2025-03-29	denied	null
APP0000000061	41	17,345.68	employed	737	6,872.71	debt_consolidation	0.125	2	2023-05-07	pending	null
APP0000000062	48	34,323.71	self_employed	743	3,496.92	home_improvement	0.273	3	2025-04-28	approved	7.45
APP0000000063	34	37,297.69	retired	720	3,293.43	auto	0.466	0	2023-07-13	denied	null
APP0000000064	41	66,197.3	employed	593	15,290.84	home_improvement	0.408	2	2024-03-29	denied	null
APP0000000065	47	41,599.79	employed	673	5,705.84	home_improvement	0.464	0	2024-11-11	approved	9.7
APP0000000066	36	51,287.85	self_employed	761	4,644.5	education	0.275	1	2023-12-28	approved	6.35
APP0000000067	45	68,974.11	employed	680	28,829.18	business	0.195	2	2023-09-17	approved	9.44
APP0000000068	32	21,559.17	employed	700	15,304.84	business	0.392	0	2025-04-01	denied	null
APP0000000069	35	30,873.1	retired	613	6,470.44	home_improvement	0.375	1	2025-06-13	approved	12
APP0000000070	35	32,640.75	employed	532	4,461.98	home_improvement	0.231	3	2023-10-18	denied	null
APP0000000071	25	23,965.46	employed	794	9,959.36	debt_consolidation	0.271	2	2023-12-11	approved	5.01
APP0000000072	45	131,859.32	employed	690	22,429.3	debt_consolidation	0.225	0	2023-06-18	approved	8.68
APP0000000073	34	86,155.51	employed	745	24,174.94	education	0.315	4	2025-03-25	approved	8.05
APP0000000074	40	106,673.87	self_employed	681	18,043.05	other	0.524	2	2025-03-25	approved	10.1
APP0000000075	45	43,812.99	employed	727	11,766.56	other	0.379	1	2023-02-22	denied	null
APP0000000076	45	35,460.43	employed	713	35,210.21	home_improvement	0.389	4	2024-12-07	approved	8.93
APP0000000077	47	19,158.38	employed	793	15,376.89	auto	0.235	1	2024-01-26	approved	6.18
APP0000000078	38	98,671.89	self_employed	717	10,048.4	home_improvement	0.18	0	2025-03-10	approved	8.14
APP0000000079	34	38,827.3	employed	588	10,581.07	debt_consolidation	0.336	6	2025-08-18	denied	null
APP0000000080	39	85,660.58	self_employed	742	17,643.37	auto	0.175	0	2023-03-01	approved	10.11
APP0000000081	19	75,726.84	employed	563	10,962.35	other	0.496	1	2025-10-31	denied	null
APP0000000082	22	65,627.38	retired	548	6,441.15	debt_consolidation	0.309	4	2024-09-08	denied	null
APP0000000083	24	47,647.34	retired	678	6,457.41	other	0.446	1	2024-05-24	denied	null
APP0000000084	28	82,138.3	employed	599	10,739.01	debt_consolidation	0.25	3	2023-07-29	denied	null
APP0000000085	44	36,966.65	employed	698	14,129.13	auto	0.374	5	2024-04-06	approved	9.21
APP0000000086	29	35,963.05	self_employed	615	6,470.19	business	0.423	1	2023-06-26	approved	9.83
APP0000000087	35	62,746.27	self_employed	675	3,681.51	debt_consolidation	0.21	3	2025-01-09	approved	9.63
APP0000000088	55	24,896.74	employed	663	22,376.67	debt_consolidation	0.426	4	2023-09-21	denied	null
APP0000000089	35	30,318.34	retired	850	9,474.02	home_improvement	0.122	0	2024-09-06	denied	null
APP0000000090	48	63,315.44	employed	710	2,225.79	debt_consolidation	0.352	2	2025-01-23	approved	8.73
APP0000000091	28	26,765.15	employed	762	17,946.39	other	0.513	3	2024-06-25	denied	null
APP0000000092	37	65,801.03	employed	679	12,299.05	debt_consolidation	0.319	1	2025-03-13	denied	null
APP0000000093	28	40,843.53	employed	647	14,235.94	auto	0.279	4	2025-07-16	denied	null
APP0000000094	35	65,396.16	self_employed	682	18,108.45	other	0.281	2	2023-03-06	approved	9.25
APP0000000095	50	20,106.15	employed	624	8,443.93	debt_consolidation	0.236	1	2023-12-31	approved	10.96
APP0000000096	19	77,314.55	employed	540	13,066.89	home_improvement	0.398	6	2023-01-18	denied	null
APP0000000097	45	93,696.14	employed	760	4,711.97	other	0.627	4	2024-02-09	denied	null
APP0000000098	42	77,847.45	employed	785	5,634.76	debt_consolidation	0.445	2	2023-05-06	denied	null
APP0000000099	32	71,298.05	unemployed	708	17,119.48	debt_consolidation	0.329	2	2023-03-31	approved	8.61

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