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 ⌀
APP0000000200	34	156,907.74	employed	801	3,090.13	debt_consolidation	0.276	1	2023-12-16	approved	7.03
APP0000000201	36	50,117.32	self_employed	518	13,774.44	debt_consolidation	0.552	4	2025-12-06	denied	null
APP0000000202	52	55,000.81	employed	534	9,199.54	auto	0.472	3	2023-01-21	denied	null
APP0000000203	46	23,111.69	employed	653	8,540.2	debt_consolidation	0.487	0	2025-01-23	approved	10.19
APP0000000204	56	54,095	employed	500	13,739	auto	0.447	1	2024-08-17	denied	null
APP0000000205	38	32,782.8	retired	782	6,634.98	business	0.29	0	2025-03-13	denied	null
APP0000000206	31	129,701.67	employed	580	19,930.08	auto	0.372	3	2025-11-13	denied	null
APP0000000207	37	29,974.03	unemployed	699	6,151.4	debt_consolidation	0.182	1	2025-09-18	approved	9.09
APP0000000208	42	26,529.96	employed	621	12,724.16	home_improvement	0.481	4	2023-08-03	denied	null
APP0000000209	42	56,089.6	employed	630	7,171.59	auto	0.431	1	2025-09-14	denied	null
APP0000000210	26	100,862.99	employed	553	10,799.53	education	0.253	5	2024-09-11	denied	null
APP0000000211	41	83,201.3	employed	726	13,319.18	auto	0.322	3	2025-03-13	approved	8.93
APP0000000212	42	52,383.46	self_employed	704	6,717.08	auto	0.239	4	2023-09-21	approved	8.5
APP0000000213	70	56,693.3	employed	707	9,746.46	debt_consolidation	0.253	0	2024-04-29	approved	8.91
APP0000000214	62	13,449.08	employed	785	5,230.28	other	0.39	1	2024-12-28	denied	null
APP0000000215	29	34,710.76	employed	671	16,820.8	debt_consolidation	0.211	1	2023-12-02	denied	null
APP0000000216	36	74,264.94	employed	617	12,794.75	business	0.399	2	2023-08-14	denied	null
APP0000000217	22	16,349.78	self_employed	572	4,255.41	home_improvement	0.437	4	2023-03-10	approved	13.16
APP0000000218	32	61,778.34	employed	781	12,242.13	debt_consolidation	0.398	3	2024-10-31	denied	null
APP0000000219	43	37,184.11	self_employed	548	12,528.98	home_improvement	0.449	3	2023-04-19	approved	11.55
APP0000000220	54	79,819.35	retired	823	2,737.46	other	0.206	1	2023-09-07	denied	null
APP0000000221	31	92,095.91	retired	499	7,280.75	auto	0.436	2	2024-01-17	denied	null
APP0000000222	32	27,278.61	self_employed	569	18,147.37	debt_consolidation	0.441	2	2025-05-13	denied	null
APP0000000223	18	59,179.78	employed	794	18,635.87	debt_consolidation	0.482	2	2024-02-14	approved	6.74
APP0000000224	38	34,889.83	retired	717	16,115.35	other	0.191	2	2023-11-27	denied	null
APP0000000225	27	67,998.95	employed	659	8,156.3	education	0.415	1	2025-08-13	denied	null
APP0000000226	33	25,347.28	employed	678	2,799.12	education	0.47	2	2024-01-28	approved	10.4
APP0000000227	29	51,008.47	unemployed	782	4,928.26	debt_consolidation	0.313	0	2024-03-29	pending	null
APP0000000228	38	55,382.3	employed	647	8,369.45	debt_consolidation	0.539	4	2025-06-18	denied	null
APP0000000229	18	112,657.45	employed	849	4,617.31	home_improvement	0.092	0	2025-09-09	denied	null
APP0000000230	22	33,576.74	employed	700	17,761.7	auto	0.379	1	2023-01-26	approved	10.1
APP0000000231	65	91,522.33	employed	657	7,146.49	home_improvement	0.337	3	2024-07-13	pending	null
APP0000000232	24	16,698.93	employed	712	3,042.61	auto	0.411	1	2024-09-02	denied	null
APP0000000233	26	19,466.93	employed	662	19,044.65	auto	0.108	1	2024-07-06	approved	9.85
APP0000000234	62	25,603.95	employed	592	5,476.85	debt_consolidation	0.379	2	2025-07-23	approved	10.17
APP0000000235	74	74,780.79	employed	719	10,033.12	home_improvement	0.351	2	2024-07-21	approved	7.17
APP0000000236	25	31,642.06	employed	551	9,071.07	auto	0.393	3	2024-08-02	denied	null
APP0000000237	35	85,601.7	employed	737	10,250.45	debt_consolidation	0.282	1	2024-03-24	approved	8.58
APP0000000238	44	53,290.72	unemployed	599	12,978.74	business	0.311	3	2025-11-22	denied	null
APP0000000239	60	44,710.9	employed	598	6,667.07	other	0.405	3	2023-10-27	denied	null
APP0000000240	28	125,232	retired	688	8,613.05	auto	0.255	0	2023-02-03	approved	8.96
APP0000000241	37	29,459.94	employed	750	6,673.56	auto	0.273	3	2023-06-12	approved	8.52
APP0000000242	49	122,089.04	employed	659	7,527.02	debt_consolidation	0.304	2	2023-11-06	denied	null
APP0000000243	45	51,834.49	employed	521	8,631.6	education	0.378	2	2025-09-16	denied	null
APP0000000244	35	55,561.75	employed	700	17,307.74	other	0.149	3	2025-08-05	approved	7.63
APP0000000245	38	101,728.8	employed	684	26,151.79	business	0.28	3	2025-01-27	denied	null
APP0000000246	23	93,325.87	self_employed	644	5,991.4	education	0.28	6	2025-08-12	denied	null
APP0000000247	37	65,807.34	employed	709	16,510.19	debt_consolidation	0.306	5	2024-10-25	approved	8.64
APP0000000248	36	26,626.24	employed	576	6,043.99	auto	0.551	4	2024-09-29	denied	null
APP0000000249	42	59,768.35	employed	609	27,572.89	debt_consolidation	0.433	4	2023-06-08	denied	null
APP0000000250	33	45,474.35	employed	549	6,725.37	business	0.461	1	2025-03-31	denied	null
APP0000000251	45	62,028.86	employed	636	7,559.79	debt_consolidation	0.487	1	2025-09-27	pending	null
APP0000000252	52	12,000	employed	768	8,788.48	business	0.24	3	2023-04-03	denied	null
APP0000000253	41	31,651.9	employed	620	6,439.09	business	0.357	2	2024-08-03	pending	null
APP0000000254	44	74,113.99	employed	542	4,393.95	auto	0.434	0	2024-08-04	denied	null
APP0000000255	40	13,518.72	employed	531	9,255.68	business	0.476	0	2023-02-22	approved	12.88
APP0000000256	40	79,261.18	employed	790	8,471.01	education	0.283	1	2025-01-22	denied	null
APP0000000257	31	58,019.46	employed	708	7,722.6	business	0.371	1	2025-10-21	approved	9.63
APP0000000258	43	55,703.31	employed	668	7,779.55	other	0.428	2	2023-01-27	denied	null
APP0000000259	38	29,808.26	retired	522	6,916.45	other	0.451	3	2023-03-29	denied	null
APP0000000260	65	69,087.17	employed	825	4,815.85	education	0.152	2	2024-02-28	approved	6.46
APP0000000261	58	47,346.1	self_employed	656	3,148.19	auto	0.327	3	2023-11-21	denied	null
APP0000000262	44	86,404.52	employed	801	7,834.55	debt_consolidation	0.169	2	2025-09-21	approved	7.07
APP0000000263	30	40,648.14	employed	715	19,783.35	other	0.328	1	2024-07-26	approved	8.72
APP0000000264	26	48,933	self_employed	636	1,843.26	debt_consolidation	0.335	2	2025-07-01	denied	null
APP0000000265	54	25,607.66	employed	720	19,353.71	debt_consolidation	0.476	3	2023-07-11	denied	null
APP0000000266	43	88,619.03	employed	629	10,727.2	debt_consolidation	0.411	3	2024-02-18	denied	null
APP0000000267	45	89,142.62	employed	843	22,701.32	auto	0.268	2	2023-02-10	approved	4.75
APP0000000268	19	30,851.75	employed	773	17,370.57	debt_consolidation	0.397	1	2025-04-19	approved	7.15
APP0000000269	51	68,658.71	employed	617	11,183.19	debt_consolidation	0.317	2	2025-08-16	denied	null
APP0000000270	45	51,542.81	employed	487	4,579.44	debt_consolidation	0.456	2	2024-08-30	denied	null
APP0000000271	26	64,782.65	unemployed	629	2,836.78	home_improvement	0.397	3	2025-11-12	approved	10.34
APP0000000272	34	65,138.29	employed	635	13,126.52	auto	0.368	0	2023-01-29	approved	10.49
APP0000000273	43	132,587.22	unemployed	606	2,590.3	other	0.344	2	2023-11-26	approved	10.76
APP0000000274	40	68,091.19	employed	659	14,927.17	education	0.374	3	2024-08-28	approved	9.69
APP0000000275	36	47,627.16	employed	585	8,759.51	education	0.228	3	2025-09-11	denied	null
APP0000000276	38	47,595.52	employed	556	23,152.27	auto	0.279	3	2023-06-07	denied	null
APP0000000277	36	28,545.71	retired	680	10,080.88	home_improvement	0.328	2	2025-11-14	denied	null
APP0000000278	41	24,729.45	employed	787	36,548.75	debt_consolidation	0.446	1	2023-06-18	approved	7.67
APP0000000279	57	45,811.12	retired	528	53,388.96	auto	0.389	7	2024-08-28	approved	12.74
APP0000000280	18	32,259.78	retired	707	6,340.57	debt_consolidation	0.312	1	2025-08-27	approved	8.32
APP0000000281	37	35,845.33	employed	771	26,317.03	home_improvement	0.356	5	2024-08-30	denied	null
APP0000000282	42	38,222.71	employed	667	4,933.22	home_improvement	0.469	2	2025-06-27	pending	null
APP0000000283	43	43,772.5	retired	594	6,733.41	home_improvement	0.296	0	2023-05-19	approved	10.48
APP0000000284	35	40,249.59	employed	757	21,531.58	other	0.338	3	2025-04-07	approved	6.78
APP0000000285	18	95,968.73	employed	683	11,532.84	home_improvement	0.422	2	2024-06-27	denied	null
APP0000000286	43	37,237.76	employed	679	9,437.09	other	0.191	1	2024-01-12	approved	9.31
APP0000000287	60	75,544.83	employed	646	4,480.94	home_improvement	0.385	3	2023-09-13	approved	9.5
APP0000000288	21	36,095.47	self_employed	638	4,230.04	other	0.35	1	2023-04-13	denied	null
APP0000000289	50	61,562.73	unemployed	713	3,750.82	education	0.18	1	2023-02-24	approved	7.85
APP0000000290	36	67,566.31	employed	725	25,221.86	home_improvement	0.288	1	2025-11-11	approved	8.03
APP0000000291	39	66,906.37	retired	596	2,410.56	other	0.361	1	2023-11-29	denied	null
APP0000000292	27	40,230.41	employed	639	7,523.39	auto	0.311	3	2025-10-19	denied	null
APP0000000293	35	53,727.54	self_employed	689	2,105.75	education	0.269	4	2024-10-12	approved	9.96
APP0000000294	55	68,619.4	employed	655	5,467.48	debt_consolidation	0.383	2	2024-01-18	denied	null
APP0000000295	46	18,801.43	unemployed	658	3,525.8	debt_consolidation	0.407	1	2023-09-26	pending	null
APP0000000296	60	105,091.64	employed	789	5,732.62	education	0.308	1	2023-06-16	approved	7.78
APP0000000297	54	31,743.26	employed	656	3,899.3	debt_consolidation	0.441	3	2025-02-24	denied	null
APP0000000298	45	33,270.91	employed	683	5,243.95	debt_consolidation	0.356	1	2025-03-02	approved	9.48
APP0000000299	60	62,556.7	self_employed	620	8,520.63	home_improvement	0.342	4	2023-05-10	approved	9.94

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