Split (1)

train · 9.58k rows

purpose stringclasses 7 values	int.rate float64 0.06 0.22	installment float64 15.7 940	log.annual.inc float64 7.55 14.5	dti float64 0 30	fico int64 612 827	days.with.cr.line float64 179 17.6k	revol.bal int64 0 1.21M	revol.util float64 0 119	inq.last.6mths int64 0 33	delinq.2yrs int64 0 13	pub.rec int64 0 5	not.fully.paid int64 0 1
small_business	0.1438	768.01	12.301383	14.5	692	7,387	81,330	77.5	4	0	0	0
credit_card	0.1628	423.55	10.778956	11.53	652	900	11,134	77.5	6	0	0	1
debt_consolidation	0.1028	259.2	9.830917	6.97	697	629.958333	4,380	49.2	0	0	0	0
all_other	0.1122	131.38	9.574983	1.67	672	1,289.958333	74	37	4	0	0	0
credit_card	0.1312	168.76	10.635855	2.48	652	7,528.958333	2,636	32.9	1	0	0	0
debt_consolidation	0.1438	359.95	11.225243	13.07	657	2,429.958333	22,764	39.7	1	0	0	0
debt_consolidation	0.1312	230.36	11.418615	9.63	692	2,489.958333	5,537	79.1	6	0	0	0
small_business	0.1154	659.91	13.331002	2.33	692	4,005.958333	0	0	5	0	0	1
home_improvement	0.1028	294.83	10.434116	10.66	687	599.958333	1,521	27.7	12	0	0	1
debt_consolidation	0.1217	199.78	10.308953	2.2	662	658.958333	2,468	79.6	1	0	0	0
debt_consolidation	0.1122	131.38	10.404263	15.27	672	2,700	3,323	32.6	4	0	0	0
debt_consolidation	0.1438	123.71	10.357743	18.51	642	3,390	869	96.6	2	0	0	0
home_improvement	0.0964	320.99	9.998798	18.55	722	540	63	4.2	2	0	0	0
debt_consolidation	0.1628	99.71	11.0021	4.22	622	479	2,581	64.5	10	0	0	0
debt_consolidation	0.1186	23.21	10.060491	11.33	657	2,879.958333	4,479	101.8	1	0	0	1
educational	0.1217	299.67	9.998798	3.27	667	708.958333	0	0	1	0	0	0
small_business	0.1501	346.71	10.341742	23.34	667	2,190	3,283	63.1	7	0	0	0
debt_consolidation	0.1754	500.22	10.714418	23.65	652	2,670	81,695	92.9	0	0	0	0
educational	0.1407	171.06	9.472705	13.38	642	810	5,908	34.8	2	0	0	0
debt_consolidation	0.1754	705.87	10.714418	25.63	667	2,670	35,460	86.7	19	0	0	0
small_business	0.1249	836.23	11.314475	15.13	702	11,430	43,302	53.8	4	0	0	1
small_business	0.1596	878.44	11.561716	26.55	707	6,630	78,203	90	0	0	0	0
credit_card	0.1438	359.95	11.245046	9.98	642	4,679.958333	15,918	101.4	6	0	0	1
all_other	0.0933	287.59	9.615805	13.36	717	3,268.958333	2,588	103.5	0	0	0	1
debt_consolidation	0.1028	162	11.156251	0.26	687	344.958333	1,169	48.7	0	0	0	0
debt_consolidation	0.1438	227.66	10.714418	15.63	642	2,099.958333	5,575	66.4	0	1	0	1
credit_card	0.1249	468.29	11.21182	20.68	682	4,349.958333	8,009	74.2	4	0	1	0
all_other	0.1154	98.99	11.225243	18.26	672	2,670	1,393	43.5	7	0	0	0
home_improvement	0.1628	59.12	11.385092	26.52	652	3,959.958333	51,914	88.5	0	0	0	1
debt_consolidation	0.1343	186.46	10.491274	16.03	652	2,159.958333	3,132	97.9	4	0	0	0
all_other	0.1154	164.98	10.621327	10.36	672	6,839.958333	15,301	46.8	7	1	0	0
debt_consolidation	0.1596	337.32	11.09741	23.27	657	7,593.958333	25,348	91.6	1	0	0	0
small_business	0.0933	178.94	11.461632	0.13	702	210	327	21.8	1	0	0	0
all_other	0.1028	181.44	8.517193	0	682	238.958333	0	0	3	0	0	1
debt_consolidation	0.1438	240.54	10.308953	4.04	642	450	2,288	53.2	2	0	0	1
debt_consolidation	0.1122	246.33	9.903488	5.46	677	1,260	4,310	50.7	7	0	0	1
educational	0.1122	82.11	10.308953	0.4	672	1,590	174	9.2	7	1	0	0
credit_card	0.1438	274.9	10.985293	23.86	677	7,258.958333	14,301	60.2	4	0	0	1
debt_consolidation	0.1407	136	10.736397	13.51	642	1,708.958333	4,033	53.1	8	0	0	0
debt_consolidation	0.0964	192.6	11.608236	15.49	707	5,280	33,985	85	11	0	0	0
credit_card	0.1249	16.73	9.798127	19.2	657	5,130	9,231	44	1	4	0	0
all_other	0.1565	293.87	10.491274	21.5	642	1,830	3,896	34.2	3	0	0	1
debt_consolidation	0.128	67.2	9.903488	2.58	652	1,830	1,123	23.1	4	2	0	1
debt_consolidation	0.128	335.98	10.93596	5.04	662	1,049.958333	11,766	72.6	0	0	0	1
all_other	0.1407	239.49	10.697421	14.92	652	3,720	0	0	1	2	0	0
home_improvement	0.0964	385.19	10.373491	1.99	707	2,310	6,306	36.7	7	0	0	1
debt_consolidation	0.147	621.34	11.695247	26.25	697	5,909	130,799	89.4	3	0	0	0
all_other	0.1407	29.08	10.23996	21.26	642	2,339	14,479	78.3	2	0	0	0
debt_consolidation	0.1091	326.97	11.225243	8	677	2,189.958333	1,170	49.1	8	0	1	1
debt_consolidation	0.1375	272.46	9.903488	13.2	652	1,110	6,014	72.5	3	0	0	0
debt_consolidation	0.128	161.27	11.042922	12.61	652	2,609	9,212	56.9	0	3	0	0
all_other	0.1312	202.52	11.0021	1.02	652	539	1,328	41.5	3	0	0	0
debt_consolidation	0.147	324.48	11.170435	21.58	657	2,984	1,992	18.3	3	6	0	0
small_business	0.1407	855.3	12.043554	20.2	687	5,774	216,959	45.4	4	0	0	0
debt_consolidation	0.1375	170.29	9.680344	9.45	642	841	4,467	93.1	0	0	0	0
educational	0.0933	319.54	11.251561	16.29	717	3,480	2	0.1	16	0	0	0
all_other	0.1407	51.32	9.341369	22.95	642	329.958333	1,201	75.1	3	0	0	1
debt_consolidation	0.1786	88.41	10.915088	9.62	612	1,230	1,190	119	15	0	0	0
all_other	0.1375	81.74	10.993732	18.51	647	7,110	21,899	69.1	4	2	0	0
small_business	0.128	167.99	11.512925	9.98	652	2,519.958333	40,238	63.2	10	0	0	0
credit_card	0.1343	169.51	11.492723	12.53	647	2,849.958333	9,568	97.1	1	0	3	0
all_other	0.1375	170.29	10.205073	1.6	642	450.041667	1,202	92.5	1	0	0	0
small_business	0.128	167.99	9.903488	19.02	662	959	0	0	1	0	0	0
debt_consolidation	0.1628	882.39	11.695247	19.02	667	6,390.041667	121,719	60	5	0	0	1
debt_consolidation	0.1312	168.76	9.615805	8.72	647	1,530.041667	5,183	46.3	1	1	0	1
small_business	0.1596	489.29	11.082143	21.93	657	6,030.041667	254	36.3	6	1	0	1
small_business	0.1343	508.53	10.915088	19.44	672	4,860.041667	15,973	31.6	8	3	0	1
all_other	0.1343	162.73	11.127263	12.11	647	5,489	8,174	76.7	12	0	1	0
educational	0.1091	326.97	10.668955	4.19	682	630	58	7.2	1	0	0	1
all_other	0.0996	386.99	10.714418	2.48	707	2,981.041667	1,458	11	4	0	0	0
debt_consolidation	0.1438	206.18	9.969275	18.93	642	570.041667	1,400	16.9	7	0	0	0
all_other	0.1438	227.66	10.714418	18.32	647	1,140.041667	6,367	80.6	0	0	0	0
all_other	0.1533	487.59	11.238489	9.49	652	2,789	16,075	80.4	1	1	0	1
credit_card	0.1501	336.31	11.03489	17.03	642	9,390	15,780	20.2	4	3	0	0
educational	0.128	201.59	9.392662	3	657	479.041667	884	55.2	1	0	0	0
small_business	0.1501	520.06	10.505068	4.64	657	7,589	4,727	89.2	2	0	0	0
debt_consolidation	0.1217	233.07	10.668955	11.58	662	6,221	2,778	99.2	6	0	0	0
all_other	0.1154	19.8	8.517193	4.8	662	750.041667	228	19	3	0	0	0
debt_consolidation	0.1659	35.45	9.560997	27.55	647	2,819	7,400	77.1	3	0	0	1
all_other	0.1438	30.93	10.275051	3.1	632	420.041667	997	7.3	4	0	0	1
debt_consolidation	0.1122	164.22	11.350407	7.4	672	3,360.041667	2,695	29.9	8	0	0	1
debt_consolidation	0.0996	257.99	9.903488	1.5	697	479.041667	358	6	1	0	0	0
credit_card	0.1438	137.45	9.615805	16.32	647	1,049	4,364	101.5	5	0	0	1
debt_consolidation	0.1722	357.63	12.072541	26.13	657	4,949.041667	69,407	78.6	2	0	0	0
debt_consolidation	0.128	161.27	10.021271	10.29	652	3,180	5,070	72.4	3	1	0	0
debt_consolidation	0.1375	286.08	10.434116	14.29	652	990	4,206	75.1	1	0	0	0
debt_consolidation	0.1438	359.95	10.896739	4.33	642	4,529.041667	21,964	83.5	4	0	0	1
small_business	0.1312	843.8	12.429216	25.03	762	8,460.041667	401,941	20.7	1	0	0	1
all_other	0.087	177.3	9.071078	17.52	727	4,351	9,419	26.5	1	0	0	0
small_business	0.1438	412.35	11.512925	11.4	647	7,350.041667	37,367	66.5	15	0	0	0
debt_consolidation	0.1059	624.87	10.491274	0.33	712	300	89	1.6	0	0	0	1
all_other	0.0996	51.6	9.798127	10.33	682	2,910	6,646	100.7	1	0	0	1
all_other	0.1059	130.18	11.05089	17.89	682	5,279.041667	21,154	96.2	8	0	1	0
credit_card	0.0838	189.08	10.819778	4.51	727	600	669	7	0	0	0	0
small_business	0.1059	650.9	11.532728	2.55	707	1,590.041667	8,702	51.7	11	0	0	0
all_other	0.1091	404.62	11.289782	8.21	687	299	693	53.3	1	0	0	0
debt_consolidation	0.1059	325.45	10.839581	0.54	687	397.041667	704	44	4	0	0	0
all_other	0.1438	294.66	10.915088	12.87	642	3,242	4,776	27.9	13	0	0	0
all_other	0.1375	340.57	11.748788	1.95	657	5,100	6,298	86.3	2	3	0	0
major_purchase	0.1438	247.41	10.878047	15.65	647	2,040.041667	11,796	74.7	20	0	0	1

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