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
debt_consolidation	0.1387	204.69	11.225243	25.84	702	3,248	30,509	69.2	0	0	0	0
credit_card	0.1387	104.05	11.225243	10.14	647	7,260	17,142	54.6	2	0	0	0
credit_card	0.1103	58.96	11.260765	18.24	687	10,379.95833	80,490	55.2	1	0	0	1
debt_consolidation	0.1482	207.47	11.156251	12.65	642	7,890	4,208	89.5	1	0	2	0
credit_card	0.1418	102.8	10.404263	22.79	657	1,650	7,958	106.1	0	0	0	0
all_other	0.1324	104.81	10.714418	12	657	8,940	2,829	108.8	0	0	0	0
credit_card	0.1324	108.2	11.253301	19.96	662	3,210	14,188	71.3	5	0	0	0
debt_consolidation	0.1292	60.58	10.555813	8.34	657	1,620.958333	442	12.6	3	0	0	0
debt_consolidation	0.1475	103.63	10.491274	15.87	642	2,127	2,779	86.8	1	1	0	1
debt_consolidation	0.0945	115.24	11.407565	10.43	717	7,260	13,544	48.9	4	0	1	0
home_improvement	0.1229	116.74	11.03489	26.74	737	5,430	9,366	40.7	6	0	0	1
home_improvement	0.1071	202.13	11.152673	10.63	697	3,900	5,031	59.2	4	0	0	1
debt_consolidation	0.1482	242.05	11.390758	16.3	647	3,180	9,600	72.7	4	0	0	1
all_other	0.1166	90.9	10.463103	10.15	677	899.958333	2,315	77.2	1	0	0	0
all_other	0.1387	170.58	11.225243	16.16	652	3,029.958333	894	89.4	1	0	0	1
credit_card	0.1261	83.77	10.950807	24.17	702	8,459.958333	30,734	83.6	4	0	1	0
debt_consolidation	0.145	258.16	11.264464	18.37	657	2,190	18,158	55.8	1	0	0	0
home_improvement	0.1387	255.86	11.047647	24.59	687	3,089.958333	29,828	83.6	7	0	0	0
debt_consolidation	0.1703	107.01	11.407565	28.3	667	7,709.958333	42,876	79.1	5	0	0	0
debt_consolidation	0.1861	185.04	11.225243	28.66	652	6,150	24,671	72.3	3	0	0	0
major_purchase	0.08	125.35	10.308953	12.2	752	539.958333	70	2.9	0	0	0	0
all_other	0.145	68.85	11.127263	24.16	662	5,370	10,498	100	1	0	0	1
all_other	0.1134	210.56	10.645425	5.6	682	1,199.958333	4,713	61.2	6	0	0	1
debt_consolidation	0.1513	260.47	10.985361	17.59	647	3,480	8,135	79	3	0	0	1
all_other	0.1482	138.31	10.126471	3.55	642	509.958333	2,387	88.4	3	0	0	0
debt_consolidation	0.145	175.55	10.714418	26.4	697	3,840	5,132	41.4	2	0	0	0
debt_consolidation	0.1324	57.48	10.17382	11.72	652	2,520	6,962	31.2	2	1	0	0
credit_card	0.1355	163.01	10.502324	4.65	652	2,040	4,684	80.8	1	1	0	0
major_purchase	0.1261	46.91	9.740969	20.4	672	990	3,368	42.1	6	0	0	0
all_other	0.1134	230.3	11.417515	11.93	677	3,029.958333	12,965	96.8	4	0	0	1
all_other	0.1418	102.8	10.714418	6.69	652	4,260	12,862	66.6	1	0	0	1
all_other	0.1134	210.56	10.915016	2.71	682	720	5,815	49.3	1	0	0	0
home_improvement	0.0976	188.91	10.596635	17.43	727	4,559.958333	33	0.1	4	0	1	1
major_purchase	0.08	94.01	9.546813	1.29	737	390	100	1	2	0	0	0
debt_consolidation	0.1324	84.53	9.952278	3.94	662	720	3,402	64.2	1	0	0	1
credit_card	0.145	165.23	11.390758	19.75	647	3,210	9,976	75.6	3	0	0	1
all_other	0.164	265.17	11.289782	28.35	682	3,300	61,422	85.1	0	0	0	0
all_other	0.1861	244.28	11.831379	28.26	642	3,809.958333	205,016	88.3	3	0	0	0
debt_consolidation	0.1482	62.24	11.0021	21.86	647	2,790	47,253	89.2	3	0	0	0
debt_consolidation	0.1166	247.9	11.225243	20.67	707	4,230	75,661	58.6	2	0	0	0
educational	0.1355	135.84	10.714418	17.63	657	1,050	12,514	53	1	0	0	0
home_improvement	0.0832	62.97	10.645425	0.29	727	570	305	8	2	0	0	0
debt_consolidation	0.1166	247.9	11.05089	17.5	682	3,540	2,535	19.1	6	0	0	0
major_purchase	0.1229	33.36	9.740969	1.62	662	539.958333	984	98.4	1	0	0	0
all_other	0.1134	33.73	9.392662	20.4	697	990	440	11.9	3	0	0	1
debt_consolidation	0.1292	252.42	10.818177	18.87	672	4,559.958333	5,559	54.5	5	2	0	0
debt_consolidation	0.1545	69.78	10.799576	17.85	642	4,590	1,690	4.3	1	2	0	0
educational	0.1229	250.15	11.561716	21.34	687	4,230	20,947	51.8	7	0	0	1
all_other	0.1482	259.33	11.170435	24.73	672	5,880	34,872	75.7	4	0	0	0
all_other	0.1387	255.86	12.013701	20.95	672	6,389.958333	14,289	34.3	5	1	0	0
all_other	0.0863	126.52	9.903488	0.9	732	570	37	1.5	3	0	0	0
credit_card	0.1387	75.06	10.596635	10.35	642	1,589.958333	11,606	77.9	1	0	0	1
all_other	0.1292	64.79	10.341742	21.65	667	1,050	11,806	42.9	8	0	0	1
debt_consolidation	0.1292	252.42	12.072541	14.78	667	7,530	84,355	95.9	4	0	0	0
debt_consolidation	0.0945	160.05	10.596635	10.53	722	3,240	17,755	30.7	4	0	0	0
all_other	0.1103	98.26	10.596635	3.09	677	1,291.958333	3,127	104.2	0	0	0	0
all_other	0.1418	164.48	10.463218	2.37	647	3,630	2,161	61.7	2	0	0	0
all_other	0.0832	220.39	10.126631	2.21	732	2,031.958333	1,568	9.1	4	0	0	0
all_other	0.1387	238.81	10.308953	10.8	657	2,324.958333	5,710	48.8	0	1	0	0
all_other	0.1039	243.38	12.089539	15.69	712	4,410	161,337	62.9	3	0	0	0
debt_consolidation	0.164	265.17	11.220217	24.01	657	1,589.958333	8,772	52.5	4	0	0	0
all_other	0.0832	157.43	10.819778	0.6	737	609	973	8.3	0	0	0	0
all_other	0.0945	240.08	11.695247	19.46	752	10,769.95833	190,486	80.8	1	0	0	1
credit_card	0.1261	234.55	11.184421	25.78	742	12,218.95833	52,964	71.1	3	0	0	0
home_improvement	0.0945	143.25	11.066576	9.17	722	5,790	4,764	58.1	8	0	0	0
debt_consolidation	0.1355	203.76	11.482425	12.15	657	3,241	8,918	70.2	3	0	0	1
all_other	0.1387	119.41	11.264464	8.86	647	2,910	5,376	71.7	8	1	0	1
debt_consolidation	0.1355	135.84	10.858999	10.99	652	6,990	11,587	54	3	0	1	1
credit_card	0.145	258.16	10.968198	16.04	652	3,514	939	11.7	1	0	1	1
all_other	0.1861	58.34	11.729648	28.29	642	6,359.958333	73,943	98.1	0	0	0	0
debt_consolidation	0.1134	246.75	11.81303	21.32	712	12,450	76,428	68.8	14	0	1	1
credit_card	0.1387	218.34	10.645425	17.37	657	1,710	8,312	85.7	0	1	0	0
credit_card	0.1355	220.74	11.308358	10.95	657	4,620	4,037	21.1	0	0	0	0
all_other	0.1324	60.86	10.348173	10.85	652	1,169.958333	162	54	1	0	0	0
all_other	0.1229	160.1	10.915088	14.64	667	4,229.958333	20,749	89.1	6	1	0	1
all_other	0.0832	56.68	10.736397	0.65	732	809.958333	309	9.1	1	0	0	0
major_purchase	0.0976	128.62	10.752484	7.29	707	990	0	19.3	0	0	0	0
debt_consolidation	0.145	189.32	10.596635	4.89	642	4,680	4,030	62	0	0	0	0
credit_card	0.1039	48.68	8.922658	4.96	687	600	1,954	43.4	1	0	0	0
all_other	0.1703	124.84	11.156251	25.51	662	5,189.958333	7,461	90.5	8	0	0	1
debt_consolidation	0.1008	242.29	11.561716	13.37	712	5,279.958333	5,495	13.1	6	0	0	0
all_other	0.1229	40.03	10.23996	7.64	662	1,020	2,391	99.6	0	0	0	0
debt_consolidation	0.1222	208.25	10.645425	9.71	682	3,599.958333	29,116	78.1	5	0	0	0
debt_consolidation	0.06	184.28	10.359646	7.49	647	2,369.958333	7,884	63.1	1	0	0	0
debt_consolidation	0.1166	181.79	9.903688	9.9	677	1,471	5,111	104.3	4	0	0	0
debt_consolidation	0.0976	96.47	9.472397	5.45	702	660	1,470	21.6	0	0	0	1
all_other	0.08	94.01	9.903488	7.66	732	1,080	814	9.5	0	0	0	0
major_purchase	0.0976	97.27	9.680094	1.73	707	755	758	47.4	1	0	0	0
debt_consolidation	0.164	197.99	11.05089	26.46	662	2,309.958333	14,343	42.1	2	0	0	0
debt_consolidation	0.1576	122.64	10.968129	28.7	692	3,869.958333	9,662	50.9	5	0	0	0
home_improvement	0.1513	260.47	11.225243	17.76	647	5,850	12,902	70.1	0	0	0	0
credit_card	0.1324	114.96	10.308953	23.44	687	990	3,451	30.3	2	0	0	0
home_improvement	0.1355	254.7	10.915088	15.1	662	3,900	17,599	41.7	11	0	0	0
debt_consolidation	0.1103	128.56	10.645425	14.46	692	4,109.958333	3,083	16.3	4	1	0	0
all_other	0.0768	182.46	10.268131	0.42	782	2,580	449	15	1	0	0	0
all_other	0.1355	135.84	10.933178	8.98	652	3,630	1,254	96.5	2	0	0	0
debt_consolidation	0.1197	249	11.884489	18.16	682	6,689.958333	105,863	49.3	8	0	0	1
debt_consolidation	0.1576	63.95	9.903688	25.07	667	1,319.958333	5,411	35.6	3	0	0	0
all_other	0.1324	169.05	10.839581	9.22	657	4,949.958333	3,024	65.7	1	0	2	0
all_other	0.145	41.31	10.816272	22.2	652	2,999.958333	12,759	78.8	2	0	0	0

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