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credit-card-clients

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train · 30k rows

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ID int64 1 30k	LIMIT_BAL float64 10k 1M	SEX int64 1 2	EDUCATION int64 0 6	MARRIAGE int64 0 3	AGE int64 21 79	PAY_0 int64 -2 8	PAY_2 int64 -2 8	PAY_3 int64 -2 8	PAY_4 int64 -2 8	PAY_5 int64 -2 8	PAY_6 int64 -2 8	BILL_AMT1 int64 -165,580 965k	BILL_AMT2 float64 -69,777 984k	BILL_AMT3 float64 -157,264 1.66M	BILL_AMT4 int64 -170,000 892k	BILL_AMT5 float64 -81,334 927k	BILL_AMT6 float64 -339,603 962k	PAY_AMT1 float64 0 874k	PAY_AMT2 float64 0 1.68M	PAY_AMT3 float64 0 896k	PAY_AMT4 float64 0 621k	PAY_AMT5 float64 0 427k	PAY_AMT6 float64 0 529k	default.payment.next.month int64 0 1
7,201	80,000	1	1	1	39	0	0	0	2	0	0	61,708	65,080	68,835	41,462	36,589	39,985	5,000	5,169	21	3,000	4,000	57	0
7,202	80,000	1	1	2	33	0	0	0	0	0	2	75,985	79,918	70,203	67,934	75,781	73,848	12,036	10,010	3,000	9,400	0	8,000	0
7,203	150,000	1	1	2	26	0	0	0	2	0	0	29,712	28,045	31,732	26,989	33,624	29,786	3,200	6,300	0	10,000	2,000	2,000	0
7,204	50,000	1	2	1	50	0	0	0	0	0	0	47,721	48,993	50,280	18,762	18,290	19,165	2,037	2,324	1,000	1,000	1,165	1,596	0
7,205	370,000	2	1	2	28	-1	-1	-1	-1	-1	-1	577	27,895	-4,247	4,347	5,562	0	63,895	0	8,694	5,562	0	3,500	0
7,206	130,000	2	2	2	25	0	0	0	0	3	2	107,594	109,896	112,064	130,239	127,980	130,305	4,023	4,030	20,000	0	4,500	0	1
7,207	450,000	2	1	1	41	-1	0	0	2	-1	-1	2,663	3,146	3,246	1,623	1,623	1,694	2,146	1,623	0	1,623	1,694	2,795	0
7,208	200,000	2	2	1	44	-1	2	-1	-1	0	0	500	500	61,807	7,849	14,978	46,333	0	61,807	7,849	10,000	35,000	10,000	0
7,209	130,000	1	1	2	30	0	0	2	0	0	0	90,864	104,418	100,455	38,632	35,826	36,730	16,000	0	1,500	1,395	1,500	1,511	0
7,210	230,000	2	5	2	23	0	0	0	0	0	0	55,197	53,593	53,470	137,734	135,386	14,718	2,712	1,551	95,022	3,015	3,003	153,001	0
7,211	90,000	2	1	2	29	0	0	0	0	0	0	9,124	10,220	12,044	27,847	8,251	26,501	10,000	10,016	25,000	8,000	26,000	12,000	0
7,212	30,000	1	3	1	53	-1	-1	-1	-1	-1	-1	263	14,833	5,242	19,705	10,417	9,736	14,849	5,250	19,711	10,417	9,979	5,108	0
7,213	180,000	1	2	1	43	-1	0	0	0	0	0	4,425	5,546	6,363	7,363	3,723	2,645	1,200	1,000	1,000	1,000	500	1,000	1
7,214	140,000	1	1	2	32	-1	-1	2	2	2	-1	9,556	6,434	5,413	5,841	5,215	8,671	3,000	0	5,000	0	8,671	7,000	0
7,215	380,000	1	1	1	52	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,216	30,000	2	2	1	56	2	2	2	2	3	2	26,008	27,091	27,648	29,297	28,544	29,125	1,800	1,300	2,400	0	1,200	2,500	1
7,217	80,000	2	3	1	46	2	0	0	0	0	2	77,490	80,204	79,650	81,338	81,438	80,959	5,000	4,000	4,003	13,000	3,515	0	1
7,218	60,000	2	3	1	47	0	0	0	0	0	0	59,098	23,100	17,708	10,148	9,284	2,241	1,392	1,000	203	186	347	17,971	1
7,219	290,000	2	1	2	32	-2	-2	-2	-2	-1	0	0	5,743	8,809	0	7,241	10,289	5,743	5,000	0	7,241	5,000	5,000	0
7,220	160,000	2	2	1	26	-1	-1	-1	-1	-1	-1	1,319	3,934	399	690	590	0	3,941	399	690	590	0	1,926	1
7,221	20,000	1	1	2	28	0	0	0	0	0	0	7,032	14,244	14,065	16,161	11,106	12,500	12,500	3,000	4,000	2,000	2,000	5,000	0
7,222	80,000	2	3	1	65	0	0	0	0	0	0	80,260	82,116	80,299	81,416	81,617	81,607	3,750	3,520	3,069	3,271	3,262	3,237	0
7,223	360,000	2	1	1	34	-2	-1	-1	-1	0	0	4,259	1,374	846	14,998	14,998	679	1,376	852	14,998	0	683	4,902	0
7,224	30,000	2	1	2	44	1	2	0	-1	0	0	39,347	34,702	34,822	15,722	16,467	17,537	1,200	1,000	18,000	1,000	1,500	1,000	0
7,225	140,000	2	2	1	37	-1	-1	-1	-1	-1	-1	330	330	330	330	330	947	330	330	330	330	947	2,389	0
7,226	150,000	1	1	2	33	0	0	0	0	0	0	78,038	63,176	52,807	34,199	32,061	23,682	5,000	10,116	5,000	6,000	3,000	7,000	0
7,227	130,000	1	1	1	45	0	0	0	0	0	0	58,180	59,134	61,156	62,377	63,832	65,099	2,886	2,908	2,129	2,354	2,366	2,291	0
7,228	410,000	1	1	1	34	-1	0	0	0	0	-1	109,256	15,134	5,063	1,019	14,585	5,370	15,000	4,867	803	14,436	5,396	875	1
7,229	70,000	2	1	2	28	0	0	0	0	0	0	48,910	50,171	51,238	52,196	53,747	47,695	2,050	2,100	2,000	2,000	2,100	1,500	1
7,230	30,000	2	1	2	24	0	0	0	0	0	0	27,181	26,849	27,594	28,157	28,723	28,059	2,000	1,500	1,000	1,000	1,000	1,000	0
7,231	50,000	2	2	1	37	-1	-1	-1	-1	-2	-1	7,465	2,790	1,323	156	-177	2,406	2,790	1,323	156	2	2,583	1,581	0
7,232	180,000	1	2	1	45	0	0	0	0	0	0	119,109	119,166	121,661	122,244	119,536	109,210	6,000	6,000	5,000	4,200	3,862	3,887	0
7,233	30,000	2	2	2	36	-1	-1	-1	0	0	-1	390	390	780	390	0	780	390	780	0	0	780	0	0
7,234	20,000	1	1	2	38	0	0	0	0	2	0	16,787	17,912	18,706	20,086	19,632	20,160	1,700	1,400	1,684	0	1,000	850	0
7,235	30,000	1	2	2	24	0	0	-2	-1	-1	-2	12,800	0	0	90	-40	-3,000	0	0	90	0	0	10,400	0
7,236	20,000	2	2	2	53	0	0	0	0	0	0	8,847	10,202	11,227	11,145	11,381	12,191	1,500	1,500	400	416	1,002	0	0
7,237	280,000	1	1	2	27	-1	-1	0	0	0	-1	6,564	1,333	21,064	19,969	578	35,152	1,334	21,003	428	12	35,152	892	0
7,238	50,000	2	2	1	28	0	0	0	0	0	0	14,262	16,024	17,744	19,440	23,089	24,695	2,000	2,000	2,000	4,000	2,000	2,000	1
7,239	360,000	1	1	1	34	1	-2	-2	-2	-1	-1	-130	-130	-130	-130	25,619	-395	0	0	0	25,749	0	0	1
7,240	190,000	2	3	1	41	2	0	0	2	0	0	185,738	187,764	100,526	94,909	94,804	94,007	7,762	7,700	0	3,545	3,386	3,575	1
7,241	180,000	2	1	1	36	-2	-2	-2	-2	-2	-2	2,846	2,092	4,629	3,007	5,827	1,118	2,092	4,631	3,007	5,827	1,200	1,030	0
7,242	60,000	2	1	2	24	0	0	0	0	0	0	48,890	43,651	34,358	34,986	35,770	36,622	2,000	1,800	1,500	1,500	1,600	1,500	0
7,243	320,000	2	2	1	47	-1	-1	2	-1	2	-1	10,159	37,758	15,591	39,240	28,424	25,120	38,075	0	39,424	0	25,120	35,375	0
7,244	10,000	1	3	2	33	-1	-1	-1	-1	-1	-1	1,655	1,473	390	390	540	150	1,473	390	390	540	150	3,780	1
7,245	200,000	2	2	1	52	-1	-1	2	-1	-1	2	316	632	316	782	782	316	632	0	782	316	0	632	1
7,246	50,000	1	2	2	24	0	0	0	0	0	0	9,923	5,088	5,625	4,428	5,092	5,685	1,200	2,065	1,000	2,070	2,000	10,327	0
7,247	180,000	2	1	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,248	20,000	1	2	2	24	2	2	2	2	4	3	15,586	16,649	16,090	20,648	19,759	19,160	1,609	0	5,148	0	0	0	1
7,249	300,000	2	2	1	28	2	0	0	0	0	0	296,665	300,861	263,571	252,197	226,555	206,642	11,500	9,000	8,000	7,000	7,500	6,006	0
7,250	90,000	2	1	2	28	-1	-1	-2	-2	-2	-2	350	0	0	0	0	0	0	0	0	0	0	0	1
7,251	160,000	2	2	2	23	-1	2	0	0	0	-1	116,212	88,542	68,311	48,875	37,261	4,267	0	2,483	900	20,000	4,267	24,659	1
7,252	20,000	1	2	2	39	0	0	0	0	0	0	14,154	15,179	16,191	16,512	16,858	17,193	1,258	1,270	591	612	615	637	0
7,253	150,000	2	2	2	28	-1	-1	-1	-1	-1	-1	8,200	2,500	7,500	11,478	7,080	1,651	2,500	7,500	11,478	7,080	1,651	43,600	0
7,254	50,000	1	3	2	26	1	2	3	2	0	0	48,560	52,047	50,597	20,378	18,344	19,618	4,570	0	0	2,000	2,000	341	0
7,255	60,000	1	3	3	43	0	0	0	0	0	0	70,367	66,657	63,553	59,633	55,689	52,778	2,415	3,000	2,125	2,007	3,000	1,758	0
7,256	210,000	2	1	1	54	0	0	0	0	0	-1	16,355	18,063	18,077	14,113	7,049	2,026	3,000	2,000	3,000	150	2,026	1,026	0
7,257	150,000	1	2	2	27	0	0	0	0	0	0	134,492	138,107	89,238	49,677	97,028	99,214	6,000	7,000	2,200	48,500	3,600	3,500	0
7,258	60,000	2	2	2	24	0	0	0	0	0	0	58,143	60,221	50,135	19,553	11,896	15,241	3,044	1,123	7,553	474	3,586	305	1
7,259	210,000	2	2	1	35	0	0	-1	-1	-1	0	25,806	5,861	1,666	1,010	300	300	1,035	1,666	1,010	300	0	4,817	0
7,260	210,000	1	2	2	28	-2	-2	-2	-2	-2	-2	198,724	200,500	0	0	0	0	4,500	0	0	0	0	0	0
7,261	360,000	2	3	1	31	-1	-1	-1	-1	-1	-1	28,835	14,596	10,705	3,400	6,410	5,479	14,596	10,705	3,400	6,410	5,479	4,120	0
7,262	10,000	1	1	2	25	0	0	2	3	2	0	6,005	8,891	9,389	9,111	8,837	8,135	3,000	800	0	0	500	500	0
7,263	140,000	2	1	2	32	0	0	0	0	2	2	142,043	0	137,909	138,999	137,275	136,141	7,000	0	5,000	9,100	3,400	0	0
7,264	100,000	2	1	2	33	1	2	0	0	0	0	55,066	53,612	54,720	55,808	56,976	58,108	0	2,000	1,998	2,068	2,079	2,155	0
7,265	50,000	1	2	2	23	-1	-1	-1	0	0	-1	836	836	1,616	780	390	540	836	1,616	0	0	540	390	1
7,266	360,000	2	3	2	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,267	360,000	1	2	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,268	30,000	2	2	2	27	0	0	0	0	0	-2	11,228	11,814	5,240	400	0	0	1,104	1,400	0	0	0	0	0
7,269	20,000	1	2	2	36	2	2	2	0	0	0	10,360	13,336	13,307	13,633	15,054	16,505	3,467	486	545	1,639	1,700	1,504	0
7,270	260,000	2	1	1	42	0	-1	-1	0	-1	-1	8,606	3,856	12,996	8,788	15,104	16,764	3,856	13,000	0	15,104	16,764	9,118	0
7,271	100,000	2	1	2	38	2	2	2	2	2	2	37,160	39,750	40,298	40,835	41,529	42,697	3,500	1,500	1,500	1,500	2,000	1,500	1
7,272	340,000	2	2	2	39	-2	-2	-1	-1	0	0	56,412	45,990	84,050	172,925	140,040	95,230	10,034	50,024	100,108	4,933	10,114	2,014	0
7,273	50,000	2	1	2	31	1	2	0	0	2	2	1,129	1,111	3,186	6,527	3,328	33,166	0	3,000	3,341	0	30,000	0	1
7,274	180,000	2	2	1	32	0	0	0	0	-2	-2	8,135	12,621	17,987	-99	-99	-99	5,000	15,000	0	0	0	13,550	0
7,275	360,000	2	1	2	33	-1	-1	-1	0	0	-1	1,616	3,700	6,562	3,730	420	699	3,700	6,562	0	0	699	6,041	0
7,276	60,000	2	2	1	35	0	0	0	0	0	2	27,892	29,438	32,620	33,274	35,732	35,008	2,000	4,000	1,197	3,000	0	1,400	0
7,277	20,000	2	3	1	28	1	2	2	0	0	-1	18,710	19,132	18,409	14,301	14,373	1,270	1,400	30	1,000	1,000	1,270	10,489	0
7,278	150,000	2	1	1	44	1	2	2	-1	-1	2	27,270	24,600	0	10,195	24,232	22,000	0	0	10,195	24,232	0	0	1
7,279	150,000	1	1	1	50	0	0	0	0	0	0	101,639	91,674	135,883	95,806	97,648	99,737	3,820	50,001	3,569	3,529	3,697	5,229	0
7,280	300,000	1	1	2	32	0	0	-1	0	0	-1	30,749	50,185	3,342	1,287	0	3,899	20,000	3,342	0	0	3,899	2,346	0
7,281	420,000	2	3	2	35	0	0	0	0	0	0	63,715	62,201	56,125	49,114	47,563	45,829	3,002	2,200	1,700	1,800	1,700	1,500	0
7,282	500,000	1	1	2	34	0	0	0	0	0	0	324,503	324,262	323,101	296,962	84,615	267,596	15,633	19,725	13,091	5,066	195,829	20,225	0
7,283	150,000	2	2	2	30	0	0	-2	-2	-2	-2	65,591	0	0	0	0	0	0	0	0	0	0	0	0
7,284	50,000	1	3	1	54	0	0	0	3	2	2	34,301	35,450	39,455	38,564	37,842	40,342	1,700	4,630	0	0	3,105	0	1
7,285	110,000	2	2	2	24	1	2	2	0	0	-1	68,068	70,276	68,044	34,059	20,284	31,179	3,900	0	10,452	6,475	51,179	7,760	0
7,286	150,000	2	2	1	38	-2	-2	-2	-2	-2	-2	1,106	2,199	2,997	735	1,104	0	1,208	1,006	50,000	1,104	0	0	0
7,287	80,000	1	1	2	26	0	0	0	0	0	0	77,397	77,839	69,534	60,747	52,280	43,461	3,328	2,811	1,192	1,516	2,316	1,500	0
7,288	150,000	2	3	1	34	0	0	-1	-1	-1	-1	19,130	10,000	8,000	0	10,000	0	1,000	8,000	2,000	10,000	0	0	0
7,289	50,000	2	2	2	39	0	0	-2	-2	-2	-2	20,650	0	0	0	0	0	0	0	0	0	0	3,000	0
7,290	20,000	1	2	2	33	0	0	0	0	0	0	36,658	19,253	20,179	18,800	19,500	0	4,000	1,409	0	1,000	0	0	0
7,291	80,000	2	2	2	33	0	0	0	0	0	0	69,937	69,798	69,200	44,651	45,185	45,674	3,032	5,000	2,000	2,000	2,000	2,000	0
7,292	150,000	1	1	1	41	2	2	2	0	0	2	113,358	124,745	121,249	124,237	132,252	134,925	14,779	0	5,000	10,000	5,000	0	1
7,293	240,000	2	3	1	41	1	-2	-2	-1	0	0	-2,225	-8,523	-10,951	88,670	199,444	178,706	12	16	103,751	117,086	6,146	4,501	0
7,294	100,000	2	2	1	27	-2	-2	-2	-2	-2	-2	390	1,780	0	0	0	0	4,780	0	0	0	0	0	0
7,295	130,000	2	2	1	45	0	0	0	0	0	0	79,277	63,767	62,599	51,950	44,189	38,034	3,500	3,022	2,000	2,000	2,000	2,000	0
7,296	20,000	1	2	1	37	0	0	0	0	0	0	18,419	18,710	18,929	14,900	10,400	0	1,373	1,384	615	600	0	0	0
7,297	340,000	2	1	2	35	-1	-1	-1	-1	-1	-1	317	3,074	3,002	2,613	1,806	1,989	3,074	3,002	2,613	1,806	1,989	3,370	0
7,298	430,000	1	1	1	40	-1	-1	-1	-1	-1	-1	6,112	10,548	31,401	417,588	3,414	4,761	10,590	31,448	417,588	3,414	4,761	15,331	0
7,299	110,000	2	1	1	57	0	0	0	0	0	0	16,090	17,522	18,426	19,117	19,655	20,329	2,000	1,500	1,000	1,000	1,000	1,000	0
7,300	90,000	2	3	1	49	0	0	0	0	0	-1	10,242	10,930	10,549	9,421	6,851	2,133	2,006	2,012	3,022	2,020	2,139	2,006	0

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