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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
701	400,000	2	2	2	40	-2	-2	-2	-2	-1	-1	0	8,235	0	0	1,524	0	8,235	0	0	1,524	0	385	0
702	200,000	2	1	1	27	-1	-1	-1	-1	-1	-1	5,780	105	105	0	7,384	8,588	105	105	0	7,384	8,588	1,304	0
703	10,000	2	3	2	22	0	0	0	0	-2	-2	8,109	9,778	8,259	0	0	0	2,000	1,036	0	0	0	0	1
704	50,000	2	2	3	30	1	3	2	0	0	0	52,515	51,424	49,967	20,036	20,076	37,615	0	0	2,000	1,000	1,000	1,600	1
705	30,000	2	2	3	22	1	2	4	3	2	2	22,582	26,518	25,814	25,110	24,569	26,357	4,600	0	0	0	2,200	2,500	0
706	50,000	1	1	2	26	-1	0	0	0	0	0	15,448	16,392	18,096	18,425	18,619	19,060	1,500	2,000	1,500	1,200	900	1,000	1
707	50,000	1	2	1	38	1	2	0	0	0	0	58,102	59,011	56,272	53,663	51,507	50,616	2,500	2,500	2,000	2,000	3,200	2,000	0
708	30,000	2	3	1	46	1	2	2	2	2	2	12,289	11,806	13,268	12,758	13,549	14,673	0	1,970	0	1,000	1,500	0	0
709	20,000	1	2	2	24	0	0	-1	2	0	0	10,476	7,279	688	688	688	1,320	1,000	688	0	0	650	0	0
710	20,000	1	2	2	49	0	0	0	0	0	0	16,326	17,497	18,456	18,424	18,800	10,000	1,441	1,400	368	376	200	0	0
711	50,000	1	1	3	49	0	0	0	0	0	0	17,681	18,249	18,054	18,569	19,152	18,088	1,611	2,000	780	1,000	1,000	2,000	0
712	30,000	2	2	1	42	0	0	0	0	0	0	47,912	25,023	25,768	26,410	27,960	46,254	1,755	1,500	1,000	1,909	1,000	2,000	0
713	360,000	2	1	1	30	1	2	-1	0	-1	-1	18,886	14,249	3,821	2,404	319	0	0	3,828	2,000	319	0	0	0
714	170,000	1	2	1	42	1	-1	-1	-2	-2	-1	0	1,690	0	0	0	4,750	1,690	0	0	0	4,750	0	0
715	400,000	2	1	2	31	-2	-2	-2	-2	-2	-2	203	767	664	1,250	-10	2,174	770	667	1,256	0	2,184	0	0
716	50,000	2	2	1	49	0	0	0	0	0	0	34,962	32,275	31,253	32,014	33,573	29,645	1,613	2,000	1,500	2,000	1,645	1,064	0
717	160,000	2	2	2	27	0	0	0	0	0	0	80,964	80,337	82,182	82,586	85,145	87,049	4,000	4,000	3,500	4,000	4,000	2,500	0
718	70,000	2	2	1	33	0	0	0	0	0	0	69,418	68,943	38,783	3,758	1,261	0	2,382	2,025	1,000	25	0	1,651	1
719	150,000	2	1	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
720	80,000	2	2	2	48	0	0	0	0	0	0	45,174	41,885	42,832	23,799	11,723	27,236	3,000	3,413	2,000	5,000	17,236	2,000	0
721	30,000	2	2	2	22	0	0	2	0	0	0	23,892	28,459	25,499	25,778	28,708	30,520	5,300	0	1,000	3,352	2,300	0	0
722	10,000	1	2	2	22	0	0	0	0	0	0	7,960	9,649	8,518	8,628	9,293	5,033	2,000	1,000	500	1,500	0	2,500	1
723	180,000	2	1	2	27	1	-1	-1	-1	-1	-1	0	3,338	3,333	3,333	3,333	3,333	3,338	3,333	3,333	3,333	3,333	3,333	0
724	320,000	1	1	1	47	-1	-1	-1	-1	-1	-1	9,192	13,920	4,022	316	8,420	316	13,942	4,022	316	8,420	316	516	0
725	80,000	2	2	2	34	0	0	0	2	2	2	25,935	27,210	28,783	30,003	29,385	31,401	2,000	2,338	2,000	0	2,500	0	0
726	10,000	1	2	1	45	0	0	0	2	0	0	7,139	8,416	9,815	9,508	9,754	10,192	1,400	1,700	0	400	600	200	1
727	360,000	2	2	2	39	-1	-1	-1	0	-1	-1	12,865	4,462	19,560	8,894	5,329	998	4,484	19,623	222	5,355	998	9,004	0
728	450,000	1	2	2	33	-2	-2	-2	-2	-2	-2	-14	2,568	-387	-387	-387	113	2,582	0	0	0	500	2,515	0
729	330,000	2	2	2	29	0	0	0	0	-1	-1	49,549	133,957	128,212	79,407	8,875	49,880	90,000	3,000	5,000	8,875	49,880	519	0
730	60,000	1	1	2	29	-1	2	-1	-1	2	2	546	255	464	1,173	732	1,023	0	500	1,000	0	582	0	1
731	50,000	2	3	2	26	0	0	0	0	0	0	9,935	11,029	12,795	9,983	10,884	7,666	1,234	2,000	297	1,000	307	361	0
732	200,000	1	2	1	38	0	0	0	0	0	0	152,856	156,104	158,279	161,934	165,447	168,802	6,000	5,000	5,000	5,000	4,917	10,000	0
733	120,000	1	1	2	34	1	2	-1	-1	-2	-2	1,278	639	621	-18	-18	-18	0	621	0	0	0	0	0
734	160,000	2	1	1	37	-1	-1	-1	-1	-1	-1	316	316	0	316	632	0	316	0	316	632	0	316	0
735	110,000	1	2	1	57	0	0	0	0	0	0	46,132	41,050	40,091	40,659	38,529	30,900	2,306	2,111	3,009	1,725	1,500	0	0
736	70,000	2	3	1	50	-2	-2	-1	0	0	0	27,345	-1,041	17,571	17,920	18,296	18,659	1,041	18,862	640	663	666	690	0
737	150,000	2	3	2	28	0	0	0	0	0	0	101,593	101,886	101,441	100,829	101,913	96,704	4,000	4,032	3,410	4,000	3,665	3,050	0
738	610,000	2	1	2	31	0	0	0	0	0	0	142,764	126,606	67,887	58,397	105,301	105,965	6,540	2,100	2,150	50,000	4,700	2,000	0
739	110,000	2	1	2	25	0	0	0	0	0	0	92,849	94,766	93,894	85,723	86,443	84,011	4,346	4,075	3,144	3,238	3,167	3,202	0
740	80,000	2	2	2	25	2	0	0	2	0	0	17,330	19,258	23,416	22,768	23,243	23,718	3,000	4,790	0	816	833	2,000	1
741	170,000	2	2	1	33	0	0	0	0	0	0	109,863	79,574	78,440	80,141	81,862	84,237	4,380	3,000	3,000	3,000	4,000	4,500	0
742	110,000	2	1	2	30	-1	-1	-1	-1	-2	-2	1,064	2,001	3,796	0	0	0	2,007	3,796	0	0	0	0	0
743	140,000	2	1	1	51	0	0	0	0	0	0	56,764	57,950	57,668	55,024	55,883	55,744	2,115	2,004	1,941	2,073	1,909	2,132	0
744	70,000	1	1	2	51	0	0	0	2	0	0	43,048	43,257	44,115	41,112	39,922	40,150	3,000	4,000	0	1,500	3,000	5,000	0
745	260,000	2	2	1	46	-2	-2	-2	-2	-2	-2	29,484	28,592	16,869	12,713	10,420	12,532	10,000	3,000	12,713	10,420	12,532	12,151	0
746	170,000	1	3	2	38	0	0	0	0	0	0	21,310	22,957	24,266	25,556	29,949	34,434	2,000	2,000	2,000	5,000	5,000	5,000	0
747	50,000	2	2	1	34	0	0	0	0	0	0	10,821	11,877	13,656	14,949	16,567	16,826	1,221	2,000	1,500	2,000	2,000	4,000	0
748	300,000	2	3	1	34	0	0	0	0	0	0	280,823	275,303	271,952	193,403	187,562	191,069	11,000	12,000	7,200	6,500	6,173	5,500	1
749	150,000	2	1	2	31	2	-1	-1	-1	-1	-1	390	390	390	4,825	5,202	780	390	390	4,825	5,202	780	0	1
750	50,000	2	2	2	25	8	7	6	5	4	3	37,647	37,102	36,238	36,374	35,229	34,365	0	0	1,000	0	0	3,000	1
751	50,000	2	2	1	26	1	-2	-1	0	0	0	0	0	1,756	2,719	4,049	5,176	0	1,756	1,000	1,537	1,200	2,000	0
752	90,000	2	1	2	25	2	0	0	0	0	-1	84,710	87,334	87,862	18,889	-783	73,568	4,000	3,258	1,000	0	77,500	0	0
753	50,000	1	2	2	26	0	0	0	0	0	0	48,036	46,787	42,011	19,147	2,845	20,041	2,100	1,227	383	2,000	20,000	649	1
754	500,000	2	2	2	43	-1	0	0	0	0	0	43,346	43,976	39,032	29,092	22,725	11,590	4,006	2,383	1,126	782	596	1,572	0
755	470,000	2	2	1	36	-1	0	0	-1	-1	-1	873	1,593	1,518	285	688	2,100	1,005	1,000	285	688	2,100	1,014	0
756	230,000	1	2	2	58	0	0	0	0	0	0	110,163	112,499	114,837	116,400	45,643	51,083	5,600	5,700	5,000	1,855	6,400	0	0
757	140,000	2	2	2	26	0	0	-1	-1	0	0	4,113	6,030	16,025	24,616	19,458	20,047	2,000	16,025	24,616	1,000	1,000	1,000	0
758	230,000	2	2	1	30	2	0	-1	-1	-1	-1	9,636	10,152	1,817	-828	6,153	12,663	1,222	1,837	0	7,863	12,675	2,959	1
759	420,000	2	2	2	31	0	0	0	0	-1	-1	25,103	21,330	16,024	9,603	2,131	64,507	1,509	1,067	3,061	2,210	64,524	2,324	0
760	30,000	2	2	2	24	0	0	0	0	0	0	31,319	31,181	31,540	31,016	30,531	30,528	1,564	1,800	1,100	1,500	1,500	3,000	0
761	50,000	2	2	2	52	1	2	0	0	0	2	43,343	43,360	23,417	21,969	21,179	18,711	1,300	1,400	920	1,700	0	900	1
762	140,000	2	2	2	24	-1	-1	-2	-1	-1	-2	197	0	0	233	0	0	0	0	233	0	0	0	0
763	260,000	2	2	1	35	-1	-1	-1	-1	-1	0	7,967	67,650	6,000	0	88,348	85,962	67,650	6,000	0	88,348	5,000	25,000	0
764	90,000	2	3	2	29	-1	2	-1	-1	-1	-2	19,450	3,123	2,121	3,113	0	0	0	3,509	3,113	0	0	0	0
765	240,000	2	2	1	33	0	0	0	0	0	0	240,878	233,838	238,067	242,579	238,245	233,710	10,000	11,000	10,000	10,000	10,000	8,000	0
766	510,000	2	1	2	35	-1	0	0	0	0	-1	2,115	2,116	5,560	4,535	3,488	1,116	1,117	4,560	91	69	1,116	2,115	0
767	110,000	2	2	1	35	0	0	0	0	0	0	81,665	46,070	34,419	36,829	38,080	40,434	2,460	2,000	3,000	2,000	3,000	5,000	0
768	210,000	2	1	2	28	-1	-1	-1	0	0	0	11,442	3,738	7,526	10,217	11,737	8,114	3,738	7,526	5,000	5,000	162	27,760	0
769	220,000	1	2	1	40	-1	-1	-2	-2	-2	-2	158	0	0	0	0	612	0	0	0	0	612	1,863	0
770	200,000	2	1	1	35	-2	-2	-2	-2	-2	-2	2,257	4,261	1,265	2,473	0	0	4,266	1,667	2,473	0	0	0	0
771	360,000	2	2	2	53	-1	-1	-1	-1	-1	-1	10,733	15,206	15,000	9,744	11,114	8,123	15,206	15,032	9,769	11,114	8,123	8,736	0
772	260,000	1	1	2	44	-1	-1	-1	-1	-1	-1	316	316	316	316	316	466	316	316	316	316	466	316	0
773	20,000	1	2	1	33	0	0	0	0	0	0	11,026	9,535	10,510	10,472	10,140	10,101	1,174	1,149	501	356	507	458	0
774	120,000	2	2	1	32	0	0	0	0	0	0	113,869	116,110	111,978	112,822	114,969	117,949	5,498	5,500	4,000	4,300	5,012	4,003	0
775	50,000	2	1	2	33	-1	2	-1	-1	-1	-2	7,363	5,180	31,902	11,044	0	0	39	32,013	11,079	0	0	0	0
776	60,000	2	1	2	26	1	2	0	0	0	0	29,649	21,657	28,736	42,733	46,404	37,993	0	8,000	15,000	9,000	10,000	0	0
777	200,000	1	1	2	26	-2	-2	-2	-2	-1	-1	12,716	16,164	1,954	5,297	1,483	3,393	16,244	1,963	3,359	4,849	3,410	2,994	0
778	20,000	1	2	2	26	-1	-1	-1	-1	-2	-1	1,438	1,261	451	-810	-420	1,320	1,261	451	0	780	2,130	0	0
779	50,000	2	1	1	32	2	0	0	-1	0	-1	47,858	49,223	42,589	639	4,639	2,312	2,500	3,000	7,000	4,000	2,413	2,000	1
780	50,000	2	2	2	31	1	-2	-1	-1	-1	2	0	0	190	0	36,059	32,851	0	190	0	36,059	0	2,420	0
781	230,000	1	1	2	29	0	0	2	2	2	0	40,732	44,563	42,804	44,020	41,278	34,672	5,000	0	3,000	0	3,000	3,000	0
782	50,000	1	2	1	27	-1	-1	2	-1	-1	-1	819	3,003	1,677	1,177	1,313	1,085	2,184	5	1,180	1,316	1,088	0	0
783	100,000	2	1	2	28	2	2	2	2	2	2	79,580	81,493	82,759	83,609	85,325	87,096	3,790	3,200	3,100	3,200	3,332	3,280	1
784	210,000	2	1	1	42	1	-2	-1	-1	-2	-2	0	0	2,490	0	0	0	0	2,490	0	0	0	0	1
785	230,000	2	2	1	32	0	0	0	0	2	0	87,764	73,526	72,376	76,870	75,211	76,645	2,630	2,614	6,000	0	3,000	2,800	1
786	500,000	2	1	2	26	1	-2	-2	-2	-2	-2	31,421	22,150	0	0	0	0	22,157	0	0	0	0	0	0
787	370,000	2	1	2	38	-1	-1	-1	-1	-1	-1	929	328	0	1,539	1,815	0	328	0	1,539	1,815	0	0	0
788	230,000	2	1	1	35	-1	-1	-1	-1	0	0	2,648	191	1,947	11,674	16,160	32,519	200	1,950	11,692	10,000	20,000	6,000	0
789	80,000	1	2	2	29	0	0	0	0	0	0	11,894	12,287	12,407	14,360	14,657	4,129	1,284	1,047	2,000	359	175	1,000	0
790	60,000	2	2	2	29	-1	0	0	0	-2	-2	55,064	57,833	9,479	0	0	0	5,000	1,033	0	0	0	0	0
791	30,000	2	2	2	51	1	2	2	0	0	0	25,382	26,480	25,761	25,964	26,507	27,249	1,800	0	928	960	1,181	967	0
792	70,000	1	1	2	27	1	-1	-1	-1	-2	-1	-54	273	19	-254	-527	1,096	600	19	0	0	1,896	0	0
793	410,000	1	1	2	32	-1	-1	-1	-2	-2	-2	5,335	5,369	-281	-281	-281	-281	5,400	0	0	0	0	0	0
794	280,000	2	3	1	40	1	-2	-2	-2	-2	-2	-288	-288	-288	-288	-288	2,124	0	0	0	0	2,412	0	0
795	50,000	2	1	1	34	0	0	0	0	0	0	46,750	48,317	48,282	18,299	19,323	20,329	2,320	1,282	3,299	1,323	1,329	1,114	0
796	100,000	2	2	1	30	0	0	0	0	0	0	97,062	74,352	75,004	76,705	78,168	80,347	2,800	2,700	5,400	3,500	3,500	3,200	0
797	230,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
798	50,000	2	1	2	22	0	0	0	-1	-1	-2	13,801	9,549	5,385	7,781	0	0	1,372	1,275	7,900	0	0	0	0
799	100,000	2	1	2	48	2	2	2	2	2	0	15,355	17,949	18,158	18,365	17,932	18,147	3,164	800	800	0	662	3,000	0
800	210,000	2	2	1	35	0	0	0	0	0	0	37,148	35,754	34,232	32,331	30,337	28,012	2,000	2,000	2,444	1,342	1,038	2,000	0