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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
8,601	30,000	1	1	2	28	-1	-1	2	0	0	0	9,262	11,792	11,311	11,820	13,558	20,271	3,000	0	1,000	2,100	7,000	0	1
8,602	240,000	1	1	1	37	0	0	0	0	0	0	222,976	227,463	220,804	217,991	221,981	214,320	8,494	7,762	7,176	7,505	7,273	7,509	0
8,603	30,000	1	1	2	47	2	0	0	0	2	2	25,690	26,719	27,774	28,809	30,399	29,760	1,445	1,500	1,500	2,200	0	1,200	0
8,604	90,000	2	2	1	47	0	0	0	0	0	0	28,477	28,718	28,847	28,747	29,177	29,452	2,000	2,000	2,000	2,000	2,000	2,000	0
8,605	60,000	1	2	2	25	0	0	0	0	0	0	56,598	47,311	25,227	26,039	27,493	26,416	3,000	2,000	1,500	2,000	1,500	1,500	0
8,606	500,000	1	1	2	34	0	0	0	0	0	-1	203,729	147,289	63,994	40,501	11,248	4,189	10,043	8,078	10,000	10,000	4,200	0	0
8,607	70,000	1	2	1	34	0	0	0	0	0	0	66,977	68,904	68,863	33,809	34,764	36,989	3,013	2,627	1,210	1,500	3,000	2,000	1
8,608	140,000	1	2	2	27	2	2	2	0	0	2	30,121	33,315	32,485	33,142	35,443	34,724	4,000	0	1,500	3,000	0	1,500	0
8,609	30,000	1	2	2	32	3	2	2	2	0	0	31,895	31,091	31,002	29,879	29,382	23,110	0	2,300	0	996	1,000	0	0
8,610	140,000	1	2	1	55	0	0	0	0	0	0	78,314	81,049	82,810	83,544	85,692	87,425	4,000	4,000	3,000	3,500	3,158	8,000	0
8,611	290,000	1	1	2	44	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,612	360,000	2	1	1	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,613	30,000	1	1	2	34	0	0	0	0	2	2	29,160	29,302	29,698	31,157	31,714	30,496	1,494	1,466	2,501	1,759	0	15,912	0
8,614	170,000	2	2	1	33	-1	-1	-1	-1	-1	-1	1,870	0	400	1,000	0	1,243	0	400	1,000	0	1,243	6,912	0
8,615	290,000	1	1	1	46	-1	-1	-2	-1	-1	-2	2,052	4,146	700	5,055	694	3,207	4,146	700	5,077	694	3,207	0	0
8,616	270,000	2	2	2	53	1	1	-2	-2	-2	-1	716	-1,524	-3,764	-4	-19,205	42,418	2	2	6,002	2	64,446	5,002	0
8,617	200,000	1	1	1	49	-1	-1	-1	-1	-1	-1	1,377	528	216	1,311	2,842	0	792	216	1,311	2,842	0	623	1
8,618	140,000	2	1	1	45	-1	-1	-1	-1	-1	-1	316	316	316	316	632	150	316	316	316	632	150	316	0
8,619	230,000	2	3	2	39	-2	-2	-2	-2	-2	-2	1,876	1,876	1,876	2,848	1,876	4,634	1,876	1,876	2,848	1,876	4,634	1,876	0
8,620	80,000	1	1	2	26	0	0	0	0	0	0	76,867	51,936	28,221	28,809	19,551	19,925	1,600	1,300	859	3,000	800	50,000	0
8,621	350,000	1	2	2	36	0	0	0	0	0	0	230,738	232,382	234,254	211,309	210,897	191,037	9,503	9,015	7,511	8,011	7,361	7,011	0
8,622	50,000	2	3	1	42	0	0	0	0	0	0	51,123	50,646	41,150	30,405	30,671	30,664	2,089	2,190	1,100	1,271	1,264	2,778	0
8,623	50,000	1	3	2	32	0	0	0	0	0	0	50,114	50,893	49,660	29,742	29,311	29,739	1,991	1,875	1,044	1,060	1,211	1,179	0
8,624	390,000	2	2	1	45	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	3,971	1
8,625	80,000	2	1	2	25	1	-2	-1	-1	-2	-2	0	0	300	0	0	0	0	300	0	0	0	500	0
8,626	150,000	2	2	2	23	-2	-1	-1	0	0	0	27,414	10,053	151,996	152,753	153,844	151,252	10,096	156,292	4,700	5,019	5,300	5,002	0
8,627	10,000	1	2	2	23	0	0	0	0	0	2	8,109	9,219	10,200	9,694	9,684	9,872	1,400	1,300	500	1,000	500	0	0
8,628	100,000	1	2	2	31	1	2	0	0	0	0	97,669	92,311	90,519	80,051	76,446	76,815	0	3,631	3,000	3,000	2,800	2,697	0
8,629	310,000	2	1	1	41	0	0	0	0	0	0	48,815	39,593	104,341	76,635	46,219	55,045	2,063	76,651	7,129	3,000	10,000	10,000	0
8,630	80,000	1	1	2	31	0	0	0	0	0	0	46,516	30,122	24,099	7,764	4,804	10,221	15,029	5,048	229	303	6,018	500	0
8,631	40,000	1	1	1	46	-1	2	2	-1	0	0	780	390	0	1,170	780	0	0	0	1,170	0	0	0	1
8,632	180,000	2	2	1	43	-2	-2	-2	-2	-2	-2	1,091	2,062	0	0	6,017	0	2,062	0	0	6,017	0	0	0
8,633	100,000	1	1	1	60	1	3	2	0	0	-1	8,311	8,031	5,790	3,860	2,599	2,712	0	0	0	0	2,712	0	0
8,634	140,000	2	1	1	31	-2	-2	-2	-2	-2	-2	1,094	421	-6	2,319	4,051	418	422	0	2,325	4,063	419	969	0
8,635	230,000	1	2	2	27	-1	-1	-1	-1	-1	-1	396	396	396	396	396	546	396	396	396	396	546	396	0
8,636	20,000	1	2	2	24	1	2	0	0	2	2	10,248	10,783	12,291	14,666	14,289	17,525	1,000	2,000	2,900	0	3,500	0	1
8,637	90,000	2	3	1	55	0	0	0	0	0	0	23,379	23,715	24,310	24,561	22,829	22,486	1,402	1,387	1,028	816	804	987	0
8,638	50,000	1	1	2	29	0	0	0	0	0	0	16,303	47,714	48,916	19,894	20,572	21,230	32,000	2,000	1,000	1,000	1,000	2,000	0
8,639	50,000	2	2	1	39	0	0	0	0	0	0	22,187	23,755	21,772	22,541	22,871	23,989	5,000	2,049	5,000	1,500	1,500	3,000	0
8,640	50,000	1	2	1	51	0	0	0	0	0	0	46,926	49,161	49,366	29,441	30,061	28,728	3,000	1,500	1,024	1,064	1,029	1,023	0
8,641	200,000	1	1	2	28	-1	-1	-1	0	-1	-1	13,383	1,183	14,714	11,938	303	3,262	1,183	14,714	0	303	3,262	3,635	0
8,642	20,000	1	1	2	23	1	2	3	2	0	0	18,679	20,380	19,753	19,160	19,661	19,816	2,300	0	0	788	558	198	1
8,643	400,000	1	1	2	46	0	-1	0	0	-1	-1	10,965	9,280	13,582	7,272	414	10,799	9,283	7,276	7	417	10,802	21,202	0
8,644	20,000	1	2	2	38	0	0	0	0	0	0	17,760	19,646	17,922	18,895	19,325	19,859	6,500	2,000	2,000	1,500	1,000	1,000	0
8,645	40,000	1	2	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	10,000	0	0	0
8,646	240,000	1	1	2	28	0	0	0	0	0	0	134,245	137,044	138,197	140,983	138,214	141,187	4,967	4,916	4,982	5,017	5,272	5,200	0
8,647	240,000	2	1	1	37	-1	-1	-1	0	0	0	5,024	17,181	28,395	24,582	10,715	9,346	17,267	28,473	12,069	21	2,978	25,895	0
8,648	80,000	2	2	2	38	0	0	0	0	0	0	70,590	62,162	51,770	49,506	45,722	46,660	2,200	2,000	2,015	1,700	1,700	2,000	0
8,649	180,000	1	1	1	37	0	0	0	0	0	0	121,744	121,125	122,498	123,916	125,661	127,458	4,406	4,397	4,405	4,711	5,040	4,571	0
8,650	20,000	2	1	2	22	0	0	0	0	2	0	3,978	5,249	6,362	7,256	6,995	7,228	1,500	1,362	1,000	0	350	300	1
8,651	20,000	1	3	1	44	0	0	0	0	0	0	18,467	19,106	19,690	19,684	19,697	19,849	1,328	1,302	686	701	855	988	0
8,652	20,000	1	2	1	41	-1	-1	-1	-1	-1	-1	9,598	0	2,889	0	1,448	0	0	2,889	0	1,448	0	0	0
8,653	360,000	2	2	2	25	-1	-1	-1	-1	-1	-1	947	4,075	6,385	991	4,632	2,014	4,098	6,401	997	4,641	2,014	5	0
8,654	130,000	2	2	1	31	-1	-1	0	0	0	0	6,279	10,862	5,878	15,306	8,015	5,965	11,054	5,172	14,593	727	5,222	4,200	0
8,655	30,000	1	1	1	47	2	2	8	8	8	8	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
8,656	110,000	2	2	1	33	1	2	0	0	0	0	7,801	5,289	9,893	9,986	9,981	11,714	0	5,000	500	400	2,000	0	0
8,657	30,000	1	3	2	46	6	5	4	3	2	0	33,134	32,351	31,397	30,321	30,000	28,961	0	0	0	0	5,000	0	0
8,658	80,000	2	1	2	26	0	0	0	0	0	0	29,322	28,563	25,443	28,790	29,929	23,796	3,000	3,000	4,000	1,500	1,000	2,000	1
8,659	350,000	2	3	1	31	0	0	0	-1	-1	-1	144,718	214,075	102,601	99,735	107,130	0	100,012	62,635	99,735	107,130	0	0	0
8,660	50,000	2	2	2	24	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,661	110,000	2	1	2	23	0	0	0	0	0	0	83,914	85,064	78,997	71,276	68,385	62,475	4,022	3,300	2,000	3,000	2,500	2,310	0
8,662	180,000	2	2	2	32	-1	-1	-2	-2	-2	-2	134	357	288	837	467	15,868	357	288	837	467	15,868	351	0
8,663	440,000	2	5	1	32	0	0	0	0	0	0	324,469	324,109	287,932	287,892	276,902	221,866	11,129	10,300	11,098	11,200	12,000	131,400	0
8,664	100,000	2	1	2	42	0	0	0	0	0	0	91,141	93,027	94,925	96,837	98,894	100,500	2,635	2,688	2,718	2,854	2,500	0	0
8,665	200,000	1	1	2	33	-2	-2	-2	-2	-2	-2	5,448	7,616	14,771	1,973	9,500	40,647	7,616	14,771	1,973	9,500	40,647	589	0
8,666	140,000	2	2	1	39	0	0	0	0	0	0	131,764	134,654	138,303	119,845	122,457	125,487	6,500	7,500	5,000	4,700	5,228	4,500	0
8,667	230,000	2	1	2	31	1	-1	-1	-1	0	-1	-22	227	3,480	3,555	1,850	1,580	249	3,480	3,555	0	1,580	520	1
8,668	10,000	2	2	2	44	-2	-2	-2	-1	0	0	390	390	780	17,585	18,301	18,663	390	780	17,585	1,000	667	692	1
8,669	280,000	2	2	2	35	0	0	0	0	0	0	184,050	171,714	154,940	136,894	138,467	128,473	7,088	6,107	5,000	5,057	5,005	50,012	0
8,670	310,000	1	2	1	42	-2	-2	-2	-2	-2	-2	2,647	4,206	1,858	3,057	2,538	3,069	4,206	1,858	3,057	2,538	3,069	6,591	1
8,671	260,000	2	5	1	33	0	-1	-1	0	0	0	3,140	2,740	107,139	105,188	104,418	106,990	2,740	107,139	4,000	4,000	4,696	5,000	0
8,672	270,000	1	1	2	29	-1	-1	-1	-2	-1	-1	38,840	197	-61	-61	20,207	538	197	0	0	20,268	538	29,995	0
8,673	50,000	1	1	2	23	0	0	0	0	0	0	48,954	35,213	33,404	18,727	13,793	19,354	2,000	4,005	1,000	1,000	6,000	1,000	0
8,674	450,000	1	1	1	46	-1	-1	-1	-1	-1	-1	1,135	1,135	1,135	1,135	1,135	1,135	1,135	1,135	1,135	1,135	1,135	1,135	0
8,675	190,000	1	3	1	54	1	-2	-2	-1	0	-1	-596	-1,072	-1,548	40,733	10,876	2,907	0	0	43,500	2,000	2,907	3,000	0
8,676	290,000	2	1	2	28	0	0	0	0	0	0	42,601	34,927	32,034	29,620	29,822	28,502	5,000	6,010	5,000	1,200	2,000	901	0
8,677	480,000	2	1	1	60	-1	-1	-1	0	0	0	13,406	7,233	96,977	67,030	24,334	28,699	13,736	96,989	4	241	15,819	28,966	0
8,678	360,000	1	5	1	34	0	-1	-1	-1	0	-1	30,447	9,428	11,704	19,036	41,147	53,733	10,052	11,767	20,036	22,207	54,981	2,227	0
8,679	380,000	1	1	2	32	-1	-1	-1	-1	-1	-1	326	24,899	2,816	11,773	23,397	10,551	24,899	2,816	11,773	23,397	10,551	43,302	0
8,680	20,000	1	3	2	24	0	0	0	0	0	0	9,249	10,439	11,448	11,561	12,221	12,865	1,500	1,487	600	1,000	1,000	1,000	1
8,681	50,000	1	3	1	52	0	0	0	0	0	0	39,429	39,548	39,490	38,801	36,087	25,189	1,781	1,770	1,148	1,174	949	590	0
8,682	450,000	1	1	1	34	0	0	0	0	0	0	451,113	460,261	455,701	451,559	429,235	391,559	18,500	20,000	17,000	16,300	14,108	16,000	0
8,683	50,000	2	2	2	24	2	2	2	0	0	0	48,283	48,767	35,917	26,946	22,458	23,569	1,700	0	1,036	817	1,486	3,500	1
8,684	380,000	1	1	1	34	0	0	0	0	0	0	106,065	97,979	100,599	81,087	82,793	85,301	3,385	4,074	2,592	2,696	3,569	5,240	0
8,685	150,000	2	3	2	34	-2	-2	-2	-2	-2	-1	1,464	1,576	264	330	1,350	386	1,586	264	330	1,350	386	1,259	0
8,686	50,000	2	2	2	23	0	0	0	0	0	0	21,249	20,771	17,626	10,078	9,654	9,648	1,649	1,300	500	500	300	500	0
8,687	150,000	2	1	2	33	1	-2	-2	-2	-2	-2	-286	-286	-286	-286	-286	-286	0	0	0	0	0	750	0
8,688	50,000	2	3	1	43	0	0	0	0	0	0	39,177	39,607	17,070	13,038	8,904	4,740	2,000	1,500	3,500	600	500	4,000	0
8,689	50,000	1	2	2	24	0	0	0	0	0	0	34,695	38,561	36,086	32,945	29,348	23,570	6,013	3,011	1,019	1,019	2,015	17	0
8,690	230,000	2	1	2	26	-1	-1	-2	-2	-2	-2	3,741	0	0	0	0	0	0	0	0	0	0	1,010	1
8,691	310,000	2	1	2	32	-1	-1	-1	-1	-2	-2	13,560	-65	6,500	0	0	0	0	6,565	0	0	0	0	0
8,692	310,000	2	2	1	34	-1	-1	-1	-1	-1	-1	3,595	4,073	11,263	2,710	2,371	2,318	4,073	11,321	2,710	2,371	2,318	4,352	0
8,693	50,000	2	2	1	50	0	0	0	0	0	0	50,658	48,999	49,388	48,853	47,765	48,145	2,357	1,746	1,628	1,520	2,202	934	0
8,694	240,000	1	2	2	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,695	400,000	2	1	2	26	-1	-1	-1	-1	-1	-1	1,140	937	1,663	5,019	9,539	1,697	940	1,667	5,039	9,579	1,703	12,856	0
8,696	90,000	2	2	2	47	0	0	0	-2	-2	-2	17,247	11,691	0	0	0	0	1,000	0	0	0	0	0	0
8,697	50,000	1	3	1	43	2	2	2	0	0	0	10,413	12,923	12,030	12,650	13,405	13,793	3,000	0	1,500	1,500	1,000	1,500	0
8,698	250,000	2	1	2	30	0	0	0	0	0	0	156,155	153,647	153,535	153,122	149,564	152,470	5,560	6,809	5,443	5,376	5,665	6,000	0
8,699	200,000	1	1	1	44	0	0	0	0	2	0	66,689	65,515	49,492	51,802	38,896	36,436	2,362	1,706	4,185	15	1,537	1,064	0
8,700	10,000	1	3	1	37	0	0	0	0	0	-2	14,498	7,512	7,308	5,275	0	0	2,248	1,120	375	0	0	0	0

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