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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
4,701	180,000	1	1	1	45	2	2	2	0	0	0	106,462	113,728	98,314	94,552	92,422	63,022	10,000	0	10,000	3,000	5,000	4,000	0
4,702	220,000	2	2	2	31	0	0	0	0	0	0	75,451	78,094	80,680	81,944	83,963	85,930	4,000	4,000	3,000	3,000	3,000	3,000	0
4,703	200,000	2	3	1	41	1	-1	-1	-1	0	-1	0	340	0	148	148	198	340	0	148	0	198	7,296	1
4,704	520,000	1	3	1	41	2	2	0	0	0	0	435,924	366,194	330,211	251,920	256,512	262,474	0	12,620	8,758	9,047	9,959	10,500	1
4,705	30,000	1	2	2	46	0	0	0	0	0	2	12,485	13,119	13,716	13,598	16,256	16,442	1,221	1,208	480	3,650	600	0	1
4,706	150,000	2	2	3	41	1	-2	-2	-1	-1	-1	0	0	0	3,355	962	821	0	0	4,026	962	821	380	0
4,707	210,000	2	2	1	32	-1	-1	-1	-1	-1	-1	733	737	737	407	737	407	737	737	407	737	407	1,232	0
4,708	50,000	2	2	2	36	2	0	0	0	0	0	42,380	40,288	32,631	29,968	29,092	29,977	1,901	1,744	1,027	1,033	1,345	1,000	1
4,709	20,000	2	2	1	37	0	0	0	0	0	0	17,843	18,833	17,830	18,184	18,565	19,076	1,280	1,276	630	653	798	581	0
4,710	290,000	1	1	1	44	-1	-1	-1	-1	-1	-1	19,213	33,274	17,495	1,528	4,176	189	33,548	17,732	1,862	4,188	189	7,324	0
4,711	50,000	2	2	2	32	1	-1	0	0	-1	-1	30,382	45,888	48,599	-250	12,122	3,685	54,608	7,060	112	32,132	11,304	52,681	0
4,712	130,000	2	3	1	42	0	0	0	0	0	0	127,524	127,839	128,380	97,713	96,245	95,779	5,051	5,101	3,600	3,501	3,800	3,412	0
4,713	60,000	1	2	2	24	0	0	-1	0	0	-1	54,809	-827	1,188	792	0	27,248	0	2,188	0	0	27,248	1,000	0
4,714	20,000	1	1	2	25	0	0	2	2	2	2	11,394	14,367	13,844	14,614	14,733	14,823	3,600	0	1,300	500	505	37	0
4,715	160,000	2	2	2	35	0	0	0	0	0	0	124,459	130,916	132,179	135,030	135,656	135,448	10,000	5,000	4,854	10,000	6,000	4,000	0
4,716	250,000	2	3	1	39	-1	-1	-1	0	-1	-1	5,086	14,180	49,453	10,989	2,975	4,099	14,180	49,453	0	2,975	4,099	6,470	0
4,717	80,000	1	3	1	38	0	0	0	0	0	0	19,277	20,060	20,977	20,695	18,587	20,767	1,400	1,306	1,019	685	2,500	0	0
4,718	60,000	2	2	1	33	0	0	0	0	0	0	54,660	49,907	44,057	27,510	28,086	29,119	1,879	1,500	1,000	1,019	1,500	1,000	0
4,719	80,000	1	2	2	30	0	0	0	0	0	0	13,793	67,840	61,546	55,294	40,868	33,420	63,023	3,010	3,053	2,013	2,015	3,019	1
4,720	60,000	1	2	2	25	2	2	2	0	0	0	60,323	60,729	56,473	28,603	22,191	20,750	2,000	0	1,135	1,822	1,500	1,500	0
4,721	410,000	1	1	1	38	-1	-1	-1	-1	-1	-1	10,867	2,719	0	11,900	478	387	2,719	0	11,900	478	387	0	0
4,722	240,000	2	1	2	34	0	0	0	0	0	0	14,038	25,558	26,526	28,082	29,695	31,223	12,000	1,500	1,800	1,860	1,800	2,000	0
4,723	30,000	1	3	2	46	3	2	0	0	0	0	13,784	13,277	13,984	14,350	14,650	15,156	0	1,234	600	532	750	825	1
4,724	200,000	2	2	2	31	0	0	0	0	-2	-2	8,350	4,750	5,134	245	56	167	2,001	1,001	501	201	501	501	0
4,725	180,000	2	2	1	46	1	2	0	0	0	0	35,916	30,711	27,555	26,574	23,123	30,680	1,711	1,300	7,504	1,123	13,000	0	0
4,726	100,000	1	2	2	32	-1	0	0	0	0	0	88,550	91,724	94,799	97,861	104,634	92,537	5,000	5,000	5,000	9,000	10,000	5,000	0
4,727	50,000	2	5	2	42	0	0	0	0	0	0	50,806	48,798	29,003	28,911	28,601	29,215	1,545	1,454	1,019	1,039	1,091	1,015	1
4,728	60,000	2	3	2	45	-1	-1	-1	-1	-1	-1	1,876	1,876	1,876	1,876	1,876	1,876	1,876	1,876	1,876	1,876	1,876	1,876	1
4,729	50,000	2	1	2	26	0	0	2	2	2	2	5,800	8,189	7,909	9,767	9,466	11,300	2,500	0	2,000	0	2,000	400	1
4,730	240,000	2	1	1	34	-2	-1	-1	-2	-2	-2	597	6,449	626	626	626	626	6,507	626	626	626	626	626	0
4,731	220,000	2	1	2	29	0	0	0	0	0	0	47,944	44,914	46,446	37,604	15,540	20,330	5,000	5,008	7,000	4,000	5,000	150	0
4,732	40,000	1	3	2	42	-1	2	-1	0	0	-1	1,978	1,415	1,748	832	416	1,851	3	1,749	0	0	1,851	0	0
4,733	80,000	2	1	2	23	0	0	0	0	-2	-2	71,487	55,641	24,987	-600	-600	-600	2,157	1,500	0	0	0	0	0
4,734	320,000	1	2	2	52	-1	-1	-1	-1	-1	-1	1,122	5,000	396	1,176	396	396	5,000	792	1,176	396	396	39,316	0
4,735	420,000	1	2	1	43	0	0	0	0	0	0	44,670	60,376	30,099	66,049	61,043	62,054	30,253	20,016	40,015	30,004	3,000	3,224	0
4,736	500,000	1	2	1	48	-1	-1	-1	-1	-1	-1	28,352	35,294	74,846	37,985	33,050	22,185	35,465	75,212	38,169	33,209	22,289	22,289	0
4,737	290,000	2	2	2	24	0	0	0	0	0	0	145,341	136,849	122,627	115,857	101,472	98,069	7,000	6,000	5,024	5,000	5,000	10,000	0
4,738	190,000	1	1	1	45	0	0	0	0	0	0	181,814	172,493	166,982	155,621	142,439	133,742	7,035	6,000	6,000	10,000	5,000	5,000	0
4,739	100,000	1	1	2	33	2	0	0	0	0	0	101,329	103,532	100,485	101,552	100,752	100,652	3,900	6,000	3,900	4,100	17,000	3,750	1
4,740	230,000	2	2	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	8,618	0
4,741	50,000	1	2	1	36	1	3	2	0	0	2	19,606	19,017	18,409	18,823	20,379	18,720	0	0	1,000	2,000	0	1,000	0
4,742	210,000	1	2	1	43	0	0	0	0	0	0	47,025	45,456	44,048	15,398	8,657	3,180	2,300	1,326	400	230	100	112,136	0
4,743	90,000	2	2	2	24	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,744	480,000	1	3	1	56	0	0	0	0	0	0	103,497	105,310	107,013	106,039	108,188	109,691	5,300	5,300	4,000	5,000	4,000	5,200	0
4,745	120,000	1	1	2	41	1	-2	-2	-1	0	0	-8	-208	-408	57,392	58,805	60,200	0	0	58,000	2,000	2,000	0	0
4,746	160,000	1	2	2	28	1	2	2	2	2	2	162,761	164,692	159,948	161,469	162,129	154,704	6,000	14	12,000	6,000	0	11,318	0
4,747	110,000	1	2	1	27	1	2	2	2	2	2	46,657	48,615	49,519	48,421	50,644	51,662	3,000	2,000	0	3,000	2,000	3,000	0
4,748	260,000	2	2	1	60	1	-2	-1	-1	-2	-2	-20	-20	2,000	0	0	0	0	2,020	0	0	0	0	0
4,749	80,000	1	1	2	24	-1	0	-1	2	-1	0	2,130	3,100	173	173	3,435	11,962	1,010	173	0	3,438	10,004	5,500	0
4,750	50,000	1	2	1	58	-1	-1	-1	-1	-1	-1	1,956	2,060	4,904	2,056	2,515	1,464	2,060	4,904	2,056	2,515	1,464	1,515	0
4,751	50,000	2	2	1	45	0	0	0	0	0	0	35,116	26,171	25,088	21,090	21,749	22,386	1,441	1,500	756	1,000	1,000	829	1
4,752	100,000	2	2	2	29	0	0	0	0	0	0	75,012	77,784	73,535	72,067	59,495	56,850	4,000	3,105	4,069	3,000	2,500	2,000	0
4,753	20,000	1	3	1	56	1	2	0	0	2	2	8,766	8,481	13,318	15,096	14,717	16,159	0	5,000	2,000	0	2,000	0	1
4,754	260,000	2	1	1	44	1	-1	-1	-2	-1	2	0	6,500	0	0	2,223	2,056	6,500	0	0	2,223	0	60,934	0
4,755	680,000	2	1	1	42	0	0	0	0	0	0	189,514	188,883	190,076	181,957	182,226	177,731	8,000	9,000	7,000	7,000	7,000	7,000	0
4,756	50,000	1	2	2	25	-1	-1	2	0	0	0	1,789	50,005	48,731	46,882	500	0	48,731	0	2,102	0	0	0	0
4,757	170,000	2	1	2	27	0	0	0	0	0	0	118,801	108,980	112,125	109,579	107,030	101,130	4,000	5,300	3,800	3,880	3,500	3,400	0
4,758	210,000	2	2	1	37	-1	-1	-1	0	0	0	326	326	978	652	326	0	326	978	0	0	0	652	1
4,759	500,000	1	1	1	51	-2	-2	-2	-2	-2	-2	10,063	10,166	11,579	68,712	26,476	8,974	10,395	11,888	88,612	26,476	8,974	11,522	0
4,760	180,000	2	1	1	45	0	0	0	2	0	0	18,472	20,546	24,956	24,262	24,782	26,208	2,690	5,100	0	1,058	2,000	3,000	0
4,761	340,000	2	2	1	37	1	-1	-1	-1	0	-1	-653	2,094	1,256	845	2,149	696	3,254	1,256	845	2,000	696	696	0
4,762	160,000	1	3	2	30	0	0	0	0	0	0	160,388	175,167	127,848	96,066	93,974	40,170	142,159	3,592	7,317	2,312	1,637	1,074	0
4,763	30,000	2	2	1	22	2	0	0	0	0	0	26,846	27,718	28,067	28,334	28,984	14,769	2,000	1,500	1,000	800	728	1,000	1
4,764	230,000	2	2	1	44	0	0	0	0	0	0	205,938	209,941	173,679	92,937	94,552	76,849	8,476	6,593	2,966	3,135	2,956	2,040	0
4,765	30,000	1	3	2	22	2	0	0	0	0	0	28,328	29,505	25,362	19,493	5,765	0	1,704	1,250	390	115	0	0	0
4,766	480,000	1	2	2	33	-1	-1	0	0	0	-1	57,732	55,379	71,063	60,155	66,078	64,958	55,614	47,003	30,171	40,282	115,224	12,973	0
4,767	360,000	1	1	1	44	-1	-1	-1	-2	-1	-1	16,731	4,840	-16	-16	3,267	3,438	4,864	0	0	3,283	3,455	0	0
4,768	500,000	1	1	1	50	1	2	2	2	2	2	74,850	76,463	77,611	78,735	80,430	82,068	3,400	3,000	3,000	3,100	3,110	0	1
4,769	220,000	1	1	1	37	-1	-1	0	-1	-1	2	17,039	7,113	9,574	1,727	4,201	622	7,540	9,571	1,739	4,918	0	24,037	0
4,770	100,000	2	1	2	29	3	2	0	0	2	0	87,791	85,548	85,391	50,605	49,666	50,689	0	2,500	5,864	0	2,000	2,000	1
4,771	200,000	2	2	2	31	1	-2	-2	-1	-1	-2	0	0	0	1,500	0	0	0	0	1,500	0	0	0	0
4,772	200,000	1	1	2	40	0	0	0	0	0	-1	193,048	193,926	198,233	200,350	200,390	19,959	6,410	6,342	4,007	4,008	19,959	1,000	0
4,773	90,000	2	2	2	23	0	0	0	0	0	0	91,653	88,619	90,298	91,343	90,887	90,858	4,200	4,100	3,307	3,405	3,311	6,204	0
4,774	50,000	1	2	2	24	0	0	0	0	0	0	27,963	28,715	29,381	29,140	25,022	29,608	2,001	2,001	1,014	1,006	7,004	1,003	0
4,775	80,000	2	2	1	42	2	2	2	2	2	2	45,691	46,662	47,595	48,312	49,392	50,426	2,000	2,000	1,800	2,000	2,000	1,900	1
4,776	260,000	2	1	1	48	0	0	0	-2	-2	-2	8,339	8,333	0	0	0	0	5,000	0	0	0	0	0	0
4,777	80,000	2	3	1	25	0	0	0	0	0	0	61,943	61,458	57,045	50,652	48,476	49,815	2,215	1,900	1,800	1,920	2,300	1,485	0
4,778	20,000	1	1	2	23	1	-2	-2	-2	-2	-2	-348	-738	-738	-1,518	-1,518	-1,518	0	0	0	0	0	0	1
4,779	50,000	1	2	2	53	1	-1	-1	-1	0	-1	0	3,333	0	8,796	6,346	3,600	3,333	0	8,796	1,000	4,000	0	0
4,780	90,000	2	1	2	29	0	0	0	0	0	0	92,464	91,709	92,412	91,297	91,790	91,377	3,600	4,331	3,218	3,613	3,300	3,519	0
4,781	290,000	1	2	1	30	0	0	0	0	0	0	351,890	254,163	250,180	236,027	221,443	198,031	11,000	8,607	8,000	8,525	8,476	10,000	0
4,782	20,000	2	3	1	30	-2	-2	-2	-2	-2	-1	18,920	20,030	21,408	21,974	22,391	27,189	1,700	2,000	1,200	1,000	12,000	1,000	0
4,783	230,000	2	1	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,784	360,000	2	2	2	34	1	-2	-2	-1	0	0	0	1,680	0	5,950	6,352	6,563	1,680	0	5,950	500	317	1,150	0
4,785	50,000	1	2	2	40	0	0	0	0	0	0	48,331	49,163	49,754	19,169	19,480	19,569	2,300	2,200	1,000	1,000	800	700	1
4,786	80,000	1	2	2	36	-2	-2	-2	-2	-2	-2	59,223	26,241	10,387	74,864	74,305	0	1,141	10,725	74,864	1,486	0	0	0
4,787	100,000	2	2	2	56	0	0	2	0	0	0	97,549	102,864	98,969	70,352	68,186	68,538	9,300	0	2,500	2,700	2,700	2,600	1
4,788	390,000	2	1	2	28	0	0	0	0	0	0	286,888	291,645	277,888	175,268	167,781	147,878	11,000	11,000	5,600	5,700	5,600	3,400	0
4,789	120,000	1	2	1	52	2	0	0	0	0	0	107,269	106,791	105,262	46,605	45,590	46,204	4,449	2,731	3,000	5,000	3,000	3,000	0
4,790	20,000	2	2	2	35	1	3	2	0	0	0	20,971	20,360	19,583	19,575	16,624	0	0	0	392	332	0	0	0
4,791	150,000	2	2	2	24	2	2	2	-1	-1	-1	63,486	66,741	744	5,714	809	2,315	4,330	3	5,762	813	2,318	1,616	1
4,792	20,000	1	2	1	38	0	-1	2	0	0	-2	16,828	20,192	19,414	19,606	0	0	20,192	0	392	0	0	0	1
4,793	20,000	1	1	1	44	0	0	0	0	0	0	17,974	32,768	16,057	14,189	13,265	12,214	2,000	1,506	1,000	800	1,000	1,000	0
4,794	250,000	1	1	2	44	0	0	0	0	0	0	98,727	102,134	106,434	107,673	109,780	113,961	5,000	6,000	4,500	4,000	6,000	4,500	0
4,795	230,000	2	2	2	25	0	0	0	0	-1	0	19,225	16,375	11,864	10,004	62,349	52,791	2,000	2,000	5,000	65,349	2,000	2,000	0
4,796	20,000	1	3	1	40	0	0	0	0	0	0	20,167	37,198	17,858	16,400	14,711	18,691	1,308	2,466	555	583	4,275	973	0
4,797	80,000	2	2	1	41	0	0	0	0	0	0	21,709	22,432	23,693	24,089	24,832	25,269	1,378	1,639	1,089	1,132	1,000	1,100	0
4,798	310,000	2	2	2	32	0	0	0	0	0	0	51,007	50,644	50,109	49,339	49,177	48,754	2,200	2,100	1,700	2,000	1,800	2,000	0
4,799	480,000	1	1	2	49	0	0	0	0	0	0	456,668	424,843	325,772	320,760	325,841	331,602	14,706	15,377	10,481	11,003	11,303	11,329	0
4,800	20,000	2	1	2	24	0	0	-1	-1	-2	-2	16,199	0	187	-18	-18	-18	0	187	0	0	0	0	0

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