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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
7,701	130,000	1	1	2	33	1	-2	-2	-1	0	0	0	0	0	8,495	6,480	0	0	0	8,495	0	0	0	1
7,702	250,000	2	1	1	31	-1	-1	-1	-1	-1	-2	315	-72	7,304	95	0	0	0	7,376	0	0	0	0	0
7,703	410,000	1	3	2	38	-1	-1	-1	-1	-1	-1	4,822	232	2,255	2,546	2,650	6,286	233	2,266	2,558	2,663	6,303	12	0
7,704	130,000	2	3	2	53	0	0	0	0	0	0	100,184	99,001	88,214	90,167	90,682	92,672	4,700	3,200	3,403	3,300	3,500	3,300	0
7,705	200,000	1	1	2	38	0	0	0	2	2	2	180,486	183,076	195,535	190,960	202,139	194,326	7,000	15,500	0	14,184	0	6,700	0
7,706	60,000	2	1	2	25	2	2	0	0	0	0	37,287	36,412	37,280	35,321	36,099	36,724	0	1,800	1,414	1,500	1,377	1,402	0
7,707	20,000	1	1	2	25	-2	-2	-2	-2	-2	-2	85	1,347	3,969	1,855	3,569	3,823	1,377	4,122	1,865	3,611	3,823	19,386	0
7,708	20,000	1	2	1	37	0	0	0	0	2	0	17,214	9,633	10,944	11,280	11,011	7,755	2,248	1,500	757	0	430	1,000	0
7,709	380,000	2	2	1	50	0	0	0	0	2	2	294,100	313,346	299,786	307,801	288,820	266,266	30,125	11,600	20,009	11,000	0	40,000	0
7,710	80,000	1	3	1	47	0	0	0	0	-1	0	78,415	80,093	74,598	34,712	40,452	39,762	3,369	1,688	694	44,492	1,455	1,365	1
7,711	160,000	1	2	2	31	0	0	0	0	0	0	24,645	24,956	25,819	25,754	25,898	25,925	1,420	1,699	1,050	1,104	1,041	1,000	0
7,712	50,000	1	1	2	23	1	2	0	0	0	0	47,201	47,548	48,402	28,331	29,174	29,739	1,400	1,800	1,100	1,300	1,200	1,100	0
7,713	50,000	1	2	1	34	0	0	0	0	0	0	24,249	25,952	29,915	30,215	5,964	2,800	2,100	5,000	1,000	0	56	0	0
7,714	310,000	1	2	1	34	0	0	0	0	0	0	97,196	95,832	83,123	46,342	44,693	43,296	6,000	5,000	4,000	3,000	3,000	2,000	0
7,715	130,000	1	2	2	30	0	0	0	0	2	2	95,799	97,858	100,534	105,347	103,550	109,733	4,500	5,200	8,000	0	8,100	0	0
7,716	180,000	1	1	2	33	0	0	2	0	0	0	33,331	35,311	31,648	23,461	20,671	17,122	5,317	23	208	10	51	0	0
7,717	130,000	2	2	1	43	0	0	0	0	0	0	129,099	130,522	106,158	97,685	80,733	82,883	5,008	6,003	4,000	3,000	4,870	3,000	0
7,718	50,000	1	1	1	35	0	0	0	0	0	0	50,482	50,267	44,880	45,122	49,518	50,389	6,749	5,000	8,000	5,000	10,000	2,000	0
7,719	150,000	2	2	1	30	1	2	0	0	0	0	36,472	33,947	35,518	30,564	21,849	25,168	0	5,035	5,000	900	10,000	7,000	1
7,720	230,000	2	1	2	25	0	0	0	0	0	-2	32,915	21,726	12,299	5,860	0	0	4,794	3,116	5,029	0	0	0	0
7,721	20,000	2	1	2	23	0	0	0	0	0	0	19,082	19,286	19,637	18,826	19,522	21,775	1,321	1,400	1,000	1,000	2,583	0	0
7,722	360,000	2	1	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,723	180,000	2	1	1	31	1	-2	-2	-1	-1	-2	0	0	0	2,537	0	0	0	0	2,537	0	0	0	0
7,724	280,000	1	2	1	37	0	0	0	0	0	0	196,807	193,629	195,583	189,545	184,042	183,287	7,005	10,023	7,047	7,023	7,012	7,017	0
7,725	90,000	2	1	2	23	-1	0	0	2	2	2	11,495	10,764	11,304	9,601	10,050	8,304	1,200	3,000	0	2,000	0	2,000	1
7,726	210,000	1	2	1	41	1	2	0	0	0	0	149,343	145,319	86,335	69,670	59,502	119,494	0	5,000	3,600	2,000	2,000	5,000	0
7,727	240,000	1	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,728	200,000	2	1	1	49	-1	-1	-2	-2	-2	-2	4,739	-61	-61	-61	-61	-61	0	0	0	0	0	0	0
7,729	180,000	2	1	1	35	0	0	0	0	0	0	47,603	48,705	50,140	60,607	67,976	20,412	5,705	3,003	10,607	7,976	5,412	2,460	0
7,730	190,000	1	3	1	44	1	-1	2	0	0	0	-1,600	2,400	2,184	2,184	2,184	0	4,000	0	0	0	0	0	0
7,731	50,000	2	3	1	53	-1	-1	-1	-1	-1	-1	4,794	3,848	4,682	4,521	4,165	4,809	4,000	5,000	5,000	4,200	4,810	4,763	0
7,732	80,000	2	5	1	23	-1	-1	-1	0	0	0	5,000	0	31,432	24,455	26,920	0	0	31,432	3,000	3,000	0	0	0
7,733	50,000	1	2	2	23	2	2	0	0	0	0	32,589	32,583	21,197	7,666	4,768	5,685	1,000	2,000	1,000	1,000	1,000	1,000	1
7,734	130,000	1	1	2	29	0	0	-2	-2	-2	-2	102,640	-10	-10	-10	-10	-10	0	0	0	0	0	0	0
7,735	30,000	2	2	1	52	2	2	2	2	2	2	18,499	20,391	20,758	21,118	21,632	22,129	2,500	1,000	1,000	1,000	1,000	0	1
7,736	30,000	2	1	2	28	0	0	0	0	0	-1	36,541	17,625	26,243	25,829	-175	664	5,000	11,000	3,000	2,000	1,500	0	0
7,737	50,000	1	2	2	24	0	0	2	2	0	0	20,378	23,346	23,670	22,994	23,473	23,932	3,300	1,000	0	1,000	1,000	962	1
7,738	360,000	2	1	1	41	0	0	0	0	0	0	100,608	95,511	96,288	100,251	99,983	122,578	4,000	6,000	5,000	4,000	80,000	5,000	0
7,739	80,000	2	2	2	24	2	0	0	0	0	0	45,647	45,248	33,696	40,092	40,946	41,588	2,039	2,000	7,000	1,482	2,501	3,082	1
7,740	460,000	1	1	2	33	0	0	0	0	0	0	161,054	164,509	168,730	172,072	154,177	157,246	6,050	7,000	6,000	5,593	5,630	6,089	0
7,741	200,000	1	1	1	48	-1	-1	-1	-1	-1	-1	5,472	4,306	4,655	4,930	3,601	3,366	4,318	4,681	4,958	3,712	3,476	990	0
7,742	50,000	1	2	2	22	0	0	0	-1	-1	0	49,334	48,237	49,496	10,353	4,337	15,017	5,000	2,510	10,371	16,533	11,017	698	1
7,743	370,000	2	2	2	28	0	0	0	0	0	0	87,248	82,477	71,825	69,872	63,656	46,555	2,896	2,097	2,000	1,818	1,044	28,034	0
7,744	20,000	2	2	1	42	3	2	2	2	2	2	18,464	19,465	19,649	19,978	20,512	20,831	1,600	800	950	1,000	800	0	1
7,745	50,000	2	1	2	24	0	0	0	0	0	0	50,537	44,686	38,493	33,769	34,211	34,944	2,554	1,900	1,355	1,300	1,300	1,500	0
7,746	80,000	1	2	1	54	0	0	0	0	0	0	26,730	24,568	27,979	22,460	22,743	22,988	1,500	3,901	1,001	1,001	1,001	1,901	0
7,747	170,000	2	1	1	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,748	400,000	1	1	1	54	-2	-2	-2	-2	-2	-2	1,348	21,411	-25	4,895	48,976	15,319	21,532	0	4,920	49,221	15,395	0	0
7,749	500,000	2	2	1	41	0	0	0	0	0	0	131,720	103,746	91,805	76,152	62,783	44,422	3,900	3,200	2,766	2,100	1,703	1,092	0
7,750	250,000	1	3	1	44	-1	-1	-1	-1	-1	-1	6,826	3,900	4,482	43,546	38,051	576	3,924	4,482	43,676	38,166	576	2,389	1
7,751	80,000	2	2	2	22	0	0	0	0	0	0	80,491	64,868	51,936	30,165	30,145	30,085	2,327	1,687	1,052	1,076	1,121	1,237	0
7,752	90,000	2	2	3	40	1	2	0	0	0	2	89,762	90,395	87,428	61,778	68,248	66,997	3,000	2,773	2,402	7,660	0	2,711	0
7,753	120,000	1	3	2	44	4	3	2	0	0	0	149,229	138,487	127,516	124,530	120,937	67,711	0	0	6,000	5,067	1,548	120,862	1
7,754	310,000	1	2	1	44	0	0	0	0	0	0	3,947	5,987	7,739	8,843	12,204	14,520	2,500	2,000	2,000	3,500	2,500	1,500	0
7,755	20,000	1	2	2	22	0	0	-2	-2	-1	-1	13,540	397	998	734	1,698	500	406	1,101	736	1,799	601	0	0
7,756	60,000	2	2	2	29	-1	2	2	-1	2	2	4,603	4,186	0	1,887	1,543	3,972	0	0	1,887	0	3,557	0	0
7,757	460,000	2	1	2	29	0	0	0	0	0	0	170,894	160,223	160,894	165,246	169,983	173,330	7,018	7,000	7,002	8,007	8,038	6,052	0
7,758	220,000	1	2	1	40	-1	-1	-1	-1	-1	-1	2,300	1,000	11,289	4,887	3,083	9,401	1,000	11,289	4,887	3,083	10,020	6,473	0
7,759	220,000	1	1	2	32	0	0	0	0	0	0	203,689	204,943	172,926	104,747	180,458	182,435	10,000	8,000	6,000	107,000	13,000	8,000	1
7,760	20,000	1	2	2	33	1	2	0	0	0	-2	17,439	16,872	17,483	9,152	0	0	0	1,000	183	0	0	0	0
7,761	80,000	1	3	1	38	-1	-1	2	0	-1	2	6,270	14,412	12,540	1,261	2,705	1,261	19,421	0	0	2,705	0	1,261	1
7,762	220,000	1	1	2	31	-1	-1	-1	-1	-1	-1	7,521	4,023	5,878	6,452	5,157	4,159	4,028	5,892	6,463	5,163	4,169	3,733	0
7,763	20,000	1	2	2	23	0	0	0	0	0	0	10,478	11,193	12,207	14,402	16,399	20,929	1,193	1,207	2,402	2,399	5,000	0	0
7,764	100,000	2	2	2	26	0	0	0	0	0	0	46,891	48,134	49,331	50,508	51,543	52,685	2,000	2,000	2,000	2,000	2,000	2,000	0
7,765	230,000	2	1	2	31	0	0	0	0	0	0	81,734	82,238	80,623	90,997	62,063	62,003	3,687	4,539	2,220	3,214	2,407	2,061	0
7,766	300,000	2	2	1	40	0	0	0	0	0	-1	184,164	151,244	150,727	196,467	201,425	-8,276	7,028	6,000	50,000	10,013	9,505	175,074	0
7,767	20,000	1	2	2	24	0	-1	-1	-1	-1	-1	2,522	390	0	780	0	780	390	0	780	0	780	0	0
7,768	160,000	1	1	2	29	-1	-1	-1	0	-1	-1	390	4,238	780	390	390	540	4,238	780	0	390	540	780	0
7,769	70,000	2	2	1	27	1	2	0	0	2	2	48,098	47,922	51,806	55,625	57,072	58,269	881	4,700	4,700	2,500	2,300	2,300	1
7,770	240,000	2	2	2	37	0	0	0	0	0	0	280,110	281,104	286,048	369,693	243,198	243,498	10,000	15,002	9,000	10,000	8,600	8,500	0
7,771	100,000	1	2	2	25	-1	-1	-1	0	0	0	1,285	2,530	23,496	23,263	23,176	23,542	2,530	23,496	1,500	1,500	2,000	1,500	0
7,772	220,000	1	2	2	30	-2	-2	-2	-2	-2	-2	18,301	20,161	24,621	17,125	18,378	1,344	2,026	10,040	1,000	1,253	1,350	4,416	0
7,773	50,000	1	2	2	42	0	0	0	0	0	0	5,268	5,896	6,645	7,009	6,869	7,268	1,107	1,246	1,000	500	1,000	390	0
7,774	80,000	2	3	1	44	-1	-1	-1	-2	-2	-2	5,730	5,837	0	0	0	0	5,837	0	0	0	0	0	0
7,775	130,000	1	1	2	28	2	2	2	-2	-2	-2	114,144	102,650	0	0	0	0	0	0	0	0	0	0	1
7,776	30,000	2	2	2	23	1	2	0	0	2	2	27,171	27,429	26,571	28,128	27,548	29,536	1,000	1,800	2,300	0	2,600	0	0
7,777	360,000	2	2	1	46	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,778	280,000	1	2	1	34	0	0	0	0	0	0	126,305	128,888	123,909	124,078	124,489	114,110	4,728	4,700	4,210	4,455	4,109	4,000	1
7,779	230,000	1	1	1	45	0	0	0	0	0	0	43,885	44,926	45,941	46,853	47,834	48,942	1,749	1,764	1,676	1,735	1,902	2,189	0
7,780	30,000	2	1	2	24	-1	-1	-1	-1	-1	-1	3,055	18,392	640	0	2,583	4,653	18,407	640	0	2,583	4,653	2,583	0
7,781	70,000	2	2	1	28	0	0	0	0	0	0	45,738	36,105	27,484	28,526	30,053	30,379	4,016	2,000	2,000	2,000	2,000	2,000	1
7,782	100,000	1	2	2	32	0	0	0	0	0	0	43,788	44,843	45,814	46,727	46,798	46,799	1,759	1,730	1,643	1,696	1,685	1,653	0
7,783	50,000	1	2	2	27	0	0	0	-1	2	0	50,679	45,126	37,800	51,457	50,463	41,758	2,033	1,900	51,457	0	1,642	1,538	1
7,784	150,000	2	2	2	26	-2	-2	-2	-2	-2	-2	221	0	0	0	0	0	0	0	0	0	0	0	0
7,785	20,000	1	2	2	46	-1	-1	-1	0	0	-2	780	0	1,170	780	0	0	0	1,170	0	0	0	0	1
7,786	100,000	1	3	3	48	2	-1	0	0	0	0	10,514	8,408	5,250	9,360	4,098	800	13,008	1,119	7,110	110	102	0	1
7,787	90,000	2	2	2	25	2	2	2	0	0	0	41,757	42,797	41,814	42,813	43,571	46,350	2,001	0	2,000	1,600	3,500	0	1
7,788	50,000	1	3	2	49	0	0	0	0	0	0	34,461	35,582	40,610	11,292	3,266	10,012	2,000	6,000	2,000	2,200	10,000	2,100	0
7,789	200,000	1	1	1	49	2	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
7,790	250,000	2	2	2	26	0	0	0	0	0	-1	46,467	17,787	18,852	24,097	19,152	1,547	1,500	1,500	5,645	500	1,547	0	0
7,791	140,000	2	1	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,792	320,000	2	2	1	44	-1	-1	-1	-1	0	-1	396	396	396	792	396	396	396	396	792	0	396	396	0
7,793	20,000	2	2	1	22	2	2	2	2	2	2	20,439	20,564	20,479	19,415	20,540	20,903	1,602	900	0	1,800	850	0	1
7,794	80,000	2	2	2	26	0	0	0	0	0	0	46,738	48,237	49,642	52,052	40,505	41,471	3,001	3,000	3,000	3,000	1,637	2,928	0
7,795	300,000	2	2	2	36	1	-2	-1	-1	-1	-1	0	0	200	0	16,418	88,632	0	200	0	16,418	88,632	1,913	0
7,796	500,000	2	1	1	38	0	0	0	2	-1	-1	54,787	72,780	48,785	16,025	19,120	11,461	20,015	1,670	0	19,120	11,461	18,038	0
7,797	30,000	1	2	2	22	1	-1	0	0	0	0	4,873	14,891	14,860	14,260	8,864	2,578	16,547	3,000	1,000	1,000	1,990	3,597	0
7,798	130,000	2	4	2	47	2	-1	-1	0	-1	-1	1,478	1,501	2,598	1,299	1,299	1,299	1,501	2,598	0	1,299	1,299	1,299	0
7,799	40,000	1	2	1	25	0	0	0	0	0	2	37,540	38,611	39,508	38,674	38,410	37,661	1,976	1,873	1,300	2,824	0	2,000	0
7,800	20,000	2	2	2	22	0	0	0	0	-2	-1	19,194	19,840	7,627	0	0	19,191	1,129	1,002	0	0	19,191	0	0

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