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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
6,701	100,000	2	2	2	25	2	0	0	0	0	0	88,420	89,705	91,943	71,201	69,804	71,088	3,600	4,000	2,500	2,700	2,600	2,600	1
6,702	30,000	2	2	1	45	0	0	0	0	0	0	17,166	18,578	20,260	20,626	21,142	21,790	2,000	2,000	1,000	1,000	1,000	1,500	0
6,703	200,000	2	2	2	30	6	5	4	3	2	0	71,310	69,676	67,976	68,468	67,439	56,163	0	0	2,000	0	1,925	1,130	1
6,704	30,000	1	1	3	27	0	0	0	0	0	0	25,107	26,312	28,102	29,078	29,201	24,122	2,000	3,000	2,000	1,000	1,500	1,000	0
6,705	130,000	1	2	2	25	0	0	0	0	-1	0	126,454	128,179	75,525	76,862	6,131	27,117	4,252	3,000	1,537	10,000	21,300	651	0
6,706	120,000	1	2	2	29	0	0	0	0	0	0	60,098	50,910	44,943	37,176	38,245	28,682	2,000	1,500	1,500	1,500	1,500	1,500	0
6,707	160,000	2	2	2	35	1	-2	-2	-1	-1	-2	-200	-200	0	6,171	0	0	0	200	6,171	0	0	0	0
6,708	20,000	2	2	2	23	0	0	0	0	0	-1	17,772	19,058	19,681	19,507	14,656	756	1,877	1,500	500	0	756	23,750	0
6,709	30,000	2	2	2	24	2	2	2	0	0	0	26,133	28,926	28,167	28,568	29,019	30,430	3,526	0	1,168	1,060	1,900	0	0
6,710	70,000	2	2	2	23	0	0	0	0	0	0	65,026	29,549	29,705	29,012	28,355	16,579	4,000	1,595	775	1,000	600	2,000	0
6,711	80,000	1	3	2	25	0	0	0	-1	0	0	78,230	76,277	36,232	30,200	30,326	30,290	2,289	1,005	31,063	1,094	1,109	1,013	0
6,712	80,000	2	2	2	23	0	0	0	-1	-1	0	6,085	4,728	5,750	1,361	1,402	1,911	1,128	1,150	1,361	1,402	1,000	344	0
6,713	100,000	1	2	2	50	0	0	0	0	0	0	104,466	96,370	81,293	66,435	64,975	66,951	4,000	3,000	3,000	3,000	3,000	3,000	0
6,714	570,000	1	1	2	31	0	0	0	0	0	-1	26,775	28,753	48,474	42,377	41,302	1,666	15,004	25,000	1,302	1,000	1,666	3,778	0
6,715	170,000	1	1	1	45	2	-1	-1	-1	-1	-1	360	360	360	360	360	870	360	360	360	360	870	0	0
6,716	50,000	2	2	2	25	1	-1	-1	-1	-1	-1	0	870	590	3,700	1,999	7,300	870	590	3,700	1,999	7,300	17,120	0
6,717	310,000	2	1	2	39	0	0	0	0	0	0	300,500	265,766	245,458	249,435	240,521	246,525	11,027	10,500	14,000	10,000	10,000	10,000	0
6,718	140,000	1	1	2	27	0	0	0	2	0	0	19,484	20,114	16,606	9,609	5,429	9,763	2,000	10,063	0	2,000	5,000	5,000	1
6,719	200,000	2	2	2	29	0	0	2	0	0	0	69,412	69,878	64,222	50,518	44,892	76,088	4,012	2,008	3,008	9,056	36,100	22,500	0
6,720	300,000	2	2	2	26	0	-1	-1	-1	0	0	11,342	9,670	2,615	10,170	7,200	7,200	9,670	2,615	10,170	0	0	908	1
6,721	300,000	2	1	2	26	0	0	0	0	0	0	296,186	290,906	275,061	250,488	250,357	249,990	20,006	9,000	10,000	9,000	10,000	8,000	0
6,722	140,000	1	2	2	55	0	0	0	0	0	0	162,452	164,055	141,301	99,115	101,597	101,290	5,000	140,000	4,000	4,000	4,000	4,000	0
6,723	560,000	1	1	1	47	-1	-1	-1	-1	-1	-1	10,501	69,458	23,445	105,199	47,519	73,537	69,803	23,560	109,726	48,237	74,014	19,443	0
6,724	200,000	1	1	1	46	1	2	2	2	2	2	73,537	71,796	80,453	58,257	97,180	95,531	0	10,000	0	40,000	0	15,000	1
6,725	230,000	2	3	1	31	0	0	0	0	0	0	184,444	182,933	178,409	175,091	171,800	168,476	7,016	5,500	5,125	5,031	4,969	5,071	0
6,726	200,000	1	1	1	36	0	0	2	2	2	0	2,346	4,802	4,579	5,840	5,603	6,352	2,500	0	1,500	0	1,000	1,000	1
6,727	160,000	1	2	2	34	2	2	2	2	2	2	73,820	72,341	76,917	75,370	81,943	80,203	0	5,500	0	7,500	0	2,000	1
6,728	220,000	1	1	2	29	0	0	0	0	0	0	216,096	189,566	183,838	157,898	164,860	168,294	10,110	12,000	5,852	10,000	6,610	5,836	0
6,729	60,000	1	3	2	25	0	0	0	0	0	0	59,817	47,872	38,605	28,184	28,862	29,161	3,000	2,000	1,500	1,500	1,300	2,000	0
6,730	390,000	2	2	1	43	2	2	2	0	0	0	78,658	60,152	40,238	41,366	37,788	19,025	4,514	0	1,528	0	1,000	3,574	1
6,731	280,000	2	1	2	39	-2	-2	-2	-2	-2	-2	1,863	869	262	1,203	4	320	872	262	1,203	150	470	1,000	0
6,732	80,000	1	1	1	60	0	0	0	0	-2	-2	53,315	47,740	50,100	0	0	0	3,300	6,267	0	0	0	4,189	0
6,733	360,000	1	2	1	34	0	0	0	0	0	0	31,580	32,618	33,610	34,281	34,944	35,498	1,549	1,541	1,212	1,200	1,000	1,000	0
6,734	20,000	2	2	2	21	0	0	0	0	0	0	18,770	18,410	18,821	19,307	19,260	20,028	1,400	1,200	1,000	6,000	1,000	5,000	0
6,735	500,000	2	2	1	31	-1	-1	-1	0	0	0	2,181	5,625	60,201	45,299	40,940	16,923	5,700	60,207	1,000	838	4,476	24,236	0
6,736	90,000	2	1	2	23	-1	-1	-1	0	0	0	316	3,066	3,832	6,194	5,878	316	3,066	3,832	5,878	0	0	3,316	0
6,737	30,000	2	1	1	33	0	0	0	0	0	0	27,729	28,138	28,285	28,463	29,303	29,766	1,500	1,500	1,500	1,300	1,100	1,032	0
6,738	390,000	1	1	2	47	1	-1	-1	-2	-1	-1	0	3,760	0	0	123	0	3,760	0	0	123	0	0	0
6,739	360,000	1	1	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	-5	-5	0	0	0	0	0	0	1
6,740	10,000	2	2	2	32	0	0	0	0	0	0	9,463	9,338	10,073	10,059	9,760	10,048	1,165	1,200	400	520	600	500	0
6,741	150,000	2	1	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,742	40,000	2	2	2	27	0	0	0	0	0	0	29,009	34,183	35,606	37,018	37,184	38,066	9,000	2,000	2,000	1,349	1,500	1,500	0
6,743	210,000	2	5	2	29	0	0	0	0	0	0	67,931	65,289	64,778	65,861	63,794	65,069	12,411	13,000	12,340	14,000	12,364	13,000	0
6,744	50,000	2	2	1	41	0	0	0	0	0	0	46,965	42,713	33,812	20,483	19,409	19,318	1,650	1,317	698	693	1,000	545	0
6,745	10,000	1	2	2	23	0	0	2	0	0	2	7,886	9,085	7,784	8,547	8,907	6,844	1,500	1,000	1,000	600	200	500	1
6,746	310,000	2	2	2	26	0	0	0	0	0	0	40,604	42,926	44,209	45,472	46,739	47,895	3,000	2,000	2,000	2,000	2,000	1,000	0
6,747	50,000	1	1	2	34	0	0	0	0	0	-2	43,796	44,423	29,980	30,000	0	0	2,100	1,200	1,000	0	0	0	0
6,748	150,000	2	1	1	37	-1	-1	-1	0	0	-1	4,787	1,046	344	1,291	1,193	1,914	1,054	344	1,193	0	3,000	0	0
6,749	50,000	1	3	1	48	0	0	0	0	0	0	11,839	13,240	14,015	14,293	14,763	14,968	1,600	1,300	511	700	600	800	1
6,750	250,000	2	1	2	30	0	0	2	0	0	2	77,245	84,828	82,228	83,116	87,990	86,564	8,722	0	3,010	6,249	0	3,212	0
6,751	30,000	2	3	1	46	2	2	2	2	3	2	22,352	23,392	23,908	24,815	24,133	25,087	1,700	1,200	1,600	0	1,500	0	1
6,752	30,000	1	1	1	32	0	0	0	0	0	0	22,541	19,623	20,606	20,693	21,134	22,435	1,338	1,321	727	761	2,500	1,800	1
6,753	30,000	2	3	1	50	2	2	2	2	2	2	30,615	28,691	30,474	27,468	25,813	25,251	0	3,017	12	3,000	0	4,000	1
6,754	20,000	2	2	1	44	8	7	6	5	4	3	16,942	16,721	16,193	16,445	15,624	15,096	0	0	780	0	0	0	1
6,755	30,000	2	1	2	24	0	0	0	0	0	0	17,615	18,338	19,350	19,734	20,301	20,812	1,310	1,322	706	885	1,000	614	0
6,756	300,000	1	1	1	45	-1	-1	-1	-1	-1	-1	999	-7,334	8,333	6,666	8,333	8,333	0	24,000	6,666	10,000	8,333	15,449	1
6,757	90,000	1	2	1	28	0	0	-2	-2	-2	-2	5,580	0	0	0	0	0	0	0	0	0	0	776	0
6,758	30,000	1	2	2	24	0	0	0	-1	-1	2	25,063	22,275	0	517	25,420	24,863	1,545	0	1,517	25,420	0	980	0
6,759	200,000	2	2	1	51	0	0	0	0	0	2	128,208	131,152	133,976	136,646	145,147	142,651	5,000	5,000	4,888	10,700	0	10,100	1
6,760	180,000	2	2	2	29	0	0	0	2	2	0	100,534	102,971	108,232	108,628	94,416	178,120	5,364	8,633	3,600	0	3,700	9,603	0
6,761	70,000	2	2	2	26	0	0	0	0	0	-1	50,680	51,256	47,394	7,879	-1,940	27,545	2,000	1,500	0	0	30,000	656	0
6,762	230,000	2	2	2	29	-2	-2	-2	-2	-1	2	0	0	0	0	1,004	854	0	0	0	1,004	0	5,183	0
6,763	240,000	2	1	1	45	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,764	190,000	2	3	1	41	-1	-1	-1	-1	-1	-1	2,665	-35	3,527	3,869	4,468	-12	0	3,562	3,869	4,468	12	4,550	0
6,765	80,000	2	1	1	29	-2	-2	-2	-2	-2	-2	4,225	20,000	11,556	0	0	0	20,000	11,556	0	0	0	0	0
6,766	300,000	2	2	1	34	0	0	0	0	0	0	86,116	83,724	80,721	79,939	58,586	14,570	3,894	2,783	3,575	1,605	1,520	0	0
6,767	220,000	2	1	1	36	0	0	0	0	0	0	210,475	216,513	196,219	200,117	204,312	208,373	9,639	7,123	7,162	7,419	7,462	8,621	0
6,768	340,000	1	2	1	31	0	0	0	0	0	0	63,098	64,417	65,752	69,639	80,057	83,713	2,338	2,406	5,000	11,610	5,000	2,971	1
6,769	480,000	2	1	2	57	-1	-1	-2	-1	-1	-1	7,066	2,328	4,279	24,973	76,738	25,108	6,378	5,096	25,173	25,896	25,108	25,000	0
6,770	60,000	2	1	1	25	0	0	0	0	0	0	45,575	43,303	27,113	19,582	19,109	17,236	1,432	11,279	1,960	1,000	633	527	0
6,771	200,000	1	2	1	28	-1	0	0	0	0	0	11,445	12,379	12,187	7,402	10,827	11,351	5,013	3,038	3,007	5,005	2,056	2,826	0
6,772	20,000	1	2	1	53	0	0	2	2	-2	-1	19,646	20,077	19,462	0	0	150	3,000	30	0	0	150	850	0
6,773	110,000	2	3	2	46	0	0	0	0	0	0	45,846	47,104	48,325	0	49,461	48,438	2,000	2,000	2,000	0	2,000	2,000	0
6,774	470,000	2	2	2	32	0	0	0	0	0	0	491,428	488,642	485,382	360,959	338,592	123,737	300,000	15,937	11,891	120,000	6,380	250,000	1
6,775	200,000	1	2	1	42	-1	-1	-1	-1	-2	-2	748	49,007	11,095	0	0	0	49,007	11,095	0	0	0	53,025	0
6,776	130,000	1	1	2	30	0	0	0	0	0	0	16,757	21,481	22,389	22,535	24,236	20,246	5,000	1,598	744	2,000	744	3,000	0
6,777	80,000	1	1	1	46	0	0	0	0	0	0	78,861	77,719	45,961	29,537	29,758	30,153	2,435	1,463	1,039	1,068	1,267	1,000	0
6,778	120,000	2	2	1	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,779	180,000	1	1	2	27	0	0	0	0	0	0	29,735	24,414	18,300	16,908	37,319	34,978	19,000	5,000	10,009	22,000	20,000	15,000	0
6,780	400,000	1	2	1	42	0	0	0	0	0	0	286,710	280,752	284,624	237,176	211,342	208,432	11,011	9,816	8,000	7,824	8,700	6,500	0
6,781	150,000	1	3	1	43	0	0	0	0	0	0	150,797	52,509	50,683	46,602	40,599	37,192	3,008	2,014	1,599	2,014	2,018	1,041	0
6,782	640,000	2	3	2	34	0	0	0	0	0	-1	105,423	133,637	118,372	33,929	79,807	19,552	51,644	30,291	41	70,128	19,576	194,014	0
6,783	500,000	1	1	1	32	1	1	1	1	0	0	48,169	53,197	63,010	64,178	64,992	50,722	20,000	20,012	10,036	15,000	10,000	50,000	0
6,784	70,000	2	1	2	26	1	2	2	2	2	2	28,106	30,447	29,659	31,767	31,124	35,511	3,100	0	2,600	0	5,100	1,400	1
6,785	100,000	2	1	2	24	-1	3	2	-1	-1	-1	1,331	1,326	652	326	326	476	0	0	326	326	476	326	0
6,786	80,000	2	3	1	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,787	120,000	2	2	1	30	0	0	0	0	0	0	84,094	85,804	86,212	87,003	88,833	92,348	3,081	4,001	3,114	3,232	5,000	4,000	0
6,788	210,000	2	1	2	31	0	0	0	0	0	0	40,167	41,518	43,023	44,005	45,294	46,387	2,000	2,500	2,000	2,000	2,000	2,000	0
6,789	50,000	2	1	2	25	-1	-1	2	-1	-1	-2	13,572	17,983	15,590	10,610	0	0	5,000	200	10,610	0	0	0	0
6,790	50,000	2	2	1	45	0	0	0	0	0	0	46,188	14,082	15,021	7,696	7,872	8,028	1,261	1,200	300	300	287	297	0
6,791	260,000	1	2	1	35	-2	-1	-1	-1	-2	-2	-48	4,001	5,975	0	0	0	4,261	6,000	0	0	0	0	0
6,792	20,000	1	2	2	22	1	-2	-2	-1	0	0	-50	-440	-830	780	780	0	0	0	2,000	0	0	0	0
6,793	30,000	1	2	1	40	2	2	0	0	0	0	38,001	34,416	32,515	28,499	29,133	29,988	0	1,634	796	865	1,143	0	0
6,794	310,000	2	2	1	29	0	0	0	0	0	0	182,202	162,547	140,911	111,881	78,759	78,877	5,118	3,758	3,901	2,206	3,089	3,023	0
6,795	100,000	1	1	2	34	-1	-1	-1	-1	0	0	43,128	6,164	3,775	22,690	21,288	9,289	6,200	3,775	22,690	0	0	62,588	0
6,796	300,000	2	1	1	38	-2	-2	-2	-2	-2	-2	390	0	0	0	0	0	0	0	0	0	0	1,100	0
6,797	30,000	1	3	1	47	0	0	2	0	0	-2	27,609	30,791	29,913	30,461	0	0	3,630	0	1,300	0	0	0	0
6,798	320,000	1	2	2	34	0	0	0	0	0	0	173,742	167,837	100,407	88,717	179	-336	8,100	6,000	7,000	2	0	2,003	0
6,799	120,000	2	1	2	32	0	0	0	0	0	0	81,878	83,429	77,262	78,783	75,252	77,090	3,014	5,000	5,000	2,726	4,000	3,000	0
6,800	80,000	1	2	2	24	0	0	0	0	0	2	26,170	25,215	26,189	26,801	28,593	26,020	1,414	1,388	1,000	2,180	0	929	1

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