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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
3,501	30,000	2	3	1	56	2	2	2	2	2	2	17,643	18,564	17,969	20,645	21,666	21,170	1,500	0	3,000	1,500	0	1,900	1
3,502	440,000	2	3	1	40	0	0	0	0	0	0	54,408	57,901	61,914	65,863	69,792	73,346	5,000	5,000	5,000	5,000	5,000	5,000	0
3,503	360,000	2	2	2	30	0	0	0	0	0	0	132,250	132,655	135,959	139,796	143,642	147,418	5,000	5,000	5,000	5,000	5,000	5,000	0
3,504	50,000	2	1	2	26	-1	0	0	0	-2	-2	5,310	34,105	34,536	0	0	0	29,000	1,000	0	0	0	0	1
3,505	270,000	1	1	1	50	-1	-1	-1	-1	-1	-1	316	316	316	5,772	316	316	316	316	5,772	316	316	5,174	0
3,506	150,000	2	1	2	27	-1	0	0	-2	-2	-2	30,585	30,138	0	0	0	0	6,000	0	0	0	0	0	0
3,507	200,000	1	3	2	26	-1	-1	-1	-1	-1	-1	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,355	8,285	0
3,508	50,000	2	2	1	36	0	0	0	0	0	0	44,510	42,564	38,181	30,805	28,252	28,783	3,000	3,000	3,000	2,000	2,000	5,000	0
3,509	210,000	2	1	2	33	-1	2	2	-1	-1	-1	970	2,273	1,303	5,385	1,814	0	1,303	3	5,387	1,814	0	0	0
3,510	50,000	2	2	2	27	2	2	2	2	0	0	47,760	45,064	45,744	43,123	42,343	43,020	0	3,400	0	1,528	3,038	0	1
3,511	50,000	1	2	2	24	0	0	0	0	0	0	19,839	20,231	20,142	19,920	19,722	20,437	1,328	1,315	703	723	1,050	668	0
3,512	440,000	1	1	2	29	-2	-2	-1	0	0	0	26,430	23,509	278,956	274,859	99,618	103,884	1,249	279,048	10,758	5,000	5,080	2,515	0
3,513	60,000	2	1	2	28	2	2	2	2	2	2	43,662	42,682	45,603	44,569	47,452	46,536	0	3,628	0	3,600	0	4,000	1
3,514	70,000	2	2	1	41	0	0	0	0	0	-1	6,017	8,798	3,810	2,790	0	4,513	3,000	1,500	0	0	4,513	0	0
3,515	290,000	2	2	2	25	0	0	0	0	0	0	71,559	66,658	68,627	61,578	59,274	61,314	2,500	3,000	3,000	3,000	3,000	3,000	0
3,516	140,000	1	2	2	29	-1	-1	-1	-1	-2	-2	487	487	2,010	0	0	0	487	2,010	0	0	0	299	0
3,517	310,000	2	2	2	33	0	0	0	0	0	0	110,786	115,540	117,674	108,103	114,721	105,624	6,555	6,000	3,272	15,874	4,182	15,694	0
3,518	450,000	2	1	2	36	1	-2	-1	-1	-2	-2	-44	10,223	200	0	0	0	10,267	200	0	0	0	0	0
3,519	360,000	1	1	1	34	-1	-1	-1	-1	-1	-1	997	1,267	3,935	2,437	2,797	256	1,270	3,946	2,444	2,805	258	1	0
3,520	550,000	2	2	1	34	0	0	0	0	0	0	383,973	380,082	389,694	342,198	344,808	347,188	15,000	20,000	20,000	12,000	12,000	13,000	0
3,521	180,000	1	1	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	4,003	0
3,522	140,000	1	2	1	37	0	-1	0	0	0	0	34,661	5,309	51,293	56,740	59,455	57,532	5,334	50,006	9,460	9,461	2,507	10,007	0
3,523	50,000	1	1	2	33	0	0	0	0	0	0	17,094	17,779	19,275	18,829	15,913	7,561	2,000	3,000	1,000	1,000	1,000	2,115	0
3,524	200,000	2	2	1	30	-2	-2	-2	-2	-2	-2	0	0	441	653	500	600	0	441	653	500	600	751	0
3,525	60,000	1	2	1	39	0	0	0	0	0	0	54,282	49,541	46,074	39,917	39,382	39,799	2,128	1,608	1,391	1,410	1,580	1,548	0
3,526	140,000	1	1	2	28	0	-1	-1	0	-1	-1	3,234	4,324	5,477	4,490	1,500	-51,183	4,340	5,491	2,013	1,510	18	89,898	0
3,527	70,000	1	2	1	42	0	0	0	0	0	0	70,293	69,199	66,398	66,282	67,580	67,273	3,300	2,600	2,600	3,000	2,600	2,600	0
3,528	20,000	2	2	1	50	1	2	2	2	3	2	7,973	9,686	9,382	10,821	10,361	10,046	2,000	0	1,600	0	0	1,500	0
3,529	100,000	2	2	1	24	0	0	0	0	0	0	68,963	64,880	60,536	55,708	51,724	48,671	3,000	2,700	2,000	1,900	1,700	1,794	0
3,530	360,000	1	1	2	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,531	100,000	2	3	1	24	-1	-1	-1	-1	-1	-2	440	470	470	470	0	0	500	470	470	0	0	0	0
3,532	160,000	2	3	2	41	-1	2	2	0	0	0	26,736	29,052	28,328	29,099	29,724	30,624	3,000	0	1,200	1,200	1,500	2,000	0
3,533	160,000	2	2	2	27	0	0	0	0	0	0	163,418	164,211	165,587	161,950	161,680	164,031	6,200	7,600	6,100	5,900	6,300	7,500	0
3,534	130,000	1	2	2	26	-1	0	0	-1	-1	-1	296	1,299	-1	500	0	936	1,003	0	501	0	936	1,002	1
3,535	100,000	2	3	1	40	0	0	0	0	0	0	48,923	48,404	46,266	45,405	44,723	42,934	2,084	1,973	1,708	1,728	1,621	1,359	0
3,536	90,000	1	1	1	35	0	0	2	2	2	2	15,952	18,780	19,177	18,574	19,721	19,254	3,100	1,000	0	1,600	0	800	1
3,537	80,000	1	2	2	23	2	0	0	0	0	0	8,613	12,438	15,212	15,657	17,404	19,103	4,000	3,000	1,000	2,000	2,000	2,836	0
3,538	220,000	2	2	1	28	5	6	5	4	3	2	216,435	219,973	215,959	210,438	207,114	210,491	8,355	1,000	0	0	6,800	97	1
3,539	260,000	2	1	1	39	-2	-2	-2	-2	-2	-2	5,912	3,768	1,444	2,402	2,040	3,172	3,786	1,451	2,424	2,050	3,187	1,972	1
3,540	30,000	1	3	1	45	2	2	2	3	5	4	25,161	24,476	28,721	31,262	30,217	29,158	0	5,000	3,300	0	0	0	1
3,541	100,000	2	2	1	40	1	2	2	-1	0	-1	4,535	3,546	-2,106	8,538	390	150	0	0	10,644	0	150	780	1
3,542	80,000	1	2	2	39	0	0	0	0	0	0	55,084	51,265	47,950	48,869	49,445	49,979	3,012	2,100	2,001	2,001	2,000	1,782	0
3,543	20,000	2	2	2	31	0	0	-1	-1	-1	-2	5,526	5,561	2,935	5,909	0	0	1,032	2,938	6,039	0	0	0	0
3,544	140,000	1	1	1	41	0	0	0	0	0	0	19,853	22,525	25,141	29,701	34,197	38,615	3,000	3,000	5,000	5,000	5,000	3,000	0
3,545	30,000	2	1	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,546	90,000	1	2	1	39	0	0	0	0	0	0	20,612	21,956	23,280	23,812	24,377	24,821	1,676	2,000	1,220	1,100	1,000	1,100	0
3,547	150,000	2	2	2	23	0	0	0	0	0	0	59,555	59,684	59,501	59,075	59,171	53,557	2,812	2,599	2,143	2,208	2,112	5,000	0
3,548	250,000	1	3	1	28	0	0	0	0	0	0	191,305	90,497	92,278	93,354	95,309	97,411	3,899	3,913	3,186	3,301	3,525	3,095	0
3,549	20,000	2	2	1	37	1	2	2	0	0	0	19,911	20,797	20,085	20,126	20,469	20,655	1,500	0	500	650	600	0	1
3,550	50,000	1	2	1	28	0	0	-1	-1	-1	-1	20,914	29,303	2,515	7,885	14,493	2,113	10,087	2,522	7,951	14,493	2,120	3,027	0
3,551	100,000	1	2	1	31	3	2	-1	0	0	-1	2,000	1,000	3,000	2,000	1,000	1,150	0	3,000	0	0	1,150	0	1
3,552	500,000	1	1	1	46	-1	-1	-1	-1	-1	-1	3,580	18,785	10,742	37,171	6,192	31,453	18,785	10,742	37,171	6,192	31,453	12,333	0
3,553	50,000	2	2	1	36	2	0	0	0	0	-1	47,357	49,260	50,556	12,557	9,959	11,361	3,000	3,266	600	1,672	20,000	1,000	0
3,554	40,000	2	1	2	27	0	0	-1	-1	0	0	32,228	38,904	4,235	87,230	72,647	65,070	8,040	4,235	87,230	3,000	10,000	4,317	0
3,555	80,000	2	2	1	35	0	0	2	0	0	2	75,530	79,324	76,090	75,892	77,310	80,752	7,000	0	3,000	4,000	5,000	0	0
3,556	100,000	1	1	1	35	0	0	0	0	0	0	45,124	46,168	47,160	98,775	49,513	53,433	1,730	1,722	3,214	2,119	5,064	0	0
3,557	180,000	1	1	2	29	-2	-2	-1	0	0	0	1,073	3,191	10,693	11,285	13,863	5,646	3,206	10,696	1,291	3,877	11,077	700	0
3,558	90,000	2	3	1	53	0	0	0	0	0	0	87,235	88,338	78,994	50,095	48,987	49,519	4,000	2,602	2,000	3,000	2,000	5,000	0
3,559	10,000	2	2	2	23	-2	-2	-2	-2	-2	-2	1,082	2,731	757	876	3,551	0	2,731	757	876	3,551	0	13,460	0
3,560	200,000	2	1	2	33	-1	-1	-1	-1	0	0	165	145	-20	446	165	0	145	0	631	0	0	165	0
3,561	80,000	1	3	1	57	2	2	2	2	2	2	7,431	9,895	9,937	9,629	10,571	10,749	2,600	350	0	1,100	500	1,300	1
3,562	90,000	1	2	2	33	2	2	2	2	2	2	62,011	63,426	64,288	65,236	66,639	67,893	3,000	2,500	2,600	2,600	2,500	2,800	1
3,563	80,000	2	2	1	42	0	0	-2	-2	-2	-2	30,900	0	0	0	0	0	0	0	0	0	0	0	1
3,564	90,000	2	2	2	24	2	2	2	0	0	0	124,457	118,666	105,806	98,257	91,442	66,762	6,600	0	2,915	3,154	2,977	90,000	1
3,565	80,000	2	2	1	46	-1	-1	-1	0	-1	-1	2,350	2,350	4,700	2,350	2,350	2,350	2,350	4,700	0	2,350	2,350	350	0
3,566	140,000	1	1	2	27	-1	-1	-1	0	-1	-1	832	0	825	409	521	416	0	825	0	528	416	1,059	1
3,567	480,000	1	2	1	39	0	0	0	0	0	0	398,380	394,515	393,648	330,221	296,004	279,768	20,091	25,370	15,203	12,013	12,013	10,135	0
3,568	230,000	1	1	1	39	1	2	2	2	2	0	276,758	282,285	269,849	255,954	235,290	203,223	12,000	10,000	8,300	0	8,006	6,270	0
3,569	70,000	1	1	2	27	-1	3	2	0	0	-1	4,168	3,942	1,929	2,870	1,435	3,047	0	0	1,980	0	3,047	0	1
3,570	200,000	2	1	2	39	0	0	0	0	0	0	126,082	127,734	125,205	113,304	114,667	110,138	6,216	4,371	4,037	6,613	4,055	3,575	0
3,571	180,000	2	1	2	35	0	0	0	0	0	0	66,376	67,033	68,862	71,970	69,843	67,219	5,000	4,000	5,000	3,000	2,700	3,000	0
3,572	190,000	1	3	1	37	0	0	0	0	0	0	181,295	178,857	181,463	178,984	175,131	170,136	8,019	8,008	6,700	6,800	6,324	6,120	0
3,573	20,000	2	2	1	24	1	2	0	0	2	2	18,817	18,227	19,632	20,298	20,337	19,863	0	1,720	1,754	893	0	400	0
3,574	10,000	1	1	2	24	0	0	2	0	0	0	7,680	10,160	9,844	9,554	9,515	9,700	2,616	0	400	499	500	900	1
3,575	80,000	2	1	1	45	0	0	0	0	0	0	81,133	81,466	80,822	79,207	79,652	81,165	3,502	3,000	4,000	3,100	3,000	3,000	0
3,576	60,000	1	3	2	28	2	2	2	2	2	2	53,567	59,629	60,943	60,716	58,458	49,529	6,950	3,250	1,767	0	3,654	0	0
3,577	500,000	2	1	2	37	-1	-1	-1	-1	0	0	4,168	19,169	22,893	52,002	16,521	-38	19,169	22,893	53,198	0	0	12,000	0
3,578	50,000	1	3	2	42	-1	-1	2	2	2	-1	550	1,974	1,250	1,400	700	550	1,974	0	700	0	550	1,100	1
3,579	360,000	2	1	2	28	1	-1	-1	-1	-1	-2	0	420	0	742	0	0	420	0	742	0	0	198	0
3,580	10,000	2	3	1	56	0	0	2	2	2	0	7,324	9,808	9,501	10,029	9,730	9,974	2,609	0	830	0	400	500	0
3,581	300,000	1	1	1	54	-1	-1	-1	-1	-1	-1	206	555	0	718	468	366	555	0	718	468	366	0	1
3,582	70,000	1	2	1	48	0	0	0	-1	-1	-1	8,439	7,606	8,638	1,230	390	890	1,188	2,000	1,230	390	890	215	0
3,583	250,000	2	2	1	32	0	0	-2	-2	-2	-2	39,936	16,666	16,998	17,504	0	0	8,666	16,998	17,504	0	0	0	0
3,584	10,000	1	3	1	51	2	2	2	2	0	0	3,577	6,012	6,066	5,820	6,026	7,680	2,500	300	0	300	1,774	284	1
3,585	140,000	2	3	1	28	0	0	0	0	0	0	25,184	27,742	30,129	21,477	26,097	24,767	5,000	3,011	5,000	5,000	3,000	5,000	0
3,586	100,000	2	2	1	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,587	110,000	2	1	1	31	1	-2	-1	-1	0	0	0	0	638	225	225	0	0	638	225	0	0	0	0
3,588	210,000	1	2	1	38	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	291	291	291	291	1,451	0
3,589	210,000	2	1	1	40	-2	-2	-2	-2	-2	-2	14,472	680	0	0	0	0	680	0	0	0	0	0	0
3,590	70,000	2	2	2	26	3	2	2	2	2	2	49,201	48,134	52,431	52,479	53,345	52,333	0	5,100	2,000	2,000	0	4,046	1
3,591	20,000	1	2	1	47	0	0	0	0	0	0	15,166	15,014	16,024	16,345	17,579	18,750	1,257	1,267	588	1,500	1,500	0	0
3,592	220,000	1	1	2	31	-2	-2	-2	-2	-2	-2	4,935	3,796	5,227	2,291	4,739	1,640	3,796	5,227	2,293	4,739	1,640	3,012	0
3,593	20,000	2	3	3	51	2	0	0	0	0	2	18,355	17,165	17,676	18,300	20,278	20,192	1,600	1,500	900	3,600	393	0	1
3,594	80,000	1	1	1	28	2	2	2	0	0	0	56,272	58,756	59,587	60,997	62,856	66,897	4,000	2,400	3,000	3,000	5,100	0	0
3,595	500,000	2	2	1	42	0	0	0	0	0	0	506,787	487,049	478,965	401,635	423,136	422,271	21,000	17,414	12,000	30,000	18,000	11,000	1
3,596	210,000	1	3	2	66	0	0	0	0	0	0	209,396	136,809	139,411	138,991	140,886	143,721	6,510	6,450	5,103	5,500	5,307	5,011	0
3,597	80,000	1	2	2	27	2	0	0	0	0	0	76,896	78,663	78,692	56,032	57,248	58,515	3,613	3,100	2,000	2,100	2,200	2,041	1
3,598	50,000	2	2	1	37	2	2	2	0	0	0	40,994	43,594	38,222	13,026	13,268	13,497	5,500	0	580	600	600	600	0
3,599	240,000	1	1	1	35	1	-1	-1	0	0	0	0	11,901	5,736	1,000	650	7,574	11,901	5,758	0	150	7,424	0	0
3,600	150,000	2	2	2	23	-2	-2	-2	-2	-1	2	198	4,824	1,276	4,830	10,251	5,706	4,848	1,282	4,854	10,251	0	7,328	0

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