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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
2,801	20,000	1	3	3	46	0	0	0	0	0	-2	15,523	17,264	18,325	15,680	0	0	2,000	1,500	500	0	0	0	0
2,802	140,000	1	2	2	28	1	3	4	3	2	0	82,265	86,127	84,107	82,362	74,000	60,977	5,747	0	0	0	2,600	2,800	1
2,803	50,000	1	2	1	46	0	0	0	0	-2	-2	48,677	39,756	30,000	0	0	0	2,000	3,000	0	0	0	0	1
2,804	50,000	1	1	2	28	0	0	0	0	0	0	28,639	29,482	30,455	28,955	25,959	26,144	2,100	2,000	1,000	600	3,000	0	0
2,805	120,000	2	2	1	30	-1	-1	-1	-1	0	-1	686	686	686	1,372	686	836	686	686	1,372	0	836	686	0
2,806	120,000	2	1	1	39	1	-2	-2	-2	-1	-1	0	0	0	0	915	0	0	0	0	915	0	0	0
2,807	30,000	1	2	2	38	0	0	0	0	0	0	28,637	28,711	29,138	28,852	28,487	27,788	2,002	2,002	1,503	2,006	2,005	3,000	0
2,808	180,000	2	1	2	26	1	-2	-2	-2	-1	-1	0	0	0	0	298	7,550	0	0	0	298	7,550	0	0
2,809	500,000	1	1	1	46	0	0	0	0	0	-1	53,049	66,623	70,194	68,618	67,300	1,825	16,018	10,000	4	333	1,831	597	0
2,810	420,000	1	1	1	44	0	0	0	0	0	0	337,792	293,987	294,203	300,314	258,484	274,817	12,011	6,472	6,711	5,170	189,740	6,656	0
2,811	20,000	2	2	1	45	0	0	0	0	2	0	14,296	15,321	16,333	17,434	17,013	17,500	1,262	1,274	1,375	0	771	805	0
2,812	50,000	2	2	2	24	0	0	0	0	0	0	39,083	40,150	41,181	41,996	43,021	45,700	1,700	1,700	1,501	1,700	3,400	0	1
2,813	260,000	2	2	2	30	0	0	0	0	0	0	19,674	17,810	19,753	21,550	21,032	19,979	2,000	3,000	3,000	3,000	3,000	3,000	0
2,814	50,000	1	2	2	27	0	0	0	0	-1	-1	47,481	36,112	31,992	33,361	100	0	1,910	1,790	79	100	1,200	0	0
2,815	50,000	2	1	2	26	-1	-1	-1	-1	-1	-1	750	0	3,116	302	0	5,778	0	3,116	302	0	5,778	200	0
2,816	50,000	2	2	2	49	0	0	0	0	0	0	43,342	44,441	45,390	46,310	47,262	48,219	2,100	2,000	1,113	1,143	1,159	1,381	0
2,817	100,000	1	2	1	49	0	0	0	0	0	0	69,896	71,360	72,820	74,264	75,821	77,410	2,588	2,644	2,656	2,752	2,850	2,965	0
2,818	50,000	2	1	2	24	4	3	2	2	2	2	38,965	38,063	38,838	39,598	40,313	41,293	0	1,700	1,700	1,500	1,800	1,700	1
2,819	180,000	2	1	2	27	0	0	0	0	0	0	174,546	175,121	150,710	135,981	136,064	137,343	8,269	6,606	5,000	4,900	4,900	4,900	0
2,820	240,000	2	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	100,000	0	0	0	0	0
2,821	30,000	1	2	1	38	2	0	0	0	0	-2	28,484	29,242	30,037	29,682	0	0	1,905	1,700	1,108	0	0	0	0
2,822	30,000	2	3	1	60	-1	3	2	0	0	3	5,867	5,621	4,090	2,829	2,108	1,801	0	0	0	1,801	0	0	1
2,823	270,000	2	1	1	45	0	0	0	0	0	0	96,175	88,092	78,574	70,330	61,355	52,969	3,626	2,700	3,180	2,300	2,800	2,009	0
2,824	30,000	2	3	1	57	-1	-1	-1	-1	-1	-1	347	1,353	78	135	68	193	1,353	78	135	68	423	140	1
2,825	200,000	2	2	1	31	-1	-1	-1	-1	-1	-1	1,319	4,997	3,635	130	1,209	938	4,997	3,650	130	1,209	938	105	1
2,826	40,000	2	2	1	29	-1	0	0	-2	-2	-1	8,801	9,544	0	0	0	7,922	1,000	0	0	0	7,922	158	1
2,827	360,000	2	1	1	31	-2	-2	-2	-2	-2	-2	0	18,540	9,007	9,500	8,675	6,573	18,540	10,000	10,000	9,000	6,600	32,810	0
2,828	150,000	2	3	1	57	-1	-1	-1	-1	-1	-1	5,483	9,136	17,348	6,456	12,256	8,156	9,136	17,348	6,456	12,256	8,156	5,256	0
2,829	80,000	2	2	2	24	0	0	0	0	0	2	9,933	11,111	9,998	8,950	9,415	5,700	1,370	1,233	261	549	400	0	1
2,830	300,000	2	1	1	32	1	-1	-1	-1	-1	-1	-227	44,791	-649	129,798	558	522	45,018	0	130,447	560	524	6,776	0
2,831	220,000	1	2	1	32	0	0	0	0	0	0	202,010	103,124	105,226	107,476	109,746	111,920	3,746	3,820	4,000	4,000	4,000	4,500	0
2,832	110,000	2	2	1	42	-1	-1	-1	-1	-1	-1	776	776	776	776	926	776	776	776	776	926	776	776	0
2,833	50,000	1	1	2	30	0	0	0	0	0	0	11,787	9,720	8,613	5,173	5,593	0	1,300	1,034	0	1,200	0	0	0
2,834	50,000	2	3	2	60	0	0	0	0	0	0	31,164	32,384	27,553	28,101	28,690	28,467	1,756	1,445	993	1,029	1,054	977	0
2,835	230,000	2	1	1	37	-1	-1	0	0	0	0	400	20,123	20,590	20,029	17,198	5,177	20,123	1,256	1,000	1,000	500	801	0
2,836	50,000	1	1	1	27	2	2	2	2	0	0	43,333	46,308	47,250	46,192	46,997	48,221	4,000	2,000	0	1,700	2,000	3,600	1
2,837	240,000	2	2	3	39	0	0	0	0	0	0	171,907	171,394	68,907	70,164	70,672	69,581	7,200	3,000	3,000	2,509	3,000	2,500	0
2,838	130,000	2	1	2	26	0	-1	-1	-1	-2	-2	20,054	1,298	6,712	-884	-6,332	-9,333	1,298	6,730	900	5,448	0	25,000	0
2,839	160,000	2	1	2	34	0	0	0	0	0	0	43,729	43,535	40,799	41,255	31,766	32,570	2,045	1,809	1,265	1,154	1,333	1,313	0
2,840	210,000	2	1	2	31	0	0	0	0	0	0	121,697	120,133	118,496	116,033	114,617	108,328	5,000	5,000	4,036	5,000	4,000	4,000	0
2,841	210,000	2	2	2	32	-1	0	0	0	-1	-1	1,952	2,787	6,316	6,504	326	89,599	1,526	4,000	514	326	89,599	3,292	0
2,842	330,000	1	1	2	47	0	0	0	0	0	0	240,063	242,040	160,008	160,084	159,453	159,354	9,500	5,591	5,500	6,000	6,000	6,000	0
2,843	110,000	2	2	1	51	0	0	0	2	2	2	10,141	11,472	12,973	12,468	13,763	13,989	1,500	2,000	0	1,500	600	0	0
2,844	120,000	2	2	2	28	1	2	2	2	2	2	108,993	111,266	112,056	112,819	111,298	113,290	5,500	4,100	4,087	400	4,000	8,932	0
2,845	100,000	2	1	2	29	-1	-1	-1	-1	-1	-1	5,466	5,652	9,690	5,286	8,191	11,272	5,652	9,690	6,916	8,191	6,412	0	0
2,846	210,000	2	2	2	34	0	0	0	0	0	0	63,672	57,299	59,336	61,349	63,366	65,155	2,200	3,000	3,000	3,000	3,000	3,500	0
2,847	350,000	2	1	2	31	0	0	0	0	0	2	181,550	177,978	164,481	198,545	232,543	165,288	10,000	20,000	100,048	60,000	0	5,000	0
2,848	180,000	2	2	2	25	0	0	0	0	0	0	141,836	140,792	144,021	146,539	149,286	151,900	5,124	6,000	5,300	5,500	5,500	6,000	0
2,849	150,000	2	1	2	28	0	0	0	0	0	0	66,296	61,916	39,614	39,863	26,379	22,081	3,000	3,005	5,000	3,000	5,000	1,000	0
2,850	50,000	1	1	3	37	1	2	0	0	0	0	49,457	47,080	45,833	45,310	6,313	5,009	0	1,200	1,000	126	1,000	0	0
2,851	230,000	2	3	1	47	-1	-1	-1	-1	-1	-1	5,482	15,900	1,678	0	764	0	15,900	1,678	0	764	0	1,321	0
2,852	30,000	2	2	1	39	2	2	0	0	0	2	9,884	9,586	10,318	10,522	11,354	11,022	0	1,200	375	1,000	0	1,000	1
2,853	90,000	2	2	1	24	2	2	2	2	2	2	86,643	87,249	86,858	86,373	85,875	82,150	3,881	3,000	2,800	1,500	2,299	2,500	1
2,854	390,000	2	2	1	24	0	0	0	0	0	0	16,406	16,966	15,428	13,465	40,736	39,532	1,500	1,500	1,000	30,000	2,000	3,000	0
2,855	50,000	2	2	2	25	2	2	2	2	2	2	15,679	16,228	17,796	17,213	18,432	18,981	1,100	2,150	0	1,500	1,000	0	1
2,856	320,000	1	2	1	39	0	0	0	-1	-1	-1	51,058	34,619	18,079	18,077	1,792	18,344	1,240	1,403	18,084	1,801	18,352	2,072	0
2,857	20,000	1	2	2	34	0	0	0	0	0	0	15,907	17,142	17,844	18,009	17,356	17,200	1,498	1,200	365	347	344	0	0
2,858	200,000	2	2	1	41	0	0	0	0	0	0	42,292	43,764	44,030	48,466	49,183	46,919	3,000	2,000	5,000	2,000	3,000	3,000	0
2,859	500,000	1	1	1	40	-2	-2	-2	-2	-2	-2	5,255	721	17,252	7,388	6,069	0	721	17,252	7,421	6,069	0	0	1
2,860	190,000	2	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	828	0
2,861	70,000	2	1	2	25	2	0	0	0	0	0	5,730	7,625	9,484	11,317	13,125	14,742	2,000	2,000	2,000	2,000	2,000	2,000	1
2,862	220,000	2	1	2	35	-1	-1	-1	-1	-1	-1	8,304	11,526	1,270	0	1,121	500	11,526	1,282	0	1,121	500	0	1
2,863	50,000	1	2	2	28	0	0	0	0	2	0	28,864	30,090	31,282	33,350	32,682	33,385	2,000	2,000	2,900	0	1,400	1,600	0
2,864	50,000	1	2	1	37	0	0	0	0	0	0	15,175	16,505	17,516	17,926	18,487	19,029	1,579	1,590	1,000	1,000	1,000	1,200	0
2,865	50,000	2	2	1	46	2	2	2	2	2	2	28,390	29,639	30,854	30,062	32,705	33,519	2,000	2,000	0	3,300	1,500	0	0
2,866	70,000	1	1	1	42	0	0	0	0	0	0	70,730	58,103	68,197	50,756	50,843	46,727	3,500	15,000	3,000	2,000	1,840	1,798	0
2,867	80,000	2	1	2	26	0	0	0	0	0	0	66,982	66,130	67,489	68,535	66,835	64,962	2,986	3,056	2,787	2,745	2,564	2,926	0
2,868	50,000	1	3	2	41	0	0	0	0	0	0	45,487	45,548	46,076	19,092	18,227	18,285	1,858	1,685	659	658	656	651	0
2,869	150,000	2	1	2	27	-1	-1	-2	-2	-2	-2	1,345	0	0	0	0	0	0	0	0	0	0	24,948	0
2,870	300,000	2	1	1	36	-2	-1	-1	-2	-2	-2	540	1,283	843	0	444	0	1,283	843	0	444	0	0	0
2,871	50,000	2	1	2	25	0	0	0	0	0	0	10,973	12,092	13,386	13,663	14,440	15,150	1,300	1,500	500	1,000	1,000	1,000	0
2,872	170,000	2	2	1	42	0	0	0	0	-2	-2	4,600	6,519	7,360	2,437	2,881	2,659	2,000	1,000	2,437	3,103	2,659	2,659	0
2,873	350,000	1	1	2	37	-2	-2	-2	-2	-2	-2	316	316	316	466	466	316	316	316	466	466	316	316	0
2,874	470,000	2	2	2	33	0	0	0	0	0	0	43,353	47,682	46,429	43,405	42,796	44,171	5,000	2,600	1,500	1,500	2,000	1,500	0
2,875	20,000	1	2	2	25	0	0	0	0	0	0	13,610	14,160	15,200	14,800	17,800	10,000	1,360	1,400	0	3,000	200	0	0
2,876	140,000	2	2	2	26	1	-1	0	0	0	0	0	811	1,633	1,666	1,700	0	811	1,000	33	34	0	0	0
2,877	60,000	2	2	2	23	1	2	2	0	0	0	45,014	45,698	39,068	51,205	54,520	55,964	1,774	0	12,858	4,166	2,350	3,300	0
2,878	160,000	2	2	2	23	0	0	2	2	0	0	122,339	137,278	136,572	95,115	96,847	101,443	18,518	3,358	0	3,200	8,000	4,366	0
2,879	150,000	2	1	2	26	0	0	0	0	0	0	101,569	103,688	107,321	106,614	108,805	111,012	3,756	5,350	2,562	2,629	2,669	2,739	0
2,880	20,000	2	1	2	23	-1	-1	-1	-1	-1	-2	292	780	0	593	0	0	780	0	593	0	0	0	0
2,881	210,000	1	1	2	35	-1	-1	-1	0	-1	-1	6,808	4,954	8,739	5,420	4,450	4,064	4,960	8,747	8	4,450	4,064	3,870	0
2,882	50,000	1	2	2	23	-1	-1	0	0	0	0	3,352	18,685	15,868	11,348	7,822	7,357	18,685	1,105	500	500	500	1,000	0
2,883	210,000	2	1	2	31	-1	-1	-1	0	0	-1	15,332	10,000	19,875	57,751	25,456	10,625	10,000	19,875	50,000	15,456	10,625	213	0
2,884	280,000	1	1	1	44	-2	-1	-1	-1	-1	0	593	1,763	53,669	4,707	22,014	3,415	1,777	53,934	4,726	22,102	12	1,301	0
2,885	300,000	1	2	2	36	-1	0	0	-1	-1	-1	15,536	17,923	27,007	360	257	21,140	10,000	10,140	360	257	21,346	360	0
2,886	230,000	2	3	1	37	0	0	0	0	0	0	228,342	189,966	142,377	143,828	143,698	143,342	6,100	7,000	5,356	5,400	5,200	5,500	0
2,887	250,000	1	2	1	47	-2	-2	-2	-2	-2	-2	8,996	18,069	7,966	3,470	3,128	2,966	18,069	7,966	3,470	3,128	2,966	3,419	0
2,888	500,000	2	1	1	36	-1	-1	-1	0	0	0	24,170	8,051	77,908	50,297	43,679	49,749	8,091	78,192	65	33,766	37,945	37,947	0
2,889	50,000	2	2	1	48	0	0	0	0	0	-1	12,592	12,899	7,313	8,036	3,949	26,984	2,017	2,000	1,200	100	26,984	5,000	0
2,890	50,000	1	3	2	46	0	0	0	0	0	-1	5,942	5,444	2,464	2,521	-1	167	1,056	1,000	57	0	168	1,002	0
2,891	150,000	2	2	1	36	0	0	0	0	0	0	296,846	301,634	314,201	84,135	90,500	0	7,143	13,700	15,000	7,500	0	0	0
2,892	180,000	2	1	2	53	1	-2	-1	-1	-1	-1	0	41,300	41,300	0	3,270	41,300	41,300	41,300	0	3,270	41,300	0	0
2,893	450,000	1	2	2	37	0	0	0	0	0	0	136,655	146,400	156,049	164,076	170,885	177,483	13,492	13,641	12,168	9,650	9,650	9,650	0
2,894	70,000	2	2	3	24	1	2	0	0	0	0	4,177	2,657	2,752	1,048	462	830	0	1,500	0	0	1,123	0	0
2,895	110,000	1	3	1	40	0	0	0	0	0	0	93,357	94,938	79,368	74,778	75,996	77,423	4,100	2,612	2,666	2,700	2,659	2,694	0
2,896	200,000	1	1	1	43	1	2	0	0	0	0	203,393	198,272	120,005	121,023	128,387	130,960	0	5,812	4,500	9,352	4,700	5,000	1
2,897	210,000	2	2	2	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,898	320,000	1	1	2	36	0	0	0	0	0	-1	146,201	129,311	112,151	84,218	76,058	24,068	5,465	3,137	52	2,384	25,094	30,011	0
2,899	20,000	1	1	2	37	0	0	0	0	0	0	66,599	67,259	69,521	16,970	17,326	17,688	2,317	2,579	606	628	649	623	1
2,900	130,000	2	2	2	29	-1	-1	2	0	0	-1	1,110	1,170	780	390	0	780	1,170	0	0	0	780	0	0

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