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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
8,801	50,000	1	3	1	51	0	0	0	0	0	0	5,703	7,596	8,511	10,361	11,039	11,107	2,000	1,200	2,000	1,000	400	1,000	1
8,802	80,000	2	3	2	26	1	2	-1	-1	-2	-1	4,923	3,121	1,551	1,100	0	4,374	0	1,551	1,100	0	4,374	73	1
8,803	10,000	1	2	1	50	2	2	2	0	0	0	9,415	8,852	8,297	8,792	9,277	9,744	1,000	1,000	1,000	1,000	1,000	1,000	0
8,804	10,000	1	2	2	28	0	0	2	0	0	0	5,236	7,202	7,434	7,660	7,822	8,191	2,200	500	500	285	500	500	0
8,805	140,000	2	2	2	29	-1	-1	-1	-1	-1	-1	743	896	2,385	732	100	1,526	900	2,385	735	0	1,526	981	0
8,806	100,000	1	2	1	50	0	0	-1	-1	-1	-1	23,908	3,360	560	480	480	390	1,000	560	500	480	390	390	0
8,807	30,000	1	3	2	42	0	0	0	0	0	0	8,185	9,395	10,928	11,445	12,108	12,753	1,500	2,000	1,000	1,000	1,000	1,243	1
8,808	280,000	1	1	1	49	-1	-1	-1	-1	0	-1	503	694	695	10,639	13,158	768	694	695	10,639	3,158	768	517	0
8,809	80,000	2	1	2	25	1	2	0	0	2	2	5,999	5,758	7,039	7,595	7,053	7,082	0	1,416	943	100	443	0	1
8,810	30,000	1	2	1	59	0	0	0	0	0	0	20,044	21,246	22,115	22,158	22,610	0	1,531	1,400	443	452	0	0	0
8,811	390,000	2	1	1	64	1	-2	-2	-2	-2	-1	0	0	0	0	0	8,668	0	0	0	0	8,668	4,490	1
8,812	10,000	2	3	1	49	-1	2	2	-2	-2	-2	1,409	864	0	0	0	0	0	0	0	0	0	0	1
8,813	70,000	1	1	1	49	-1	-1	-1	-1	-1	-1	1,261	2,041	1,261	2,431	904	1,801	2,431	1,261	2,431	904	2,191	0	1
8,814	160,000	2	2	2	37	-1	-1	-1	0	0	0	12,037	5,123	2,460	6,460	5,360	0	5,123	2,460	4,000	107	0	3,960	0
8,815	80,000	2	2	1	51	1	2	2	2	2	2	15,839	16,591	16,027	17,160	16,743	17,961	1,300	0	1,400	0	1,500	800	0
8,816	30,000	1	2	2	24	0	0	2	0	0	0	22,885	25,886	25,172	27,239	57,036	28,789	3,700	0	2,500	2,100	3,000	1,700	1
8,817	200,000	2	2	1	40	-1	-1	-1	-1	-1	-1	7,236	12,958	0	2,797	5,982	8,339	13,003	0	2,797	5,982	8,339	0	0
8,818	60,000	2	1	2	24	-1	-1	-1	-1	-2	-1	836	390	317	-73	-463	7,942	390	317	0	0	10,000	1,000	1
8,819	220,000	2	1	1	36	0	0	0	0	0	0	56,477	32,919	24,175	37,975	39,752	33,351	9,005	10,000	15,000	9,000	21,000	0	0
8,820	30,000	2	1	1	41	0	0	0	0	0	0	26,480	27,529	28,783	28,312	28,159	28,870	1,481	1,735	994	2,003	1,180	1,238	0
8,821	60,000	2	1	2	33	0	0	2	0	-1	-1	11,237	20,978	12,861	7,888	7,463	3,192	10,000	0	0	7,463	6,384	18,704	1
8,822	30,000	2	2	2	23	3	3	3	3	2	2	29,093	29,532	29,954	29,176	29,958	30,520	1,200	1,200	0	1,400	1,200	0	1
8,823	180,000	1	1	2	36	0	0	0	0	0	2	141,489	84,237	82,508	81,808	86,024	67,747	4,000	3,000	4,000	9,000	0	3,000	0
8,824	430,000	2	1	1	34	-1	-1	-1	-1	-1	-1	5,149	4,588	11,164	1,531	9,848	10,178	4,600	11,220	1,531	9,902	10,202	5,926	0
8,825	190,000	1	2	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,826	20,000	2	3	3	39	0	0	0	0	0	0	18,988	15,975	16,579	15,102	16,795	34,457	1,400	4,500	2,500	3,240	3,000	4,000	0
8,827	150,000	2	1	1	48	-2	-2	-2	-2	-2	-2	6,773	1,731	21,886	447	3,458	898	1,731	21,888	447	3,458	898	2,001	0
8,828	140,000	1	2	2	61	0	0	0	0	0	0	131,978	135,760	127,508	92,126	69,050	73,537	6,000	3,600	2,500	5,000	5,000	5,000	0
8,829	200,000	1	1	1	40	-1	-1	2	-1	-1	-1	3,061	13,342	6,143	2,982	6,013	15,916	13,681	24	2,991	6,031	16,028	4,211	0
8,830	240,000	2	1	2	35	-2	-2	-2	-2	-2	-2	0	0	0	2,429	0	799	0	0	2,429	0	799	17,125	0
8,831	50,000	1	2	1	33	2	0	-1	-1	-1	0	42,923	42,803	1,473	390	1,573	390	2,330	1,473	390	1,573	0	780	0
8,832	50,000	1	2	1	37	0	0	2	2	2	2	24,801	27,600	26,858	28,209	29,108	29,980	3,200	0	1,800	1,500	1,500	2,500	1
8,833	470,000	1	2	2	34	0	0	0	0	0	0	247,503	245,552	238,161	240,607	230,142	198,171	9,024	10,400	10,000	25,000	8,000	8,000	0
8,834	90,000	1	2	1	37	2	-1	-1	0	0	0	117,793	93,777	87,401	38,144	39,177	36,687	6,732	92,113	1,317	1,598	1,461	1,354	0
8,835	420,000	2	1	1	45	1	-1	-1	-1	-1	-1	-34	10,321	6,244	2,970	3,608	3,019	2,686	6,500	3,004	3,797	3,103	4,302	0
8,836	430,000	2	2	1	32	-2	-2	-1	2	0	0	-15,308	-33,350	95,740	77,875	62,675	48,764	8	145,740	7	2,500	2,021	2,000	0
8,837	150,000	2	5	2	27	-2	-2	-1	-1	0	-1	12,178	22,344	65,330	20,333	8,433	10,332	22,452	65,676	20,368	25	10,363	4,881	0
8,838	450,000	2	1	1	35	-1	-1	-1	-1	-1	-1	6,126	6,869	16,895	7,312	6,213	5,073	6,869	16,918	7,316	6,213	5,073	15,532	0
8,839	220,000	2	2	1	41	1	2	-1	-1	-1	-1	6,516	194	3,619	7,069	4,092	0	0	3,655	7,069	4,092	0	0	0
8,840	150,000	1	1	2	35	0	0	0	0	0	0	251,063	244,285	238,438	232,570	226,808	220,586	9,000	10,000	10,000	8,000	8,000	7,000	0
8,841	120,000	1	1	2	31	-1	-1	-1	-1	-1	-1	2,340	4,908	70	220	220	220	4,908	70	220	220	220	360	0
8,842	80,000	2	1	1	32	-2	-2	-2	-2	-2	-2	871	3,179	3,344	3,552	0	0	3,381	3,384	3,958	0	0	0	0
8,843	230,000	2	2	2	32	1	2	0	0	-1	-1	73,757	69,748	23,266	13,565	80	0	0	1,200	1,027	80	0	0	0
8,844	40,000	2	3	1	24	1	8	7	6	5	4	25,933	25,589	25,234	24,579	23,635	22,680	0	0	0	0	0	0	0
8,845	300,000	2	2	1	66	1	-1	2	-1	0	0	0	200	200	22,935	16,858	0	200	0	22,935	0	0	0	0
8,846	360,000	2	2	1	51	-1	-1	-1	-1	-1	-1	19,155	1,473	1,430	18,697	659	781	1,473	1,430	18,740	659	781	1,557	0
8,847	50,000	2	1	2	22	2	2	2	0	0	0	8,823	10,606	4,991	4,461	2,561	0	2,000	300	200	0	0	0	1
8,848	200,000	1	1	2	33	-1	-1	-2	-1	-1	-2	3,557	-60	-60	1,740	0	0	0	0	1,800	0	0	0	0
8,849	170,000	1	2	1	38	0	0	0	0	0	-1	157,174	139,101	192,575	157,028	135,838	125,483	9,900	83,200	0	3,006	132,854	5,003	0
8,850	100,000	2	3	2	56	0	0	0	0	0	0	70,048	67,942	45,591	39,764	33,091	34,265	2,200	1,505	1,300	1,210	3,000	2,000	0
8,851	20,000	2	1	2	21	0	0	0	0	0	0	17,374	18,555	19,489	19,479	19,705	8,440	1,466	1,400	390	394	629	0	0
8,852	20,000	1	3	2	24	-1	-1	-1	0	0	0	1,473	390	8,595	7,454	7,208	0	390	8,595	149	144	0	780	0
8,853	210,000	2	2	1	36	-1	0	0	0	0	0	47,718	233,289	227,143	221,126	215,358	163,444	199,000	7,613	7,116	6,980	5,813	5,762	0
8,854	50,000	2	2	2	29	0	0	0	0	0	0	49,793	50,466	50,085	50,686	46,805	47,220	1,866	1,733	1,724	1,684	2,058	1,341	0
8,855	50,000	1	2	2	42	0	0	0	0	0	0	47,689	42,338	31,539	17,342	17,541	18,149	2,000	1,281	700	700	1,000	1,000	0
8,856	120,000	1	2	2	26	0	0	0	0	0	0	114,815	113,360	116,797	92,346	88,542	80,225	6,159	10,008	3,051	3,100	3,052	2,908	1
8,857	80,000	2	3	1	52	2	2	3	3	3	2	36,649	39,448	40,101	40,748	39,816	40,607	3,700	1,600	1,600	0	1,600	1,600	1
8,858	190,000	1	1	2	29	1	-1	2	2	2	-1	0	2,214	66	66	0	4,433	2,214	0	0	66	4,433	0	1
8,859	180,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,860	180,000	1	1	2	29	-1	-1	-1	-1	-1	-1	996	1,593	2,597	998	847	1,912	1,597	2,604	1,001	849	1,915	4,055	1
8,861	110,000	2	2	2	26	0	0	2	0	0	0	46,633	49,569	42,867	43,875	45,036	46,319	4,029	0	2,000	2,000	2,180	2,000	0
8,862	220,000	1	1	2	35	-1	0	0	-2	-2	-2	53,419	53,358	0	0	0	0	7,000	0	0	0	0	0	0
8,863	80,000	2	2	2	22	0	0	0	0	0	0	2,524	5,097	6,107	7,141	7,355	7,357	3,000	1,500	1,500	700	500	500	0
8,864	200,000	1	1	1	40	-2	-2	-2	-2	-2	-2	15,596	1,470	7,289	0	0	2,376	1,470	7,289	0	0	2,376	0	0
8,865	60,000	1	1	1	51	0	0	0	3	2	0	35,619	36,688	40,841	39,952	38,081	36,483	1,647	4,800	0	0	1,326	3,500	1
8,866	500,000	2	1	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,867	300,000	1	1	2	33	0	-1	-1	-1	-1	-1	34,339	962	4,215	2,579	970	2,656	962	4,247	2,595	970	2,672	978	0
8,868	150,000	2	1	1	30	2	0	0	0	0	0	151,060	139,648	119,043	112,072	113,932	105,706	3,864	3,868	2,808	3,037	2,583	1,079	1
8,869	90,000	2	2	2	24	1	2	0	0	2	0	13,137	10,724	9,621	17,701	15,496	9,341	0	1,000	10,000	0	1,000	3,105	0
8,870	240,000	1	1	1	44	-1	-1	-1	-1	-1	-1	1,473	1,473	1,473	1,473	1,473	1,473	1,473	1,473	1,473	1,473	1,473	390	1
8,871	190,000	2	2	1	45	0	0	0	0	0	0	143,701	126,337	121,378	75,252	79,028	81,548	4,664	4,222	2,705	5,000	4,000	5,000	0
8,872	80,000	1	1	2	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,873	500,000	2	2	2	37	0	0	0	0	0	0	51,652	29,550	33,040	30,757	35,559	38,981	5,300	4,000	3,000	5,300	5,000	5,000	0
8,874	360,000	2	1	2	42	-2	-1	-1	-1	-1	-2	45,603	29,788	2,950	6,366	11,480	222	29,882	2,950	6,366	11,480	222	4,285	0
8,875	60,000	1	3	2	24	0	0	0	0	0	-1	33,270	16,636	17,321	17,421	18,421	891	1,715	1,400	500	1,000	900	19,000	0
8,876	140,000	2	1	2	25	-1	-1	-1	-1	-1	-1	1,605	1,844	1,311	643	2,561	1,440	1,844	1,311	643	2,561	1,440	1,582	0
8,877	50,000	2	2	1	37	0	0	0	0	0	0	25,234	23,518	21,746	18,082	18,461	18,830	1,384	1,300	700	670	676	700	0
8,878	30,000	1	3	1	41	1	2	2	2	2	2	4,743	5,609	5,371	5,833	5,594	6,074	1,090	0	552	0	573	0	1
8,879	150,000	2	3	1	28	0	0	0	0	-1	-1	70,537	38,474	9,299	10,299	759	0	8,000	2,000	1,000	759	0	0	0
8,880	180,000	2	2	1	26	-2	-2	-2	-2	-2	-1	52,666	181,987	181,255	174,825	140,909	177,257	272,817	7,017	8,201	8,246	186,732	8,000	0
8,881	660,000	2	2	2	33	0	0	0	0	0	0	495,736	390,258	349,361	331,565	329,604	322,581	13,393	12,113	12,004	12,008	11,503	12,019	0
8,882	210,000	1	1	2	28	1	0	0	0	0	0	5,397	5,079	6,020	6,143	6,268	399	5,000	1,000	123	125	0	1,280	0
8,883	230,000	2	5	2	52	0	0	0	0	0	0	155,131	156,687	153,635	74,503	46,254	141,916	6,641	6,015	2,663	5,015	100,095	5,027	0
8,884	100,000	1	2	1	24	1	2	2	2	2	2	13,233	13,427	13,609	14,683	15,001	15,306	700	700	1,300	700	700	0	1
8,885	50,000	1	3	1	43	0	0	0	0	0	0	5,653	16,890	17,606	17,955	18,418	18,601	11,340	1,300	641	751	573	476	0
8,886	340,000	1	2	1	38	0	0	-1	-1	-1	0	8,347	5,190	612	1,429	19,513	19,650	2,000	612	1,429	19,513	3,000	3,000	0
8,887	70,000	1	3	0	26	1	2	2	0	0	0	39,073	40,154	39,214	39,861	41,063	42,918	2,000	0	1,600	2,000	2,700	1,500	1
8,888	220,000	2	1	1	43	0	0	2	-1	0	-1	6,873	4,911	2,080	2,080	4,160	2,080	2,230	0	2,080	2,080	2,080	4,160	0
8,889	170,000	2	2	1	30	-1	-1	0	0	0	2	2,457	4,599	25,158	61,524	62,779	59,390	4,599	23,000	40,000	4,418	0	2,800	1
8,890	280,000	1	2	2	26	-2	-2	-2	-2	-2	-2	2,103	2,768	4,425	23,083	489	2,937	2,781	4,447	23,198	491	2,951	0	0
8,891	370,000	2	1	1	39	0	0	0	0	0	0	141,552	67,739	49,097	48,216	47,675	48,074	2,157	2,000	1,668	2,000	3,000	1,000	0
8,892	450,000	1	1	2	36	-1	-1	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	1
8,893	130,000	1	2	2	28	0	0	0	0	0	0	88,549	74,624	76,133	77,648	79,370	80,071	2,709	2,750	2,767	2,961	2,913	3,000	0
8,894	400,000	2	1	1	32	1	-1	-1	-1	-1	-1	0	3,328	3,328	3,828	4,893	4,687	6,656	3,328	3,828	4,893	4,687	3,008	0
8,895	90,000	1	1	2	29	0	0	0	0	0	0	72,774	67,584	57,985	56,268	55,970	56,825	2,900	2,700	2,200	2,100	2,200	2,200	0
8,896	450,000	1	1	1	33	-1	-1	-1	-1	-1	-1	390	390	390	390	389	990	390	390	390	389	992	780	0
8,897	130,000	2	2	2	33	0	0	0	0	0	0	127,781	122,319	107,674	89,780	90,625	90,492	4,700	3,500	3,200	3,200	3,300	3,100	0
8,898	20,000	2	1	2	24	-1	2	0	0	0	2	19,214	15,703	9,914	8,200	11,876	4,792	0	1,000	0	5,000	5,400	13,324	0
8,899	50,000	2	2	1	27	2	2	0	0	0	0	49,882	44,110	44,443	19,522	19,775	20,325	0	1,280	662	837	1,000	1,120	1
8,900	200,000	2	2	2	29	0	0	0	0	0	0	93,005	82,750	79,064	75,657	72,451	63,919	3,500	3,000	3,000	3,000	3,000	2,000	0

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