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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
1,001	100,000	1	2	1	29	0	0	0	0	-1	-1	94,453	95,860	67,782	-2,618	95,748	101,299	3,320	5,000	0	100,000	7,186	0	0
1,002	200,000	2	2	1	28	0	0	0	0	0	0	81,865	86,790	8,441	97,041	103,541	3,632	5,000	2,000	89,000	6,500	91	1,504	0
1,003	90,000	2	2	1	40	-1	-1	-1	-1	-1	-1	4,989	-818	1,114	657	1,332	780	0	2,806	2,256	2,274	780	0	0
1,004	360,000	1	1	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,005	150,000	2	3	2	30	-2	-2	-2	-2	-2	-2	456	9,664	3,420	2,527	0	0	9,664	3,420	2,612	0	0	0	1
1,006	140,000	1	1	2	29	-1	-1	-1	-1	-1	-1	2,937	5,150	1,514	2,573	495	1,744	2,024	1,522	2,580	496	1,749	2,265	0
1,007	200,000	2	2	2	36	-1	-1	-1	-2	-2	-1	1,371	4,068	0	0	0	980	4,077	0	0	0	980	0	0
1,008	170,000	2	2	1	37	0	0	0	0	0	0	166,246	169,163	136,604	136,607	133,199	135,242	6,700	6,800	4,700	4,700	5,500	5,000	0
1,009	30,000	1	2	2	34	0	0	4	3	2	0	19,785	24,633	23,961	23,289	22,779	51,224	5,500	0	0	0	3,400	512	0
1,010	80,000	2	1	2	27	0	0	-2	-2	-2	-2	80,000	0	0	0	0	0	0	0	0	0	0	0	0
1,011	280,000	1	1	2	31	0	0	0	0	0	2	164,736	170,564	150,666	133,465	133,536	132,964	8,833	12,005	5,000	8,000	3,000	5,000	0
1,012	410,000	2	1	1	31	-1	-1	2	2	-2	-2	2,744	2,041	630	-736	-1,591	-2,303	2,051	5	266	266	253	6,384	0
1,013	450,000	1	1	2	38	-1	0	-1	-1	-1	-1	29,747	53,311	10,920	8,072	22,809	12,415	30,323	10,973	8,112	22,923	12,476	6,728	0
1,014	80,000	1	2	2	36	0	0	0	0	0	0	79,148	52,174	44,275	42,029	33,838	29,757	2,000	2,000	1,500	1,500	2,000	1,500	0
1,015	360,000	1	1	1	46	0	0	0	0	-2	-2	92,961	76,243	51,722	-8	-8	-16	10,125	13,092	0	0	0	0	0
1,016	130,000	2	1	1	36	0	0	0	0	0	0	129,689	107,070	103,942	94,623	90,556	92,394	5,000	4,400	5,000	4,000	3,500	4,000	0
1,017	160,000	2	1	2	26	0	0	0	-1	-1	-1	2,198	11,155	0	12,315	0	11,855	9,155	0	12,315	0	11,855	0	1
1,018	140,000	2	3	2	57	2	0	0	0	0	0	131,795	134,083	125,360	99,313	90,623	92,425	6,743	5,421	3,926	3,290	3,310	3,424	1
1,019	240,000	2	3	1	40	1	-2	-1	-1	-1	-1	-55	-55	3,545	1,338	1,075	1,744	0	3,600	1,338	1,075	1,744	0	0
1,020	180,000	2	3	0	45	-1	-1	-2	-2	-2	-2	4,148	0	0	0	0	0	0	0	0	0	0	0	0
1,021	70,000	1	1	3	57	0	0	0	0	0	0	69,398	70,352	69,936	68,118	65,942	62,495	2,667	2,321	2,391	2,316	2,466	1,451	0
1,022	150,000	2	2	2	25	0	0	0	0	0	0	142,827	126,317	75,324	78,773	95,375	57,663	5,000	4,000	5,000	40,000	3,000	2,880	0
1,023	210,000	2	3	1	37	-2	-2	-2	-2	-2	-2	138,398	109,115	101,912	62,959	60,767	41,150	5,000	5,000	2,500	2,800	2,000	0	0
1,024	200,000	2	1	1	35	-1	0	0	0	0	0	9,918	10,971	11,817	17,865	18,239	14,527	1,219	1,165	7,865	592	807	679	0
1,025	310,000	1	2	2	33	-2	-2	-2	-2	-2	-2	4,040	4,048	3,959	205	3,199	5,104	4,068	3,964	205	3,209	5,109	1,434	0
1,026	180,000	1	1	1	38	0	0	0	0	0	2	153,099	150,227	138,313	137,274	147,314	129,870	7,005	6,500	5,000	12,042	32	1,300	0
1,027	300,000	1	2	2	31	0	0	0	-1	-1	-1	62,198	35,674	34,979	510	2,166	765	1,600	2,600	510	903	765	773	0
1,028	450,000	2	1	2	41	-1	-1	-1	-1	-1	-1	11,343	75,083	25,273	85,357	27,745	1,990	75,459	25,413	85,784	27,856	2,000	1,900	0
1,029	200,000	1	1	2	33	1	-1	-1	0	-1	-1	-5	3,465	3,191	1,873	90,687	4,577	3,470	3,191	0	90,729	0	6,266	0
1,030	30,000	2	2	1	67	2	2	0	0	2	2	30,374	29,038	27,737	29,499	30,124	26,855	0	1,500	2,182	1,200	0	2,302	1
1,031	400,000	2	1	1	40	-1	-1	-1	0	0	-1	1,107	3,891	120,338	8,318	8,488	130	3,891	120,407	0	170	130	8,595	0
1,032	170,000	1	1	2	33	-1	-1	-1	-1	-1	-1	764	1,100	500	2,499	1,500	600	1,105	500	2,499	1,500	600	2,100	0
1,033	140,000	2	1	2	31	-1	2	-1	-1	-1	-1	652	326	326	326	476	326	0	326	326	476	326	326	1
1,034	200,000	2	2	2	35	0	0	0	0	0	0	64,195	65,565	66,870	68,752	70,485	71,887	3,000	3,000	3,000	3,000	2,575	3,000	0
1,035	60,000	2	2	3	39	1	-2	-2	-2	-2	-2	-1,540	-1,930	-2,320	-1,220	0	0	0	0	2,000	2,000	0	0	0
1,036	60,000	1	2	2	27	1	2	0	0	2	2	43,356	42,381	46,663	49,877	50,734	49,764	0	5,000	4,000	1,800	0	2,000	1
1,037	150,000	1	1	2	23	0	0	0	0	0	0	11,109	83,376	79,726	76,986	78,038	78,321	78,016	3,048	4,000	3,500	3,000	3,000	0
1,038	180,000	1	3	1	54	0	0	0	0	0	0	149,698	137,260	124,500	111,430	98,182	84,598	4,834	4,371	3,849	3,405	2,887	2,402	1
1,039	50,000	2	3	2	23	0	0	0	0	0	0	43,979	33,403	20,879	18,573	17,318	17,936	2,000	2,000	2,000	1,000	1,000	2,800	0
1,040	50,000	1	3	2	24	-1	-1	-1	-1	0	0	2,562	8,743	-290	18,115	18,495	18,804	8,769	0	18,650	659	1,000	1,000	0
1,041	20,000	1	2	2	26	-1	-1	-2	-2	-2	-2	70	-620	-620	-1,400	0	0	0	0	0	1,400	0	0	0
1,042	230,000	2	2	2	52	2	-1	2	0	-1	-1	1,292	3,943	1,990	1,499	593	2,553	3,951	1	9	594	2,560	3,759	1
1,043	110,000	2	2	1	42	0	0	0	0	0	0	55,349	52,914	49,483	49,292	49,460	49,470	2,096	2,003	1,802	1,783	1,783	1,756	0
1,044	90,000	2	1	2	36	0	0	0	0	0	0	90,922	80,980	66,503	67,347	68,509	67,588	4,273	3,200	2,500	2,500	2,631	2,646	0
1,045	20,000	2	1	2	22	2	2	2	2	2	2	16,233	20,547	20,542	19,572	20,437	19,994	5,383	660	0	1,538	0	2,658	1
1,046	30,000	2	1	2	23	0	0	0	0	0	0	26,847	24,815	21,681	22,293	17,155	13,470	2,500	3,500	2,000	3,500	2,000	1,000	0
1,047	220,000	1	3	1	30	0	0	0	0	2	0	162,105	170,592	173,969	183,030	181,385	174,107	10,000	5,013	10,626	52	5,255	4,222	1
1,048	140,000	2	3	2	24	1	2	2	2	0	0	42,897	45,739	46,468	45,422	46,371	47,297	3,821	1,775	0	1,833	1,850	2,000	1
1,049	300,000	2	1	1	42	-2	-2	-2	-2	-2	-2	3,000	3,300	0	0	610	2,165	3,300	0	0	610	2,165	2,394	0
1,050	100,000	1	2	1	49	0	0	0	2	0	0	34,704	30,906	28,325	22,160	18,842	17,023	2,011	2,028	10	558	1,044	12	0
1,051	110,000	1	2	2	31	2	2	3	3	2	-1	279	279	279	279	129	179	0	0	0	0	200	0	0
1,052	270,000	2	3	2	33	0	-1	-1	-1	0	0	10,000	10,000	10,000	123,693	116,843	110,059	10,000	10,000	222,750	5,000	5,008	5,026	0
1,053	30,000	1	1	1	42	0	0	-1	-1	-1	-1	28,033	17,085	200	323	29,525	0	1,525	200	323	29,525	0	0	0
1,054	70,000	1	3	2	41	0	0	0	0	0	0	70,476	68,539	69,520	51,605	50,311	50,729	2,700	3,500	2,000	2,000	2,500	2,500	0
1,055	230,000	1	2	1	53	2	2	-2	-2	-2	-1	1,350	0	0	0	0	470	0	0	0	0	470	0	0
1,056	20,000	1	2	2	23	0	0	0	0	0	0	18,852	16,648	19,395	20,271	20,445	17,532	1,500	4,000	2,000	2,000	2,900	2,735	0
1,057	190,000	2	1	2	33	1	2	0	0	0	0	115,056	108,137	89,722	69,861	49,894	49,727	0	4,413	2,942	2,000	1,583	1,500	0
1,058	20,000	2	2	1	29	0	0	0	0	0	0	15,890	13,995	13,375	14,205	15,869	16,666	2,000	2,000	1,000	2,000	1,000	1,000	0
1,059	80,000	2	3	1	67	0	0	0	0	0	-1	20,255	18,885	21,529	29,236	10,662	2,408	6,000	5,002	10,662	2	2,408	11,662	0
1,060	20,000	1	3	1	33	2	0	0	0	0	-2	20,500	16,237	20,960	6,914	1,017	780	2,191	1,000	0	1,017	780	6,380	1
1,061	60,000	2	3	1	34	0	0	0	2	0	0	9,928	11,261	12,853	12,352	12,703	13,338	1,500	2,090	0	700	1,000	1,400	1
1,062	50,000	1	2	1	49	0	0	0	0	0	0	10,750	8,755	8,684	5,983	4,252	5,034	1,507	3,109	2,209	2,000	2,500	3,000	0
1,063	280,000	2	2	1	56	0	0	0	0	0	0	284,204	284,041	283,396	213,294	213,384	213,604	10,261	17,003	7,657	7,750	7,861	8,083	1
1,064	300,000	1	1	1	42	0	0	0	0	0	0	120,151	89,618	47,857	48,128	50,332	23,688	4,229	5,024	6,012	5,191	12,139	110,247	0
1,065	30,000	2	3	1	55	2	0	0	0	0	0	29,278	30,393	29,785	30,377	30,155	31,098	1,600	1,585	1,377	1,155	2,600	0	1
1,066	270,000	2	2	1	25	0	0	0	0	0	0	21,586	239,499	203,867	188,064	147,915	139,976	239,104	7,098	6,179	5,023	6,090	4,000	0
1,067	100,000	1	3	2	30	0	0	0	0	0	0	87,579	72,308	53,505	43,371	48,125	40,388	4,172	2,094	3,007	10,021	3,012	1,527	0
1,068	240,000	1	2	2	43	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	291	291	291	291	291	1
1,069	200,000	1	1	2	40	-1	-1	-1	-1	-1	-1	2,159	760	2,775	22,813	10,526	326	1,086	2,775	22,813	10,526	326	573	0
1,070	110,000	2	1	2	35	0	0	2	2	0	0	32,691	36,344	36,055	36,163	37,028	38,250	4,500	600	1,000	1,600	2,000	2,000	0
1,071	230,000	1	1	1	61	-1	-1	-1	-1	-1	-1	1,477	3,699	2,252	4,932	2,783	7,411	3,710	2,266	7,338	2,791	7,433	4,527	0
1,072	150,000	2	2	1	44	-1	-1	-1	-1	-1	-1	390	5,104	10,318	5,775	14,441	780	5,104	10,318	10,355	14,441	780	66,950	1
1,073	350,000	1	1	2	33	-1	-1	-1	-1	-1	-1	148,341	8,095	15,047	3,220	20,461	3,249	8,405	15,052	3,805	20,467	3,253	27,168	0
1,074	360,000	1	6	1	66	-1	-1	-1	-1	-1	-1	47,615	74,976	4,040	151,858	48,580	1,451	75,351	4,064	152,618	48,822	1,451	171,944	0
1,075	150,000	2	2	2	40	1	-1	-1	-1	-1	-2	-19	3,894	5,570	10,516	-3	-3	3,913	5,606	10,568	0	0	2,379	0
1,076	100,000	1	3	2	47	0	0	0	0	0	0	94,925	95,130	60,003	38,500	4,681	76,728	3,889	2,412	1,698	679	72,809	2,748	0
1,077	500,000	1	1	2	27	0	0	0	0	0	0	204,198	201,648	197,549	192,093	187,726	183,860	7,434	6,342	5,276	5,271	5,778	5,029	0
1,078	500,000	1	1	2	35	-1	0	-1	-1	-1	0	172,041	70,011	12,976	34,469	27,425	28,506	58,761	13,976	34,828	28,289	18,175	17,500	0
1,079	180,000	2	3	1	47	-1	-1	-1	-1	-1	-1	316	316	316	316	316	316	316	316	316	316	316	316	0
1,080	400,000	2	3	1	39	1	-1	-1	-1	-2	-1	2,384	3,500	471	-203	2,371	1,949	3,603	471	203	2,574	1,949	1,040	0
1,081	100,000	2	2	2	29	0	0	0	0	0	0	61,383	49,560	40,183	61,820	8,322	6,182	1,908	2,000	1,000	2,000	3,000	5,000	0
1,082	10,000	1	2	1	32	1	2	2	2	2	2	8,425	8,148	9,481	9,180	10,052	10,091	0	1,632	0	1,022	350	0	0
1,083	60,000	2	1	2	30	2	2	2	2	2	2	34,735	33,895	36,530	37,133	37,893	37,131	0	3,200	1,500	1,500	0	1,700	0
1,084	50,000	2	1	2	25	1	2	2	2	2	2	47,054	48,008	48,913	49,847	50,840	49,502	2,000	2,000	2,000	1,900	1,900	1,600	1
1,085	80,000	2	2	2	23	-1	0	0	0	0	0	57,314	58,489	50,452	51,573	49,061	33,931	2,145	2,000	2,012	2,049	2,008	1,217	0
1,086	110,000	2	2	1	43	0	0	2	0	0	0	108,616	114,854	105,275	107,561	105,502	103,813	9,600	0	4,000	3,765	4,000	4,200	0
1,087	410,000	2	2	1	41	0	0	0	0	0	0	354,506	363,666	369,776	368,779	369,358	368,043	14,600	15,500	14,000	13,580	14,000	19,000	1
1,088	260,000	2	2	1	40	1	-1	-1	-2	-2	-2	0	342	0	0	0	0	342	0	0	0	0	0	0
1,089	30,000	2	3	1	35	0	0	0	0	0	0	28,786	26,496	25,098	26,209	25,325	26,400	1,500	1,450	1,500	1,500	1,500	1,500	0
1,090	310,000	2	1	2	28	0	0	0	0	-1	-1	36,513	37,628	39,579	40,879	85	4,381	2,500	3,000	1,500	85	4,381	11,100	0
1,091	70,000	2	2	2	38	0	0	0	0	0	0	22,578	23,606	24,619	25,107	25,634	26,143	1,397	1,410	898	931	936	970	0
1,092	250,000	1	1	2	31	0	0	0	0	0	0	215,316	198,490	169,014	167,776	168,110	168,505	6,845	5,945	5,919	6,000	6,059	5,837	0
1,093	210,000	1	3	1	29	1	2	0	0	0	0	198,510	194,040	199,393	194,538	195,990	194,136	0	10,000	7,000	8,000	8,000	7,200	0
1,094	360,000	1	2	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,095	50,000	1	2	2	31	1	2	0	0	2	0	48,657	45,079	47,714	19,586	19,143	20,051	0	4,300	2,150	0	1,204	1,000	0
1,096	670,000	1	1	2	29	0	0	0	0	0	0	244,663	243,209	229,265	228,114	232,795	237,726	10,000	8,000	8,500	8,190	9,000	8,000	0
1,097	130,000	1	1	2	26	-1	-1	0	0	0	0	2,343	32,278	24,175	15,182	12,805	14,415	32,322	1,217	1,000	3,000	2,000	390	0
1,098	170,000	1	1	1	42	1	-2	-2	-2	-2	-1	0	0	0	0	0	2,485	0	0	0	0	2,485	7,797	0
1,099	30,000	1	3	2	29	-1	-1	-1	-1	-2	-2	390	0	780	0	0	0	0	780	0	0	0	0	0
1,100	110,000	1	1	1	50	0	0	0	0	0	0	36,802	38,210	40,259	41,585	42,913	44,197	2,000	3,000	2,000	2,000	2,000	2,000	0

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