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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
7,001	30,000	2	3	2	22	0	0	0	0	0	0	20,741	21,906	23,183	13,273	3,027	3,177	1,500	1,700	750	200	200	100	0
7,002	520,000	1	1	1	55	-1	-1	-1	-1	-1	-1	2,292	5,139	8,290	35,024	10,881	7,208	5,227	8,309	35,026	10,883	7,310	4,890	0
7,003	80,000	2	3	1	39	2	2	2	2	2	2	48,401	49,326	50,207	51,081	52,118	51,129	2,000	2,000	2,000	2,001	0	4,100	0
7,004	20,000	1	3	2	58	0	0	-2	-2	-2	-2	12,066	0	0	0	0	0	0	0	0	0	0	0	0
7,005	210,000	2	1	2	29	-1	-1	-1	-1	2	-1	27,371	871	871	2,042	1,021	1,666	871	871	2,042	0	1,666	316	0
7,006	100,000	2	2	2	28	0	0	0	0	0	0	101,557	101,518	97,664	70,995	70,183	71,068	5,000	4,000	2,700	2,500	2,800	2,600	0
7,007	320,000	2	1	1	33	1	-2	-2	-1	-1	-1	0	0	0	1,248	1,479	0	0	0	1,248	1,479	0	0	0
7,008	500,000	2	2	1	44	0	0	0	0	0	0	38,034	39,044	38,458	39,222	40,043	40,854	1,632	1,639	1,403	1,452	1,475	1,117	0
7,009	20,000	2	3	1	41	0	0	0	0	0	2	16,208	16,942	18,255	18,468	19,715	19,250	1,300	1,600	813	1,700	0	831	0
7,010	10,000	1	2	1	59	0	0	0	0	0	0	6,827	7,849	8,704	8,877	9,063	9,318	1,290	1,145	318	329	406	186	0
7,011	310,000	1	3	1	43	-1	-1	-1	0	-1	-1	4,323	650	10,453	10,115	600	1,788	650	10,453	202	1,098	1,788	200	0
7,012	200,000	2	1	2	37	-1	-1	-1	-1	0	-1	11,211	12,329	11,846	25,920	8,035	8,521	12,329	11,846	25,924	161	8,521	5,538	0
7,013	180,000	1	3	2	29	-2	-2	-2	-2	-2	-1	4,358	3,160	2,611	8,710	5,127	8,758	3,169	2,618	8,736	5,142	8,766	15,040	0
7,014	50,000	1	2	1	32	0	0	0	0	0	0	37,293	35,441	26,265	19,526	13,250	11,250	1,634	1,420	391	300	500	0	0
7,015	150,000	2	2	2	41	-1	-1	-1	0	-1	-1	2,371	40,800	1,995	285	4,926	5,523	40,824	2,340	0	4,970	5,527	903	0
7,016	500,000	2	1	1	45	0	0	0	0	0	0	93,669	101,892	76,452	20,965	50,466	61,566	10,147	5,331	10,000	30,000	12,000	10,000	0
7,017	230,000	1	2	2	31	0	0	0	0	0	0	14,529	16,597	18,968	21,435	27,151	26,815	5,500	3,000	4,000	8,000	4,000	5,000	1
7,018	20,000	1	2	2	38	0	0	0	0	0	0	19,845	18,245	17,658	16,576	13,529	10,387	1,694	1,368	547	504	347	6,000	0
7,019	190,000	2	2	2	28	0	0	0	0	0	0	43,072	43,537	41,016	40,702	40,676	27,560	3,768	3,500	2,500	4,000	3,000	3,000	0
7,020	20,000	2	2	2	24	0	0	0	0	0	0	19,043	20,210	18,091	19,431	19,478	17,492	1,500	1,408	5,000	1,000	2,000	5,000	0
7,021	170,000	1	3	1	51	0	0	0	0	0	0	55,396	56,493	55,594	50,417	45,347	46,247	8,000	6,000	1,709	1,645	1,653	1,725	0
7,022	210,000	2	2	2	43	0	0	0	0	0	0	180,962	181,870	159,975	138,349	112,371	111,979	6,601	5,085	4,087	4,220	27,704	73,000	0
7,023	100,000	1	2	1	44	2	2	2	2	3	2	59,586	60,842	61,749	65,130	63,816	65,011	2,800	2,500	5,000	0	2,400	2,400	1
7,024	260,000	2	2	1	42	0	0	0	0	0	2	50,060	54,213	49,512	18,657	33,296	32,622	5,000	2,655	800	15,000	0	10,000	0
7,025	200,000	2	2	2	25	0	0	0	0	0	0	22,371	24,569	28,630	29,962	30,733	39,192	2,569	4,500	1,800	2,000	9,000	5,000	0
7,026	90,000	1	2	3	40	0	0	0	0	-1	-1	106,947	71,111	25,286	8,773	3,786	390	1,965	5,064	5,007	3,788	390	390	1
7,027	470,000	2	1	1	35	0	0	0	0	0	0	270,005	262,579	248,080	232,961	217,802	202,092	9,500	9,000	8,086	14,700	7,000	9,000	0
7,028	270,000	2	1	2	27	-1	0	0	0	0	2	153,201	136,157	115,733	93,359	55,264	11,292	5,933	9,851	4,214	4,300	0	1,000	0
7,029	100,000	1	1	1	49	0	0	0	2	2	2	63,977	64,854	69,258	67,546	71,938	73,605	2,500	6,100	0	5,500	3,000	0	1
7,030	200,000	2	1	2	40	1	-2	-2	-1	-1	-1	-433	-433	-433	8,567	17,363	0	0	0	9,000	17,363	0	0	0
7,031	70,000	2	2	1	43	0	0	0	0	0	0	38,173	38,750	39,493	39,879	40,314	40,725	1,957	1,700	1,408	1,448	1,456	1,475	0
7,032	200,000	2	1	1	40	-1	-1	-1	-1	-1	-1	16,204	7,870	18,041	4,288	2,270	467	7,870	18,090	4,288	2,270	467	18	0
7,033	50,000	2	2	1	31	0	0	0	0	0	0	52,754	50,393	25,953	27,350	19,931	16,845	3,000	5,000	3,000	3,002	3,007	7,000	0
7,034	90,000	2	2	1	24	0	0	0	0	0	0	28,329	28,980	29,564	29,710	29,700	0	1,800	1,774	920	1,102	4,014	0	0
7,035	50,000	2	2	1	30	0	0	0	0	0	0	48,139	49,364	50,558	23,921	24,423	25,059	2,299	2,493	856	887	1,043	922	0
7,036	240,000	2	1	1	37	-1	-1	-2	-2	-2	-2	317	0	0	0	0	0	0	0	0	0	0	0	0
7,037	140,000	1	1	2	35	-1	-1	-1	-1	-1	-1	325	537	4,233	857	325	325	537	4,233	857	325	325	954	0
7,038	120,000	1	1	1	52	2	2	2	2	3	2	112,593	112,623	115,258	119,620	118,928	121,619	3,300	6,000	7,800	1,500	4,800	0	0
7,039	460,000	1	2	1	61	1	-1	-1	-1	-1	-1	0	8,602	0	880	1,018	99	8,602	0	880	1,018	99	1,922	0
7,040	170,000	2	2	1	25	0	-1	0	0	-1	-1	1,906	3,970	3,406	1,703	495	6,616	4,000	2,703	0	495	6,616	495	0
7,041	500,000	2	1	1	39	0	0	0	0	0	-1	39,823	61,597	52,210	27,843	28,926	11,931	30,006	23,016	566	22,323	11,931	10,683	0
7,042	50,000	1	2	1	51	0	0	0	0	0	0	31,281	30,832	20,497	19,465	18,474	20,096	2,556	1,582	811	700	2,318	1,101	0
7,043	210,000	2	1	2	26	1	-1	2	0	0	-2	-12	488	488	488	-260	-506	500	0	0	0	0	0	0
7,044	50,000	1	1	2	24	0	0	0	0	0	2	42,509	43,565	44,530	40,206	46,538	47,311	2,041	2,006	1,632	7,177	1,701	0	0
7,045	200,000	2	2	1	42	-1	-1	-1	-1	-1	-1	326	645	586	600	485	0	645	586	600	485	0	0	0
7,046	20,000	2	1	2	26	-1	-1	-1	-1	-1	0	11,030	5,331	20,985	6,932	37,345	28,798	5,331	20,985	6,932	37,845	2,000	11,200	0
7,047	80,000	2	2	1	53	1	2	2	2	0	0	9,715	9,415	11,254	10,777	12,096	13,895	0	2,000	0	1,500	2,000	0	0
7,048	430,000	1	2	1	32	1	-1	-1	-2	-2	-2	0	2,500	0	0	0	0	2,500	0	0	0	0	0	1
7,049	350,000	2	1	2	44	3	2	2	2	2	2	314,607	322,032	327,193	333,278	340,791	348,006	14,000	12,000	13,000	13,000	13,000	12,200	1
7,050	50,000	2	2	1	34	-1	-1	-1	-1	-1	-1	2,738	8,192	3,595	900	6,483	0	8,199	3,622	900	6,483	0	0	0
7,051	210,000	2	3	1	55	0	0	0	0	0	0	217,016	204,418	204,377	146,575	144,521	147,938	8,049	9,000	6,000	5,500	5,816	5,500	1
7,052	20,000	1	2	2	51	-1	-1	-2	-1	-1	-2	780	0	-1,500	780	0	0	0	0	2,280	0	0	0	0
7,053	160,000	2	2	2	29	0	0	-1	-1	-1	-1	36,134	21,827	421	421	2,876	1,949	21,000	421	421	2,876	1,949	8,090	1
7,054	50,000	2	3	1	46	2	0	0	2	2	0	25,706	25,040	25,376	23,845	21,691	20,426	1,434	2,456	784	0	778	573	1
7,055	50,000	2	1	2	24	0	0	0	0	0	0	49,982	49,650	48,321	30,281	30,380	28,852	1,963	1,739	1,033	1,058	1,041	1,007	0
7,056	30,000	1	3	2	31	3	2	0	0	0	2	30,588	26,860	21,165	21,281	22,938	22,422	0	1,646	762	2,000	0	647	1
7,057	100,000	1	1	2	29	2	2	2	2	2	0	48,186	48,924	47,837	51,361	50,417	51,400	1,800	0	4,321	0	2,400	0	1
7,058	360,000	1	2	2	28	0	0	0	0	0	0	35,564	25,173	10,633	7,217	7,364	-7	2,086	3,017	144	147	0	763	0
7,059	310,000	2	2	1	34	0	0	-1	-1	-1	-1	4,153	2,199	5,565	4,050	4,922	15,362	1,002	5,565	4,050	4,922	15,362	12,000	0
7,060	50,000	2	2	3	30	2	2	0	0	0	0	40,087	38,281	34,519	33,965	33,273	31,960	0	1,466	1,282	1,293	1,257	3,013	0
7,061	120,000	2	2	1	37	0	0	0	2	0	0	12,006	13,024	14,795	14,313	14,762	14,902	1,171	1,942	0	626	478	495	0
7,062	30,000	2	2	2	29	1	2	0	0	0	2	16,493	15,545	16,557	16,857	18,121	18,375	0	1,275	575	1,539	700	0	1
7,063	200,000	2	2	2	30	0	0	0	0	0	0	193,300	191,254	176,720	164,729	162,097	154,016	6,860	5,870	5,009	5,543	6,037	5,002	0
7,064	20,000	1	3	2	37	0	0	0	-1	-1	-2	19,716	20,518	16,551	1,700	0	0	1,547	1,350	1,700	0	0	0	0
7,065	50,000	2	2	2	23	0	0	0	2	0	0	47,020	48,383	47,231	20,508	20,584	19,625	2,139	2,500	6	2,000	2,000	2,000	1
7,066	70,000	2	1	2	25	0	0	0	0	0	0	8,272	10,128	11,106	11,443	10,323	11,150	2,000	1,163	500	376	1,000	800	0
7,067	290,000	2	1	2	32	1	-2	-1	0	-1	-1	0	0	3,786	3,786	2,881	2,430	0	3,786	0	2,881	2,430	0	0
7,068	90,000	2	1	2	30	2	2	3	3	3	3	750	750	750	750	2,450	2,150	0	0	0	2,000	0	0	0
7,069	150,000	1	2	1	37	2	2	2	2	2	2	106,628	100,750	86,686	78,497	67,612	55,050	7,400	0	4,800	1,800	0	2,100	1
7,070	90,000	1	2	2	38	0	0	0	0	0	0	112,212	109,495	48,950	20,253	18,810	19,496	5,170	21,287	1,353	1,000	1,000	607	0
7,071	80,000	1	1	1	40	0	0	2	2	2	2	28,054	31,201	31,594	30,787	34,513	34,995	3,600	1,200	0	4,246	1,200	1,500	1
7,072	100,000	1	1	2	32	1	2	2	0	0	0	95,794	97,390	94,110	92,823	68,136	53,170	4,000	0	2,000	2,000	3,000	0	0
7,073	200,000	2	2	1	41	-2	-2	-2	-1	0	0	-780	-783	909	2,004	2,008	0	0	1,692	2,004	4	54	0	0
7,074	140,000	2	2	2	31	3	3	2	2	2	2	124,716	127,047	128,479	129,869	132,540	135,201	5,800	5,000	5,000	4,900	5,000	5,000	1
7,075	110,000	2	2	2	45	-1	-1	-1	0	0	0	836	9,376	85,924	33,342	33,193	32,993	9,376	85,924	1,167	1,197	1,180	1,163	0
7,076	50,000	2	3	3	43	0	0	0	0	0	0	31,199	36,067	24,727	30,182	27,043	25,995	12,009	2,111	11,000	1,000	6,000	6,001	0
7,077	60,000	2	2	1	42	0	0	0	0	0	0	61,759	60,399	38,994	40,338	40,142	39,904	2,600	2,000	2,000	1,614	1,590	2,000	0
7,078	130,000	1	1	1	40	0	0	0	0	0	-2	25,375	26,128	25,327	25,775	0	0	1,500	1,852	1,300	0	0	0	0
7,079	320,000	2	2	1	43	0	0	0	0	0	0	181,048	186,444	188,596	192,145	195,813	198,648	8,500	7,000	6,800	7,000	6,965	7,500	0
7,080	120,000	2	3	1	42	-1	-1	-1	0	-1	0	2,207	263	4,531	1,211	4,015	2,042	263	4,531	0	4,015	0	1,007	0
7,081	450,000	2	2	2	35	1	2	0	0	0	0	347,994	311,267	365,723	370,496	374,405	373,155	0	90,000	14,011	14,029	14,052	14,000	0
7,082	200,000	2	2	1	36	-1	0	0	0	0	0	136,286	183,615	184,792	195,062	195,156	192,436	50,000	7,000	15,000	7,500	7,500	10,000	1
7,083	20,000	1	1	2	31	1	3	2	0	0	-2	16,170	15,646	14,020	13,345	0	0	0	5	1,925	0	0	0	1
7,084	410,000	2	2	1	29	-2	-2	-2	-1	-1	0	6,764	6,500	6,764	1,743	149,153	145,597	6,500	6,764	3,542	161,064	5,072	4,891	0
7,085	210,000	2	1	1	40	0	0	0	0	0	0	206,803	207,471	152,365	146,625	146,163	146,180	7,876	5,400	6,000	6,000	6,000	10,000	0
7,086	210,000	2	1	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,087	130,000	1	3	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,088	170,000	2	1	2	27	-2	-2	-2	-2	-1	2	6,504	1,046	0	0	910	382	1,046	0	0	910	0	532	1
7,089	190,000	2	2	1	55	0	0	0	0	0	0	104,344	106,814	104,047	88,269	90,264	88,823	6,003	5,009	5,750	3,500	3,500	3,200	0
7,090	230,000	2	1	2	28	0	0	0	0	0	0	95,956	87,294	85,336	81,640	82,462	80,964	4,231	4,061	2,846	2,800	2,909	2,601	1
7,091	120,000	2	2	2	29	0	0	0	0	0	0	114,538	117,171	115,941	116,877	117,359	117,029	6,000	5,500	4,160	4,120	4,250	4,380	0
7,092	50,000	2	2	2	23	0	0	2	0	0	0	17,313	20,019	19,399	19,785	20,465	20,877	3,000	0	709	1,000	750	1,000	1
7,093	220,000	2	2	2	41	0	0	0	0	0	0	32,016	29,052	23,115	20,354	7,438	4,887	2,004	2,009	5,004	1,000	1,000	3,000	1
7,094	320,000	2	1	2	32	2	0	0	0	0	0	313,383	313,136	317,847	313,990	312,070	319,672	12,937	13,036	10,072	9,600	11,056	9,964	0
7,095	160,000	2	2	1	27	0	0	0	-2	-2	-2	75,652	44,675	-183	-218	-218	-218	1,020	0	0	0	0	0	1
7,096	20,000	2	2	2	23	0	0	0	0	2	0	4,561	6,474	8,353	13,192	14,871	11,536	2,000	2,000	5,000	2,000	1,000	2,000	0
7,097	460,000	2	1	2	34	1	-2	-2	-2	-2	-2	-258	-258	-258	1,209	703	990	0	0	1,467	703	990	3,200	0
7,098	490,000	1	1	1	38	1	-2	-2	-1	0	0	380	380	380	15,240	19,656	24,006	380	380	15,240	5,000	5,000	7,396	0
7,099	130,000	2	2	1	47	0	0	0	0	0	0	85,317	86,865	88,760	35,671	36,977	38,931	3,813	4,013	1,274	1,878	3,116	0	0
7,100	170,000	1	2	2	41	0	0	0	0	0	0	162,500	122,372	66,038	67,934	69,834	71,668	4,781	3,000	3,000	3,000	3,000	3,000	0

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