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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
8,401	100,000	2	2	2	32	2	0	0	0	2	2	50,332	52,644	54,905	58,133	60,197	59,226	3,000	3,000	4,000	3,000	0	4,300	0
8,402	20,000	1	1	2	27	-1	-1	2	-1	0	-1	1,760	2,699	1,261	780	390	1,320	2,200	0	780	0	1,320	0	0
8,403	220,000	1	2	1	32	-1	-1	-1	-1	-1	-1	1,565	3,067	5,797	1,195	1,797	1,195	3,082	5,820	1,198	1,802	1,198	1,802	0
8,404	470,000	2	1	2	31	-2	-2	-2	-2	-2	-2	22,988	10,353	5,603	11,685	5,093	2,791	10,363	5,910	13,380	5,093	2,791	9,527	0
8,405	100,000	2	2	2	24	0	-1	-1	-1	-1	-1	13,391	10,577	8,905	0	4,290	0	10,608	8,944	200	4,290	0	0	0
8,406	10,000	1	2	2	23	-1	-1	0	-1	-1	-1	1,504	6,007	6,470	390	0	780	6,007	1,000	390	0	780	0	0
8,407	230,000	2	1	2	29	-1	-1	-1	-1	0	-1	2,521	-1,000	12,009	5,627	215	3,039	0	13,009	8,018	0	3,039	2,000	0
8,408	50,000	2	1	2	28	2	2	2	2	2	2	31,336	32,039	32,714	32,482	33,807	34,398	1,500	1,500	600	2,000	1,300	1,500	0
8,409	50,000	1	3	1	30	0	0	0	0	0	0	50,545	49,502	46,418	19,980	19,751	20,477	2,603	1,621	1,000	1,000	1,204	1,000	1
8,410	120,000	2	2	2	30	0	0	0	0	0	0	116,887	117,419	116,281	117,392	117,791	112,505	4,615	7,175	4,529	4,625	4,029	4,237	0
8,411	160,000	2	1	1	33	-1	-1	-1	-1	-1	-1	2,355	2,714	12,094	2,855	3,803	8,911	2,719	15,000	2,855	3,803	8,911	0	1
8,412	120,000	1	1	2	27	-1	-1	-1	-1	-1	-1	880	880	880	880	880	1,030	880	880	880	880	1,030	880	0
8,413	30,000	2	2	2	21	0	0	0	0	0	0	26,757	26,831	26,620	26,134	26,865	25,752	1,520	1,339	852	2,067	1,400	100	0
8,414	180,000	2	1	2	29	-2	-2	-2	-2	-2	-2	100	0	0	0	0	0	0	0	0	0	0	0	0
8,415	30,000	1	1	2	23	0	0	0	0	0	0	30,287	28,171	29,410	29,705	28,647	28,776	1,496	1,735	1,030	1,017	1,033	989	0
8,416	200,000	2	1	1	40	-1	-1	-1	-1	-2	-2	3,266	390	11,314	-71	-467	-863	390	11,320	0	0	0	2,000	0
8,417	10,000	2	2	2	33	0	0	0	0	0	0	7,659	18,814	19,570	19,967	9,908	9,646	11,400	1,135	532	449	693	10,000	0
8,418	230,000	1	2	2	39	0	0	0	0	0	0	35,289	27,678	13,800	10,238	6,968	4,704	1,646	1,017	214	406	412	1,420	0
8,419	200,000	2	3	1	53	0	0	0	0	0	0	126,027	129,008	130,376	133,207	136,159	138,741	6,500	5,000	5,000	5,100	5,000	5,400	0
8,420	110,000	1	2	1	46	0	0	0	0	2	0	44,953	47,315	46,997	50,740	49,115	49,529	3,087	1,769	4,512	0	1,930	1,601	1
8,421	50,000	1	2	1	40	0	0	0	0	0	0	18,485	10,767	9,775	10,122	9,146	9,341	1,166	1,200	481	321	336	174	0
8,422	50,000	2	1	2	23	0	0	0	0	-1	0	48,482	47,226	11,151	-2,897	48,211	48,154	2,500	3,002	1,500	52,000	1,900	1,800	0
8,423	220,000	1	1	1	43	-2	-2	-2	-2	-2	-2	7,695	2,701	98,376	3,874	5,226	14,973	2,725	98,875	3,893	5,252	15,047	3,980	0
8,424	500,000	1	1	1	43	-1	-1	2	-1	-1	0	14,132	35,814	20,089	28,077	132,588	115,442	35,820	18	28,077	132,588	28,500	20,000	0
8,425	140,000	1	1	1	43	0	0	0	0	0	0	100,021	95,122	84,315	70,871	70,923	64,202	4,535	2,856	2,503	2,378	3,014	2,048	0
8,426	50,000	2	1	2	30	2	0	0	0	0	0	2,989	4,008	4,861	4,958	5,244	8,134	1,228	1,081	178	366	3,156	0	0
8,427	50,000	1	2	2	24	0	0	0	0	0	0	7,240	8,264	9,273	9,609	9,657	9,927	2,644	1,153	489	351	431	198	0
8,428	150,000	2	1	2	32	0	0	0	0	0	0	116,908	107,164	110,884	111,706	113,942	116,626	4,000	5,500	4,145	4,186	4,630	4,000	0
8,429	150,000	1	1	2	35	1	2	2	2	2	2	143,376	145,607	146,509	148,507	152,044	136,643	6,000	4,500	5,100	5,322	20	5,033	0
8,430	240,000	1	3	1	43	0	0	0	0	0	0	191,453	193,548	190,288	186,770	180,458	178,722	8,500	8,300	7,000	7,000	7,000	6,500	0
8,431	180,000	1	1	2	31	2	2	7	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	0
8,432	240,000	1	2	1	44	-1	-1	-1	-1	0	-1	5,428	9,054	13,158	6,507	2,955	1,092	9,064	13,158	6,860	2,295	1,092	2,076	0
8,433	150,000	2	1	2	27	0	0	0	0	0	2	138,066	140,522	138,722	130,494	147,851	145,535	5,767	6,100	30,000	19,227	0	2,606	0
8,434	260,000	2	3	1	41	-1	-1	-2	-1	-1	-1	1,145	-4	-4	2,177	158	0	4	0	2,181	158	0	0	0
8,435	160,000	2	1	1	34	-1	-1	-1	-1	-1	-1	430	430	430	850	3,350	4,874	430	430	850	3,350	4,874	9,858	0
8,436	290,000	2	2	1	39	0	0	0	0	0	0	58,281	62,061	65,710	69,452	73,627	77,890	5,000	5,000	5,000	5,000	5,000	7,000	0
8,437	240,000	1	1	2	48	0	0	0	0	0	0	116,058	117,196	121,245	122,736	125,599	128,506	4,500	6,000	5,000	5,000	5,000	5,000	0
8,438	50,000	1	2	1	56	1	2	0	0	0	0	32,134	30,391	10,725	10,541	10,052	10,400	0	1,159	365	448	600	0	0
8,439	170,000	2	3	1	46	-1	-1	-1	-1	-1	0	246	123	5,436	1,229	93,787	95,816	123	5,436	1,229	93,970	4,000	3,348	0
8,440	130,000	2	1	1	46	0	0	0	0	0	0	147,582	138,996	140,558	90,522	90,917	92,330	5,394	4,229	3,211	3,297	3,312	3,381	1
8,441	80,000	1	1	2	27	1	-2	-2	-1	0	0	0	0	0	8,956	8,956	0	0	0	8,956	0	0	0	0
8,442	30,000	1	1	1	45	0	0	0	0	0	-2	29,029	27,381	28,945	29,373	0	0	2,000	2,138	1,102	0	0	0	0
8,443	100,000	2	3	1	40	0	0	0	0	0	0	97,763	93,834	86,360	77,594	78,030	78,506	4,500	3,000	3,000	3,000	3,000	3,000	0
8,444	10,000	1	2	2	23	2	0	0	0	0	0	8,638	8,958	9,414	9,344	9,545	9,586	1,294	1,150	480	500	348	402	0
8,445	320,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	200	3,663	992	1,627	6,661	200	3,696	997	1,635	6,694	2,508	0
8,446	50,000	1	2	1	36	0	0	0	-2	-2	-2	48,612	50,525	0	0	0	0	3,000	0	0	0	0	0	0
8,447	80,000	1	1	2	29	1	2	2	-2	-2	-2	49,373	49,812	0	0	0	0	1,980	19,800	0	0	0	0	1
8,448	70,000	2	2	2	26	0	0	0	0	0	0	23,409	23,174	26,103	28,342	24,894	25,272	3,003	5,106	4,026	755	1,029	5,303	1
8,449	700,000	2	2	2	28	0	0	0	0	0	0	16,262	12,219	9,861	6,384	5,126	2,680	2,192	2,015	1,005	1,009	1,000	1,000	0
8,450	360,000	2	1	2	26	-1	-1	-1	-1	-1	-1	7,142	44,008	21,715	5,064	9,147	6,068	44,234	21,823	5,089	9,192	6,098	16,495	0
8,451	380,000	1	1	2	30	0	0	0	0	0	0	192,132	148,842	177,842	120,027	97,256	108,213	10,123	50,434	7,132	11,068	20,050	35,925	0
8,452	50,000	1	2	2	40	0	0	0	0	0	0	42,807	32,187	48,600	7,514	9,336	-177	10,000	21,019	1,500	3,000	1,210	7,900	0
8,453	20,000	1	2	1	45	1	2	0	0	0	-2	20,011	10,753	10,853	10,670	-120	-120	0	10,600	800	0	0	0	1
8,454	350,000	2	1	2	33	0	0	0	0	0	0	314,994	322,472	244,792	140,218	181,571	167,905	12,695	9,790	5,302	95,621	11,920	6,107	1
8,455	80,000	2	1	2	29	1	-2	-1	0	-1	-1	0	0	8,061	8,061	9,390	4,337	0	8,061	0	9,390	4,500	0	1
8,456	150,000	1	3	1	35	2	2	2	0	0	0	135,215	137,863	130,622	126,063	118,836	116,865	6,000	30	5,050	5,025	5,000	3,000	1
8,457	300,000	2	1	2	35	0	0	0	0	0	0	47,295	87,717	78,638	77,038	74,345	49,452	55,047	27,354	2,124	5,000	5,500	4,000	0
8,458	400,000	1	2	1	39	0	0	0	0	0	0	399,099	272,898	202,937	169,138	144,434	124,802	15,395	10,232	12,115	6,285	11,106	3,124	0
8,459	250,000	2	2	1	35	0	0	0	0	0	0	242,971	244,628	243,223	245,031	247,911	247,353	8,310	7,938	8,101	8,430	8,808	7,820	0
8,460	50,000	2	1	2	23	0	0	0	0	0	-1	49,061	47,209	47,471	21,571	19,005	772	2,138	1,400	431	380	772	8	1
8,461	230,000	2	3	1	44	-1	-1	-1	-1	-1	-1	54,798	11,632	4,987	6,222	15,121	17,425	11,632	4,987	6,222	15,121	17,425	17,007	0
8,462	100,000	2	2	2	27	0	0	0	0	2	0	43,865	45,548	46,266	49,290	48,372	49,412	2,400	1,776	3,800	0	2,000	1,800	0
8,463	380,000	1	2	2	34	-1	2	-1	-1	0	-1	4,384	3,852	2,300	632	316	316	0	2,300	632	0	316	316	0
8,464	260,000	2	2	2	28	0	0	0	0	0	0	251,560	379,318	226,538	202,887	195,364	181,206	9,139	13,805	7,100	6,952	12,812	6,362	0
8,465	470,000	1	2	2	31	0	0	0	0	0	0	78,833	80,562	82,718	85,334	87,948	90,479	3,000	3,500	4,000	4,000	4,000	4,200	0
8,466	80,000	1	2	2	29	-1	0	0	0	0	0	48,098	49,089	47,184	47,059	47,938	48,904	2,081	2,068	1,833	1,889	1,915	1,879	0
8,467	140,000	1	1	2	36	0	0	0	0	0	0	74,177	65,336	53,578	49,288	43,870	44,854	4,000	3,500	2,000	2,500	1,800	2,000	1
8,468	140,000	1	1	1	45	2	2	2	2	2	2	64,393	65,271	66,606	64,940	73,677	75,316	2,500	3,000	0	10,000	3,000	0	1
8,469	50,000	1	2	1	36	2	2	2	2	0	0	50,808	48,287	47,265	20,840	19,568	19,812	0	3,259	0	844	706	677	1
8,470	180,000	2	2	1	37	0	0	0	0	0	0	14,704	14,417	13,387	9,537	38,456	35,947	1,244	1,064	278	31,369	1,268	1,118	1
8,471	30,000	2	2	2	23	4	3	2	2	3	2	15,847	15,308	15,910	16,752	16,197	16,583	0	1,150	1,400	0	800	0	1
8,472	30,000	2	2	2	22	2	0	0	0	0	3	18,796	20,489	22,142	25,438	28,453	27,699	2,000	2,000	4,000	3,600	0	2,200	1
8,473	50,000	2	1	1	25	0	0	0	0	0	0	30,479	31,200	31,817	29,229	29,529	30,053	1,528	1,461	1,030	1,070	1,320	1,212	1
8,474	250,000	2	1	2	35	1	2	0	0	0	0	45,429	34,800	31,217	25,231	17,009	4,553	0	1,443	560	4,875	400	0	0
8,475	310,000	2	2	2	25	0	-1	0	-1	-1	-1	38,942	130,331	56,527	560	300	2,381	135,868	1,306	560	300	2,387	572	0
8,476	360,000	2	2	1	51	1	-2	-1	-1	-1	-1	0	0	390	540	540	390	0	780	540	540	390	390	0
8,477	50,000	1	2	2	31	0	0	0	0	-1	-1	48,640	49,483	40,850	0	800	400	2,000	3,000	0	400	20,000	10,000	0
8,478	480,000	2	1	2	30	0	0	-1	0	0	-1	75,834	-105	37,649	45,469	20,020	3,167	105	37,754	32,970	8,000	3,167	10,981	0
8,479	50,000	2	1	2	24	-1	-1	-1	-1	-1	-1	1,303	1,303	748	1,693	1,138	748	1,303	748	1,693	1,138	895	1,528	0
8,480	160,000	1	2	2	37	1	-2	-2	-2	-1	-1	0	0	0	0	461	603	0	0	0	461	603	829	0
8,481	140,000	2	1	2	30	0	0	0	0	0	0	4,975	5,445	6,455	6,847	8,075	8,592	1,200	1,108	500	1,500	650	0	0
8,482	310,000	2	1	2	27	-1	-1	-1	-1	-1	-1	833	323	1,083	2,134	2,474	2,097	323	1,093	2,140	9,201	2,103	6,571	0
8,483	30,000	2	1	2	27	-1	-1	-1	-1	-1	-1	7,843	2,670	2,670	2,670	10,302	15,643	2,670	2,670	2,670	10,302	15,643	9,947	0
8,484	40,000	2	2	1	27	1	2	0	0	0	0	11,310	10,842	12,896	14,675	17,265	17,974	0	2,554	2,000	3,000	1,000	3,000	0
8,485	80,000	1	3	1	55	0	0	0	0	0	0	79,788	81,571	75,814	49,784	51,408	48,587	25,000	7,704	8,700	3,000	12,900	3,000	0
8,486	30,000	2	2	2	41	0	0	0	0	0	0	25,159	25,931	27,369	25,111	22,235	19,000	1,762	2,200	790	922	663	1,310	0
8,487	200,000	2	2	2	26	-2	-2	-2	-2	-2	-2	58,147	1,468	2,321	327,194	6,680	3,963	1,468	2,321	163,597	6,680	3,963	2,514	0
8,488	270,000	2	3	1	42	2	0	0	0	0	0	106,986	103,249	89,221	86,996	86,384	85,440	3,578	3,207	3,000	3,200	3,241	3,078	0
8,489	180,000	1	1	2	32	0	0	0	0	0	0	154,374	153,018	146,396	136,531	138,502	136,665	7,500	7,000	5,000	5,000	6,000	5,137	0
8,490	180,000	2	2	2	34	-1	-1	-1	-1	-1	-1	194	191	187	176	188	187	200	187	180	200	187	750	0
8,491	10,000	1	3	2	21	0	0	2	0	0	0	4,797	6,457	6,154	6,154	6,280	0	2,400	0	0	126	0	0	0
8,492	120,000	1	1	1	48	-1	-1	-1	-1	-1	-1	360	360	360	150	870	510	360	360	150	870	510	870	1
8,493	30,000	1	1	2	36	2	0	0	0	0	0	24,796	26,088	27,032	26,723	23,143	17,106	2,000	1,804	2,014	1,521	1,204	1,500	1
8,494	300,000	2	1	1	30	1	-2	-1	0	-1	-1	-6,027	-6,027	3,973	3,973	1,244	1,631	0	10,000	0	1,244	1,631	2,000	0
8,495	50,000	2	3	1	61	2	0	0	0	2	0	5,016	6,065	6,985	6,354	4,908	3,724	1,135	1,055	656	0	133	50	0
8,496	150,000	1	3	1	58	-2	-2	-2	-2	-1	2	0	0	0	0	7,043	1,504	0	0	0	7,043	0	3,063	0
8,497	300,000	2	2	2	36	-1	2	2	-1	-1	-1	1,041	654	0	780	70	430	3	0	780	150	710	1,000	0
8,498	50,000	1	2	2	26	0	0	0	0	0	0	48,065	49,237	29,651	30,049	28,376	28,954	2,500	1,862	1,150	1,200	1,200	1,202	0
8,499	10,000	1	2	2	34	0	0	0	0	0	0	8,097	9,109	10,125	10,327	10,552	18,836	1,151	2,167	369	391	436	200	0
8,500	260,000	2	2	2	35	-1	-1	-1	-1	-1	-1	188	188	188	188	194	188	188	188	188	194	188	221	0

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