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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
5,401	500,000	2	2	2	49	-1	-1	-1	0	0	-1	27,891	8,970	385,228	391,047	0	150	8,982	385,228	7,821	0	150	363	0
5,402	500,000	1	1	1	58	-1	-1	-1	0	-1	-1	7,285	28,390	13,138	6,653	7,081	4,651	28,730	14,587	28	7,114	4,672	3,114	0
5,403	50,000	1	1	2	34	0	0	0	0	0	0	48,559	47,008	15,435	10,235	9,119	8,237	2,573	2,000	500	459	500	500	0
5,404	170,000	1	3	1	31	0	0	0	0	0	0	3,062	112,762	112,880	111,210	111,525	112,360	112,000	6,000	4,500	4,500	5,000	4,500	0
5,405	130,000	2	3	1	36	0	0	2	2	2	2	23,997	26,733	26,942	26,210	27,982	27,383	3,440	941	0	2,197	0	910	1
5,406	150,000	2	3	2	27	0	0	2	0	0	0	3,081	7,997	8,710	9,559	10,401	11,069	5,000	1,000	1,000	1,000	1,000	1,398	0
5,407	50,000	2	1	2	25	0	0	0	0	0	0	43,875	45,052	44,938	40,655	40,930	40,146	2,200	2,000	2,000	2,000	3,000	3,000	0
5,408	410,000	1	1	1	48	0	0	0	0	-1	-1	231,152	238,985	243,779	250,399	5,194	-376	12,000	10,000	7,250	5,225	0	1,436	0
5,409	60,000	2	5	2	33	0	0	0	0	0	0	52,176	39,107	39,547	39,555	40,216	41,039	2,000	2,000	1,500	2,000	2,200	2,000	0
5,410	150,000	1	3	1	45	-1	0	-1	-1	-1	-1	29,169	15,000	15,000	0	15,000	0	1,000	15,000	0	15,000	0	0	0
5,411	260,000	2	2	1	43	-2	-2	-2	-2	-2	-2	690	2,500	0	0	0	0	2,500	0	0	0	0	0	0
5,412	230,000	1	1	1	40	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,413	50,000	1	2	3	49	0	0	0	0	2	0	24,282	23,470	23,297	22,546	19,563	20,227	1,500	1,500	2,150	0	1,000	1,000	0
5,414	230,000	2	1	2	23	-2	-2	-2	-2	-2	-2	61,580	62,272	1,462	622	1,083	622	2,862	1,462	622	1,083	622	872	0
5,415	280,000	2	1	1	44	0	0	0	0	0	0	235,635	197,003	198,808	187,425	177,340	180,506	7,665	6,497	5,555	5,027	5,065	5,361	0
5,416	500,000	1	2	2	67	-1	-1	-1	-1	-1	-1	4,410	2,662	2,533	1,821	2,498	3,622	2,681	2,547	1,826	2,505	3,630	3,099	0
5,417	30,000	1	2	1	38	0	0	0	0	0	0	29,723	30,428	26,558	27,265	27,953	28,456	2,000	2,000	1,500	1,500	1,500	1,500	0
5,418	330,000	2	2	1	31	0	0	0	0	0	0	298,644	297,005	303,257	302,905	304,151	299,959	13,000	13,000	11,000	11,100	11,000	16,000	0
5,419	180,000	1	1	1	50	0	0	0	0	0	0	181,624	182,765	180,769	141,352	142,078	141,695	9,021	6,126	4,856	4,990	5,133	5,002	0
5,420	30,000	1	2	2	47	3	2	2	0	0	0	29,774	30,797	29,216	29,681	29,321	28,068	1,800	0	1,200	1,000	1,046	904	1
5,421	200,000	1	1	2	36	-1	-1	0	0	0	0	1,801	9,483	60,571	57,990	9,568	82	9,556	60,025	5,032	5,054	5,000	3,000	0
5,422	80,000	2	3	1	41	0	0	0	0	0	-1	52,456	20,925	15,115	12,465	6,925	6,049	11,500	3,000	4,000	1,260	6,100	0	0
5,423	80,000	1	2	2	25	0	0	0	0	0	0	31,780	33,261	34,703	36,125	38,374	39,382	2,000	2,000	2,000	3,000	1,800	2,000	1
5,424	100,000	2	1	2	27	-1	-1	-1	-1	-1	-1	3,904	398	931	5,983	2,010	1,413	400	931	5,983	2,010	1,413	3,655	0
5,425	300,000	1	1	1	54	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,426	240,000	2	1	1	58	1	-1	-1	-1	-2	-1	0	222	1,900	0	0	5,435	222	1,900	0	0	5,435	7,000	1
5,427	50,000	2	2	1	49	-1	-1	-1	-1	-1	-1	12,515	9,115	1,198	198	1,198	11,198	9,115	1,198	198	1,198	11,198	29,358	1
5,428	50,000	2	3	1	50	0	0	2	0	0	0	35,415	38,940	36,319	22,538	23,013	23,465	6,960	0	1,000	1,000	1,000	1,000	0
5,429	100,000	1	2	1	42	0	0	2	2	2	0	17,565	19,700	18,306	18,239	17,053	16,753	3,183	0	1,274	0	754	700	0
5,430	110,000	1	3	2	40	0	0	0	0	0	0	84,965	85,007	84,965	79,625	79,370	81,134	3,280	2,913	2,790	2,851	3,053	2,458	0
5,431	180,000	2	2	1	40	0	0	0	0	0	0	23,820	22,749	21,221	18,190	17,919	18,402	2,005	2,000	2,004	2,500	3,000	4,000	0
5,432	140,000	2	2	2	26	0	0	0	0	0	0	140,881	136,889	140,615	78,486	48,476	50,509	8,140	8,000	4,000	1,917	3,000	3,000	0
5,433	80,000	1	2	2	28	-1	0	0	0	0	0	77,701	19,577	22,033	57,522	58,939	60,790	2,000	2,800	36,000	2,500	3,000	5,000	0
5,434	90,000	2	1	2	26	-1	-1	-1	-1	-1	-1	17,018	3,692	5,037	5,899	4,129	17,246	3,692	5,037	5,899	4,129	17,246	4,221	0
5,435	90,000	1	3	1	45	2	0	0	-1	-1	-2	37,681	27,664	18,037	1,696	-4	2,889	1,519	5,035	6,700	0	2,893	304	1
5,436	240,000	2	2	2	41	0	0	0	0	0	0	188,983	190,556	189,914	190,434	179,424	183,299	7,106	12,014	6,075	5,900	5,900	5,500	0
5,437	150,000	1	1	1	41	1	-2	-1	-1	-1	-2	-200	-200	1,600	5,431	0	0	0	1,800	5,431	0	0	0	0
5,438	240,000	2	1	2	33	-1	0	0	0	0	0	153,062	156,122	159,998	161,434	163,403	167,230	7,000	8,000	7,000	6,000	8,000	7,000	0
5,439	80,000	1	3	2	34	0	0	0	0	0	0	78,562	56,877	57,761	58,707	56,220	60,463	2,100	2,100	2,100	2,100	5,500	5,200	0
5,440	110,000	2	2	1	42	2	2	2	2	2	0	28,383	27,653	29,003	29,447	27,701	28,285	0	2,000	1,000	0	1,000	1,000	0
5,441	120,000	2	2	2	39	0	0	2	0	0	0	22,033	24,067	24,372	24,670	25,617	26,535	2,400	1,000	1,000	1,500	1,500	1,500	0
5,442	360,000	2	2	1	42	-2	-2	-2	-2	-2	-2	18,186	7,954	11,609	10,070	5,079	4,086	9,548	11,624	10,070	5,079	4,086	1,190	0
5,443	150,000	1	4	2	30	0	0	0	0	0	0	175,348	153,679	110,237	46,972	29,045	20,105	9,304	2,921	15,000	1,137	600	0	0
5,444	80,000	1	1	1	53	0	-1	0	0	0	0	2,783	1,108	21,400	21,000	21,000	0	1,200	21,000	0	0	0	0	0
5,445	140,000	1	2	1	47	3	3	3	2	0	0	192,182	187,720	189,659	185,477	189,351	193,122	0	6,500	0	6,497	6,536	6,760	1
5,446	50,000	1	2	1	40	0	0	0	0	0	0	15,090	16,421	17,144	17,636	17,850	18,212	1,577	1,300	777	647	658	811	0
5,447	20,000	2	3	1	36	1	2	0	0	0	0	17,216	17,541	18,300	19,100	2,200	0	900	1,200	1,000	100	0	0	0
5,448	240,000	2	1	1	29	0	0	-1	0	0	0	21,409	17,833	194,043	194,991	192,800	178,318	1,000	194,043	6,530	7,000	7,000	10,000	0
5,449	50,000	1	1	2	49	0	0	0	0	0	0	47,754	48,648	8,868	9,044	9,234	9,418	2,280	1,500	323	335	337	500	0
5,450	380,000	1	1	1	57	0	0	0	0	0	0	319,243	357,782	374,313	371,566	362,232	352,161	150,039	30,031	27,403	15,168	35,235	25,078	0
5,451	30,000	1	2	2	49	-1	-1	-1	-1	-1	-1	1,659	1,473	390	390	390	1,320	1,473	390	390	390	1,320	0	0
5,452	50,000	2	2	1	31	1	2	2	2	0	0	23,781	24,900	25,098	24,396	25,310	25,740	1,800	900	0	1,310	1,000	1,000	0
5,453	160,000	2	2	1	36	-1	-1	-1	-1	-1	-1	2,511	2,242	6,109	2,500	2,689	0	2,242	6,745	2,500	2,689	0	0	1
5,454	50,000	1	2	3	53	0	0	0	0	0	-1	49,170	49,446	36,445	24,788	24,967	28,652	2,009	2,500	1,000	1,500	28,939	1,200	0
5,455	80,000	2	3	2	31	0	0	0	2	2	2	34,620	35,759	40,020	40,766	39,982	44,621	2,000	5,200	1,700	0	5,500	0	0
5,456	70,000	2	2	2	28	1	2	2	2	0	0	70,736	72,014	72,215	70,779	62,525	71,427	3,000	2,200	0	3,000	10,000	10,000	1
5,457	200,000	1	1	2	29	0	0	0	0	0	0	187,889	190,967	195,622	126,281	128,702	131,001	8,000	8,000	5,000	5,000	5,000	5,000	0
5,458	100,000	2	3	1	28	3	4	3	2	0	-1	110,946	106,423	101,256	48,876	28,468	3,875	0	0	0	1,603	3,875	55	1
5,459	180,000	1	2	2	38	2	2	0	0	0	-2	21,564	20,939	22,182	12,382	-18	-18	0	2,100	200	0	0	0	1
5,460	360,000	1	3	1	53	-1	-1	-1	-1	-1	-1	45,421	68,526	47,416	48,811	193,712	80,601	68,536	47,427	48,846	193,712	80,601	11,166	0
5,461	230,000	1	1	2	39	-1	-1	-1	2	-1	-1	834	-150	517	53	603	10,141	0	667	0	700	10,200	5,200	0
5,462	190,000	2	2	1	48	0	0	0	0	0	0	210,612	206,806	203,803	167,103	163,528	162,555	7,496	9,144	5,972	5,858	6,174	6,047	0
5,463	260,000	1	1	2	32	0	0	0	0	0	0	122,423	123,006	122,956	123,709	120,603	122,674	5,940	6,000	4,500	4,500	4,546	4,510	0
5,464	30,000	2	2	2	25	-1	2	2	0	0	0	4,471	5,747	5,509	6,260	7,654	8,522	1,500	0	1,000	1,500	1,000	800	0
5,465	150,000	2	3	2	25	1	-2	-2	-1	-1	-1	0	0	0	900	0	583	0	0	900	0	583	2,000	0
5,466	80,000	2	2	2	34	1	-1	-1	-2	-2	-2	0	7,400	-600	-600	-600	-600	7,400	0	0	0	0	0	0
5,467	80,000	1	2	1	37	2	2	2	2	0	0	81,562	56,352	29,582	28,852	29,464	28,688	11	3,500	0	1,033	1,502	2,002	1
5,468	180,000	2	3	1	43	-2	-2	-2	-2	-2	-2	1,242	0	0	0	0	0	0	0	0	0	0	0	0
5,469	350,000	2	1	2	33	-2	-2	-2	-2	-2	-2	-2	-2	-2	-2	-2	-2	0	0	0	0	0	940	0
5,470	200,000	2	3	1	30	-1	-1	2	-1	-1	-1	1,120	1,100	740	740	890	740	1,100	0	740	890	740	740	0
5,471	140,000	1	2	2	27	0	0	0	0	0	0	24,050	68,059	62,503	61,129	59,089	58,160	50,000	3,000	4,000	5,000	4,000	2,000	0
5,472	20,000	1	1	2	25	0	0	-1	-1	-2	-2	2,652	3,127	1,500	0	0	0	1,200	1,500	0	0	0	1,632	1
5,473	20,000	2	3	3	55	1	2	3	2	2	2	18,558	20,358	19,743	19,128	20,560	20,082	2,400	0	0	1,744	0	600	1
5,474	220,000	1	1	2	37	0	0	0	0	0	0	34,339	35,075	32,355	31,573	51,279	53,590	1,294	2,000	2,000	30,000	3,000	2,000	0
5,475	290,000	2	1	2	36	1	2	2	2	2	0	170,422	173,840	169,476	177,186	161,057	163,338	7,594	0	12,000	0	6,818	5,182	1
5,476	80,000	2	3	1	40	0	0	0	0	0	0	29,676	30,707	31,721	32,350	33,031	33,926	1,513	1,527	1,156	1,200	1,445	3,700	0
5,477	16,000	2	2	1	48	2	2	0	0	0	0	4,577	4,358	5,366	5,473	5,750	6,995	0	1,089	196	365	1,500	0	0
5,478	100,000	2	2	1	33	0	0	0	0	0	0	82,308	83,994	85,688	86,643	88,280	90,054	3,261	3,307	2,581	2,502	2,525	2,600	0
5,479	390,000	2	2	1	37	0	0	0	0	0	0	200,612	202,794	191,419	81,360	66,864	66,729	8,315	6,839	3,000	2,348	2,401	2,355	0
5,480	550,000	2	1	2	35	0	0	0	0	0	0	83,707	49,676	49,196	37,784	35,317	7,433	3,023	5,070	3,017	7,148	2,037	14,243	0
5,481	80,000	2	2	2	31	0	0	0	0	0	0	81,358	69,913	71,541	72,541	54,061	55,136	3,126	3,391	3,000	2,000	1,974	2,043	0
5,482	150,000	2	2	1	39	-1	0	0	0	0	-1	12,365	58,266	40,921	24,053	25,856	77,913	53,444	20,144	14,182	16,819	78,287	15,679	0
5,483	20,000	2	2	1	27	0	0	-1	-1	-2	-2	7,286	2,160	780	0	0	0	1,006	780	0	0	0	0	0
5,484	20,000	2	2	2	21	0	-1	-1	-2	-2	-2	20,000	1,685	0	0	0	0	1,685	0	0	0	0	0	0
5,485	100,000	2	3	2	29	-2	-2	-2	-1	-1	-1	2,038	11,383	1,661	1,891	3,681	870	11,386	1,665	1,894	3,689	870	1,755	0
5,486	30,000	1	3	2	28	2	2	2	2	2	3	300	300	300	300	1,300	1,150	0	0	0	1,000	150	0	1
5,487	80,000	2	3	1	47	0	0	0	0	0	0	33,590	34,524	34,038	33,231	33,440	5,513	2,079	1,200	0	816	365	5,000	0
5,488	30,000	1	1	2	33	2	2	2	2	2	2	27,274	25,744	27,504	26,987	26,927	25,553	0	3,000	1,000	1,300	0	1,000	1
5,489	140,000	1	3	2	23	-1	-1	-1	-1	-1	-1	390	390	390	1,434	1,309	540	390	390	1,434	1,309	540	540	0
5,490	200,000	1	2	2	32	0	0	0	0	0	0	180,461	171,839	173,325	153,953	144,206	143,178	8,300	10,000	6,000	6,000	6,000	4,500	0
5,491	290,000	1	1	2	41	0	0	0	0	0	0	255,049	247,090	242,309	238,609	238,712	237,847	9,006	8,507	10,902	8,600	8,671	8,210	0
5,492	50,000	1	2	2	23	0	0	-1	0	0	-1	96,234	44,882	1,270	880	390	390	1,052	1,270	0	0	390	0	0
5,493	260,000	2	1	2	28	1	-2	-1	-1	-2	-2	0	0	355	2,165	2,165	0	0	355	2,835	335	335	335	0
5,494	60,000	1	2	1	24	0	0	0	0	0	0	24,608	18,686	18,571	18,118	16,179	12,919	1,400	1,500	1,295	3,655	330	507	0
5,495	280,000	1	1	1	34	0	0	0	0	0	0	212,968	312,960	373,419	232,919	228,387	235,187	237,000	150,000	10,000	150,000	10,572	7,313	0
5,496	100,000	2	1	2	36	0	0	2	0	0	2	10,672	11,025	5,791	3,623	5,554	5,309	2,355	0	500	2,000	0	1,000	0
5,497	290,000	2	3	1	48	-1	0	0	-1	-1	-1	284,990	274,764	225,000	16,635	15,000	47,143	10,000	25,000	16,635	15,000	47,143	2,088	0
5,498	50,000	1	3	1	49	0	0	0	2	0	0	10,644	12,163	14,147	13,626	15,194	16,929	2,000	2,500	0	2,000	2,000	2,000	0
5,499	150,000	1	1	2	66	0	0	0	2	2	2	131,027	135,519	147,692	149,166	151,934	137,885	6,600	16,200	5,200	5,110	0	5,300	0
5,500	390,000	2	1	1	39	-2	-2	-2	-2	-2	-2	48,417	15,530	112,316	114,797	131,601	130,295	2,000	97,472	4,000	20,000	31,667	6,539	0

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