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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
6,401	50,000	1	2	2	23	0	0	0	0	0	0	48,025	47,611	44,249	29,321	29,309	29,739	2,122	1,815	1,184	1,206	1,411	904	0
6,402	70,000	1	2	1	29	0	0	0	0	0	0	68,540	64,645	66,460	46,988	43,530	44,804	3,000	3,000	2,000	2,500	2,000	2,000	0
6,403	50,000	2	2	2	33	0	0	0	0	0	0	14,720	15,743	16,756	17,089	17,446	17,825	1,265	1,278	611	632	668	591	1
6,404	100,000	2	3	2	27	0	0	0	0	0	2	53,423	39,096	40,037	40,584	43,629	41,432	1,958	1,953	1,500	3,700	0	1,700	1
6,405	200,000	2	2	2	24	0	0	0	0	0	0	39,723	40,586	44,233	45,124	46,252	47,207	1,353	4,000	1,267	1,500	1,500	1,500	0
6,406	180,000	1	1	2	38	1	-2	-2	-2	-2	-2	3,999	2,183	5,828	0	2,165	645	2,183	5,828	0	2,165	645	4,390	0
6,407	240,000	2	1	2	38	-1	-1	-1	-1	-1	-1	6,916	2,098	9,927	3,633	3,603	926	2,106	9,951	3,633	3,603	926	7,199	1
6,408	90,000	2	3	1	35	2	2	2	0	0	0	35,077	37,557	29,355	20,046	14,905	15,075	3,407	56	603	553	430	133	0
6,409	50,000	2	2	2	33	0	0	0	0	0	0	16,926	17,749	18,760	19,132	19,533	19,936	1,400	1,312	684	709	728	709	0
6,410	80,000	1	2	2	48	0	0	0	0	0	0	74,658	72,885	47,663	48,350	47,208	46,292	2,500	2,000	2,000	2,000	2,000	2,000	0
6,411	210,000	2	1	1	43	-2	-1	-1	-1	-2	-2	0	981	2,148	0	0	0	981	2,148	0	0	0	0	0
6,412	350,000	1	3	1	41	0	0	0	0	0	0	349,125	338,832	296,868	237,193	233,591	237,351	12,005	10,095	8,389	8,474	7,640	6,847	0
6,413	160,000	1	2	2	45	0	0	0	0	0	0	131,895	132,154	129,237	90,981	92,580	77,184	5,336	4,900	2,807	2,898	2,713	2,885	1
6,414	70,000	1	1	2	33	0	0	0	0	0	0	66,874	132,127	52,335	27,374	27,133	10,721	2,423	4,136	1,024	1,215	435	186	1
6,415	140,000	2	1	1	33	1	-1	-1	-2	-2	-2	0	840	0	0	0	0	840	0	0	0	0	0	0
6,416	80,000	1	2	1	47	0	0	0	0	0	0	52,690	51,560	51,047	48,260	46,198	43,253	2,022	1,711	1,584	1,576	1,690	1,285	0
6,417	110,000	2	2	1	39	2	2	0	0	2	2	110,109	106,656	104,407	108,689	106,342	111,575	0	5,200	7,700	0	7,800	0	1
6,418	50,000	1	2	2	25	0	0	-1	0	0	-2	17,355	5,934	16,637	4,000	0	0	1,000	24,677	0	0	0	0	0
6,419	30,000	1	1	1	38	0	0	2	0	0	0	27,429	29,085	29,282	29,270	29,078	28,652	2,403	1,200	588	588	574	0	0
6,420	30,000	2	2	2	27	0	0	2	0	0	0	28,392	31,439	30,394	29,994	29,834	15,960	3,500	0	0	0	0	0	0
6,421	200,000	1	2	2	33	0	0	0	0	0	2	80,012	81,703	83,290	85,085	89,707	63,787	2,972	2,952	3,107	6,056	0	3,000	1
6,422	290,000	2	2	2	28	0	0	0	0	0	0	133,789	137,875	124,871	118,193	121,283	124,109	6,300	6,000	5,000	5,000	5,000	5,000	0
6,423	220,000	1	1	2	34	0	0	0	0	0	0	29,549	28,267	29,708	25,407	25,109	23,320	2,000	3,000	800	5,000	5,000	2,000	0
6,424	180,000	1	1	2	28	0	0	0	0	0	-1	9,853	18,399	29,973	42,347	-53	10,653	10,732	22,119	17,012	0	10,706	9,659	0
6,425	500,000	1	3	1	38	0	0	0	0	0	0	74,223	72,419	64,537	60,228	59,038	58,738	3,338	3,022	2,502	2,250	2,350	2,200	0
6,426	210,000	1	2	1	39	-1	-1	-2	-2	-2	-2	7,128	3,605	4,308	3,713	5,133	5,749	3,623	4,315	3,713	5,133	5,749	6,762	0
6,427	100,000	2	1	2	24	3	2	2	2	0	0	100,016	97,562	104,365	101,783	101,603	103,457	0	8,440	0	3,873	7,733	0	1
6,428	100,000	2	2	2	23	0	0	0	0	0	0	8,002	7,954	9,777	10,026	9,657	9,279	2,000	2,000	1,000	504	1,000	2,000	0
6,429	130,000	2	2	2	25	2	2	0	0	0	0	138,910	119,948	135,259	95,956	97,770	92,206	0	18,259	3,456	3,770	3,706	3,708	1
6,430	10,000	1	2	2	21	0	0	0	0	0	0	9,042	10,038	9,784	9,984	9,780	0	1,305	1,000	200	196	0	0	1
6,431	50,000	1	2	2	35	-1	-1	-1	-1	-1	0	780	0	390	390	28,094	28,263	0	390	390	28,094	1,011	965	0
6,432	240,000	1	1	1	37	0	0	0	0	0	0	191,748	169,943	137,358	132,792	135,652	139,389	7,000	4,883	4,753	5,000	6,000	6,000	0
6,433	20,000	2	3	1	53	0	0	0	-2	-2	-2	12,237	12,870	0	0	0	0	1,000	0	0	0	0	0	0
6,434	20,000	2	1	1	38	-1	-1	-1	-2	-1	-1	1,925	500	0	0	6,360	11,220	500	0	0	6,360	11,220	0	0
6,435	150,000	2	1	2	39	3	2	2	-1	-1	-2	99	99	0	1,980	0	0	0	0	1,980	0	0	0	0
6,436	230,000	1	2	1	36	-1	-1	2	2	2	0	3,872	5,376	3,878	4,824	2,720	1,526	2,000	397	2,720	0	1,000	435	0
6,437	50,000	1	2	2	26	-1	0	0	0	0	0	49,713	50,581	46,567	27,211	28,274	29,005	2,000	2,000	1,000	1,500	1,500	2,000	0
6,438	300,000	2	2	1	35	0	0	0	-1	-1	-1	10,911	18,463	16,022	10,880	2,558	2,324	12,042	6,191	10,892	2,558	2,332	4,099	0
6,439	110,000	2	2	3	54	-1	-1	-1	-1	-1	2	316	316	632	150	632	166	316	632	150	632	0	0	0
6,440	230,000	2	1	2	33	-2	-2	-2	-2	-2	-2	4,533	0	510	0	162	0	0	510	0	162	0	0	0
6,441	50,000	2	2	2	30	1	-1	0	0	0	0	0	10,228	49,243	49,651	22,569	15,429	10,228	40,000	993	10,100	8,926	9,748	0
6,442	70,000	2	2	2	24	0	0	0	0	0	0	66,915	68,852	69,390	64,457	66,021	67,267	3,167	2,521	2,400	2,600	2,614	2,376	0
6,443	360,000	2	1	1	27	-2	-2	-2	-2	-2	-2	0	0	7,365	0	0	0	0	7,365	0	0	0	8,665	0
6,444	110,000	2	2	2	32	0	0	0	0	0	0	108,159	106,812	108,464	108,829	110,557	106,082	5,400	5,400	4,100	4,100	4,100	4,200	0
6,445	120,000	2	2	2	48	0	0	0	0	0	-1	116,183	116,394	113,245	48,888	40,241	49,923	5,078	2,657	978	805	52,169	1,600	0
6,446	200,000	2	1	1	45	-1	-1	-1	-1	-2	-1	15,127	1,890	3,699	367	-1,530	4,812	1,896	3,712	379	1,217	9,652	16	1
6,447	260,000	2	5	1	46	-1	-1	-1	-1	-1	-2	9,507	4,405	0	2,776	0	0	4,405	0	2,776	0	0	0	0
6,448	290,000	2	1	1	47	-1	-1	-1	-1	-1	-1	15,485	12,332	3,979	7,139	6,448	1,476	12,369	4,690	7,160	6,471	1,476	6,078	0
6,449	20,000	2	2	2	22	0	0	0	0	0	0	17,503	12,245	12,974	14,192	14,096	7,045	1,273	1,392	2,000	389	1,000	140	0
6,450	50,000	2	3	2	22	0	0	0	0	0	0	46,687	47,831	48,764	47,109	39,415	39,920	1,896	1,829	1,924	1,308	1,480	1,171	1
6,451	50,000	2	2	1	23	0	0	0	0	0	0	33,713	34,437	28,709	28,386	28,361	28,449	5,012	3,000	3,548	2,500	2,000	2,000	0
6,452	60,000	2	1	2	23	0	0	0	0	0	-1	3,517	3,277	11,335	9,341	6,451	3,592	1,000	10,341	0	0	3,592	3,911	0
6,453	330,000	1	1	1	46	-1	-1	-1	-1	0	0	7,401	4,567	6,242	24,353	20,219	23,163	4,567	6,443	24,353	10,219	13,163	5,909	0
6,454	60,000	2	2	1	23	0	0	0	2	2	0	58,844	43,427	30,408	30,632	30,021	30,445	2,000	4,300	1,000	0	2,000	1,500	0
6,455	180,000	2	2	1	25	0	0	0	0	0	0	134,733	120,775	112,784	114,794	105,248	107,130	9,148	4,030	4,211	3,798	4,000	4,327	0
6,456	80,000	2	1	2	28	1	2	2	2	2	2	53,541	54,694	55,297	55,788	57,146	58,351	2,600	2,100	2,000	2,400	2,300	2,315	0
6,457	450,000	2	1	2	32	1	-1	0	0	-2	-1	0	1,042	4,064	-8	-8	402	1,042	3,057	0	0	410	0	0
6,458	150,000	2	4	1	36	-2	-2	-2	-2	-2	-2	5,253	0	0	0	0	0	0	0	0	0	0	0	0
6,459	280,000	2	2	2	28	1	-2	-1	0	0	-1	0	0	11,905	8,350	2,428	4,662	0	11,905	200	49	4,662	6,278	0
6,460	180,000	1	3	2	47	0	0	0	0	2	0	67,011	69,935	72,031	77,597	72,079	66,310	4,000	4,000	7,501	0	3,001	10,000	0
6,461	380,000	2	3	1	54	-1	-1	0	0	-1	-1	1,630	65,757	65,201	39,281	80,561	19,302	65,757	1,628	196	80,962	19,395	13,452	0
6,462	150,000	1	2	1	45	-2	-2	-2	-2	-2	-2	390	390	390	390	285	-105	390	390	390	285	0	1,668	0
6,463	280,000	2	1	2	52	-1	-1	-1	-1	-2	-2	886	0	930	0	0	0	0	930	0	0	0	0	0
6,464	160,000	2	2	2	34	-1	-1	-1	-1	-1	-1	18,958	11,842	7,918	13,780	12,297	12,752	24,000	8,000	13,780	12,300	12,752	6,000	0
6,465	120,000	1	2	2	29	0	0	0	0	0	0	118,277	121,004	118,774	91,369	88,015	88,087	6,513	3,740	3,215	3,300	3,405	3,303	0
6,466	330,000	2	1	2	34	0	0	0	0	0	0	261,974	245,882	228,275	227,974	185,431	107,493	15,000	10,008	10,000	20,000	25,000	3,500	0
6,467	210,000	2	2	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,468	200,000	1	1	2	27	1	-1	-1	-1	-1	-1	-36	7,203	5,360	4,481	10,330	5,599	7,239	5,395	4,503	10,381	5,627	4,935	0
6,469	340,000	2	5	1	27	0	0	0	0	0	0	281,544	283,173	282,231	216,946	216,403	218,209	11,000	11,031	8,000	8,000	8,300	7,500	0
6,470	200,000	1	1	2	34	-1	-1	-1	-1	-1	-2	959	451	-1	605	-5	-5	452	0	606	0	0	0	0
6,471	160,000	2	3	1	34	0	0	2	2	-2	-2	4,763	4,899	697	-1,373	-1,773	-1,773	3,009	0	1,373	0	0	1,040	0
6,472	500,000	2	2	2	48	-1	-1	-1	-1	-1	-1	77,461	68,781	58,436	9,536	8,302	64,460	68,781	58,436	9,536	58,302	64,460	14,000	0
6,473	50,000	1	2	1	43	0	0	0	0	0	0	28,287	28,924	29,521	29,876	30,201	15,611	1,485	1,472	1,217	1,347	558	550	0
6,474	170,000	2	2	2	23	-1	0	0	0	0	0	32,192	32,555	32,292	32,372	31,202	31,688	1,608	2,301	2,379	2,202	2,688	2,110	0
6,475	260,000	2	1	2	29	1	2	0	0	0	0	234,922	227,802	215,320	177,965	171,201	164,834	6	6,918	5,295	4,805	5,002	3,005	0
6,476	360,000	1	2	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,477	400,000	1	1	2	29	0	0	0	-1	-1	2	41,057	11,150	6,298	138,307	149,548	148,632	1,300	1,001	138,307	16,996	5,010	96	0
6,478	380,000	2	1	2	32	-1	0	0	0	0	0	91,806	100,291	108,245	109,006	117,195	121,246	10,000	10,000	10,000	10,001	6,000	38,000	0
6,479	50,000	1	3	2	29	0	0	2	0	0	-1	7,334	7,344	5,420	4,104	1,596	1,594	2,500	0	1,596	0	1,594	0	1
6,480	130,000	1	2	1	40	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
6,481	110,000	2	2	1	24	1	-1	0	0	0	0	-1,256	65,064	66,102	54,275	51,791	52,928	68,500	3,114	4,016	2,000	2,000	2,000	0
6,482	50,000	1	1	1	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,483	190,000	1	2	2	26	0	0	0	0	0	0	155,260	136,185	139,013	140,035	146,365	148,961	7,416	6,900	5,100	10,000	5,500	6,700	0
6,484	170,000	2	2	1	46	-1	-1	-1	-2	-1	-1	2,741	1,848	0	0	1,542	3,498	1,848	0	0	1,542	3,498	8,095	1
6,485	210,000	2	4	2	25	0	0	0	0	-2	-2	179,248	21,612	5,259	-243	-243	-243	3,151	2,000	0	0	0	0	0
6,486	50,000	1	3	2	25	0	0	0	0	2	2	46,277	47,713	44,006	29,737	30,615	29,975	2,500	2,300	2,500	1,500	0	1,000	0
6,487	20,000	2	3	1	45	2	0	0	0	0	0	14,064	12,451	11,176	6,934	11,203	7,737	3,000	1,006	144	10,000	308	2,000	1
6,488	80,000	2	2	1	26	0	0	0	0	0	-2	33,319	32,066	31,875	18,686	0	0	1,700	1,720	1,002	0	0	0	1
6,489	500,000	2	1	2	39	-1	0	0	0	-2	-2	4,417	5,642	8,689	-131	-131	-131	5,467	5,026	0	0	0	0	0
6,490	250,000	2	2	2	31	1	2	0	0	0	0	59,878	58,348	59,530	60,668	59,786	130,890	0	2,150	2,116	65	72,460	5,000	1
6,491	50,000	1	3	1	34	0	0	0	0	0	0	6,808	6,198	22,456	19,776	9,433	7,487	1,318	19,776	1,096	572	645	0	0
6,492	300,000	1	2	1	38	0	0	0	2	2	2	181,387	171,685	181,780	177,363	189,423	188,567	8,000	14,500	0	15,150	7,700	0	0
6,493	30,000	2	2	1	40	2	2	3	3	2	2	27,975	29,906	30,604	29,834	29,936	29,862	2,700	1,500	0	1,100	1,000	0	1
6,494	50,000	1	2	2	34	2	2	0	0	0	-1	61,220	56,388	53,813	22,667	23,488	20,022	9	2,061	0	821	21,414	703	0
6,495	180,000	2	2	2	35	-2	-2	-2	-2	-2	-2	-117	2,573	-77	-77	1,823	227	2,690	0	0	1,900	230	0	0
6,496	50,000	2	5	1	28	0	0	0	0	0	-2	9,014	9,608	12,025	16,025	0	0	3,000	3,000	4,000	0	0	0	0
6,497	50,000	1	3	1	46	0	0	0	0	0	0	6,066	7,161	8,234	8,595	8,955	9,305	1,200	1,200	500	500	500	500	0
6,498	190,000	2	2	1	40	0	0	2	0	0	0	184,276	191,540	192,422	150,300	92,391	93,119	15,000	6,000	6,000	4,000	4,000	3,300	0
6,499	200,000	2	2	2	32	-2	-2	-2	-1	0	0	940	174	1,684	1,581	2,381	2,381	174	1,689	1,581	800	0	0	0
6,500	140,000	2	2	2	26	0	0	0	0	2	0	141,057	144,306	141,949	141,345	136,379	126,211	7,200	19,000	10,400	0	4,931	9,100	0

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