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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
1,101	210,000	2	3	2	46	1	2	0	0	-1	-1	5,816	5,579	20,079	17,309	2,310	241	13	17,309	0	2,310	241	4,000	1
1,102	30,000	2	2	2	24	0	0	2	2	2	0	24,238	26,996	26,269	27,734	27,151	28,199	3,462	0	2,200	0	1,500	1,500	1
1,103	260,000	2	2	1	46	0	0	2	2	2	0	18,256	19,556	18,136	24,018	21,490	18,196	2,934	0	8,000	0	2,000	8,000	0
1,104	150,000	2	3	2	28	-2	-1	-1	-1	-1	-1	1,723	2,292	240	683	3,486	5,390	6,876	240	683	3,486	5,390	1,200	0
1,105	20,000	2	2	1	35	1	2	2	3	2	0	18,648	18,061	21,034	20,419	19,289	19,600	0	3,292	0	0	781	701	1
1,106	380,000	2	1	1	40	-1	-1	-2	-2	-2	-2	6,614	54,457	47,872	24,543	0	0	49,094	0	24,543	0	0	0	0
1,107	200,000	2	1	1	41	-2	-2	-2	-2	-2	-2	7,812	0	0	1,115	0	0	0	0	1,115	0	0	0	0
1,108	120,000	2	2	1	47	-1	-1	-1	-1	-1	-1	1,188	2,512	3,444	1,742	502	346	2,512	3,444	1,742	502	346	325	0
1,109	80,000	1	2	1	54	0	0	0	0	0	0	76,962	79,463	79,761	30,286	29,898	30,364	4,000	3,500	1,100	1,100	1,200	1,000	1
1,110	30,000	2	2	2	33	1	2	0	0	0	0	31,089	10,989	11,997	12,397	13,043	13,325	0	1,200	600	1,000	650	650	0
1,111	110,000	1	2	2	29	1	2	2	2	0	0	83,687	85,360	86,274	84,001	85,897	88,759	3,900	3,200	0	3,400	4,500	2,600	0
1,112	50,000	2	3	1	44	-1	-1	-1	-1	-1	-1	3,424	155	1,922	1,473	1,865	835	155	1,922	1,473	1,865	835	1,833	0
1,113	90,000	2	2	1	24	0	0	0	0	0	0	84,148	79,847	75,576	75,266	74,431	68,399	5,006	4,007	5,006	4,003	3,014	4,007	0
1,114	110,000	1	1	2	33	0	0	0	0	0	0	12,633	88,334	53,978	23,687	26,567	8,435	80,004	1,500	12,013	7,000	2,000	4,000	0
1,115	50,000	1	3	1	54	0	0	0	0	0	0	38,607	39,681	40,717	41,682	42,857	45,581	2,000	2,000	1,642	2,000	3,600	0	0
1,116	60,000	1	1	2	27	-2	-2	-2	-2	-1	-1	11,862	1,856	-14	4,839	9,567	11,407	1,861	0	4,853	9,567	2,000	0	0
1,117	150,000	2	2	2	37	0	0	0	0	0	0	80,463	82,513	84,271	43,832	33,963	34,638	3,348	3,490	1,402	1,233	1,240	1,284	1
1,118	20,000	1	1	2	24	1	2	0	0	0	-2	18,738	18,016	7,190	7,190	0	0	20	1,500	0	0	0	0	0
1,119	140,000	2	3	1	54	1	-2	-2	-2	-2	-2	-150	-150	-150	-150	-150	-150	0	0	0	0	0	0	1
1,120	120,000	2	2	1	34	1	-1	-1	-1	-1	-1	-9	898	7,752	4,447	8,495	0	907	7,772	4,447	8,495	0	528	0
1,121	200,000	2	2	2	40	2	0	0	0	0	0	176,502	176,297	162,826	160,186	161,965	152,361	8,000	7,300	6,000	6,000	6,000	6,000	1
1,122	20,000	1	2	2	30	1	2	4	3	2	2	19,977	21,359	20,581	19,860	19,690	1,735	2,000	0	0	0	500	0	1
1,123	50,000	1	2	2	26	0	0	0	0	0	0	48,221	49,629	48,868	49,668	49,780	49,980	2,571	1,200	1,000	40,000	1,000	0	0
1,124	200,000	2	2	1	41	0	0	0	0	0	-1	18,012	18,367	16,996	11,461	8,150	5,584	1,385	1,020	229	183	5,584	888	0
1,125	100,000	2	2	2	29	-2	-1	0	0	0	0	75,912	85,276	88,498	90,289	92,485	95,630	10,000	4,000	2,600	3,000	4,000	5,000	0
1,126	300,000	1	1	1	38	-1	-1	-2	-2	-2	-2	2,285	0	0	0	0	0	0	0	0	0	0	0	0
1,127	500,000	2	1	2	35	-1	-1	-1	-1	0	-1	22,369	14,100	24,754	21,443	13,892	11,241	14,128	24,902	21,479	11,465	11,356	66,710	0
1,128	360,000	2	2	1	52	-1	-1	-2	-2	-2	-2	2,995	2,401	2,277	500	3,586	7,399	2,406	2,282	500	3,586	7,399	600	0
1,129	160,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,130	50,000	2	2	2	23	0	0	0	2	2	2	47,053	47,835	51,109	51,713	52,738	48,789	1,842	4,116	2,000	1,950	0	1,885	1
1,131	230,000	2	2	1	34	0	0	0	0	0	0	234,328	234,211	157,345	155,335	153,427	150,514	8,913	5,449	5,339	5,370	4,435	4,432	1
1,132	200,000	2	2	2	34	1	-1	-1	-1	-1	-1	0	3,346	0	465	1,775	8,722	3,346	0	465	1,775	8,722	0	0
1,133	270,000	1	1	1	44	3	3	4	4	4	4	256,402	264,267	271,951	278,509	283,545	278,436	17,944	18,112	15,405	10,000	0	0	0
1,134	50,000	2	2	1	36	2	2	2	0	0	2	45,159	49,125	47,956	43,578	35,126	34,420	4,700	0	2,004	3,500	0	1,000	0
1,135	20,000	1	2	2	28	1	2	2	2	0	0	15,764	15,718	17,164	16,594	18,158	19,554	500	2,000	0	2,000	1,700	0	0
1,136	60,000	2	2	2	31	0	0	0	0	2	0	59,643	61,279	61,017	30,117	29,526	29,201	3,200	2,535	2,331	0	1,073	2,134	0
1,137	50,000	1	2	2	31	-1	-1	-1	0	0	-1	2,522	0	18,171	17,051	390	16,526	0	18,171	341	0	16,526	324	0
1,138	50,000	1	2	1	41	0	0	0	0	0	0	19,339	20,424	20,086	18,600	19,153	19,289	1,703	1,306	810	1,000	900	900	0
1,139	130,000	2	3	1	44	0	0	0	0	0	2	109,006	110,256	113,283	101,247	96,939	81,977	4,500	5,000	4,000	10,600	0	2,300	0
1,140	230,000	2	3	2	47	0	0	0	0	0	0	147,300	121,855	102,074	94,225	96,616	95,849	10,000	5,000	4,000	4,000	5,000	4,000	0
1,141	20,000	1	2	2	25	0	0	0	-2	-1	0	3,400	4,129	0	0	3,244	3,314	1,000	0	0	3,244	124	66	0
1,142	30,000	2	1	2	25	0	0	2	0	0	2	19,801	20,449	19,798	20,217	21,435	19,239	3,000	0	700	1,500	0	323	0
1,143	200,000	2	1	1	39	-1	0	-1	0	0	0	8,432	6,977	6,727	6,864	5,253	3,388	3,746	6,737	2,013	10	20	10,901	0
1,144	140,000	2	2	1	24	-1	-1	-2	-2	-1	-1	2,515	0	0	0	2,243	5,530	0	0	0	2,243	5,530	4,441	0
1,145	100,000	2	2	1	35	2	0	0	2	2	0	98,845	95,265	98,571	99,322	96,661	95,951	4,600	8,002	4,003	2	4,005	4,000	1
1,146	240,000	1	2	1	32	2	2	2	0	0	0	127,418	135,942	132,640	135,320	138,523	141,618	10,400	0	4,500	5,000	5,000	5,000	1
1,147	70,000	2	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	1
1,148	360,000	1	1	2	33	1	2	0	0	-1	-1	71,195	60,553	60,158	16,672	35,039	8,320	0	1,399	0	35,039	8,320	5,169	0
1,149	140,000	2	1	2	30	1	2	0	0	0	0	149,389	145,757	144,229	144,470	144,386	120,586	0	5,350	5,555	5,836	4,191	4,341	0
1,150	50,000	1	2	1	52	-1	2	0	0	0	0	2,072	1,532	3,106	2,721	780	0	0	2,000	5	0	0	0	0
1,151	210,000	2	2	1	36	-1	-1	-1	0	-1	-1	396	590	2,042	1,646	396	396	590	2,042	0	396	396	396	0
1,152	280,000	1	1	2	30	1	2	2	0	0	0	191,493	187,913	169,223	153,063	133,490	130,377	1,000	7,600	5,949	6,000	5,200	5,117	0
1,153	180,000	2	2	2	42	2	2	2	2	2	2	50,420	51,818	52,372	52,917	54,123	55,176	2,500	2,000	2,000	2,200	2,100	2,200	1
1,154	150,000	2	1	2	30	-1	0	-1	0	-1	-1	10,705	5,416	5,162	4,068	249	249	1,000	5,162	1,000	249	249	5,565	0
1,155	20,000	1	3	1	47	1	2	0	0	0	2	19,739	19,137	19,857	15,422	19,279	9,537	0	1,200	0	9,537	0	0	0
1,156	350,000	2	2	1	29	-1	-1	-1	-1	-1	-1	8,760	5,882	9,845	4,677	5,767	6,532	5,932	9,908	4,692	5,787	6,548	4,863	0
1,157	130,000	2	1	2	23	-1	-1	-1	0	-1	0	3,820	2,640	30,403	9,630	7,120	3,940	2,640	30,403	193	7,120	79	9,589	0
1,158	470,000	1	3	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	789	0
1,159	340,000	2	2	1	48	-1	-1	-1	0	0	-1	4,052	0	4,105	2,895	2,895	2,360	0	4,105	0	0	2,360	1,090	0
1,160	80,000	1	2	2	26	1	2	2	2	0	0	77,389	75,585	80,300	75,724	77,504	79,715	0	6,000	0	3,000	3,500	3,000	0
1,161	70,000	1	1	2	33	0	0	0	0	-2	-2	70,524	70,740	46,740	0	0	0	2,500	2,000	0	0	0	0	0
1,162	230,000	2	2	1	44	-2	-2	-2	-2	-2	-2	5,990	1,677	2,920	2,683	1,674	3,273	1,677	2,920	2,683	1,674	3,273	2,749	0
1,163	180,000	2	2	1	36	0	0	0	-2	-1	0	21,494	25,600	0	0	36,565	37,353	5,000	0	0	36,565	1,548	1,000	0
1,164	210,000	2	2	1	39	0	0	0	0	0	-1	26,749	34,451	25,200	19,850	15,530	13,021	14,000	3,007	5,000	1,000	13,021	22,171	0
1,165	20,000	1	2	2	24	-1	-1	-1	-1	-1	-1	780	0	390	390	780	0	0	390	390	780	0	0	0
1,166	140,000	2	2	2	25	2	0	0	-1	-1	0	137,606	140,557	111,000	3,238	89,437	91,136	6,000	3,200	3,238	89,437	3,228	3,000	0
1,167	200,000	1	1	2	52	0	0	0	0	0	0	115,702	113,576	109,812	104,567	100,541	96,495	5,517	5,381	3,838	3,589	3,397	3,296	0
1,168	50,000	2	3	1	59	0	0	0	0	0	0	47,822	36,488	36,811	13,234	11,543	10,751	2,009	2,000	556	378	619	5,000	0
1,169	80,000	2	1	2	23	-1	-1	0	0	-1	-1	3,526	6,687	4,356	3,450	4,318	0	6,687	1,000	0	4,318	0	254	0
1,170	30,000	2	3	2	48	0	0	0	0	0	0	1,445	3,410	5,338	7,239	9,112	10,949	2,000	2,000	2,000	2,000	2,000	2,000	0
1,171	140,000	2	1	2	28	0	0	2	0	0	0	9,305	13,614	13,103	14,077	15,189	16,275	4,800	0	1,500	1,500	1,500	1,500	1
1,172	80,000	1	3	1	62	-1	-1	-1	-1	-1	-1	1,262	1,642	1,975	672	5,112	3,932	1,642	1,975	672	5,112	3,932	20,289	0
1,173	220,000	2	3	1	38	-1	-1	-1	-1	-1	-1	20,000	3,450	5,516	47,619	28,800	8,561	3,450	5,549	50,019	28,800	8,561	16,599	0
1,174	180,000	2	1	2	32	-1	-1	-1	-1	-1	-1	666	666	666	666	666	666	666	666	666	666	666	666	0
1,175	140,000	2	2	1	29	0	0	0	0	0	0	81,764	92,071	43,777	22,806	12,643	29,707	20,167	5,000	28,800	2,000	20,007	10,009	1
1,176	180,000	1	2	2	25	2	2	2	0	0	0	10,022	12,847	12,351	12,350	12,608	12,892	3,000	0	500	455	491	500	1
1,177	50,000	2	2	2	35	0	0	0	0	0	0	14,536	15,694	16,431	17,056	17,581	18,089	1,700	1,300	900	800	800	900	0
1,178	170,000	2	2	2	27	0	0	0	0	0	0	97,474	78,520	80,131	70,788	68,927	70,678	2,932	3,000	2,500	3,000	2,900	2,918	0
1,179	50,000	1	2	2	38	0	0	0	0	0	0	50,958	50,889	49,697	9,176	9,368	9,554	2,042	1,150	329	340	342	354	0
1,180	50,000	1	2	2	24	0	0	0	0	0	0	49,144	20,818	17,890	18,310	17,931	18,633	1,500	1,300	700	1,000	1,000	1,000	0
1,181	300,000	1	2	1	29	-1	-1	-2	-2	-2	-2	1,874	-200	-200	-200	-200	-200	0	0	0	0	0	0	0
1,182	390,000	2	1	2	27	2	0	0	0	0	0	386,301	392,458	290,201	295,606	300,709	305,904	17,000	11,000	11,000	10,656	11,000	12,000	0
1,183	90,000	2	2	1	55	2	2	0	0	0	0	81,998	83,674	80,890	31,565	33,049	22,694	4,003	3,000	3,000	3,000	2,000	2,000	1
1,184	200,000	2	1	2	29	0	0	0	0	0	0	194,241	193,425	196,537	195,268	192,829	192,499	12,000	8,500	7,000	10,000	10,000	10,000	0
1,185	460,000	1	1	2	29	0	0	0	0	0	0	410,033	385,394	325,663	324,067	324,749	327,929	16,088	13,039	11,127	11,017	11,110	11,113	0
1,186	10,000	1	2	2	23	0	0	0	0	0	-2	3,714	4,158	4,654	3,080	0	0	1,104	1,000	31	0	0	0	0
1,187	20,000	1	2	1	30	-1	-1	0	0	-1	-1	1,261	2,835	2,522	1,261	1,261	930	2,835	1,000	0	1,261	930	540	1
1,188	50,000	2	2	1	50	-1	-1	-1	-1	-2	-1	1,232	1,846	697	364	0	760	1,846	697	364	0	760	5,862	0
1,189	480,000	2	2	1	38	0	0	0	0	0	0	90,258	76,099	56,776	37,484	37,906	18,387	30,000	1,708	1,292	1,010	772	705	0
1,190	180,000	2	1	2	24	0	0	0	0	0	0	169,263	174,532	176,686	165,491	169,222	173,246	8,000	6,700	6,000	6,400	7,000	7,000	0
1,191	240,000	2	1	2	29	0	0	0	0	0	-2	3,093	2,322	8,186	3,980	0	0	2,000	2,020	2,500	0	0	85	0
1,192	250,000	1	1	2	38	-2	-2	-2	-2	-2	-2	584	3,291	8,660	7,495	1,120	62	3,307	8,703	7,532	1,125	62	7,718	0
1,193	270,000	2	2	2	34	-1	-1	-1	-1	-1	-1	381	3,376	2,958	4,154	5,885	3,129	3,406	2,983	4,172	5,912	3,143	0	1
1,194	200,000	1	1	1	37	0	0	0	0	0	0	123,337	11,148	19,165	21,171	17,762	23,670	11,202	19,275	22,304	23,850	23,784	84,430	0
1,195	100,000	2	3	1	66	0	0	0	0	0	0	100,036	100,041	100,402	97,141	97,143	97,532	4,702	4,617	3,600	3,865	3,850	3,705	0
1,196	160,000	2	1	1	39	-2	-2	-2	-2	-2	-2	710	666	403	1,650	336	790	666	403	1,650	336	790	1,141	0
1,197	80,000	2	2	1	45	0	0	0	0	0	0	81,841	74,516	69,485	30,396	30,595	29,033	4,100	2,507	2,140	2,000	1,500	1,000	0
1,198	130,000	1	2	1	44	-1	2	0	0	0	0	29,547	23,154	18,637	14,691	8,769	4,166	0	1,500	486	303	83	780	0
1,199	340,000	2	3	2	44	0	0	0	0	0	0	142,836	145,125	146,682	150,407	147,868	149,349	7,000	5,500	6,027	5,328	5,390	6,047	1
1,200	360,000	1	1	1	36	-2	-1	-1	-1	-2	-2	0	394	11,142	0	0	0	394	11,253	0	0	0	0	0

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