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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
8,201	50,000	2	2	2	24	0	0	2	2	0	0	46,393	50,022	50,895	48,598	47,668	45,400	4,700	2,000	0	2,200	2,000	2,000	0
8,202	150,000	2	1	1	34	-1	-1	-1	-1	-1	-1	9,779	60,911	19,796	1,725	1,150	0	61,168	19,796	1,725	1,150	0	0	0
8,203	130,000	2	2	1	44	2	2	2	2	2	2	99,801	102,403	103,828	104,139	106,519	109,109	5,100	4,000	3,500	4,200	4,500	3,500	0
8,204	20,000	2	1	2	22	0	0	2	0	0	0	10,003	13,329	11,613	10,750	10,606	7,263	4,211	0	237	242	163	22	0
8,205	150,000	1	1	1	40	0	0	0	0	-1	0	123,548	94,995	52,874	64,269	73,351	68,257	4,221	3,094	30,454	100,049	5,098	30,242	0
8,206	240,000	1	1	1	42	0	0	0	0	0	0	72,339	91,045	91,027	51,508	51,127	0	20,000	2,213	1,030	1,023	6,790	10,893	0
8,207	50,000	1	3	1	45	0	0	0	0	0	0	29,875	15,028	5,639	6,389	7,130	7,857	1,700	1,250	1,000	1,000	1,000	1,000	0
8,208	50,000	1	3	1	51	0	0	0	0	0	0	43,045	42,965	43,132	43,995	43,230	43,334	1,738	1,653	1,516	1,530	2,139	1,572	0
8,209	270,000	1	1	1	51	-1	-1	-1	-1	-2	-2	19,984	2,099	12,985	0	0	0	2,099	13,056	0	0	0	0	1
8,210	20,000	2	2	2	28	0	0	0	0	0	0	10,818	11,938	12,949	13,332	13,618	14,619	1,300	1,217	600	500	1,230	0	0
8,211	300,000	2	2	1	33	-2	-2	-2	-2	-2	-2	11,613	12,893	10,841	11,900	0	0	1,513	1,000	1,059	0	0	51,167	0
8,212	390,000	1	1	1	34	0	0	0	-1	0	0	91,701	68,587	101,211	96,725	125,810	182,122	60,081	84,908	121,081	80,000	85,000	8,000	0
8,213	110,000	2	1	1	37	0	0	2	0	0	0	14,519	16,982	16,002	15,262	15,626	14,465	3,536	3	521	1,000	520	325	0
8,214	90,000	1	2	1	58	0	0	0	0	0	0	85,818	88,988	50,780	50,929	48,735	49,746	5,100	2,200	2,200	1,944	2,200	2,000	0
8,215	300,000	2	2	1	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,216	450,000	1	3	1	42	2	0	0	0	0	0	152,652	128,708	100,429	77,069	63,851	36,877	7,032	3,003	10,000	11,000	3,000	58,000	1
8,217	20,000	1	2	2	30	0	0	0	2	2	2	16,728	17,759	19,752	19,155	20,385	19,218	1,307	2,300	0	1,525	0	1,000	1
8,218	500,000	2	1	2	33	1	-1	-1	-1	-1	-1	0	212	298	306	150	316	212	298	306	150	316	0	0
8,219	30,000	2	2	2	46	0	0	0	0	0	0	32,006	60,079	26,882	27,570	28,075	29,065	1,755	1,500	1,135	1,100	1,455	775	0
8,220	50,000	1	2	2	51	0	0	0	2	2	0	15,096	16,541	18,356	18,181	18,285	10,220	2,000	2,400	420	600	600	500	1
8,221	140,000	2	2	2	26	-1	0	0	0	0	0	9,589	78,122	79,327	117,859	120,556	122,894	70,000	3,100	40,000	4,600	4,500	4,800	0
8,222	10,000	1	2	1	43	3	2	2	4	3	2	8,261	9,470	11,163	10,852	10,396	10,085	1,500	2,000	0	0	0	350	1
8,223	120,000	2	2	2	37	-2	-2	-2	-2	-2	-1	874	0	0	0	305	20,502	0	0	0	305	21,742	0	0
8,224	30,000	1	2	2	30	4	3	2	2	2	0	30,562	29,809	28,920	29,887	29,525	25,006	0	0	1,900	15	1,030	30,802	0
8,225	30,000	2	2	1	22	1	2	2	2	2	0	28,037	29,055	28,303	29,462	28,859	29,122	1,745	0	3,554	0	1,190	1,030	0
8,226	20,000	1	1	2	33	1	2	2	2	2	2	17,971	17,399	19,057	18,453	19,755	19,288	0	2,260	0	1,600	0	644	0
8,227	10,000	1	3	2	36	-1	-1	-1	-1	2	2	6,517	344	0	10,040	9,735	10,362	344	900	10,040	0	790	0	0
8,228	110,000	2	2	1	35	0	0	0	0	0	0	114,023	102,850	66,639	57,595	58,814	60,086	4,097	3,360	2,100	2,100	2,200	3,000	1
8,229	280,000	2	1	1	29	-1	-1	-1	-1	-1	-1	2,597	3,807	1,160	985	0	65,862	3,807	1,160	985	0	65,862	66,240	0
8,230	500,000	1	1	1	42	0	0	0	0	0	0	580,928	597,793	597,415	569,034	551,702	568,638	25,624	21,898	20,851	19,599	26,000	20,000	0
8,231	50,000	2	3	1	46	4	5	4	3	2	0	33,100	32,319	31,499	30,748	30,162	30,016	0	0	0	0	3,100	798	1
8,232	230,000	1	2	1	30	-1	-1	-2	-1	-1	-1	5,200	0	0	8,780	11,990	0	0	0	8,780	11,990	0	0	0
8,233	50,000	1	2	1	53	-1	-1	-1	-1	-1	-1	493	493	493	493	493	493	493	493	493	493	493	493	0
8,234	120,000	2	2	2	24	0	0	0	0	0	2	15,322	16,267	45,844	47,082	54,307	53,290	1,500	30,000	2,000	8,000	0	5,000	0
8,235	30,000	1	2	2	26	0	0	0	0	0	0	26,301	27,376	28,359	24,844	25,364	25,935	1,500	1,450	889	920	992	1,000	0
8,236	330,000	2	2	1	28	0	0	0	0	2	2	225,079	229,947	233,122	246,414	253,338	249,107	10,000	8,507	17,215	11,000	0	12,000	0
8,237	360,000	1	2	1	30	-1	-1	-1	0	0	0	6,323	6,934	17,170	11,152	6,000	0	7,001	17,173	1,000	1,000	0	200,000	0
8,238	40,000	1	1	2	26	0	0	0	0	2	2	6,586	7,618	8,484	10,333	10,023	11,258	1,300	1,150	2,000	0	1,400	0	0
8,239	110,000	2	1	2	29	2	0	0	0	0	0	106,321	107,630	106,354	79,154	69,988	69,018	4,334	4,250	2,946	2,506	2,458	2,524	1
8,240	40,000	2	3	1	39	-2	-2	-2	-2	-2	-2	7,955	5,392	5,151	3,434	1,143	0	5,392	5,151	3,434	1,143	0	0	0
8,241	70,000	2	2	1	30	1	2	0	0	0	0	42,490	35,668	32,397	24,306	24,316	20,216	17	5,043	2,500	2,009	2,015	2,010	0
8,242	100,000	1	3	2	26	2	0	0	0	0	0	107,643	109,895	93,420	73,119	73,642	71,579	4,048	3,105	2,700	2,510	2,703	2,700	1
8,243	210,000	2	2	1	50	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,244	360,000	1	2	1	38	-1	-1	-1	-1	2	-1	696	546	-150	1,692	846	846	546	0	2,538	0	846	696	0
8,245	260,000	1	2	2	27	0	0	0	0	0	0	150,943	149,285	151,779	135,141	124,475	107,735	5,501	5,061	5,000	5,000	3,900	3,246	0
8,246	200,000	2	1	2	34	-2	-2	-2	-2	-2	-2	500	810	500	0	0	300	810	500	0	0	300	0	0
8,247	160,000	1	1	1	43	-1	-1	-1	0	0	0	162	414	6,437	16,520	14,374	10,969	414	6,437	10,428	463	426	219	1
8,248	420,000	2	2	1	29	0	0	0	0	0	0	56,255	121,215	132,536	131,704	331,059	328,958	71,536	12,536	11,704	212,059	12,958	12,819	0
8,249	140,000	2	1	2	28	1	2	0	0	0	0	86,761	84,546	87,251	88,227	90,170	92,044	0	5,000	3,300	3,500	3,500	3,550	1
8,250	180,000	1	1	2	38	0	0	0	0	0	0	141,510	144,439	146,529	151,106	153,900	0	6,700	6,000	7,000	6,900	0	0	1
8,251	150,000	2	3	1	39	2	2	0	0	0	0	153,994	147,038	122,498	75,782	71,306	69,737	0	5,000	3,000	3,000	3,000	5,000	0
8,252	30,000	2	2	1	35	0	0	0	0	0	2	22,206	23,846	24,554	25,213	27,638	27,042	2,000	1,409	1,068	3,000	0	3,450	0
8,253	500,000	1	1	2	34	0	0	0	0	0	0	8,007	10,556	14,332	20,393	22,633	24,318	3,000	4,000	6,500	5,000	2,000	4,000	0
8,254	240,000	1	2	1	45	0	0	0	0	0	0	237,868	242,260	101,542	30,284	168,674	171,825	8,932	4,707	1,862	140,061	5,262	5,300	0
8,255	30,000	1	1	2	22	0	-1	0	0	0	2	2,949	19,689	17,681	17,113	13,368	11,739	19,689	2,092	1,500	1,500	0	161	0
8,256	80,000	1	2	2	28	0	0	0	0	2	0	47,916	49,964	49,965	50,142	46,888	47,592	3,122	2,123	4,300	0	2,800	3,000	0
8,257	80,000	1	2	2	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,258	310,000	1	1	1	39	1	-1	0	0	0	0	166,517	18,901	19,781	22,432	24,058	25,646	150,000	1,500	3,000	2,000	2,000	3,000	0
8,259	180,000	2	1	2	33	0	0	0	0	0	0	94,001	99,558	106,353	113,047	115,572	117,660	8,000	10,000	10,000	4,500	4,500	5,300	0
8,260	60,000	2	2	2	23	0	0	0	0	0	0	63,709	64,261	50,243	15,092	12,037	10,000	2,351	1,237	422	528	2,000	5,000	1
8,261	170,000	2	2	2	33	-1	-1	-2	-1	-1	-1	298	0	0	467	203	0	0	0	467	203	0	1,116	0
8,262	180,000	2	2	1	31	0	0	0	0	0	0	173,517	160,996	132,054	115,551	109,539	108,837	10,122	35,206	40,600	5,000	10,000	10,000	0
8,263	180,000	1	2	1	28	0	0	0	0	0	0	180,827	175,914	176,778	172,440	168,914	171,645	6,600	7,738	6,200	6,418	13,000	0	1
8,264	350,000	1	2	1	42	-1	-1	-1	0	0	-1	1,037	1,360	8,686	3,061	396	391	1,365	8,722	72	0	391	1,406	0
8,265	360,000	1	2	1	36	0	0	-1	-1	-1	-1	20,328	12,664	1,901	2,355	4,206	5,889	1,204	1,901	2,355	4,206	5,889	0	0
8,266	140,000	1	2	1	46	0	0	0	0	0	-1	133,899	137,171	139,414	97,268	99,960	86,728	5,425	4,979	3,715	4,498	86,728	2,412	1
8,267	310,000	2	3	2	30	-1	0	0	0	0	0	118,109	131,107	97,009	51,757	50,009	45,262	18,008	20,000	12,000	5,000	3,000	1,900	0
8,268	30,000	1	3	2	25	0	0	0	0	0	2	22,821	23,846	24,864	25,360	26,999	26,414	1,397	1,415	911	2,051	0	1,500	0
8,269	200,000	1	1	2	32	-1	-1	-1	-1	-1	2	5,494	19,614	628	628	1,604	668	19,614	628	628	1,604	0	168	1
8,270	120,000	2	1	2	37	2	2	2	2	2	2	744	744	744	1,188	594	1,038	444	444	888	0	888	0	1
8,271	260,000	1	1	1	45	0	0	0	0	0	0	21,480	25,791	31,654	35,784	40,726	45,923	5,000	6,781	5,000	6,452	6,696	6,892	0
8,272	60,000	2	1	2	32	0	0	0	0	0	0	31,142	31,473	31,684	31,837	32,246	32,122	1,842	2,000	2,000	2,000	1,500	3,000	0
8,273	50,000	1	2	2	24	0	0	0	0	0	0	10,834	11,771	12,762	12,769	13,512	14,772	1,509	1,500	605	1,500	1,500	3,000	0
8,274	80,000	1	1	2	28	0	0	0	2	0	0	47,933	39,695	42,372	41,393	42,275	43,418	2,100	3,650	0	1,700	2,000	3,000	0
8,275	60,000	1	1	1	46	1	2	0	0	0	0	62,063	60,513	60,398	31,194	30,343	30,427	0	1,744	1,100	1,074	1,200	1,000	0
8,276	200,000	2	3	1	27	1	2	2	2	3	4	104,307	101,788	110,000	115,000	120,000	127,640	0	10,000	5,000	5,000	7,661	6,608	0
8,277	140,000	2	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,278	30,000	1	2	2	25	0	0	0	0	0	0	26,328	27,470	28,541	28,509	29,265	0	1,868	1,939	907	1,100	0	0	1
8,279	110,000	2	2	1	34	0	0	2	2	2	2	43,780	48,076	48,989	47,900	52,123	51,131	5,000	2,000	0	5,000	0	5,000	0
8,280	90,000	2	3	1	39	-1	-1	-1	-1	-1	-1	7,328	3,697	4,487	3,169	3,847	5,403	3,784	4,511	3,174	3,852	5,417	4,720	0
8,281	40,000	2	1	2	27	1	-1	-1	-2	-1	-1	0	450	0	0	247	0	450	0	0	247	0	0	0
8,282	110,000	2	1	1	29	-1	-1	-1	-1	0	-1	3,261	1,380	1,380	2,760	1,380	1,700	1,380	1,380	2,760	0	1,700	0	0
8,283	640,000	2	1	2	30	0	0	0	0	0	0	116,714	77,893	60,259	40,539	26,432	5,018	4,000	4,000	2,003	7,202	5,314	3,535	0
8,284	20,000	1	3	2	51	0	0	0	0	-1	-1	9,953	13,989	14,953	14,710	900	0	5,000	1,275	2,704	3,200	0	0	0
8,285	50,000	2	2	1	36	0	0	0	0	0	0	44,625	46,078	46,689	8,261	8,434	8,738	2,174	1,785	296	306	444	10,686	0
8,286	30,000	1	2	1	25	-1	-1	-2	-1	2	2	30,527	29,910	0	25,919	26,383	25,691	1,389	0	25,919	1,000	0	19,283	0
8,287	140,000	2	2	2	32	0	0	0	0	0	0	136,497	135,505	137,629	120,147	122,247	122,574	5,000	5,000	4,300	5,000	5,158	4,200	0
8,288	70,000	1	2	2	36	1	-1	-1	0	0	0	0	690	25,566	26,227	26,375	26,510	690	25,566	1,066	1,091	1,100	1,312	0
8,289	80,000	2	2	1	42	0	0	0	0	0	0	23,931	23,366	22,275	21,631	22,961	19,269	1,500	2,000	1,000	3,000	1,000	1,000	1
8,290	100,000	2	1	2	31	-2	-2	-2	-2	-2	-2	0	0	0	960	960	1,185	0	0	960	0	1,185	379	0
8,291	180,000	1	3	2	40	0	0	0	0	0	-1	66,218	15,155	11,052	8,541	37,951	57,757	1,811	5,008	5,000	30,000	62,010	50,077	0
8,292	50,000	2	2	2	28	0	0	0	0	0	0	48,370	39,618	27,417	25,542	26,160	26,686	1,468	1,400	900	1,000	1,000	600	0
8,293	170,000	1	1	1	35	-1	-1	-2	-2	-2	-1	473	-103	-103	-103	-103	2,297	0	0	0	0	2,400	0	1
8,294	50,000	2	3	2	23	2	2	2	2	2	2	42,304	45,327	46,294	47,147	46,272	49,050	3,695	2,000	1,900	0	3,700	0	1
8,295	140,000	1	1	2	28	0	0	0	0	0	0	135,648	138,049	99,274	100,878	102,984	106,628	5,247	3,213	2,857	2,963	4,566	1,969	1
8,296	100,000	1	1	2	29	2	2	2	2	2	2	74,396	75,317	77,084	78,308	79,901	81,630	2,700	3,600	3,100	3,000	3,200	3,000	1
8,297	10,000	1	2	1	36	0	0	0	0	0	0	8,593	9,582	8,986	9,691	9,889	10,131	1,300	1,200	1,000	1,000	569	200	0
8,298	50,000	2	2	2	22	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,299	30,000	2	2	1	24	0	0	0	2	2	0	26,755	27,828	29,103	29,565	26,319	27,738	1,507	2,172	1,523	0	2,000	2,000	1
8,300	80,000	2	2	2	27	0	0	0	0	-1	0	26,144	26,625	3,600	0	68,424	42,601	1,075	1,200	0	68,424	1,264	0	0

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