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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
4,001	30,000	2	1	2	29	2	-1	-1	-1	2	0	2,030	1,533	3,897	6,978	4,081	3,686	1,533	3,897	4,081	0	155	96	0
4,002	160,000	2	1	1	29	-1	-1	-2	-1	-1	-1	1,778	0	0	150	150	989	0	0	150	150	989	0	1
4,003	200,000	1	1	1	35	0	0	0	0	0	0	199,891	198,608	115,177	116,226	139,737	187,728	8,500	6,000	4,000	25,000	50,000	70,000	1
4,004	120,000	1	3	2	25	0	0	2	0	0	-1	81,129	72,699	39,909	18,334	7,382	19,801	7,504	29	10,004	6	19,824	18,129	0
4,005	230,000	2	1	1	38	0	-1	-1	-1	-1	-1	12,907	316	1,156	316	316	316	316	1,156	316	316	316	316	0
4,006	20,000	2	3	1	42	-1	-1	-1	-1	-1	-1	10,665	637	11,869	7,312	1,868	1,470	637	11,869	7,314	2,274	1,470	2,200	0
4,007	10,000	1	3	2	46	2	2	3	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
4,008	100,000	2	3	2	24	1	-2	-2	-2	-1	-1	0	0	0	0	2,483	0	0	0	0	2,483	0	80	0
4,009	130,000	2	2	2	24	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,010	50,000	1	2	2	47	0	0	0	0	0	0	91,481	47,099	47,486	24,769	23,029	23,495	3,956	1,365	848	1,000	1,000	1,000	0
4,011	140,000	2	3	2	31	0	0	0	0	0	0	92,636	94,641	96,667	98,883	79,972	81,642	3,500	3,600	3,900	3,000	3,000	3,200	0
4,012	50,000	1	2	2	49	0	0	0	0	0	0	47,864	99,572	50,396	9,430	9,638	9,801	3,473	2,294	328	350	323	312	0
4,013	360,000	1	1	2	29	-2	-2	-2	-2	-2	-2	3,206	2,347	3,770	3,466	1,630	2,931	2,358	3,788	3,483	1,638	2,946	16,950	0
4,014	20,000	2	2	2	22	4	3	2	2	2	2	19,529	18,937	18,335	19,530	19,076	20,444	0	0	1,500	0	1,700	0	1
4,015	110,000	2	2	2	33	0	0	0	0	0	0	107,028	106,818	108,730	112,035	48,492	43,413	4,000	3,783	6,488	4,850	2,000	6,446	0
4,016	100,000	1	2	2	33	5	4	3	2	2	2	90,822	88,562	86,256	87,150	85,636	91,007	0	0	3,200	0	6,803	6,950	1
4,017	260,000	2	1	1	39	0	0	0	0	0	0	256,557	188,370	186,778	184,132	189,947	89,016	6,726	6,637	7,784	10,000	3,500	3,434	0
4,018	50,000	2	1	2	23	0	0	0	0	0	0	46,750	45,985	26,675	16,948	16,303	18,019	1,505	2,000	592	604	2,000	2,000	0
4,019	360,000	2	2	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,020	30,000	2	2	1	27	2	2	2	2	2	2	27,896	26,835	28,690	27,633	29,184	28,776	0	2,659	0	2,309	1,087	0	1
4,021	50,000	1	2	2	23	0	0	0	0	0	0	49,798	50,795	50,150	9,658	10,011	9,345	2,193	2,040	330	492	332	500	0
4,022	270,000	2	2	2	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,023	250,000	2	1	1	44	-2	-2	-2	-2	-2	-1	4,976	5,417	7,948	1,797	1,580	12,573	5,417	7,948	1,797	1,580	12,573	4,338	0
4,024	250,000	1	1	2	48	-2	-1	-1	-1	0	-1	5,241	2,738	2,360	6,976	3,701	2,872	2,754	2,377	7,006	11	2,981	0	0
4,025	120,000	2	2	1	24	1	-2	-2	-2	-1	0	0	0	0	0	4,629	5,551	0	0	0	4,629	1,000	1,915	0
4,026	250,000	2	3	2	36	-1	0	0	0	0	0	44,242	58,876	73,068	102,311	75,543	88,283	25,000	24,000	30,000	25,000	30,000	25,000	0
4,027	260,000	2	2	2	29	-1	-1	-1	-1	-1	-1	1,267	553	0	202	11,990	3,359	553	0	202	11,990	3,359	1,035	0
4,028	240,000	1	2	1	39	2	0	0	0	0	0	234,661	234,364	235,982	239,281	244,329	249,130	10,200	10,200	8,725	9,068	9,068	15,000	0
4,029	60,000	2	2	2	27	0	0	0	0	0	0	18,224	19,928	20,939	21,291	21,734	22,184	2,000	1,648	1,000	936	962	3,013	0
4,030	250,000	2	1	1	40	-1	-1	-1	0	-1	-1	326	326	652	326	326	326	326	652	0	326	326	326	1
4,031	100,000	2	2	2	26	0	0	0	0	0	0	98,542	82,569	87,486	84,536	76,008	69,865	3,326	8,003	2,745	2,689	2,896	2,731	0
4,032	150,000	2	1	2	35	1	-1	-1	-2	-2	-1	0	1,070	-240	-240	-240	390	1,070	0	0	0	1,170	390	0
4,033	170,000	2	1	1	45	0	0	0	0	0	0	165,243	156,688	151,405	127,090	126,388	126,399	7,067	6,443	4,617	4,711	4,673	4,603	0
4,034	710,000	2	1	2	32	0	0	0	0	0	0	28,585	31,719	34,854	35,774	35,524	35,047	3,561	3,696	1,616	3,024	5,011	2,011	0
4,035	20,000	1	2	1	50	0	0	0	0	2	0	6,620	7,556	8,570	10,020	9,715	10,153	1,200	1,300	1,600	0	600	600	0
4,036	360,000	2	2	2	36	0	0	0	0	0	0	83,412	77,205	16,250	13,600	12,640	0	3,700	1,123	500	640	0	0	0
4,037	150,000	2	3	1	60	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,038	150,000	2	3	1	49	-1	-1	-1	-1	0	-1	3,114	23,946	7,838	7,642	8,009	10,800	23,979	7,838	7,642	367	10,800	5,068	0
4,039	50,000	1	3	2	58	0	0	0	0	0	0	7,556	7,312	6,959	5,813	3,985	3,169	1,140	1,048	163	135	151	2,000	0
4,040	140,000	2	3	1	38	2	2	0	0	2	2	122,283	118,913	120,435	139,795	142,950	140,505	0	5,000	21,500	5,500	0	5,000	0
4,041	250,000	1	1	1	42	1	-2	-1	-1	-1	-1	-8	-8	1,632	-88	17,451	43,978	0	1,640	0	17,539	44,197	1,758	0
4,042	20,000	1	2	2	36	0	0	2	2	3	2	11,423	13,976	13,455	15,227	14,699	14,313	2,749	0	2,000	0	0	1,230	0
4,043	360,000	2	2	1	42	-2	-2	-2	-2	-2	-2	2,333	6,295	0	0	1,070	0	6,295	0	0	1,070	0	0	0
4,044	160,000	2	2	1	34	-1	-1	-1	-1	-1	-1	2,734	0	625	406	338	0	0	625	406	338	0	0	1
4,045	180,000	2	2	1	30	0	0	0	0	0	0	27,225	28,245	26,743	28,943	30,943	0	1,765	1,000	2,200	2,000	0	0	0
4,046	50,000	1	2	2	23	0	0	0	0	0	0	28,569	27,693	20,401	17,510	18,038	16,145	1,400	1,600	600	771	1,000	305	0
4,047	50,000	1	2	2	45	0	0	0	2	0	0	19,834	19,387	22,574	20,483	20,121	20,191	1,340	5,000	0	729	793	642	0
4,048	220,000	2	1	1	60	2	2	2	2	2	0	19,024	20,424	19,798	21,468	20,986	22,469	2,000	0	2,000	0	2,000	2,000	1
4,049	150,000	1	2	1	39	0	0	0	2	2	2	76,415	78,836	87,265	85,084	93,323	91,783	4,150	10,575	0	9,717	0	3,300	1
4,050	160,000	1	2	1	40	-1	-1	-1	-2	-2	-2	1,672	2,927	0	0	0	0	2,941	0	0	0	0	0	0
4,051	160,000	2	3	2	30	-1	-1	-1	-1	0	-1	1,055	2,579	1,155	3,334	1,055	8,824	2,579	1,155	3,334	0	8,824	1,055	0
4,052	200,000	2	2	1	29	0	0	0	0	0	0	73,700	73,624	73,928	72,060	72,393	72,969	3,304	3,815	3,004	3,006	4,012	3,012	0
4,053	190,000	1	1	2	32	0	0	2	0	0	0	5,484	6,192	4,988	3,440	3,341	3,228	2,450	0	200	1,000	1,000	1,000	0
4,054	50,000	2	2	1	32	0	0	0	0	0	0	47,445	37,395	9,858	8,536	9,674	9,591	1,697	1,118	285	299	1,110	40,207	1
4,055	50,000	1	2	2	24	-1	-1	-1	-1	0	-1	390	390	390	780	390	390	390	390	780	0	390	0	0
4,056	140,000	2	2	2	35	0	0	0	0	0	0	88,394	90,252	92,775	93,606	95,301	96,653	3,280	4,270	3,500	3,606	3,500	3,550	0
4,057	60,000	2	2	2	26	0	0	0	0	2	2	48,867	49,979	51,316	54,046	55,036	53,985	2,200	2,470	4,200	2,000	0	6,200	0
4,058	10,000	2	3	1	24	0	0	0	0	0	0	8,283	8,754	9,436	5,856	6,059	5,999	1,500	1,246	210	298	120	0	0
4,059	400,000	1	1	2	28	1	-1	2	-1	0	0	-1,320	5,773	3,944	87,146	90,818	96,316	9,952	10	87,170	10,013	10,008	20,039	0
4,060	500,000	2	1	2	44	0	0	0	0	0	0	380,502	295,489	206,296	354,521	358,009	394,932	10,481	12,042	160,042	46,043	53,181	15,071	0
4,061	320,000	2	2	2	24	-1	-1	-1	0	-1	-1	44,500	51,257	54,659	35,196	71,244	35,299	51,334	54,726	103	71,404	35,448	47,699	0
4,062	240,000	1	1	1	50	-1	-1	-2	-2	-2	-2	2,115	0	0	0	0	0	0	0	0	0	0	0	0
4,063	110,000	2	3	1	44	0	0	0	0	0	0	128,341	131,227	133,490	135,888	137,708	78,581	4,861	4,300	3,500	3,500	2,564	2,300	0
4,064	240,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,065	50,000	2	3	2	31	2	2	2	0	0	0	26,411	28,902	28,139	28,697	35,084	29,983	3,231	0	1,026	1,063	1,397	6,212	1
4,066	100,000	2	3	2	46	2	-1	2	0	0	-2	216	964	964	365	0	0	964	0	0	0	0	301	0
4,067	50,000	1	1	2	25	-1	-1	-1	-1	-1	-1	25,045	15,180	6,964	7,604	2,173	6,586	15,522	6,964	7,604	2,173	6,586	11,890	0
4,068	50,000	1	3	2	24	-1	0	0	-1	-1	-2	25,437	25,873	0	100	0	0	2,000	0	100	0	0	0	1
4,069	50,000	1	2	1	43	-2	-1	0	0	2	0	1,040	4,254	6,955	9,486	9,191	12,524	4,254	2,962	5,191	0	3,500	3,000	1
4,070	150,000	2	2	2	30	0	0	2	2	2	2	63,150	68,125	66,432	73,312	72,015	76,521	6,000	0	8,023	0	5,700	0	0
4,071	200,000	2	2	1	37	-2	-2	-2	-2	-2	-2	4,157	601	432	1,602	3,017	937	606	432	1,602	3,017	937	1,275	0
4,072	80,000	2	2	2	28	0	0	0	0	0	0	47,234	48,147	45,958	43,437	41,444	35,501	3,000	2,007	1,361	1,512	2,000	476	0
4,073	360,000	1	1	1	35	-1	-1	-1	-1	-1	-1	11,936	21,865	3,366	5,210	13,308	7,089	21,983	4,567	5,236	13,373	7,123	5,510	0
4,074	120,000	1	2	2	49	0	0	0	0	0	0	38,878	39,917	32,048	29,131	30,288	30,192	2,000	2,000	2,000	3,000	3,000	5,000	0
4,075	230,000	1	1	2	28	0	0	2	0	0	0	70,966	70,366	66,633	56,055	22,935	17,354	5,606	1,050	1,634	3,000	3,203	1,000	0
4,076	60,000	2	2	1	34	0	0	0	0	0	0	54,316	55,575	15,158	15,450	15,933	16,095	2,770	1,275	544	3,923	575	596	1
4,077	90,000	1	2	1	37	1	2	2	2	2	0	9,549	9,257	11,983	12,065	11,731	11,809	0	3,200	572	0	422	437	0
4,078	50,000	1	2	2	29	3	2	2	0	0	0	49,747	51,075	43,662	18,115	17,300	17,947	2,500	14	2,000	1,000	1,500	1,500	1
4,079	240,000	1	2	1	31	-1	-1	-1	-1	-1	-1	1,051	475	1,051	671	291	671	475	1,051	671	291	671	671	0
4,080	230,000	2	2	1	42	-1	-1	-1	-1	-1	-1	6,946	120	8,794	2,095	129	303	500	16,000	9,100	7,400	7,500	8,100	0
4,081	80,000	2	1	2	23	0	0	0	0	0	0	23,998	17,442	15,948	17,118	9,883	8,689	3,150	2,000	6,000	500	304	500	0
4,082	400,000	2	1	2	28	-1	-1	-1	0	-1	-1	3,299	6,930	2,375	1,211	6,661	517	6,978	2,387	1,127	6,694	519	593	0
4,083	120,000	1	1	1	45	0	0	0	0	0	2	117,775	117,106	118,207	116,885	123,040	120,546	5,700	6,000	5,000	10,000	0	4,500	0
4,084	250,000	1	1	1	39	1	-1	-1	-1	-1	-1	0	93	5,354	167	908	0	93	5,354	167	908	0	0	0
4,085	30,000	2	1	2	24	1	2	0	0	2	2	29,846	28,941	18,643	19,005	12,751	10,891	0	4,000	600	0	2,500	419	0
4,086	150,000	2	1	1	54	0	0	0	0	0	0	152,059	150,510	152,228	141,778	142,694	145,622	7,100	5,800	5,300	5,200	5,300	5,600	0
4,087	310,000	1	3	2	37	2	2	0	0	0	0	207,995	211,176	214,160	220,579	227,036	321,979	8,000	8,000	10,000	10,000	100,000	0	0
4,088	150,000	1	2	2	34	0	0	0	0	0	0	135,587	138,473	141,297	144,605	148,420	150,500	4,000	4,000	4,500	5,000	3,500	0	0
4,089	80,000	2	1	2	29	0	0	0	0	-2	-1	11,040	5,830	4,136	0	0	150	1,500	2,000	0	0	150	419	0
4,090	200,000	2	1	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,091	50,000	1	2	2	24	0	0	0	0	0	0	35,166	29,045	15,188	7,582	7,741	7,958	1,300	1,106	1,500	281	346	159	0
4,092	190,000	1	2	1	23	0	0	0	0	0	0	223,483	183,900	182,911	156,432	152,708	133,584	11,837	6,070	5,136	5,183	5,237	4,396	1
4,093	50,000	1	2	2	33	2	0	0	2	2	2	30,773	33,275	41,329	5,392	5,722	4,501	4,000	9,000	0	1,000	0	1,000	0
4,094	100,000	1	2	2	31	1	2	2	2	3	2	24,377	25,167	24,541	27,304	26,669	26,172	1,400	0	3,100	0	0	2,000	1
4,095	150,000	1	1	1	33	0	0	0	0	0	0	144,761	146,271	128,105	130,555	133,985	136,151	6,005	5,005	5,005	6,005	5,005	5,005	0
4,096	80,000	1	2	2	43	0	0	0	2	2	2	19,260	16,902	15,173	10,493	10,313	6,687	1,270	1,874	0	3,313	0	291	0
4,097	200,000	1	2	1	30	1	-2	-2	-2	-2	-2	736	736	736	736	736	316	736	736	736	736	316	1,156	0
4,098	120,000	2	3	2	46	0	0	0	0	0	0	116,697	108,828	101,417	89,852	91,503	89,571	4,200	4,715	3,200	3,010	3,772	3,464	0
4,099	60,000	2	2	1	49	2	0	0	0	2	0	61,093	57,227	32,091	32,792	31,277	29,512	1,739	1,791	2,378	0	1,092	3,554	1
4,100	450,000	2	6	1	51	-1	-1	-1	-1	-1	-1	144,396	150,396	396	396	396	546	6,396	396	396	396	546	396	0

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