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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
28,101	210,000	2	1	2	29	-1	-1	-1	-1	-1	-1	18,662	6,220	199	0	10,024	-18	6,224	199	200	10,024	0	0	0
28,102	200,000	2	1	2	30	0	0	0	0	2	0	89,874	92,567	96,064	103,511	100,951	103,364	4,200	5,000	9,054	0	4,200	4,000	0
28,103	180,000	2	1	2	30	2	2	2	2	0	0	14,038	16,980	16,915	17,532	18,429	20,126	3,500	500	1,200	1,500	2,000	0	1
28,104	50,000	2	1	1	31	1	2	2	0	0	0	50,883	51,184	50,092	50,332	29,690	30,246	2,200	4	2,300	1,100	1,400	1,200	1
28,105	50,000	2	2	2	35	1	2	0	0	-1	0	31,507	30,705	33,467	12,870	3,325	5,103	0	3,467	1,229	3,325	2,000	2,167	0
28,106	180,000	2	1	1	39	-1	-1	-1	-1	-1	-1	892	6,809	18,390	13,999	933	933	6,846	18,399	13,999	933	933	993	0
28,107	500,000	2	1	2	44	-2	-2	-2	-2	-2	-2	29,996	10,625	14,567	0	3,808	6,751	10,625	14,573	0	3,808	6,751	0	0
28,108	160,000	2	2	2	45	1	-2	-2	-2	-2	-1	0	0	0	0	0	388	0	0	0	0	388	3,099	0
28,109	120,000	2	1	2	37	2	2	2	2	2	2	744	744	744	744	1,188	594	444	444	444	888	0	888	1
28,110	60,000	2	2	1	39	-1	-1	-1	-2	-2	-1	12,545	1,217	0	0	0	465	1,217	0	0	0	465	0	1
28,111	220,000	2	4	1	35	-1	-1	-1	-1	-1	-1	1,849	326	12,681	84,674	35,326	1,026	326	12,681	84,674	35,326	1,026	3,088	0
28,112	210,000	2	2	1	36	0	0	0	0	0	0	13,460	14,765	14,939	15,748	16,069	13,780	1,534	1,307	1,116	437	399	276	0
28,113	480,000	2	2	2	38	-2	-2	-1	0	0	0	5,619	7,600	123,988	177,054	273,429	293,157	7,600	123,988	60,000	100,000	24,250	12,735	0
28,114	140,000	2	3	2	43	0	0	0	0	0	0	140,832	131,883	123,504	126,441	129,345	137,539	5,006	4,500	5,000	5,000	10,490	5,000	0
28,115	150,000	2	2	1	38	0	0	0	0	0	0	149,957	152,224	152,208	116,763	72,325	73,273	6,000	5,440	4,000	3,000	3,000	3,000	0
28,116	110,000	2	3	2	43	2	2	0	0	0	0	114,614	111,306	112,173	93,675	59,095	60,336	0	5,000	3,000	2,100	2,500	2,100	1
28,117	350,000	2	1	1	41	0	0	0	0	0	0	15,407	17,826	23,489	29,037	36,213	38,163	3,000	6,000	6,000	8,027	8,000	8,000	0
28,118	150,000	2	2	2	43	0	0	0	0	0	0	111,024	111,486	12,596	13,610	14,381	15,147	2,720	1,500	1,229	1,000	1,000	1,000	0
28,119	420,000	2	1	1	39	0	0	0	0	0	0	298,753	304,964	312,224	315,822	275,393	278,745	13,000	14,000	11,230	10,000	8,091	6,965	1
28,120	80,000	2	1	1	41	0	0	0	0	-2	-2	11,987	13,007	3,537	0	0	0	1,325	1,000	0	0	0	0	0
28,121	180,000	2	1	1	44	0	0	0	0	0	0	138,701	140,009	143,053	145,695	143,705	133,883	5,100	5,297	5,128	4,869	4,960	5,177	0
28,122	290,000	2	2	1	39	1	-2	-2	-2	-2	-2	-70	9,540	390	3,184	390	390	10,000	800	3,184	390	390	6,617	0
28,123	300,000	2	1	1	37	0	-1	-1	-1	-2	-1	4,476	2,521	3,529	-5,364	-8,943	4,057	3,017	4,506	0	0	14,000	12,000	0
28,124	80,000	2	2	1	41	0	0	0	2	0	0	78,480	77,063	76,720	74,651	57,109	46,703	3,100	6,300	0	1,743	1,588	1,628	1
28,125	230,000	2	2	1	39	-2	-2	-2	-2	-2	-2	0	0	1,052	0	1,931	0	0	1,052	0	1,931	0	3,915	0
28,126	20,000	2	2	1	43	1	2	0	0	0	0	17,188	16,619	17,341	18,352	18,716	19,109	0	1,294	1,305	669	694	697	0
28,127	20,000	2	2	2	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,128	200,000	2	1	1	40	-2	-2	-2	-2	-2	-2	-50	-50	-50	-50	-50	-50	0	0	0	0	0	2,877	0
28,129	500,000	2	1	2	35	-1	-1	-1	-1	0	0	33,214	18,521	22,802	22,518	25,733	19,715	18,694	22,948	22,571	14,067	7,598	4,042	0
28,130	10,000	2	3	1	49	0	0	0	0	0	0	9,807	9,976	7,538	9,322	9,567	9,766	2,114	1,131	2,155	1,400	1,354	428	0
28,131	100,000	2	3	1	42	0	0	0	0	0	0	58,543	54,902	54,590	53,037	54,100	53,889	2,004	1,966	1,884	1,903	1,940	2,000	0
28,132	250,000	2	2	1	28	-2	-2	-2	-2	-2	-2	0	0	0	0	4,501	282	0	0	0	4,501	282	10,351	0
28,133	540,000	2	3	2	38	1	-2	-2	-2	-2	-2	736	736	736	736	0	-736	736	736	736	0	0	2,965	0
28,134	50,000	2	2	1	39	0	0	0	0	0	0	37,503	33,505	25,626	26,444	19,422	19,438	1,399	1,480	1,298	677	700	1,000	0
28,135	550,000	2	1	2	44	0	-1	-1	0	0	-1	27,093	30,805	7,451	16,111	22,819	80,846	30,820	7,851	19,751	29,700	80,987	36,158	0
28,136	200,000	2	3	1	42	-1	-1	-1	-1	-1	-1	2,213	5,283	1,863	9,323	1,612	1,619	5,286	1,863	9,323	1,612	2,054	5,808	0
28,137	50,000	2	3	1	44	0	0	0	0	0	0	46,363	47,356	48,905	49,794	8,820	9,000	1,762	2,311	2,200	176	180	9,769	0
28,138	230,000	2	3	1	36	1	2	0	0	0	0	232,115	225,086	222,286	222,884	220,876	221,496	22	9,005	9,037	7,519	8,018	8,100	0
28,139	330,000	2	3	1	45	0	0	0	0	0	0	33,369	34,509	35,406	34,770	35,468	36,211	2,000	1,470	1,374	1,072	1,113	2,000	0
28,140	520,000	2	1	1	37	-2	-2	-2	-2	-2	-2	4,439	3,487	7,491	2,310	12,000	0	3,913	7,494	2,310	12,000	0	0	0
28,141	180,000	2	1	2	44	-2	-2	-2	-2	-2	-2	16,891	0	521	0	0	0	0	521	0	0	0	10,622	0
28,142	200,000	2	3	1	36	0	0	0	0	0	0	167,385	171,476	175,956	171,340	177,236	181,978	8,000	8,045	8,000	8,000	7,000	18,000	0
28,143	430,000	2	5	2	44	0	0	0	0	0	0	626,648	586,825	547,667	504,474	462,640	420,585	20,659	20,421	16,943	15,634	14,933	15,131	0
28,144	220,000	2	1	1	46	3	2	2	0	0	0	249,449	243,517	228,368	224,414	196,229	190,050	9,501	0	10,000	7,200	7,001	6,900	0
28,145	210,000	2	2	2	41	-2	-2	-2	-2	-2	-2	0	8,333	0	0	0	0	8,333	0	0	0	0	0	0
28,146	360,000	2	2	1	47	-1	0	0	-1	-1	-1	71,006	37,066	49,018	32,760	31,489	22,316	36,448	48,833	32,928	31,646	22,428	37,984	0
28,147	200,000	2	2	1	48	-2	-2	-1	-1	0	0	2,233	6,731	1,374	24,836	23,348	7,058	6,734	1,374	74,836	0	250	55,892	0
28,148	150,000	2	1	1	36	0	0	0	0	0	0	38,298	39,292	40,357	41,284	42,105	43,146	1,635	1,700	1,600	1,507	1,719	2,000	0
28,149	170,000	2	3	2	47	-1	-1	-1	-1	-1	-1	16,089	5,454	8,846	920	380	4,765	5,455	8,866	921	381	4,801	1,632	0
28,150	50,000	2	3	1	49	2	2	2	0	0	0	47,934	48,950	47,891	98,284	19,950	20,007	2,100	0	5,400	1,000	900	1,000	0
28,151	20,000	2	3	2	48	1	3	2	4	5	4	18,038	18,445	21,556	22,824	22,192	21,271	1,000	3,700	1,900	0	0	0	1
28,152	300,000	2	1	2	32	0	0	0	0	0	0	169,223	179,223	199,223	202,486	200,935	-6	10,000	20,000	11,022	4,935	6	2,844	0
28,153	200,000	2	1	1	40	1	-2	-2	-2	-2	-2	2,418	0	0	0	0	0	0	0	0	0	0	0	0
28,154	210,000	2	1	1	34	0	0	0	0	0	0	73,329	74,261	75,602	76,062	76,287	76,971	2,700	3,500	3,300	3,000	3,000	3,000	0
28,155	100,000	2	1	2	42	0	0	2	0	0	0	93,256	99,710	97,051	98,342	56,639	57,388	8,300	0	4,100	3,000	2,500	2,233	0
28,156	210,000	2	2	1	43	-1	-1	-1	-1	-1	-1	3,088	5,045	8,024	1,292	1,000	3,340	5,056	8,042	1,292	1,000	3,340	7,941	0
28,157	80,000	2	2	1	32	0	0	0	0	0	0	77,808	77,180	79,147	81,159	69,573	70,306	3,000	4,000	4,000	5,000	8,000	2,800	0
28,158	130,000	2	3	1	31	0	-1	-1	-1	-1	0	62,518	4,049	6,690	-1,018	89,445	90,179	4,065	6,704	21,018	92,610	3,272	3,332	1
28,159	320,000	2	2	2	35	0	0	0	0	0	0	94,561	96,683	78,479	71,121	44,698	53,230	6,085	3,632	5,010	7,059	30,018	59,518	0
28,160	350,000	2	5	1	45	0	0	0	0	0	0	355,310	337,523	342,288	336,750	341,376	348,730	13,671	12,678	13,601	12,136	12,771	12,900	0
28,161	260,000	2	1	2	29	0	0	-1	0	0	0	78,341	44,155	27,779	27,738	27,923	28,143	10,000	30,150	2,000	3,000	2,000	2,000	0
28,162	230,000	2	3	2	46	0	0	0	0	0	0	273,094	341,657	344,026	160,377	85,681	-371	135,034	10,806	20,266	15,120	343	100,014	0
28,163	210,000	2	1	1	44	-1	-1	-1	-2	-2	-2	14,993	1,938	0	0	0	0	1,938	0	0	0	0	0	0
28,164	160,000	2	3	1	41	1	2	2	2	0	0	45,057	46,017	47,188	46,134	47,063	50,034	2,000	2,200	0	2,000	3,900	2,000	0
28,165	210,000	2	1	1	30	0	0	0	0	0	0	187,191	140,417	107,768	84,505	81,796	52,453	4,700	4,500	3,100	3,016	2,000	2,000	0
28,166	120,000	2	1	2	32	1	-2	-2	-2	-1	-1	0	0	0	0	9,310	0	0	0	0	9,310	0	0	0
28,167	30,000	2	1	1	32	0	0	0	0	0	0	27,764	29,276	28,637	29,325	30,004	30,506	2,000	2,000	1,500	1,100	1,300	1,000	1
28,168	70,000	2	2	1	31	0	0	0	0	0	0	38,579	43,891	33,798	25,993	26,263	26,812	8,958	1,500	2,000	1,000	972	982	0
28,169	270,000	2	2	1	31	0	0	0	0	0	0	177,003	175,642	198,983	190,085	177,102	176,033	6,235	30,067	8,399	5,623	5,669	6,207	0
28,170	350,000	2	1	2	30	-2	-2	-2	-2	-2	-2	951	601	714	263	900	1,271	605	716	263	900	1,271	1,218	0
28,171	50,000	2	2	2	45	1	3	2	3	2	2	23,751	23,076	25,004	24,315	23,626	25,370	0	2,600	0	0	2,129	0	1
28,172	110,000	2	2	1	48	0	0	0	0	0	0	108,668	111,162	107,172	107,629	106,628	106,903	4,322	5,369	4,003	3,806	4,050	3,672	0
28,173	150,000	2	2	1	44	0	0	0	0	0	0	49,716	50,198	50,543	50,774	51,074	50,425	2,000	1,845	1,772	1,768	1,808	1,764	0
28,174	280,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,175	300,000	2	2	1	30	-1	0	0	0	0	0	10,746	13,267	11,915	8,813	8,292	13,546	7,006	6,416	5,800	6,000	8,900	4,000	0
28,176	20,000	2	2	1	32	0	0	0	0	0	0	18,377	18,353	19,103	19,471	19,225	19,106	1,288	1,305	1,277	656	1,106	602	1
28,177	50,000	2	2	1	31	2	0	0	0	0	0	44,105	33,089	22,829	13,216	16,100	16,696	2,000	2,506	3,000	3,000	1,070	5,203	0
28,178	200,000	2	1	2	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,179	50,000	2	3	1	31	1	-2	-2	-2	-1	-1	0	0	0	0	414	0	0	0	0	414	0	0	0
28,180	150,000	2	1	1	46	0	0	0	0	0	0	135,748	136,681	140,019	143,237	140,658	143,344	5,000	5,000	5,000	5,000	5,000	5,000	0
28,181	200,000	2	2	2	32	-1	-1	-1	-2	-1	-1	13,467	4,345	0	0	171	1,557	4,366	0	0	171	1,386	6	0
28,182	100,000	2	2	1	32	1	-2	-2	-2	-1	-1	-350	-740	-1,130	-1,520	780	0	0	0	0	2,300	0	0	0
28,183	360,000	2	1	2	33	-1	0	0	0	0	0	5,334	6,849	68,133	71,708	58,551	54,678	3,017	65,009	6,784	3,041	5,044	3,042	1
28,184	50,000	2	2	1	33	0	0	0	0	0	0	37,541	36,504	26,901	26,021	19,438	12,198	1,434	1,555	1,148	1,000	422	372	0
28,185	220,000	2	2	1	33	0	0	0	0	0	0	204,144	175,748	172,758	175,030	174,122	175,472	6,500	6,300	7,700	6,300	6,300	6,150	0
28,186	80,000	2	1	2	33	1	2	0	0	0	0	83,367	81,409	78,790	80,567	78,047	82,942	0	2,873	3,101	3,000	6,328	0	1
28,187	150,000	2	1	1	33	-1	0	-1	-1	-1	-1	20,441	26,417	1,091	5,933	1,517	1,787	6,549	1,096	5,962	1,524	1,795	1,525	0
28,188	210,000	2	1	1	34	-1	-1	-1	-1	-1	-1	326	983	1,297	326	326	326	983	1,297	326	326	326	326	1
28,189	70,000	2	2	2	34	0	0	0	0	0	0	67,655	68,525	68,038	55,193	27,099	28,298	3,200	2,518	1,525	1,000	2,000	2,000	0
28,190	50,000	2	2	1	48	0	0	0	0	0	0	44,324	43,053	44,016	15,386	31,401	16,573	2,000	1,880	2,000	1,000	2,000	1,500	0
28,191	80,000	2	3	3	43	0	0	-2	-2	-1	-1	3,408	-11	-11	-11	2,429	905	0	0	0	2,440	905	9,213	0
28,192	110,000	2	2	2	34	-2	-2	-2	-2	-2	-2	0	576	0	0	0	0	576	0	0	0	0	0	0
28,193	170,000	2	1	2	34	-2	-2	-1	0	0	-2	1,088	1,088	5,425	5,223	1,084	1,084	1,088	5,425	1,000	2,172	1,084	1,189	0
28,194	160,000	2	3	1	46	-2	-2	-2	-2	-2	-2	-510	-520	0	-390	780	0	380	2,000	0	101,170	0	0	0
28,195	130,000	2	3	1	49	0	0	0	0	0	0	25,339	26,342	27,376	28,415	28,980	29,738	1,427	1,461	1,500	1,037	1,225	1,080	0
28,196	200,000	2	3	1	48	-2	-2	-2	-2	-2	-2	119,139	5,844	3,666	37,005	47,376	1,292	5,844	3,694	37,177	47,376	1,292	46,626	0
28,197	360,000	2	2	1	40	-1	-1	-1	-1	-1	-1	29,540	27,930	692	41,301	10,889	2,017	27,930	692	41,303	10,893	2,017	13,894	0
28,198	160,000	2	2	1	42	0	0	0	0	0	0	25,338	27,601	31,818	34,270	35,698	37,122	3,000	5,000	3,000	2,000	2,000	2,000	0
28,199	310,000	2	2	1	42	-2	-2	-2	-2	-2	-2	2,851	4,609	2,109	14,109	2,109	2,218	7,869	2,109	14,109	2,109	2,218	1,809	0
28,200	500,000	2	1	1	40	0	-1	0	0	0	-1	18,436	2,574	1,390	3,186	1,649	2,507	3,001	1,320	2,007	1,651	2,517	4,180	0

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