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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
901	360,000	1	1	2	30	-2	-1	-1	-2	-2	-2	0	2,500	0	0	0	0	2,500	0	0	0	0	0	0
902	140,000	2	1	1	36	-1	-1	-2	-1	0	0	4,036	0	0	2,971	1,607	0	0	0	2,971	0	0	0	0
903	220,000	1	2	2	25	0	0	0	0	0	0	168,286	155,893	119,575	51,317	51,926	34,608	10,000	3,900	1,000	1,000	2,000	2,000	0
904	100,000	1	3	1	50	0	0	-2	-2	-2	-2	154,970	0	0	0	0	0	0	0	0	0	0	0	0
905	80,000	2	2	2	40	2	0	0	0	2	2	57,364	58,637	59,863	62,860	63,976	63,293	2,200	2,200	4,000	1,777	0	2,000	0
906	30,000	2	2	2	27	-1	-1	2	0	-1	2	27,772	30,461	29,325	21,449	29,709	29,086	3,136	0	0	29,709	0	1,576	0
907	50,000	1	1	2	30	2	2	2	-1	2	2	4,187	5,152	3,679	596	446	2,699	2,300	0	700	0	2,300	0	1
908	120,000	2	2	2	26	0	0	0	0	0	0	22,431	12,399	4,199	3,059	674	0	1,500	1,000	682	0	0	738	0
909	50,000	1	1	2	27	0	0	0	0	0	0	7,010	9,876	11,115	12,915	14,415	0	3,000	1,500	2,000	2,000	0	0	0
910	360,000	2	1	2	27	0	-1	0	-1	-1	-1	79,837	27,456	68,117	39,105	54,456	46,153	27,465	50,154	39,105	54,456	46,153	40,000	0
911	90,000	2	1	2	25	2	2	2	2	0	0	86,014	92,898	92,860	88,533	90,942	88,813	8,300	2,400	1,000	4,000	3,600	4,000	0
912	500,000	1	1	2	32	-1	0	0	0	0	0	386,405	387,910	293,177	274,539	253,443	253,671	25,016	20,018	10,000	79,377	52,778	10,000	0
913	140,000	2	3	1	46	0	0	0	0	0	0	68,075	69,972	71,805	73,613	75,426	77,169	3,000	3,000	3,000	3,000	3,000	5,000	0
914	30,000	1	3	1	45	0	0	2	0	0	0	17,187	24,045	23,180	22,000	22,000	0	7,900	0	0	0	0	0	0
915	70,000	1	3	1	30	0	0	0	0	0	0	19,882	20,611	21,859	22,445	22,935	23,404	1,352	1,600	949	1,000	1,000	1,000	0
916	200,000	1	1	1	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	3,983	0	0	0	0	3,983	0	0
917	350,000	1	1	1	48	0	0	0	0	0	0	54,969	47,978	48,631	48,351	47,939	33,827	2,087	1,989	1,591	1,466	2,000	1,500	0
918	120,000	1	1	2	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
919	240,000	1	1	2	46	0	0	0	0	0	0	471,814	478,380	395,612	386,295	356,206	352,257	16,044	15,087	12,000	15,000	12,000	12,000	0
920	90,000	2	1	2	23	0	0	0	0	0	0	22,109	25,011	29,230	32,747	38,217	43,744	6,000	5,000	4,000	6,000	8,000	4,000	0
921	260,000	2	1	2	33	1	-2	-2	-2	-1	-1	0	0	0	0	1,980	2,500	0	0	0	1,980	2,500	0	0
922	50,000	2	1	2	24	0	0	0	2	0	0	27,245	28,300	31,900	31,090	31,837	32,555	1,800	4,400	0	1,400	1,400	1,400	0
923	110,000	1	1	1	40	0	0	0	0	0	0	8,481	13,066	17,638	22,204	26,784	31,352	4,980	5,124	5,256	5,416	5,552	5,742	0
924	20,000	2	1	2	24	-1	-1	2	-1	0	-1	1,371	796	398	796	398	716	796	0	796	0	716	12,111	0
925	30,000	2	2	2	24	0	0	0	0	0	0	27,391	28,412	28,575	28,925	24,159	0	1,767	1,700	1,010	1,141	0	0	0
926	180,000	1	1	2	27	-2	-1	2	2	-2	-2	11,392	14,688	14,040	13,440	13,440	13,080	3,500	0	0	0	0	0	1
927	20,000	1	2	1	46	0	0	0	0	0	0	5,902	6,767	8,145	8,153	8,324	8,490	1,122	1,500	291	302	304	319	0
928	50,000	2	2	2	22	0	0	0	0	0	0	50,342	50,482	49,217	40,882	20,258	20,303	1,896	1,656	1,750	717	753	1,000	0
929	180,000	2	1	2	36	-2	-2	-2	-2	-2	-2	10,737	21,197	11,936	40,420	9,210	17,795	21,197	11,936	40,420	9,210	17,795	6,915	0
930	200,000	1	1	1	34	-2	-2	-2	-2	-2	-2	1,242	4,006	941	2,357	2,945	1,143	4,034	945	2,366	2,947	1,143	744	0
931	260,000	2	2	2	24	0	0	0	0	0	0	68,411	60,386	48,663	50,998	53,835	56,728	2,500	4,000	4,000	3,835	3,805	3,000	0
932	320,000	1	1	1	60	-1	-1	-1	-1	0	-1	9,955	3,465	84,421	886	11,741	4,317	3,465	84,440	886	11,533	4,317	52,466	1
933	160,000	2	2	2	29	2	2	-1	-1	-1	-1	1,989	-8	866	0	892	0	0	874	0	892	0	594	1
934	30,000	1	2	2	32	2	0	0	2	2	2	7,851	9,065	11,595	11,112	12,923	12,566	1,500	3,000	0	2,000	0	1,000	1
935	50,000	2	2	1	36	0	0	0	0	0	0	16,906	17,645	18,478	10,279	10,646	10,776	1,314	1,147	348	512	435	190	0
936	50,000	1	2	2	30	0	0	0	0	-2	-2	21,062	6,495	2,207	0	0	0	2,000	1,000	0	0	0	0	0
937	90,000	2	2	2	29	0	0	0	0	0	0	47,585	52,084	53,817	54,818	55,985	57,398	10,000	2,600	2,500	2,200	2,500	3,000	0
938	240,000	1	1	2	34	1	2	-1	-1	0	-1	11,874	5,979	6,938	41,858	10,416	1,711	0	6,938	41,877	0	1,711	27,162	0
939	180,000	2	2	1	32	1	2	2	2	0	0	15,548	15,009	17,752	17,172	18,732	23,389	0	3,000	0	2,000	5,000	2,000	1
940	200,000	2	2	1	32	-1	-1	-1	-1	-1	-1	5,150	10,190	10,190	10,190	10,594	11,193	10,190	10,190	10,190	10,594	11,193	10,190	0
941	50,000	2	1	2	25	0	0	0	0	0	2	42,543	34,629	27,095	18,538	20,100	19,630	1,900	1,428	600	3,000	0	1,000	0
942	50,000	1	2	1	44	-1	-1	-1	-1	-1	-1	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	0
943	330,000	2	1	1	37	-1	-1	-1	-1	0	-1	4,785	3,403	0	5,882	5,882	1,013	3,523	0	5,882	0	1,013	0	0
944	80,000	2	2	2	24	2	2	5	5	4	3	1,200	1,200	1,200	1,200	600	300	0	0	0	0	0	0	1
945	50,000	2	2	2	23	-2	-2	-2	-2	-2	-2	3,779	3,944	2,118	2,259	3,527	1,100	3,955	2,124	2,266	3,638	1,303	0	0
946	360,000	2	1	2	29	0	0	-1	-1	-1	-1	15,854	8,174	1,004	1,004	646	3,508	1,000	1,004	1,004	646	3,508	0	0
947	240,000	2	2	1	37	0	0	0	0	0	0	219,099	217,058	187,841	186,140	191,678	191,816	8,131	8,123	6,700	10,000	7,700	6,000	0
948	50,000	1	2	1	59	0	0	0	0	0	0	47,069	48,479	49,520	18,990	19,539	19,791	2,169	2,210	680	855	726	687	0
949	470,000	1	2	2	33	0	0	0	0	0	0	190,258	181,207	120,318	129,281	113,437	164,377	40,012	10,020	40,069	25,005	100,000	51,305	0
950	160,000	2	3	1	51	-1	2	-1	-1	-1	-1	2,000	1,000	2,125	2,125	1,000	2,125	0	2,125	2,125	1,000	2,125	23,250	0
951	30,000	1	1	1	27	-1	0	0	0	0	-2	12,897	13,484	6,655	6,618	0	0	2,011	2,211	2,101	148	0	0	1
952	80,000	2	2	1	32	0	0	0	0	0	0	81,074	78,262	76,163	76,813	77,511	79,069	3,700	3,400	2,900	2,900	2,841	3,100	0
953	500,000	2	3	2	42	-2	-1	-1	0	0	0	10,889	26,146	104,279	103,945	101,945	90,193	29,987	104,279	2,085	1,130	45,551	0	0
954	180,000	1	2	2	39	-1	-1	-1	-1	-1	0	3,135	2,822	1,938	5,818	2,628	2,628	2,833	2,015	5,818	2,628	0	0	0
955	110,000	2	2	1	46	-1	-1	-1	-1	-1	0	2,410	2,151	2,161	1,719	107,591	107,940	2,151	2,161	1,719	107,591	5,000	3,500	0
956	160,000	1	1	1	41	0	-1	0	0	2	2	117,126	11,222	15,513	18,087	17,499	19,939	15,315	15,000	3,000	0	3,000	0	0
957	210,000	2	2	2	30	0	0	0	0	0	0	21,780	20,974	18,652	13,464	109,722	105,573	1,325	1,074	1,000	99,000	3,745	4,000	0
958	200,000	2	1	1	34	-1	0	0	-1	0	-1	6,206	6,723	7,545	362	181	488	1,120	1,024	362	0	488	300	1
959	350,000	1	1	2	35	-1	-1	-1	0	0	0	4,439	33,720	14,283	16,426	10,833	2,261	33,891	16,267	4,027	234	1,565	26,346	0
960	250,000	1	1	2	41	-1	-1	-1	0	-1	-1	1,338	-24	8,324	5,872	23,020	2,367	0	8,348	0	23,020	2,367	3,117	1
961	380,000	1	1	2	43	1	2	2	-2	-2	-2	8,201	7,882	-2	-2	-2	-2	39	0	0	0	0	0	1
962	30,000	1	2	2	47	-1	-1	-1	-1	0	-1	396	396	396	792	396	772	396	396	792	0	772	0	0
963	200,000	1	2	2	31	0	0	0	0	0	0	33,781	35,879	26,043	27,497	29,082	31,647	3,000	2,000	2,000	2,000	3,000	4,000	0
964	30,000	1	2	2	30	-1	0	0	0	0	0	27,826	28,672	29,622	30,271	24,536	22,913	1,600	1,500	1,000	1,000	1,000	1,000	0
965	50,000	1	2	2	24	0	0	-1	-1	0	0	14,937	12,171	3,847	11,117	6,479	6,187	3,027	3,858	11,139	3,009	3,016	3,008	0
966	500,000	1	1	1	36	0	0	0	0	0	0	294,827	292,920	291,760	288,024	274,632	266,669	20,007	20,026	20,020	10,017	15,024	10,002	0
967	30,000	1	1	2	28	1	-2	-1	-1	-1	-2	0	0	1,310	816	0	0	0	1,310	816	0	0	0	0
968	220,000	2	1	1	36	-1	-1	0	-1	-1	-1	996	4,102	4,111	1,057	990	1,324	4,102	1,111	1,057	990	1,324	1,039	0
969	20,000	2	2	1	27	0	0	0	-1	0	0	42,784	41,009	44,267	47,149	48,497	14,774	3,000	5,000	10,000	3,011	2,011	2,011	0
970	180,000	2	2	1	32	0	0	0	0	-1	-1	74,189	30,670	6,428	4,618	2,708	54,024	2,000	1,000	0	2,708	54,024	2,000	0
971	300,000	1	1	1	42	-1	0	0	-1	0	0	11,973	61,834	25,145	37,666	19,453	10,492	20,979	5,000	37,676	8,808	2,000	2,709	1
972	130,000	2	2	1	33	0	0	0	0	0	0	133,461	133,393	132,211	101,807	101,083	101,597	7,010	6,657	3,899	3,952	3,900	4,000	0
973	180,000	2	3	1	39	2	2	2	2	2	0	10,159	12,689	12,183	13,979	13,621	14,809	2,710	0	2,000	0	2,000	2,000	1
974	150,000	2	1	3	30	-2	-2	-2	-2	-2	-2	50	6,527	2,168	-7	1,373	-1	8,589	2,500	0	1,380	0	2,050	0
975	140,000	1	2	1	30	0	0	0	0	0	0	134,203	127,319	107,496	69,218	70,702	72,267	5,000	3,500	2,700	2,600	2,742	2,700	1
976	50,000	2	2	2	22	0	0	0	0	0	0	49,609	61,162	31,485	15,281	18,031	18,233	2,100	2,000	4,000	3,000	1,500	1,000	0
977	20,000	1	2	2	25	1	2	2	0	0	0	6,174	7,543	7,255	3,887	5,887	0	2,000	28	0	2,000	0	0	1
978	180,000	1	1	2	28	-1	-1	-1	-1	-1	-1	666	662	-4	55,566	1,056	390	662	0	61,411	1,056	0	1,998	0
979	180,000	1	2	2	26	0	0	0	0	0	0	5,591	6,619	10,574	7,733	6,794	5,487	1,126	4,081	240	504	169	62	1
980	150,000	2	3	1	54	-1	0	0	0	2	0	148,747	145,231	145,341	153,833	151,194	145,738	5,500	5,500	11,000	0	6,000	5,215	0
981	70,000	2	1	2	24	0	0	0	0	0	0	63,903	65,248	62,958	64,209	59,482	60,883	3,000	2,190	2,201	2,181	2,413	1,952	0
982	30,000	1	2	2	29	8	7	6	5	4	3	34,423	33,952	33,165	32,391	31,332	30,558	0	0	0	0	0	0	0
983	500,000	1	1	2	36	-2	-2	-2	-2	-2	-2	45,106	81,264	18,122	27,229	21,462	27,911	81,690	18,225	27,365	21,570	28,050	17,397	1
984	60,000	1	3	1	49	0	0	0	0	0	0	44,801	41,545	40,649	40,843	40,612	40,656	3,000	4,506	2,500	1,800	4,200	2,500	0
985	50,000	2	1	2	23	-2	-2	-2	-2	-2	-2	49,860	50,187	50,022	20,114	18,777	18,273	2,500	1,289	917	1,315	5,042	2,512	0
986	130,000	1	3	2	43	1	-1	-1	-2	-1	-1	1,018	6,377	-2	935	4,985	1,212	6,433	2	937	4,990	1,215	9,546	1
987	260,000	2	2	1	33	-2	-2	-2	-1	-1	0	134,736	135,593	120,909	102,524	40,157	40,805	6,067	10,000	3,000	40,157	1,466	2,000	0
988	380,000	1	3	1	53	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
989	360,000	2	2	2	25	2	2	2	2	2	2	286,732	290,690	284,059	294,308	297,916	279,503	10,792	0	15,000	5,800	0	126,685	0
990	50,000	1	3	1	54	1	2	2	0	0	0	62,847	60,885	56,828	55,419	54,054	53,143	2,100	0	2,000	2,000	2,455	4,000	0
991	50,000	2	3	1	39	0	0	2	-1	0	0	58,300	59,727	142	29,886	30,510	31,276	7,876	161	74,354	927	1,089	9,100	0
992	260,000	2	1	1	44	-1	2	2	-1	-1	-2	1,215	856	291	803	98	431	0	291	803	98	431	1,104	1
993	80,000	2	2	2	27	0	0	0	0	0	0	57,376	58,649	59,873	61,077	62,394	63,655	2,200	2,200	2,200	2,300	2,300	2,600	0
994	360,000	2	1	2	25	0	0	0	0	0	-2	279,846	169,426	68,810	12,800	0	0	7,004	1,793	2,757	0	0	0	1
995	290,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
996	200,000	1	1	2	39	-2	-2	-2	-2	-2	-2	-200	-200	-200	0	60,800	0	0	0	200	60,800	0	0	0
997	140,000	1	1	1	45	0	0	0	0	2	2	39,716	40,799	41,853	44,452	45,433	46,383	1,600	1,600	3,169	1,700	1,700	1,495	0
998	360,000	1	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
999	50,000	2	2	2	23	-1	-1	-1	0	-1	-1	780	0	780	390	390	500	0	780	0	390	500	18,300	1
1,000	120,000	1	2	2	25	2	2	0	0	0	0	113,348	110,119	111,700	83,858	86,434	88,802	0	5,000	3,158	3,934	3,802	2,000	0

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