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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
6,901	230,000	2	2	2	31	-1	-1	-1	-1	0	0	5,070	4,317	1,421	10,452	5,978	62,292	4,317	1,421	10,452	700	57,229	2,500	0
6,902	300,000	2	1	2	26	0	0	-1	-1	0	-1	293,554	291,421	3,760	3,359	10,670	2,969	7,877	5,016	5,008	10,032	2,977	11,875	0
6,903	180,000	2	2	2	29	-2	-1	-1	-1	-1	-1	4,000	6,028	6,028	3,996	9,062	3,997	6,028	6,028	3,996	9,066	3,997	6,992	0
6,904	80,000	2	2	2	24	1	-2	-2	-1	-1	-1	0	159	0	110	-390	1,104	159	0	110	390	1,884	0	1
6,905	180,000	2	4	1	30	0	0	0	-1	-1	-1	107,337	101,268	101,754	15,147	2,187	7,382	3,735	2,231	15,147	2,187	7,382	850	0
6,906	50,000	1	2	2	25	3	2	0	0	0	0	50,516	22,781	25,064	12,927	18,691	19,291	9	1,210	1,000	6,000	1,060	780	1
6,907	10,000	1	2	1	62	-2	-2	-2	-2	-2	-2	2,778	1,939	2,038	1,938	0	0	1,939	2,040	1,938	0	0	0	0
6,908	50,000	1	2	2	46	-1	-1	-1	-1	0	0	1,540	26,060	0	2,650	3,320	2,764	26,060	0	3,472	2,320	1,764	2,841	0
6,909	90,000	2	1	1	31	1	2	-1	0	0	-1	8,318	6,111	33,212	8,978	1,782	23,173	39	33,500	0	0	25,000	0	0
6,910	30,000	2	3	2	29	2	0	0	2	2	2	23,136	24,205	28,318	28,755	29,442	30,003	1,744	4,857	1,200	1,300	1,200	1,100	1
6,911	180,000	1	1	1	38	0	0	0	0	0	0	181,302	181,271	180,439	182,958	181,287	179,734	6,747	6,573	6,506	6,581	6,801	6,100	0
6,912	150,000	2	2	1	38	0	0	0	0	0	0	140,133	140,414	141,314	141,000	142,358	143,358	6,601	6,501	5,201	5,501	5,282	5,200	0
6,913	590,000	1	1	1	63	0	0	0	-1	0	0	630,458	646,770	693,131	324,522	358,774	369,685	28,000	61,115	325,000	40,000	20,000	51,000	0
6,914	60,000	1	2	1	39	0	0	0	0	0	0	59,929	35,338	22,856	22,122	19,531	16,594	2,110	2,000	200	467	500	4,100	0
6,915	100,000	1	2	2	27	2	0	0	3	2	0	63,004	66,964	75,856	74,062	72,756	76,355	5,000	10,000	0	0	5,000	5,000	1
6,916	20,000	2	2	2	25	-2	-2	-2	-2	-2	-2	7,666	6,664	6,598	6,632	6,666	6,666	6,664	6,600	6,700	6,700	6,666	6,982	0
6,917	10,000	1	1	2	22	2	2	2	0	0	2	6,883	9,108	8,813	10,066	10,017	9,705	2,500	0	1,400	1,100	0	500	1
6,918	300,000	1	1	2	26	2	2	2	0	0	2	273,138	279,307	273,333	277,270	284,915	286,837	12,000	0	10,000	12,180	10,000	10,817	1
6,919	260,000	2	2	2	40	0	0	0	0	0	0	241,565	244,619	127,074	14	124,493	128,463	13,000	6,500	0	124,479	6,000	6,500	0
6,920	160,000	2	3	1	28	0	0	0	0	0	0	38,660	38,942	39,787	40,069	37,647	38,268	2,500	1,877	2,000	3,000	1,400	5,000	0
6,921	260,000	2	1	2	32	-2	-2	-2	-2	-2	-2	0	0	3,210	0	0	2,712	0	3,210	0	0	2,712	0	1
6,922	280,000	2	1	2	29	-1	-1	-1	-1	-1	-1	2,187	1,461	53,603	976	20,825	1,159	1,469	53,871	981	20,929	1,164	0	0
6,923	260,000	2	1	2	35	1	-1	-1	-1	-1	-1	-15	16,596	1,935	5,365	0	294	16,611	1,935	5,365	0	294	741	0
6,924	240,000	1	1	1	43	-2	-2	-2	-2	-2	-2	3,645	9,077	4,234	7,118	8,187	8,708	9,088	4,234	7,118	8,187	8,708	9,291	0
6,925	50,000	2	2	3	49	0	0	0	0	0	2	45,681	14,657	9,677	8,826	10,177	9,865	1,209	1,300	350	1,500	0	300	0
6,926	260,000	2	2	2	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,927	60,000	2	2	2	24	2	2	2	0	0	2	60,270	65,005	63,309	62,369	64,603	66,584	5,706	0	2,250	5,000	4,800	0	1
6,928	130,000	2	2	1	26	0	0	0	0	0	0	24,579	23,741	11,666	11,806	11,081	11,396	1,187	1,500	616	500	500	485	0
6,929	140,000	2	1	2	31	0	0	0	0	0	0	112,936	117,021	107,837	96,546	95,489	97,347	6,000	5,000	3,400	3,617	3,600	3,700	0
6,930	20,000	1	3	2	39	2	0	0	0	0	0	18,243	17,557	19,880	19,471	16,211	14,365	1,677	3,000	590	687	524	235	1
6,931	360,000	2	1	2	35	1	-2	-2	-2	-2	-1	0	0	0	0	0	1,392	0	0	0	0	1,392	12,884	0
6,932	220,000	1	1	2	28	0	0	0	0	0	0	127,021	132,595	102,667	108,998	117,186	121,062	28,500	5,000	9,604	10,000	6,000	14,000	0
6,933	500,000	1	1	2	37	-1	-1	-1	-1	-1	-1	4,331	60,446	30,592	154,167	13,410	25,426	60,446	30,594	150,843	163,881	25,426	39,526	1
6,934	50,000	1	3	3	59	0	0	0	0	0	0	50,739	50,142	18,894	18,512	16,853	18,401	1,500	1,500	1,000	1,000	2,000	1,000	0
6,935	210,000	2	1	2	28	-1	-1	-1	-1	0	0	262	3,771	5,474	69,536	76,188	72,678	3,771	5,474	69,536	10,000	4,000	2,100	0
6,936	200,000	1	1	1	41	0	0	0	0	0	0	90,930	94,502	93,559	95,060	88,930	-23,670	5,032	2,263	1,901	1,779	0	0	0
6,937	370,000	1	1	2	28	0	0	0	0	0	-1	87,313	90,345	37,554	7,628	1,026	1,422	5,000	6,000	2,000	1,000	1,422	3,600	0
6,938	200,000	1	2	2	27	1	2	2	2	2	2	112,050	115,353	112,099	118,764	120,780	123,710	6,501	0	10,000	4,001	5,000	0	0
6,939	260,000	1	1	1	51	1	-2	-2	-2	-2	-2	-200	-200	-200	6,682	1,718	1,512	0	0	6,882	1,734	1,512	0	0
6,940	50,000	2	1	2	23	-1	-1	-1	-1	-1	-1	15,512	2,552	13,890	2,545	15,688	3,088	2,552	13,914	2,545	16,508	3,088	0	0
6,941	260,000	2	1	2	33	0	0	0	0	0	0	18,460	20,321	22,643	20,864	25,604	28,748	3,000	3,000	2,000	5,634	3,748	1,000	0
6,942	230,000	2	3	2	48	-1	-1	-1	-1	-1	-1	2,781	12,515	3,090	1,879	30,467	4,460	12,540	3,099	1,884	30,468	4,473	5,635	0
6,943	20,000	1	2	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,944	500,000	1	2	2	33	0	0	0	0	0	0	3,311	4,254	2,234	5,404	2,375	10,078	4,019	2,019	5,025	2,011	10,046	3,017	0
6,945	160,000	2	2	1	50	-1	-1	-1	-1	-1	-1	1,261	2,261	1,390	390	390	0	2,261	1,390	390	390	0	780	1
6,946	50,000	1	2	2	25	0	-1	2	0	0	0	1,552	2,452	1,878	1,482	326	-70	2,452	0	0	0	0	3,000	1
6,947	220,000	2	2	1	37	2	0	-1	-1	0	0	2,345	2,572	15	947	631	715	1,007	16	1,578	0	400	1	1
6,948	150,000	1	3	1	64	0	0	0	0	0	0	56,852	58,031	59,202	60,304	61,650	0	2,688	2,730	2,680	2,850	0	0	0
6,949	180,000	2	1	2	35	-1	-1	-1	0	-1	-1	11,123	7,883	16,477	13,207	73,813	34,935	7,936	18,207	0	22,479	34,935	5,382	0
6,950	80,000	2	2	1	40	0	0	-2	-2	-2	-2	82,150	0	0	0	0	0	0	0	0	0	0	0	1
6,951	50,000	2	3	2	27	0	0	0	2	2	2	41,991	42,736	45,821	46,767	45,886	48,701	1,720	3,805	2,000	0	3,581	0	0
6,952	30,000	2	2	2	26	1	2	2	0	0	0	5,231	6,299	6,052	6,299	7,190	7,469	1,300	0	500	1,000	400	1,500	1
6,953	180,000	2	2	2	31	0	0	0	0	0	0	176,731	177,490	178,659	138,243	138,023	137,923	6,814	7,756	4,788	5,100	5,500	5,100	0
6,954	70,000	1	3	1	64	0	0	0	0	0	0	62,188	62,848	56,718	47,191	45,959	47,635	3,000	2,200	1,700	1,700	2,441	2,000	0
6,955	300,000	2	1	2	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,956	640,000	2	1	1	50	-2	-2	-2	-2	-2	-2	6,482	8,853	22,238	9,877	10,110	23,910	8,853	22,243	9,877	10,110	24,616	5,952	0
6,957	60,000	2	1	2	28	1	-2	-2	-1	-1	0	0	0	0	619	39,224	34,881	0	0	619	39,224	1,500	1,500	0
6,958	120,000	2	2	2	24	2	0	0	0	0	0	67,714	51,385	35,160	13,425	8,517	6,174	2,102	1,021	274	3,001	1,004	4,005	1
6,959	280,000	2	1	2	27	-1	-1	-1	-1	-1	-1	36,382	2,000	400	0	1,398	4,626	2,000	400	0	1,398	4,626	0	0
6,960	260,000	2	1	2	32	0	0	0	0	-1	-1	8,161	10,086	12,985	0	560	0	2,000	3,000	0	560	0	0	0
6,961	50,000	1	2	3	34	0	0	0	0	0	0	48,538	49,580	47,557	20,914	19,646	20,332	3,000	3,006	1,500	701	1,000	1,000	0
6,962	70,000	1	2	2	47	1	2	0	0	2	2	64,586	62,983	64,885	68,164	66,948	71,122	0	2,950	4,965	0	5,289	0	0
6,963	50,000	1	1	2	38	-1	-1	-1	-1	-1	-1	390	770	580	1,380	0	390	770	590	1,400	0	390	390	1
6,964	470,000	1	1	1	40	2	0	0	0	0	0	241,153	204,223	151,253	138,087	109,094	106,004	10,000	5,214	4,500	5,000	4,200	5,000	1
6,965	320,000	2	1	1	41	-2	-2	-2	-2	-2	-2	56,093	0	0	0	12,974	0	0	0	0	12,974	0	5,616	0
6,966	50,000	2	3	2	23	0	0	0	0	0	0	49,385	49,527	29,550	29,894	30,125	30,192	1,500	1,467	1,201	1,236	1,103	1,042	0
6,967	230,000	2	3	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,968	140,000	2	2	2	29	0	0	0	0	0	0	43,030	44,335	45,351	46,317	55,506	56,609	2,000	1,755	1,721	10,000	2,028	3,000	0
6,969	50,000	1	2	2	25	0	0	2	0	0	0	6,302	7,993	8,506	8,716	8,926	9,128	1,800	800	500	500	500	400	1
6,970	450,000	2	1	2	45	1	-2	-2	-2	-1	-1	0	0	0	0	4,595	198	0	0	0	4,595	198	5,095	0
6,971	500,000	1	2	1	49	-1	-1	-1	-1	-1	0	371	3,523	483	12,988	92,539	94,292	3,540	485	13,052	92,539	3,160	1,910	0
6,972	20,000	1	2	2	37	0	0	-2	-1	0	0	15,960	0	-1,953	5,985	6,893	8,273	0	18,047	7,985	1,000	2,000	0	0
6,973	230,000	1	1	1	38	-1	-1	-1	-1	-1	-1	1,902	2,161	1,144	1,346	1,024	-4	2,170	1,149	1,352	1,029	0	654	0
6,974	50,000	1	2	2	24	1	3	3	2	2	0	53,890	54,084	52,026	51,899	50,836	47,828	2,200	0	1,800	105	2,300	1,600	0
6,975	300,000	1	2	1	31	-1	-1	-1	-1	-1	-1	12,793	14,185	12,970	14,786	12,794	14,180	14,212	12,985	14,816	12,808	14,201	14,109	0
6,976	100,000	2	3	1	36	2	2	2	2	2	2	92,675	92,857	80,748	80,708	75,366	76,590	3,445	709	6,077	2,805	2,906	0	0
6,977	30,000	1	2	2	27	0	0	0	0	0	0	29,063	28,601	28,503	27,525	27,630	0	1,908	1,200	2	835	0	0	0
6,978	400,000	1	2	1	44	-1	-1	0	0	0	-1	6,389	59,407	26,616	15,333	9,995	4,175	59,570	1,105	10,021	51	4,735	1,733	0
6,979	170,000	1	1	2	30	-1	2	2	-1	-1	-1	998	998	0	499	724	390	0	0	499	724	390	424	0
6,980	340,000	2	3	2	57	0	0	0	0	0	0	49,467	50,551	53,490	104,477	54,351	25,346	1,880	3,819	2,073	5,264	2,571	53,860	0
6,981	210,000	2	2	1	35	0	0	0	0	0	0	44,552	45,831	46,870	48,089	49,311	50,296	2,000	1,800	2,000	2,000	1,803	2,000	0
6,982	80,000	2	2	1	38	-1	-1	-1	-1	-1	-1	1,894	316	316	514	316	1,605	316	316	514	316	1,605	316	1
6,983	20,000	2	1	2	24	-1	-1	-1	0	0	0	7,795	4,110	10,269	5,880	3,330	4,339	4,112	10,269	118	67	2,000	2,128	0
6,984	300,000	2	1	1	51	-1	-1	-1	-1	-2	-2	311	830	225	0	0	0	832	225	0	0	0	0	0
6,985	20,000	1	3	2	43	-1	0	0	-1	0	0	6,085	6,607	2,800	11,052	10,522	9,150	1,045	1,028	11,052	311	183	0	1
6,986	50,000	1	1	1	40	0	0	0	0	0	0	50,657	50,529	49,162	19,969	19,893	20,282	2,015	2,190	809	3,012	5,795	2,001	0
6,987	60,000	2	1	2	27	-1	-1	-1	-1	-1	2	3,136	1,286	1,047	-239	1,475	1,289	1,286	1,047	0	3,000	0	0	0
6,988	60,000	2	2	2	50	0	0	0	0	0	2	59,853	24,975	26,000	26,545	30,966	30,330	1,500	1,450	965	4,864	0	1,001	0
6,989	50,000	1	3	1	51	1	2	0	0	0	0	48,091	47,028	46,672	28,478	29,074	29,671	1	2,213	1,019	1,055	1,080	1,245	1
6,990	120,000	2	2	2	26	1	2	2	2	2	2	52,623	51,208	57,538	56,019	60,135	61,298	0	7,200	0	5,200	2,300	0	0
6,991	20,000	1	3	2	59	2	2	2	0	0	0	5,119	5,546	6,302	7,193	8,075	8,938	1,500	1,000	1,000	1,000	1,000	1,000	0
6,992	240,000	2	2	1	40	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	0
6,993	420,000	2	1	2	36	-2	-2	-2	-2	-2	-2	0	3,363	13,581	1,024	7,853	5,562	3,363	13,591	1,026	7,853	5,562	990	0
6,994	180,000	2	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,995	410,000	2	3	2	28	2	2	2	2	0	0	407,490	415,276	384,242	343,283	320,407	328,827	16,195	15,282	15,164	12,005	15,000	10,507	0
6,996	30,000	1	1	2	41	0	0	0	2	2	0	16,098	17,130	18,621	19,017	18,571	19,264	1,597	2,088	1,000	0	1,001	380	1
6,997	110,000	1	2	2	25	2	0	0	0	0	0	38,449	38,433	37,038	38,336	12,907	13,541	3,000	1,800	2,000	600	1,000	5,000	0
6,998	90,000	1	1	2	33	-1	-1	-1	-1	-1	2	498	498	498	498	3,482	2,793	498	498	498	3,482	0	483	0
6,999	220,000	1	1	1	41	-1	-1	0	-1	-1	-1	30,262	37,068	14,271	9,884	4,090	6,108	37,092	10,071	9,884	4,090	6,108	19,933	0
7,000	50,000	2	3	1	57	2	0	0	0	0	0	47,349	46,353	38,081	16,970	17,695	18,401	1,892	2,600	2,000	1,000	1,000	1,500	1

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