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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
4,801	50,000	1	3	1	22	0	0	0	0	0	0	46,450	47,599	48,456	44,546	43,256	13,342	2,200	2,016	2,009	2,092	1,020	1,018	0
4,802	190,000	1	2	1	35	6	5	4	3	2	0	254,951	237,094	218,603	202,639	199,480	188,113	0	0	0	0	142,000	7,000	1
4,803	50,000	1	2	2	41	0	0	0	0	0	0	45,284	43,951	47,169	19,096	19,652	18,889	1,844	4,562	667	847	700	655	0
4,804	50,000	2	2	2	29	2	2	2	0	0	0	8,281	8,998	9,695	11,521	12,331	13,125	1,000	1,000	2,000	1,000	1,000	1,000	1
4,805	50,000	1	2	1	38	0	0	0	0	0	0	22,619	19,055	20,161	20,553	18,933	18,855	2,000	2,000	1,000	1,000	1,000	2,000	0
4,806	300,000	2	2	1	45	-1	-1	-1	-1	0	-1	41,051	70,951	18,911	15,982	2,665	57,096	71,277	19,003	16,050	2,659	54,394	52,000	0
4,807	60,000	1	2	1	33	0	0	0	0	0	0	42,246	38,923	32,532	27,780	29,280	39,976	2,008	3,004	3,003	2,000	1,064	2,000	0
4,808	260,000	1	1	2	28	1	-1	-1	-1	-1	-1	-1,197	37,785	3,780	3,202	3,754	848	40,000	3,780	3,202	4,000	848	5,795	0
4,809	190,000	1	1	2	27	1	-1	0	0	0	0	-4,370	82,387	83,701	85,035	86,482	88,164	87,998	3,017	3,029	3,127	3,433	3,356	0
4,810	500,000	1	3	3	53	0	0	0	0	0	0	415,022	421,996	426,103	125,218	126,650	114,473	12,602	11,000	4,711	6,000	11,000	10,000	0
4,811	300,000	2	1	2	31	0	0	-1	-1	0	0	60,700	33,843	5,045	10,288	12,565	6,947	5,000	5,045	10,288	5,000	5,000	10,000	0
4,812	50,000	1	2	2	43	0	0	0	0	0	0	50,665	50,854	47,862	20,246	20,321	20,387	1,940	1,407	704	730	796	520	1
4,813	50,000	2	3	1	27	-1	0	0	0	3	2	29,321	30,048	31,396	35,045	34,203	34,743	1,503	1,851	4,500	0	1,250	0	1
4,814	130,000	2	2	1	42	0	0	0	0	0	0	24,565	22,446	23,245	27,410	12,085	9,535	5,000	2,000	5,000	3,000	6,000	2,280	0
4,815	80,000	1	1	1	38	-1	-1	-2	-2	-2	-2	604	0	0	0	0	0	0	0	0	0	0	0	0
4,816	50,000	1	2	3	37	0	0	0	0	0	0	44,828	43,746	43,122	43,803	41,425	42,536	2,005	2,056	1,737	1,501	1,797	1,680	0
4,817	50,000	2	2	2	31	0	0	0	0	0	0	40,019	20,394	19,597	17,830	18,397	19,064	2,006	1,519	1,000	1,000	1,000	1,000	0
4,818	120,000	2	1	2	27	0	0	0	0	0	0	70,835	59,986	60,779	62,958	57,763	53,004	3,000	2,500	3,000	2,000	2,000	2,500	0
4,819	220,000	2	1	2	33	-1	-1	-1	-1	-1	-1	3,217	11,428	16,838	22,237	10,684	4,262	11,435	16,876	22,237	10,684	4,262	6,500	0
4,820	50,000	2	1	2	35	0	0	0	0	0	0	51,505	50,581	48,280	46,978	46,657	48,233	2,500	2,200	2,000	2,000	5,000	2,000	0
4,821	90,000	2	1	2	29	0	0	0	0	0	0	88,254	89,080	89,613	89,532	90,362	94,337	4,200	4,000	3,307	3,453	6,730	0	0
4,822	360,000	2	2	2	43	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	84,216	0
4,823	280,000	2	2	1	49	0	0	-2	-1	0	-1	20,650	0	0	4,533	5,533	65,607	0	0	4,533	1,000	65,607	2,000	0
4,824	270,000	2	1	1	57	-2	-2	-2	-2	-2	-2	13,559	736	316	5,116	15,884	10,606	736	316	5,116	15,884	10,606	1,420	0
4,825	200,000	1	1	1	31	0	0	0	0	0	0	160,292	119,080	113,723	109,447	75,423	22,919	6,036	4,002	4,005	3,002	1,002	1,002	0
4,826	80,000	1	3	2	25	0	0	0	0	0	0	80,493	78,736	71,663	57,571	58,485	59,655	3,035	3,021	2,300	2,500	2,300	2,500	0
4,827	60,000	2	1	2	34	1	-2	-1	-1	-2	-1	0	0	15,798	0	0	11,688	0	15,798	0	0	11,688	0	0
4,828	60,000	2	2	2	31	0	0	0	0	0	0	58,173	59,626	55,775	28,187	28,978	27,119	3,400	2,300	1,200	1,200	1,500	1,500	0
4,829	90,000	2	1	2	28	-1	0	0	0	0	0	23,940	92,233	91,308	53,991	56,032	51,010	75,000	5,000	4,300	2,800	2,800	3,600	0
4,830	10,000	2	3	3	48	0	0	0	0	0	0	7,065	8,148	9,199	9,558	9,136	9,392	1,200	1,200	500	500	500	0	0
4,831	140,000	1	2	2	36	0	0	0	0	0	0	94,586	92,692	87,696	80,284	80,086	81,759	3,519	3,027	2,905	3,000	3,000	3,100	0
4,832	280,000	1	1	1	42	0	0	0	0	0	0	173,092	160,948	146,106	97,334	91,671	81,030	5,853	4,422	3,138	2,817	2,927	2,334	1
4,833	140,000	2	2	1	24	0	0	0	0	2	0	121,241	67,929	65,536	67,645	62,839	53,457	4,000	4,000	8,000	0	5,000	2,000	0
4,834	110,000	1	3	1	52	0	0	0	0	0	0	13,962	15,219	15,424	15,479	15,989	16,276	1,500	1,545	600	750	700	2,000	0
4,835	120,000	2	3	2	26	0	0	-2	-1	0	0	22,492	-2,018	-718	1,282	81,988	83,665	1,534	1,300	2,000	81,899	3,200	4,000	0
4,836	130,000	2	2	1	39	0	0	0	0	0	0	131,657	129,859	128,714	128,962	131,873	131,482	5,000	6,208	4,700	5,000	5,000	4,800	0
4,837	290,000	1	2	1	48	0	0	0	0	0	0	224,662	216,134	163,926	97,524	35,353	24,481	10,160	7,147	5,041	1,581	3,020	10,000	0
4,838	80,000	1	2	1	33	0	0	0	0	0	0	22,064	22,338	23,352	23,301	23,900	24,965	1,700	1,700	1,000	1,500	2,000	2,000	0
4,839	50,000	2	2	2	22	2	2	2	2	2	2	15,006	14,475	16,227	16,662	16,253	17,982	0	2,000	1,000	0	2,000	0	1
4,840	450,000	2	2	1	33	-2	-2	-2	-2	-2	-2	318	316	326	4,007	0	0	316	326	4,007	0	0	0	0
4,841	50,000	1	3	1	37	3	2	2	0	0	0	30,411	31,130	30,308	28,902	29,215	28,963	1,500	0	1,016	1,046	1,129	869	1
4,842	170,000	2	1	2	27	-2	-2	-2	-2	-2	-1	154,189	149,826	113,019	60,868	19,458	90	5,926	2,672	10	0	90	4,563	0
4,843	210,000	1	2	2	30	0	0	0	0	0	0	38,967	48,465	57,928	60,359	69,782	83,991	10,000	10,000	3,000	10,000	15,000	326	0
4,844	30,000	2	2	2	23	2	0	0	0	0	0	21,684	23,018	24,630	24,813	25,333	25,911	2,000	2,000	888	920	1,000	2,000	0
4,845	230,000	1	1	2	33	0	0	0	0	0	0	57,171	56,150	57,074	50,670	50,652	51,267	2,100	2,300	2,000	2,000	2,000	2,000	0
4,846	170,000	1	2	2	34	-1	-1	-1	-1	-1	-1	2,806	326	676	326	326	326	652	676	326	326	326	1,722	1
4,847	20,000	2	2	2	22	0	0	0	0	0	0	17,958	18,499	19,762	19,807	19,830	20,347	1,329	1,592	637	700	827	357	0
4,848	50,000	1	3	1	54	1	2	2	0	0	2	49,271	24,982	25,142	15,498	16,613	16,197	1,000	1,000	1,000	1,366	0	1,552	0
4,849	100,000	2	2	1	42	0	0	0	0	0	0	65,917	67,673	66,292	67,793	67,182	66,132	4,000	3,000	2,500	3,000	2,500	2,500	0
4,850	140,000	2	1	2	27	-1	-1	-2	-2	-2	-2	390	0	0	0	0	0	0	0	0	0	0	2,943	0
4,851	100,000	2	1	2	30	0	0	0	0	0	0	90,375	81,572	71,451	68,530	66,844	65,820	3,007	3,200	3,000	3,500	2,600	2,500	0
4,852	150,000	2	1	1	37	1	-1	2	2	-2	-1	0	1,505	1,333	0	0	1,930	1,505	0	0	0	1,930	0	1
4,853	60,000	2	3	2	23	1	2	0	0	0	0	28,831	28,024	24,215	6,000	7,568	7,568	0	1,050	0	1,568	0	6,729	1
4,854	200,000	1	3	1	33	0	0	0	0	0	0	199,343	200,070	200,852	197,426	196,341	197,787	10,021	10,036	7,126	6,508	6,011	5,537	1
4,855	200,000	2	1	2	27	0	0	0	0	0	0	11,912	19,196	11,938	15,972	17,952	5,925	14,443	4,938	5,972	7,952	2,925	1,718	0
4,856	50,000	2	1	2	35	0	0	0	0	0	0	48,585	49,134	50,203	10,042	20,085	9,578	2,220	2,289	483	350	334	400	1
4,857	60,000	1	2	2	32	0	0	0	0	0	0	51,934	40,855	37,742	29,450	8,850	0	2,000	2,000	1,400	200	600	0	0
4,858	50,000	2	3	1	32	1	2	2	2	0	0	45,652	44,646	47,619	46,455	47,432	48,442	0	4,000	0	1,432	3,100	0	1
4,859	140,000	2	2	1	55	0	0	0	0	0	2	22,662	23,306	21,048	22,332	30,228	316	2,500	2,500	2,000	12,988	2,168	932	0
4,860	640,000	2	1	2	41	0	0	0	0	0	0	55,645	56,656	60,185	59,218	58,963	58,992	3,000	5,000	2,300	2,128	2,125	2,222	0
4,861	210,000	1	2	1	41	2	2	2	2	2	2	87,705	90,376	90,687	91,888	93,852	95,734	4,800	2,500	3,900	3,400	3,400	3,400	1
4,862	60,000	2	2	1	27	0	0	0	0	0	0	43,757	29,772	30,710	28,914	29,823	28,916	2,000	2,000	1,500	1,500	1,500	1,100	0
4,863	80,000	2	2	1	32	3	2	2	2	0	0	72,385	72,643	73,462	71,681	73,375	74,794	2,000	2,600	0	2,850	2,800	3,000	1
4,864	290,000	2	1	1	37	-1	-1	-1	-1	-1	-1	3,486	550	1,922	550	550	3,810	550	1,922	550	550	3,810	2,927	1
4,865	150,000	2	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,866	200,000	2	2	2	40	0	0	0	0	0	0	99,729	139,201	155,871	193,666	216,666	18,871	59,201	35,000	54,461	46,666	18,871	0	0
4,867	130,000	2	2	2	29	2	2	2	2	2	2	2,880	4,446	4,833	4,236	5,178	4,182	2,000	1,000	0	1,000	0	1,500	1
4,868	490,000	1	2	2	34	-2	-2	-1	0	0	0	0	0	244,033	224,216	212,123	214,715	0	244,033	15,011	9,003	9,019	8,000	0
4,869	200,000	1	2	1	40	-1	-1	-2	-2	-2	-1	9,759	-241	-241	-241	-241	7,817	0	0	0	0	8,058	0	1
4,870	210,000	2	1	1	54	-1	-1	-1	-1	0	0	7,771	7,078	838	20,372	36,489	90,261	7,078	1,295	20,000	16,489	60,000	5,000	0
4,871	260,000	2	1	2	29	-1	-1	-1	-1	-1	-1	3,735	-8	4,865	507	3,787	1,443	0	4,873	507	3,787	1,443	0	1
4,872	80,000	1	2	1	42	0	0	0	0	0	0	48,237	48,594	49,432	49,043	47,805	45,626	2,200	2,005	2,000	2,000	2,000	2,000	0
4,873	50,000	1	3	1	53	0	0	0	0	0	0	41,674	40,012	31,089	14,638	13,577	16,333	1,660	1,612	652	1,300	3,000	2,500	0
4,874	210,000	2	2	2	30	0	0	0	0	2	0	77,637	80,205	82,549	89,170	56,683	10,496	4,400	4,600	9,086	0	1,000	99,100	0
4,875	210,000	2	2	3	52	-1	-1	-1	-1	0	0	815	815	815	910	58,095	37,684	815	815	910	58,000	1,500	2,000	0
4,876	40,000	2	3	1	41	1	2	2	2	2	0	20,057	20,931	21,780	23,114	22,606	22,903	1,500	1,500	2,000	0	822	1,000	0
4,877	110,000	2	2	1	33	0	0	0	0	0	2	184,406	169,795	154,733	138,071	126,242	123,449	7,400	6,700	4,700	7,800	0	117,880	0
4,878	50,000	1	1	2	49	0	0	0	0	0	0	25,277	27,209	23,740	19,448	19,594	19,762	3,000	3,014	684	1,000	713	677	0
4,879	80,000	2	1	2	27	-1	-1	-1	0	-1	-1	3,199	1,205	917	917	702	3,099	1,325	917	0	702	3,099	0	0
4,880	80,000	2	1	2	37	-1	-1	-1	-1	-1	-1	6,734	1,990	4,500	4,640	3,966	3,410	1,990	4,500	4,640	3,966	3,410	879	1
4,881	250,000	2	1	2	43	0	0	0	0	0	0	93,163	96,024	90,901	69,927	71,403	69,948	4,409	3,023	2,600	2,700	2,801	2,500	0
4,882	100,000	2	1	2	27	0	0	0	0	0	0	75,296	76,672	78,343	79,111	79,993	81,279	3,000	3,400	3,000	3,000	3,000	3,000	0
4,883	50,000	1	2	2	29	2	2	2	2	2	2	43,205	46,516	45,468	48,703	50,774	49,514	4,000	0	4,000	3,000	0	3,000	1
4,884	150,000	2	1	2	32	2	2	2	0	0	2	120,800	123,379	122,881	123,954	131,543	134,319	6,000	3,000	4,600	9,800	5,100	5,000	1
4,885	70,000	1	2	2	30	0	0	2	2	2	2	17,526	20,235	19,612	22,170	22,612	22,101	3,000	0	2,900	942	0	1,000	1
4,886	150,000	1	1	2	29	-1	-1	-2	-1	-1	-1	249	0	0	12,877	1,558	225	0	0	12,877	1,558	225	0	0
4,887	360,000	2	1	2	31	-1	-1	-1	-1	-2	-2	1,483	9,386	2,635	-227	-1,763	-4,303	9,386	2,643	227	1,536	12,975	19,818	0
4,888	90,000	1	2	2	29	0	0	0	0	0	0	51,864	53,135	53,759	56,397	87,349	55,700	2,098	1,680	20,000	5,000	4,833	2,000	0
4,889	160,000	2	2	1	28	0	0	0	0	0	0	6,031	7,057	7,912	8,080	8,250	8,565	1,280	1,132	300	300	452	312	0
4,890	70,000	2	2	2	36	0	0	0	0	0	0	67,864	59,165	29,314	28,844	29,443	30,101	2,044	1,773	1,181	1,215	1,297	1,008	0
4,891	360,000	2	2	1	33	0	0	0	0	0	0	325,839	300,726	252,603	253,759	255,424	253,826	11,083	8,948	8,727	9,118	9,026	8,997	0
4,892	420,000	2	1	2	33	-1	-1	-2	-2	-1	-1	25,718	0	0	0	1,643	6,800	0	0	0	1,643	3,400	403,500	0
4,893	50,000	2	2	1	47	0	0	0	0	0	0	48,888	47,988	9,757	8,941	9,893	6,181	1,900	1,139	2,000	1,000	300	500	0
4,894	160,000	2	2	2	28	3	2	2	2	2	2	110,819	107,629	113,902	115,543	118,353	116,298	0	9,600	5,000	4,800	0	3,900	1
4,895	100,000	2	2	1	38	1	-1	-1	-2	-2	-1	0	199	0	0	0	150	199	0	0	0	150	550	0
4,896	240,000	2	3	1	41	-1	-1	-1	0	-1	-1	3,973	3,724	7,448	3,724	5,814	10,942	3,724	7,448	0	5,814	8,852	0	0
4,897	390,000	2	1	2	42	0	0	0	0	0	2	98,262	94,122	89,672	83,663	84,449	75,445	5,003	5,000	3,200	9,000	0	5,000	0
4,898	80,000	2	2	1	37	0	0	0	0	0	0	57,830	55,107	51,616	47,843	48,427	49,101	2,103	2,023	1,850	1,800	1,806	1,516	0
4,899	360,000	2	1	2	29	0	0	0	0	0	0	25,633	26,897	26,439	25,932	28,396	28,611	2,000	1,289	1,000	4,000	2,000	1,000	1
4,900	210,000	2	2	1	34	-1	-1	-1	-1	-1	-1	3,402	4,774	375	3,498	3,517	4,567	4,774	375	3,498	3,517	4,567	2,488	0

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