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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
4,901	320,000	2	1	2	28	1	-2	-1	-1	-1	-1	0	0	1,200	0	600	5,937	0	1,200	0	600	5,937	470	1
4,902	20,000	2	3	1	50	0	0	2	0	0	0	8,612	8,862	8,992	9,452	10,520	11,320	2,202	500	1,000	2,000	800	0	0
4,903	180,000	2	2	1	27	2	2	0	0	0	0	186,895	167,768	125,879	119,283	117,515	109,499	0	6,000	3,663	3,700	3,400	2,771	1
4,904	490,000	1	2	1	50	0	0	0	0	0	0	205,873	210,880	215,628	217,883	223,541	224,889	10,000	10,000	10,000	10,000	8,000	10,000	0
4,905	30,000	2	2	2	22	0	0	0	0	2	0	25,536	26,635	27,383	29,061	28,492	29,850	1,800	1,500	2,100	0	1,800	1,000	0
4,906	290,000	2	1	1	34	-1	-1	-1	0	0	-2	111	0	904	904	0	0	0	904	0	0	0	6,397	0
4,907	340,000	2	2	1	46	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,908	40,000	2	2	1	43	-1	-1	-1	-1	-1	-1	220	960	960	960	1,383	960	960	960	960	1,383	960	960	0
4,909	50,000	1	2	2	23	-2	-2	-2	-2	-2	-2	-29	9,881	10,188	2,277	18,488	10,263	9,910	10,294	2,284	18,546	11,294	7,752	0
4,910	30,000	1	2	2	30	2	0	0	0	2	2	21,326	20,425	20,135	19,529	17,428	25,227	1,400	1,700	1,679	0	10,000	0	1
4,911	60,000	2	1	2	34	2	-1	-1	0	-1	-1	493	240	823	683	240	998	240	823	0	240	998	223	0
4,912	180,000	1	5	2	29	1	-2	-2	-2	-2	-1	92,245	64,364	5,527	1,600	2,600	390	11,400	1,000	340	1,000	390	390	0
4,913	160,000	1	3	1	57	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
4,914	170,000	1	1	1	33	1	2	-1	0	0	0	9,020	326	7,788	104,556	141,077	138,790	0	7,788	100,000	41,077	5,200	5,600	0
4,915	50,000	1	2	1	42	2	0	0	0	0	0	12,664	42,985	15,085	17,245	17,316	17,297	2,000	2,000	17,000	1,000	1,000	2,955	0
4,916	50,000	1	2	1	45	0	0	0	0	2	0	8,558	9,886	10,593	11,358	11,033	11,402	1,471	1,178	943	0	553	600	0
4,917	360,000	2	1	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,918	160,000	2	2	1	35	2	2	2	2	2	2	131,104	133,828	135,146	136,520	139,432	141,971	6,300	5,000	5,100	5,252	5,000	6,000	1
4,919	260,000	2	1	2	39	0	0	0	0	0	0	107,801	122,955	117,089	95,975	62,817	61,221	30,054	20,057	5,113	3,040	20,000	30,007	0
4,920	350,000	2	1	2	31	2	0	0	0	0	2	20,042	108,444	280,478	143,142	160,442	98,479	100,000	200,000	0	135,000	0	100,000	0
4,921	30,000	2	2	2	26	0	0	0	2	0	0	27,376	27,639	27,788	25,484	25,707	25,797	1,500	3,608	0	1,000	1,100	2,200	0
4,922	180,000	2	2	2	27	1	2	0	0	0	2	17,207	16,647	17,657	17,705	19,043	18,589	0	1,590	638	1,628	0	834	0
4,923	230,000	2	1	2	30	-1	-1	-1	-1	-1	-1	1,219	283	1,906	501	283	423	283	1,906	501	283	423	283	0
4,924	50,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,925	370,000	1	2	1	38	2	0	0	0	0	0	376,014	377,594	355,120	315,740	322,540	319,195	16,000	13,217	12,000	12,000	12,000	15,000	1
4,926	30,000	1	2	1	42	0	0	0	2	0	0	24,317	28,401	30,910	30,155	30,389	30,418	4,491	3,000	0	1,068	2,257	0	0
4,927	280,000	1	1	2	31	1	-1	2	2	-1	-1	0	3,405	2,973	0	962	3,481	3,405	0	0	962	3,481	9	0
4,928	210,000	2	2	2	53	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	1
4,929	150,000	2	1	1	49	-1	-1	2	2	-1	2	416	797	381	-35	1,015	33	797	0	0	1,050	0	2,575	0
4,930	170,000	2	1	2	30	-1	-1	-1	0	0	0	8,404	16,835	2,200	7,510	12,510	19,720	16,835	2,200	5,510	5,000	8,100	0	0
4,931	80,000	1	2	2	28	0	0	0	0	0	0	73,233	74,853	76,408	77,435	79,187	79,696	3,400	3,400	2,900	3,045	6,000	0	0
4,932	30,000	2	2	1	29	1	2	2	2	2	2	16,609	16,057	18,089	17,504	18,727	18,279	0	2,300	0	1,500	0	1,500	1
4,933	50,000	1	2	2	38	0	0	0	0	0	0	51,047	49,761	50,712	50,441	50,919	50,604	1,849	1,800	1,788	1,993	2,069	2,500	0
4,934	140,000	2	2	2	24	0	0	0	0	0	0	38,483	43,627	35,893	40,883	16,256	14,354	10,169	20,000	15,000	628	1,392	1,200	0
4,935	30,000	2	1	1	22	2	2	0	0	0	0	26,505	25,799	26,762	24,956	25,654	26,177	0	1,710	1,000	1,100	1,100	1,000	0
4,936	50,000	1	2	1	45	0	0	0	0	0	0	42,614	38,426	38,318	17,331	14,916	18,459	10,016	20,070	3,006	6,002	5,000	2,500	0
4,937	20,000	1	1	2	24	-1	-1	-1	-1	-1	-2	390	390	390	780	0	0	390	390	780	0	0	0	0
4,938	180,000	1	1	1	37	0	0	0	0	0	-2	15,288	16,534	18,100	19,900	-100	-100	1,500	2,000	2,000	0	0	0	0
4,939	30,000	1	2	2	46	0	0	0	0	0	-2	24,794	25,017	24,117	23,917	0	0	2,000	1,500	0	0	0	0	0
4,940	210,000	1	2	2	26	0	0	0	0	0	0	92,083	88,001	90,533	93,027	96,524	100,765	4,000	4,000	4,000	5,000	6,000	23,500	0
4,941	30,000	1	2	2	35	0	0	0	0	0	0	20,180	21,827	20,723	19,523	4,294	3,974	2,000	2,032	0	1,000	3,000	1,000	0
4,942	50,000	2	2	2	31	0	0	0	0	0	0	20,451	20,426	19,894	20,294	20,145	20,175	1,600	1,600	1,000	900	1,000	1,000	0
4,943	270,000	2	1	2	31	-2	-2	-2	-2	-2	-2	973	417	1,593	913	1,471	1,302	592	1,593	913	1,471	1,302	7,107	0
4,944	70,000	2	2	2	25	0	0	0	0	0	0	22,935	23,963	24,979	25,665	26,357	26,768	1,398	1,414	1,100	1,104	1,000	1,155	0
4,945	110,000	1	2	2	32	-1	-1	0	0	0	0	2,308	101,780	50,815	46,147	39,769	9,353	101,780	1,501	1,100	1,000	2,000	41,644	0
4,946	20,000	2	1	2	24	-1	-1	-1	-1	-1	-1	3,305	2,296	14,059	9,140	1,073	500	2,296	14,777	9,140	1,073	500	0	1
4,947	150,000	1	2	1	37	0	0	0	0	0	0	147,891	149,402	148,152	150,781	146,446	149,658	5,004	4,957	4,208	4,201	4,837	3,500	1
4,948	420,000	1	1	1	59	0	0	0	0	0	0	175,795	160,687	139,704	100,178	62,967	49,259	5,300	4,976	4,899	3,074	2,023	3,000	0
4,949	20,000	1	1	2	24	-2	-2	-2	-2	-2	-2	299	-1	-1	494	2,284	490	0	0	495	2,290	491	1,695	0
4,950	50,000	1	2	2	51	0	0	0	0	0	0	50,383	49,073	31,036	20,061	19,710	19,687	2,304	2,224	19,691	1,000	725	1,000	0
4,951	170,000	1	1	2	51	0	0	0	0	0	0	195,038	189,067	180,389	137,030	129,222	122,229	7,509	5,573	4,309	4,239	5,142	2,856	0
4,952	20,000	1	3	1	35	1	2	0	0	0	0	24,122	23,089	22,422	20,794	19,914	7,476	1,300	1,481	503	2,019	233	100	0
4,953	360,000	2	3	2	36	-1	-1	-2	-2	-2	-2	2,473	-27	-27	-27	-27	-27	0	0	0	0	0	0	1
4,954	280,000	2	1	2	34	-1	2	2	-2	-1	-1	8,719	844	0	0	1,000	0	0	0	0	1,000	0	0	0
4,955	340,000	1	1	2	35	-1	-1	-1	-1	-1	-1	842	2,865	-22	7,569	797	1,211	2,873	0	7,591	799	1,214	18,309	0
4,956	180,000	1	1	1	46	0	0	0	0	-2	-2	160,580	171,644	184,650	0	0	0	13,714	16,500	0	0	0	0	1
4,957	280,000	1	1	2	33	-1	-1	0	0	0	0	8,814	151,643	153,190	147,589	149,291	151,357	151,650	5,546	6,007	5,507	6,007	4,184	1
4,958	60,000	1	1	2	27	0	0	0	0	2	0	14,853	19,589	27,176	29,712	29,099	31,601	5,000	8,000	3,000	0	3,000	3,000	1
4,959	150,000	1	1	1	56	2	0	0	0	0	0	116,928	87,215	43,045	40,813	42,164	43,465	5,006	3,000	1,452	5,000	5,000	2,000	1
4,960	300,000	2	1	2	24	0	0	0	0	0	0	35,040	35,167	31,333	35,906	38,963	40,283	1,518	1,507	5,406	3,963	2,283	900	0
4,961	210,000	2	1	1	34	0	0	0	0	0	0	200,239	195,025	165,356	116,351	95,854	91,173	9,510	7,000	10,079	4,500	3,532	3,500	0
4,962	50,000	1	1	2	29	0	0	0	0	0	0	27,878	28,908	29,922	30,517	31,164	32,677	1,484	1,498	1,093	1,139	2,039	1,800	0
4,963	140,000	2	1	2	30	-1	-1	-1	-1	-1	-1	282	282	282	282	454	610	282	282	282	454	610	454	0
4,964	180,000	2	1	2	42	-1	0	0	0	0	0	4,314	5,495	54,903	56,458	58,616	55,032	2,500	50,000	3,000	3,000	2,000	2,500	0
4,965	380,000	1	3	1	44	-1	0	0	0	0	0	40,352	41,385	42,397	43,243	45,716	46,629	1,523	1,535	1,381	3,000	1,494	2,000	0
4,966	10,000	2	2	2	22	0	0	-1	0	0	-2	7,418	8,080	780	780	0	0	1,000	780	0	600	0	0	0
4,967	50,000	1	3	1	45	0	0	0	0	0	0	45,982	41,372	18,059	18,020	18,028	17,744	1,421	1,500	629	672	626	2,000	0
4,968	50,000	2	2	2	22	0	0	0	0	0	0	50,186	49,061	43,528	29,606	30,305	28,895	1,994	1,500	1,009	1,124	1,100	2,000	1
4,969	50,000	2	1	2	25	-1	0	0	0	0	0	8,540	9,875	11,396	13,190	14,967	16,551	1,479	2,000	2,000	2,000	2,000	4,060	0
4,970	140,000	2	2	1	37	0	0	0	0	0	0	10,025	9,787	8,127	8,850	9,262	5,789	2,000	1,000	2,000	2,000	1,000	2,000	0
4,971	110,000	1	2	2	36	0	0	0	0	0	0	109,345	111,980	111,563	106,625	48,631	49,724	4,400	4,200	4,406	1,800	1,900	1,900	0
4,972	260,000	1	2	1	63	-1	-1	-1	0	0	-1	3,382	2,403	1,161	772	383	1,661	2,519	1,201	1	1	1,668	2,507	0
4,973	50,000	2	2	2	26	0	0	0	0	0	0	49,722	49,052	49,243	8,760	8,796	9,176	2,200	1,325	490	300	500	500	0
4,974	180,000	2	1	2	30	3	2	-1	0	0	0	1,782	192	1,291	1,891	3,914	26,414	0	1,291	600	2,023	22,500	32,800	0
4,975	150,000	2	2	2	26	2	0	0	0	0	0	56,956	58,756	59,945	60,751	62,120	63,315	2,716	2,761	2,400	2,500	2,400	1,860	0
4,976	80,000	2	1	1	39	0	0	0	0	0	0	36,444	33,840	31,768	28,223	25,557	18,220	3,015	4,012	1,013	2,010	655	1,007	0
4,977	210,000	2	1	2	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,978	320,000	1	1	1	44	-1	-1	-1	-1	-1	-1	7,500	8,500	7,500	7,500	7,500	7,500	8,500	7,500	7,500	7,500	7,500	7,500	0
4,979	100,000	2	2	1	36	0	0	0	0	0	0	92,688	94,925	96,865	99,196	101,000	0	3,000	2,746	3,156	3,000	0	0	0
4,980	100,000	2	1	1	35	0	0	-1	-1	-1	-1	52,708	15,075	20,035	4,116	-110	3,512	9,967	20,195	4,228	0	3,622	0	0
4,981	50,000	1	1	2	24	0	0	0	0	0	0	16,277	14,875	19,195	13,134	13,398	13,549	4,006	6,200	3,000	2,000	2,000	2,500	0
4,982	240,000	1	3	1	43	-1	-1	2	2	2	2	2,690	2,500	2,500	2,500	2,500	0	2,500	0	0	0	0	0	1
4,983	300,000	2	1	2	33	1	-2	-1	0	-1	-1	0	0	12,351	6,417	5,245	12,082	0	12,351	0	5,245	7,000	0	0
4,984	200,000	2	1	2	30	0	0	0	0	-2	-2	199,229	132,458	59,153	0	0	0	6,101	3,500	0	0	0	0	1
4,985	270,000	2	1	1	31	0	0	0	0	0	0	86,716	88,329	91,247	91,823	93,164	95,211	6,000	6,005	4,000	4,000	4,000	5,000	0
4,986	150,000	2	1	2	26	2	2	2	2	2	2	75,373	76,865	78,214	76,363	79,893	48,052	3,300	3,200	0	5,137	0	2,200	1
4,987	260,000	2	2	2	29	-2	-2	-1	0	0	-1	-5	-5	9,571	7,235	0	197	0	9,576	29	0	197	568	0
4,988	50,000	2	2	2	24	0	0	0	0	0	0	26,239	17,824	17,615	17,956	18,091	18,259	1,300	5,869	1,000	795	1,000	1,000	0
4,989	130,000	2	2	1	32	1	2	0	0	0	2	51,559	50,465	51,531	52,076	55,432	56,571	0	2,500	2,000	4,200	2,200	0	1
4,990	80,000	2	1	2	28	0	0	0	0	0	2	57,776	7,561	7,793	7,433	5,962	4,960	1,200	1,306	512	1,000	0	110	0
4,991	20,000	1	1	2	32	0	0	0	3	2	0	11,777	14,851	17,575	17,063	15,711	28,600	3,276	3,000	3	7	2,058	669	0
4,992	410,000	2	2	1	50	0	0	0	0	0	0	246,659	248,934	246,011	240,845	213,767	214,410	11,000	10,000	7,500	8,000	8,000	7,000	0
4,993	80,000	1	2	1	36	2	2	2	2	2	2	77,054	81,697	79,347	81,325	76,550	78,715	6,900	0	5,800	0	4,000	2,000	1
4,994	160,000	2	3	1	58	-1	-1	-1	-1	-1	-1	2,034	68,942	40,194	942	942	942	68,942	40,194	942	942	942	942	0
4,995	500,000	2	1	2	40	-2	-2	-2	-2	-2	-2	15,929	18,155	-131	10,527	61,751	2,926	18,222	0	10,658	61,751	2,926	13,609	0
4,996	20,000	2	2	1	36	0	0	0	0	0	0	16,320	18,044	19,003	19,224	19,050	19,353	2,000	1,283	1,003	1,000	1,002	1,005	0
4,997	180,000	2	4	1	34	-1	-1	-1	-1	0	0	6,892	6,892	6,892	6,282	8,282	0	6,892	6,892	6,282	2,000	0	0	0
4,998	200,000	2	2	1	45	0	0	0	0	0	0	193,641	121,830	122,181	121,888	66,771	65,495	4,543	5,000	4,500	3,100	3,000	1,300	1
4,999	310,000	1	3	1	44	0	0	0	0	0	0	238,739	244,629	250,277	265,764	271,231	277,427	10,000	10,000	20,000	10,000	11,000	11,000	0
5,000	160,000	1	1	2	40	-1	-1	-1	-1	-1	-1	1,430	0	715	715	715	865	0	715	715	715	865	715	0

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