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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
23,501	180,000	2	1	2	31	-1	-1	-1	-1	-1	-1	766	243	243	243	4,889	243	243	243	243	4,889	243	13,868	0
23,502	60,000	2	2	2	31	1	2	0	0	0	2	20,544	19,921	20,993	21,736	23,172	22,661	0	1,700	1,400	1,800	0	1,800	0
23,503	310,000	2	2	2	31	0	0	0	2	2	0	86,082	78,328	78,380	77,102	66,828	58,520	3,550	6,000	2,559	45	3,033	3,000	0
23,504	320,000	2	2	1	33	0	0	0	0	0	0	324,160	295,866	226,752	222,278	224,190	226,836	10,067	11,000	5,000	4,519	2,646	21,457	0
23,505	100,000	2	1	2	33	-2	-2	-2	-2	-2	-2	3,417	7,366	12,146	752	5,931	7,855	7,400	12,146	752	5,931	7,855	3,966	0
23,506	120,000	2	2	2	33	1	2	2	2	2	2	68,493	70,275	68,592	72,525	73,741	72,440	3,500	0	5,700	3,000	0	3,000	1
23,507	260,000	2	1	2	33	-2	-2	-2	-2	-2	-2	18,480	3,958	-86	-86	17,315	14,961	3,978	0	0	17,401	15,036	18,207	1
23,508	170,000	2	1	2	32	-1	-1	-1	-1	-1	-1	13,880	6,367	9,351	22,222	20,437	8,744	6,593	9,361	22,222	20,437	8,744	3,620	0
23,509	200,000	2	1	2	31	-1	2	2	-2	-2	-2	450	450	0	0	0	0	0	0	0	0	0	0	0
23,510	110,000	2	1	1	31	1	2	5	4	4	4	76,817	89,765	87,486	90,126	94,687	97,585	15,200	0	5,000	7,000	5,000	5,000	0
23,511	50,000	2	1	2	32	0	0	0	0	0	0	5,458	5,175	12,950	11,188	12,167	14,873	1,500	7,956	3,188	2,200	7,000	2,810	0
23,512	350,000	2	2	2	32	-1	-1	-1	-1	-1	0	10,362	42,541	10,723	1,310	7,796	5,225	42,541	10,723	1,310	7,796	0	0	0
23,513	110,000	2	1	2	31	0	-1	-1	-2	-2	-2	14,268	2,491	0	0	0	0	2,491	0	0	0	0	0	0
23,514	240,000	2	1	1	30	0	0	0	0	0	0	236,823	241,067	240,998	244,836	233,036	237,938	10,279	10,500	10,581	8,000	8,500	9,400	0
23,515	120,000	2	2	1	30	2	-1	3	2	0	-1	1,248	1,701	1,551	1,410	479	3,158	1,701	0	9	0	3,158	0	0
23,516	150,000	2	1	2	32	0	0	0	0	0	0	18,519	19,926	18,600	13,551	20,759	21,200	3,000	4,003	2,551	15,579	11,200	3,575	0
23,517	180,000	2	2	1	34	-2	-2	-2	-2	-2	-2	10,485	274	9,333	26,656	274	1,624	274	9,333	26,656	274	1,624	274	1
23,518	200,000	2	2	2	34	0	-1	-1	-1	-2	-2	13,112	13,011	12,000	0	0	0	13,011	12,000	0	0	0	107,918	0
23,519	250,000	2	1	2	33	-1	-1	-2	-1	0	0	16,317	0	0	188,841	194,321	198,156	0	0	188,841	8,500	8,000	7,080	0
23,520	350,000	2	1	1	36	-1	-1	-1	2	-1	-1	326	326	652	326	3,817	2,802	326	652	0	3,817	2,802	0	0
23,521	200,000	2	2	1	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,522	30,000	2	2	1	35	0	0	0	0	0	0	25,239	26,847	26,319	26,868	25,345	26,781	3,000	3,000	2,000	3,304	2,000	3,000	0
23,523	150,000	2	2	1	45	0	0	0	0	0	0	141,292	131,970	136,267	138,934	140,315	139,258	4,719	6,419	6,436	5,113	5,210	5,549	0
23,524	380,000	2	3	1	46	1	-2	-1	-1	-1	-1	0	0	224	4,034	0	2,062	0	224	4,034	0	2,062	0	0
23,525	180,000	2	2	1	47	0	0	0	0	0	0	176,424	164,745	168,208	171,667	175,219	173,597	5,896	6,117	6,268	6,445	6,379	6,300	0
23,526	20,000	2	2	1	35	1	2	2	2	0	0	16,335	15,780	18,411	17,809	18,009	16,595	0	3,200	0	765	700	774	1
23,527	100,000	2	1	1	49	1	2	0	0	0	2	103,307	97,590	99,560	95,952	98,744	97,896	0	4,700	4,400	6,000	2,000	4,000	1
23,528	300,000	2	2	2	36	-1	-1	-1	0	0	0	8,310	2,592	77,000	78,718	80,908	90,495	2,592	77,000	3,000	3,500	11,100	0	0
23,529	450,000	2	1	2	36	1	-2	-1	-1	-1	-2	5,909	964	613	1,797	679	10,643	968	615	1,834	682	10,697	30,451	0
23,530	220,000	2	2	1	35	2	2	2	2	0	0	29,202	30,420	32,222	32,983	34,031	36,321	2,000	2,600	1,600	1,600	3,000	0	1
23,531	500,000	2	2	1	37	0	0	0	0	0	0	58,448	60,182	67,153	64,079	64,120	61,295	5,000	10,000	5,169	2,322	5,174	0	0
23,532	200,000	2	3	2	45	-2	-2	-2	-2	-2	-2	0	10,221	1,356	0	984	134	10,221	1,356	0	984	134	81	0
23,533	80,000	2	2	1	35	1	2	2	2	0	0	78,959	76,699	81,477	79,035	28,503	29,711	0	6,800	0	1,000	2,000	1,500	1
23,534	430,000	2	1	1	46	-2	-2	-2	-2	-2	-2	9,270	43,717	4,153	4,196	447	0	43,717	4,153	4,196	447	0	3,566	0
23,535	200,000	2	2	1	40	-2	-2	-2	-2	-2	-2	1,521	-5	-5	-5	-5	1,028	0	0	0	0	1,033	12,857	0
23,536	90,000	2	1	1	36	-1	-1	-1	-1	-1	-1	3,860	1,770	2,135	316	3,491	1,716	1,826	2,150	316	3,491	1,716	2,706	0
23,537	200,000	2	1	1	38	-1	-1	-1	-1	-1	-1	4,891	28,258	14,712	5,216	6,317	6,207	28,258	14,712	5,229	6,317	6,207	5,464	0
23,538	60,000	2	2	1	47	0	0	0	0	0	0	9,253	56,120	57,614	58,699	57,302	51,812	50,000	3,000	2,700	3,000	3,000	3,000	0
23,539	250,000	2	1	2	36	-2	-2	-2	-1	-1	-1	2,200	0	0	124,832	7,984	1,500	0	0	124,832	7,984	1,500	12,674	0
23,540	200,000	2	1	1	40	0	0	0	0	0	0	9,141	9,046	9,635	10,197	10,118	10,535	1,138	1,157	1,149	500	1,000	1,000	0
23,541	360,000	2	2	2	45	-2	-1	2	2	-2	-2	0	2,500	2,500	0	0	0	2,500	0	0	0	0	0	0
23,542	200,000	2	1	2	33	0	0	0	0	0	0	196,304	195,766	195,191	182,027	139,901	135,720	9,000	8,939	8,099	5,000	5,000	5,000	0
23,543	500,000	2	2	2	41	-2	-2	-2	-2	-2	-2	6,305	5,692	1,556	2,080	4,403	3,405	6,332	1,742	2,080	4,409	3,405	0	0
23,544	200,000	2	1	1	38	0	0	0	0	0	0	185,155	180,069	179,899	170,716	164,553	165,326	6,500	8,000	7,520	6,000	6,100	7,500	0
23,545	230,000	2	1	2	44	0	0	0	0	0	0	230,101	224,517	223,544	147,971	61,570	80,279	10,125	12,966	5,506	1,623	80,000	105,451	0
23,546	50,000	2	3	1	37	-1	-1	0	0	0	0	389	25,352	25,998	26,579	26,710	26,871	25,742	1,435	1,406	927	952	966	0
23,547	260,000	2	1	1	38	0	0	-1	0	-1	-1	16,995	12,947	31,394	26,254	6,522	0	3,087	33,000	2,000	6,522	0	5,320	0
23,548	140,000	2	1	1	39	0	0	0	0	0	0	27,942	29,472	30,579	31,227	34,898	35,528	2,000	1,600	2,000	5,000	2,000	30,000	0
23,549	320,000	2	2	2	35	0	0	0	0	0	0	125,567	125,782	118,294	119,014	120,567	128,642	6,831	12,000	6,700	5,000	10,000	0	0
23,550	50,000	2	2	1	39	0	0	0	0	0	0	48,651	48,939	49,204	46,415	28,453	29,094	2,200	1,739	9,500	1,500	1,210	1,000	0
23,551	150,000	2	2	1	35	-2	-2	-2	-2	-2	-2	-10	8,846	6,731	0	1,800	0	8,856	6,731	0	1,800	0	0	1
23,552	160,000	2	1	1	36	-1	-1	0	-1	-1	-1	1,714	2,845	3,342	171	1,770	837	2,845	1,000	171	1,770	837	299	0
23,553	500,000	2	2	1	43	0	0	0	0	0	0	374,802	355,323	352,868	353,297	377,371	365,278	14,000	14,500	13,000	13,000	15,000	15,000	0
23,554	350,000	2	1	1	44	-2	-2	-2	-2	-2	-2	8,544	0	0	0	8,631	277	0	0	0	8,631	277	7,545	0
23,555	230,000	2	3	2	48	-1	-1	-1	-1	-1	-1	3,096	518	4,988	3,528	3,642	14,073	518	5,003	3,528	3,642	14,073	1,485	1
23,556	200,000	2	2	1	39	-1	-1	-1	-1	-1	-1	2,485	3,788	5,512	1,986	2,504	13,484	3,798	5,512	1,996	2,504	13,484	10,075	0
23,557	500,000	2	2	2	39	0	0	0	0	0	-1	229,332	161,360	117,606	18,343	15,737	203,291	7,400	6,000	1,889	3,781	208,122	6,084	0
23,558	130,000	2	1	2	34	0	0	0	0	0	0	76,589	77,387	78,995	80,190	79,920	80,972	3,400	4,200	4,500	3,000	3,200	3,000	0
23,559	290,000	2	2	2	34	0	0	0	0	0	0	25,530	37,737	29,636	24,104	33,814	32,530	15,035	1,539	1,290	10,000	5,000	3,000	0
23,560	210,000	2	2	2	34	0	0	0	0	0	0	73,415	76,188	78,276	81,246	78,971	80,359	4,002	4,000	4,323	3,501	3,000	2,700	0
23,561	240,000	2	1	2	36	-1	-1	-1	-1	-1	-1	330	3,152	5,400	3,799	574	4,899	3,152	5,416	3,799	577	4,899	1,450	0
23,562	80,000	2	2	1	36	-2	-2	-2	-2	-2	-2	6,746	556	556	2,904	556	4,226	556	556	2,904	556	4,226	3,683	0
23,563	150,000	2	1	2	36	0	0	0	0	0	2	127,204	247,984	125,502	129,589	133,145	139,322	5,900	5,000	6,163	7,200	10,500	4,900	1
23,564	200,000	2	5	1	39	-2	-2	-2	-2	-2	-2	500	0	0	0	0	0	0	0	0	0	0	0	0
23,565	110,000	2	2	2	36	2	2	-2	-2	-2	-2	112,900	0	0	0	0	0	0	0	0	0	0	0	1
23,566	320,000	2	3	1	33	0	0	0	0	0	2	71,047	19,161	19,829	17,692	15,648	15,255	2,000	1,300	1,600	2,500	0	1,000	0
23,567	340,000	2	1	2	37	-1	0	-1	0	0	0	20,624	20,651	16,308	21,065	20,581	15,936	8,641	16,400	15,000	15,000	10,000	10,000	0
23,568	380,000	2	2	1	43	1	-2	-2	-1	-1	-1	0	0	0	2,039	0	4,481	0	0	2,039	0	4,481	312	0
23,569	150,000	2	1	1	43	-1	-1	-1	-1	-1	-1	6,940	6,200	6,962	9,301	9,266	6,441	6,200	6,962	9,301	9,266	6,441	6,706	0
23,570	500,000	2	1	2	37	-2	-2	-2	-2	-2	-2	747	0	0	989	0	0	0	0	989	0	0	880	0
23,571	500,000	2	2	1	49	-2	-2	-2	-2	-2	-2	12,871	5,177	4,199	7,507	4,696	58,292	5,177	4,199	7,507	4,696	58,292	36,000	0
23,572	370,000	2	2	1	44	-2	-2	-2	-2	-2	-2	0	1,742	0	0	0	0	1,742	0	0	0	0	0	0
23,573	360,000	2	2	1	40	-2	-2	-2	-2	-2	-2	8,736	969	6,083	9,852	27,210	1,765	974	6,120	9,901	27,352	1,768	2,111	0
23,574	300,000	2	2	1	39	-2	-2	-2	-2	-2	-2	2,022	537	142	656	620	502	537	142	656	620	502	142	0
23,575	150,000	2	2	2	37	-2	-2	-2	-2	-2	-2	0	0	596	22,131	0	1,596	0	596	22,131	1,980	1,596	4,617	0
23,576	210,000	2	1	1	38	-2	-2	-2	-2	-2	-2	-81	-81	-81	-81	-81	-81	0	0	0	0	0	0	0
23,577	280,000	2	1	1	39	-2	-2	-2	-2	-2	-2	1,397	0	136	0	0	350	0	136	0	0	350	297	0
23,578	230,000	2	2	1	44	-2	-2	-2	-2	-1	0	14,029	9,035	11,979	6,667	11,972	8,654	9,140	12,039	6,700	11,988	22	8,910	0
23,579	360,000	2	2	2	37	0	0	0	0	0	0	292,725	296,679	301,181	303,398	289,602	289,457	10,638	11,115	10,700	9,820	9,902	9,910	0
23,580	230,000	2	2	1	40	-1	-1	-1	0	0	0	1,215	225	5,703	6,560	11,560	0	525	5,703	1,000	5,000	0	7,790	0
23,581	450,000	2	2	1	44	-2	-2	-2	-2	-2	-2	8,521	15,934	7,266	8,331	8,188	10,455	16,080	7,299	8,364	8,266	10,505	7,268	0
23,582	240,000	2	1	2	34	2	0	0	0	0	0	5,488	1,788	2,840	3,750	4,750	-10	1,700	1,090	1,000	1,000	0	0	1
23,583	300,000	2	1	2	41	-1	-1	-2	-2	-2	-2	5,770	0	0	0	0	0	0	0	0	0	0	0	0
23,584	240,000	2	2	1	38	0	0	0	0	0	0	197,231	185,901	189,190	193,018	188,593	179,309	6,702	7,000	7,000	6,500	6,600	6,230	0
23,585	230,000	2	2	1	37	-1	0	0	0	0	0	1,054	2,869	5,567	2,622	5,550	7,446	2,000	3,000	2,000	3,000	2,000	3,000	1
23,586	230,000	2	1	2	41	-1	-1	-1	-1	0	0	12,731	6,684	10,834	28,540	56,660	46,213	7,000	15,000	29,000	30,000	0	5,000	0
23,587	240,000	2	2	1	40	-1	-1	-1	-1	-1	-1	3,204	4,888	0	1,197	46,834	0	4,888	0	1,197	46,834	0	5,252	1
23,588	160,000	2	1	2	39	-2	-2	-2	-2	-2	-2	0	300	0	0	821	0	300	0	0	821	0	0	0
23,589	360,000	2	5	1	39	-1	-1	-1	-1	0	-1	3,102	552	31,029	7,731	1,154	799	552	31,051	7,731	0	799	3,238	0
23,590	160,000	2	1	1	41	0	0	-1	0	0	0	169,867	126,973	88,072	88,783	79,684	78,656	3,360	92,532	2,859	2,638	3,000	2,584	0
23,591	10,000	2	2	1	42	0	0	0	0	0	0	8,710	9,601	8,810	7,637	6,307	4,877	1,200	1,172	1,000	500	400	3,000	0
23,592	430,000	2	1	2	38	-1	-1	-1	-1	-1	-1	590	590	590	590	590	590	590	590	590	590	590	590	0
23,593	80,000	2	1	1	39	1	2	2	2	0	0	21,340	22,389	23,017	22,349	22,791	23,331	1,700	1,280	0	814	905	30,331	0
23,594	310,000	2	1	1	39	-1	-1	-1	-1	0	0	3,803	678	3,050	9,080	4,990	4,940	681	3,072	9,100	23	4,964	1,676	0
23,595	150,000	2	3	1	41	0	0	0	0	0	-2	20,934	21,364	21,196	21,715	0	0	1,500	1,500	1,000	0	0	0	0
23,596	200,000	2	2	1	43	0	0	-2	-1	-1	-2	2,893	0	230	2,059	0	0	0	230	2,059	0	0	0	0
23,597	210,000	2	1	1	44	-1	-1	-1	-1	-1	0	360	360	1,234	722	1,326	360	360	1,234	722	1,326	0	2,388	0
23,598	400,000	2	2	2	43	-2	-2	-2	-2	-2	-2	15,000	18,400	15,000	492	14,926	7,626	18,400	15,000	492	15,000	7,725	3,000	0
23,599	80,000	2	2	1	40	-1	-1	-1	-1	-1	-1	2,667	2,035	32,194	1,729	590	9,628	2,035	32,194	1,729	590	9,628	16,059	0
23,600	160,000	2	2	1	42	-1	0	0	0	0	0	34,186	35,186	36,512	36,382	37,105	38,034	1,569	1,895	1,606	1,329	1,528	1,600	0

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