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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
8,501	400,000	2	1	1	28	-1	-1	2	0	0	0	6,500	405,016	391,178	392,932	394,410	410,127	405,016	0	14,000	13,560	28,000	0	0
8,502	50,000	2	2	2	39	0	0	0	0	0	0	26,262	15,020	16,460	16,888	17,464	18,171	4,000	2,000	1,000	1,000	1,000	596	0
8,503	50,000	2	2	2	22	2	2	2	0	0	0	50,974	51,688	50,024	29,381	28,957	28,435	3,000	0	800	808	1,200	775	0
8,504	280,000	2	1	2	28	-1	-1	-1	0	0	-1	3,678	1,829	10,002	13,476	23,572	14,603	3,658	10,020	10,000	11,000	14,603	3,819	0
8,505	10,000	2	2	2	22	0	0	0	0	0	0	10,063	8,632	8,775	7,092	7,410	7,311	1,194	1,027	176	1,253	2,311	3,101	0
8,506	80,000	2	2	1	32	1	2	0	0	0	0	73,181	71,452	72,651	74,266	75,892	75,816	0	3,000	2,800	2,800	2,700	2,800	0
8,507	150,000	2	3	1	52	-1	-1	-1	-1	-1	-1	170	905	1,203	2,064	2,847	0	1,125	1,203	2,064	2,847	0	0	0
8,508	20,000	2	2	2	53	4	4	3	3	2	2	18,396	17,826	18,547	19,118	18,679	19,812	0	1,300	1,170	0	1,600	0	0
8,509	50,000	1	2	2	24	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,510	170,000	2	1	2	31	1	-1	-1	-2	-2	-1	0	843	0	0	0	1,880	843	0	0	0	1,880	456	0
8,511	130,000	2	2	2	33	0	0	0	0	0	0	79,579	70,067	63,951	57,467	51,614	46,071	2,702	2,207	2,000	1,717	1,770	1,245	0
8,512	50,000	2	2	2	29	-1	-1	-1	0	0	0	1,303	801	11,512	11,512	8,490	0	801	11,512	0	0	0	950	0
8,513	50,000	2	3	2	27	1	2	2	2	0	0	18,019	9,946	10,319	8,603	7,298	6,709	5,559	2,446	0	260	1,000	1,214	0
8,514	180,000	1	2	1	40	0	0	0	0	0	0	126,937	109,884	49,475	50,840	50,090	48,345	5,000	2,000	2,000	2,000	2,000	2,000	1
8,515	20,000	2	2	1	50	0	0	2	2	2	2	10,511	14,913	14,382	16,820	16,411	17,287	4,593	0	3,000	0	1,304	1,000	0
8,516	410,000	1	1	2	29	0	0	0	0	0	0	53,629	50,359	44,596	44,016	38,728	36,540	3,037	3,015	3,549	5,029	4,325	6,029	0
8,517	50,000	2	2	2	26	0	0	0	0	0	0	26,701	28,014	28,725	29,295	29,902	30,683	1,749	1,479	1,049	1,080	1,280	1,330	0
8,518	270,000	2	2	1	47	-2	-2	-2	-2	-2	-2	8,400	7,500	7,500	7,500	7,500	7,500	7,500	7,500	7,500	7,500	7,500	10,466	0
8,519	80,000	2	1	2	24	-1	-1	-1	-1	0	-1	3,940	4,115	84	8,708	8,728	2,793	4,117	84	8,708	20	2,795	0	0
8,520	140,000	2	3	2	48	0	0	0	0	0	0	129,915	132,240	111,948	58,672	59,199	54,286	6,000	3,079	3,000	2,000	2,000	56,793	0
8,521	60,000	1	2	1	29	2	2	2	2	2	2	40,587	41,642	40,673	43,342	44,299	45,222	2,000	0	3,348	1,800	1,800	0	1
8,522	180,000	2	1	2	26	2	2	0	0	0	0	182,218	173,980	262,878	128,739	130,929	130,437	0	5,000	5,000	4,738	4,915	4,661	0
8,523	320,000	2	1	2	34	-2	-2	-2	-2	-2	-2	-532	-532	-528	-1,336	-1,336	-1,336	0	4	0	0	0	0	0
8,524	40,000	1	2	2	26	3	3	2	2	2	2	5,754	6,407	6,156	7,146	7,384	7,117	900	0	1,100	500	0	708	1
8,525	380,000	2	1	2	32	-1	-1	-1	-1	-1	-1	41,727	44,178	82,860	753	11,599	8,348	44,178	89,999	753	11,599	8,348	1,571	0
8,526	150,000	2	2	1	36	1	2	2	4	3	2	125,938	132,110	142,876	139,097	138,592	141,447	9,734	14,500	0	2,000	5,300	5,000	0
8,527	110,000	2	1	2	25	0	0	0	0	0	0	63,594	56,267	53,550	44,084	42,077	37,770	2,260	1,499	1,309	1,487	2,000	5,000	0
8,528	110,000	1	1	2	26	0	0	0	0	0	0	109,386	99,100	50,827	51,834	52,921	54,013	2,432	3,686	1,850	1,917	1,968	1,950	0
8,529	100,000	2	3	1	26	0	0	0	0	0	0	45,807	47,099	40,027	37,735	35,437	34,155	5,000	2,500	3,000	1,597	2,457	5,660	0
8,530	240,000	1	1	2	35	-1	-1	-1	-1	-1	-1	11,906	54,684	1,874	1,151	23,169	9,372	55,167	1,874	1,151	23,169	9,372	396	0
8,531	50,000	2	2	2	25	0	0	0	0	0	0	30,857	28,481	27,634	26,691	26,329	25,923	1,800	1,400	915	1,500	1,500	2,000	0
8,532	50,000	1	1	2	38	0	0	0	0	0	0	27,148	27,619	20,997	21,018	20,556	20,302	1,655	1,323	734	1,058	406	0	0
8,533	200,000	1	2	2	29	1	2	0	0	0	0	204,212	186,635	137,983	82,191	83,964	86,067	0	4,075	3,000	3,100	4,400	2,930	0
8,534	80,000	2	1	2	27	2	-1	-1	0	0	0	100	980	28,798	29,398	15,037	0	980	28,798	1,000	1,000	0	0	0
8,535	40,000	1	3	2	49	2	0	0	0	0	0	34,470	31,226	30,321	30,124	33,614	35,665	2,000	3,000	3,000	4,000	3,000	2,000	1
8,536	250,000	1	2	1	29	1	-2	-2	-1	-1	-1	-24	-24	-24	746	7,146	434	0	0	770	7,200	688	0	0
8,537	230,000	2	1	2	24	0	0	0	0	0	0	69,158	73,712	68,831	61,534	25,914	36,313	8,149	2,214	5,904	5,542	15,502	5,000	0
8,538	30,000	1	1	2	26	2	2	0	0	0	0	7,510	7,247	8,165	8,529	8,743	8,949	0	1,200	500	500	500	500	1
8,539	80,000	2	3	2	52	0	0	0	0	0	0	73,056	74,736	65,581	63,939	65,278	66,578	2,953	2,333	2,288	2,369	2,385	2,458	1
8,540	100,000	2	1	2	37	-1	-1	0	-1	-1	-2	1,725	21,711	10,487	780	0	0	21,711	1,000	780	0	0	0	0
8,541	230,000	2	2	1	28	0	0	0	0	0	0	54,228	21,092	18,481	15,609	5,802	72,049	1,500	1,139	600	800	70,196	3,000	0
8,542	490,000	1	1	1	50	-1	-1	-1	-1	-1	-1	17,884	6,836	4,657	3,398	1,476	1,602	6,836	4,657	3,398	1,476	1,602	7,531	1
8,543	30,000	2	3	2	44	2	0	0	0	0	2	25,039	25,989	23,078	23,697	25,257	25,595	1,700	1,384	1,003	2,100	900	0	1
8,544	40,000	1	3	1	49	0	0	0	0	0	0	34,203	33,885	34,605	35,970	35,711	39,360	1,880	1,600	22,703	1,280	4,632	0	0
8,545	450,000	1	1	1	34	-2	-2	-2	-2	-2	-2	-9	1,844	0	0	0	0	1,853	0	0	0	0	0	1
8,546	50,000	2	2	2	23	2	0	0	0	0	0	48,537	30,271	26,283	26,547	27,119	27,697	2,000	2,000	1,000	1,000	1,028	1,000	1
8,547	20,000	1	2	2	26	1	4	3	2	3	2	19,276	18,691	18,048	18,553	19,465	16,523	0	0	1,000	1,400	0	3,000	0
8,548	260,000	2	3	1	36	0	0	0	0	0	0	118,028	113,611	107,853	103,031	98,487	77,783	4,379	3,670	4,000	4,000	3,000	3,000	0
8,549	10,000	1	2	2	28	-1	2	-1	-1	2	2	200	100	370	1,766	1,496	8,356	0	370	1,496	0	7,000	0	0
8,550	500,000	1	1	2	38	-2	-2	-2	-2	-1	0	0	0	0	218	11,959	13,692	0	0	218	11,959	2,000	403	0
8,551	70,000	2	2	1	25	0	0	0	0	0	0	34,645	36,021	32,128	27,265	27,133	26,234	2,000	1,804	1,100	1,005	1,504	1,007	0
8,552	100,000	2	3	1	28	-2	-2	-2	-2	-2	-2	3,166	6,896	416	416	416	412	6,896	416	416	416	412	1,223	0
8,553	50,000	2	3	1	30	-2	-2	-2	-2	-2	-2	0	614	0	0	0	0	614	0	0	0	0	0	0
8,554	400,000	2	1	2	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,555	270,000	1	2	1	49	-1	-1	0	0	0	0	3,197	61,164	61,145	62,186	62,123	58,995	61,164	4,000	5,000	6,000	5,000	5,000	0
8,556	260,000	1	1	2	38	0	-1	-1	-1	-1	0	3,953	3,953	3,953	3,953	16,466	14,246	3,953	3,953	3,953	16,466	2,000	5,217	0
8,557	250,000	2	2	2	32	0	0	0	0	0	0	72,618	72,972	43,497	13,877	14,395	14,063	3,800	3,000	4,500	3,000	5,000	6,000	0
8,558	360,000	1	1	2	30	-1	-1	-1	0	-1	-1	28,245	8,017	19,703	7,474	2,741	9,526	8,057	19,764	37	2,752	9,573	25,462	0
8,559	230,000	1	2	2	30	0	0	0	0	0	0	120,113	112,301	104,587	98,333	88,909	78,872	4,501	4,585	3,328	3,500	2,872	3,000	0
8,560	110,000	1	2	2	27	0	0	0	0	0	0	84,342	89,446	38,580	39,359	42,021	43,324	6,657	2,000	1,418	3,306	2,000	2,000	0
8,561	50,000	2	2	1	32	-1	-1	-1	-1	-1	-1	316	282	316	316	316	316	282	350	316	316	316	316	0
8,562	80,000	1	1	1	38	0	0	0	2	0	0	39,410	41,460	46,307	45,324	41,887	38,600	3,000	6,000	0	2,033	5,000	1,500	0
8,563	10,000	2	2	1	32	0	0	0	0	0	0	4,695	5,719	6,733	7,616	7,779	8,646	1,103	1,117	1,000	286	1,000	200	1
8,564	20,000	1	3	1	52	1	2	2	-2	-2	-2	10,474	10,000	0	0	0	0	0	0	0	0	0	0	1
8,565	200,000	2	3	2	33	-1	-1	-1	0	-1	-1	834	165	6,682	16,045	4,679	280	165	6,682	10,000	4,679	280	0	0
8,566	180,000	1	1	2	40	0	0	0	0	0	0	93,648	92,017	87,173	83,205	84,996	89,723	4,246	3,000	3,100	3,200	7,500	2,916	0
8,567	120,000	2	3	1	69	0	0	0	0	0	0	106,775	108,715	100,937	102,939	105,307	106,617	3,810	3,700	3,658	4,000	4,515	3,500	0
8,568	80,000	2	2	1	47	0	0	0	0	0	0	6,612	7,118	7,930	6,674	6,810	0	1,188	1,000	133	136	0	1,407	1
8,569	220,000	1	1	1	50	-1	-1	-1	-1	-1	-1	3,484	6,742	4,028	3,576	2,378	5,946	6,758	4,028	3,576	2,378	5,946	1,489	0
8,570	360,000	1	1	2	32	-1	-1	-1	0	0	0	8,140	0	20,470	10,357	8,540	0	0	20,470	207	0	0	3,185	0
8,571	50,000	2	1	2	25	0	0	0	0	0	0	49,604	29,449	16,005	16,472	18,072	18,405	2,000	1,600	1,000	2,000	618	2,000	0
8,572	150,000	2	2	1	31	-1	0	0	0	-1	-1	23,427	25,252	19,004	15,206	1,423	8,923	5,554	5,070	5,076	1,457	9,047	22,720	0
8,573	70,000	2	2	2	27	0	0	0	0	0	0	67,661	68,482	69,309	36,808	37,734	38,353	3,409	2,908	1,318	1,520	1,400	1,524	0
8,574	20,000	2	1	2	25	1	2	2	2	2	3	8,483	10,186	10,871	10,402	12,077	11,594	2,000	1,000	0	2,000	0	0	1
8,575	150,000	2	1	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,576	40,000	1	2	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,577	170,000	1	1	2	27	0	0	2	2	2	2	133,149	138,769	145,050	146,641	149,603	157,601	11,936	13,314	5,801	5,800	11,000	1,000	0
8,578	220,000	2	2	1	37	2	0	0	2	0	0	48,166	49,164	46,730	45,680	46,651	49,507	2,100	3,900	0	1,858	3,800	0	0
8,579	110,000	2	2	1	41	0	0	0	0	-2	-2	108,936	111,169	108,740	0	0	0	3,991	2,375	0	0	0	0	1
8,580	30,000	2	2	1	47	0	0	0	0	0	0	29,187	29,254	30,206	58,287	29,522	30,103	1,505	1,457	1,016	1,207	1,600	1,000	0
8,581	230,000	2	1	2	32	0	0	0	0	0	0	195,409	203,432	180,786	95,445	63,048	99,961	21,844	14,105	21,124	2,520	50,961	2,670	0
8,582	270,000	2	2	2	38	-2	-2	-2	-2	-2	-2	11,421	6,060	4,180	1,833	511	6,635	2,000	1,000	2	1	6,668	1,026	0
8,583	360,000	2	1	2	47	2	2	3	2	0	0	291,410	296,936	283,943	266,246	258,197	114,052	22,913	7,000	0	8,500	5,145	106,000	1
8,584	180,000	2	2	2	25	0	0	0	2	0	0	169,225	172,888	182,533	176,099	178,391	181,986	7,800	14,010	4	6,431	6,600	6,675	0
8,585	360,000	1	2	1	49	1	-2	-1	-1	-2	-2	0	0	8,209	-41	-41	-41	0	8,209	0	0	0	0	1
8,586	280,000	2	1	2	47	0	0	0	0	0	0	269,124	266,163	215,177	184,270	130,954	92,215	11,268	8,196	6,281	4,403	3,532	3,510	0
8,587	170,000	2	1	1	63	0	0	0	0	0	0	54,957	56,462	58,023	59,560	61,442	63,422	3,000	2,500	2,500	3,000	3,000	2,651	0
8,588	50,000	2	2	3	33	0	0	0	0	0	0	48,111	47,583	38,897	20,190	19,633	19,035	2,100	1,690	11,700	1,200	1,200	1,000	0
8,589	160,000	1	3	2	44	-1	-1	-1	0	-1	-1	325	325	650	325	475	650	325	650	0	475	650	625	0
8,590	160,000	2	1	2	42	-2	-2	-2	-2	-2	-2	0	0	0	0	741	0	0	0	0	741	0	0	0
8,591	160,000	2	3	2	24	0	0	0	0	0	0	153,470	151,486	153,378	93,971	96,587	96,623	10,000	4,600	4,800	5,000	3,000	1,000	0
8,592	50,000	1	2	2	27	2	2	0	0	0	0	94,297	49,377	41,247	9,818	9,003	9,203	5,600	1,595	505	500	500	659	0
8,593	50,000	2	2	2	49	2	0	0	0	0	0	50,986	48,599	17,815	16,362	14,694	13,520	1,325	1,512	532	514	524	384	0
8,594	180,000	2	2	2	30	0	0	0	-1	-1	-1	101,281	102,650	0	975	4,645	1,000	4,650	0	975	4,645	1,000	0	0
8,595	210,000	2	1	2	38	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,596	20,000	1	2	1	40	1	2	2	-2	-2	-2	21,447	20,650	0	0	0	0	0	0	0	0	0	0	0
8,597	570,000	1	1	2	29	-1	-1	-1	-1	-1	-1	4,119	-1,031	5,100	5,150	5,150	5,138	0	11,500	5,200	5,150	5,138	81,438	0
8,598	280,000	1	1	2	27	-1	-1	-1	-1	-1	-1	5,521	-7	1,485	5,727	1,247	2,037	7	1,492	5,727	1,247	2,037	26,920	0
8,599	50,000	2	2	2	24	1	2	0	0	0	0	49,469	42,983	40,307	17,575	14,691	14,393	0	2,199	1,000	5,000	2,000	5,000	1
8,600	20,000	2	2	2	46	1	2	2	2	0	0	16,626	16,071	19,205	19,712	19,249	38,900	0	3,473	1,000	727	1,100	1,100	1

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