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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
4,501	160,000	2	2	2	24	0	0	0	0	0	0	52,373	51,839	39,847	39,114	39,935	41,269	1,676	1,940	1,400	1,451	2,000	1,533	1
4,502	180,000	1	2	1	36	0	0	0	0	-1	-1	4,524	6,435	6,894	8,292	21,866	0	2,000	1,200	2,000	21,866	0	0	1
4,503	70,000	2	2	1	27	1	2	0	0	0	0	71,570	68,138	67,682	50,256	43,353	44,219	0	2,705	2,115	1,583	1,597	1,500	1
4,504	280,000	2	2	2	30	-1	-1	-1	0	0	-2	1,373	207	3,516	2,769	0	0	207	3,516	0	0	0	0	0
4,505	40,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,506	50,000	2	3	2	51	2	2	2	2	0	0	33,384	34,554	35,690	34,817	36,252	37,645	2,000	2,000	0	2,000	2,000	2,000	0
4,507	80,000	2	5	1	25	0	0	0	0	0	0	75,296	74,792	75,825	77,454	78,862	73,442	4,000	3,400	4,000	3,349	2,784	3,000	0
4,508	30,000	1	3	2	42	5	4	3	2	0	0	32,755	31,973	30,937	29,999	29,214	29,846	0	0	6	1,054	1,111	0	1
4,509	20,000	2	2	1	24	-1	-1	-2	-2	-2	-2	750	0	0	0	0	0	165	0	0	528	0	0	0
4,510	130,000	2	2	2	42	2	2	2	2	2	2	119,378	121,993	123,503	124,578	127,434	130,285	6,000	5,000	4,600	5,000	5,100	4,500	0
4,511	10,000	1	2	2	25	-1	-1	-1	-1	-1	-1	1,261	1,261	390	390	390	0	1,261	390	390	390	0	780	0
4,512	70,000	2	1	2	25	0	0	0	0	0	0	68,839	64,027	61,580	29,435	26,341	26,949	3,213	1,659	2,000	1,107	1,200	1,100	0
4,513	280,000	1	1	2	34	0	0	0	0	0	0	212,093	220,586	214,180	226,277	216,716	232,367	18,685	15,038	23,084	11,001	20,000	10,000	0
4,514	300,000	1	1	1	34	0	0	0	0	0	0	66,176	68,108	70,306	99,217	142,188	145,013	3,000	3,500	30,049	50,000	5,200	5,000	0
4,515	50,000	2	2	1	40	0	0	0	0	0	0	47,374	47,517	42,672	23,665	20,085	20,263	2,200	2,500	5,946	3,000	7,000	600	1
4,516	230,000	1	2	1	29	0	0	0	0	0	0	113,736	99,346	83,649	46,513	35,306	36,217	4,028	3,000	2,000	2,000	1,500	2,000	0
4,517	80,000	2	2	1	39	0	0	0	0	0	2	63,368	67,331	75,973	70,283	73,491	66,976	5,000	10,000	2,550	5,100	0	2,700	0
4,518	50,000	1	1	2	38	-1	-1	-1	-1	-1	-1	390	390	390	390	390	5,010	390	390	390	390	5,010	390	1
4,519	470,000	2	2	2	40	0	0	0	0	0	0	277,185	282,983	290,274	294,508	300,646	306,652	10,257	11,982	10,536	10,879	10,971	11,326	0
4,520	210,000	1	2	2	39	0	0	0	0	0	0	33,459	35,911	40,288	42,605	43,870	13,750	3,000	5,000	3,000	2,000	1,000	12,000	0
4,521	200,000	2	1	2	32	-1	-1	-1	-1	-2	-1	146	-3	670	0	0	868	0	673	0	0	868	4	0
4,522	50,000	1	2	1	46	0	0	0	0	0	0	49,566	49,483	48,495	28,641	28,846	29,024	1,968	1,644	1,013	1,044	1,045	1,034	0
4,523	300,000	2	2	1	37	2	0	0	0	2	0	51,893	53,056	54,176	60,363	59,973	60,399	2,000	2,000	7,100	0	2,000	994	0
4,524	500,000	2	1	1	33	-1	-1	-1	-1	-1	-1	1,110	1,110	1,416	1,416	1,416	1,416	1,110	1,416	1,416	1,416	1,416	5,723	0
4,525	150,000	2	2	1	36	-2	-2	-2	-2	-2	-2	48,020	50,048	88,831	1,931	26,265	0	8,000	40,146	1,941	26,396	0	0	0
4,526	50,000	1	2	2	25	0	0	0	-1	-1	-2	11,391	8,081	16,297	1,000	0	0	1,286	10,048	1,003	0	0	0	0
4,527	270,000	1	1	1	37	0	0	0	0	0	0	156,346	159,223	165,480	76,144	77,944	76,577	7,000	9,000	5,000	3,000	3,000	3,000	1
4,528	60,000	2	2	2	27	1	2	2	2	0	0	49,099	49,817	50,406	47,771	48,803	52,190	1,800	1,710	0	1,800	4,200	0	1
4,529	200,000	2	3	2	31	0	0	2	2	2	2	167,358	175,635	174,261	179,026	181,658	185,523	11,000	3,000	7,001	5,000	6,200	10,007	0
4,530	50,000	2	2	2	23	0	0	0	0	0	0	32,822	20,669	4,510	2,893	2,000	2,800	1,150	1,000	300	400	800	0	0
4,531	140,000	2	1	2	31	-2	-2	-2	-2	-2	-1	15,953	24,916	12,174	3,961	3,070	2,306	25,148	12,174	3,961	3,070	2,306	450	1
4,532	120,000	2	2	2	25	0	0	0	0	-1	-1	5,259	4,290	5,192	380	441	425	1,290	1,261	300	441	425	989	0
4,533	20,000	1	2	1	29	0	0	0	0	0	0	14,275	15,335	16,223	15,594	15,920	15,338	1,297	1,185	492	510	557	324	0
4,534	210,000	2	1	2	30	-1	0	-1	-1	-1	0	23,375	21,829	11,057	26,520	27,894	18,772	20,000	12,000	27,000	30,000	10,000	21,000	0
4,535	70,000	2	3	2	27	0	0	0	0	0	2	57,879	54,856	55,972	56,543	60,179	59,058	2,600	2,618	2,100	4,550	0	2,340	0
4,536	230,000	1	2	2	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,537	270,000	2	2	1	33	-1	-1	-1	-1	-1	-1	2,323	5,430	1,152	56,891	4,866	9,334	5,434	1,152	56,891	4,866	9,533	1,993	0
4,538	20,000	1	1	2	56	1	-2	-1	0	0	2	0	0	17,901	18,217	20,269	11,180	0	17,901	519	2,210	0	0	0
4,539	120,000	2	1	2	30	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	0
4,540	140,000	2	1	2	24	0	0	0	-1	-1	-1	4,679	3,146	0	2,000	4,716	7,485	1,000	0	2,000	4,716	7,485	10,254	0
4,541	180,000	2	2	2	33	0	0	0	0	0	0	153,833	153,648	145,440	140,057	132,260	110,427	7,107	5,002	4,470	4,620	4,346	3,800	0
4,542	190,000	1	1	1	36	-1	-1	-1	-1	-1	-1	1,779	1,288	1,655	1,213	344	221	1,288	1,655	1,213	344	221	28,160	0
4,543	100,000	2	2	2	29	2	2	2	2	2	2	80,234	80,369	83,130	83,961	85,574	84,039	2,000	5,001	3,100	3,100	0	6,410	0
4,544	50,000	2	1	2	26	1	2	0	0	0	0	42,207	42,226	38,859	39,475	40,187	40,992	2,200	1,962	1,562	1,500	1,474	2,300	0
4,545	150,000	1	3	1	44	0	0	0	0	0	0	146,277	127,679	73,323	74,783	76,360	77,868	3,952	2,614	2,631	2,735	2,740	2,720	0
4,546	250,000	2	2	1	38	0	0	0	0	0	0	255,571	250,002	253,610	234,205	238,892	252,563	10,605	9,327	8,362	9,000	18,244	0	0
4,547	220,000	2	1	1	24	2	3	2	2	2	0	184,761	178,939	183,158	183,890	179,764	181,627	0	10,000	6,300	0	6,118	6,097	1
4,548	200,000	1	3	2	28	0	0	0	0	0	0	54,663	46,147	44,095	25,454	17,651	18,994	11,000	3,000	3,000	2,000	3,000	10,000	0
4,549	250,000	2	2	1	44	0	0	0	0	0	0	47,463	41,059	35,722	29,492	23,522	16,815	3,000	4,000	3,000	3,000	2,000	2,000	0
4,550	280,000	2	1	2	32	0	0	0	0	0	0	202,506	197,855	239,059	282,518	248,238	210,267	10,547	80,004	68,410	7,767	6,308	5,437	0
4,551	30,000	1	3	1	64	2	2	2	0	0	0	13,594	14,078	14,547	15,304	16,056	20,196	1,000	1,000	1,000	1,000	4,600	0	1
4,552	80,000	2	2	2	29	0	0	0	0	0	0	89,061	31,367	34,848	69,990	36,711	38,103	4,000	4,000	2,000	4,000	2,000	2,000	0
4,553	380,000	2	2	2	31	0	0	0	0	0	0	381,530	385,605	257,188	145,505	142,529	229,320	32,640	18,077	12,005	10,028	28,888	25,000	0
4,554	350,000	2	2	1	32	-2	-2	-1	0	0	0	19,637	239,770	8,111	198,877	191,248	183,157	242,247	8,111	198,748	7,000	6,509	7,022	0
4,555	160,000	1	1	2	48	-1	2	2	-2	-2	-2	23,037	22,260	0	0	0	0	0	0	0	0	0	0	1
4,556	70,000	1	3	1	45	2	0	0	0	0	0	67,505	61,595	46,920	47,184	48,058	48,888	2,600	2,056	1,700	2,000	2,000	2,000	1
4,557	150,000	1	1	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,558	160,000	2	1	1	39	0	0	2	0	0	0	43,583	50,028	48,928	49,812	50,855	52,354	7,500	0	2,000	2,000	2,500	2,100	0
4,559	40,000	1	2	2	27	0	0	2	0	0	0	26,663	31,589	31,772	32,146	33,128	33,923	5,700	1,000	1,200	1,500	1,500	1,900	1
4,560	350,000	2	2	2	30	0	0	0	2	0	0	245,211	255,975	269,446	219,615	217,851	222,158	15,000	20,000	0	10,000	8,352	9,500	0
4,561	50,000	1	3	2	27	0	0	0	0	0	0	50,577	46,529	46,791	47,922	49,482	0	2,138	1,400	3,000	5,000	0	0	1
4,562	220,000	2	1	1	38	0	0	0	0	0	0	4,438	7,211	9,948	10,528	12,412	13,745	3,000	3,000	1,000	2,000	1,500	0	0
4,563	200,000	2	1	1	26	-1	-1	-1	-1	-1	0	6,666	6,666	6,666	6,666	11,862	12,501	6,666	6,666	6,666	11,862	7,501	1,000	0
4,564	390,000	1	1	1	41	-1	0	0	-1	-1	0	7,445	14,439	7,391	948	4,592	2,777	10,038	1,036	952	4,601	13	2,229	0
4,565	330,000	1	1	2	32	-2	-2	-2	-1	-1	-1	28,106	1,323	-363	137	4,094	607	2,701	363	513	4,107	607	0	0
4,566	100,000	1	1	1	60	0	0	0	0	0	0	101,761	101,801	101,863	101,729	98,103	99,521	3,856	3,919	3,986	3,865	3,760	3,863	1
4,567	70,000	2	2	1	58	0	0	0	0	0	0	138,681	70,341	23,755	23,835	25,221	25,780	3,500	1,508	588	1,500	700	470	0
4,568	240,000	2	1	1	41	0	0	0	0	0	0	126,395	129,371	132,218	136,003	139,798	142,574	5,000	5,000	6,000	6,000	5,098	5,281	0
4,569	30,000	1	2	2	23	0	0	0	0	0	0	27,275	26,948	28,183	25,484	27,062	28,703	2,000	2,000	1,400	2,000	2,100	2,500	0
4,570	30,000	2	2	1	43	2	2	2	2	2	2	15,246	17,838	17,272	18,131	17,711	19,007	3,141	0	1,434	0	1,581	1,705	1
4,571	160,000	1	2	2	29	0	0	0	0	0	0	163,982	161,499	154,469	121,367	119,910	117,993	6,150	5,540	4,205	4,300	4,500	4,300	0
4,572	120,000	2	2	1	40	0	0	0	0	0	0	22,462	15,692	19,312	13,262	16,923	16,903	5,000	10,000	5,000	7,000	5,000	10,000	0
4,573	10,000	2	2	1	55	3	2	2	2	2	2	5,358	6,339	6,111	7,031	6,780	7,676	1,200	0	1,000	0	1,000	0	1
4,574	470,000	1	1	2	33	0	0	0	0	0	0	72,083	68,136	69,036	71,466	67,538	70,400	5,031	5,500	5,000	5,000	4,000	5,000	0
4,575	200,000	2	2	2	26	-1	-1	2	-1	0	-1	3,374	4,053	2,337	1,904	548	1,403	4,053	0	1,904	0	1,403	0	1
4,576	50,000	1	4	2	22	0	0	0	0	0	0	6,514	7,513	9,981	10,442	10,496	10,933	1,500	3,000	1,000	600	1,000	404	0
4,577	90,000	2	1	2	29	1	-1	-1	-2	-2	-2	0	194	0	0	0	0	194	0	0	0	0	217	0
4,578	220,000	2	1	1	35	-1	-1	-1	-1	-1	-1	288	392	-4	392	396	396	500	0	792	400	396	792	0
4,579	40,000	2	2	2	23	-1	2	-1	-1	0	0	652	326	326	26,370	24,572	24,918	0	326	26,370	886	1,075	830	1
4,580	200,000	1	3	1	50	1	2	2	2	2	2	177,088	172,365	175,766	171,377	163,943	162,195	0	6,998	4,558	5,921	4,526	5,014	1
4,581	120,000	1	2	1	43	0	0	0	0	0	0	33,131	33,121	32,222	32,877	30,587	25,938	2,000	1,500	1,000	1,000	2,000	1,000	0
4,582	210,000	1	1	1	43	-1	-1	-1	-1	-2	-1	880	724	844	-36	-916	1,030	724	1,000	0	0	3,000	670	1
4,583	30,000	2	2	2	22	-1	3	2	0	0	2	31,176	30,408	29,205	29,090	30,121	28,013	0	0	1,013	2,400	0	1,200	0
4,584	110,000	1	2	1	54	2	2	2	2	2	2	56,839	58,039	58,792	59,620	60,819	62,069	2,700	2,300	2,400	2,300	2,400	0	1
4,585	280,000	1	2	1	35	0	0	0	0	0	0	278,948	278,433	277,620	275,495	270,350	260,554	10,609	10,470	10,002	9,948	9,475	9,239	0
4,586	150,000	2	1	1	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,587	20,000	1	3	2	49	0	0	0	0	0	0	15,237	16,030	17,948	18,647	19,193	19,721	1,600	2,500	1,000	846	1,000	593	0
4,588	80,000	1	2	2	25	0	0	0	0	0	0	29,820	24,513	19,664	19,258	20,842	16,386	2,306	2,000	1,000	2,000	1,500	29,651	0
4,589	50,000	1	2	1	43	2	0	0	0	0	0	30,106	30,566	30,699	30,038	29,224	29,346	1,878	1,641	1,000	934	1,109	960	1
4,590	170,000	1	1	2	36	0	0	0	0	0	0	92,480	94,089	97,286	97,196	97,227	101,272	4,000	5,000	3,000	4,000	8,000	4,000	0
4,591	200,000	1	1	1	45	1	-1	-1	-2	-2	-2	0	479	0	0	0	0	479	0	0	0	0	0	1
4,592	300,000	1	1	2	38	-1	-1	-1	-1	-1	-1	390	390	390	374	284	1,064	390	390	374	300	1,170	1,170	0
4,593	100,000	1	2	1	46	2	2	2	0	0	0	17,497	18,219	17,629	18,036	18,446	18,840	1,300	0	700	700	700	800	1
4,594	80,000	1	1	2	28	1	2	-1	0	-1	-1	5,431	1,961	1,646	3,266	380	1,951	0	1,700	2,000	380	1,951	1,900	0
4,595	30,000	1	1	1	32	0	0	2	0	0	0	28,401	31,065	30,031	29,838	29,651	1,567	3,434	0	597	593	31	0	1
4,596	80,000	2	1	1	35	0	0	0	0	0	0	27,560	22,441	19,960	6,199	5,623	6,880	1,701	2,000	2,000	1,000	2,000	3,000	0
4,597	60,000	1	1	2	30	-1	-1	-1	-1	-1	-1	264	264	264	264	264	264	264	264	264	264	264	0	1
4,598	110,000	2	2	2	24	0	0	0	0	0	0	94,597	96,263	61,195	28,154	24,773	21,620	4,260	2,310	1,010	980	900	750	0
4,599	10,000	2	2	1	46	1	2	-1	-1	-1	-1	9,841	9,628	4,060	4,530	2,140	1,875	121	4,060	4,530	2,140	1,875	0	1
4,600	290,000	2	3	2	32	0	0	0	0	0	0	21,981	24,610	27,009	26,671	24,826	22,287	3,000	3,000	3,000	3,000	3,000	3,000	0

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