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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
22,801	170,000	2	1	2	30	0	-1	-1	-1	0	0	15,220	8,404	16,835	2,200	7,510	12,510	8,404	16,835	2,200	5,510	5,000	8,100	0
22,802	230,000	2	1	2	33	0	0	0	0	0	0	10,765	11,107	11,748	12,269	12,102	12,414	1,300	1,300	1,200	500	500	500	0
22,803	620,000	2	1	2	38	-1	-1	-1	-1	-1	-1	12,136	7,938	620	16,022	2,581	2,867	8,638	620	16,032	2,856	4,197	920	0
22,804	180,000	2	1	1	35	0	0	0	0	0	0	68,488	47,603	48,705	50,140	60,607	67,976	3,603	5,705	3,003	10,607	7,976	5,412	0
22,805	180,000	2	1	1	33	-1	-1	-1	-1	-1	-1	7,017	14,824	19,692	13,115	24,623	485	14,824	19,713	13,117	24,630	485	33,283	0
22,806	30,000	2	2	3	45	-1	2	2	2	-1	2	5,239	3,434	4,845	3,048	8,314	5,080	0	3,048	0	8,314	0	4,132	1
22,807	300,000	2	1	2	31	0	0	0	0	-1	-1	31,827	11,158	1,616	3,658	658	662	1,009	1,000	2,700	658	662	0	0
22,808	370,000	2	2	1	35	0	0	0	0	0	0	236,242	240,804	243,293	226,471	217,901	195,244	10,301	11,000	9,004	6,930	6,000	6,100	0
22,809	80,000	2	2	2	31	0	0	0	-1	-1	-1	28,788	27,620	26,352	939	2,202	1,369	8,000	1,000	939	2,202	1,369	4,827	0
22,810	200,000	2	4	2	40	0	0	0	0	0	0	201,598	198,373	152,601	105,588	73,886	198,487	10,100	6,700	5,500	4,500	127,600	7,500	0
22,811	150,000	2	3	1	42	-1	-1	-1	-1	-1	0	11,070	5,947	6,152	7,306	18,726	13,839	6,151	6,427	7,306	18,738	0	7,154	0
22,812	210,000	2	2	1	33	0	0	0	2	2	2	159,715	163,060	168,218	169,726	173,687	176,510	6,000	8,000	6,000	7,000	6,000	20,000	0
22,813	70,000	2	1	1	35	1	2	2	2	2	0	41,730	40,764	46,281	47,026	45,971	47,573	0	6,500	1,800	0	2,500	2,000	0
22,814	80,000	2	2	1	38	-1	-1	-1	0	0	-1	4,404	5,096	11,473	21,086	2,034	17,678	5,096	11,476	16,037	0	17,678	6,000	0
22,815	50,000	2	2	3	44	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
22,816	210,000	2	1	2	33	0	0	0	0	2	-1	14,682	1,220	4,048	1,871	1,320	257	1,075	3,923	1,723	5	257	10,843	1
22,817	260,000	2	2	1	33	0	0	0	0	0	0	112,501	110,395	112,288	113,388	114,128	117,005	4,000	5,550	5,600	4,100	4,700	11,002	0
22,818	170,000	2	1	1	36	-2	-2	-2	-2	-2	-2	7,346	26,797	3,824	22,709	0	0	27,183	3,824	22,865	0	0	3,809	0
22,819	360,000	2	3	2	35	-1	2	2	-2	-2	-2	2,500	2,500	0	0	0	0	0	0	0	0	0	0	0
22,820	500,000	2	1	2	37	0	0	0	0	0	0	43,643	46,586	48,832	49,568	46,939	49,147	4,000	3,000	2,000	2,000	3,000	7,000	0
22,821	290,000	2	1	2	46	0	0	-1	-1	-1	-1	113,618	289,002	1,332	21,429	2,228	156,721	34,507	1,343	21,542	2,239	156,733	7,219	0
22,822	200,000	2	3	1	35	0	0	0	0	0	0	215,090	208,556	214,321	134,517	54,711	23,611	7,700	9,300	6,500	3,000	856	1,152	0
22,823	90,000	2	2	1	47	0	0	0	0	0	0	28,240	28,477	28,718	28,847	28,747	29,177	2,000	2,000	2,000	2,000	2,000	2,000	0
22,824	100,000	2	2	2	41	-1	-1	-2	-1	0	0	1,023	0	0	50,063	22,767	23,399	0	0	50,063	900	1,000	1,000	0
22,825	290,000	2	1	2	31	0	0	0	0	0	0	82,939	82,814	71,541	59,493	67,821	71,546	5,017	4,033	2,828	10,000	5,000	3,000	0
22,826	50,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
22,827	150,000	2	1	1	32	0	0	0	-2	-2	-2	75,918	77,025	0	0	0	0	3,525	0	0	0	0	0	0
22,828	400,000	2	3	1	42	-1	-1	-1	-1	-1	-1	44,198	10,132	16,932	13,088	28,540	11,860	10,132	16,932	13,088	28,540	11,860	3,978	0
22,829	50,000	2	3	1	37	0	0	0	0	0	0	49,080	49,240	48,751	30,250	29,570	26,969	2,228	2,000	1,370	949	922	2,500	0
22,830	400,000	2	1	1	42	-1	2	-1	-1	-1	-1	80	80	3,710	33,605	47,029	39,400	0	3,828	33,627	47,029	40,000	0	0
22,831	50,000	2	2	1	37	2	2	2	2	2	3	19,068	19,947	21,124	21,480	22,822	22,171	1,500	1,800	1,000	2,000	0	1,000	1
22,832	50,000	2	1	2	29	3	3	2	3	2	2	49,624	48,530	50,255	49,104	51,044	50,933	0	2,800	0	3,000	800	3,000	1
22,833	100,000	2	1	2	34	0	0	0	0	0	2	66,193	63,155	50,385	31,371	54,713	28,347	3,413	5,010	10,005	30,326	0	20,000	0
22,834	170,000	2	2	1	39	0	0	-1	0	0	0	100,849	100,000	10,274	16,446	16,578	20,487	2,000	10,274	6,446	332	10,487	5,000	0
22,835	150,000	2	1	2	30	-2	-2	-2	-2	-1	-1	52,806	12,871	4,876	9,128	10,460	5,157	13,497	4,372	18,853	10,975	5,157	15,182	0
22,836	360,000	2	1	2	30	0	-1	-1	-1	-1	-2	37,012	4,810	3,969	6,657	642	6,204	4,924	3,969	6,657	642	6,204	7,052	0
22,837	50,000	2	2	1	31	0	0	0	0	0	0	46,993	48,208	49,598	46,363	9,283	9,632	2,000	2,200	1,150	500	500	393	1
22,838	180,000	2	1	1	35	-1	-1	-1	-1	0	0	37,701	32,003	32,254	47,186	54,286	112,040	32,005	32,270	47,186	44,286	86,000	148,225	0
22,839	350,000	2	2	2	35	0	0	0	0	0	0	314,309	313,673	322,806	328,616	278,858	281,692	13,000	15,074	20,353	10,040	15,000	10,000	0
22,840	120,000	2	3	1	38	0	0	0	0	0	0	111,098	114,863	118,038	118,805	59,210	61,267	5,600	6,500	5,000	3,000	3,000	3,000	0
22,841	140,000	2	2	1	33	-1	-1	-1	-1	0	0	1,750	397	13,126	3,454	1,747	1,240	397	13,126	3,456	89	156	2,813	0
22,842	150,000	2	3	1	34	0	0	0	-1	-1	-1	28,210	19,130	10,000	8,000	0	10,000	1,130	1,000	8,000	2,000	10,000	0	0
22,843	260,000	2	3	2	42	-1	-1	-2	-2	-2	-2	6,783	0	0	0	0	0	0	0	0	0	0	0	1
22,844	50,000	2	2	1	28	0	0	0	0	0	0	45,797	47,226	48,065	49,158	50,646	12,927	2,500	1,900	1,898	2,386	629	792	1
22,845	180,000	2	2	1	36	-1	-1	-1	-1	-1	-1	1,000	92	92	603	1,760	826	92	92	603	1,760	826	826	0
22,846	290,000	2	3	1	44	-1	-1	-1	-1	-1	0	2,615	0	679	3,390	5,784	5,784	0	679	3,390	5,784	0	150	0
22,847	40,000	2	2	1	49	0	0	0	0	0	0	36,159	38,241	39,121	40,400	40,000	40,000	3,000	1,800	2,000	0	0	0	0
22,848	310,000	2	1	2	36	0	0	0	0	0	0	67,940	45,746	46,979	42,045	40,334	49,542	2,000	2,000	2,000	2,000	13,000	2,000	0
22,849	70,000	2	2	2	46	0	0	0	0	0	0	86,919	83,200	80,389	75,854	33,563	34,563	3,000	3,815	3,064	1,000	1,000	34,000	1
22,850	180,000	2	1	1	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,851	570,000	2	2	1	46	0	0	0	0	0	0	563,892	569,577	577,957	563,543	451,401	108,890	19,534	25,100	15,159	11,732	42,880	422,000	0
22,852	150,000	2	3	2	41	2	0	0	0	0	0	102,629	85,817	78,898	70,886	65,869	67,805	3,100	3,160	2,505	2,500	3,000	5,000	1
22,853	20,000	2	2	2	30	1	2	0	0	0	0	16,560	15,997	17,336	18,345	18,643	19,094	0	1,600	1,602	900	900	636	0
22,854	180,000	2	3	1	32	-1	-1	0	0	0	0	166	1,484	2,526	3,452	3,522	4,909	1,484	1,074	1,000	70	1,387	28	0
22,855	100,000	2	3	1	34	0	0	0	0	0	-1	9,728	11,099	8,761	8,289	6,980	5,571	5,000	1,333	3,000	3,000	5,571	5,149	0
22,856	90,000	2	1	2	31	0	0	2	2	2	2	77,278	83,357	85,229	85,939	83,680	89,319	8,000	4,100	3,000	0	7,000	3,100	1
22,857	150,000	2	3	2	47	0	0	0	0	0	0	153,412	153,720	150,540	153,103	152,060	151,470	7,000	7,000	7,000	5,200	5,500	6,300	0
22,858	490,000	2	2	1	31	0	0	0	0	0	0	245,566	238,208	226,020	212,422	201,680	164,989	10,095	9,861	7,055	6,189	5,046	5,089	0
22,859	30,000	2	3	1	33	0	0	2	2	2	0	39,577	39,995	38,049	35,435	31,976	29,704	3,800	1,700	1,100	0	1,030	1,000	1
22,860	300,000	2	2	1	33	-1	-1	-1	-1	-1	0	996	1,496	1,496	1,496	2,490	1,996	1,500	1,500	1,500	2,494	1,006	1,498	0
22,861	140,000	2	2	1	32	-1	2	2	-1	-1	0	739	739	-200	8,700	1,367	1,367	0	0	8,900	1,367	0	0	1
22,862	50,000	2	2	2	32	0	0	0	0	0	0	12,513	13,595	14,570	15,523	15,964	16,554	1,600	1,500	1,500	1,000	1,000	1,000	0
22,863	150,000	2	1	2	31	2	2	2	2	2	0	17,893	20,669	20,050	24,701	24,006	26,599	3,400	0	5,000	0	3,000	3,000	1
22,864	350,000	2	1	2	32	0	0	0	0	0	0	87,611	87,325	90,539	92,941	99,930	108,411	3,300	5,116	5,000	10,000	10,000	10,000	0
22,865	140,000	2	2	2	32	-1	0	0	0	-1	0	15,497	15,073	11,755	7,453	38,415	31,685	1,231	1,262	1,000	38,415	4,000	4,000	0
22,866	80,000	2	3	1	43	-1	-1	-1	-1	0	0	1,520	23,190	0	19,465	19,454	19,851	23,190	0	19,465	389	397	0	0
22,867	80,000	2	2	1	40	-1	-1	-1	-1	-1	-1	390	390	390	390	390	540	390	390	390	390	540	390	0
22,868	210,000	2	3	1	34	-2	-2	-2	-2	-2	-2	11,848	5,677	8,173	6,855	2,200	1,500	5,687	8,177	6,860	2,200	1,500	2,390	0
22,869	110,000	2	2	1	34	0	0	0	2	0	0	45,302	44,980	46,987	45,165	44,636	45,094	2,100	4,100	0	1,800	2,000	2,000	0
22,870	120,000	2	2	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,871	180,000	2	2	2	28	-1	-1	-1	-1	-1	-1	3,840	18,588	1,557	2,540	3,058	16,030	18,588	1,562	2,540	3,058	16,030	330	0
22,872	340,000	2	3	1	44	3	3	2	0	0	0	160,596	155,508	149,627	150,733	140,171	134,203	6	8	5,117	5,008	5,021	6,026	1
22,873	220,000	2	1	2	29	-2	-2	-1	-1	-1	-2	-12	-12	88	2,207	1,577	-963	0	100	2,300	3,083	732	231	0
22,874	230,000	2	5	1	39	-1	-1	0	0	-2	-2	7,479	31,280	120,000	0	0	0	31,280	90,000	0	0	0	0	0
22,875	170,000	2	1	2	27	0	0	0	0	0	0	10,596	13,410	15,788	4,853	5,697	47,830	3,000	3,000	1,156	1,000	46,793	1,760	0
22,876	70,000	2	1	2	28	0	0	0	0	0	0	44,397	44,923	46,189	39,327	38,618	38,404	3,000	3,000	3,000	2,000	2,000	1,800	0
22,877	50,000	2	3	1	31	0	0	0	0	0	0	10,184	12,204	13,239	15,254	16,394	18,124	2,204	1,239	2,254	1,394	2,000	1,019	0
22,878	200,000	2	3	2	30	0	0	0	0	0	0	192,743	196,031	196,143	189,524	167,163	146,975	9,003	7,300	7,108	7,680	6,200	5,000	0
22,879	290,000	2	2	2	34	2	2	2	2	2	2	219,757	214,747	227,698	232,468	227,226	241,556	0	18,000	10,000	0	18,000	0	1
22,880	80,000	2	5	2	30	-1	-1	-1	0	0	0	2,994	16,709	29,459	30,472	36,317	21,671	16,709	29,469	5,000	10,000	2,000	3,000	0
22,881	30,000	2	3	1	39	1	2	2	2	2	2	25,574	22,897	25,647	24,937	26,938	26,374	0	3,128	0	2,419	0	700	0
22,882	280,000	2	1	2	37	0	0	0	0	0	0	280,323	284,176	283,680	273,446	279,458	269,333	10,505	10,424	10,047	10,683	10,073	9,084	1
22,883	100,000	2	1	2	29	0	0	0	-1	0	0	85,268	65,279	33,077	43,593	40,782	37,949	5,000	5,024	43,593	1,700	1,500	1,500	0
22,884	50,000	2	1	1	35	-1	0	0	0	0	0	50,202	39,765	14,565	15,421	16,061	4,344	1,200	5,000	1,500	1,000	500	2,000	0
22,885	240,000	2	2	1	43	-1	2	0	-1	0	0	2,077	1,588	41,513	10,657	7,893	5,347	0	41,000	10,657	0	5,041	9,190	1
22,886	240,000	2	1	1	31	0	0	0	0	0	0	3,371	2,880	6,809	29,324	30,924	35,770	2,000	4,015	25,000	2,000	5,000	2,000	0
22,887	100,000	2	1	1	31	1	-2	-2	-2	-2	-1	0	0	0	0	0	6,179	0	0	0	0	6,179	0	0
22,888	210,000	2	1	2	36	-2	-2	-2	-1	-1	-1	14,516	4,895	5,292	8,866	16,809	5,794	4,915	5,292	8,872	16,876	5,794	2,415	0
22,889	400,000	2	1	1	37	0	0	0	0	0	0	49,447	59,781	86,070	100,620	133,307	117,194	30,000	50,000	50,006	38,000	10,000	12,000	0
22,890	280,000	2	2	1	42	-2	-2	-2	-2	-2	-2	396	396	396	396	10,948	61,123	396	396	396	10,948	61,123	54,802	0
22,891	180,000	2	2	2	36	-1	-1	-1	-2	-2	-1	802	2,240	0	0	0	7,322	2,240	0	0	0	7,322	2,208	0
22,892	500,000	2	1	1	36	0	0	0	0	0	0	238,847	242,326	248,425	242,854	226,764	210,947	10,000	10,146	10,103	7,108	7,396	5,000	0
22,893	200,000	2	2	1	45	0	0	0	0	0	0	144,314	147,532	147,911	57,903	60,117	61,828	7,008	8,000	5,000	3,000	3,000	3,000	0
22,894	500,000	2	1	2	27	0	-1	0	0	0	0	8,328	24,491	26,085	27,644	28,884	32,930	25,450	2,000	2,000	2,000	5,000	5,000	1
22,895	200,000	2	2	2	30	-2	-1	-1	-2	-2	-2	389	5,889	389	389	389	389	5,890	390	390	390	390	1,168	0
22,896	110,000	2	2	1	27	1	2	2	0	0	0	110,593	111,679	108,455	109,392	78,524	75,745	4,363	0	4,012	3,120	2,800	3,000	0
22,897	280,000	2	2	2	30	0	0	-1	0	0	0	21,489	-86	4,414	64,183	61,001	60,601	5	4,500	60,000	1,244	2,000	4,000	0
22,898	100,000	2	2	2	31	2	2	2	2	2	2	41,052	42,081	41,131	43,637	42,635	45,440	2,000	0	3,500	0	3,500	2,000	1
22,899	70,000	2	2	1	33	0	0	0	0	0	0	31,130	16,171	16,373	16,945	21,462	11,128	10,171	3,000	1,260	6,138	1,128	500	0
22,900	130,000	2	3	1	47	-1	2	2	-1	0	-1	5,027	4,151	1,622	5,032	1,749	3,645	1,622	16	5,377	829	3,645	4,213	0

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