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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
22,601	180,000	2	6	2	47	0	0	0	0	0	0	167,915	163,279	166,994	150,812	123,957	55,778	6,028	7,758	5,188	4,570	1,876	1,701	1
22,602	260,000	2	2	2	36	-1	-1	-1	-1	-1	-1	17,631	13,184	1,700	5,190	8,455	1,462	13,184	1,700	5,190	8,455	1,462	3,641	0
22,603	130,000	2	2	1	43	-1	-1	-1	-1	-1	-1	2,292	6,776	2,811	3,589	11,151	1,543	6,776	2,811	3,589	11,351	1,543	1,109	0
22,604	30,000	2	2	2	38	-1	0	-1	-1	-1	-2	497	1,169	220	1,705	0	0	1,001	220	1,705	0	0	0	0
22,605	440,000	2	2	2	42	1	-2	-2	-1	-1	-1	0	0	0	17,297	0	13,497	0	0	17,297	0	13,497	0	0
22,606	260,000	2	2	1	43	-1	-1	-1	-2	-1	-1	684	1,726	0	0	5,055	5,996	1,742	0	0	5,055	5,996	5,648	0
22,607	30,000	2	1	1	38	2	0	0	0	0	0	25,080	26,460	27,042	27,617	28,546	13,487	1,800	2,000	1,400	1,300	700	1,000	0
22,608	390,000	2	2	1	37	0	0	0	0	0	0	200,927	200,612	202,794	191,419	81,360	66,864	17,843	8,315	6,839	3,000	2,348	2,401	0
22,609	260,000	2	2	1	45	0	0	0	0	0	0	113,872	118,281	119,564	68,707	39,517	33,842	6,302	5,300	2,600	2,500	5,000	15,000	0
22,610	70,000	2	2	1	46	0	0	0	0	0	0	65,906	67,271	25,323	25,829	26,589	16,776	3,500	2,000	2,000	1,500	1,000	1,000	0
22,611	200,000	2	3	1	30	2	2	2	2	2	2	140,327	143,137	145,374	147,273	149,244	151,973	6,600	6,000	5,860	6,000	5,000	0	0
22,612	150,000	2	2	1	32	0	0	0	-2	-2	-2	21,274	22,704	0	0	0	0	11,540	0	0	0	0	0	0
22,613	460,000	2	1	2	32	-2	-2	-2	-2	-2	-2	13,377	12,776	8,364	20,465	13,714	38,090	12,840	8,403	20,552	13,778	38,266	25,005	0
22,614	180,000	2	3	1	33	-1	-1	-1	-1	-1	-1	478	478	2,272	3,970	330	0	478	2,272	3,970	420	0	0	0
22,615	70,000	2	1	2	37	0	0	0	0	0	0	64,860	64,533	48,493	48,824	19,000	39,000	2,200	3,000	1,400	500	20,000	0	0
22,616	250,000	2	2	1	40	-2	-2	-2	-2	-2	-2	1,385	4,843	2,942	1,054	1,708	3,014	4,843	2,942	1,057	1,708	3,014	3,037	0
22,617	170,000	2	2	1	39	0	0	0	0	0	0	22,870	20,653	21,577	20,334	19,161	18,613	2,000	1,685	1,231	608	650	547	0
22,618	160,000	2	2	2	34	-1	-1	-1	-1	-1	0	149	1,100	240	236	4,022	4,245	1,100	240	236	4,026	1,000	1,000	0
22,619	80,000	2	1	2	36	2	0	0	2	0	0	12,639	13,419	18,171	17,582	19,281	19,968	1,300	5,000	0	2,000	1,000	10,000	1
22,620	400,000	2	3	2	49	1	-1	-1	-1	-1	-1	0	877	33,508	9,506	8,967	4,326	877	33,508	9,506	8,967	4,326	5,420	0
22,621	20,000	2	2	1	43	4	4	3	2	2	2	28,447	27,721	27,009	27,170	26,295	34,171	0	0	924	0	9,648	2,000	1
22,622	130,000	2	2	2	44	0	0	0	0	0	0	128,854	111,896	116,183	115,034	88,163	87,388	4,000	6,097	4,085	3,007	3,028	3,000	0
22,623	60,000	2	1	1	36	0	0	0	2	2	2	4,373	5,428	9,754	7,795	8,258	8,370	1,131	4,457	37	500	300	0	0
22,624	90,000	2	3	1	41	0	0	0	0	0	0	87,240	88,519	84,573	78,617	64,344	63,417	10,000	3,519	5,014	2,679	4,600	1,000	0
22,625	210,000	2	2	2	44	0	0	0	0	0	0	84,298	85,379	87,469	90,380	91,355	92,565	3,379	3,469	4,380	3,355	3,565	3,607	0
22,626	380,000	2	1	2	34	2	2	2	2	2	2	315,912	322,199	331,518	337,703	343,612	351,089	13,000	16,001	13,150	13,000	13,150	13,300	0
22,627	200,000	2	2	1	35	0	0	0	0	0	0	29,327	30,536	31,740	32,909	34,058	35,056	2,000	2,000	2,000	2,000	1,700	1,600	0
22,628	180,000	2	1	1	37	2	-1	-1	-1	-1	0	326	326	326	480	1,011	2,685	326	326	480	1,011	2,000	3,000	1
22,629	20,000	2	2	1	42	1	3	2	0	0	0	21,001	20,372	19,376	20,295	19,505	19,964	0	0	1,400	390	459	241	0
22,630	350,000	2	3	1	38	-2	-2	-2	-2	-2	-2	1,316	3,033	2,168	7,951	4,986	3,641	3,061	2,181	8,071	5,002	3,654	5,820	0
22,631	200,000	2	5	1	41	1	-2	-1	-1	-2	-1	0	0	650	0	0	89	0	650	0	0	89	0	0
22,632	400,000	2	3	2	34	-2	-2	-2	-2	-2	-2	10,150	5,869	5,750	132,866	21,780	41,050	5,869	5,750	132,872	21,780	20,525	74,984	0
22,633	230,000	2	1	1	38	1	-1	-1	-1	-2	-2	828	1,533	7,234	824	4,690	1,408	1,547	7,247	828	4,713	1,415	1,820	0
22,634	230,000	2	1	1	43	-1	-1	-1	-1	-1	-2	390	390	0	780	0	0	390	0	780	0	0	0	1
22,635	50,000	2	2	1	38	0	0	0	0	0	0	25,184	26,261	27,334	28,374	28,804	29,488	1,800	1,800	1,800	1,200	1,300	1,300	0
22,636	300,000	2	2	2	47	0	0	0	0	0	0	225,542	212,958	195,533	98,158	66,438	68,863	7,055	5,536	5,052	1,794	5,000	2,000	0
22,637	230,000	2	3	1	45	0	0	0	0	0	0	15,160	14,513	15,221	16,501	10,283	9,086	1,500	3,000	3,000	1,000	1,000	2,140	0
22,638	50,000	2	3	1	44	0	0	0	0	0	0	47,569	48,768	49,234	21,067	15,007	31,043	1,986	1,452	1,200	300	27,000	1,412	0
22,639	150,000	2	1	2	34	-1	0	0	0	0	0	7,249	4,090	36,897	35,755	16,251	7,392	1,070	35,755	2,000	0	2,000	2,931	0
22,640	260,000	2	1	2	33	-2	-2	-2	-2	-2	-2	2,537	2,587	3,727	1,885	2,013	3,001	2,606	3,749	1,900	2,025	3,019	2,680	0
22,641	320,000	2	2	1	33	-1	-1	-1	-1	-1	-1	3,077	1,651	1,060	4,070	2,695	7,544	1,661	1,060	4,070	2,700	7,544	3,563	1
22,642	100,000	2	2	1	49	0	0	0	0	0	0	55,084	49,358	89,406	77,924	78,683	77,357	2,500	43,075	2,750	2,750	2,800	2,853	0
22,643	60,000	2	3	1	37	1	-2	-2	-2	-2	-1	0	0	0	0	0	150	0	0	0	0	150	499	0
22,644	420,000	2	3	1	42	-2	-2	-2	-2	-2	-2	87,263	20,793	34,676	48,823	74,475	47,108	20,803	34,682	48,919	74,481	47,108	219,844	0
22,645	500,000	2	2	1	38	0	0	0	0	0	0	80,460	79,689	74,664	70,270	66,053	63,924	3,527	3,030	3,028	2,513	2,100	2,524	0
22,646	450,000	2	2	1	34	0	0	0	0	0	0	372,188	383,052	74,835	87,584	95,161	103,398	20,000	3,703	15,000	10,000	10,000	25,000	0
22,647	30,000	2	3	1	42	0	0	0	0	0	0	75,112	24,530	13,375	2,592	30,094	29,147	1,371	1,210	1,000	30,000	1,046	1,390	1
22,648	60,000	2	2	1	47	2	2	2	2	0	0	26,782	29,104	30,027	28,928	29,346	29,717	3,400	2,000	0	1,500	1,300	3,500	1
22,649	180,000	2	2	1	43	-1	-1	-1	-1	-1	-1	316	316	316	396	396	3,306	316	316	396	396	3,306	3,306	0
22,650	320,000	2	2	2	35	-1	-1	-1	-1	0	0	1,302	3,571	311	8,088	10,881	11,600	3,571	311	8,088	5,000	1,600	1,810	0
22,651	250,000	2	1	2	37	0	0	0	0	0	0	116,861	97,569	90,937	87,445	84,268	80,762	3,424	3,317	3,023	2,937	2,931	3,022	0
22,652	30,000	2	2	2	34	0	0	0	0	0	0	23,336	24,642	25,382	26,351	25,165	25,536	1,700	1,440	1,409	1,048	927	932	0
22,653	360,000	2	2	1	34	-1	0	0	-1	-1	-2	4,874	9,561	5,866	1,297	0	0	5,000	1,166	1,297	0	0	0	0
22,654	360,000	2	3	1	43	-2	-2	-2	-2	-2	-2	4,435	799	1,071	15,584	3,195	4,261	805	1,071	15,604	3,195	4,269	3,525	0
22,655	150,000	2	1	1	36	-2	-2	-2	-2	-2	-2	32,440	13,447	17,877	25,172	4,694	6,292	13,447	17,914	25,349	4,694	6,324	14,433	0
22,656	400,000	2	2	1	39	-1	2	-1	-1	-1	-1	58,126	10,446	5,299	8,841	18,612	6,115	31	5,316	8,858	18,769	6,115	11,000	0
22,657	350,000	2	1	2	44	2	3	2	2	2	2	309,250	314,607	322,032	327,193	333,278	340,791	12,000	14,000	12,000	13,000	13,000	13,000	1
22,658	80,000	2	3	1	45	-2	-2	-2	-2	-2	-2	3,473	3,329	2,939	3,627	3,868	2,193	3,329	2,939	3,627	3,991	2,299	3,031	0
22,659	140,000	2	3	1	37	-1	-1	-1	-1	-1	-1	1,208	4,411	3,957	5,241	3,943	3,933	4,411	3,957	5,241	3,943	3,933	0	0
22,660	150,000	2	3	2	48	0	0	0	0	0	0	175,095	175,522	173,918	174,074	178,671	178,869	10,011	6,200	5,874	10,000	6,054	7,108	0
22,661	480,000	2	3	1	40	-2	-2	-2	-2	-2	-2	5,664	12,781	7,169	6,749	2,436	14,155	12,871	7,169	6,749	2,436	14,155	9,286	0
22,662	200,000	2	3	1	41	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	504	0
22,663	180,000	2	1	2	29	-1	-1	-1	-1	-1	-2	9,862	2,896	2,458	305	0	0	2,903	2,458	305	0	0	0	0
22,664	260,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	3,459	0	0	200	0	3,459	0	0	200	0	950	0
22,665	450,000	2	1	1	33	1	-1	2	0	0	-1	621	11,368	2,370	2,823	2,243	4,322	11,420	0	2,243	0	4,322	0	0
22,666	140,000	2	3	1	33	0	0	0	0	0	0	136,302	127,178	78,950	80,457	41,150	-10,193	6,000	5,000	4,000	2,000	0	71,000	0
22,667	220,000	2	3	1	43	0	0	0	0	0	0	242,526	228,858	218,878	193,596	167,149	157,817	8,100	8,100	7,000	5,900	5,600	5,000	1
22,668	100,000	2	3	1	39	-1	-1	0	-1	-1	-1	380	1,357	1,977	380	380	1,253	1,357	1,000	380	380	1,253	2,434	0
22,669	160,000	2	2	1	41	-2	-2	-2	-2	-2	-2	550	550	550	550	550	550	550	550	550	550	550	550	0
22,670	140,000	2	2	1	36	0	0	0	0	0	0	74,500	64,615	59,862	42,040	32,591	21,090	3,508	10,027	5,008	5,013	5,008	2,004	0
22,671	200,000	2	2	2	39	-1	-1	-2	-2	-2	-1	1,017	0	0	0	0	11,700	0	0	0	0	11,700	121,513	0
22,672	460,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	630	0	0	0	0	630	0	0	0
22,673	50,000	2	3	2	31	0	0	0	0	0	-1	41,124	38,634	75,580	17,014	-1,963	7,671	1,750	3,016	1,000	0	10,400	5,000	0
22,674	100,000	2	1	1	31	-1	-1	0	-1	-1	-1	6,033	19,922	40,000	1,133	22,579	2,834	19,922	21,000	1,133	22,579	2,834	0	0
22,675	150,000	2	2	2	31	0	0	0	0	0	0	138,363	138,979	37,713	35,592	35,808	36,730	6,000	2,000	2,000	1,300	1,500	1,500	0
22,676	460,000	2	1	1	32	0	0	-1	-1	-1	-1	5,085	3,883	5,115	5,714	1,530	1,868	3,282	6,000	5,714	1,530	1,868	9,250	0
22,677	360,000	2	2	2	32	-2	-2	-2	-2	-2	-2	171	1,058	3,494	6,339	2,131	535	1,058	3,494	6,339	2,131	535	82,000	0
22,678	180,000	2	1	2	33	-1	-1	-1	-1	-1	-1	4,019	1,550	4,278	331	3,456	11,964	1,550	4,278	334	3,456	11,964	5,690	0
22,679	470,000	2	1	1	42	0	0	0	0	0	-1	10,360	7,450	5,719	1,730	-7	24,672	2,474	1,751	1,012	0	24,679	2,600	0
22,680	320,000	2	3	1	44	1	-1	2	2	-1	-1	-1	507	507	-900	3,750	3,216	508	0	0	5,330	3,216	2,041	0
22,681	360,000	2	2	2	47	-2	-2	-2	-2	-2	-2	3,899	6,571	7,486	24,472	5,935	4,999	7,148	8,063	25,217	6,487	5,000	0	0
22,682	60,000	2	2	1	36	-1	-1	-1	-1	-1	-1	2,079	6,964	1,013	5,254	2,932	2,248	6,964	1,013	5,254	2,932	2,248	3,000	0
22,683	310,000	2	1	1	39	-2	-2	-2	-2	-2	-2	4,934	1,275	1,572	240	-1,226	-2,074	1,275	1,572	240	970	0	6,585	0
22,684	140,000	2	2	1	36	0	0	0	0	0	0	50,663	50,847	50,768	50,629	49,974	49,897	1,788	2,182	2,041	1,715	1,982	30,000	0
22,685	450,000	2	2	1	43	-2	-2	-2	-2	-2	-2	7,361	8,670	6,982	15,945	7,841	7,676	8,692	7,010	15,998	7,871	7,696	6,957	0
22,686	210,000	2	2	1	30	-1	2	-1	-1	-1	-1	857	1,030	380	705	705	705	725	380	705	705	705	705	0
22,687	180,000	2	1	2	33	-1	-1	-1	-1	-1	-1	2,196	1,634	1,586	1,758	480	1,918	1,640	1,586	1,758	480	1,918	2,799	1
22,688	360,000	2	2	2	38	-1	-1	-2	-2	-2	-2	1,659	0	0	0	0	0	0	0	0	0	0	0	0
22,689	50,000	2	1	1	33	2	2	2	2	2	2	40,669	43,102	44,313	45,286	44,256	47,549	3,424	2,200	2,000	0	4,000	2,300	1
22,690	340,000	2	2	2	34	0	0	0	0	-1	-1	16,462	12,927	10,814	7,880	2,338	0	1,310	3,011	5,000	2,338	0	0	0
22,691	140,000	2	3	1	38	2	2	2	0	0	2	119,715	122,283	118,913	120,435	139,795	142,950	6,000	0	5,000	21,500	5,500	0	0
22,692	120,000	2	1	2	32	0	0	0	0	2	0	32,051	39,861	42,957	43,876	27,231	249	10,000	5,000	3,132	0	0	115,660	0
22,693	180,000	2	2	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	800	1
22,694	360,000	2	1	2	32	0	0	0	0	-1	0	192,160	197,204	119,028	103,046	15,863	10,503	20,104	4,816	2,061	15,863	21	5,016	0
22,695	340,000	2	1	1	34	0	0	0	0	0	0	254,219	252,984	252,180	250,359	203,580	192,415	9,500	9,780	9,425	7,500	6,800	7,200	0
22,696	200,000	2	2	1	35	0	0	0	0	0	0	136,264	138,994	142,744	146,363	149,920	153,107	5,000	6,000	6,000	6,000	6,000	6,000	0
22,697	80,000	2	2	2	36	-2	-2	-2	-2	-2	-2	3,966	0	0	0	0	0	0	0	0	0	0	0	0
22,698	500,000	2	2	1	35	0	0	0	0	0	0	286,595	292,813	302,966	300,000	400,000	0	11,000	14,846	6,000	100,000	0	279,260	0
22,699	150,000	2	2	1	31	-2	-2	-2	-2	-1	0	416	416	416	416	37,911	38,299	416	416	416	37,911	1,400	1,400	0
22,700	20,000	2	1	2	46	1	2	2	2	0	0	14,231	14,893	16,160	15,603	15,943	16,286	1,200	1,800	0	600	600	751	1

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