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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
3,901	130,000	1	3	1	48	0	0	0	0	0	0	68,629	57,168	58,103	58,595	59,822	55,572	2,187	2,000	2,000	2,053	1,964	3,002	0
3,902	50,000	2	2	2	27	1	2	2	2	2	2	8,951	8,862	10,061	9,751	11,585	11,250	200	1,500	0	2,000	0	1,600	1
3,903	50,000	1	2	1	33	0	0	0	0	0	0	16,149	13,662	14,675	14,967	15,282	15,585	1,223	1,236	528	548	550	569	0
3,904	50,000	1	2	2	30	0	0	2	0	0	-2	2,496	4,533	4,279	4,592	0	0	2,254	0	313	0	0	0	0
3,905	160,000	1	3	1	30	1	2	0	0	0	0	102,867	82,729	72,583	60,565	54,651	48,468	31	2,609	2,037	2,010	2,017	3,012	0
3,906	450,000	1	2	1	46	-1	-1	-1	-1	-1	-1	130	1,926	15,671	18,552	24,222	32,867	1,926	15,671	18,574	24,231	32,885	9,343	0
3,907	380,000	2	1	1	33	0	0	0	0	0	0	112,926	108,573	216,399	213,259	203,377	185,056	4,677	130,533	7,609	12,000	7,000	6,000	0
3,908	30,000	2	1	2	29	1	2	2	0	0	0	12,517	13,027	12,421	6,105	5,083	0	1,006	0	0	0	0	0	1
3,909	50,000	1	2	2	24	0	0	0	0	0	0	47,530	46,155	28,650	19,659	19,802	19,699	1,537	1,679	688	713	858	660	0
3,910	220,000	1	2	2	30	-1	-1	2	-1	2	2	776	1,552	776	221,876	223,986	204,957	1,552	0	221,876	7,500	4	10,000	1
3,911	50,000	2	2	1	32	-1	-1	-1	-1	-1	2	390	390	390	390	930	390	390	390	390	930	0	780	1
3,912	90,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,913	80,000	1	2	1	26	0	0	0	0	0	0	67,692	63,789	65,771	28,690	29,137	29,569	2,763	3,500	900	700	700	700	0
3,914	390,000	1	1	1	44	-1	-1	-1	0	0	-1	4,197	4,688	63,661	60,616	61,357	2,798	4,711	63,701	1,214	1,241	2,812	46,220	0
3,915	140,000	1	2	2	43	0	0	0	0	0	0	128,947	106,671	101,362	87,420	88,774	81,869	4,039	7,010	2,359	7,617	2,760	2,366	0
3,916	360,000	2	2	1	32	0	-1	-1	-1	-1	-1	101,403	2,389	11,996	0	67,372	66,666	2,389	11,996	0	67,372	66,666	66,666	0
3,917	50,000	1	3	2	26	2	0	0	0	0	0	50,951	49,139	46,802	47,622	48,686	47,459	2,500	2,100	1,900	2,000	1,746	1,890	1
3,918	260,000	1	1	1	37	0	0	0	0	0	0	244,736	249,018	253,704	255,353	175,022	130,299	10,000	10,000	5,000	5,000	5,000	3,200	1
3,919	180,000	2	3	1	43	-1	-1	0	0	0	0	1,207	60,267	61,424	61,039	64,260	64,618	60,267	3,000	2,154	5,000	3,000	3,000	1
3,920	360,000	1	1	2	26	1	-2	-2	-2	-2	-1	-1,917	-1,917	-1,917	-1,917	-1,917	18,083	0	0	0	0	20,000	1,000	0
3,921	230,000	2	1	2	35	-1	-1	-2	-2	-2	-2	2,630	0	0	0	0	0	0	0	0	0	0	0	1
3,922	130,000	1	1	2	25	-1	-1	-1	-1	0	0	13,350	6,123	2,565	8,975	43,663	23,566	6,141	2,572	9,010	42,739	5,583	384	0
3,923	20,000	2	3	1	42	0	0	0	0	0	0	17,775	18,974	18,586	18,957	19,374	19,583	1,500	1,285	656	699	2,000	1,286	0
3,924	200,000	2	3	1	41	-2	-2	-2	-2	-2	-2	-140	-70	-70	13,968	6,652	9,696	0	0	14,038	6,684	9,744	1,046	0
3,925	220,000	2	2	1	35	0	0	0	0	0	0	100,252	102,510	107,102	27,361	29,340	33,933	3,500	6,000	3,000	2,340	5,000	2,000	0
3,926	20,000	1	1	2	25	0	0	0	0	0	0	8,226	9,281	10,325	10,378	7,085	6,542	1,349	1,393	446	390	422	2,093	0
3,927	20,000	1	2	2	24	0	0	0	0	0	0	17,697	18,445	19,382	18,440	18,826	17,311	1,634	1,571	629	652	618	640	0
3,928	240,000	2	3	2	40	0	0	0	0	0	0	227,819	222,299	227,281	195,027	199,186	203,475	8,200	8,800	7,000	7,200	7,500	7,800	1
3,929	480,000	2	1	1	50	-1	-1	-1	-1	-1	-1	14,638	11,940	12,318	6,295	5,284	6,220	11,956	12,331	6,295	5,284	6,220	9,104	0
3,930	50,000	2	2	1	29	0	0	0	0	0	0	26,052	27,631	29,128	29,707	28,825	29,022	2,000	2,000	2,500	1,033	1,053	1,034	0
3,931	100,000	1	2	1	40	0	0	0	-2	-2	-2	37,596	23,808	0	0	0	0	1,000	0	0	0	0	0	0
3,932	120,000	2	1	2	34	0	0	0	2	2	2	105,356	107,588	115,372	112,027	119,702	121,650	3,931	9,600	0	9,500	4,100	0	1
3,933	230,000	2	1	1	27	0	0	0	0	0	0	104,001	106,155	111,244	116,300	121,346	130,318	4,000	6,000	6,000	6,000	10,000	11,058	0
3,934	20,000	1	2	1	32	0	0	0	0	0	0	16,849	17,618	18,194	17,759	18,759	5,340	1,434	1,400	355	1,000	126	450	0
3,935	50,000	1	2	2	27	0	0	0	-1	-1	-2	25,140	23,936	11,107	1,210	0	0	1,252	1,093	1,210	0	0	0	0
3,936	130,000	2	1	1	32	2	2	2	2	2	2	114,227	115,922	117,545	114,168	121,621	124,168	5,000	5,000	0	9,500	4,700	0	0
3,937	150,000	2	1	1	38	-2	-2	-2	-2	-2	-2	1,736	0	0	0	0	0	0	0	0	0	0	0	0
3,938	60,000	2	1	2	30	1	2	2	2	2	2	41,259	40,715	43,153	43,845	44,795	45,710	400	3,406	1,700	1,800	1,800	0	0
3,939	260,000	1	2	2	44	0	0	0	0	0	0	36,048	37,157	38,040	33,882	34,589	35,397	1,688	1,571	1,213	1,253	1,381	1,166	0
3,940	500,000	1	2	1	40	0	0	0	0	0	-2	30,415	31,645	32,556	36,642	-8	-8	2,006	3,000	5,080	8	0	0	0
3,941	270,000	2	2	1	34	0	0	0	0	0	0	74,813	75,221	73,293	72,213	74,734	76,089	3,000	4,000	4,000	5,000	4,000	5,000	0
3,942	410,000	2	1	2	34	1	-1	-1	-2	-2	-1	0	13,621	0	0	0	666	13,621	0	0	0	666	0	1
3,943	60,000	2	2	2	29	2	-1	-1	2	0	0	2,469	59,068	61,284	58,698	58,033	57,539	59,068	4,898	0	2,300	2,200	2,110	0
3,944	200,000	2	1	1	31	-1	-1	-1	-1	-1	-1	261	6,229	5,815	851	2,029	1,997	6,229	5,815	854	2,029	1,997	10,342	0
3,945	50,000	1	3	3	45	-1	-1	-1	-1	0	0	780	0	390	2,300	1,910	780	0	390	4,300	0	0	0	0
3,946	500,000	2	1	2	35	-2	-2	-2	-2	-2	-2	-73	-73	-73	-73	-73	-73	0	0	0	0	0	0	1
3,947	150,000	2	1	1	35	-2	-2	-2	-2	-1	-1	329	-31	3,189	0	150	880	0	3,220	0	150	880	0	0
3,948	170,000	1	3	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,949	50,000	2	2	2	25	0	0	0	0	0	2	51,461	51,179	50,628	50,154	53,936	51,459	2,000	1,771	1,770	6,038	0	2,112	0
3,950	130,000	1	2	1	42	-1	-1	-1	-1	-1	-1	1,048	1,048	1,048	1,048	390	390	1,048	1,048	1,048	390	390	390	0
3,951	120,000	1	3	1	30	2	2	2	0	0	2	122,246	124,010	120,459	121,749	81,046	79,608	6,000	0	5,020	6,100	0	2,800	0
3,952	70,000	1	1	2	28	0	0	0	0	0	0	9,214	10,560	12,071	12,866	14,644	16,230	1,500	2,000	1,000	2,000	2,000	3,000	0
3,953	320,000	2	2	1	44	-1	-1	-1	-1	-1	-1	3,493	12,444	46,163	1,373	6,064	2,145	12,498	46,185	1,387	6,094	2,155	1,273	0
3,954	110,000	2	2	1	37	0	0	0	0	0	0	79,646	110,818	107,558	80,437	79,727	81,001	50,000	3,500	10,000	3,000	3,000	3,000	0
3,955	420,000	2	1	2	30	0	0	0	0	-1	-1	34,567	36,416	7,406	0	12,150	150	10,000	2,056	0	12,150	150	399	0
3,956	240,000	2	2	1	49	-1	-1	-1	-1	-1	-1	18,045	17,401	47,608	12,279	75,882	90,611	17,409	47,622	12,279	75,882	90,611	61,411	0
3,957	380,000	1	1	2	33	0	0	0	0	0	0	70,591	76,715	80,080	81,162	89,571	96,627	10,000	5,000	5,000	10,000	10,000	10,000	0
3,958	20,000	2	2	2	22	0	0	0	0	0	0	17,356	18,205	10,140	10,345	7,552	8,001	1,274	1,119	324	278	579	170	0
3,959	50,000	2	1	2	42	0	0	2	2	2	2	35,539	38,246	37,332	39,702	38,932	41,770	3,600	0	3,000	0	3,500	3,387	1
3,960	20,000	1	3	2	23	-1	2	-1	-1	-1	-1	780	390	380	390	0	780	0	380	400	0	780	0	0
3,961	20,000	2	2	2	31	0	0	0	0	0	3	16,659	17,688	18,788	19,177	21,109	20,474	1,600	1,700	1,000	2,400	0	0	0
3,962	240,000	2	1	2	28	0	0	0	0	0	0	237,633	200,572	189,615	197,092	201,528	197,155	7,065	6,002	10,002	7,030	6,275	8,088	0
3,963	340,000	2	2	1	57	1	-2	-2	-2	-1	-1	-8	-8	-8	-8	1,595	-5	0	0	0	1,603	0	0	1
3,964	90,000	2	2	2	23	2	2	2	2	2	2	18,168	17,593	19,492	18,884	21,410	21,841	0	2,500	0	3,000	930	0	1
3,965	50,000	2	2	1	56	0	0	0	0	0	0	31,276	29,179	26,482	16,770	15,529	16,266	1,556	1,247	1,770	700	1,000	1,129	0
3,966	210,000	2	2	1	33	0	0	0	0	0	0	137,009	121,126	101,951	96,329	84,224	81,570	20,000	15,011	10,000	10,000	5,000	10,001	0
3,967	60,000	2	2	2	25	0	0	2	6	5	4	44,331	48,590	59,129	57,663	56,225	54,759	5,000	12,000	0	0	0	0	0
3,968	50,000	1	2	1	53	0	0	2	2	0	0	12,291	14,295	9,714	9,047	8,983	9,289	3,300	1,000	0	1,000	1,000	1,423	0
3,969	50,000	2	1	2	26	1	-1	-1	0	0	0	0	1,950	2,576	12,576	22,397	15,944	1,950	2,576	10,000	10,000	685	612	0
3,970	90,000	2	2	2	26	0	0	0	0	0	0	21,854	23,036	24,100	25,000	25,000	26,254	1,536	1,600	1,500	0	1,254	1,214	0
3,971	250,000	1	1	1	31	-2	-2	-1	-1	-1	-1	3,759	17,694	14,505	4,757	11,357	6,679	8,873	14,548	4,771	11,491	6,896	890	0
3,972	290,000	1	3	1	47	2	0	0	0	0	-1	255,412	217,382	250,549	31,370	-4,020	107,239	5,130	4,647	949	4,391	146,216	60,686	1
3,973	240,000	1	2	2	35	-1	-1	-1	-1	-1	0	8,602	18,703	643	11,455	1,326	663	18,718	646	11,478	1,329	3	1,322	0
3,974	360,000	1	1	2	29	-1	-1	-1	-1	0	-1	1,360	7,995	-7	3,651	2,085	1,102	8,035	0	3,658	10	1,107	584	0
3,975	340,000	1	1	2	36	0	0	0	0	0	0	11,951	16,332	20,391	22,104	26,361	34,333	5,000	5,012	5,000	5,006	10,010	10,000	0
3,976	290,000	2	1	2	48	0	0	0	0	0	-1	74,864	36,317	34,491	29,657	9,134	2,383	1,411	1,200	593	200	5,637	0	0
3,977	50,000	2	2	2	25	2	0	0	0	0	-1	48,690	49,347	16,002	6,120	3,910	299	1,692	1,033	122	78	299	9,292	0
3,978	310,000	2	2	1	41	-1	-1	-1	-1	-1	-1	530	7,233	4,158	8,408	542	2,314	7,233	4,318	8,408	542	2,314	648	0
3,979	10,000	1	2	2	22	0	0	0	0	0	0	9,358	7,926	9,310	9,500	9,700	10,000	1,216	2,800	190	200	300	0	0
3,980	260,000	2	1	2	31	0	0	0	0	0	0	181,679	187,642	190,152	186,696	188,632	190,948	8,900	7,200	6,800	7,100	7,200	6,500	0
3,981	180,000	2	3	2	26	0	0	0	0	0	0	71,702	66,234	57,253	53,736	46,213	39,701	2,950	2,200	2,000	5,000	2,000	2,300	1
3,982	20,000	1	3	2	26	-1	-1	-1	-2	-2	-2	96	780	0	0	0	0	1,560	0	0	0	0	0	0
3,983	360,000	2	1	2	28	-2	-2	-2	-2	-2	-2	2,400	2,500	0	0	0	0	2,500	0	0	0	0	0	0
3,984	80,000	2	1	1	30	0	0	0	0	0	2	65,622	67,265	67,382	51,958	55,196	54,235	3,300	2,100	2,000	4,000	0	3,000	0
3,985	450,000	2	2	1	44	0	0	0	0	0	0	10,716	12,254	12,815	17,782	9,074	8,490	8,000	5,000	7,000	3,000	2,000	1,626	0
3,986	30,000	2	2	2	22	0	0	0	0	0	0	30,190	28,985	28,724	29,357	30,188	26,316	1,532	2,169	1,000	1,200	2,000	1,500	1
3,987	500,000	1	1	1	39	0	0	0	0	-1	-1	26,501	21,340	11,003	1,848	1,116	927	1,261	5,901	46	1,121	947	201,323	0
3,988	210,000	2	1	1	34	0	0	0	0	0	0	146,756	150,057	153,238	156,384	160,056	163,188	5,500	5,510	5,500	6,000	6,000	6,000	0
3,989	300,000	1	3	2	64	-1	-1	-1	-1	-1	-1	1,068	1,168	1,005	1,372	1,610	1,355	1,168	1,005	1,372	1,610	1,355	1,426	0
3,990	100,000	1	4	1	52	0	0	0	0	0	0	90,939	83,090	63,145	56,962	52,385	22,543	3,467	2,000	1,476	4,992	808	1,000	1
3,991	240,000	1	1	1	47	1	2	2	2	2	2	138,103	134,976	137,251	144,457	147,604	145,071	500	6,000	11,000	5,600	0	11,077	1
3,992	50,000	2	2	2	56	0	0	-1	0	0	-1	30,121	31,295	19,100	18,900	0	3,900	2,295	19,100	0	0	3,900	0	0
3,993	20,000	1	2	2	22	3	2	2	3	2	2	17,710	17,137	19,830	19,240	18,419	20,126	0	3,000	0	0	2,000	0	1
3,994	110,000	2	2	2	23	0	0	0	0	-1	0	1,877	2,507	1,320	1,270	63,697	51,866	1,000	1,000	100	63,697	2,427	2,050	1
3,995	200,000	1	1	3	43	-1	-1	-1	-1	-1	0	9,873	-709	10,291	0	582	291	0	11,000	0	873	0	291	0
3,996	220,000	1	3	2	33	1	-1	-1	0	0	0	-117	487	2,879	4,483	6,087	-273	1,000	3,000	2,000	2,000	0	2,000	0
3,997	50,000	2	2	2	43	0	0	0	0	0	0	9,784	11,578	7,384	13,479	6,734	6,801	2,303	2,095	500	1,000	500	500	1
3,998	60,000	1	2	2	26	0	0	0	0	0	0	40,171	37,274	30,203	30,809	33,323	33,190	1,491	2,000	1,092	3,000	1,353	2,000	0
3,999	20,000	2	1	2	23	2	2	2	2	2	2	9,736	12,759	12,459	12,957	13,104	12,744	3,500	200	1,000	500	0	1,000	1
4,000	170,000	1	2	2	39	-1	-1	-1	0	-1	2	2,429	8,054	4,380	316	6,131	5,612	8,077	4,380	0	6,131	0	3,000	1

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