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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
26,001	50,000	2	2	1	41	0	0	0	0	0	0	22,824	22,664	5,631	5,933	6,433	6,828	1,100	1,100	1,100	600	500	300	0
26,002	110,000	2	2	1	31	-1	2	2	-1	-1	-1	832	832	416	416	416	416	416	0	416	416	416	416	1
26,003	280,000	2	2	2	46	0	0	2	2	0	0	29,523	154,398	151,984	47,851	49,374	50,198	126,000	3,000	0	3,000	2,000	2,000	0
26,004	160,000	2	1	2	32	-1	-1	-1	-1	-1	-1	9,441	5,714	5,030	3,181	4,998	1,250	5,726	5,037	3,182	5,000	1,252	749	0
26,005	320,000	2	2	1	35	-1	-1	-1	-1	0	0	2,276	6,626	11,131	13,824	17,992	15,250	6,626	12,446	17,746	6,000	5,749	928	1
26,006	300,000	2	1	2	30	-1	-1	-1	2	-1	-1	452	-6	835	665	2,386	456	3	1,466	70	2,397	457	1,003	1
26,007	300,000	2	2	2	30	0	0	0	-2	-2	-1	133,115	41,300	0	0	0	2,538	2,300	0	0	0	2,538	47,473	1
26,008	100,000	2	2	2	31	0	0	0	0	0	2	99,259	76,288	77,919	79,597	88,685	87,773	2,750	2,854	3,000	10,400	600	4,254	0
26,009	100,000	2	2	1	39	-2	-2	-2	-2	-2	-2	1,884	0	0	0	0	0	0	0	0	0	0	0	0
26,010	110,000	2	2	1	33	0	0	0	0	0	0	15,605	20,649	22,397	23,305	25,341	30,584	5,649	2,397	1,305	2,341	5,584	1,388	0
26,011	400,000	2	2	1	39	-2	-2	-2	-2	-2	-2	52,306	3,638	11,649	24,140	5,803	5,937	3,656	11,713	24,265	7,832	5,966	9,363	0
26,012	20,000	2	2	1	35	0	0	0	0	0	0	15,284	15,303	14,724	15,055	13,389	11,924	6,230	1,500	1,500	500	1,200	454	0
26,013	50,000	2	1	2	27	2	3	2	2	2	2	12,250	11,761	12,476	11,979	12,880	12,531	0	1,200	0	1,100	0	1,200	1
26,014	310,000	2	1	2	28	0	0	0	0	0	0	269,832	261,818	234,621	242,570	246,073	248,376	15,327	10,000	12,000	9,019	10,024	15,040	0
26,015	80,000	2	2	2	44	0	0	0	0	0	0	75,901	74,911	72,172	73,674	73,532	75,192	3,500	3,205	3,300	3,000	3,000	3,300	0
26,016	120,000	2	3	1	43	0	0	0	0	0	0	116,032	114,987	117,491	118,513	75,278	77,070	4,201	5,001	4,134	2,700	3,000	5,030	0
26,017	200,000	2	1	1	39	-1	-1	-1	-1	0	0	11,399	395	5,094	9,204	9,403	4,602	400	9,500	9,250	5,000	0	5,000	0
26,018	100,000	2	2	1	44	-1	-1	-1	-1	-1	-1	9,242	181	1,782	1,338	768	2,643	181	1,794	1,338	768	2,643	0	0
26,019	210,000	2	2	2	37	0	0	0	0	0	0	206,157	212,566	190,867	195,323	156,651	135,493	10,000	20,000	8,000	10,000	4,416	10,000	0
26,020	60,000	2	1	1	33	-1	0	-1	-1	-1	0	14,932	12,840	390	390	780	390	5,000	10,390	390	780	0	390	0
26,021	130,000	2	2	1	38	-1	-1	-1	-1	-1	-1	929	2,876	423	2,149	463	2,218	2,876	423	2,149	463	2,218	10,346	0
26,022	150,000	2	3	2	33	-2	-1	-1	-1	-1	-1	1,879	69,842	2,777	945	-5	1,951	69,842	2,785	947	0	1,956	900	0
26,023	220,000	2	2	1	44	2	2	0	0	0	0	195,375	185,993	184,568	168,683	158,742	161,499	10	8,304	7,356	5,300	5,550	5,050	0
26,024	140,000	2	2	1	40	0	0	0	0	0	0	98,221	97,548	98,457	102,811	104,605	106,917	3,600	5,000	6,000	5,000	4,000	10,000	0
26,025	50,000	2	2	2	31	0	0	0	0	0	0	77,962	48,095	50,383	48,987	48,793	48,328	3,000	3,387	1,637	1,231	3,356	636	0
26,026	90,000	2	3	1	41	0	0	0	0	0	0	2,833	6,003	7,598	5,036	4,750	3,007	5,000	3,500	4,500	4,300	0	1,500	0
26,027	500,000	2	1	2	37	0	0	0	0	0	0	20,181	21,197	23,839	24,869	27,437	31,957	1,358	3,000	1,432	3,000	5,000	5,000	0
26,028	300,000	2	3	1	28	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	1
26,029	260,000	2	1	1	40	-1	-1	-1	-1	-1	-1	63,273	49,857	75,036	96,787	16,576	6,844	49,857	75,038	96,793	16,576	6,844	8,954	0
26,030	130,000	2	3	1	42	-1	-1	-1	0	0	-2	2,551	0	59,892	60,000	0	0	0	59,892	1,200	0	0	0	1
26,031	200,000	2	1	2	28	-1	-1	-1	-1	-1	-1	6,023	3,621	2,659	1,708	1,629	13,037	3,632	2,659	1,708	1,629	13,037	450	0
26,032	290,000	2	2	2	29	0	0	0	0	0	0	7,324	8,174	8,389	8,770	9,145	10,016	1,130	1,502	1,300	500	1,000	1,001	0
26,033	650,000	2	1	2	29	1	-1	-1	-1	0	0	21,289	518	216	2,482	5,178	5,506	3,000	1,000	2,500	3,500	4,000	3,000	0
26,034	230,000	2	1	2	27	0	0	0	0	-1	-1	11,406	10,097	4,600	3,234	4,696	7,062	5,097	1,060	1,000	4,696	7,062	10,898	0
26,035	230,000	2	1	1	30	2	0	0	0	0	0	63,064	62,725	61,465	57,637	58,172	57,560	2,800	2,158	2,610	2,022	2,064	2,038	1
26,036	200,000	2	2	2	31	0	0	0	0	0	0	203,265	203,147	203,017	203,109	203,494	203,920	7,471	7,848	8,957	8,000	7,775	7,341	0
26,037	400,000	2	2	2	32	0	0	0	0	0	0	234,779	240,496	247,813	253,726	258,120	10,002	5,784	7,395	7,506	6,000	2,000	2,000	0
26,038	490,000	2	2	1	30	0	0	0	0	0	0	195,330	200,768	206,026	203,938	198,453	200,496	8,683	10,021	8,017	16,270	6,599	6,024	0
26,039	360,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,040	230,000	2	1	2	33	-2	-2	-2	-2	-2	-2	5,869	11,556	156	2,403	1,546	7,915	11,556	156	2,403	1,546	7,915	0	0
26,041	290,000	2	2	2	34	0	0	0	0	0	0	285,484	286,091	286,785	285,345	239,389	231,420	10,220	11,231	10,269	8,500	10,000	10,000	0
26,042	200,000	2	1	2	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	17,000	0
26,043	360,000	2	2	1	34	-1	0	0	0	0	0	42,720	22,303	17,959	11,933	8,371	11,196	1,430	4,987	3,966	5,081	6,605	1,511	0
26,044	10,000	2	3	1	42	2	2	2	2	0	0	7,587	7,920	10,153	8,999	9,999	0	1,000	2,374	0	1,000	0	0	1
26,045	180,000	2	2	2	33	-2	-2	-2	-2	-2	-2	11,281	3,405	22,630	7,777	3,089	8,429	3,411	22,657	7,777	3,089	8,429	6,706	0
26,046	230,000	2	3	1	47	-1	-1	-1	-1	-1	-1	6,200	5,482	15,900	1,678	0	764	5,482	15,900	1,678	0	764	0	0
26,047	340,000	2	1	2	35	-2	-2	-2	-2	-2	-2	732	1,604	-1,294	12,797	890	2,313	1,618	27	20,072	903	2,313	156,590	0
26,048	170,000	2	3	1	44	0	0	0	0	0	-1	150,692	152,861	156,393	147,611	28,697	107,142	6,936	8,266	5,792	662	108,927	4,154	0
26,049	50,000	2	3	2	42	0	0	0	0	0	0	48,926	49,759	48,803	46,472	19,766	19,761	2,019	2,063	2,217	705	725	927	0
26,050	170,000	2	2	1	37	-1	0	0	0	0	0	168,719	166,207	158,403	146,324	118,981	113,666	7,000	7,000	6,011	5,000	6,000	9,000	0
26,051	160,000	2	2	1	49	-1	-1	2	0	0	2	16,982	21,353	20,723	21,873	25,999	26,377	4,980	0	1,500	4,520	939	0	0
26,052	280,000	2	3	1	46	0	0	0	0	0	0	100,858	107,768	111,858	83,428	73,908	81,908	7,768	5,000	10,000	0	8,000	0	0
26,053	140,000	2	2	2	38	0	0	0	0	0	0	135,034	133,283	132,765	123,208	97,154	97,687	4,729	5,434	4,751	3,500	3,500	3,800	0
26,054	520,000	2	1	1	43	0	0	0	0	0	0	146,124	145,785	147,972	157,115	196,804	21,550	6,024	18,069	30,000	46,805	21,550	1,287	0
26,055	140,000	2	2	2	29	0	0	0	0	0	0	25,973	53,098	54,760	55,568	27,922	46,108	30,000	24,000	11,200	10,000	34,762	26,447	0
26,056	130,000	2	1	2	26	-2	-2	-2	-2	-2	-2	1,016	0	0	0	402	0	0	0	0	402	0	2,054	0
26,057	100,000	2	1	2	27	0	0	0	0	0	0	58,127	60,155	61,685	70,611	70,198	72,075	3,000	2,500	10,000	2,505	3,000	3,420	0
26,058	50,000	2	3	1	27	2	0	0	0	2	0	11,275	37,651	38,498	40,644	39,731	35,657	27,234	1,754	2,900	0	1,265	832	1
26,059	130,000	2	2	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,060	200,000	2	1	1	39	-1	-1	-1	-1	-1	-1	25,149	14,963	9,308	3,060	6,016	3,480	15,084	9,354	3,082	6,046	3,497	3,514	0
26,061	280,000	2	1	2	28	-1	2	-1	-1	-1	2	5,432	2,146	1,688	1,226	6,394	1,626	0	1,688	1,226	7,000	0	3,146	0
26,062	240,000	2	1	2	29	-2	-2	-2	-2	-2	-2	28,438	29,923	7,655	23,918	265,852	2,225	29,923	7,655	23,925	265,852	2,225	13,478	0
26,063	90,000	2	1	1	29	2	2	2	2	2	2	42,815	41,826	45,136	46,098	45,059	79,127	0	4,000	2,000	0	35,000	3,000	0
26,064	250,000	2	1	2	29	0	0	0	0	0	0	98,925	103,213	87,836	90,577	65,268	63,019	9,000	7,000	9,000	8,000	8,000	8,000	0
26,065	210,000	2	1	2	29	-1	-1	-1	-1	0	0	1,383	484	971	3,764	2,221	266	484	980	4,000	266	0	1,913	0
26,066	90,000	2	2	1	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,067	180,000	2	5	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,068	500,000	2	5	1	32	0	0	0	0	-1	-1	139,255	52,757	24,273	9,508	23,294	2,235	2,040	1,292	9,555	23,310	2,244	2,156	0
26,069	240,000	2	1	1	32	-2	-2	-2	-2	-2	-2	6,101	1,202	3,227	4,039	1,776	1,513	1,205	3,236	4,051	1,781	1,517	3,630	0
26,070	50,000	2	2	2	31	0	0	0	0	0	2	21,704	22,741	23,867	25,464	27,348	26,774	1,400	1,500	2,000	2,620	0	1,164	0
26,071	400,000	2	1	2	32	0	0	0	0	0	0	46,782	48,075	48,815	49,831	50,821	51,884	2,036	1,776	1,792	1,782	1,844	1,856	0
26,072	230,000	2	1	2	33	1	2	-1	0	-1	0	4,213	1,922	5,346	6,971	10,707	15,392	0	5,500	4,000	11,000	5,000	5,000	1
26,073	400,000	2	3	2	31	1	2	0	0	0	0	79,403	55,340	62,303	63,928	52,882	48,387	3	10,000	10,023	20,000	5,000	20,000	0
26,074	80,000	2	2	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,075	160,000	2	2	2	37	-2	-1	-1	-1	-1	-1	7,596	898	850	1,729	5,696	0	920	852	1,759	5,707	0	0	0
26,076	430,000	2	1	1	38	1	-1	-1	-2	-2	-1	-469	215	-101	-1,217	-2,333	2,351	1,000	0	0	0	5,000	12,000	0
26,077	90,000	2	2	1	34	1	2	2	-1	-1	-1	8,021	7,780	0	9,281	0	340	77	0	9,281	0	340	0	0
26,078	80,000	2	3	1	35	0	0	0	0	0	0	63,436	49,544	50,418	51,810	28,964	13,059	2,096	1,970	2,355	1,500	1,000	646	0
26,079	210,000	2	2	2	36	1	-2	-2	-2	-1	0	0	0	212	3,066	13,206	10,583	0	212	3,066	13,206	212	0	0
26,080	310,000	2	2	1	46	-2	-2	-2	-2	-2	-2	53,474	11,913	6,629	34,342	1,900	5,807	11,919	6,629	17,171	3,800	5,807	1,380	0
26,081	500,000	2	2	1	39	0	-1	-1	-1	-2	-2	11,712	523	1,543	0	0	0	523	1,543	0	0	0	0	0
26,082	70,000	2	3	2	38	0	0	0	0	0	0	34,240	34,913	26,583	23,593	15,114	11,222	2,000	2,000	1,000	500	500	2,000	0
26,083	20,000	2	2	1	36	1	2	2	2	2	2	16,161	17,596	17,031	19,715	19,806	18,747	2,000	0	3,300	700	0	1,200	0
26,084	210,000	2	2	1	44	-2	-2	-2	-2	-2	-2	0	4,098	0	0	0	0	4,098	0	0	0	0	0	1
26,085	170,000	2	3	1	40	0	0	0	0	0	0	166,305	169,764	168,441	171,664	112,130	114,561	7,800	8,100	8,000	4,300	4,400	4,500	0
26,086	390,000	2	1	2	38	-1	-1	-1	-1	0	0	4,989	2,056	8,886	16,396	12,761	6,707	2,076	8,926	16,413	30	33	5,900	0
26,087	320,000	2	2	1	43	2	0	0	0	0	0	520,651	383,123	391,741	400,196	408,503	156,881	10,000	11,000	11,000	10,800	5,992	4,967	1
26,088	50,000	2	2	1	37	0	0	0	0	0	0	38,418	47,709	48,923	39,210	30,515	27,861	10,000	2,131	1,910	1,410	1,159	1,050	0
26,089	100,000	2	3	1	36	2	0	0	0	0	0	100,281	100,433	99,744	101,882	101,116	97,283	5,000	5,000	7,900	4,000	4,000	30,300	0
26,090	220,000	2	1	1	39	-1	-1	-1	-1	-1	-1	2,342	1,120	5,707	2,021	15,441	7,661	1,122	5,738	2,041	15,516	7,697	2,916	0
26,091	300,000	2	1	1	38	-1	0	0	0	0	0	15,230	16,212	17,239	18,237	18,600	17,939	1,222	1,249	1,247	610	611	616	0
26,092	160,000	2	2	1	40	-1	-1	-2	-2	-2	-2	6,102	0	0	0	0	0	0	0	0	0	0	0	0
26,093	200,000	2	3	1	45	0	0	0	0	0	-1	54,721	52,285	48,615	41,322	0	4,300	2,209	2,109	10,006	0	4,300	1,191	0
26,094	240,000	2	1	1	43	-1	-1	-1	-1	-1	-1	7,994	20,487	27,770	22,920	4,779	7,640	20,487	27,783	22,920	4,952	7,640	14,003	0
26,095	90,000	2	1	2	27	2	2	0	0	0	0	28,206	27,459	28,514	29,733	30,138	33,248	0	1,800	2,000	1,200	3,600	0	1
26,096	50,000	2	2	1	46	-2	-1	-1	0	-1	-1	4,640	2,720	26,461	11,882	280	290	2,720	26,461	1,034	280	300	1,535	0
26,097	210,000	2	1	1	46	-2	-2	-2	-2	-2	-2	0	477	971	0	386	0	477	972	0	386	0	0	0
26,098	290,000	2	2	1	33	-2	-1	0	0	0	0	11,303	17,493	21,036	17,391	16,348	-209,051	17,654	11,068	7,600	3,352	6,104	261,883	0
26,099	160,000	2	2	2	37	2	2	2	2	2	2	144,255	147,333	143,786	151,842	147,962	156,921	6,900	200	12,000	0	11,500	5,811	0
26,100	200,000	2	1	1	31	-1	-1	-1	0	0	-1	11,715	5,209	10,634	10,982	1,966	4,883	5,289	10,641	2,011	9	4,890	15	0

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