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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
2,901	20,000	1	1	1	29	0	0	0	-1	-1	-1	16,961	16,365	9,342	556	19,967	1,742	2,000	1,139	556	20,191	1,742	0	0
2,902	210,000	1	1	1	39	-1	-1	2	2	-1	2	3,391	775	450	125	800	325	1,000	0	0	1,000	0	650	0
2,903	30,000	2	2	2	33	0	0	0	0	0	0	25,498	26,149	26,716	26,918	27,089	26,277	1,451	1,408	1,000	964	1,136	716	1
2,904	60,000	2	3	1	36	1	2	2	0	0	0	47,987	48,716	47,632	48,738	49,601	52,773	1,788	0	1,894	1,801	3,997	0	1
2,905	110,000	1	2	1	49	0	0	0	0	0	0	75,565	64,833	48,586	48,430	48,150	48,271	4,009	5,000	2,000	2,000	2,000	1,800	0
2,906	130,000	1	1	2	32	-1	-1	-1	-2	-2	-1	32,236	41,510	-1,523	-1,523	-1,523	48,477	10,000	0	0	0	50,000	5,000	0
2,907	500,000	2	1	2	38	0	0	0	0	0	0	74,615	74,399	68,761	70,260	70,143	68,506	4,010	6,720	5,000	5,000	4,000	5,000	0
2,908	500,000	1	2	1	38	0	0	0	-1	-1	-1	499,231	511,629	-311	6,391	420	7,619	22,600	501	6,892	421	7,695	8,679	1
2,909	100,000	1	2	2	35	-1	2	2	-1	-1	2	8,102	10,252	5,607	59,265	62,554	55,392	2,500	0	59,265	4,100	2,500	0	1
2,910	220,000	1	1	2	25	0	0	-1	0	-1	2	29,664	5,995	8,419	6,523	508	370	1,018	8,424	20	878	1	3,046	0
2,911	50,000	1	2	2	40	0	0	0	0	0	0	40,561	97,214	48,890	8,694	8,876	9,052	18,280	2,284	311	322	323	334	0
2,912	500,000	1	1	1	49	-1	-1	-1	-1	-1	-1	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	1,320	0
2,913	50,000	2	1	2	29	-1	-1	-1	0	-1	-1	2,459	2,471	6,015	5,625	3,056	2,439	2,471	6,015	0	3,056	2,439	3,026	1
2,914	200,000	2	1	1	45	-2	-2	-2	-2	-2	-2	1,417	12,643	3,977	0	2,500	199	12,660	3,977	0	2,500	199	2,944	0
2,915	320,000	2	2	2	50	-1	0	-1	-1	-1	-1	5,714	7,870	342	-6	1,252	0	3,000	342	2	1,500	0	10,701	0
2,916	450,000	1	2	2	29	1	2	0	0	0	-1	16,524	12,624	11,239	10,569	3,868	5,000	676	1,204	264	19	5,000	0	0
2,917	20,000	1	3	2	26	8	7	6	5	4	3	43,340	42,619	35,381	31,539	27,409	23,567	0	0	0	0	0	300	0
2,918	310,000	2	2	1	44	-1	-1	-2	-2	-2	-2	500	0	0	0	0	0	0	0	0	0	0	0	0
2,919	120,000	2	2	2	23	0	0	0	0	0	0	100,727	96,551	69,676	44,879	43,532	44,467	4,324	3,234	1,448	1,400	1,400	1,400	1
2,920	200,000	2	2	1	48	0	0	0	0	0	0	354,304	303,188	153,179	156,229	159,708	163,051	8,000	5,600	5,600	6,000	6,000	7,200	0
2,921	50,000	1	3	1	53	0	0	0	0	0	0	49,466	50,544	25,381	9,652	9,464	9,248	2,442	1,669	330	1,342	330	430	0
2,922	130,000	1	3	1	48	0	0	0	-2	-2	-1	100,522	102,650	0	0	0	6,163	4,650	0	0	0	6,163	66,564	0
2,923	50,000	2	2	2	23	0	0	0	0	0	0	25,421	26,704	26,952	15,673	13,903	27,775	2,000	1,000	3,400	1,500	25,298	3,961	0
2,924	130,000	1	2	2	26	0	0	0	2	2	0	16,435	17,166	19,478	19,862	19,403	21,070	1,300	2,600	1,000	0	2,000	2,000	1
2,925	50,000	2	2	2	42	0	0	0	0	-1	-1	50,221	49,664	49,611	2,190	19,769	19,335	2,215	1,462	248	20,787	21,402	522	0
2,926	30,000	1	2	2	32	2	0	0	0	0	0	17,287	14,493	17,240	19,934	22,441	24,899	3,000	3,000	3,000	3,000	3,000	0	0
2,927	30,000	2	2	1	34	2	2	2	2	2	2	24,014	25,891	27,385	27,834	28,241	28,130	2,274	2,217	1,200	1,000	500	2,000	1
2,928	160,000	1	1	2	34	-1	-1	-1	-1	-1	-1	390	390	390	520	540	390	390	390	520	560	390	0	1
2,929	50,000	1	1	2	27	0	0	0	0	2	0	43,341	44,442	45,408	48,279	47,406	48,553	1,800	1,729	3,600	0	2,055	2,100	0
2,930	80,000	2	2	2	28	0	-1	-1	0	0	0	18,112	8,857	69,841	59,075	58,998	61,038	10,084	79,200	2,108	2,200	3,006	2,523	0
2,931	60,000	2	2	2	25	0	0	0	0	0	0	50,269	47,809	42,769	38,855	38,768	38,846	4,749	1,621	1,400	1,395	1,500	1,795	0
2,932	230,000	2	1	2	27	1	2	0	0	-1	-1	46,628	45,253	10,507	6,742	4,387	1,670	0	1,000	135	4,387	1,670	2,798	0
2,933	390,000	2	1	2	30	0	0	0	0	0	0	86,124	89,129	90,294	92,243	94,186	97,562	4,300	3,437	3,346	3,475	5,000	10,005	0
2,934	110,000	2	2	1	28	0	0	0	0	0	0	3,242	4,095	4,296	5,043	5,194	6,110	1,300	1,054	1,000	1,000	1,000	1,500	0
2,935	50,000	1	1	2	24	1	-2	-2	-2	-2	-1	0	0	0	0	0	181	0	0	0	0	181	1,685	0
2,936	20,000	2	2	1	35	1	2	2	-2	-2	-2	22,382	20,650	-15,000	-15,000	-15,000	-15,000	0	0	0	0	0	0	1
2,937	100,000	1	2	2	29	0	0	0	-2	-2	-2	65,324	11,860	0	0	0	0	2,106	0	0	0	0	0	0
2,938	70,000	2	3	1	33	0	0	0	0	0	0	32,405	22,484	23,169	23,337	18,265	18,001	10,580	8,009	10,004	5,000	5,000	5,000	0
2,939	150,000	1	2	1	31	2	2	0	0	0	0	156,286	148,841	134,757	85,874	84,665	78,130	57	6,203	2,819	3,109	2,842	3,024	0
2,940	390,000	1	1	2	31	0	0	0	0	0	0	19,469	17,227	17,400	19,180	20,036	4,071	2,227	2,400	2,180	1,036	2,071	3,291	0
2,941	50,000	1	2	1	22	0	0	0	-1	-1	0	47,559	50,463	49,094	1,884	19,792	19,809	3,690	2,500	942	19,792	727	792	0
2,942	90,000	1	2	2	26	2	2	-1	2	0	0	121,368	102,385	91,591	66,033	70,654	121,966	0	95,800	0	6,000	3,000	3,000	0
2,943	290,000	2	2	2	30	0	0	0	-1	0	0	288,994	296,230	158,127	234,456	236,813	211,237	12,549	7,003	234,456	9,500	7,592	7,626	1
2,944	20,000	1	2	2	24	0	0	2	0	0	0	19,401	20,610	19,682	19,593	20,001	19,466	3,232	0	815	858	832	560	0
2,945	90,000	2	1	2	28	0	0	2	2	2	2	87,916	87,459	88,183	91,204	89,687	91,060	5,800	5,400	5,804	0	6,700	0	1
2,946	260,000	1	3	2	48	0	0	0	0	0	0	266,762	268,508	266,858	194,413	189,687	162,473	11,500	10,000	5,731	5,654	5,275	4,000	0
2,947	90,000	2	2	2	26	0	0	0	0	0	0	92,472	92,518	91,504	91,706	91,801	91,753	4,600	4,100	3,900	4,000	3,700	3,700	0
2,948	100,000	2	2	2	27	3	2	0	0	-1	-1	104,489	101,123	101,600	17,046	1,075	1,442	0	4,384	341	1,075	1,442	1,396	1
2,949	150,000	2	1	2	31	0	0	0	0	0	0	126,419	128,887	134,208	139,551	134,321	104,513	7,000	12,440	10,000	5,000	5,000	10,000	0
2,950	60,000	2	2	1	46	0	0	0	0	0	0	60,987	60,832	50,469	40,564	40,601	40,467	2,145	1,612	1,404	1,442	1,445	1,389	0
2,951	80,000	1	2	1	42	2	0	0	0	0	0	80,586	77,960	79,804	75,299	76,933	78,953	3,000	3,200	3,000	3,400	3,300	3,500	0
2,952	80,000	2	2	1	24	-1	-1	-1	-1	-1	-1	15,621	3,760	1,368	0	1,421	0	3,768	1,368	0	1,421	0	0	0
2,953	30,000	2	2	1	26	1	2	0	0	0	0	30,349	29,580	30,121	12,787	6,840	2,250	0	1,200	256	137	45	0	0
2,954	20,000	1	2	1	38	-1	-1	-1	-1	-1	-1	2,638	3,016	3,274	7,028	1,839	2,985	3,016	3,282	7,055	1,839	2,985	4,988	0
2,955	50,000	1	2	2	24	0	0	-2	-2	-2	-2	34,500	0	0	0	0	0	0	0	0	0	0	0	0
2,956	250,000	2	1	2	37	0	0	-1	-1	-1	-1	43,971	32,009	13,346	9,163	8,338	17,793	1,007	13,346	9,163	8,338	18,618	1,763	0
2,957	50,000	2	1	2	22	0	0	0	0	0	0	41,940	41,811	35,920	19,987	18,971	18,654	1,748	1,253	2,504	1,004	1,509	4,495	1
2,958	120,000	2	3	2	32	0	0	-1	-1	-1	2	5,152	4,529	890	890	3,040	1,000	1,015	890	890	3,040	0	1,580	0
2,959	20,000	2	2	1	36	1	-2	-2	-2	-2	-2	-25	-25	-25	-25	-25	-25	0	0	0	0	0	0	0
2,960	280,000	2	3	2	33	-1	-1	-1	-1	-1	-1	2,186	2,186	2,184	2,542	2,186	2,109	2,196	2,194	2,554	2,196	2,119	17,555	0
2,961	50,000	2	1	1	35	0	0	0	0	0	-1	46,532	46,624	45,438	39,527	7,997	462	3,000	1,200	9	500	462	1,500	0
2,962	360,000	1	3	2	49	-2	-2	-2	-2	-2	-2	348	7,963	198,840	390	390	390	8,047	200,222	1,044	390	390	343	0
2,963	100,000	1	1	2	32	-1	-1	-1	-1	2	-1	671	671	671	1,642	821	671	671	671	1,642	0	671	671	1
2,964	140,000	2	3	1	42	2	2	2	2	2	0	47,556	48,802	47,722	50,411	49,473	50,649	2,300	0	3,800	0	2,000	2,000	0
2,965	170,000	2	2	1	33	0	0	0	0	0	0	172,382	173,101	171,158	121,399	118,539	121,276	6,558	6,316	3,828	3,569	3,959	3,997	0
2,966	50,000	2	2	1	33	-1	0	0	0	0	0	25,658	26,539	27,507	28,299	12,012	8,923	1,700	2,080	3,000	1,000	1,000	1,000	0
2,967	50,000	1	3	1	46	0	0	0	0	0	0	49,083	27,822	28,702	29,119	29,240	28,664	1,463	1,733	1,150	1,480	1,200	3,135	0
2,968	120,000	1	2	1	47	-1	-1	-1	0	0	-1	2,486	151	2,853	2,896	1,149	1,758	260	5,753	1,153	3	1,759	4,084	1
2,969	170,000	2	2	2	38	0	0	0	0	2	2	86,401	88,991	91,571	94,045	97,965	101,176	3,991	4,071	4,000	5,600	5,000	4,000	0
2,970	380,000	1	2	1	43	-1	0	0	0	0	-2	195,221	188,328	192,624	149,860	59,256	61,039	8,000	8,263	7,127	4,000	3,000	2,500	0
2,971	400,000	2	3	1	37	0	0	0	0	0	0	76,917	79,075	81,864	83,747	85,487	88,315	4,000	4,000	3,000	3,000	4,000	4,000	0
2,972	50,000	2	1	2	30	0	0	0	0	0	0	30,145	26,212	17,354	18,157	18,952	14,036	5,000	2,000	1,000	1,000	1,000	1,000	0
2,973	440,000	2	2	1	42	1	-2	-2	-2	-2	-2	22,597	7,288	5,683	-20	-20	9,881	7,324	5,683	20	0	9,901	121,971	0
2,974	30,000	2	2	1	24	2	2	2	2	2	2	150	150	150	150	150	300	0	0	0	0	150	0	0
2,975	470,000	1	1	1	39	-1	-1	-1	-1	-1	-1	5,572	3,595	22,816	2,360	4,206	5,527	3,595	22,816	2,360	4,356	5,527	6,420	0
2,976	180,000	2	3	1	40	-1	-1	-2	-1	-1	-1	1,903	0	0	3,155	1,173	1,021	0	0	3,155	1,173	1,021	0	0
2,977	110,000	1	3	2	32	0	-1	-1	-2	-2	-2	34,000	223	0	0	0	0	223	0	0	0	0	0	1
2,978	300,000	1	1	2	25	0	0	0	0	0	0	76,918	41,773	31,180	19,507	18,169	18,533	4,103	1,427	600	1,200	2,500	18,000	0
2,979	120,000	2	1	2	31	-1	-1	-1	-1	-1	-1	325	325	325	325	325	1,866	325	325	325	325	1,866	325	0
2,980	220,000	1	1	2	33	-2	-2	-2	-2	-1	0	3,233	2,106	666	1,064	707	9,213	2,108	1,332	1,064	707	9,325	1,500	0
2,981	50,000	1	1	2	27	0	0	0	0	-1	-1	50,459	36,307	27,713	3,807	2,746	625	1,600	3,071	500	2,800	900	100	0
2,982	100,000	1	2	1	43	1	-2	-2	-2	-1	0	0	0	0	0	551	551	0	0	0	551	0	0	0
2,983	170,000	2	1	2	30	-2	-2	-2	-2	-2	-2	3,733	1,958	5,956	1,836	3,959	1,285	1,958	5,956	1,842	3,959	1,285	0	0
2,984	360,000	2	1	2	37	-1	-1	-1	-1	-1	-1	3,355	5,865	3,300	6,290	8,220	28,410	5,865	3,300	6,290	8,220	28,410	4,845	0
2,985	180,000	2	2	2	43	0	0	0	-2	-2	-1	4,819	5,240	999	495	1,776	79,785	1,010	1,003	496	1,781	81,032	3,600	0
2,986	120,000	1	2	2	27	0	0	0	0	0	0	33,474	29,029	26,523	20,554	19,348	17,439	1,789	2,037	659	802	640	513	0
2,987	210,000	1	3	2	32	-2	-1	-1	-1	-1	-1	1,649	1,000	0	1,761	675	752	1,000	0	1,761	675	752	1,104	0
2,988	60,000	1	2	1	56	0	0	0	0	0	0	28,842	30,371	31,556	32,345	33,663	34,945	2,000	2,000	1,315	2,000	2,000	2,000	1
2,989	130,000	1	2	1	40	0	0	0	0	0	0	20,733	14,261	22,242	18,265	21,546	32,411	7,261	12,272	10,265	11,546	12,411	10,000	0
2,990	50,000	2	3	1	36	0	-1	0	0	0	0	3,781	1,710	25,967	17,227	15,714	15,876	1,710	25,000	754	600	800	1,900	0
2,991	50,000	2	3	1	52	1	2	0	0	2	2	30,505	29,731	31,062	33,231	33,736	33,042	0	1,831	3,000	1,182	0	1,228	1
2,992	100,000	2	1	1	33	-1	-1	-2	-2	-2	-2	3,976	0	0	0	0	0	0	0	0	0	0	402	1
2,993	150,000	2	3	1	43	0	0	0	0	0	0	90,606	93,496	94,196	91,550	89,586	88,300	4,348	3,229	3,150	3,348	3,244	8,778	0
2,994	240,000	1	2	1	38	2	-1	-1	0	0	-1	6,848	836	2,508	1,672	836	563	836	2,508	0	0	563	1,090	1
2,995	120,000	1	2	3	38	-2	-2	-2	-2	-2	-2	7,787	3,495	1,706	-4	-4	-4	3,505	1,711	0	0	0	0	0
2,996	80,000	2	2	1	32	-1	-1	-1	-1	-1	-1	199	199	199	199	0	22,109	199	199	199	0	22,109	45,352	1
2,997	210,000	2	2	1	27	2	2	0	0	0	0	174,134	167,095	161,573	122,362	116,243	108,414	16	6,800	3,800	5,134	4,000	4,000	1
2,998	80,000	2	2	2	37	-1	2	-1	0	0	0	1,118	1,102	10,512	19,529	27,167	30,878	0	10,512	9,529	8,167	5,000	6,220	0
2,999	50,000	2	2	1	38	0	0	2	0	0	0	20,838	23,204	22,538	22,864	23,495	24,100	3,000	0	1,000	1,000	1,000	1,000	1
3,000	50,000	2	2	3	52	0	0	0	0	0	0	50,671	50,525	38,240	18,443	20,065	20,296	1,844	1,292	804	5,717	823	1,299	0

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