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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
5,901	80,000	1	2	1	53	0	0	0	-2	-2	-2	5,800	6,666	0	0	0	0	1,000	0	0	0	0	0	1
5,902	140,000	2	2	2	27	1	2	2	3	2	2	118,013	123,630	128,308	125,776	123,659	131,290	9,044	8,200	1,000	0	9,874	0	0
5,903	50,000	1	1	2	30	0	0	0	0	2	2	29,994	30,756	23,618	26,009	24,731	46,882	2,000	1,300	3,000	0	25,000	0	0
5,904	50,000	2	2	1	45	0	0	0	2	2	2	26,615	22,241	23,406	15,379	16,715	11,133	2,000	2,000	0	1,500	0	1,000	0
5,905	80,000	1	1	2	32	-1	-1	-2	-2	-2	-2	4,055	0	0	0	0	0	0	0	0	0	0	0	0
5,906	150,000	2	2	2	28	0	0	0	0	0	0	85,118	88,844	92,345	82,866	76,412	80,259	5,000	5,000	5,000	5,000	5,000	5,000	1
5,907	50,000	2	2	1	46	0	0	0	0	0	0	49,859	49,160	49,222	29,291	29,391	29,826	2,438	2,200	1,187	1,213	1,073	1,066	0
5,908	80,000	1	2	3	39	2	0	0	0	0	0	76,123	54,669	28,674	28,240	28,540	27,934	2,000	1,500	1,200	1,300	1,200	1,200	0
5,909	140,000	2	1	1	40	0	0	0	0	0	0	67,371	69,027	56,175	57,666	59,604	62,480	3,100	3,888	2,800	2,800	3,800	3,000	0
5,910	140,000	2	1	2	30	0	0	0	0	0	0	105,732	99,769	102,682	102,332	104,544	107,155	5,000	5,500	5,000	4,000	4,500	4,500	0
5,911	50,000	2	2	2	24	-1	-1	-1	-1	0	-1	1,580	306	995	1,055	102	2,110	306	995	1,055	0	2,110	0	0
5,912	30,000	2	2	2	24	0	0	2	0	0	0	25,111	27,558	26,552	27,703	28,128	28,859	3,551	0	1,902	1,022	1,200	1,200	0
5,913	230,000	1	2	2	32	0	0	0	0	0	0	171,111	164,406	76,691	76,952	77,577	78,017	7,468	3,000	2,723	2,810	2,793	2,860	1
5,914	150,000	2	2	2	26	0	0	0	0	0	0	94,347	96,358	99,230	98,285	102,743	103,062	5,000	4,500	4,500	6,000	5,000	5,000	0
5,915	200,000	2	2	1	53	-1	-1	-1	-1	-2	-1	5,059	0	16,556	0	0	47,140	0	16,556	0	0	47,140	0	0
5,916	110,000	2	1	1	41	2	2	7	7	7	7	150	150	150	150	150	150	0	0	0	0	0	0	0
5,917	150,000	2	2	1	44	0	0	0	0	0	0	17,723	19,440	14,945	12,966	14,882	8,105	2,019	2,020	2,000	2,000	2,000	1,000	0
5,918	200,000	2	3	1	46	-1	-1	-1	-1	-2	-2	1,207	5,590	2,500	0	0	0	5,590	2,500	0	0	0	0	1
5,919	180,000	2	3	2	33	1	-1	2	-1	-1	-2	0	199	199	580	0	0	199	0	580	0	0	0	0
5,920	90,000	2	1	2	29	-1	-1	-1	-1	0	0	6,146	6,193	0	3,199	1,888	0	6,198	200	3,199	0	0	0	0
5,921	200,000	2	1	2	30	-1	-1	-1	-1	-1	-1	105	271	588	111	305	432	271	588	111	305	432	0	1
5,922	230,000	2	2	1	45	-1	-1	-1	-1	0	0	107	107	1,741	107	107	0	107	1,741	214	0	0	0	0
5,923	80,000	1	1	2	29	-1	0	0	0	0	0	17,562	17,709	15,631	13,402	13,197	11,624	3,015	2,008	1,009	2,005	507	2,607	0
5,924	230,000	2	1	2	33	-1	-1	-2	-2	-2	-2	6,283	0	0	0	0	0	0	0	0	0	0	0	0
5,925	340,000	2	2	2	31	4	3	2	-1	-1	-1	581,775	572,677	384,060	304,508	247,178	228,349	0	0	1,000	4,320	287,982	8,007	1
5,926	290,000	2	2	1	53	-1	-1	-1	-1	-1	-1	1,538	199	1,440	1,017	3,798	4,898	199	1,440	1,017	3,798	4,898	5,034	0
5,927	60,000	2	3	1	41	0	0	0	0	0	0	55,773	55,953	55,562	55,063	54,819	55,195	2,627	2,700	2,500	2,300	3,000	2,500	0
5,928	320,000	2	1	2	29	0	0	-2	-1	-1	0	12,130	0	0	364	16,177	16,706	0	0	364	16,177	800	650	1
5,929	200,000	2	2	2	25	-2	-2	-1	-1	0	-1	22,701	7,940	9,855	24,091	24,583	7,354	0	10,145	24,091	492	7,354	9,694	0
5,930	50,000	2	3	1	54	0	0	0	0	0	0	16,648	16,200	15,622	14,277	12,930	11,657	1,588	1,483	611	458	403	351	0
5,931	50,000	1	3	2	24	4	3	2	2	2	0	27,226	26,508	26,976	27,206	26,631	27,185	0	1,200	968	0	998	1,479	1
5,932	230,000	2	2	1	43	0	0	0	0	0	0	84,821	87,055	87,601	89,762	92,735	95,768	4,293	4,162	5,000	5,000	5,000	5,000	0
5,933	130,000	2	1	2	29	0	0	3	3	2	0	106,271	119,728	121,140	117,767	115,640	116,062	15,107	5,000	0	0	4,200	5,000	0
5,934	80,000	2	3	1	39	-1	-1	-1	-1	-1	-1	715	2,012	3,550	7,529	0	3,228	2,012	3,550	7,529	0	3,228	0	0
5,935	120,000	2	1	2	31	0	0	0	0	0	2	82,683	83,075	75,735	62,511	62,179	60,981	4,445	4,020	3,000	5,700	0	2,500	0
5,936	200,000	2	2	1	34	0	0	0	-1	-1	-2	4,798	4,490	5,366	2,141	0	0	1,125	1,000	2,141	0	0	0	0
5,937	300,000	1	3	2	34	-1	-1	-1	-1	-1	-1	4,741	3,767	10,436	9,650	4,198	0	3,767	10,436	9,856	4,198	0	0	0
5,938	200,000	2	2	1	36	-1	-1	-1	-1	-1	-1	1,070	4,078	1,099	1,099	1,099	1,099	4,107	1,099	1,099	1,099	1,099	1,099	0
5,939	80,000	2	2	1	46	0	0	0	0	0	0	34,494	35,930	37,326	38,203	39,580	40,920	2,000	2,000	1,500	2,000	2,000	2,000	0
5,940	80,000	2	3	2	32	1	-1	-1	-1	0	0	-137	41,873	11,047	9,258	3,100	814	42,010	11,047	9,300	0	0	4,032	0
5,941	60,000	2	1	2	25	0	0	0	0	0	0	51,907	52,997	53,559	54,716	54,533	58,085	1,935	2,000	2,000	2,000	6,000	0	0
5,942	30,000	2	2	1	30	0	0	0	2	0	0	25,156	25,949	28,478	27,754	28,186	30,240	1,500	3,000	0	1,001	2,500	1,200	0
5,943	300,000	2	2	1	42	-1	-1	-1	-1	-1	-1	38,913	319	8,157	21,228	326	1,518	319	8,157	21,228	326	1,518	47,374	0
5,944	100,000	2	1	1	38	0	0	0	0	0	0	66,762	68,566	65,132	48,738	51,020	51,948	5,000	2,436	3,000	3,000	2,000	3,000	0
5,945	290,000	2	1	2	31	0	0	0	0	0	-1	44,193	15,950	15,315	14,199	9,681	162	1,380	1,212	284	5,000	162	380	0
5,946	270,000	1	0	2	39	1	-1	-1	-1	-1	-2	0	10,193	69,553	18,607	0	0	10,193	70,213	19,008	399	0	0	0
5,947	70,000	2	2	2	24	0	-1	0	0	0	-1	7,033	1,602	28,199	28,980	29,795	27,091	1,954	28,000	1,250	1,496	29,251	1,000	1
5,948	90,000	2	2	1	24	-2	-2	-2	-2	-2	-2	91,272	91,337	88,129	76,209	65,295	27,224	5,000	3,069	2,028	2,110	2,142	39,245	0
5,949	170,000	2	1	2	26	0	0	0	0	0	0	108,426	109,889	84,897	82,608	84,388	86,096	3,600	3,111	3,000	3,100	3,101	3,306	0
5,950	80,000	2	2	1	36	0	0	0	0	0	0	69,760	60,445	50,857	39,813	40,248	40,935	2,500	2,061	1,413	1,460	1,751	1,958	1
5,951	100,000	2	2	1	41	0	0	0	0	0	0	95,326	97,972	99,147	74,548	76,284	77,841	4,825	4,600	3,000	2,940	3,000	3,000	0
5,952	240,000	1	1	1	47	-2	-2	-2	-2	-2	-2	5,731	0	0	0	0	0	0	0	0	0	0	0	0
5,953	290,000	2	1	1	41	-1	-1	-1	-1	-2	-1	11,200	0	970	0	0	2,184	0	970	0	0	2,184	1,140	0
5,954	120,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
5,955	200,000	1	2	2	26	0	0	0	0	0	0	103,194	107,027	107,765	109,970	113,436	115,402	5,500	4,000	4,000	5,242	5,000	4,400	0
5,956	20,000	1	2	2	22	0	0	0	0	0	0	13,447	10,232	7,842	9,262	4,335	0	2,200	2,000	2,200	1,200	0	0	0
5,957	500,000	1	1	1	38	-1	-1	-1	-1	-1	-1	75,433	26,358	7,860	2,983	8,767	4,691	27,486	7,860	3,047	8,831	4,734	11,484	0
5,958	100,000	2	2	2	25	0	0	0	0	0	0	98,349	97,473	91,096	76,371	77,162	78,084	3,600	3,000	2,700	2,800	3,000	2,800	0
5,959	350,000	1	1	1	55	-1	-1	-1	-1	-1	-1	5,961	6,318	1,485	788	15,015	666	6,326	1,485	788	15,015	666	0	0
5,960	50,000	2	2	2	24	1	2	0	0	0	0	34,069	23,196	22,883	18,069	19,273	19,929	0	1,636	700	1,500	1,000	500	0
5,961	340,000	2	2	1	52	0	0	0	0	0	0	331,508	319,742	255,166	197,695	201,907	195,961	12,100	10,000	7,000	7,000	7,000	8,000	0
5,962	180,000	2	2	1	29	0	0	0	0	0	0	26,000	26,310	26,662	26,166	26,176	25,442	1,800	1,500	1,056	950	1,000	1,050	0
5,963	300,000	2	1	1	54	-1	-1	-1	-1	-1	-1	1,080	-18	4,190	2,539	2,590	5,440	0	4,208	2,539	2,590	5,440	5,646	0
5,964	220,000	2	1	1	32	1	2	0	0	2	2	17,325	16,758	18,474	20,667	20,195	21,854	0	2,000	2,500	0	2,000	0	0
5,965	80,000	1	1	2	26	0	0	0	0	0	0	56,417	50,855	47,656	35,351	32,895	22,755	2,600	4,000	3,000	3,500	3,500	2,300	0
5,966	50,000	2	2	1	32	0	0	0	0	0	0	44,751	43,952	29,136	19,048	17,946	17,340	1,500	1,239	612	607	2,593	584	0
5,967	100,000	1	2	2	26	0	0	0	0	0	0	60,077	62,438	49,234	50,521	51,820	53,056	4,000	3,000	2,000	2,000	2,200	1,700	0
5,968	200,000	1	1	2	27	0	0	-1	-1	-1	-1	58,725	76,287	22,869	30,268	54,466	37,127	30,229	22,946	30,684	54,589	37,208	55,031	0
5,969	480,000	2	1	1	45	-1	0	-1	-1	-1	-1	17,976	10,928	650	1,597	3,750	9,429	1,008	650	1,597	3,750	9,429	1,000	0
5,970	170,000	2	2	1	34	0	0	0	0	0	0	35,348	34,622	31,450	28,229	26,422	15,081	1,402	1,789	652	798	1,081	173	0
5,971	20,000	2	1	2	25	-1	0	0	0	0	0	15,790	16,906	17,936	5,995	7,885	9,657	1,372	1,500	1,000	2,000	2,000	0	1
5,972	80,000	1	2	1	28	0	0	0	0	0	0	32,114	28,984	16,391	3,729	4,663	5,429	1,324	4,122	139	1,000	1,000	1,000	1
5,973	80,000	1	1	2	26	0	0	0	0	0	0	79,650	80,821	65,609	49,640	49,685	46,684	3,515	2,627	1,697	2,000	1,700	3,000	1
5,974	300,000	1	2	1	31	1	2	0	0	0	0	250,121	221,336	159,556	32,897	20,992	12,621	10,236	7,063	1,005	1,045	1,004	1,005	0
5,975	150,000	1	1	2	29	-1	-1	0	0	0	0	1,934	12,166	15,378	6,832	10,164	0	12,170	8,200	0	8,160	0	0	0
5,976	50,000	2	2	2	24	0	-1	-1	0	0	-2	14,814	9,631	36,631	29,150	0	0	10,755	36,671	583	0	0	0	0
5,977	50,000	2	2	1	26	-1	-1	-1	-1	-1	-2	1,902	782	0	4,699	0	0	782	0	4,699	0	0	0	0
5,978	100,000	2	3	2	28	2	0	0	0	0	0	99,627	101,079	69,971	60,824	60,969	59,650	3,796	3,041	2,500	2,600	2,171	2,600	0
5,979	90,000	2	2	1	45	-1	-1	-1	-1	-2	-2	37,453	9,009	179	0	0	0	24,509	179	0	0	0	0	0
5,980	70,000	2	1	2	24	1	2	2	2	2	2	15,932	16,879	16,315	17,099	16,683	18,753	1,500	0	1,355	0	2,353	0	1
5,981	90,000	2	5	2	23	0	0	0	0	0	0	83,176	74,918	75,422	29,364	9,571	9,665	3,504	2,942	979	191	193	14,210	0
5,982	400,000	1	1	1	42	0	0	0	0	0	0	34,084	36,916	21,089	22,943	22,994	25,172	4,085	1,539	3,013	3,003	3,003	5,979	0
5,983	10,000	1	2	2	36	0	0	2	0	0	-1	7,393	9,400	7,226	5,733	5,755	1,600	2,329	0	1,007	2,200	1,600	3,883	1
5,984	80,000	1	1	2	27	0	0	0	0	0	0	72,565	63,342	51,529	41,484	34,097	29,200	10,000	4,000	2,000	3,000	2,500	0	0
5,985	70,000	1	1	2	33	0	0	0	0	0	0	63,845	65,443	65,169	64,370	15,082	0	3,224	1,680	3,000	142	142	0	0
5,986	100,000	1	3	1	44	2	2	2	2	2	2	30,076	31,287	31,676	32,259	31,608	33,524	2,000	1,200	1,400	0	2,600	0	0
5,987	210,000	2	2	1	33	-1	-1	-1	-2	-2	-2	1,971	748	0	0	0	0	822	0	0	0	0	0	1
5,988	360,000	2	3	2	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
5,989	280,000	1	1	1	28	1	2	0	0	0	2	285,249	276,229	277,026	280,771	270,992	111,885	5	10,031	10,021	7,111	34	171,574	0
5,990	180,000	1	1	2	32	0	0	0	0	0	0	85,040	77,213	68,131	62,704	60,133	59,335	2,937	2,226	2,271	2,108	3,012	1,933	0
5,991	220,000	1	1	1	45	1	2	0	0	0	0	157,122	153,320	156,996	158,717	162,122	165,399	0	7,600	5,700	6,000	6,000	12,300	0
5,992	200,000	1	1	2	47	-1	-1	-1	-1	-1	-1	696	696	696	696	846	696	696	696	696	846	696	696	0
5,993	130,000	2	2	2	25	1	2	0	0	0	0	52,180	49,874	52,000	53,590	54,606	51,033	0	5,000	4,000	3,000	3,500	13,000	0
5,994	200,000	1	2	1	47	-2	-2	-2	-2	-2	-2	389	389	389	389	389	389	390	390	390	390	390	385	0
5,995	170,000	2	1	1	44	-1	-1	-1	-1	-1	-1	29,940	15,903	5,641	2,194	18,601	2,557	15,927	5,641	2,194	18,601	2,557	3,871	0
5,996	140,000	1	1	2	30	0	-1	-1	-1	-1	-1	22,778	6,405	1,683	-885	3,019	-177	6,500	2,515	0	8,000	0	1,000	0
5,997	50,000	2	3	1	54	0	0	0	0	0	0	50,318	50,579	48,491	29,157	29,097	29,039	2,008	3,537	5,700	1,102	1,200	1,100	0
5,998	200,000	2	3	2	26	0	0	0	0	0	2	22,629	24,943	27,210	36,359	39,299	40,428	3,000	3,000	10,000	3,700	2,000	3,000	0
5,999	200,000	1	3	2	33	0	0	0	0	0	0	181,542	173,731	152,447	119,730	122,537	109,504	7,100	5,354	4,363	4,816	4,381	3,330	0
6,000	360,000	2	3	1	36	2	0	0	-2	-2	-2	150,527	153,900	0	0	0	0	7,000	0	0	0	0	0	0

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