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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
5,001	170,000	2	3	1	61	1	-2	-2	-2	-1	-1	0	0	0	0	200	0	0	0	0	200	0	0	0
5,002	500,000	1	1	1	45	-1	-1	-1	-1	-1	-1	5,307	6,583	5,650	4,472	67,798	65,653	6,616	5,678	4,495	67,969	65,814	38,464	1
5,003	140,000	2	1	2	28	1	-1	-1	-1	-1	-2	0	330	330	69	-261	-591	330	330	69	0	0	29,953	0
5,004	80,000	2	3	1	48	0	0	0	0	0	0	44,508	43,709	52,660	48,532	44,469	45,068	1,785	10,000	1,541	1,610	1,604	1,485	0
5,005	420,000	2	2	2	28	-1	0	0	0	0	-1	27,186	27,759	21,103	22,217	23,440	61,084	5,009	5,006	5,000	5,000	61,084	3,000	0
5,006	90,000	2	3	0	24	-2	-2	-2	-1	0	0	3,700	20,833	23,968	13,574	6,800	1,830	20,108	4,000	13,574	14	5	13,162	0
5,007	280,000	2	1	2	31	-2	-2	-2	-2	-2	-2	326	326	0	326	652	0	326	0	326	652	0	652	0
5,008	20,000	1	3	1	44	0	0	2	3	2	2	11,007	15,010	15,767	15,223	14,837	16,083	4,525	1,300	0	0	1,495	3,198	0
5,009	170,000	2	2	1	31	0	0	0	0	-2	-1	63,948	62,090	63,000	0	0	3,300	5,000	4,000	0	0	3,300	0	0
5,010	30,000	2	2	2	26	0	0	0	0	0	0	12,479	10,100	10,923	10,549	4,747	4,864	1,233	1,056	500	500	1,000	2,000	0
5,011	20,000	1	3	2	26	0	0	-2	-2	-2	-2	16,320	0	0	0	0	0	0	0	0	0	0	0	0
5,012	280,000	2	1	1	49	-2	-2	-2	-2	-2	-1	4,378	-324	-324	-324	-324	88,036	2	322	0	0	88,360	10,045	1
5,013	30,000	2	3	2	40	1	2	2	2	2	2	53,720	52,268	49,338	44,430	40,875	40,272	0	3,000	1,000	2,000	5,000	0	0
5,014	170,000	2	1	1	38	0	0	-2	-2	-2	-2	5,556	0	0	0	0	0	0	0	0	0	0	0	0
5,015	290,000	2	1	1	38	1	-1	0	0	0	-1	0	7,023	9,680	7,860	7,860	8,142	7,023	5,000	3,000	0	8,142	0	0
5,016	290,000	2	1	2	24	1	-2	-2	-1	0	-1	0	0	0	2,700	1,350	1,350	0	0	2,700	0	1,350	8,334	0
5,017	360,000	2	2	2	33	-1	-1	-1	-1	0	0	5,344	9,852	5,137	4,912	1,150	0	9,860	8,537	4,912	0	0	9,294	0
5,018	190,000	2	2	1	34	0	0	2	2	2	0	86,730	93,705	91,317	96,079	94,428	100,618	9,310	0	7,200	0	8,000	4,000	0
5,019	90,000	1	2	2	26	0	0	-2	-2	-2	-2	70,182	-18	-18	-18	-18	-18	0	0	0	0	0	0	0
5,020	20,000	1	3	2	48	1	2	2	0	0	0	16,434	17,452	16,879	17,059	17,263	17,675	1,577	0	757	628	700	2,488	0
5,021	290,000	2	2	1	42	0	0	0	0	0	0	154,753	122,241	113,434	115,273	97,040	89,942	7,000	6,000	5,000	5,000	4,000	3,000	0
5,022	460,000	2	1	2	38	0	0	0	0	0	0	296,815	283,744	273,414	250,033	238,734	226,905	10,279	10,084	9,025	9,036	8,526	7,272	0
5,023	230,000	2	1	2	26	-2	-1	2	-1	0	-1	-10	1,732	476	3,157	340	769	2,122	0	3,157	0	769	1,265	0
5,024	170,000	1	2	1	37	-2	-2	-2	-2	-2	-2	326	326	326	326	326	324	326	326	326	326	324	2	0
5,025	180,000	2	1	1	40	-1	0	0	0	-1	0	4,236	6,614	6,216	3,622	4,095	6,596	3,016	3,000	1,622	4,095	3,000	2,827	0
5,026	20,000	1	2	2	27	0	0	-1	0	0	0	19,331	18,225	18,418	19,297	19,000	19,683	1,209	19,330	2,303	1,000	1,000	1,000	0
5,027	50,000	1	2	1	25	0	0	0	0	0	0	48,213	47,750	46,153	45,572	45,412	44,985	1,800	1,700	1,585	2,000	2,000	1,600	0
5,028	200,000	1	1	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	20,271	0
5,029	80,000	2	3	1	53	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,030	380,000	1	1	1	53	-1	0	0	-1	-1	0	4,901	22,010	2,302	20,798	16,394	26,002	22,000	2,300	9,947	16,400	18,000	7,400	0
5,031	500,000	1	1	1	40	-1	-1	-1	-1	-1	-1	11,640	12,831	11,520	12,486	11,609	12,660	12,836	11,525	12,489	11,614	12,665	543	1
5,032	170,000	1	2	1	49	2	2	2	2	2	2	26,991	30,090	18,104	19,050	18,783	8,042	4,019	0	1,060	0	807	0	1
5,033	20,000	2	1	2	23	0	0	0	0	0	0	14,605	14,532	15,700	16,346	16,837	18,298	2,000	2,000	1,000	1,000	2,000	2,000	0
5,034	320,000	2	2	1	32	0	0	0	0	0	0	160,832	164,750	168,370	169,371	172,868	150,827	8,000	8,000	5,500	6,100	6,000	5,000	0
5,035	50,000	2	1	2	23	0	0	0	0	0	0	48,064	49,362	48,038	8,760	9,646	7,747	2,091	1,310	1,000	1,000	277	296	1
5,036	400,000	1	2	1	45	0	0	2	0	0	2	337,135	373,869	366,338	374,255	409,777	527,566	44,000	0	14,000	42,000	126,000	18,000	0
5,037	320,000	2	1	2	33	-1	-1	2	0	0	-1	368	10,038	8,434	7,061	1,289	365	10,550	0	0	0	365	12,110	0
5,038	200,000	1	1	2	28	0	0	0	0	0	0	220,343	214,375	201,917	161,221	162,438	157,415	7,000	8,016	5,000	12,000	6,000	7,000	0
5,039	20,000	1	1	2	28	0	-1	-1	-1	0	0	7,381	2,769	3,503	4,809	5,732	8,632	3,000	3,010	6,000	1,000	3,000	0	1
5,040	230,000	2	3	2	42	1	-2	-1	-1	-1	-1	0	0	324	0	2,600	3,007	0	324	0	2,600	3,407	200	1
5,041	130,000	2	1	2	29	-1	-1	-1	-1	0	0	280	1,954	304	978	652	326	2,038	311	1,000	0	0	326	1
5,042	310,000	1	1	2	28	0	0	0	0	0	0	272,588	169,978	156,699	131,276	118,837	119,402	9,978	6,699	11,276	9,695	19,402	6,270	1
5,043	50,000	2	3	2	58	0	0	0	0	0	0	24,885	26,250	26,955	27,647	28,149	28,940	1,772	1,447	1,139	1,100	1,262	1,009	0
5,044	90,000	1	3	2	45	0	0	0	-1	0	0	86,519	88,925	56,116	48,430	49,585	50,443	4,100	2,500	52,285	2,000	2,100	5,000	0
5,045	260,000	2	3	1	42	0	0	0	0	0	0	56,437	57,929	59,369	63,215	64,087	130,579	3,000	3,000	5,400	5,000	2,222	2,337	0
5,046	270,000	1	1	2	36	0	0	0	2	0	0	78,630	68,921	46,512	40,335	37,165	22,156	10,076	4,018	14	2,051	2,000	0	0
5,047	210,000	2	1	2	30	0	0	0	0	0	0	52,771	64,767	57,527	56,655	50,745	53,269	44,767	10,000	2,655	5,745	3,269	1,500	0
5,048	220,000	2	2	2	52	0	0	0	0	0	0	127,624	125,718	125,917	124,683	127,890	131,520	6,046	5,600	5,000	8,000	6,000	3,736	0
5,049	80,000	1	2	2	30	2	2	2	0	0	2	72,183	81,844	78,743	79,176	81,574	78,445	10,895	0	2,900	6,355	0	3,100	1
5,050	50,000	2	3	2	61	0	0	0	2	2	0	36,205	38,609	42,996	43,992	43,155	44,436	3,000	5,064	2,000	0	2,000	2,000	0
5,051	20,000	2	2	1	39	0	0	0	0	0	0	45,629	46,661	47,594	49,281	18,714	19,162	2,500	2,400	2,000	900	800	600	0
5,052	20,000	2	1	2	23	0	0	0	-2	-2	-1	11,967	5,252	-340	-780	-780	780	1,031	650	0	0	1,560	150	0
5,053	100,000	2	1	2	25	-1	0	0	-1	-1	0	16,659	13,585	7,886	5,578	8,608	11,756	10,000	4,000	5,578	11,756	10,000	5,470	0
5,054	320,000	1	2	2	32	0	0	0	0	0	0	75,122	70,308	51,223	52,371	54,518	56,601	4,000	3,000	2,000	3,000	3,000	4,000	0
5,055	200,000	2	2	2	31	1	-2	-1	-1	-1	-1	0	0	6,372	1,957	0	596	0	6,372	1,957	0	596	789	0
5,056	80,000	2	1	2	25	-1	-1	-1	-1	-1	-1	232	815	631	1,237	1,529	357	815	631	1,237	1,529	357	2,957	0
5,057	120,000	2	2	1	34	2	2	2	2	2	2	64,139	65,430	63,937	67,290	68,565	69,784	2,900	150	5,000	2,500	2,500	3,000	1
5,058	20,000	1	2	2	43	0	0	0	0	0	0	19,197	19,997	20,060	18,780	19,580	0	1,500	1,500	1,000	800	0	0	0
5,059	200,000	2	1	1	35	-1	-1	-1	-1	0	-1	10,118	2,105	483	5,452	389	389	2,106	486	6,175	1	390	390	0
5,060	140,000	2	2	1	24	-1	-1	-1	-1	-1	-1	696	696	696	696	696	696	696	696	696	696	696	696	0
5,061	50,000	1	2	1	52	2	0	0	0	0	-1	27,548	28,578	29,660	30,600	-300	9,037	1,478	1,560	1,500	0	9,337	323	1
5,062	60,000	1	2	2	25	1	2	2	0	0	0	61,514	61,748	58,583	28,301	29,301	14,400	1,800	0	600	1,000	300	28,154	0
5,063	50,000	1	2	2	30	0	0	0	0	0	0	47,110	48,447	48,345	20,079	20,656	19,818	2,401	1,735	700	876	711	701	0
5,064	200,000	2	2	2	33	0	0	0	0	0	0	189,740	194,328	196,018	189,865	193,703	199,154	6,450	6,600	5,350	5,500	7,100	5,500	0
5,065	20,000	1	2	1	53	0	0	2	2	2	2	16,039	19,752	19,112	20,223	18,806	20,001	4,000	0	1,382	0	3,000	0	1
5,066	200,000	2	1	1	32	1	-2	-2	-2	-2	-1	0	0	0	0	0	900	0	0	0	0	900	880	0
5,067	350,000	2	3	1	49	-2	-1	2	-1	-1	-1	10,658	8,598	3,816	4,223	1,414	5,941	9,004	0	4,223	1,414	5,941	2,720	0
5,068	50,000	2	3	1	40	0	0	0	0	0	2	20,831	21,592	22,571	23,024	25,567	24,463	1,400	1,360	810	2,900	0	1,100	1
5,069	120,000	1	2	1	44	-1	2	-1	0	-1	-1	4,936	2,476	5,696	1,762	1,381	1,061	0	5,696	0	1,381	1,061	1,320	1
5,070	150,000	1	2	1	35	-1	-1	-1	-1	-1	-1	4,030	592	2,483	4,556	1,606	2,047	593	2,490	4,573	1,610	2,053	4,349	0
5,071	180,000	2	2	1	48	-1	-1	-1	-1	-1	-1	11,054	11,272	26,680	27,988	1,480	22,133	11,272	26,703	27,988	1,480	22,133	0	0
5,072	120,000	2	2	2	27	1	-2	-2	-2	-1	-1	0	0	0	0	940	170	0	0	0	940	170	2,018	1
5,073	130,000	2	1	1	55	0	0	0	0	0	0	126,205	128,064	131,524	46,445	44,973	45,578	4,998	5,946	1,620	1,623	1,659	1,749	0
5,074	80,000	2	2	1	41	-2	-2	-2	-2	-2	-2	7,274	6,280	21,016	14,422	5,157	6,579	6,280	21,115	14,422	5,157	6,579	11,251	0
5,075	390,000	2	2	1	49	0	0	0	0	-1	-1	7,383	5,731	3,386	3,134	259	578	1,066	1,000	63	259	578	1,141	0
5,076	50,000	2	1	2	27	1	2	0	0	2	2	21,824	21,187	23,815	26,418	25,859	29,745	0	3,000	3,000	0	4,500	0	1
5,077	50,000	1	2	2	31	1	2	2	0	0	0	25,859	26,937	27,687	28,424	29,311	30,169	1,800	1,500	1,500	1,500	1,500	1,500	0
5,078	320,000	2	2	1	29	-1	-1	-1	0	0	0	3,196	7,655	204,787	122,501	63,816	17,257	7,655	205,211	6,100	5,000	2,000	8,000	1
5,079	50,000	2	2	3	48	2	0	0	0	0	0	18,460	20,942	18,942	18,811	18,183	18,561	2,813	1,289	658	659	679	654	1
5,080	200,000	2	2	1	43	2	2	2	2	2	2	171,647	167,478	178,983	180,784	184,201	187,467	0	14,500	6,400	7,000	7,000	7,000	0
5,081	30,000	1	3	2	59	1	2	0	0	0	0	13,486	12,984	13,991	14,114	14,406	14,692	0	1,528	651	668	674	683	1
5,082	290,000	2	2	1	36	-2	-2	-2	-2	-2	-2	754	-98	-309	63	227	946	0	0	500	590	1,045	0	0
5,083	50,000	2	3	1	57	0	-1	-1	-1	-1	-1	3,964	1,690	3,780	1,468	1,468	1,644	1,690	3,780	1,468	1,468	1,644	1,363	0
5,084	50,000	2	2	1	52	-1	-1	-2	-2	-2	-1	600	972	0	0	0	6,500	972	0	0	0	6,500	1,863	0
5,085	140,000	1	3	1	45	2	2	2	2	2	2	134,073	130,521	137,328	136,280	136,247	134,089	0	10,707	5,014	5,091	4,608	42	1
5,086	50,000	1	2	1	43	0	0	0	0	0	0	15,941	14,154	15,109	14,125	14,034	14,946	1,255	1,210	487	508	1,534	526	1
5,087	80,000	2	2	2	23	0	0	0	0	0	-1	4,125	10,174	6,160	9,020	4,670	6,124	6,174	3,160	5,020	1,670	6,124	1,600	0
5,088	50,000	2	1	2	31	0	0	0	0	0	0	30,291	31,498	32,205	32,846	33,535	34,201	2,000	1,534	1,175	1,218	1,224	1,281	0
5,089	280,000	2	2	2	28	-2	-2	-2	-2	-2	-2	17,795	4,117	1,199	247	0	1,896	4,125	1,201	249	0	1,896	548	0
5,090	80,000	2	2	1	53	0	0	0	0	0	0	37,242	37,634	38,281	38,993	39,268	39,620	2,000	2,000	2,000	2,000	1,408	1,300	0
5,091	60,000	2	2	1	29	0	0	0	0	0	0	62,325	59,359	30,604	22,204	19,895	19,199	2,864	1,300	1,000	803	1,107	1,000	0
5,092	360,000	2	1	2	26	-1	0	0	-2	-2	-2	1,374	12,920	0	0	0	0	12,534	0	0	0	0	0	0
5,093	520,000	1	2	2	32	0	0	0	0	0	0	17,718	12,490	7,894	6,426	4,045	1,806	1,222	1,200	505	502	100	216,338	0
5,094	210,000	2	2	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
5,095	360,000	1	1	2	26	0	-1	-1	0	-1	-1	11,910	1,356	4,073	17,812	2,981	1,936	1,500	5,000	15,000	3,000	2,000	1,033	0
5,096	100,000	1	1	2	27	0	0	0	0	0	0	99,777	99,479	94,028	14,578	33,254	16,723	4,252	2,620	408	26,130	653	35,012	0
5,097	50,000	2	3	1	45	2	0	0	0	0	0	47,639	35,495	16,246	14,987	15,298	15,447	1,271	1,242	683	702	553	723	1
5,098	280,000	2	2	1	31	0	0	0	2	2	2	127,609	76,057	75,377	68,277	72,042	65,921	6,000	6,000	0	4,800	0	2,226	0
5,099	120,000	1	1	2	26	0	0	0	0	0	0	19,544	24,230	28,022	29,249	29,926	35,357	5,000	4,200	2,000	1,300	6,000	6,000	0
5,100	50,000	1	1	2	29	2	2	2	2	0	0	45,728	48,772	50,614	49,009	45,856	47,891	3,800	3,000	5	1,800	3,600	0	1

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