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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
22,901	30,000	2	2	1	35	2	2	2	2	2	2	17,880	19,288	20,313	19,696	20,670	20,200	2,000	1,626	0	1,600	0	1,126	1
22,902	30,000	2	2	1	43	0	0	0	2	2	2	13,135	14,150	17,210	16,636	17,908	17,482	1,240	3,300	0	1,548	0	637	0
22,903	180,000	2	1	2	27	-1	-1	0	0	0	0	2,381	28,048	25,900	22,964	21,878	13,715	28,100	1,743	1,200	2,000	2,000	0	0
22,904	100,000	2	2	2	27	0	0	0	0	0	0	48,051	49,247	48,799	49,508	50,686	51,815	2,000	2,200	1,822	2,000	2,100	2,100	0
22,905	150,000	2	2	2	30	1	-2	-2	-2	-1	2	0	0	0	0	268	118	0	0	0	268	0	7,800	0
22,906	140,000	2	2	1	32	0	0	0	0	0	0	142,357	141,236	133,779	135,943	111,264	111,785	5,300	5,300	5,000	5,000	4,500	4,500	0
22,907	240,000	2	1	2	45	-2	-2	-2	-2	-2	-2	103,344	0	0	0	0	0	0	0	0	0	0	73,826	0
22,908	180,000	2	1	1	48	-2	-2	-2	-2	-2	-2	8,308	437	21,645	5,800	24,283	11,545	440	21,849	5,829	24,404	11,602	5,819	0
22,909	340,000	2	2	1	37	-2	-2	-2	-2	-2	-2	7,200	0	0	0	0	0	0	0	0	0	0	0	0
22,910	200,000	2	2	1	37	0	0	0	0	0	0	114,480	117,791	123,108	124,327	127,011	134,519	5,000	7,000	4,500	4,500	9,500	5,000	0
22,911	360,000	2	2	1	39	-2	-2	-2	-2	-2	-2	4,201	0	0	0	0	0	0	0	0	0	0	0	1
22,912	500,000	2	1	1	37	1	-1	-1	-1	-1	0	0	17,250	2,287	96,501	12,143	50,143	17,250	3,037	96,501	12,500	38,000	0	0
22,913	270,000	2	4	1	33	-2	-2	-2	-2	-2	-2	0	0	1,205	0	0	0	0	1,205	0	0	0	0	0
22,914	140,000	2	3	1	33	-1	-1	-1	-1	-1	-1	1,247	1,654	840	2,153	827	-8,808	1,654	840	2,153	827	827	9,635	0
22,915	120,000	2	2	2	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,916	210,000	2	2	1	34	0	0	0	0	0	0	205,475	206,616	212,391	208,931	146,005	145,343	9,500	9,207	8,500	5,200	5,200	5,000	0
22,917	300,000	2	1	1	35	-1	-1	-2	-2	-2	-1	5,345	0	0	0	0	477	0	0	0	0	477	348	0
22,918	360,000	2	2	1	41	0	0	0	0	0	0	4,528	6,365	2,991	4,919	12,792	20,981	2,000	2,000	2,000	8,000	10,000	10,000	0
22,919	120,000	2	2	1	27	-1	-1	-1	-1	0	0	1,164	1,844	-7,809	120,680	63,530	63,552	1,671	380	131,062	2,000	3,000	3,000	0
22,920	430,000	2	1	2	29	0	0	0	-1	0	0	42,130	34,785	0	18,518	16,574	12,215	1,000	0	18,518	5	244	1,038	0
22,921	250,000	2	2	2	27	0	0	0	-1	0	0	4,883	3,090	1,404	5,208	59,006	12,072	2,500	1,000	5,208	54,000	5,000	10,000	0
22,922	180,000	2	1	2	29	-1	-1	-1	-1	-1	-1	326	326	546	546	546	1,225	326	546	546	546	1,225	2,225	1
22,923	170,000	2	2	1	29	0	0	0	0	0	0	56,980	55,889	51,328	31,541	47,406	23,062	3,000	2,236	2,478	904	2,546	2,000	0
22,924	500,000	2	1	1	36	0	0	0	-1	-1	-1	64,266	47,971	25,581	15,406	6,196	45,045	26,000	11,725	15,406	6,903	45,045	10,000	0
22,925	20,000	2	2	1	37	-1	-1	-1	-1	-1	0	425	1,626	460	360	1,520	1,160	1,629	460	360	1,520	0	2,233	0
22,926	200,000	2	5	1	43	0	0	0	0	0	0	132,823	132,700	182,868	166,755	111,450	53,049	71,998	116,000	3,771	2,229	37,609	40,000	0
22,927	50,000	2	2	1	48	0	0	0	0	0	-1	46,589	48,009	48,942	36,545	5,107	4,640	2,500	2,174	2,117	117	4,853	0	0
22,928	120,000	2	1	2	34	-1	-1	-1	0	-1	-1	515	882	6,531	6,313	1,100	1,330	882	6,900	5,037	1,100	1,330	3,800	0
22,929	340,000	2	2	1	31	0	0	0	0	0	0	192,860	189,272	137,255	137,180	135,783	135,201	7,332	5,008	6,367	4,800	4,941	4,696	0
22,930	80,000	2	1	2	32	-1	-1	-1	-1	-1	-1	5,566	5,783	6,011	5,783	2,257	8,257	6,000	6,011	5,783	2,257	6,000	0	0
22,931	90,000	2	2	1	33	0	0	0	0	0	-2	3,817	8,545	8,961	11,676	1,189	0	5,000	1,285	3,000	1,189	0	8,832	0
22,932	90,000	2	2	1	32	0	0	0	0	0	0	39,664	24,589	22,677	20,842	20,545	20,989	1,657	1,676	1,554	805	846	651	0
22,933	80,000	2	1	1	32	-1	-1	-2	-2	-1	-1	1,784	871	3,179	3,344	3,552	0	871	3,381	3,384	3,958	0	0	0
22,934	170,000	2	2	2	46	0	0	0	0	0	0	162,110	156,444	151,504	151,377	148,530	149,628	6,000	6,000	7,000	6,000	7,000	6,000	0
22,935	230,000	2	1	2	29	-1	-1	-1	-1	-1	-1	33,147	1,672	3,677	18,346	3,900	4,167	1,672	3,677	18,346	3,900	4,167	399	0
22,936	290,000	2	2	2	30	-2	-2	-2	-2	-2	-2	4,603	2,698	6,401	1,864	5,156	3,277	2,699	6,491	1,864	5,157	3,277	4,883	0
22,937	360,000	2	2	1	44	1	2	0	0	0	0	48,114	47,044	47,887	49,158	49,834	46,034	0	1,900	2,100	1,707	2,000	2,000	0
22,938	270,000	2	2	1	43	-1	-1	-1	-1	-1	-1	94,125	1,321	806	629	686	834	1,326	920	629	686	834	5,112	0
22,939	60,000	2	3	1	43	0	0	0	0	0	0	49,340	49,116	48,220	39,595	29,899	28,722	4,570	5,348	4,035	8,804	3,000	3,000	0
22,940	360,000	2	2	2	33	0	0	0	0	0	0	7,157	8,446	9,034	8,340	3,144	0	2,000	1,501	1,000	900	0	0	0
22,941	100,000	2	1	2	28	0	0	0	0	0	0	20,068	21,226	22,573	23,596	24,068	24,679	1,800	2,000	1,400	863	1,000	2,000	0
22,942	180,000	2	5	1	44	0	0	-1	-1	-1	-1	20,916	0	850	0	6,881	10,340	0	850	0	6,881	10,340	182	0
22,943	80,000	2	2	1	31	-2	-2	-2	-2	-2	-2	3,506	2,372	2,988	273	0	1,542	2,372	2,988	273	0	1,542	3,200	0
22,944	80,000	2	2	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,945	220,000	2	2	1	35	0	0	0	0	0	0	45,739	46,975	48,211	47,418	48,657	48,129	2,000	2,000	2,000	2,000	2,000	2,000	0
22,946	240,000	2	2	1	43	1	-2	-2	-1	0	0	0	0	0	12,700	12,500	26,225	0	0	12,700	0	13,725	0	0
22,947	210,000	2	2	2	44	0	0	0	0	0	0	308,361	314,507	320,167	327,871	34,285	30,900	9,408	10,300	11,642	1,602	1,500	0	1
22,948	270,000	2	2	1	34	0	0	0	0	0	0	106,600	109,383	113,480	114,432	112,124	114,885	4,500	5,800	4,300	5,000	4,500	4,500	0
22,949	170,000	2	2	2	44	0	-1	-1	-1	-1	-1	2,376	2,870	390	590	30,490	4,300	2,870	390	590	30,490	4,300	0	1
22,950	190,000	2	3	2	29	0	0	0	0	0	-2	132,669	134,605	136,202	9,207	0	0	6,000	6,000	1,000	0	0	0	0
22,951	200,000	2	1	2	31	-1	2	2	-2	-2	-2	2,500	2,500	0	0	0	0	0	0	0	0	0	0	1
22,952	240,000	2	2	1	32	0	0	0	0	0	0	234,774	231,155	236,914	241,351	244,202	115,036	10,000	11,000	11,000	10,000	5,000	5,000	0
22,953	150,000	2	2	1	34	0	0	-1	-1	-2	-2	23,900	22,164	3,096	-1,076	0	0	1,329	3,107	0	10,382	0	2,817	0
22,954	90,000	2	3	1	44	-1	-1	3	2	-1	-1	421	9,522	9,223	8,480	2,181	2,983	9,422	0	79	2,181	2,991	2,453	0
22,955	400,000	2	3	1	44	0	0	0	0	0	0	35,504	36,680	35,670	30,364	28,085	28,708	5,025	5,044	2,514	988	2,004	5,000	0
22,956	420,000	2	2	1	46	0	0	0	0	0	0	347,531	345,620	344,364	202,241	196,082	189,064	13,503	15,031	7,011	7,010	7,013	7,015	0
22,957	140,000	2	1	2	25	0	0	0	0	0	0	52,196	16,982	20,199	20,746	2,260	4,180	2,000	5,000	1,000	1,260	3,000	439	0
22,958	50,000	2	3	1	48	0	0	0	0	0	0	50,411	48,409	42,248	33,855	28,064	29,660	5,000	2,000	2,500	2,500	2,000	2,500	0
22,959	210,000	2	2	1	46	0	0	0	0	0	0	134,700	132,799	111,335	114,037	67,224	69,177	6,149	4,100	4,547	2,500	3,000	2,500	0
22,960	210,000	2	1	2	30	0	0	0	0	0	0	87,292	89,534	89,173	91,489	93,463	95,021	4,600	3,789	3,811	3,465	3,186	4,389	0
22,961	180,000	2	2	1	41	-1	-1	-1	-1	-1	-1	4,351	11,953	9,380	3,070	8,263	12,663	12,069	9,443	3,262	8,302	12,668	5,502	0
22,962	100,000	2	1	2	30	-1	-1	-1	-1	-2	-2	430	35,993	2,772	0	0	0	35,993	2,772	0	0	0	0	0
22,963	300,000	2	1	1	34	-1	-1	-1	-1	-2	-2	56	0	849	0	0	112	0	849	0	0	112	550	0
22,964	250,000	2	2	2	36	-1	-1	-1	-1	-1	-1	396	396	396	3,160	396	396	396	396	3,160	396	396	396	0
22,965	200,000	2	1	2	33	0	0	0	0	0	0	19,572	28,858	52,512	71,923	19,923	-77	10,000	25,000	20,400	0	0	77	0
22,966	380,000	2	1	1	33	0	0	0	0	0	0	372,926	354,068	327,342	247,528	128,386	128,820	13,248	9,543	6,106	3,013	3,398	6,067	0
22,967	30,000	2	1	2	25	0	0	0	0	0	0	26,417	27,421	28,573	29,222	28,451	27,270	1,448	1,600	1,500	1,000	1,000	1,200	0
22,968	80,000	2	2	1	31	0	0	0	0	0	0	70,492	68,652	67,881	38,465	27,773	29,132	2,806	4,006	1,804	2,003	3,004	1,502	1
22,969	300,000	2	2	1	27	1	2	0	0	0	0	311,987	305,417	296,009	92,553	94,259	96,868	0	12,500	3,200	3,000	3,000	3,000	0
22,970	240,000	2	1	1	38	1	-1	-1	-1	0	0	-25	4,078	2,223	31,136	4,367	3,632	4,103	2,223	31,136	100	0	1,101	0
22,971	80,000	2	1	2	23	0	0	0	0	0	0	25,084	20,685	30,688	23,674	23,636	22,426	1,500	12,000	2,000	1,000	1,000	1,100	0
22,972	280,000	2	2	2	27	0	0	0	0	0	0	272,507	219,510	217,637	177,535	178,337	180,885	8,533	8,888	8,006	6,406	6,606	7,006	0
22,973	50,000	2	2	2	36	0	0	2	0	0	0	23,368	27,050	27,086	28,525	30,895	33,003	4,400	761	2,200	2,862	2,770	2,200	1
22,974	200,000	2	2	1	36	2	0	0	0	0	0	197,810	201,362	164,183	136,199	139,209	135,742	9,051	7,000	5,000	5,000	5,000	5,000	1
22,975	210,000	2	2	2	32	-2	-2	-2	-2	-2	-2	355	975	410	0	0	0	979	412	0	0	0	0	0
22,976	160,000	2	2	2	31	0	0	0	0	0	2	112,878	118,601	115,874	111,346	111,553	108,434	8,000	5,014	4,500	11,781	0	4,000	0
22,977	130,000	2	1	1	43	-2	-2	-2	-2	-2	-2	2,798	2,732	8,072	5,723	6,232	8,873	3,228	8,141	5,744	6,232	8,873	3,982	0
22,978	300,000	2	2	1	39	0	0	0	-2	-2	-2	301,945	307,650	0	0	0	0	13,700	0	0	0	0	0	0
22,979	50,000	2	2	1	41	1	3	2	0	0	0	21,638	21,008	20,388	21,092	21,511	21,964	0	0	1,350	769	799	1,000	1
22,980	150,000	2	2	1	40	-1	-1	-1	-1	-1	-1	16,019	0	7,937	3,307	2,894	0	0	7,937	3,307	2,894	0	0	0
22,981	500,000	2	2	1	43	-2	-2	-2	-2	-2	-2	10,330	12,320	12,209	16,727	17,738	14,117	12,320	12,209	16,727	17,744	14,117	11,691	0
22,982	270,000	2	2	1	34	0	0	0	0	0	0	203,657	194,792	181,341	170,107	158,889	147,344	10,015	6,538	7,744	7,068	5,350	10,077	0
22,983	500,000	2	1	1	43	-2	-2	-2	-2	-2	-2	270	9,390	0	14,153	5,254	11,676	9,483	0	14,153	5,274	11,676	2,276	0
22,984	200,000	2	2	1	40	0	0	0	0	0	0	21,464	22,065	23,382	21,522	8,815	4,280	2,000	2,000	1,128	4,280	0	0	0
22,985	300,000	2	1	2	33	-1	-1	-1	-1	-1	-1	13,889	1,465	2,095	1,215	340	1,424	1,465	2,095	1,215	340	1,424	0	0
22,986	230,000	2	2	2	40	0	0	-1	-1	-1	-1	164,208	161,207	1,665	1,228	8,599	3,890	7,105	1,762	1,228	8,599	3,890	6,999	0
22,987	500,000	2	1	2	37	-1	-1	0	0	0	0	5,946	132,696	141,204	160,275	138,067	117,049	140,000	25,012	40,022	3,024	0	90,000	0
22,988	80,000	2	1	2	38	-2	-2	-2	-2	-2	-2	2,431	29,426	5,288	1,823	19,879	1,974	31,386	5,296	1,823	19,884	1,974	9,686	0
22,989	500,000	2	1	2	42	0	0	0	0	0	0	237,066	171,440	177,859	159,518	186,563	168,083	20,000	50,000	10,000	50,000	20,000	50,000	0
22,990	30,000	2	3	1	44	0	0	0	0	0	0	29,263	27,516	28,133	28,780	28,756	29,566	1,441	1,597	1,634	1,000	1,124	1,223	0
22,991	170,000	2	2	1	41	-2	-2	-2	-2	-2	-2	736	736	1,156	316	316	316	736	1,156	316	316	316	316	0
22,992	70,000	2	2	2	37	0	0	0	0	0	0	69,099	69,684	64,801	64,863	123,234	60,733	3,018	3,400	2,200	2,500	2,500	2,510	0
22,993	310,000	2	2	1	46	-1	-1	-1	-1	-1	-2	12,479	423	430	843	857	-777	423	430	845	857	628	0	0
22,994	50,000	2	1	1	41	1	2	2	3	3	2	45,313	46,262	49,188	50,084	48,980	50,050	2,000	4,000	2,000	0	2,000	3,000	0
22,995	180,000	2	2	2	44	0	0	0	0	-2	-1	25,706	30,251	30,900	0	0	5,386	5,000	1,900	0	0	5,386	1,103	0
22,996	310,000	2	1	2	35	0	0	0	0	0	0	192,454	196,708	189,210	181,491	176,661	173,532	9,088	7,044	9,072	11,210	6,116	5,362	0
22,997	500,000	2	1	1	39	-2	-2	-2	-2	-2	-2	4,419	2,584	4,524	3,518	2,208	2,550	2,584	4,524	3,518	2,208	2,550	5,953	0
22,998	330,000	2	2	2	41	0	0	0	0	0	0	76,279	79,179	82,293	86,458	91,512	100,433	4,179	5,000	6,458	6,512	10,433	5,442	0
22,999	150,000	2	4	3	49	1	-2	-1	-1	0	-1	-260	-2,835	3,960	10,410	2,361	2,868	4	7,920	10,426	0	2,868	4,384	0
23,000	110,000	2	2	2	42	0	0	0	0	0	0	106,478	107,517	103,609	79,421	78,286	65,875	3,951	4,276	2,666	2,811	2,500	465	0

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