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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
5,701	180,000	2	1	1	30	-1	-1	-2	-2	-2	-2	2,743	0	0	0	0	0	0	0	0	0	0	0	1
5,702	300,000	2	1	1	40	-1	-1	-1	-1	0	0	10,920	3,939	10,184	115,184	63,758	19,813	3,939	11,082	115,184	19,800	0	2,356	0
5,703	360,000	1	1	2	32	-1	-1	-1	-1	0	0	27	185	0	617	617	0	185	0	617	0	0	0	0
5,704	380,000	2	2	1	30	-2	-2	-2	-2	-2	-2	3,745	738	1,175	576	576	-2	745	1,180	578	578	0	580	0
5,705	360,000	2	1	2	29	-1	-1	-2	-2	-2	-1	2,868	0	0	0	0	629	0	0	0	0	629	2,475	1
5,706	80,000	1	1	2	28	-2	-2	-2	-2	-2	-2	8,598	9,467	-270	3,697	9,455	4,144	9,467	0	3,967	9,455	5,000	2,900	1
5,707	350,000	2	1	3	48	-1	-1	-1	-1	-1	-1	181,212	6,021	154,505	19,653	26,963	55,533	6,046	157,181	19,751	27,070	55,613	11,811	0
5,708	20,000	2	5	1	28	0	0	0	2	0	0	21,501	21,415	21,529	19,542	18,547	17,519	1,674	2,200	0	686	705	4,176	0
5,709	320,000	2	1	2	35	0	0	0	0	0	0	227,927	218,565	223,284	98,028	102,498	80,469	10,000	10,000	5,000	6,000	5,000	5,000	0
5,710	90,000	1	3	1	62	0	0	0	0	-1	-1	86,200	81,995	16,985	12,985	285	-4,715	2,500	1,000	1,000	500	0	31,000	0
5,711	40,000	2	1	2	27	-1	-1	0	0	0	-1	32,540	14,163	30,107	31,567	32,583	31,309	14,163	20,000	3,000	3,000	31,749	0	1
5,712	50,000	2	2	1	40	-1	0	0	0	0	0	46,616	44,515	48,510	35,774	18,261	16,644	2,005	5,000	610	631	634	3,000	0
5,713	210,000	2	1	2	24	-1	-1	0	0	0	-1	4,055	113,782	59,367	29,583	26,756	29,553	114,482	20,176	6,793	20,112	29,676	47,642	0
5,714	30,000	2	2	2	22	3	2	0	0	2	2	30,078	28,639	26,017	27,790	27,209	30,508	87	2,002	3,200	0	3,926	0	0
5,715	310,000	2	1	2	27	1	-1	-1	-2	-1	-1	0	113	0	0	6,960	6,008	113	200	0	6,960	6,008	0	1
5,716	280,000	2	2	2	35	-2	-2	-2	-2	-2	-2	1,616	1,198	494	698	1,233	5,080	1,198	494	698	1,233	5,080	17,095	0
5,717	280,000	2	1	1	41	0	0	0	0	0	0	99,755	81,244	81,193	82,470	49,630	46,517	3,000	3,007	5,000	2,000	1,700	2,000	0
5,718	260,000	2	1	2	33	2	-1	-1	-1	-1	2	1,381	491	491	1,132	1,711	1,070	493	493	1,134	1,072	2	3,103	0
5,719	90,000	1	2	1	41	-1	-1	0	0	0	0	-1,750	76,674	77,974	80,064	81,747	86,611	79,786	2,836	3,657	2,972	6,228	0	0
5,720	280,000	1	1	1	49	-2	-2	-2	-2	-2	-2	11,797	6,163	-54	-54	-54	-54	6,231	0	0	0	0	0	0
5,721	360,000	2	3	2	34	-1	2	2	-2	-2	-2	2,500	2,500	0	0	0	0	0	0	0	0	0	0	0
5,722	30,000	2	3	2	27	2	2	2	2	2	2	13,257	14,046	13,523	14,498	14,123	15,184	1,300	0	1,200	0	1,300	0	1
5,723	380,000	1	2	1	48	0	0	0	0	0	0	379,080	294,675	226,959	219,918	203,575	188,774	13,000	9,500	8,000	7,200	6,700	7,500	0
5,724	80,000	2	2	2	22	3	2	0	0	0	2	42,080	41,131	42,281	42,605	47,544	33,115	0	2,200	1,500	5,600	0	2,275	0
5,725	50,000	2	1	2	25	2	2	2	2	2	2	45,708	48,862	47,748	50,799	49,904	49,978	3,900	0	3,800	0	4,000	0	1
5,726	280,000	2	1	1	37	1	-2	-2	-1	-1	-1	449	12,487	-10	3,090	240	2,010	12,611	0	3,100	240	2,010	212	0
5,727	120,000	2	2	3	37	2	2	2	2	2	2	26,446	27,719	27,570	28,318	29,217	28,598	2,000	600	1,500	1,500	0	1,056	1
5,728	180,000	1	1	1	49	0	0	0	0	0	0	63,444	65,420	67,722	70,970	72,670	76,444	3,000	4,000	5,000	3,000	5,000	5,000	0
5,729	380,000	1	3	2	33	-1	-1	-1	-1	-1	-1	2,989	3,731	3,003	69,127	33,815	115,854	3,742	3,012	69,294	33,827	115,860	64,486	0
5,730	110,000	2	1	2	27	0	0	0	2	0	0	30,961	31,860	35,254	30,250	21,436	25,325	1,700	4,000	0	1,000	5,000	3,000	0
5,731	50,000	2	2	3	37	-1	-1	-1	-1	-1	0	1,149	1,420	1,253	190	13,390	9,902	1,424	1,256	190	13,400	30	16,447	0
5,732	200,000	2	1	2	48	-2	-2	-2	-1	2	2	0	0	0	5,000	5,000	0	0	0	5,000	0	0	0	0
5,733	200,000	1	1	1	44	-1	-1	-1	-1	-1	-1	25,929	1,582	21,133	2,941	8,191	22,842	1,582	21,133	2,941	8,191	22,842	5,567	0
5,734	150,000	2	1	1	35	0	0	0	0	0	-1	27,329	42,144	35,757	33,789	33,219	5,621	20,228	10,036	18,002	10,000	5,621	0	0
5,735	60,000	1	2	1	40	0	0	0	0	0	0	58,078	58,139	59,461	37,170	18,464	15,822	2,354	2,538	1,000	2,000	1,000	1,000	1
5,736	200,000	2	2	2	30	0	0	0	0	0	0	155,768	156,041	157,356	123,271	123,831	124,070	7,325	7,470	4,460	4,583	4,376	4,533	0
5,737	90,000	2	2	1	35	2	0	0	0	0	2	63,426	57,922	55,010	52,540	56,236	40,922	2,700	2,500	1,900	4,600	0	1,600	1
5,738	150,000	2	1	2	32	-1	-1	-1	-1	-1	-1	1,758	468	2,988	2,232	4,535	0	468	2,988	2,232	4,535	0	1,593	0
5,739	20,000	1	3	2	23	1	2	2	3	2	2	9,126	8,835	11,088	10,618	10,304	11,232	0	2,400	0	0	1,100	0	1
5,740	150,000	2	3	1	34	0	0	0	0	0	0	112,391	98,583	95,810	87,216	88,201	87,483	5,000	4,000	4,000	3,290	3,200	3,215	0
5,741	180,000	1	1	2	34	-1	0	-1	-1	-1	-1	16,953	15,884	11,153	3,889	800	0	1,000	11,153	3,924	800	0	2,190	0
5,742	470,000	1	2	2	34	-2	-2	-2	-1	-1	0	23,747	23,305	0	1,632	141,186	143,916	1,116	0	1,632	141,190	6,000	7,004	0
5,743	30,000	2	3	2	59	2	2	2	2	2	2	21,767	24,764	24,031	25,001	24,531	21,743	3,363	0	1,600	0	2,000	0	1
5,744	20,000	2	1	2	22	-1	-1	2	0	0	-1	8,266	10,377	5,529	4,482	0	2,030	2,313	0	0	1,449	2,030	1,280	0
5,745	400,000	2	1	1	36	-1	-1	-1	-1	-1	-1	14,421	8,392	13,025	2,816	6,856	11,069	8,911	13,025	2,816	6,856	11,069	6,823	0
5,746	210,000	2	1	2	27	0	0	0	0	0	0	15,663	8,513	8,607	9,137	10,637	3,443	1,500	1,006	1,500	1,500	2,600	99	0
5,747	120,000	1	3	1	38	2	2	2	2	2	2	77,468	78,642	79,757	80,853	82,715	84,805	3,000	3,000	3,000	3,300	3,600	2,700	1
5,748	160,000	2	4	1	42	-2	-2	-2	-1	0	0	-1,582	3,097	0	2,039	1,033	0	5,624	0	2,039	0	0	0	0
5,749	200,000	2	1	2	26	0	-1	-1	-1	-1	-1	6,242	1,776	3,587	0	2,160	900	1,776	3,598	0	2,160	900	1,850	0
5,750	160,000	2	1	2	30	-1	-1	-2	-1	-1	2	9,640	0	0	2,804	403	253	0	0	2,804	403	0	3,144	0
5,751	160,000	2	2	2	37	2	2	2	2	2	2	147,333	143,786	151,842	147,962	156,921	159,416	200	12,000	0	11,500	5,811	0	1
5,752	250,000	1	3	1	51	-2	-1	-1	-1	0	-1	179	1,533	364	381	3,987	7,135	1,540	387	381	3,985	7,161	0	0
5,753	140,000	1	3	1	56	0	0	0	0	0	0	7,272	7,906	8,717	9,046	9,369	10,165	1,299	1,500	1,000	1,000	1,500	1,000	0
5,754	330,000	2	2	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
5,755	220,000	2	1	2	24	2	0	0	0	0	0	161,081	158,578	161,256	157,028	159,971	168,805	7,100	7,200	5,800	5,900	12,000	0	1
5,756	30,000	2	3	1	29	1	2	2	2	2	2	13,164	12,668	15,038	14,502	15,501	15,105	0	2,905	0	1,386	0	600	0
5,757	260,000	1	1	2	35	1	2	0	0	2	0	149,124	145,333	148,332	160,810	155,683	158,771	0	6,910	16,502	0	5,847	5,873	1
5,758	380,000	2	2	1	30	0	0	0	0	0	0	295,543	299,922	307,166	311,716	306,830	303,453	11,000	12,602	11,500	10,500	11,000	10,152	0
5,759	10,000	2	2	2	33	0	0	0	0	0	-1	15,004	8,663	9,437	9,630	8,399	1,697	2,452	1,000	193	168	1,734	770	1
5,760	190,000	2	1	2	44	0	0	0	0	0	0	181,045	184,249	158,883	99,255	80,219	81,912	8,000	7,000	4,000	3,000	3,000	3,000	0
5,761	30,000	2	2	1	38	0	0	0	0	0	0	23,819	15,367	10,159	9,859	8,360	4,101	1,553	1,033	381	384	404	1,297	0
5,762	300,000	2	1	1	39	1	2	-1	-1	-1	-1	6,077	5,806	2,994	5,338	4,714	2,362	29	3,009	5,364	4,714	2,362	4	0
5,763	20,000	1	2	1	27	0	0	2	0	0	0	17,062	19,248	18,181	18,156	19,102	17,363	2,850	0	514	2,000	1,000	1,570	0
5,764	20,000	1	2	1	35	0	0	0	0	0	-1	17,584	19,819	11,280	3,680	4,480	1,650	3,013	1,005	1,000	3,000	1,650	0	0
5,765	80,000	2	3	2	22	0	0	-1	-1	-2	-2	37,990	39,400	15,674	-1	-1	-1	2,400	15,674	0	0	0	0	0
5,766	240,000	1	2	1	33	0	0	0	0	0	0	225,312	229,394	232,686	195,509	198,861	202,057	8,000	7,400	6,500	7,000	7,000	7,000	0
5,767	90,000	2	3	2	26	0	0	0	0	0	0	14,692	15,722	16,733	17,453	17,970	18,175	1,269	1,280	1,000	950	652	1,000	0
5,768	100,000	2	2	1	43	0	0	0	0	0	0	98,944	75,296	78,049	48,644	54,963	57,269	4,000	5,000	3,000	9,000	4,000	5,000	0
5,769	320,000	1	1	3	32	-1	-1	-1	-1	-1	-1	802	4,929	2,064	4,365	1,183	3,287	4,929	2,064	4,365	1,183	3,287	2,810	0
5,770	360,000	1	2	1	45	2	2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	0
5,771	180,000	1	2	1	38	1	2	2	0	0	0	2,826	4,612	4,571	5,071	5,195	0	2,000	200	500	124	0	0	1
5,772	300,000	1	2	1	40	-2	-2	-2	-2	-2	-2	15,876	4,347	0	2,208	2,475	7,580	4,347	0	2,208	2,475	7,580	0	0
5,773	20,000	2	1	2	22	-2	-2	-2	-2	-2	-1	-9	-9	904	304	0	302	0	913	304	0	302	7,676	0
5,774	270,000	2	2	2	26	0	0	0	0	0	0	29,951	12,211	13,533	14,391	15,255	16,273	1,300	1,533	1,391	1,255	1,273	1,000	0
5,775	20,000	2	3	2	49	0	0	0	0	0	0	19,437	20,154	18,957	19,334	19,373	19,460	1,337	2,000	666	714	810	600	0
5,776	360,000	2	2	1	35	0	0	0	0	0	0	39,685	32,219	34,541	22,420	16,253	15,773	1,600	3,019	900	600	369	2,471	0
5,777	120,000	1	2	1	38	0	0	0	0	0	0	50,441	41,960	34,024	30,564	22,702	23,175	2,000	1,361	1,000	824	851	812	0
5,778	130,000	2	3	2	27	0	0	0	0	0	0	129,150	105,529	107,691	108,418	115,638	117,958	5,300	5,400	4,000	9,000	4,400	4,500	0
5,779	60,000	2	3	2	45	0	0	0	0	0	0	54,920	39,886	40,056	39,996	40,261	32,644	1,726	1,502	1,287	1,322	1,179	1,156	0
5,780	60,000	1	2	1	36	0	0	0	0	0	0	46,064	47,320	48,337	49,332	50,536	51,694	2,000	1,805	1,800	2,000	2,000	2,000	0
5,781	120,000	2	3	2	31	-1	-1	-1	-1	-1	-1	1,769	390	390	390	390	390	390	390	390	390	390	1,079	0
5,782	130,000	1	3	2	33	0	0	0	0	0	0	92,457	95,365	98,095	100,796	102,504	104,089	6,000	5,000	5,000	4,000	4,000	5,000	0
5,783	360,000	2	1	1	31	-1	-1	-1	-1	-1	-2	460	460	460	399	0	0	460	460	399	0	0	0	0
5,784	10,000	1	3	2	24	-1	-1	-1	0	0	0	6,217	5,082	5,400	5,012	1,740	390	5,112	5,400	2	4	0	5,039	0
5,785	120,000	2	1	2	24	-1	-1	-2	-2	-2	-2	600	0	0	0	0	0	0	0	0	0	0	0	0
5,786	60,000	1	2	2	26	2	2	2	2	0	0	61,103	61,380	62,158	120,142	60,428	58,192	3,000	2,746	0	2,297	1,875	1,158	1
5,787	240,000	2	1	1	40	2	2	2	2	-2	-2	2,500	2,500	2,500	0	0	0	0	0	0	0	0	0	1
5,788	160,000	2	2	1	40	0	0	2	0	0	2	137,695	146,193	139,323	140,719	143,638	144,482	12,121	0	5,100	10,251	5,205	0	0
5,789	200,000	2	2	1	44	-2	-2	-2	-2	-2	-2	0	138	0	0	1,675	69	138	0	0	1,675	69	39,411	0
5,790	300,000	1	1	2	29	-2	-2	-1	-1	-1	-2	0	0	150	3,550	0	0	0	150	3,550	0	0	0	0
5,791	100,000	2	2	2	26	-1	-1	-1	-1	-1	-1	780	0	390	390	390	380	0	390	390	390	380	400	0
5,792	280,000	2	1	1	30	0	0	0	0	0	0	217,773	215,017	209,089	167,458	137,312	109,980	8,155	10,048	6,011	6,010	6,514	10,011	0
5,793	190,000	2	2	2	26	-1	-1	-1	-1	-1	-1	11,613	10,000	10,000	10,000	10,000	10,941	10,000	10,000	10,000	10,000	10,941	79,027	0
5,794	50,000	1	2	1	48	1	2	2	2	2	0	17,613	18,334	17,742	19,273	18,826	19,213	1,298	0	1,829	0	849	822	0
5,795	210,000	2	3	1	33	0	0	0	0	0	2	31,570	32,756	33,905	35,035	37,465	36,713	2,000	2,000	2,000	3,000	0	734	0
5,796	120,000	2	1	2	26	0	0	0	0	0	0	110,934	99,271	90,066	80,165	78,108	77,588	4,432	2,988	4,492	2,797	2,991	2,900	0
5,797	140,000	2	1	2	33	-2	-2	-2	-2	-2	-2	1,825	0	1,264	0	0	1,980	0	1,264	0	0	1,980	1,351	0
5,798	50,000	2	1	2	23	-2	-2	-2	-2	-2	-2	807	0	0	0	0	0	0	0	0	0	0	0	0
5,799	150,000	2	1	2	31	-2	-1	-1	-1	-2	-2	2,005	2,869	16,719	8,568	797	1,158	2,876	16,732	8,593	799	1,161	41,380	0
5,800	50,000	1	1	2	23	4	3	2	0	0	2	27,101	26,431	14,109	9,417	9,952	9,165	88	12	473	825	323	10,000	0

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