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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
9,701	270,000	2	1	2	31	0	0	-2	-1	-1	0	13,759	0	0	2,786	4,686	3,184	0	0	2,786	4,686	0	0	0
9,702	50,000	2	2	2	24	-1	-1	-1	-1	0	0	390	390	390	780	780	0	390	390	780	0	0	0	0
9,703	80,000	2	2	1	35	0	0	0	0	0	0	9,647	10,390	10,816	9,746	9,798	10,401	1,206	1,131	322	490	1,402	201	0
9,704	10,000	2	1	2	29	-1	-1	-1	-1	-1	-1	1,727	1,508	3,096	3,400	4,522	-240	1,508	3,098	3,400	4,522	0	1,000	0
9,705	190,000	2	2	1	34	-1	-1	-1	-2	-1	-1	500	300	0	0	418	964	300	0	0	418	964	670	0
9,706	50,000	1	1	2	27	0	0	2	0	0	2	40,688	43,816	42,816	43,528	46,258	47,340	4,100	0	1,723	3,600	2,000	2,780	0
9,707	100,000	2	3	1	46	2	2	2	2	2	0	42,674	45,983	46,927	47,759	46,865	47,930	4,000	2,000	1,900	0	2,000	4,000	1
9,708	150,000	1	2	2	49	0	0	0	0	0	0	151,822	86,002	75,782	76,333	77,956	77,553	2,985	2,700	5,000	2,823	2,865	2,679	1
9,709	510,000	1	3	2	30	-2	-2	-2	-2	-2	-2	548	0	0	0	0	1,769	0	0	0	0	1,769	0	0
9,710	110,000	2	2	2	24	-1	-1	-1	-1	0	0	1,362	1,352	1,867	36,986	40,053	41,196	1,352	1,867	36,986	5,000	3,000	23,000	0
9,711	150,000	2	1	1	58	-1	-1	-1	-1	-1	-1	1,657	2,277	4,049	1,665	559	0	2,277	4,066	1,665	559	0	663	0
9,712	50,000	2	2	1	54	0	0	0	0	0	0	48,403	48,119	43,590	18,264	18,659	18,918	2,020	3,128	1,000	656	645	630	0
9,713	50,000	2	2	2	23	-1	0	0	0	0	0	25,622	33,564	25,680	13,577	1,148	-6	10,122	10,028	5,000	6	0	0	0
9,714	360,000	2	2	1	29	1	-1	2	-1	-1	-1	0	828	414	414	414	414	1,244	2	416	416	416	600	0
9,715	10,000	2	1	2	24	2	0	0	2	2	2	6,524	7,559	9,564	9,264	9,862	10,050	1,300	2,300	0	900	500	0	0
9,716	210,000	2	1	2	26	1	2	2	0	0	0	120,098	121,222	117,783	120,126	122,643	125,123	4,500	0	4,302	4,455	4,523	4,516	0
9,717	370,000	1	2	2	28	0	0	0	0	0	0	261,021	265,512	269,491	223,905	226,566	226,817	10,001	10,000	10,000	8,207	7,641	7,521	0
9,718	360,000	2	2	1	33	0	0	-2	-1	-1	-1	3,177	0	0	1,672	0	986	0	0	1,672	0	986	780	0
9,719	50,000	2	2	1	31	0	0	2	0	0	2	44,970	48,101	46,993	47,940	50,903	49,794	3,855	0	1,694	3,713	2,000	1,900	1
9,720	360,000	1	2	2	38	-2	-2	-2	-2	-1	0	0	0	0	0	3,189	177,585	0	0	0	3,189	177,000	5,000	0
9,721	170,000	2	1	1	35	0	0	-1	-1	-1	-1	86,239	75,600	2,800	21,881	0	6,780	1,512	2,800	21,881	0	6,780	530	0
9,722	70,000	1	2	2	26	0	0	0	-1	0	0	67,864	68,284	67,375	71,270	71,157	71,008	3,517	3,700	71,270	3,000	3,000	3,000	1
9,723	360,000	2	1	2	34	-1	-1	-1	-1	-1	-1	8,871	6,378	26,648	6,707	3,450	0	6,411	26,987	6,740	3,467	0	239,400	0
9,724	230,000	1	5	1	42	0	0	0	0	0	0	92,230	90,614	90,385	59,317	60,404	61,604	3,292	2,755	2,270	2,193	2,205	2,284	0
9,725	50,000	1	1	1	38	0	0	-2	-2	-2	-2	12,650	0	0	0	0	0	0	0	0	0	0	0	0
9,726	200,000	1	1	1	41	-1	-1	-1	-1	-1	-1	1,378	-22	5,440	-2	796	1,390	0	5,462	0	798	1,394	3,600	0
9,727	140,000	1	2	2	30	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	1
9,728	120,000	2	2	2	33	0	0	0	0	0	0	120,411	122,717	118,886	117,170	117,403	117,388	6,300	6,100	4,600	5,000	4,800	5,000	0
9,729	280,000	2	3	2	46	-2	-2	-2	-2	-2	-2	1,401	5,201	3,615	1,963	2,086	1,297	5,201	3,615	1,963	2,086	1,297	1,154	0
9,730	300,000	2	1	2	29	0	-1	-1	-1	0	-1	26,857	9,505	8,933	14,357	24,549	3,031	9,511	8,933	14,357	15,000	3,031	20,993	0
9,731	20,000	2	2	2	22	0	0	2	2	2	2	15,169	17,793	17,207	20,409	20,844	20,349	2,874	0	3,490	900	0	361	0
9,732	160,000	2	2	2	25	2	2	2	2	2	0	158,629	162,097	163,567	163,617	156,554	156,557	7,500	5,600	5,822	14	5,700	5,800	1
9,733	20,000	1	1	2	24	2	0	0	0	0	0	17,781	19,388	19,933	17,331	12,822	19,924	2,000	1,300	390	388	10,000	400	1
9,734	120,000	1	2	1	41	0	0	0	0	0	0	44,966	45,726	40,795	39,938	40,610	39,397	1,690	2,562	1,392	1,442	1,415	1,422	0
9,735	290,000	2	2	1	37	-2	-2	-2	-2	-2	-2	1,961	3,144	500	0	0	0	3,148	501	0	0	0	0	0
9,736	60,000	1	2	1	32	0	0	0	0	0	2	30,781	25,870	26,964	27,265	30,329	24,104	1,505	1,599	900	4,500	0	1,000	0
9,737	110,000	2	1	2	29	0	0	0	0	0	0	69,718	67,961	68,306	69,786	48,728	18,574	3,000	2,000	2,049	2,000	1,000	1,000	0
9,738	50,000	2	3	1	43	0	0	0	0	0	0	42,874	43,727	28,742	8,150	6,771	6,713	1,862	1,077	1,000	1,000	1,000	1,000	0
9,739	630,000	1	1	2	32	-2	-2	-2	-2	-2	-2	2,731	3,817	4,679	5,679	6,679	6,850	1,138	1,000	1,000	1,000	171	73,415	0
9,740	30,000	1	1	2	28	0	0	0	0	2	0	23,837	24,948	25,611	29,245	28,686	26,549	1,800	1,400	4,000	0	2,631	500	0
9,741	50,000	1	2	2	33	0	0	0	0	0	0	50,094	50,461	50,994	30,521	30,242	30,193	2,479	2,412	1,162	1,199	1,223	1,199	0
9,742	60,000	1	2	1	42	0	0	0	0	0	0	49,244	48,310	41,746	25,488	26,199	28,200	2,000	2,000	1,000	1,501	3,000	1,500	0
9,743	150,000	1	2	2	27	0	0	0	0	0	-1	12,593	39,494	33,616	24,519	10,656	30,168	38,018	1,203	41	2,587	31,382	11,027	0
9,744	10,000	1	3	2	24	-1	-1	0	0	0	0	273	8,327	9,379	9,566	9,766	10,042	8,327	1,200	342	354	438	200	0
9,745	20,000	1	2	2	27	0	0	0	0	0	0	18,860	17,904	15,300	12,776	3,585	0	1,360	1,206	256	72	0	0	0
9,746	80,000	1	3	2	32	0	0	0	0	0	0	71,375	18,353	94,675	90,470	85,449	80,309	1,414	83,402	4,000	3,058	2,903	2,626	0
9,747	160,000	2	2	2	52	0	0	0	0	0	0	38,695	40,757	42,769	44,448	46,269	48,036	3,000	2,700	2,700	2,700	2,700	2,700	0
9,748	100,000	1	2	2	43	0	0	0	0	0	0	103,601	105,282	83,616	67,825	66,756	57,075	5,088	3,098	5,010	3,038	4,031	3,000	0
9,749	90,000	2	3	1	34	0	0	2	0	0	0	49,771	52,930	48,683	44,102	35,577	28,500	4,000	0	1,312	1,200	1,070	2,882	0
9,750	50,000	2	3	2	60	0	0	2	2	0	0	27,943	31,060	31,293	29,256	29,870	30,503	3,577	1,042	0	1,080	1,515	862	0
9,751	170,000	1	1	2	30	0	0	0	0	0	0	117,010	119,463	123,476	124,934	127,918	130,782	4,337	6,000	5,000	5,000	5,000	4,898	0
9,752	240,000	2	1	2	32	-1	-1	-1	-1	-1	-1	5,695	9,420	16,278	8,998	10,242	19,098	9,420	16,290	8,998	10,421	19,098	6,697	0
9,753	80,000	2	2	2	25	-1	-1	-1	-1	-1	-1	3,002	1,921	13,454	1,807	3,560	3,337	1,921	13,454	1,807	3,560	3,337	6,240	0
9,754	80,000	2	1	2	30	0	0	0	0	0	0	69,533	71,314	73,027	74,215	75,865	77,448	3,500	3,500	3,000	3,000	3,000	3,000	0
9,755	360,000	2	2	1	37	-2	-2	-2	-2	-2	-2	0	0	0	0	474	0	0	0	0	474	0	0	0
9,756	140,000	1	1	1	31	2	0	0	2	2	2	51,028	52,112	55,232	55,932	54,910	57,344	2,500	4,600	2,200	0	3,513	3,000	0
9,757	60,000	1	2	2	49	0	0	0	0	0	0	81,411	52,017	35,423	24,023	20,175	16,137	38,709	1,609	661	656	1,000	5,000	0
9,758	110,000	1	3	2	27	0	0	0	0	0	0	55,567	65,753	65,379	65,467	64,596	62,405	15,753	5,379	5,467	4,596	3,405	1,492	0
9,759	160,000	2	1	2	28	0	0	0	0	0	0	164,262	158,903	150,548	152,170	155,476	165,902	7,900	7,000	5,600	5,900	13,200	0	0
9,760	200,000	2	3	1	45	-1	-1	0	-1	0	-1	80	-460	4,091	5,463	4,978	975	2,230	5,029	5,463	100	975	255	1
9,761	280,000	2	2	1	29	0	0	0	0	0	0	233,717	87,171	87,786	86,510	83,560	84,808	10,004	3,066	3,171	3,501	3,030	2,789	0
9,762	360,000	1	2	1	33	1	2	2	7	6	5	296,148	304,249	383,030	377,145	370,850	364,365	14,906	97,225	0	0	0	0	0
9,763	90,000	2	1	2	26	-1	-1	-1	-2	-1	-1	13,416	5,206	0	0	1,980	170	7,380	0	0	1,980	170	1,397	1
9,764	200,000	1	2	2	46	0	0	0	0	0	0	18,564	77,518	82,794	80,248	64,174	51,204	60,000	20,000	20,248	45,000	40,000	54,600	0
9,765	50,000	1	1	1	50	1	2	3	2	2	2	29,394	31,722	30,928	30,134	32,085	32,609	3,100	0	0	2,600	1,200	0	1
9,766	400,000	2	1	1	32	-2	-2	-2	-2	-2	-2	7,217	-507	-3	8,067	1,154	2,061	0	1,000	8,070	1,154	2,061	0	0
9,767	360,000	1	1	1	49	1	-1	-1	-1	-1	-1	-3	630	1,019	320	5,817	907	633	1,030	321	5,846	911	6,965	0
9,768	150,000	1	3	1	50	0	0	0	0	0	0	88,900	91,812	92,411	94,416	96,328	74,550	4,161	2,971	3,151	3,200	3,990	0	0
9,769	50,000	2	3	2	61	1	2	0	0	2	0	47,731	45,925	47,041	49,180	47,500	48,479	0	2,200	3,600	0	1,763	1,725	1
9,770	150,000	1	2	2	35	0	0	-1	-1	0	0	6,008	8,765	19,674	57,858	53,588	56,892	8,008	20,155	63,992	3,004	6,002	5,702	0
9,771	100,000	2	2	2	37	1	2	-1	-1	-2	-2	3,492	3,293	326	324	174	1,367	10	650	324	0	1,367	4,166	1
9,772	310,000	2	1	1	30	0	0	0	0	0	0	27,289	28,020	31,140	27,695	17,338	17,731	1,489	4,415	1,084	491	540	4,000	0
9,773	120,000	1	2	2	39	1	-1	2	2	-2	-2	0	780	780	0	0	0	1,170	0	0	0	0	0	0
9,774	90,000	2	2	1	44	0	0	0	0	0	0	82,253	88,238	83,204	81,645	84,629	87,981	8,238	3,200	3,000	5,000	5,000	3,000	0
9,775	150,000	2	1	1	36	-2	-2	-2	-2	-2	-2	14,843	14,528	11,317	14,037	12,030	10,738	14,528	11,322	14,042	12,030	10,738	322	0
9,776	50,000	1	2	1	42	0	0	0	0	0	0	35,255	21,317	22,252	22,541	22,863	20,288	1,690	1,620	900	780	750	1,670	0
9,777	210,000	1	1	1	53	-1	-1	-1	-1	-1	-1	6,060	5,934	9,303	10,976	2,543	3,483	5,983	9,331	11,008	2,550	3,493	1,308	0
9,778	300,000	2	2	2	42	-1	-1	-1	0	0	-2	28,077	1,063	11,510	10,310	0	0	1,500	11,516	0	0	0	7,000	0
9,779	110,000	2	2	1	33	2	0	0	0	0	0	87,514	75,394	82,627	57,533	59,289	60,828	4,000	10,090	2,100	3,000	3,000	3,000	1
9,780	150,000	2	1	2	25	0	0	0	0	-1	0	150,562	148,689	147,296	144,927	54,116	6,072	5,196	3,171	3,699	69,245	1,030	0	0
9,781	210,000	1	1	1	42	-1	-1	-1	-1	-1	-1	1,729	1,262	6,867	2,271	1,054	1,197	1,315	6,867	2,271	1,054	1,197	701	0
9,782	30,000	1	1	2	34	2	2	2	2	2	0	21,107	24,117	24,424	24,627	24,093	24,785	3,374	1,000	900	0	1,094	1,000	1
9,783	240,000	2	2	1	42	-1	-1	-1	-1	-1	-1	632	0	316	632	0	316	0	316	632	0	316	948	0
9,784	120,000	1	2	2	34	-1	-1	-1	-1	-1	-1	856	856	856	856	856	856	856	856	856	856	856	2,664	0
9,785	80,000	2	1	2	24	0	0	0	0	0	0	31,815	30,672	33,185	28,600	29,101	28,939	4,038	3,199	914	850	2,055	8,318	0
9,786	80,000	2	2	2	25	1	2	0	0	2	0	31,040	30,259	31,712	33,734	29,822	30,966	0	2,000	2,444	0	3,000	1,000	1
9,787	360,000	1	1	1	32	-1	-1	-1	0	0	0	2,612	3,218	6,989	2,729	1,436	-14	3,234	7,021	6	7	0	0	0
9,788	130,000	1	1	2	34	2	2	2	0	0	2	72,996	75,241	73,442	75,115	79,230	81,278	4,000	0	3,500	5,500	3,500	0	1
9,789	290,000	1	2	1	36	2	-1	-1	0	-1	-1	322	326	652	326	326	11,757	330	652	0	326	11,757	550	0
9,790	240,000	2	3	1	33	0	0	0	0	-1	0	129,600	133,161	30,098	366	725	2,576	7,000	1,030	7	725	2,217	158,215	0
9,791	60,000	1	2	2	23	0	0	2	2	-1	0	4,553	7,730	12,944	-7,511	12,606	6,540	3,258	0	0	28,000	2,000	50	0
9,792	200,000	2	2	1	60	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,793	150,000	2	2	1	28	0	0	0	0	0	0	99,294	96,094	97,642	70,371	72,257	72,536	5,008	5,000	2,499	3,000	2,789	2,439	0
9,794	300,000	1	3	2	29	0	0	0	0	0	0	103,792	108,297	75,385	76,864	124,477	192,001	8,401	4,266	3,087	49,195	70,000	7,016	0
9,795	30,000	2	2	2	24	-1	-1	2	2	2	2	2,590	8,346	8,069	13,042	12,690	15,503	6,000	0	5,464	0	3,027	0	0
9,796	250,000	1	2	1	40	0	0	0	0	0	0	142,477	85,965	71,453	54,063	52,723	56,752	7,000	3,000	2,000	3,500	5,000	3,000	1
9,797	20,000	1	3	2	40	0	0	0	0	0	0	17,180	17,715	18,841	18,989	11,583	11,859	1,500	1,500	1,000	1,000	1,000	1,000	0
9,798	370,000	2	1	2	34	0	0	0	0	0	0	206,161	203,907	178,625	164,483	157,497	141,493	10,000	7,014	6,000	6,000	6,000	4,000	0
9,799	20,000	2	1	2	23	1	2	0	0	-1	0	6,081	3,408	4,016	3,282	1,814	2,232	0	1,000	100	1,814	1,000	0	1
9,800	120,000	2	2	2	23	0	0	-1	0	-1	-1	7,945	3,077	700	268	632	8,815	1,000	1,200	200	632	8,815	8,400	1

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