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scikit-learn
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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
1,901	30,000	2	2	2	22	0	0	0	0	0	0	27,388	29,016	26,941	27,491	6,726	0	2,075	1,000	550	135	0	0	0
1,902	110,000	2	2	2	42	1	2	0	0	0	0	57,046	51,005	48,572	49,299	47,126	48,215	0	2,100	2,500	2,000	2,250	1,200	0
1,903	500,000	1	1	1	39	-1	-1	-1	-1	-1	-1	6,057	9,418	7,667	6,222	9,435	7,235	9,418	7,667	6,222	9,435	7,235	8,840	0
1,904	310,000	2	1	2	32	0	0	0	0	0	0	35,064	38,195	39,233	39,577	42,996	46,319	4,000	2,000	2,000	4,000	4,000	4,000	0
1,905	580,000	1	2	1	37	0	0	0	0	-1	-1	110,417	89,301	82,057	27,666	20,226	276,422	3,757	2,299	618	2,636	326,889	8,689	0
1,906	340,000	2	1	1	36	0	0	0	0	0	0	185,268	326,074	276,519	251,815	218,706	165,666	160,444	10,143	7,190	6,283	5,208	4,177	0
1,907	360,000	2	2	1	42	-1	-1	-1	-1	-1	-1	22,237	5,683	1,632	1,632	22,379	8,901	6,695	1,632	1,632	22,379	8,901	4,852	0
1,908	290,000	2	1	2	29	-1	-1	-1	-1	-1	-1	578	7,124	7,620	0	4,788	0	7,129	7,620	0	4,788	0	7,026	0
1,909	30,000	1	2	2	36	3	2	2	2	3	2	20,424	19,809	22,478	24,111	23,447	24,951	0	3,000	2,300	0	2,500	0	0
1,910	80,000	2	1	2	29	0	0	0	0	0	0	26,524	23,224	23,141	22,160	21,478	20,441	1,500	1,700	1,000	1,000	1,000	1,500	0
1,911	360,000	1	1	1	38	-1	-1	-1	-1	-1	-1	780	0	390	390	390	390	0	390	390	390	390	390	1
1,912	170,000	2	1	2	31	-1	-1	-1	-1	-1	-1	1,561	1,239	7,315	10,730	1,686	9,445	1,239	7,352	10,730	1,686	9,445	3,444	0
1,913	100,000	1	2	1	42	0	0	0	0	2	0	56,256	57,685	58,156	61,103	59,358	60,060	3,000	2,688	5,163	0	2,358	2,472	0
1,914	450,000	1	2	2	37	0	0	-1	-1	0	0	457,627	38,692	4,549	16,885	6,440	7,440	1,000	4,549	16,885	129	1,000	0	0
1,915	260,000	2	1	2	33	-2	-1	-1	-1	0	0	0	204	-810	2,190	810	0	204	0	3,000	0	0	0	0
1,916	240,000	2	1	2	29	0	0	0	-1	-1	-1	25,700	28,677	22,081	3,428	67	1,832	5,009	2,000	5,000	0	3,332	0	0
1,917	110,000	2	2	2	28	0	0	0	-2	-2	-2	5,660	1,150	0	0	0	0	2,000	0	0	0	0	0	0
1,918	240,000	2	2	2	26	0	0	0	0	0	0	184,501	177,846	167,934	169,133	175,175	146,093	7,627	6,003	5,504	10,158	6,000	6,012	0
1,919	220,000	2	2	2	35	0	0	0	0	0	0	34,819	30,937	30,348	23,459	23,200	21,281	2,006	2,022	1,002	1,007	1,000	1,008	0
1,920	20,000	1	2	1	33	0	0	0	-2	-2	-2	2,508	3,448	-202	-202	950	0	1,000	202	0	1,152	0	1,000	0
1,921	100,000	2	1	1	51	1	-2	-2	-1	2	2	0	0	0	300	150	780	0	0	300	0	630	0	1
1,922	300,000	1	1	2	32	-2	-2	-2	-2	-2	-2	264	264	264	264	414	264	264	264	264	414	264	264	0
1,923	20,000	1	2	2	33	0	0	0	0	0	-1	8,488	10,179	11,901	11,901	9,336	9,054	2,000	2,000	0	0	9,054	2,000	1
1,924	360,000	2	1	2	30	0	0	0	0	0	0	139,762	143,515	147,037	146,117	145,884	147,645	6,000	6,000	4,818	5,000	5,000	4,500	0
1,925	220,000	1	1	2	28	0	0	0	0	0	0	221,268	219,545	216,317	181,012	181,435	183,283	8,700	8,500	6,300	6,700	7,200	5,300	1
1,926	470,000	2	2	2	26	0	0	0	0	0	0	169,699	170,309	167,876	170,610	173,643	178,083	6,200	7,000	5,716	5,982	7,000	5,500	0
1,927	70,000	2	2	2	22	0	0	0	0	0	0	65,793	26,665	22,630	14,573	15,127	12,596	2,000	1,400	291	1,500	5,000	2,000	0
1,928	120,000	2	1	2	26	0	0	0	0	0	0	10,172	12,400	14,256	16,859	17,477	21,588	3,000	3,000	4,000	4,000	5,000	5,000	0
1,929	50,000	1	2	2	35	0	0	0	0	0	0	18,510	19,418	21,097	21,759	22,421	23,061	1,500	2,000	1,000	1,000	1,000	1,203	0
1,930	470,000	1	2	1	49	0	0	0	0	0	0	169,260	161,760	154,424	147,137	138,240	125,866	6,600	6,170	5,100	4,726	4,555	4,375	0
1,931	130,000	1	2	1	49	0	0	0	0	-1	-1	24,008	21,231	14,323	7,722	4,689	-3,614	3,000	5,000	2,822	5,000	0	6,500	0
1,932	20,000	2	1	2	24	-1	-1	-1	2	2	2	390	707	1,320	930	780	240	1,097	1,003	0	240	0	780	1
1,933	260,000	2	1	2	36	-2	-2	-2	-2	-1	-1	1,891	2,438	2,280	746	1,989	1,668	2,637	2,280	746	1,989	1,668	2,605	0
1,934	20,000	1	1	1	39	-1	-1	-1	-1	-1	-1	628	662	596	630	664	598	700	600	700	700	600	1,400	0
1,935	300,000	2	1	2	28	2	-1	-1	0	0	-2	1,314	168	1,080	1,080	0	0	170	1,080	0	0	0	2,500	1
1,936	460,000	2	2	2	35	0	0	0	0	0	0	449,790	450,047	453,770	396,600	392,879	398,478	17,610	17,500	13,810	14,100	14,520	15,000	0
1,937	20,000	2	1	2	24	1	-1	-1	-1	2	2	0	20,087	2,110	300	150	650	20,087	2,200	600	0	500	0	1
1,938	360,000	2	2	2	27	0	0	0	0	0	0	238,971	245,515	248,969	253,896	259,403	264,352	10,381	9,036	9,066	9,576	9,426	9,435	1
1,939	290,000	1	1	1	40	0	0	0	0	0	0	98,441	95,169	93,718	89,712	82,809	76,334	4,000	4,250	5,000	3,241	3,500	7,000	0
1,940	90,000	1	1	1	30	0	0	0	0	0	0	38,921	45,577	46,496	40,244	39,903	8,629	12,000	5,000	3,000	10,000	1,000	1,838	0
1,941	180,000	2	1	2	26	-1	-1	-1	-1	-1	-1	2,049	0	351	631	13,359	384	0	351	631	13,359	384	487	0
1,942	360,000	1	3	1	53	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,943	120,000	1	1	1	45	0	0	0	0	0	0	20,877	21,909	22,922	23,376	23,866	24,339	1,369	1,382	836	866	870	902	0
1,944	220,000	1	2	2	30	0	0	0	0	0	0	217,800	189,016	137,788	106,713	96,588	22,743	7,261	5,170	4,054	4,500	1,225	110,000	0
1,945	220,000	1	1	2	34	2	2	0	0	0	2	203,101	185,384	149,839	142,404	120,918	87,005	311	38,024	8,105	10,117	37	5,264	1
1,946	10,000	2	1	2	27	-1	-1	-2	-2	-2	-2	499	0	0	0	0	0	0	0	0	0	0	0	1
1,947	320,000	2	2	2	31	0	0	0	0	0	0	104,850	101,705	93,489	95,033	96,941	108,463	3,600	4,277	4,000	3,600	13,203	4,500	0
1,948	320,000	1	1	1	33	0	0	0	0	0	0	325,445	202,853	57,051	161,651	182,265	0	10,000	15,000	105,000	55,000	0	0	0
1,949	90,000	1	2	2	39	0	0	0	0	-1	0	50,477	22,472	20,148	4,708	5,000	5,028	3,000	5,000	500	5,000	500	500	0
1,950	180,000	1	1	1	50	0	0	0	0	0	0	66,114	69,436	72,560	76,169	77,988	69,293	5,000	5,000	5,000	3,000	5,000	5,000	0
1,951	90,000	2	1	2	28	0	0	0	0	0	-1	88,345	90,260	87,535	89,335	19,715	4,709	3,360	1,947	2,000	10,000	4,709	82,400	0
1,952	100,000	1	1	1	36	0	0	0	0	0	0	23,070	18,806	20,183	21,540	25,775	0	1,700	2,000	2,000	5,000	0	0	0
1,953	340,000	1	2	1	41	0	0	0	0	0	0	331,003	332,829	274,467	275,341	280,913	270,448	15,110	11,019	9,502	9,579	9,026	8,719	0
1,954	50,000	1	1	2	22	0	0	2	0	0	0	47,726	51,161	48,310	50,332	47,492	50,782	5,500	0	3,000	3,000	5,000	0	1
1,955	240,000	2	2	1	41	-1	0	-1	-1	-1	-1	20,272	11,294	16,873	1,143	4,317	14,940	1,000	16,906	1,143	4,317	14,940	0	0
1,956	10,000	1	2	2	41	1	2	2	2	2	2	8,722	9,592	9,289	10,140	10,417	10,104	1,157	0	1,008	584	0	198	0
1,957	220,000	2	1	1	42	2	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
1,958	100,000	2	2	2	37	0	0	0	0	0	0	107,669	107,529	73,323	51,125	46,879	45,538	3,536	2,821	3,963	3,147	2,670	725	0
1,959	220,000	2	1	1	31	-2	-2	-2	-2	-2	-2	3,785	1,137	377	5,763	3,952	412	1,142	377	5,763	3,952	412	1,294	0
1,960	70,000	2	3	1	57	0	0	0	0	0	0	67,864	65,062	66,447	49,103	45,830	46,769	2,620	2,730	1,936	1,700	1,700	2,000	0
1,961	30,000	2	2	2	37	3	2	2	0	0	0	29,657	30,320	28,991	29,066	29,340	30,786	1,763	0	1,178	1,223	2,435	1,200	1
1,962	130,000	2	3	2	53	-1	-1	-1	-1	-1	-1	11,085	45,677	27,951	17,255	10,400	18,776	45,697	27,951	17,307	10,400	18,776	2,944	0
1,963	140,000	2	2	1	25	0	0	0	0	0	0	81,960	81,757	83,046	84,034	77,659	77,180	3,005	3,000	3,000	3,000	3,000	5,000	0
1,964	20,000	1	2	2	32	0	0	-1	0	0	0	4,485	4,843	15,992	14,897	12,792	10,042	1,000	16,000	600	1,000	500	0	0
1,965	150,000	2	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,966	50,000	2	2	2	26	0	0	-2	-2	-2	-2	4,136	0	0	0	0	0	0	0	0	0	0	0	0
1,967	90,000	1	2	1	29	1	1	1	0	0	0	41,073	43,480	73,960	2,442	48,063	48,186	3,100	1,000	770	48,012	1,756	1,894	0
1,968	170,000	2	3	1	37	0	0	0	0	0	0	158,920	164,353	167,455	99,297	59,888	44,262	8,000	7,000	5,000	5,000	5,000	20,000	0
1,969	70,000	1	1	2	30	2	2	0	0	0	0	34,985	34,146	35,271	35,986	36,905	37,641	0	2,000	1,300	1,500	1,500	1,576	1
1,970	200,000	2	1	2	43	-2	-2	-2	-2	-2	-2	830	-6	-6	657	2,088	150	0	0	663	2,088	150	594	0
1,971	200,000	1	1	1	42	0	-1	0	0	-1	-1	19,318	19,067	17,858	326	326	326	19,067	5,000	0	326	326	326	0
1,972	20,000	1	2	1	40	1	2	0	0	0	0	20,498	19,692	20,498	19,898	19,906	18,586	0	1,600	0	398	0	0	1
1,973	200,000	1	2	1	41	0	0	0	0	0	0	96,910	92,934	99,528	100,341	102,585	108,567	10,000	7,004	5,000	5,003	7,345	7,000	0
1,974	170,000	1	2	2	26	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,975	130,000	1	1	2	25	1	-2	-2	-2	-2	-2	-2,000	-2,000	-2,000	-2,000	-2,000	-2,000	0	0	0	0	0	0	1
1,976	100,000	2	1	2	27	0	0	0	0	2	0	90,118	88,435	90,147	94,425	92,853	93,816	4,110	4,101	6,623	0	3,503	3,360	0
1,977	180,000	1	2	2	31	0	0	0	2	0	0	28,566	32,876	39,120	38,339	42,679	46,953	5,000	7,000	0	5,000	5,000	5,000	0
1,978	230,000	2	3	2	26	-2	-1	0	0	0	0	1,200	990	9,079	11,186	10,159	11,734	990	8,089	2,186	1,159	1,734	1,200	0
1,979	20,000	1	3	2	50	-1	-1	-1	-1	-1	0	2,191	1,140	12,656	1,693	303	12,303	1,140	12,656	1,700	500	12,000	0	0
1,980	500,000	2	1	1	35	0	0	0	0	0	0	35,176	36,193	44,157	48,322	21,593	13,866	2,504	10,004	5,178	1,047	2,019	1,004	1
1,981	150,000	2	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,982	80,000	2	3	2	40	3	2	2	2	2	2	38,503	40,118	41,199	42,264	43,083	43,471	2,500	2,000	2,000	1,600	1,200	2,000	1
1,983	230,000	1	2	1	29	0	0	0	0	0	0	56,171	60,250	63,574	71,941	75,882	75,619	5,000	5,000	10,000	5,000	5,000	5,000	0
1,984	80,000	1	1	2	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,985	230,000	2	2	2	24	0	0	0	0	0	0	24,973	24,974	25,566	23,427	28,229	31,355	5,000	5,000	2,100	5,229	3,355	4,598	0
1,986	50,000	2	2	2	49	2	0	-1	-1	-1	0	38,947	37,799	3	18,080	12,227	13,296	2,000	1,000	19,000	12,500	2,000	2,000	1
1,987	50,000	1	2	2	35	0	0	0	0	0	0	48,813	50,789	49,624	19,880	20,431	19,559	5,000	23,000	838	1,000	1,000	1,000	0
1,988	10,000	2	1	2	25	1	3	2	0	0	0	10,438	10,130	9,738	9,178	8,398	0	0	0	0	0	0	0	0
1,989	140,000	1	2	2	34	2	2	2	2	2	2	135,949	130,625	117,392	111,478	109,353	97,612	8,408	3,500	3,500	3,600	0	3,600	0
1,990	50,000	1	2	2	42	0	0	0	0	0	0	39,236	39,729	27,068	28,604	28,199	58,428	2,094	1,451	1,987	1,039	1,500	1,200	1
1,991	180,000	1	3	2	28	0	0	0	0	0	0	129,719	133,702	133,758	80,055	69,672	33,194	6,070	3,521	5,000	5,000	5,004	5,029	0
1,992	360,000	1	1	2	65	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,993	580,000	1	3	1	67	2	2	3	3	4	6	453,985	470,915	471,175	486,776	503,914	527,711	25,704	9,464	25,065	25,703	33,000	215	0
1,994	310,000	2	1	1	43	-2	-2	-2	-2	-2	-2	14,619	1,881	13,750	9,837	7,785	14,460	12,484	13,961	9,838	7,785	14,460	14,195	0
1,995	20,000	1	3	2	52	0	0	2	0	0	0	16,735	20,373	12,071	12,567	13,949	14,318	4,008	0	1,000	1,600	600	532	0
1,996	180,000	2	1	2	43	-2	-1	-1	-1	0	-1	8,657	6,847	18,762	22,928	3,129	2,398	6,847	18,762	22,928	0	2,398	23,149	0
1,997	60,000	2	1	2	24	0	0	0	0	0	0	15,050	16,203	16,891	15,474	14,612	16,354	2,000	1,300	2,000	1,000	2,000	1,000	0
1,998	40,000	2	3	1	59	0	0	0	0	0	2	14,769	15,271	15,383	14,548	16,274	15,650	1,573	1,512	504	2,770	613	14	0
1,999	140,000	2	2	1	34	0	0	2	0	0	0	121,374	125,965	102,527	103,337	105,942	101,830	8,200	3,000	4,000	4,500	4,000	4,200	0
2,000	220,000	1	2	1	32	0	-1	-1	-1	-1	-1	8,000	8,288	8,000	0	8,000	0	8,288	8,000	0	8,000	0	0	0

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