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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
23,701	490,000	2	1	1	53	-2	-2	-2	-2	-2	-2	1,700	8,913	0	400	4,186	6,205	8,913	0	400	4,186	6,205	2,025	0
23,702	50,000	2	3	2	52	0	0	0	0	0	0	47,670	48,447	49,493	48,497	18,930	19,329	1,954	2,000	20,567	1,000	664	1,000	0
23,703	340,000	2	2	1	57	-1	-1	-1	-1	-1	-1	16,729	8,942	10,301	20,793	14,817	4,614	8,942	10,321	20,793	14,817	4,614	7,005	0
23,704	240,000	2	3	1	51	0	0	0	0	0	0	225,614	232,072	204,121	171,051	175,416	179,754	10,473	8,000	30,000	6,000	6,000	20,000	0
23,705	50,000	2	3	1	53	2	2	2	2	2	2	40,926	43,236	45,250	46,003	44,193	44,838	3,000	3,000	1,800	0	1,500	2,300	1
23,706	500,000	2	2	1	50	0	0	0	2	0	0	290,301	296,479	306,661	306,438	298,068	293,489	11,000	15,000	10,000	10,003	10,000	11,000	0
23,707	410,000	2	2	1	50	0	0	0	0	0	0	249,152	246,659	248,934	246,011	240,845	213,767	9,000	11,000	10,000	7,500	8,000	8,000	0
23,708	280,000	2	2	1	64	0	0	2	0	0	0	22,715	37,818	35,497	30,164	7,164	7,164	15,506	17	3,364	0	0	0	0
23,709	240,000	2	2	2	59	0	0	0	0	0	0	230,026	239,796	231,230	196,471	190,004	161,867	20,000	12,000	7,000	8,000	6,000	6,205	0
23,710	20,000	2	1	2	54	0	0	0	0	0	0	17,016	17,909	18,298	18,761	17,781	10,674	1,568	1,737	1,200	0	0	0	0
23,711	100,000	2	2	1	55	2	2	2	2	2	2	44,400	47,439	48,385	49,285	50,176	51,228	4,100	2,000	2,000	2,000	2,000	0	1
23,712	290,000	2	2	1	52	0	0	0	0	0	0	276,377	282,814	288,983	203,517	208,435	212,674	12,880	13,000	8,000	8,600	9,000	4,000	0
23,713	100,000	2	3	2	50	0	0	0	2	0	0	82,397	84,027	88,734	86,369	89,994	89,681	3,004	7,500	0	5,001	3,390	4,000	0
23,714	270,000	2	2	1	65	-1	-1	-1	-1	-1	-1	157	0	2,521	5,145	8,422	6,374	0	2,521	5,184	8,422	6,374	0	0
23,715	80,000	2	3	2	57	0	0	0	0	0	0	78,312	77,359	76,081	76,526	27,571	28,783	3,459	3,500	1,959	982	2,000	1,482	0
23,716	280,000	2	1	1	47	4	3	2	2	2	2	127,928	127,530	130,168	131,222	132,758	135,654	3,000	6,000	4,500	5,000	5,000	5,000	1
23,717	30,000	2	3	1	52	1	-2	-2	-2	-1	0	-190	-760	-760	-760	760	760	0	0	0	1,520	0	0	0
23,718	90,000	2	3	1	53	0	0	0	0	0	0	88,363	87,235	88,338	78,994	50,095	48,987	3,200	4,000	2,602	2,000	3,000	2,000	1
23,719	600,000	2	1	1	53	-2	-2	-2	-2	-2	-2	84,300	27,446	0	0	6,677	83,034	27,446	0	0	6,677	83,034	0	0
23,720	70,000	2	3	1	54	0	0	0	0	0	0	37,717	38,744	40,538	39,489	11,590	11,835	1,655	2,449	2,400	414	431	500	0
23,721	270,000	2	3	1	58	-2	-2	-2	-2	-2	-2	936	1,188	2,078	795	828	1,251	1,188	2,078	795	828	1,251	2,267	0
23,722	260,000	2	3	1	59	0	0	0	0	0	0	258,885	261,183	262,546	238,614	195,149	195,771	10,000	11,000	13,067	10,003	8,000	11,488	0
23,723	50,000	2	3	1	59	0	0	-2	-2	-2	-2	25,775	0	0	0	0	0	0	0	0	0	0	0	0
23,724	50,000	2	3	1	53	0	0	0	0	0	0	48,549	49,180	48,521	8,731	8,777	9,261	2,277	2,290	1,500	1,000	1,000	2,000	1
23,725	70,000	2	3	2	52	0	0	0	0	0	0	103,570	105,991	67,243	67,533	28,653	29,253	3,500	2,777	1,751	969	1,004	938	0
23,726	210,000	2	3	1	55	-1	-1	-2	-1	0	0	3,857	0	0	95,438	96,317	98,400	0	0	95,438	3,393	3,580	3,998	0
23,727	330,000	2	3	1	50	-1	-1	-2	-2	-2	-1	2,064	0	0	0	0	324	0	0	0	0	324	0	0
23,728	200,000	2	2	1	51	0	0	0	0	0	0	288,015	148,160	98,651	251,331	255,017	54,705	4,470	9,746	155,858	5,869	1,964	1,938	0
23,729	220,000	2	1	1	51	-2	-2	-2	-2	-2	-2	3,315	2,625	4,863	1,917	809	709	2,625	4,863	1,917	809	709	1,195	0
23,730	50,000	2	3	1	52	0	0	0	0	0	0	11,463	12,763	14,149	15,162	15,463	15,788	1,500	1,600	1,252	553	574	747	0
23,731	20,000	2	2	1	53	0	0	0	0	0	0	19,594	19,502	19,431	20,290	20,293	19,665	2,000	1,700	1,500	700	750	1,000	0
23,732	30,000	2	2	2	53	-1	-1	0	0	0	0	356	15,666	16,863	7,380	8,580	10,000	15,700	2,000	2,000	1,200	2,200	0	1
23,733	280,000	2	2	1	56	2	0	0	0	0	0	284,128	284,204	284,041	283,396	213,294	213,384	9,970	10,261	17,003	7,657	7,750	7,861	1
23,734	60,000	2	3	1	60	0	0	0	0	0	0	57,974	57,637	56,594	57,097	56,854	58,325	2,810	2,648	2,050	2,084	2,437	1,968	0
23,735	200,000	2	3	1	50	0	0	0	0	0	0	8,413	8,611	15,818	21,813	20,890	29,890	5,000	8,000	10,000	10,000	10,000	4,686	0
23,736	230,000	2	2	2	51	0	0	0	0	0	0	213,457	226,037	213,682	219,016	172,407	163,690	17,000	10,000	10,000	10,000	10,000	10,000	0
23,737	230,000	2	1	1	51	-2	-2	-2	-2	-2	-1	0	0	0	0	0	496	0	0	0	0	496	496	1
23,738	100,000	2	3	1	49	0	0	0	0	0	0	62,049	58,158	57,952	58,627	46,055	43,176	2,247	2,900	2,408	1,689	1,820	2,040	0
23,739	80,000	2	2	1	49	0	0	0	0	0	0	83,888	83,503	82,265	81,974	81,253	78,343	3,900	3,000	3,500	3,200	3,800	3,300	0
23,740	80,000	2	2	2	51	0	0	0	0	0	-1	80,106	43,289	21,017	12,883	-217	45,966	1,400	1,500	1,000	0	46,700	1,700	1
23,741	70,000	2	2	1	57	0	0	0	0	0	0	18,379	19,571	22,729	24,346	24,940	25,539	1,500	3,500	2,000	1,000	1,000	1,500	0
23,742	200,000	2	1	1	54	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,743	20,000	2	2	1	51	2	2	2	2	0	0	17,612	18,820	19,717	18,701	18,726	18,501	1,800	1,500	0	1,000	1,000	1,000	0
23,744	200,000	2	2	1	50	-2	-1	0	0	-1	0	3,414	6,640	7,428	10,234	5,380	7,532	6,640	1,025	10,249	5,380	5,000	2,261	0
23,745	50,000	2	2	1	55	0	0	0	0	0	0	23,605	27,856	16,386	15,511	15,664	19,761	5,856	3,386	5,411	5,664	5,761	3,866	0
23,746	360,000	2	2	1	52	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	207	0
23,747	200,000	2	3	2	49	-1	-1	-1	-1	-1	-1	1,801	181	4,095	5,711	21,420	6,719	181	4,126	5,711	21,520	6,719	150	0
23,748	90,000	2	2	1	55	2	2	2	0	0	0	83,040	81,998	83,674	80,890	31,565	33,049	900	4,003	3,000	3,000	3,000	2,000	1
23,749	50,000	2	3	2	59	0	0	0	0	2	2	50,761	50,185	59,509	31,495	30,552	29,556	2,500	2,600	6,000	1,300	0	1,300	0
23,750	400,000	2	2	1	48	0	0	0	0	0	0	352,730	335,226	317,661	319,004	316,611	314,106	12,370	15,012	13,000	12,055	13,368	12,000	0
23,751	110,000	2	3	1	51	0	0	0	0	0	0	105,476	109,153	109,501	105,290	78,812	78,503	5,436	5,007	5,290	8,812	8,503	8,200	0
23,752	50,000	2	3	1	58	1	2	2	2	0	0	24,135	23,454	26,755	26,026	27,310	29,729	0	4,000	0	2,000	3,000	0	1
23,753	500,000	2	1	1	58	1	-1	0	-1	0	0	-1	33,982	37,844	9,441	12,700	19,267	35,436	37,311	9,442	5,001	10,001	95,478	1
23,754	150,000	2	3	1	65	-2	-2	-2	-2	-2	-2	0	0	500	0	0	0	0	500	0	0	0	0	0
23,755	300,000	2	4	1	54	1	-2	-2	-2	-2	-2	0	0	1,702	0	0	0	0	1,702	0	0	0	0	0
23,756	50,000	2	2	1	56	0	0	0	0	0	0	48,703	48,836	48,049	47,060	19,171	18,624	2,000	2,000	2,000	1,000	1,000	1,000	0
23,757	300,000	2	1	1	59	-1	-1	-1	-1	-1	-1	12,982	10,114	10,195	34,010	20,854	64,741	11,138	10,217	34,039	20,854	64,741	39,441	0
23,758	290,000	2	2	1	49	0	0	0	0	0	0	282,538	281,749	238,490	86,202	83,155	84,927	10,711	12,915	2,962	2,863	2,996	3,257	1
23,759	500,000	2	2	1	52	0	0	0	0	0	0	588,000	277,559	288,835	281,810	273,700	269,552	17,559	36,500	20,000	36,000	20,000	80,013	0
23,760	140,000	2	3	1	50	-1	2	-1	-1	-1	-1	845	845	1,690	0	1,690	0	0	1,690	0	1,690	0	845	1
23,761	350,000	2	5	1	49	1	-2	-2	-2	-2	-2	0	36,011	8,978	11,925	8,574	5,417	36,011	8,978	11,975	8,574	5,417	1,828	0
23,762	180,000	2	2	2	49	0	0	0	0	0	0	56,677	35,062	32,721	32,627	28,272	26,984	1,600	1,600	1,500	1,000	968	1,000	0
23,763	390,000	2	1	1	48	1	-1	-1	-1	-1	-1	0	5,660	3,730	9,526	0	2,680	5,660	3,730	9,526	0	2,680	200	0
23,764	50,000	2	1	2	52	-1	0	0	0	0	-1	28,594	33,080	29,233	23,340	-300	31,031	5,000	3,000	1,000	0	31,331	0	0
23,765	50,000	2	1	2	51	0	0	0	0	0	0	43,273	44,652	46,331	47,896	47,266	48,002	2,800	2,795	2,750	1,130	1,314	1,159	0
23,766	150,000	2	1	2	52	0	0	0	0	0	0	126,810	58,955	29,332	36,796	19,912	23,126	5,000	13,003	15,000	11,000	10,000	3,000	0
23,767	200,000	2	1	1	49	-1	-1	-1	-1	-2	-2	413	0	103	0	0	0	0	103	0	0	0	225	0
23,768	180,000	2	1	2	53	-2	-2	-2	-2	-2	-2	-1,580	-1,580	-1,580	-1,580	-1,580	-1,580	0	0	0	0	0	0	0
23,769	50,000	2	2	1	50	0	0	0	2	0	0	12,699	13,734	17,634	17,053	17,394	18,563	1,247	4,147	0	624	1,451	0	0
23,770	110,000	2	1	1	51	0	0	0	0	0	0	103,701	102,318	92,724	94,573	65,034	66,241	3,771	3,656	3,687	2,476	2,406	2,427	0
23,771	310,000	2	2	1	62	0	0	0	0	0	0	113,529	116,101	119,953	119,583	120,837	99,114	5,000	6,000	5,005	5,000	4,000	3,000	0
23,772	80,000	2	3	2	60	0	0	0	0	0	0	37,298	19,025	12,720	14,169	13,828	1,664	3,000	3,000	2,030	3,000	1,000	839	0
23,773	80,000	2	3	1	54	0	0	0	0	0	0	55,498	56,368	42,486	24,500	28,900	29,400	2,000	2,000	1,600	5,000	1,000	600	0
23,774	240,000	2	1	1	53	-2	-2	-1	-1	-2	-2	0	0	2,007	-40	-40	8,091	0	2,007	40	0	8,131	0	0
23,775	210,000	2	2	1	54	-2	-2	-2	-2	-2	-2	0	0	0	225	760	0	0	0	225	760	0	0	0
23,776	30,000	2	2	2	50	0	0	0	0	0	0	25,416	26,260	24,084	23,631	29,863	29,369	1,389	1,602	1,563	8,500	1,100	500	0
23,777	80,000	2	1	1	52	0	0	0	0	0	0	34,243	35,240	36,275	37,290	38,030	38,838	1,570	1,605	1,620	1,360	1,420	1,500	0
23,778	70,000	2	3	1	49	2	2	2	2	2	2	19,954	21,024	21,790	21,142	23,772	24,930	1,700	1,400	0	3,000	1,700	1,340	1
23,779	50,000	2	3	2	50	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,780	180,000	2	3	1	64	-2	-2	-2	-2	-2	-2	18,084	1,703	3,681	21,325	2,228	856	1,703	3,697	21,330	2,228	1,531	16,934	0
23,781	160,000	2	2	1	60	-2	-2	-2	-2	-2	-2	16,060	1,605	4,200	2,461	0	0	1,605	4,200	2,461	0	0	230	0
23,782	20,000	2	3	1	50	2	0	0	0	0	0	15,887	16,895	18,379	19,020	18,620	19,000	1,275	1,759	1,400	0	380	0	1
23,783	180,000	2	1	1	53	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,784	30,000	2	2	3	54	0	0	0	0	0	0	26,302	26,873	28,138	27,074	13,275	12,500	2,000	1,719	1,613	271	2,250	0	0
23,785	210,000	2	2	1	56	-1	-1	-1	-1	-1	-1	25,487	6,655	6,355	18,543	6,022	1,334	6,655	6,359	18,543	6,022	1,334	3,864	0
23,786	120,000	2	3	1	55	1	-2	-1	2	0	0	-150	-150	7,342	7,029	7,172	7,338	0	7,492	0	143	166	16,000	0
23,787	20,000	2	3	1	51	1	2	0	0	0	0	15,399	14,859	15,913	17,033	17,466	19,635	0	1,600	1,700	1,000	2,600	0	1
23,788	30,000	2	2	1	49	1	2	-1	-1	-1	2	10,440	9,972	16,073	6,342	8,073	1,731	0	16,101	6,342	1,731	0	5,517	0
23,789	50,000	2	3	1	53	1	2	0	0	0	0	51,254	49,852	28,379	15,988	16,718	17,446	0	6,200	2,000	1,000	1,000	1,000	0
23,790	20,000	2	3	1	51	1	-1	-1	-1	-2	-2	0	780	340	-50	-830	-1,660	780	340	0	0	0	0	0
23,791	120,000	2	2	1	57	-2	-2	-2	-2	-2	-2	0	644	377	0	0	0	644	377	0	0	0	0	0
23,792	70,000	2	2	1	62	2	2	2	0	0	0	70,457	73,562	71,818	70,579	33,946	34,701	6,454	0	3,075	1,214	1,301	1,626	1
23,793	50,000	2	2	1	58	0	0	0	0	0	0	50,182	41,207	19,129	18,538	17,494	17,833	1,500	1,700	1,500	700	1,000	1,000	0
23,794	20,000	2	2	1	49	1	2	0	0	0	0	19,127	16,943	18,359	19,000	19,600	19,600	0	2,000	1,400	1,000	0	0	0
23,795	310,000	2	3	1	53	-2	-2	-2	-2	-2	-2	1,126	2,603	-6	1,184	7,883	193	2,635	0	1,190	7,909	193	3,189	0
23,796	120,000	2	2	1	40	0	0	0	0	0	0	123,270	122,736	123,394	123,123	121,499	121,296	6,000	6,500	6,500	5,000	5,000	5,000	0
23,797	360,000	2	3	1	47	0	0	0	0	0	0	366,484	365,469	364,081	365,927	363,629	303,097	14,463	15,861	13,600	12,057	9,340	9,515	0
23,798	240,000	2	3	2	49	-1	0	0	0	2	0	1,271	4,241	7,164	10,041	9,731	13,540	3,000	3,000	3,000	0	4,000	3,000	0
23,799	500,000	2	3	2	53	-2	-2	-2	-2	-2	-2	0	0	0	0	0	1,150	0	0	0	0	1,150	0	1
23,800	500,000	2	2	1	53	-1	-1	-1	-1	-1	0	10,789	7,855	17,481	12,021	132,906	122,256	7,919	17,512	12,021	132,906	0	37,380	0

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