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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
23,901	50,000	1	2	2	22	-1	-1	-2	-2	-2	-2	2,454	0	0	0	0	0	0	0	0	0	0	0	0
23,902	170,000	1	1	2	25	0	0	0	0	0	0	112,367	106,345	91,409	90,720	83,208	83,956	5,451	4,456	2,992	3,000	3,200	3,200	0
23,903	50,000	1	2	2	29	0	0	0	0	0	0	51,232	50,732	50,962	49,908	32,361	21,138	1,900	2,300	1,500	1,500	900	900	0
23,904	20,000	1	3	2	22	0	0	0	0	0	2	18,306	18,977	19,328	19,035	19,262	12,308	1,287	1,462	1,522	1,165	0	1,000	0
23,905	20,000	1	2	2	22	1	2	2	2	0	0	14,542	14,011	16,899	16,335	16,509	17,590	0	3,132	0	742	1,501	0	1
23,906	20,000	1	2	2	21	0	0	0	-1	0	0	23,675	20,297	17,054	2,333	1,300	0	1,800	1,240	2,333	0	0	0	0
23,907	20,000	1	2	2	21	0	0	0	0	0	0	18,671	18,497	19,633	18,347	9,347	0	1,614	1,750	1,000	1,000	0	0	0
23,908	20,000	1	1	2	22	0	0	0	0	0	0	19,231	20,235	21,579	22,231	22,301	21,687	1,331	1,675	1,327	800	783	777	1
23,909	90,000	1	2	2	25	0	0	0	0	0	0	79,938	67,857	66,929	67,797	47,739	48,163	3,000	3,000	3,000	3,000	2,000	2,000	0
23,910	80,000	1	2	1	26	-1	3	2	-1	2	2	495	330	165	481	316	151	0	0	481	0	0	0	0
23,911	50,000	1	1	2	22	0	0	0	0	0	0	28,725	28,424	30,965	28,612	25,498	24,866	2,000	5,000	1,500	1,000	2,000	5,000	1
23,912	60,000	1	1	2	23	0	0	0	0	0	0	31,348	50,778	53,407	19,443	16,597	18,423	20,109	5,000	2,000	1,000	2,000	1,000	0
23,913	50,000	1	2	2	22	0	0	0	0	0	2	49,718	50,362	49,904	50,405	29,795	28,383	1,786	2,000	1,500	2,200	0	1,100	0
23,914	20,000	1	1	2	22	0	0	2	0	0	0	17,875	20,524	17,478	18,224	18,926	19,627	3,300	0	1,500	1,000	1,000	1,000	0
23,915	20,000	1	3	2	23	0	0	0	0	0	0	19,812	20,388	19,145	20,124	20,127	20,150	1,300	1,330	1,309	702	719	1,000	0
23,916	50,000	1	2	2	24	-1	-1	0	0	0	0	90	6,560	7,029	1,734	916	18,864	7,396	1,459	1,000	18	18,784	1,000	0
23,917	80,000	1	1	2	24	0	0	0	0	0	0	50,781	29,297	78,589	78,806	50,663	50,214	4,400	50,000	3,034	1,800	1,817	1,750	0
23,918	50,000	1	1	2	22	0	0	0	0	0	0	38,251	34,489	32,252	6,182	17,118	8,922	4,000	1,500	1,500	2,500	500	400	0
23,919	20,000	1	2	2	22	1	4	3	2	0	0	17,456	16,896	16,345	15,785	17,018	18,736	0	0	0	1,500	2,000	2,000	1
23,920	20,000	1	2	2	22	2	3	2	2	2	0	15,662	16,004	17,046	16,676	16,704	16,984	900	1,600	200	600	700	2,100	0
23,921	50,000	1	3	1	22	0	0	0	0	0	0	45,458	46,450	47,599	48,456	44,546	43,256	2,051	2,200	2,016	2,009	2,092	1,020	1
23,922	50,000	1	3	2	23	0	0	-2	-2	-2	-2	4,332	0	0	0	0	0	0	0	0	0	0	0	0
23,923	50,000	1	2	2	23	0	0	0	0	-2	-2	35,176	30,250	12,625	0	0	0	2,007	5,000	0	0	0	0	0
23,924	20,000	1	2	2	23	1	2	0	0	0	0	16,830	14,566	10,100	9,238	6,902	5,813	50	5,000	1,200	500	500	1,000	0
23,925	420,000	1	2	1	24	0	0	0	0	0	0	392,639	397,332	376,317	214,062	164,003	162,836	16,117	20,516	7,092	6,019	4,636	5,570	0
23,926	50,000	1	2	2	25	0	0	0	2	0	0	17,826	18,620	19,722	19,305	19,409	20,221	1,400	2,200	806	1,000	2,000	1,000	0
23,927	110,000	1	2	2	26	1	2	2	3	2	2	83,796	86,713	93,436	91,075	88,714	94,316	5,200	9,000	0	0	7,062	3,424	0
23,928	20,000	1	6	2	21	0	0	0	0	0	-2	13,203	4,443	3,259	2,969	0	0	1,036	1,132	2,000	0	0	0	0
23,929	20,000	1	2	2	22	0	0	0	0	0	0	16,439	17,140	18,269	38,082	19,923	6,825	1,279	1,408	1,180	1,000	500	500	0
23,930	50,000	1	3	2	23	0	0	0	0	0	0	9,168	10,178	11,200	12,214	12,608	12,718	1,166	1,188	1,202	596	461	462	0
23,931	180,000	1	2	2	23	0	0	0	0	0	0	96,709	99,673	100,951	104,625	106,498	115,632	4,485	3,682	5,253	5,000	11,000	10,000	0
23,932	20,000	1	2	2	22	0	0	2	2	2	2	18,690	12,289	5,560	6,310	7,204	6,943	3,500	1,000	1,000	1,000	0	1,000	0
23,933	20,000	1	2	2	21	0	0	0	0	0	0	22,291	15,999	12,874	8,350	7,500	8,500	1,700	1,174	4,000	150	1,000	0	0
23,934	20,000	1	2	2	21	0	0	0	0	-1	-1	20,070	19,278	3,346	-780	780	2,130	1,072	1,000	0	1,560	2,130	3,680	0
23,935	20,000	1	2	2	22	2	3	2	2	3	2	18,292	17,710	17,137	19,830	19,240	18,419	0	0	3,000	0	0	2,000	1
23,936	50,000	1	2	2	22	0	0	0	0	0	0	38,311	52,702	50,639	53,052	47,335	32,489	20,052	16,216	8,734	1,018	9,421	10,055	0
23,937	50,000	1	3	2	26	2	0	0	0	0	0	31,708	32,439	28,302	13,881	14,376	15,261	1,700	2,000	1,500	1,100	1,500	2,000	0
23,938	150,000	1	4	3	27	-1	-1	0	0	-2	-2	3,462	1,147	7,002	0	0	0	1,147	6,000	0	0	0	0	0
23,939	70,000	1	2	2	27	2	2	2	2	2	2	29,193	30,214	31,130	31,622	32,102	32,742	1,800	1,700	1,300	1,300	1,300	1,300	1
23,940	50,000	1	2	2	27	1	2	0	0	0	0	47,568	46,482	44,546	40,745	19,910	17,786	0	2,000	1,241	633	616	2,500	1
23,941	150,000	1	1	1	32	0	0	-2	-1	-1	-2	15,000	0	0	1,662	0	0	0	0	1,662	0	0	0	0
23,942	100,000	1	2	2	26	0	-1	-1	-1	2	-1	44,053	2,206	1,953	3,053	853	48,280	2,206	1,953	3,100	0	48,280	0	0
23,943	20,000	1	2	2	24	0	0	0	0	0	0	15,730	16,776	35,036	14,694	16,914	14,074	1,313	2,110	4,000	6,000	4,000	174	0
23,944	20,000	1	2	2	24	0	0	2	3	2	2	14,068	16,706	18,342	17,755	17,967	17,538	3,200	2,200	0	800	0	1,401	0
23,945	20,000	1	3	2	24	0	0	0	0	0	0	3,724	5,646	6,808	14,046	13,924	16,924	2,000	1,262	7,500	278	3,000	0	0
23,946	20,000	1	2	2	22	0	0	-1	0	0	0	20,813	19,666	20,076	19,875	19,659	19,310	1,000	20,700	2,000	800	465	1,000	0
23,947	100,000	1	3	2	25	0	0	0	0	0	0	76,068	69,334	54,883	55,383	36,095	31,322	2,895	2,088	1,511	1,124	1,053	1,009	0
23,948	190,000	1	2	2	29	0	0	0	0	0	0	185,222	163,336	157,158	149,423	115,038	97,756	5,836	6,358	5,487	4,038	3,803	3,042	0
23,949	50,000	1	2	2	22	0	0	0	0	0	-1	47,871	44,546	28,628	19,502	1,971	7,538	1,546	1,519	1,035	296	20,300	1,000	0
23,950	20,000	1	3	2	24	1	3	2	0	0	3	14,665	14,146	13,634	14,401	16,257	15,713	0	0	1,300	2,101	0	0	1
23,951	70,000	1	2	1	26	1	2	0	0	0	0	8,587	9,386	9,456	9,528	7,481	7,794	1,100	1,178	1,250	300	400	250	0
23,952	50,000	1	2	2	24	0	0	0	-1	0	0	52,359	51,158	3,957	52,522	31,921	29,265	2,064	1,053	53,874	1,009	934	719	0
23,953	20,000	1	2	2	25	1	2	0	0	-1	0	20,873	20,240	20,365	19,565	9,928	12,758	4	1,378	1,203	15,460	3,000	2,000	1
23,954	20,000	1	1	2	24	-1	-1	-1	-1	0	-1	720	100	1,192	7,804	6,200	3,982	100	1,192	7,807	124	3,982	1,156	1
23,955	20,000	1	2	2	24	0	0	0	0	0	0	10,768	12,087	13,115	14,190	14,328	14,629	1,502	1,530	1,600	670	680	686	0
23,956	50,000	1	2	2	24	-1	0	0	0	2	0	48,846	48,136	72,898	36,103	29,384	29,356	1,904	3,700	5,396	6	1,003	1,449	0
23,957	20,000	1	1	2	23	0	0	0	0	0	0	10,242	18,778	19,065	18,025	17,414	17,068	10,000	1,300	1,300	609	700	1,809	0
23,958	50,000	1	2	2	23	1	-2	-2	-1	-1	-2	0	0	0	1,000	0	0	0	0	1,000	0	0	0	0
23,959	50,000	1	2	2	24	1	2	0	0	-1	-1	5,784	3,392	2,182	0	2,092	-2,272	0	1,000	0	2,092	0	0	0
23,960	20,000	1	1	2	24	1	-1	-1	-2	-1	-1	255	541	275	329	544	190	541	275	329	544	190	241	0
23,961	20,000	1	2	2	25	1	2	-1	-1	0	0	12,589	716	243	19,853	20,157	20,182	0	1,000	20,000	1,000	720	1,800	0
23,962	50,000	1	2	2	25	0	0	0	0	0	0	46,980	47,809	49,040	29,662	28,360	28,831	1,910	2,141	1,763	1,161	1,077	1,167	1
23,963	70,000	1	1	2	25	0	-1	0	0	0	0	23,799	9,000	11,818	12,889	9,043	26,713	9,000	7,000	5,000	4,043	5,000	0	0
23,964	20,000	1	2	2	27	0	0	0	0	0	0	12,546	13,830	14,599	15,650	15,964	17,204	1,500	1,300	1,300	574	1,500	0	1
23,965	20,000	1	2	1	24	1	4	3	2	2	2	17,611	18,038	17,473	16,900	17,690	18,255	1,000	0	0	1,376	1,000	649	0
23,966	20,000	1	2	2	23	0	0	0	0	0	0	20,432	16,941	18,066	19,259	20,071	19,800	1,280	1,405	1,598	1,410	1,021	0	0
23,967	20,000	1	2	2	25	0	0	0	0	0	0	17,286	18,199	18,559	19,068	19,053	16,500	1,594	1,344	1,243	618	579	778	1
23,968	220,000	1	1	2	26	0	0	0	0	0	0	44,432	128,967	96,750	71,616	65,415	57,914	100,000	18,720	37,800	7,096	12,000	25,000	0
23,969	120,000	1	2	2	25	1	2	2	2	2	0	63,119	61,304	54,675	52,206	10,325	8,992	2,200	1,828	500	0	500	1,000	1
23,970	140,000	1	1	2	26	0	0	-2	-2	-1	-1	17,376	4,879	6,266	4,379	420	0	4,907	6,284	4,392	420	0	245	0
23,971	50,000	1	1	2	27	0	0	2	0	0	2	48,215	44,175	83,132	42,079	44,781	45,619	4,007	0	1,706	3,408	1,700	0	0
23,972	50,000	1	2	2	25	0	0	0	0	0	0	47,034	48,442	49,173	49,290	48,910	48,910	2,500	2,200	1,700	1,000	0	0	0
23,973	10,000	1	2	2	26	1	-1	0	0	0	0	7,140	8,489	9,488	9,129	9,479	9,523	11,153	1,152	1,150	500	345	387	0
23,974	50,000	1	1	2	25	0	0	0	0	0	0	18,164	19,456	20,486	21,241	21,788	23,281	1,900	1,645	1,400	900	2,000	0	0
23,975	50,000	1	2	2	26	0	0	0	0	0	0	25,126	26,697	28,222	27,180	27,979	28,926	2,000	2,000	2,000	1,500	1,500	1,000	0
23,976	20,000	1	1	2	25	0	0	0	0	0	0	26,694	10,298	9,768	8,798	9,404	6,864	1,200	2,000	2,000	1,000	1,000	1,000	0
23,977	200,000	1	1	2	26	-2	-2	-2	-2	-2	-2	-4	909	6,737	6,012	5,167	3,132	913	6,737	6,031	5,167	3,132	2,290	0
23,978	40,000	1	1	2	26	0	0	0	0	0	0	21,651	19,279	19,076	15,838	17,616	11,081	5,009	5,000	1,560	7,000	497	2,000	0
23,979	30,000	1	2	2	23	0	0	2	2	0	0	14,404	32,852	17,113	4,818	4,818	0	3,196	2,000	0	0	0	0	0
23,980	20,000	1	2	2	23	2	0	0	2	0	0	15,789	16,831	20,404	19,621	14,051	0	1,610	4,183	0	281	0	0	1
23,981	50,000	1	2	2	23	0	0	0	-1	0	0	51,274	50,474	49,724	48,437	18,712	19,129	4,175	41,000	51,705	700	718	700	0
23,982	20,000	1	3	2	24	-1	2	-1	-1	-1	-1	546	48	498	449	1,651	1,114	0	948	449	1,700	1,114	0	0
23,983	130,000	1	2	2	25	0	0	0	0	0	2	72,850	74,937	75,900	74,982	79,701	81,282	3,300	2,800	3,000	6,000	3,000	0	0
23,984	160,000	1	2	2	25	0	0	0	0	0	0	4,071	4,554	4,770	5,494	4,586	4,686	1,060	1,276	1,000	92	100	1,000	0
23,985	110,000	1	2	2	25	0	-1	0	0	-1	-1	54,165	88,490	99,595	99,055	30,328	24,564	88,490	30,000	40,000	30,328	24,564	42,000	0
23,986	50,000	1	2	2	37	0	0	0	0	0	0	16,029	17,039	18,064	19,076	19,453	19,862	1,281	1,306	1,318	695	721	1,018	1
23,987	50,000	1	2	2	25	0	0	4	3	2	2	29,206	53,086	51,981	50,805	51,518	50,713	25,000	0	0	1,800	108	2,400	0
23,988	240,000	1	2	2	26	0	0	0	0	0	0	27,967	28,707	27,970	187,880	169,261	148,519	10,016	2,081	169,267	5,062	4,608	5,096	0
23,989	20,000	1	2	2	27	0	0	0	0	-2	-2	2,003	2,948	3,372	0	0	0	1,086	1,000	0	0	0	0	0
23,990	500,000	1	3	2	30	-1	0	0	0	-1	-1	1,092	5,227	5,453	5,540	6,263	1,831	4,303	1,096	1,020	6,315	1,833	9,649	0
23,991	60,000	1	2	2	26	0	0	0	0	0	0	59,487	59,199	59,326	58,938	30,101	29,735	2,113	2,500	3,000	2,500	1,500	1,100	0
23,992	50,000	1	3	2	25	0	0	0	0	2	2	47,727	45,926	47,095	49,485	49,083	45,187	2,100	2,200	3,500	2,000	0	5,151	0
23,993	50,000	1	2	2	24	0	0	0	0	0	0	46,521	47,597	48,799	41,286	16,764	16,960	2,150	2,352	1,239	717	585	589	0
23,994	20,000	1	2	2	25	-1	-1	-1	-1	-1	0	390	390	390	390	390	780	390	390	390	390	390	0	0
23,995	30,000	1	2	2	25	0	0	0	0	0	0	30,274	30,517	30,485	30,533	29,148	29,782	1,932	3,900	1,700	1,200	1,180	2,500	0
23,996	80,000	1	2	1	25	1	2	2	0	0	0	80,906	82,789	80,903	80,215	63,296	49,854	3,800	6	3,636	2,646	2,000	1,830	0
23,997	20,000	1	2	1	25	0	0	0	0	0	0	14,447	15,455	17,562	17,322	17,119	17,350	1,552	2,659	1,419	606	500	1,000	0
23,998	10,000	1	2	2	26	0	0	0	0	0	0	8,882	9,933	9,825	17,506	16,608	9,176	1,300	2,200	1,300	320	1,820	1,000	0
23,999	20,000	1	5	2	26	0	0	0	0	0	-2	20,564	20,284	19,394	39,950	0	0	3,055	1,467	1,096	1,000	0	0	0
24,000	100,000	1	1	2	26	0	-1	0	0	-1	0	1,544	1,049	2,067	1,944	389	1,221	1,100	1,200	1,000	500	1,000	1,000	1

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