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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
22,501	180,000	2	2	1	33	-1	-1	-1	-1	-1	-1	3,490	0	1,112	10,383	1,980	2,672	0	1,112	10,383	1,980	2,672	2,197	0
22,502	230,000	2	1	2	33	0	0	0	0	0	0	38,646	40,000	41,354	42,368	43,161	45,056	2,000	2,000	2,000	1,800	2,600	2,000	0
22,503	50,000	2	2	2	44	0	0	2	3	2	0	16,094	18,961	20,857	20,229	19,623	19,878	3,155	2,500	0	0	707	713	1
22,504	260,000	2	2	2	32	0	0	0	0	0	0	251,330	256,988	234,260	227,884	202,178	198,467	10,000	9,014	11,002	7,503	7,502	7,500	1
22,505	260,000	2	2	2	33	-1	-1	-1	-1	-1	0	5,188	12,357	28,656	7,497	7,685	15,434	13,000	29,022	7,500	27,769	12,000	6,200	1
22,506	310,000	2	1	1	33	-2	-2	-2	-2	-2	-2	2,729	0	0	0	0	343	0	0	0	0	343	410	1
22,507	60,000	2	2	1	37	2	2	2	2	2	2	42,101	43,594	44,700	45,465	46,215	47,125	2,500	2,100	1,800	1,800	1,800	2,000	1
22,508	120,000	2	2	2	40	-1	-1	-1	-1	-1	-1	32,130	3,610	3,790	18,508	20,737	-28	3,613	3,818	18,564	20,988	0	0	0
22,509	400,000	2	2	1	41	0	0	0	0	0	0	10,928	12,730	14,486	13,419	14,313	14,524	2,000	2,002	2,000	2,000	3,000	5,000	0
22,510	80,000	2	3	1	45	-2	-2	-2	-2	-2	-2	640	23,699	2,676	-4	-4	-4	23,699	22,670	0	0	0	0	0
22,511	60,000	2	2	1	40	0	0	0	0	0	0	31,168	32,649	34,117	35,243	36,350	37,113	2,000	2,000	2,000	2,000	1,500	2,000	0
22,512	160,000	2	2	1	40	0	0	0	2	0	0	137,930	137,695	146,193	139,323	140,719	143,638	6,574	12,121	0	5,100	10,251	5,205	0
22,513	220,000	2	2	1	34	0	0	0	0	0	0	208,009	212,271	166,288	168,146	172,345	177,151	8,200	8,000	6,108	7,000	7,743	7,700	0
22,514	300,000	2	2	1	46	0	0	-1	0	-1	0	5,287	5,750	2,977	4,796	2,367	7,367	3,000	3,000	2,500	2,367	5,000	3,000	0
22,515	100,000	2	2	2	32	0	0	0	0	0	0	101,556	98,734	98,858	98,259	80,849	81,151	3,481	6,006	3,246	2,994	2,903	2,849	0
22,516	60,000	2	2	1	37	0	0	0	0	0	0	55,233	54,898	52,890	49,066	34,105	32,778	1,940	2,019	2,236	1,351	1,326	1,454	0
22,517	80,000	2	2	1	43	0	0	0	0	0	0	71,100	72,066	71,751	72,034	73,261	74,479	10,000	9,000	9,000	9,000	9,000	9,500	0
22,518	10,000	2	3	2	43	-1	-1	-1	0	0	-2	1,593	1,928	5,797	7,727	4,196	0	2,006	5,805	4,013	4,217	4	12,700	0
22,519	30,000	2	3	3	40	-1	-1	-1	-1	-1	-1	29,896	11,158	18,245	9,714	28,103	9,207	11,158	18,245	9,714	28,112	9,207	14,379	0
22,520	500,000	2	1	1	36	-2	-2	-2	-2	-2	-2	9,241	10,786	12,376	12,660	8,000	20,514	10,786	12,390	12,692	8,016	20,514	16,625	0
22,521	40,000	2	3	1	40	1	-1	2	2	2	-2	-531	2,661	3,871	1,488	0	0	3,383	2,000	0	0	0	431	1
22,522	300,000	2	2	2	35	0	0	-1	-1	0	-1	48,926	22,580	300	5,107	5,107	3,028	1,006	350	5,107	0	3,028	60	0
22,523	20,000	2	2	1	34	2	2	2	2	2	2	13,552	16,513	17,549	18,907	19,114	19,186	3,188	1,600	3,570	801	901	1	0
22,524	280,000	2	1	2	37	-1	2	-1	-1	-1	-1	2,560	2,343	4,689	2,289	1,700	803	0	4,689	2,300	1,725	803	129	1
22,525	190,000	2	1	2	38	0	0	0	0	0	0	39,468	33,983	35,042	35,699	36,410	38,067	2,151	1,910	1,558	1,269	2,209	123,347	0
22,526	500,000	2	2	1	33	-1	-1	-1	-1	-1	-1	9,511	1,468	3,766	580	8,120	1,821	1,468	3,766	580	8,120	1,821	979	0
22,527	250,000	2	4	1	43	-2	-2	-2	-2	-2	-2	-6	1,298	826	2,044	-16	-16	1,304	830	2,054	0	0	0	0
22,528	120,000	2	3	2	47	-1	0	0	-1	-1	-1	7,301	4,542	3,390	460	338	679	2,327	1,083	500	350	700	500	0
22,529	20,000	2	3	2	35	-2	-2	-2	-2	-2	-2	0	1,492	0	0	0	0	1,492	0	0	0	0	0	0
22,530	210,000	2	1	1	40	1	2	2	2	0	0	66,635	56,729	73,783	58,144	27,617	14,695	0	20,012	24	33	0	223	0
22,531	220,000	2	5	2	46	0	0	0	0	0	0	104,603	107,850	112,108	113,520	101,164	88,354	5,000	6,000	5,000	3,649	3,580	4,000	0
22,532	30,000	2	3	1	49	0	0	0	0	0	0	28,806	13,406	14,485	15,936	16,370	17,105	1,600	1,600	2,000	1,000	1,000	1,000	0
22,533	340,000	2	2	1	45	0	0	0	0	-1	-1	284,099	286,067	290,374	5,329	5,029	7,079	11,000	10,005	5,336	5,036	38,592	4,448	0
22,534	180,000	2	1	1	36	0	0	0	0	0	0	4,911	6,688	8,432	9,977	10,030	10,836	2,000	2,000	2,000	500	1,100	0	0
22,535	40,000	2	1	1	40	-1	-1	-1	-1	-1	0	776	776	776	776	1,552	776	776	776	776	1,552	0	1,459	1
22,536	20,000	2	2	1	37	0	0	0	0	0	0	19,969	19,568	19,189	13,708	11,467	10,614	1,400	2,000	1,500	1,000	1,000	2,000	0
22,537	130,000	2	2	1	48	2	2	2	2	2	2	105,500	107,761	109,965	110,797	107,529	114,104	5,500	5,400	4,100	0	8,500	0	1
22,538	50,000	2	2	1	41	0	0	0	0	0	0	47,406	48,332	44,295	43,638	18,788	15,468	2,200	2,100	2,228	1,000	500	1,150	1
22,539	300,000	2	1	1	31	-1	-1	-1	2	-1	-1	17,641	2,749	27,838	4,184	856	6,781	2,765	28,773	0	856	6,781	8,462	0
22,540	140,000	2	2	2	33	0	0	0	0	0	0	62,063	56,426	41,717	42,823	25,224	26,855	22,400	2,000	2,000	900	2,000	10,000	0
22,541	260,000	2	2	1	46	0	0	0	2	2	2	16,170	18,256	19,556	18,136	24,018	21,490	3,000	2,934	0	8,000	0	2,000	0
22,542	100,000	2	2	1	45	0	0	0	0	0	0	90,483	91,893	91,531	82,398	73,011	73,711	3,315	3,664	3,157	2,572	3,048	2,680	0
22,543	130,000	2	2	2	40	2	0	0	2	0	0	8,539	9,559	12,394	11,883	9,826	10,167	1,165	3,000	0	500	500	2,700	1
22,544	200,000	2	2	2	47	1	-2	-2	-2	-2	-1	0	0	0	0	0	665	0	0	0	0	665	0	1
22,545	200,000	2	1	1	48	-1	-1	-1	-1	-1	-1	657	0	2,080	3,567	0	1,731	0	2,080	3,567	0	1,731	1,081	1
22,546	200,000	2	1	2	31	1	-1	-1	-1	-1	-1	0	6,372	2,180	6,605	970	0	6,372	2,182	6,605	970	0	0	0
22,547	180,000	2	1	2	32	0	0	0	0	0	-1	17,332	14,579	17,814	8,260	9,090	4,441	4,579	5,000	2,000	4,110	4,441	3,549	0
22,548	360,000	2	2	1	33	-2	-2	-2	-2	-2	-2	0	0	3,240	1,943	0	0	0	3,240	1,943	0	0	0	1
22,549	420,000	2	1	2	34	-1	-1	-1	0	0	-1	26,232	8,955	33,661	12,957	10,221	40,060	8,967	33,661	3,005	3,000	40,060	5,000	0
22,550	180,000	2	1	1	35	-1	-1	-1	2	-1	-1	3,544	-36	163	163	1,772	148	0	1,000	0	2,000	0	5,000	0
22,551	50,000	2	3	1	35	3	2	2	2	0	0	34,440	32,823	34,699	30,869	29,890	29,719	0	3,511	0	1,045	1,066	1,134	0
22,552	120,000	2	1	1	34	-2	-2	-2	-2	-2	-2	3,755	0	0	0	0	0	0	0	0	0	0	0	1
22,553	80,000	2	3	1	35	0	0	0	0	0	0	54,986	55,111	55,239	54,892	45,862	45,086	1,966	2,055	1,720	1,458	1,475	1,587	0
22,554	180,000	2	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,555	20,000	2	2	1	32	0	0	2	0	0	2	15,547	18,186	17,606	18,708	20,093	20,721	2,900	0	1,400	1,700	1,100	600	1
22,556	180,000	2	4	1	32	0	0	0	0	0	0	136,055	136,095	136,201	136,857	130,839	131,059	6,400	6,400	7,000	5,000	5,000	5,000	0
22,557	230,000	2	2	1	34	-2	-1	-1	-1	-1	-1	3,256	1,401	1,624	4,180	2,665	3,915	1,401	1,635	4,180	2,667	3,915	2,091	0
22,558	80,000	2	2	1	43	0	0	0	0	-2	-2	78,374	80,472	82,150	0	0	0	4,000	4,000	0	0	0	0	0
22,559	90,000	2	2	1	42	-1	-1	-1	-1	-1	-1	1,367	2,086	2,987	5,850	2,720	4,541	2,086	2,987	5,856	2,720	4,541	11,387	0
22,560	300,000	2	3	1	30	0	0	0	0	0	0	25,936	26,008	26,324	27,249	46,007	46,764	1,500	1,800	2,000	20,000	2,160	2,400	0
22,561	160,000	2	1	2	36	1	-2	-2	-2	-2	-1	0	0	0	0	0	300	0	0	0	0	300	0	1
22,562	180,000	2	2	2	47	-1	-1	-1	-1	-1	-1	4,164	701	411	955	416	2,408	701	411	960	416	2,408	1,609	0
22,563	160,000	2	2	2	30	0	0	-1	0	0	0	13,680	6,729	119,200	115,893	113,309	110,073	2,019	120,377	3,612	3,100	3,200	2,558	0
22,564	230,000	2	1	2	30	0	0	0	0	0	0	246,101	261,430	237,267	212,105	186,149	159,683	38,172	9,000	7,800	6,650	5,496	5,145	0
22,565	360,000	2	1	2	31	-2	-2	-2	-2	-2	-2	3,429	33,535	2,441	5,681	65,816	17,577	33,702	2,453	5,710	66,145	17,589	8,050	0
22,566	500,000	1	1	2	31	-2	-2	-2	-2	-2	-2	26,760	747	2,652	-11	-213	-213	750	2,676	1	0	0	0	0
22,567	120,000	1	2	2	30	2	2	2	2	2	2	69,443	70,896	72,381	70,629	74,827	76,470	3,200	3,200	0	6,000	3,000	3,000	0
22,568	280,000	1	1	2	31	-2	-2	-2	-2	-2	-2	0	0	0	787	1,233	0	0	0	787	1,233	0	0	1
22,569	200,000	1	2	1	32	1	2	0	0	0	0	134,625	98,699	74,015	54,472	50,540	46,486	341	8,024	5,000	8,000	1,821	5,000	0
22,570	180,000	1	1	2	31	0	0	0	0	0	0	89,903	66,236	59,932	52,382	40,661	32,385	3,073	3,010	2,010	1,200	1,000	1,000	0
22,571	240,000	2	1	1	34	0	-1	-1	-1	-1	-1	1,670	1,479	1,479	1,479	1,479	1,240	1,479	1,479	1,479	1,479	1,240	1,655	1
22,572	500,000	2	1	1	44	0	0	0	0	0	0	322,849	331,476	339,278	85,500	87,192	92,581	14,000	15,000	4,000	4,000	6,784	0	0
22,573	180,000	2	2	1	48	-1	-1	-1	-1	-2	-2	4,498	-2	760	0	0	245	0	762	0	0	245	884	0
22,574	330,000	2	2	1	43	0	0	0	0	0	0	15,018	17,365	19,114	14,093	16,005	4,935	3,000	2,500	3,000	3,000	170	2,000	0
22,575	420,000	2	1	2	37	0	0	0	0	0	0	433,837	426,169	411,637	340,947	267,641	214,445	15,500	17,000	13,541	10,008	7,705	7,246	0
22,576	220,000	2	2	1	33	0	0	0	0	0	0	41,352	43,757	46,012	47,543	48,489	49,506	3,100	3,269	2,800	1,736	1,799	1,964	0
22,577	170,000	2	2	2	34	-1	-1	-2	-2	-2	-2	2,435	0	0	0	0	0	0	0	0	0	0	0	0
22,578	140,000	2	1	1	48	-1	-1	-1	-1	-1	-1	907	19,830	11,639	14,362	0	46,514	19,891	11,639	14,362	0	46,514	2,400	0
22,579	200,000	2	3	2	31	0	0	0	0	0	0	187,864	191,756	194,283	191,693	188,261	155,159	8,500	7,500	7,000	5,000	7,000	2,000	0
22,580	230,000	2	2	1	32	0	0	0	0	0	0	55,623	59,913	60,991	37,289	37,368	37,357	5,855	3,000	1,848	1,457	4,443	0	0
22,581	150,000	2	4	2	31	-2	-2	-2	-2	-1	2	9,846	5,345	0	0	1,493	159	5,345	0	0	1,493	0	1,119	0
22,582	240,000	2	1	2	37	-2	-2	-2	-2	-2	-2	660	31,187	1,280	7,623	0	11,353	31,187	1,280	7,643	0	11,353	2,576	0
22,583	210,000	2	2	1	49	-2	-2	-1	-1	-1	-1	21,639	8,455	18,062	3,019	5,587	28,210	8,455	18,145	3,019	5,587	28,210	2,706	0
22,584	500,000	2	1	2	35	0	0	0	0	0	0	113,466	116,857	116,402	95,244	68,182	60,153	12,197	15,263	4,672	0	1,296	54	0
22,585	180,000	2	3	1	39	1	-2	-2	-1	3	2	0	0	0	300	300	150	0	0	300	0	0	645	0
22,586	60,000	2	2	2	31	0	0	0	0	0	2	59,426	59,643	61,279	61,017	30,117	29,526	2,800	3,200	2,535	2,331	0	1,073	0
22,587	290,000	2	1	1	34	0	0	0	0	0	0	276,365	199,540	191,188	145,089	137,942	116,689	9,263	9,041	7,027	10,088	8,027	10,025	0
22,588	80,000	2	3	3	48	0	0	0	0	0	0	36,320	29,106	15,290	4,456	33,661	34,275	2,030	2,000	2,000	30,000	12,000	0	0
22,589	180,000	2	1	1	46	0	0	0	0	0	0	182,283	167,160	173,685	179,213	182,271	156,029	15,000	11,080	10,000	10,000	7,000	10,000	0
22,590	350,000	2	3	1	33	-1	0	-1	-1	-1	-1	61,937	65,343	1,355	7,069	0	180	5,343	1,359	14,615	0	180	1,340	0
22,591	160,000	2	2	0	41	0	0	0	0	-2	-1	8,554	1,375	2,310	0	0	351	1,000	1,000	0	0	351	0	1
22,592	210,000	2	3	2	36	0	0	0	0	0	0	57,605	58,727	59,854	61,330	62,394	63,912	3,000	3,000	2,804	3,000	3,000	2,468	0
22,593	160,000	2	1	1	35	1	-2	-2	-2	-1	-1	0	0	0	0	1,240	0	0	0	0	1,240	0	0	0
22,594	350,000	2	1	1	40	-2	-2	-2	-2	-2	-2	3,286	-114	20,482	0	0	0	0	20,596	0	0	0	0	0
22,595	130,000	2	2	1	41	0	0	0	0	0	0	104,898	103,920	102,270	96,440	85,065	85,105	4,714	4,553	4,203	3,000	3,100	3,500	0
22,596	240,000	2	2	1	49	-2	-1	2	-1	-1	-1	0	2,353	2,135	3,305	0	5,370	2,421	0	3,305	0	5,370	4,605	0
22,597	330,000	2	3	1	40	0	0	0	0	0	0	81,084	82,838	84,470	80,923	82,580	84,330	3,100	3,026	3,000	3,000	3,078	3,238	0
22,598	500,000	2	2	1	45	1	-1	-1	-1	-2	-2	0	1,376	3,719	-200	-200	-200	1,376	3,723	1,319	0	0	0	1
22,599	170,000	2	3	1	41	-1	-1	-1	-1	-1	-1	1,000	0	978	1,009	1,101	0	0	978	1,009	1,101	0	912	0
22,600	240,000	2	4	1	43	-2	-2	-2	-2	-2	-2	4,522	1,868	7,182	6,398	2,498	3,466	1,868	7,208	6,450	2,498	3,466	2,156	0

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