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scikit-learn
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credit-card-clients

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train · 30k rows

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
601	310,000	2	2	1	43	0	0	0	0	0	0	23,396	24,182	25,135	25,095	25,356	25,514	1,426	1,379	867	898	933	807	0
602	30,000	1	3	1	59	-1	-1	-1	-1	-1	-1	390	390	390	390	390	1,320	390	390	390	390	1,320	0	1
603	170,000	1	1	1	53	0	0	0	0	0	0	17,862	17,927	18,800	17,647	18,015	12,930	1,323	1,196	544	563	629	361	0
604	140,000	2	2	2	28	2	2	2	0	0	2	26,450	28,823	28,171	28,740	30,454	29,930	3,007	0	924	2,070	0	3,000	0
605	180,000	2	2	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	1,576	0
606	50,000	1	1	2	34	1	2	2	2	2	2	22,746	22,099	24,121	23,437	25,101	24,549	0	2,700	0	2,200	0	1,030	0
607	50,000	2	2	1	36	0	0	0	0	0	-2	9,214	10,359	7,350	7,500	0	0	1,351	1,500	150	0	0	0	0
608	110,000	2	1	2	24	0	0	0	0	2	0	40,882	35,428	39,680	44,097	42,543	33,189	2,000	5,000	5,000	0	2,000	3,000	0
609	450,000	2	3	1	36	-2	-2	-2	-2	-2	-2	3,996	9,120	8,528	0	6,368	3,000	9,120	8,528	0	6,368	3,000	3,238	0
610	200,000	2	2	1	34	-1	-1	-1	-1	-1	-1	390	390	390	561	390	390	390	390	561	390	390	390	0
611	220,000	1	1	2	43	0	0	-1	-1	-1	-1	44,177	25,736	19,292	18,900	13,580	33,150	1,006	32,906	18,900	13,580	33,150	0	0
612	360,000	2	1	2	29	0	0	-2	-2	-2	-1	3,280	0	0	0	0	2,650	0	0	0	0	2,650	0	1
613	50,000	1	2	1	37	0	0	0	0	0	0	48,226	48,727	46,228	46,755	43,686	44,573	2,000	1,684	1,601	2,000	2,000	2,000	0
614	40,000	1	2	2	23	2	2	0	0	0	0	36,650	29,541	26,190	26,710	27,274	29,551	0	1,435	955	993	2,734	0	0
615	190,000	2	2	1	37	1	2	2	2	2	2	115,049	117,856	119,570	116,284	123,528	125,478	6,000	5,000	0	9,000	4,000	5,000	0
616	150,000	1	1	2	33	0	0	0	0	0	0	21,724	23,168	23,320	24,085	24,149	3,323	2,100	1,200	965	64	509	8,399	0
617	200,000	2	1	1	37	1	-2	-2	-2	-1	-1	0	0	0	0	595	0	0	0	0	595	0	2,370	0
618	270,000	2	2	1	56	0	0	0	0	0	0	137,807	123,769	104,377	106,651	109,294	101,151	5,000	5,000	3,953	4,500	4,000	3,900	0
619	60,000	1	1	2	25	0	0	0	0	0	0	58,839	53,235	38,533	39,639	39,619	39,140	2,018	1,900	2,000	1,500	1,900	2,000	0
620	200,000	2	2	1	39	0	0	0	0	0	0	80,833	79,100	70,764	71,629	70,805	70,718	3,315	3,088	2,572	2,559	2,526	2,620	0
621	150,000	2	2	1	39	0	0	0	0	0	0	36,146	36,184	37,511	33,080	30,223	31,561	3,000	3,000	3,000	2,500	2,000	2,000	0
622	180,000	2	2	2	28	-1	-1	-1	-1	-1	-1	340	-120	420	460	460	610	0	1,000	500	460	610	460	0
623	90,000	2	1	2	27	0	0	-2	-2	-2	-2	7,624	0	0	0	0	0	0	0	0	0	0	0	0
624	360,000	2	2	1	37	1	-2	-2	-2	-1	-1	0	0	0	0	166	541	0	0	0	166	543	4,268	0
625	90,000	2	1	2	24	-1	-1	-2	-2	-2	-2	491	0	0	0	0	0	0	0	0	0	0	0	0
626	20,000	2	2	2	24	0	0	0	0	2	0	13,168	13,888	14,900	15,916	15,519	15,829	1,237	1,249	1,265	0	568	1,327	0
627	70,000	1	1	1	46	0	0	0	0	0	0	60,040	55,274	51,766	51,757	50,013	49,946	2,600	1,800	2,000	3,140	2,000	1,800	0
628	230,000	1	1	1	39	-1	-1	-1	-1	-1	-1	660	660	660	660	660	660	660	660	660	660	660	660	0
629	30,000	1	3	1	48	0	0	0	0	0	0	29,434	28,960	29,022	29,201	29,553	29,693	1,465	2,000	1,033	1,200	1,055	530	0
630	200,000	2	3	3	45	-1	-1	-1	-1	-1	-1	4,430	7,182	3,855	3,411	6,788	9,921	7,193	3,855	3,411	6,788	9,921	5,016	0
631	100,000	1	3	2	49	-1	-1	-2	-2	-2	-2	1,440	0	0	0	0	0	0	0	0	0	0	0	0
632	50,000	2	2	2	23	0	0	0	0	0	2	26,795	28,056	29,284	30,487	33,831	33,138	2,000	2,000	2,000	4,000	0	2,000	0
633	20,000	2	3	1	25	0	0	0	0	0	-2	16,591	16,442	6,401	4,300	1,304	0	1,155	1,000	0	1,304	0	0	0
634	210,000	2	2	1	47	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
635	110,000	1	3	1	56	0	0	0	0	0	0	46,486	35,758	34,323	30,452	22,628	23,468	4,086	1,428	1,318	2,171	3,198	4,976	0
636	20,000	2	3	1	44	-1	-1	-1	-1	-1	-2	550	228	0	228	0	0	228	0	228	0	0	0	0
637	50,000	2	3	1	49	0	0	0	0	0	0	5,630	6,629	5,918	6,918	6,941	4,756	1,107	1,000	1,000	1,500	2,150	0	0
638	50,000	1	2	1	41	0	0	0	0	0	0	21,986	21,520	20,979	19,894	18,811	18,805	1,362	1,294	682	680	694	618	0
639	400,000	2	1	2	40	-1	-1	-1	-1	-1	0	60,125	1,981	4,521	20,472	76,933	173,599	1,981	4,521	20,500	77,000	100,000	7,700	0
640	170,000	1	2	2	31	0	0	0	0	0	0	56,364	58,132	59,171	55,888	53,672	51,461	3,000	3,000	2,000	3,000	3,000	3,000	0
641	280,000	1	2	1	42	0	0	0	0	0	0	148,363	148,432	151,310	141,937	144,990	147,911	6,900	6,867	5,500	5,500	5,500	5,600	0
642	130,000	2	3	1	28	0	0	0	0	-2	-2	100,143	50,456	50,000	0	0	0	2,500	1,000	0	0	0	0	0
643	210,000	2	2	2	32	0	0	0	0	0	0	46,255	50,486	54,019	58,091	61,630	65,576	5,000	5,000	5,000	4,500	5,000	5,000	0
644	370,000	1	2	2	28	0	0	0	0	0	0	276,436	239,025	149,128	48,907	53,025	51,434	20,000	13,000	5,000	10,000	4,000	6,000	0
645	30,000	2	2	1	31	0	0	2	0	0	0	29,493	19,433	18,782	19,006	19,637	21,251	3,200	0	742	1,000	2,000	0	0
646	150,000	1	3	2	39	1	-1	-1	-2	-2	-2	214,450	147,280	150,000	0	-5,000	0	5,180	5,000	0	0	5,000	0	0
647	60,000	1	3	1	31	2	0	0	-2	-2	-2	35,369	35,320	0	0	0	0	1,027	0	0	0	0	0	1
648	80,000	2	2	2	24	0	0	0	0	0	0	77,615	77,303	66,396	55,639	56,873	58,390	3,100	2,586	2,000	2,500	3,000	2,500	0
649	280,000	2	2	1	44	2	2	2	2	2	2	186,149	181,779	192,189	195,517	199,250	195,874	0	15,000	8,000	7,000	0	15,000	1
650	20,000	2	2	2	46	8	7	6	5	4	3	21,075	20,795	20,206	19,617	18,737	18,148	0	0	0	0	0	0	0
651	270,000	1	1	2	32	-2	-2	-2	-2	-2	-2	0	0	1,100	300	-200	-200	0	1,100	300	0	0	0	0
652	240,000	2	2	2	26	0	0	-1	-1	-1	-1	14,348	7,500	7,816	7,500	7,500	14,497	1,000	7,816	7,500	7,500	14,497	500	0
653	20,000	2	1	2	22	0	0	0	0	0	0	20,137	20,179	18,067	18,666	19,115	19,547	1,300	1,301	900	900	900	1,600	0
654	450,000	2	1	1	42	1	-2	-2	-1	-1	-2	-200	-200	0	42,000	0	0	0	200	42,000	0	0	0	1
655	10,000	1	2	2	33	0	0	0	0	0	0	8,177	9,131	9,669	7,624	8,049	6,857	2,500	1,145	1,000	1,000	1,000	1,500	0
656	280,000	1	2	1	39	-2	-2	-2	-2	-2	-2	2,082	3,557	5,623	5,400	3,866	3,526	3,597	5,672	5,427	3,885	3,543	3,519	1
657	290,000	2	3	2	27	0	0	0	0	-1	-1	13,820	15,614	16,293	7,760	2,000	0	2,000	1,300	0	2,000	1,000	0	0
658	190,000	2	1	2	28	0	0	0	0	0	0	46,923	48,666	49,347	50,386	43,883	34,412	2,500	2,000	3,000	2,000	2,000	2,000	1
659	80,000	2	1	2	23	0	0	0	0	0	-1	53,261	38,091	19,744	14,556	0	1,460	4,500	2,011	3,105	0	1,460	0	0
660	280,000	2	2	2	28	-1	2	-1	-1	0	-1	427	298	1,179	1,714	2,875	1,047	0	1,179	1,714	1,290	1,047	1,000	0
661	160,000	2	1	1	33	-2	-2	-2	-2	-2	-2	14,150	8,106	12,431	12,145	13,391	7,957	8,106	12,431	12,145	13,391	7,957	1,905	0
662	90,000	1	2	1	40	0	0	0	-1	-1	-1	42,856	44,925	0	787	1,457	0	3,114	0	787	1,457	0	0	1
663	140,000	2	1	2	37	-1	-1	-1	-2	-2	-1	1,034	40,000	0	0	0	510	40,000	0	0	0	510	0	0
664	50,000	1	1	2	22	0	0	0	0	0	-1	5,137	5,960	6,270	6,000	5,810	390	1,300	1,000	120	200	390	1,170	0
665	40,000	2	2	1	32	0	0	0	2	2	2	24,114	25,417	28,777	29,107	29,693	30,456	2,000	4,110	1,100	1,200	1,400	0	0
666	130,000	2	3	1	43	0	0	0	0	0	0	130,067	129,385	96,775	98,071	97,743	100,124	5,540	4,403	3,814	3,562	4,021	3,681	0
667	70,000	2	3	1	27	0	0	0	0	0	2	61,611	62,711	63,695	63,926	67,361	59,480	3,011	3,095	2,000	4,600	0	2,258	0
668	30,000	2	2	1	35	0	0	0	0	0	0	25,078	25,538	25,880	25,873	26,157	26,918	1,500	1,387	893	1,000	1,501	2,000	0
669	100,000	2	3	1	35	1	2	2	2	2	2	97,002	102,698	97,997	103,384	97,266	101,492	8,200	0	8,000	0	8,600	0	0
670	20,000	2	1	1	30	2	2	2	0	0	0	5,766	7,511	7,678	7,318	7,458	7,598	2,000	500	0	500	500	0	1
671	30,000	2	2	2	34	2	-1	2	2	2	2	99,568	32,326	31,840	37,075	37,662	36,904	33,000	33,000	5,810	1,325	0	3,095	0
672	20,000	1	2	1	34	0	0	0	0	0	0	12,857	14,183	14,890	15,642	16,387	17,113	1,541	1,248	1,000	1,000	1,000	1,000	1
673	100,000	2	1	2	28	2	0	0	0	0	0	96,193	82,342	81,967	82,177	78,840	79,261	3,600	3,800	3,000	3,000	3,023	3,000	1
674	30,000	1	2	2	25	2	2	7	7	7	6	2,400	2,400	2,400	2,400	2,400	1,800	0	0	0	0	0	0	1
675	320,000	2	1	1	41	0	0	0	0	0	0	97,797	99,672	101,953	102,284	104,090	105,859	4,520	5,050	3,590	3,700	3,750	3,510	0
676	90,000	1	3	2	42	2	2	2	2	2	2	64,762	63,164	32,789	31,641	29,240	28,306	0	2,900	0	2,500	0	1,300	1
677	190,000	1	2	2	40	2	2	2	2	2	2	145,613	156,765	159,386	161,870	165,725	169,928	15,000	6,600	6,500	6,500	7,000	7,000	1
678	200,000	1	1	2	28	0	0	0	0	0	0	71,989	122,129	147,936	149,573	152,574	156,323	52,129	30,000	6,000	6,000	7,000	10,000	0
679	300,000	2	2	2	31	-1	-1	-1	-1	0	-1	3,345	1,083	4,339	7,423	4,059	2,508	1,087	4,355	7,423	0	2,508	4,141	0
680	30,000	2	1	2	56	-1	0	0	-2	-2	-2	29,033	17,013	7,024	7,024	7,024	7,024	1,283	7,024	7,024	7,024	7,024	7,024	0
681	110,000	2	2	3	45	0	0	0	0	0	0	26,650	20,787	20,566	21,158	22,141	22,158	1,532	2,000	783	3,000	2,000	2,000	0
682	230,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	1,024	0	0	0	0	1,024	0	0	0	0	0
683	230,000	2	1	1	35	0	0	0	0	-2	-2	4,259	5,432	6,182	0	0	0	1,250	1,000	0	0	0	0	0
684	310,000	2	2	2	28	0	0	0	0	0	0	106,468	108,955	112,374	54,762	58,189	57,170	8,000	6,000	5,000	5,000	4,000	5,000	0
685	320,000	1	1	1	40	0	0	0	0	0	0	247,276	241,167	238,196	231,580	229,683	235,837	10,000	10,000	10,000	19,000	13,000	8,000	0
686	360,000	1	1	1	47	-1	-1	-1	0	-1	-1	1,548	-32	177,639	174,397	4,852	4,125	0	177,671	3,508	4,876	4,188	10,007	0
687	20,000	2	3	1	41	-1	-1	-1	0	0	0	780	0	732	642	1,252	643	0	732	300	1,000	500	1,000	1
688	170,000	2	2	2	27	0	0	0	0	0	0	162,671	166,202	161,973	167,201	161,327	171,863	7,500	6,000	10,000	7,000	16,000	6,200	0
689	140,000	1	1	1	40	0	0	0	0	0	0	123,049	125,616	129,695	130,735	133,467	136,287	4,310	5,913	4,426	4,580	4,770	4,767	0
690	80,000	1	2	2	32	0	0	0	0	0	0	51,372	51,872	47,593	43,882	42,256	42,527	1,853	1,700	1,522	1,548	1,488	1,500	0
691	150,000	1	2	2	35	0	0	0	-1	-1	-1	60,015	72,227	51,364	54,340	0	2,129	20,000	30,000	54,340	0	2,129	0	0
692	170,000	1	2	2	27	-1	2	2	-2	-2	-2	1,170	780	0	0	0	0	0	0	0	0	0	0	0
693	200,000	2	2	1	29	2	0	0	0	0	0	159,398	156,955	132,144	119,136	122,211	125,021	6,163	4,530	4,500	5,000	5,000	5,000	1
694	70,000	1	1	2	30	0	0	2	0	0	2	55,664	59,529	57,571	57,871	60,872	59,329	5,800	0	2,250	4,500	0	2,500	0
695	320,000	1	2	1	37	-2	-2	-2	-2	-2	-2	43,528	498	429	14,257	5,417	2,967	500	431	14,328	5,439	2,980	5,028	0
696	150,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
697	50,000	2	1	1	34	0	0	0	-1	0	0	27,966	28,539	11,597	6,611	7,349	7,570	1,267	1,553	7,511	1,000	343	1,000	0
698	90,000	2	2	2	34	-1	2	2	-2	-2	-2	8,792	7,500	0	0	0	0	0	0	0	0	0	0	0
699	280,000	1	1	1	41	-2	-2	-2	-2	-1	0	28,026	41,302	51,500	35,752	3,955	13,969	41,346	52,110	35,752	3,955	13,939	4,437	0
700	300,000	2	1	2	31	0	0	0	0	2	-1	43,610	43,280	36,156	30,305	30,155	561	1,655	1,797	750	0	561	500	0