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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
501	30,000	2	2	1	38	0	0	0	0	2	2	20,344	21,705	22,537	24,161	25,128	24,576	2,000	1,500	2,000	1,500	0	1,200	0
502	90,000	2	2	1	35	1	2	2	2	2	2	23,132	22,474	28,067	27,320	31,199	30,548	0	6,000	0	4,500	0	2,000	0
503	230,000	2	6	2	46	0	0	0	0	0	0	221,590	227,397	230,302	186,635	189,896	193,351	10,000	9,000	8,000	8,000	7,500	7,000	0
504	130,000	2	1	1	33	0	0	0	0	0	0	19,161	20,544	22,704	22,304	22,304	0	2,000	3,000	0	0	0	0	1
505	30,000	1	6	1	53	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
506	160,000	1	1	2	35	-1	-1	-1	-1	-1	-1	396	396	396	0	792	1,220	396	396	0	793	1,220	0	0
507	500,000	2	2	2	43	-1	-1	-1	0	0	-1	3,959	0	285,138	249,445	222,831	200	0	285,138	4,989	100	200	528,666	0
508	180,000	2	2	2	28	0	0	0	0	0	2	42,238	38,741	36,696	35,813	37,893	34,661	2,500	2,000	1,128	2,500	0	2,000	0
509	80,000	2	2	1	30	0	0	0	0	0	2	21,507	13,207	13,997	10,914	10,685	5,515	1,700	1,400	200	1,000	0	500	0
510	120,000	1	1	2	26	-1	-1	-2	-1	-1	-2	884	0	0	10,446	0	0	0	0	10,446	0	0	0	0
511	130,000	1	2	1	31	-1	-1	-1	-1	-1	2	1,261	1,261	1,261	1,411	930	390	1,261	1,261	1,411	930	0	780	0
512	120,000	2	2	2	35	-1	-1	-1	-1	-1	-1	240	240	240	240	240	240	240	240	240	240	240	240	1
513	360,000	1	1	2	28	-1	-1	-1	-1	-1	-1	20,223	52,962	3,978	1,743	2,828	50,537	53,228	3,997	1,750	2,853	51,041	3,219	0
514	50,000	1	2	2	23	2	2	2	2	2	2	29,509	30,741	31,438	31,924	32,566	33,081	2,000	1,500	1,300	1,300	1,200	1,500	1
515	20,000	2	2	2	23	0	0	2	0	0	0	18,355	20,259	19,534	16,467	15,746	13,246	2,900	10	577	430	1,017	4	0
516	100,000	1	3	1	56	0	0	-1	0	0	0	94,265	53,376	85,787	78,762	79,529	80,335	2,385	88,678	2,169	2,634	3,132	732	0
517	70,000	1	3	1	32	0	0	0	0	0	0	68,739	67,629	69,188	68,392	69,884	71,284	3,060	3,300	2,610	2,750	2,750	5,500	0
518	50,000	1	2	1	47	0	0	0	0	0	0	13,917	16,695	21,320	18,614	19,003	19,439	3,000	5,000	2,000	618	679	500	0
519	10,000	2	2	2	22	1	2	0	0	0	0	10,250	8,558	10,525	10,050	9,903	9,984	0	2,126	390	328	476	1,287	0
520	290,000	2	1	1	34	0	0	0	0	0	0	93,844	97,708	103,066	104,864	110,151	115,297	6,000	7,000	5,000	7,000	7,000	7,000	0
521	30,000	2	1	1	31	0	0	0	0	0	0	16,496	17,522	18,531	18,744	19,291	19,818	1,597	1,606	819	1,000	1,000	1,623	0
522	410,000	2	2	2	27	1	-1	0	0	0	0	-58	32,991	36,465	44,310	62,408	61,420	33,049	16,000	8,700	18,775	15,000	5,350	0
523	360,000	1	1	2	28	-1	-1	-1	0	0	-1	1,210	820	64,644	125,984	106,584	125,557	390	75,720	62,520	17,000	132,200	167,000	1
524	140,000	2	2	1	42	0	0	0	0	0	0	111,496	112,133	69,529	70,804	70,781	66,735	6,022	3,021	5,012	5,112	3,000	5,000	1
525	210,000	2	1	2	32	0	0	0	0	0	0	67,374	69,489	70,937	71,761	73,505	74,827	3,200	3,200	2,600	2,900	2,700	3,000	0
526	220,000	2	2	2	27	-1	-1	-1	-1	-1	-1	1,692	13,250	433	1,831	0	2,891	13,250	433	1,831	0	2,891	153,504	0
527	20,000	1	2	2	27	1	2	0	0	0	2	18,649	18,066	19,040	19,446	20,759	20,241	0	1,594	1,000	1,606	0	300	0
528	620,000	2	2	1	45	2	2	0	0	0	0	160,837	156,839	160,440	163,781	167,159	170,894	0	6,200	6,000	6,000	6,500	6,000	1
529	360,000	1	1	2	26	1	-2	-2	-2	-1	-1	-8	-8	-8	-8	1,677	2,600	0	0	0	1,685	2,613	0	0
530	20,000	2	2	2	21	-1	-1	2	2	-1	-1	18,763	14,410	13,771	362	5,308	0	14,410	0	28	22,073	0	0	0
531	50,000	1	2	2	23	0	0	0	0	0	0	34,549	18,552	19,334	18,165	19,322	19,575	2,836	1,200	13,000	1,500	9,000	1,000	0
532	50,000	1	2	3	30	0	0	0	0	0	0	97,538	49,187	17,518	17,710	18,079	18,302	2,454	1,588	780	803	673	637	0
533	10,000	1	2	2	46	0	0	2	2	2	0	4,073	6,394	6,143	6,908	6,652	6,785	2,400	0	871	0	244	251	1
534	100,000	2	3	1	50	2	0	0	3	3	2	53,849	55,030	61,574	62,470	61,198	62,524	2,050	7,500	2,500	0	2,500	2,500	1
535	50,000	1	1	2	26	-2	-2	-2	-2	-2	-2	2,411	3,059	2,333	1,800	1,620	0	3,068	2,440	1,807	2,204	0	0	0
536	60,000	1	2	2	25	-1	-1	0	-1	-1	0	480	1,675	3,630	578	4,825	6,200	1,675	2,500	578	4,825	2,000	2,435	0
537	440,000	2	1	2	35	0	0	0	0	0	0	330,759	337,794	274,075	252,584	216,547	179,221	13,100	11,000	10,000	9,000	7,100	5,500	0
538	120,000	1	2	1	44	0	0	0	0	0	0	92,007	87,939	82,094	59,105	53,442	46,775	5,417	2,847	2,066	1,919	2,200	0	0
539	50,000	2	1	2	52	0	0	0	-2	-1	-1	3,257	4,166	0	0	318	0	1,000	0	0	318	0	0	0
540	110,000	2	2	1	40	1	2	2	2	2	2	92,638	90,905	95,768	97,004	99,005	101,213	600	7,300	3,700	3,700	4,000	3,800	0
541	200,000	2	1	2	38	-1	-1	-2	-2	-1	-1	399	0	0	0	218	270	0	0	0	218	270	317	0
542	150,000	2	1	2	28	1	-2	-2	-2	-2	-1	0	0	0	0	0	318	0	0	0	0	318	0	0
543	30,000	2	2	1	36	2	3	2	2	0	0	28,778	28,039	28,286	27,533	28,189	28,805	0	1,000	0	1,100	1,100	1,500	1
544	100,000	2	1	2	24	0	0	0	0	-1	-1	30,092	30,486	30,178	29,735	14,718	29,427	1,553	5,000	87	14,761	29,514	330	0
545	360,000	2	1	1	34	-1	0	0	-1	0	-1	12,339	10,138	23,912	9,785	166	2,142	10,000	13,912	9,785	0	2,142	4,230	0
546	390,000	2	1	2	31	0	0	0	0	0	0	50,620	43,220	44,237	46,495	47,751	51,941	5,000	3,000	3,000	2,000	5,000	5,000	0
547	220,000	2	1	1	41	1	-2	-2	-2	-2	-2	-65	-65	-65	-65	-65	-200	0	0	0	0	0	0	1
548	160,000	2	2	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
549	230,000	2	1	2	28	-1	-1	0	0	0	0	2,403	7,357	9,752	12,608	10,797	20,539	7,357	2,566	3,000	1,000	10,000	2,000	0
550	120,000	1	1	2	27	0	0	0	0	0	0	52,437	50,473	45,087	35,424	31,760	31,214	5,024	5,000	5,000	4,000	5,000	3,500	0
551	100,000	1	3	1	52	0	0	2	2	2	0	4,657	6,068	6,418	6,781	6,144	7,638	1,500	1,000	1,000	0	2,000	2,000	1
552	190,000	2	1	2	41	-1	-1	-1	-1	-1	-1	28,204	0	16,500	0	26,854	554	0	16,500	0	26,854	500	0	1
553	50,000	1	1	1	56	0	0	0	0	0	0	50,715	51,073	28,185	28,842	30,399	29,977	2,500	1,500	1,100	2,000	1,500	1,017	1
554	240,000	2	1	1	42	1	-1	-1	-2	-2	-2	0	6,370	0	0	0	0	6,370	0	0	0	0	0	0
555	40,000	2	2	2	24	-2	-2	-2	-2	-2	-2	35,285	36,714	37,356	38,184	38,724	37,255	2,000	1,600	1,401	1,607	1,800	1,751	0
556	630,000	2	2	1	47	0	0	0	-1	-1	-2	37,850	68,187	1,207	2,632	8,654	0	38,187	1,207	2,632	8,654	0	4,981	0
557	160,000	2	1	1	33	-2	-2	-2	-2	-2	-2	5,233	5,393	1,824	350	150	199	5,401	1,829	350	150	199	1,145	0
558	110,000	2	2	2	32	0	0	2	2	2	2	65,299	74,565	78,516	79,829	81,603	83,206	11,000	5,800	3,200	3,200	3,100	3,000	0
559	20,000	1	2	2	29	0	0	0	-2	-2	-2	17,208	18,419	0	0	0	0	2,055	0	0	0	0	0	0
560	210,000	2	3	1	53	0	0	0	0	0	0	57,192	58,472	59,658	60,466	61,593	65,163	2,800	2,753	2,400	2,255	4,767	0	0
561	270,000	1	1	2	34	-1	-1	0	-1	-1	-1	5,780	12,006	15,736	6,621	2,457	14,923	12,006	5,736	6,621	2,457	14,923	1,712	0
562	360,000	2	2	2	52	-2	-2	-2	-2	-2	-2	640	2,113	-6	999	944	-3	2,231	0	1,005	948	0	789	0
563	60,000	2	2	1	42	-1	-1	-1	-1	-1	-1	631	2,790	1,758	416	416	3,640	2,790	1,758	416	416	3,640	730	0
564	360,000	1	2	2	38	-1	0	0	0	0	0	108,351	111,201	63,146	63,723	65,108	66,078	8,005	8,004	5,000	5,000	5,000	105,700	0
565	390,000	2	1	2	45	2	2	2	-1	2	2	834	155	-1,690	4,240	3,346	2,698	1	1,693	6,940	7	1,230	3	0
566	250,000	2	3	2	35	-2	-2	-2	-2	-2	-2	7,244	8,472	1,738	6,706	2,391	11,082	8,514	1,751	6,739	2,403	11,137	13,407	0
567	90,000	2	1	2	24	0	0	0	0	0	0	13,141	14,526	15,482	18,219	22,737	23,387	1,600	1,500	3,000	5,000	1,020	764	1
568	360,000	1	1	2	28	-1	-1	-1	-1	-1	-1	7,071	401	3,545	10,540	10,132	6,220	1,510	3,575	10,573	10,155	6,240	16,071	0
569	50,000	1	3	2	26	0	0	0	0	0	0	35,429	30,626	30,241	20,284	19,166	19,567	1,537	1,947	800	1,000	718	683	0
570	270,000	2	1	1	40	0	0	0	-2	-2	-2	18,751	5,706	0	0	0	0	1,000	0	0	0	0	0	0
571	200,000	2	1	2	29	1	-1	-1	-1	-1	-1	55,788	8,360	4,897	5,065	19,468	0	8,394	4,927	5,089	19,561	0	125	0
572	50,000	2	2	2	23	0	0	0	0	0	0	49,809	50,364	38,429	18,815	18,305	19,013	2,040	2,766	1,690	1,000	1,000	1,000	0
573	350,000	1	1	2	33	-1	-1	-1	-2	-2	-1	10,900	10,478	-22	-22	-22	4,532	10,530	0	0	0	4,554	0	0
574	160,000	2	2	2	60	-2	-1	-1	0	-1	-1	3,128	5,156	1,089	489	3,177	1,009	5,156	1,089	0	3,177	1,009	0	1
575	80,000	2	3	1	49	-1	-1	-1	-1	-1	-1	3,367	4,641	2,290	1,459	6,764	7,601	4,641	2,290	1,459	6,764	7,601	7,990	0
576	290,000	1	1	1	53	2	0	0	0	0	0	279,610	282,024	282,508	284,660	255,892	238,266	13,000	10,200	10,265	8,803	8,300	8,546	1
577	270,000	2	1	2	28	-1	-1	-1	0	0	0	475	475	5,691	37,526	50,565	48,888	475	5,691	34,000	14,000	8,000	15,000	0
578	80,000	1	1	2	31	-1	-1	-1	-1	2	-1	5,994	32,223	8,308	4,082	538	4,085	13,647	8,314	4,082	0	4,085	0	0
579	50,000	1	2	2	36	0	0	0	0	0	0	5,197	6,015	6,615	7,131	6,987	6,980	1,300	1,100	1,000	500	500	1,000	0
580	30,000	1	2	1	35	-2	-1	-1	-1	-1	-2	7,797	2,687	8,762	3,377	2,000	0	2,687	8,765	3,390	2,040	0	0	0
581	30,000	1	2	2	28	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	0	0	0	0	1
582	90,000	1	2	2	33	-1	0	0	0	0	0	35,785	29,155	27,485	29,266	35,598	38,449	15,155	5,485	5,263	8,598	5,449	6,537	0
583	160,000	1	1	2	26	-1	-1	-1	-1	-1	-1	1,433	3,746	30,258	1,036	21,572	9,528	3,757	30,348	1,044	21,636	9,556	6,066	0
584	80,000	2	3	2	53	0	0	0	0	0	0	77,766	77,954	78,512	60,452	61,556	54,022	4,000	2,374	2,007	2,500	3,000	2,000	0
585	50,000	1	2	2	42	0	0	0	0	0	0	50,300	50,898	49,111	48,943	45,775	0	2,200	1,600	1,700	1,700	0	0	0
586	20,000	2	1	2	25	0	0	0	0	0	2	14,603	15,661	16,394	16,723	18,056	17,618	1,600	1,300	600	1,600	0	800	0
587	220,000	1	1	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
588	210,000	1	3	2	25	-1	-1	2	-1	-1	-1	8,817	23,634	21,776	9,631	1,561	1,990	23,776	0	9,631	1,561	1,990	7,967	1
589	130,000	2	2	2	29	0	0	0	0	0	0	131,575	130,931	132,969	45,584	46,516	47,455	6,700	6,000	1,291	1,319	1,336	1,365	0
590	260,000	2	2	1	31	-1	-1	0	0	-1	-1	5,841	23,194	62,361	67,057	17,024	18,659	23,194	50,000	11,500	17,024	18,659	38,923	0
591	230,000	2	1	1	30	0	0	0	-1	0	0	30,341	25,981	24,092	65,840	56,538	51,522	5,000	5,000	65,840	2,000	2,000	10,000	0
592	160,000	1	1	2	34	0	0	0	0	0	0	83,255	83,912	85,161	85,715	86,773	87,526	4,000	3,924	3,200	3,300	3,425	3,013	0
593	50,000	1	1	1	35	0	0	0	0	0	0	34,976	6,018	13,930	7,106	6,020	9,011	1,127	1,074	215	249	4,383	172	0
594	80,000	1	2	1	32	0	0	0	0	0	0	48,747	45,955	44,989	41,358	42,379	38,052	2,145	1,844	2,009	5,017	2,000	5,002	0
595	110,000	1	3	2	46	0	0	0	0	0	0	56,700	57,875	59,044	59,756	61,004	62,213	2,681	2,724	2,287	2,362	2,374	2,454	0
596	200,000	1	1	1	43	0	0	0	0	0	0	144,678	140,804	136,437	135,253	134,629	134,309	5,090	5,014	5,009	4,844	5,002	4,902	0
597	360,000	1	2	2	29	0	0	0	0	0	0	268,112	263,368	259,969	255,832	245,462	250,244	9,429	8,738	7,017	7,154	7,073	7,300	0
598	210,000	2	3	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
599	80,000	2	2	2	24	2	0	0	0	0	0	79,243	75,254	58,683	58,886	60,035	57,264	3,249	3,000	5,000	2,500	2,300	2,200	0
600	300,000	2	2	1	36	-1	-1	2	0	-1	-1	-475	5,191	4,606	2,303	2,768	65,373	10,000	0	0	2,768	65,373	10,780	1