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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
401	240,000	1	1	2	29	0	0	0	0	0	-1	156,362	132,280	99,174	65,372	28,797	184,922	5,233	3,289	2,072	3,018	184,922	6,100	0
402	60,000	2	3	3	42	0	0	0	0	0	0	41,322	29,091	28,097	28,665	28,768	29,064	1,488	1,394	962	1,500	2,541	2,000	0
403	150,000	1	1	2	41	-1	-1	-1	-1	-1	2	1,464	2,084	384	0	2,344	822	2,091	384	0	2,344	0	472	1
404	30,000	1	2	1	48	0	0	0	0	0	0	27,879	28,870	27,806	25,142	25,667	26,179	1,774	1,710	1,046	1,079	1,089	2,244	0
405	160,000	2	1	2	29	2	2	2	2	2	2	160,432	163,916	159,676	166,893	170,098	153,800	7,500	0	11,558	5,800	0	5,654	1
406	200,000	1	1	1	52	-2	-2	-2	-2	-2	-2	3,858	2,690	3,410	0	0	82,150	2,690	3,487	0	0	85,900	396	0
407	120,000	2	2	1	25	0	0	0	-2	-2	-2	26,476	21,393	0	0	0	0	6,000	0	0	0	0	0	0
408	500,000	1	1	1	37	1	2	0	0	0	0	507,062	491,956	430,637	376,657	356,636	303,510	325	15,296	12,137	12,312	14,113	10,526	0
409	320,000	2	1	2	27	0	0	0	0	0	0	55,607	62,893	59,001	61,565	59,508	66,541	11,404	8,232	10,450	9,697	16,477	11,341	0
410	280,000	1	1	2	31	0	0	0	0	0	0	168,382	175,646	180,650	182,672	168,399	167,983	10,000	8,000	6,371	6,217	5,947	6,288	0
411	60,000	2	1	2	23	1	2	2	2	2	2	29,332	28,577	30,805	31,601	32,349	32,965	0	2,709	1,600	1,400	1,300	1,200	1
412	200,000	2	1	1	38	-1	-1	-2	-1	-1	-2	190	0	0	367	-150	-150	0	0	367	150	0	0	0
413	230,000	2	1	1	32	1	-2	-1	-1	-1	-1	0	0	2,809	4,595	792	3,404	0	2,809	4,606	792	3,404	0	0
414	230,000	2	2	2	27	1	2	0	0	0	0	13,668	12,647	13,135	10,596	9,218	5,068	0	1,064	423	313	1,000	4,641	1
415	480,000	2	3	1	41	-2	-2	-2	-2	-2	-2	14,867	26,665	199,960	9,033	19,371	22,593	26,734	199,982	9,033	19,371	22,593	2,000	0
416	50,000	2	3	1	35	-1	-1	-1	-2	-2	-2	22,500	5,000	0	0	0	0	5,000	0	0	0	0	640	0
417	200,000	2	1	2	31	-2	-2	-2	-2	-2	-2	7,184	14,845	1,097	0	0	160	17,507	1,102	0	0	160	1,103	0
418	50,000	2	1	2	30	0	0	0	0	0	2	14,811	16,262	17,286	17,895	19,450	18,990	2,000	1,600	1,200	2,000	0	1,000	0
419	50,000	1	2	1	48	0	0	0	0	0	0	44,338	43,048	35,639	18,753	19,091	19,548	3,629	3,332	2,000	2,000	2,000	2,500	0
420	260,000	2	1	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
421	30,000	1	1	2	24	2	0	0	0	0	2	25,265	26,354	27,710	27,959	30,002	29,371	1,500	1,800	1,007	2,500	0	1,800	0
422	440,000	2	1	2	29	0	0	0	0	0	0	169,661	167,199	158,520	156,977	157,963	151,936	8,071	9,021	7,013	6,013	6,028	6,010	0
423	230,000	2	2	2	38	-1	-1	-1	-1	-1	-1	10,237	2,795	1,350	371	2,980	0	2,795	1,350	371	2,980	0	2,213	0
424	200,000	1	2	1	38	2	2	2	0	0	0	104,978	105,924	102,663	97,090	98,045	105,253	4,500	0	3,500	3,500	9,000	0	1
425	490,000	2	2	1	30	0	0	0	0	0	0	192,586	197,967	201,666	205,798	196,698	190,306	10,000	7,143	7,306	6,303	6,429	6,000	0
426	80,000	2	2	1	32	-1	-1	-2	-2	-2	-2	11,262	0	0	0	0	0	0	0	0	0	0	0	0
427	20,000	2	3	2	49	2	2	2	2	0	0	9,551	12,081	13,087	12,583	15,327	16,414	3,000	1,500	0	3,123	1,500	1,000	1
428	170,000	2	1	2	31	-1	-1	-1	-1	0	-1	199	199	199	398	199	199	199	199	398	0	199	398	1
429	70,000	1	1	2	27	0	0	0	0	0	0	70,119	68,536	66,601	29,401	28,949	29,795	3,600	1,646	600	28,468	1,327	1,000	0
430	210,000	2	2	2	33	0	0	0	0	0	0	212,601	177,946	119,362	117,766	68,791	66,167	6,000	4,500	5,000	3,000	3,000	3,000	0
431	90,000	2	2	2	25	0	0	0	0	0	0	91,894	71,732	73,241	74,424	76,070	77,648	3,200	3,300	3,000	3,001	3,000	3,100	0
432	390,000	2	1	2	27	0	0	0	0	0	0	304,867	299,998	300,426	292,869	292,885	281,826	13,007	10,612	10,041	11,000	10,512	7,000	1
433	110,000	2	1	2	29	0	0	0	0	0	0	48,123	49,537	50,422	50,990	52,014	53,206	2,500	2,500	2,000	2,000	2,057	2,500	0
434	580,000	2	1	1	36	0	0	0	0	0	0	159,760	162,189	166,127	169,365	168,755	167,964	6,422	6,565	5,951	6,006	5,894	5,946	0
435	360,000	1	3	1	55	0	0	-1	-1	-1	-2	9,210	8,485	17,231	1,770	0	0	6,015	17,454	1,775	0	0	0	0
436	270,000	2	2	1	32	1	2	2	2	2	2	234,752	233,036	229,286	217,644	223,690	221,413	10,000	8,000	0	16,000	8,000	0	1
437	60,000	2	1	2	27	-1	-1	-2	-1	2	-1	14,072	0	0	300	150	150	0	0	300	0	150	200	0
438	110,000	1	3	1	37	0	0	0	0	0	0	61,807	62,499	62,162	60,605	60,272	60,145	2,300	2,200	2,300	2,200	2,300	2,300	0
439	50,000	2	1	1	25	0	0	0	0	0	0	51,044	50,231	46,677	44,982	21,399	20,859	2,500	3,008	1,000	761	800	704	0
440	80,000	2	1	2	23	0	0	0	0	0	0	77,024	73,281	57,806	37,642	46,235	47,110	3,212	1,600	956	40,000	1,800	1,700	1
441	50,000	1	2	2	23	-1	-1	-1	-1	0	0	350	350	400	1,695	12,645	12,584	350	400	1,695	11,300	485	2,400	0
442	100,000	1	1	2	32	0	0	0	0	2	2	83,831	85,586	87,289	91,451	93,381	89,522	4,000	4,037	6,500	3,500	0	3,200	0
443	30,000	2	1	2	26	1	-2	-1	-1	-1	-1	0	0	945	0	197	2,995	0	945	0	197	2,995	0	0
444	200,000	2	1	2	27	0	0	0	0	0	0	122,923	124,653	126,355	114,881	117,213	124,793	5,704	5,930	4,000	4,003	10,033	4,400	0
445	240,000	1	1	2	44	0	0	0	0	0	0	246,135	231,443	234,557	200,643	194,410	198,857	12,026	9,010	7,400	8,000	8,000	7,000	1
446	220,000	1	2	2	34	0	0	0	0	0	0	37,304	33,304	29,254	24,875	20,329	15,602	1,600	1,500	1,100	1,000	600	500	0
447	160,000	2	1	2	28	0	0	0	0	0	0	146,433	107,604	89,902	90,983	82,255	83,988	4,500	4,400	3,000	2,400	2,500	2,500	0
448	180,000	2	1	1	53	-1	-1	-1	0	0	-1	46,122	1,260	29,366	5,400	0	1,599	1,260	29,366	54	0	1,599	0	0
449	200,000	1	4	1	42	0	0	0	0	0	0	38,564	38,246	32,253	30,384	30,900	0	5,000	1,485	1,956	1,500	0	2,102	0
450	140,000	2	3	1	30	0	0	0	2	0	0	96,304	98,007	82,227	65,000	60,848	58,880	4,505	12,906	0	2,210	2,300	5,200	0
451	380,000	1	1	1	51	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
452	600,000	1	1	1	53	2	2	0	0	0	0	467,150	458,862	469,703	447,130	440,982	434,715	0	18,000	16,000	16,000	21,000	20,000	1
453	260,000	1	2	2	37	0	0	0	-1	0	0	255,691	262,736	36,638	122,388	127,402	131,074	14,000	5,022	130,000	7,000	6,000	6,000	0
454	200,000	2	1	2	26	0	0	-2	-2	-2	-2	156,786	179	1,443	1,443	1,443	871	179	1,443	1,443	1,443	871	2,015	0
455	80,000	1	2	2	42	0	0	0	0	0	0	78,129	28,202	78,553	49,340	48,919	48,443	2,500	51,432	1,800	1,800	1,800	1,700	0
456	40,000	1	2	2	39	0	0	0	0	0	-1	40,034	36,549	17,431	15,031	10,600	5,315	2,027	1,207	301	212	5,315	4,987	0
457	130,000	1	3	2	39	1	2	2	2	2	2	71,034	69,329	74,175	72,383	77,217	75,820	0	6,000	0	6,000	0	6,000	0
458	50,000	1	1	2	32	-1	0	0	0	0	-2	23,974	24,131	25,326	25,775	0	0	1,800	1,900	1,300	0	0	0	0
459	230,000	2	2	1	41	-1	-1	-1	-1	-1	-1	819	18,163	5,473	8,162	6,985	9,130	18,163	5,654	12,887	6,985	9,130	6,554	0
460	70,000	1	2	1	48	0	0	0	0	0	-1	50,927	39,883	32,017	17,630	9,730	6,400	2,100	1,217	500	0	6,400	4,590	1
461	180,000	2	2	1	38	0	0	0	0	0	0	152,510	151,651	159,019	123,022	126,075	126,219	5,657	10,372	5,000	5,000	5,000	5,000	0
462	80,000	2	2	1	36	-1	-1	-1	-1	-1	-1	1,689	8,638	5,702	2,980	1,260	7,868	8,638	5,723	2,980	1,260	7,868	2,198	0
463	290,000	2	2	2	26	0	0	0	-1	-1	0	20,807	99,860	100,000	3,015	23,473	1,448	80,000	3,000	3,015	23,473	1,148	4,900	0
464	230,000	2	1	2	28	0	0	0	0	0	0	30,141	131,255	110,503	99,283	97,599	96,116	120,093	8,034	3,013	4,010	5,882	3,000	0
465	170,000	2	3	3	56	1	-2	-1	-1	-2	-1	0	0	1,991	0	0	150	0	1,991	0	0	150	614	0
466	230,000	1	1	1	59	-1	0	0	0	0	0	208,459	206,331	203,813	201,331	198,999	191,671	7,536	7,277	7,100	7,120	6,844	6,945	1
467	220,000	1	1	2	38	0	0	0	0	0	0	212,795	211,043	212,759	218,541	167,743	165,300	8,909	7,500	9,000	6,729	6,000	7,009	1
468	230,000	1	2	2	32	0	0	0	0	0	0	28,114	28,006	25,000	22,046	19,860	19,831	1,610	1,224	655	627	620	500	0
469	500,000	1	2	1	38	0	0	0	-1	0	0	59,372	49,677	49,515	42,568	48,268	51,481	10,026	7,241	50,091	25,000	5,078	2,132	0
470	90,000	2	1	1	41	-1	-1	-1	-1	-1	-1	6,160	3,274	6,190	307	2,870	670	3,276	6,246	307	2,870	670	1,362	0
471	390,000	2	3	2	35	0	0	0	0	0	0	355,215	363,325	373,181	252,195	257,496	263,018	13,802	16,525	8,893	9,229	10,000	9,435	1
472	400,000	2	2	2	41	0	0	0	0	0	0	366,193	372,700	375,948	195,991	152,127	155,182	14,020	13,595	6,243	6,007	6,061	6,012	0
473	180,000	1	2	1	34	-1	-1	-1	-1	-1	-1	2,927	2,790	1,140	2,144	1,180	1,382	2,790	1,140	2,144	1,180	1,382	2,440	0
474	60,000	1	3	1	38	1	2	2	0	0	2	29,295	30,321	31,018	32,193	34,213	35,002	1,800	1,500	2,000	2,700	1,500	0	0
475	120,000	2	2	1	32	-1	-1	-1	-1	-1	-1	4,158	2,682	0	6,440	0	5,930	2,682	0	6,440	0	5,930	5,120	0
476	60,000	2	2	2	29	0	0	0	0	0	0	27,199	28,358	28,937	29,614	30,391	23,159	1,900	1,400	1,000	1,100	1,000	420	0
477	50,000	1	1	2	44	0	0	0	0	0	0	50,893	28,527	29,241	28,513	29,106	29,638	1,800	1,500	1,200	1,203	1,166	1,000	0
478	70,000	2	2	1	37	0	0	0	2	0	0	66,759	68,200	72,972	71,248	50,610	50,809	2,518	5,950	0	1,782	1,985	2,700	0
479	500,000	2	1	1	38	-1	2	-1	-1	-1	0	600	300	501	300	600	450	0	501	300	600	300	600	0
480	200,000	1	1	2	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
481	250,000	2	2	1	40	0	0	0	0	-1	2	44,930	137,101	90,801	0	1,069	919	120,041	4,435	0	1,069	0	67,619	0
482	140,000	1	2	2	26	0	0	2	2	2	2	131,367	146,193	140,202	144,035	140,419	130,271	17,000	0	11,400	550	5,300	5,400	1
483	70,000	2	2	2	28	0	0	0	0	-1	2	41,264	41,799	37,887	37,876	6,736	4,162	2,112	1,200	758	6,736	0	0	0
484	90,000	1	3	1	48	1	2	2	2	2	2	77,604	73,317	71,334	67,009	63,228	59,378	1,700	4,000	1,600	1,600	1,500	4,086	0
485	100,000	2	2	1	43	-1	-1	-1	-1	-1	-1	2,491	1,709	574	556	2,306	2,562	1,709	574	556	2,306	2,562	2,111	0
486	190,000	1	2	1	31	0	0	0	0	0	0	177,554	180,633	172,914	130,139	115,494	117,465	7,600	6,303	4,137	3,502	4,027	3,517	0
487	230,000	2	1	1	42	-1	-1	-1	-1	-1	-1	6,865	15,111	13,165	0	10,500	6,992	15,111	13,165	0	10,500	6,992	0	0
488	320,000	1	2	1	39	0	0	0	0	0	0	93,768	91,523	91,579	91,193	92,837	95,323	3,317	3,506	4,218	5,000	6,080	938	0
489	220,000	2	2	1	36	-1	-1	-1	0	-1	-1	396	1,648	792	396	396	396	1,648	792	0	396	396	792	1
490	260,000	2	1	1	34	-1	-1	-1	-1	-1	-1	16,426	6,088	4,663	3,885	4,414	2,514	6,277	4,663	4,140	4,414	2,646	7,725	0
491	90,000	2	2	2	32	-2	-2	-2	-2	-2	-2	573	0	0	0	0	0	157	0	0	0	0	0	0
492	30,000	2	2	1	43	2	2	2	2	2	0	28,703	26,622	24,022	24,368	20,859	19,633	1,300	2	1,608	0	900	800	0
493	260,000	1	2	2	30	0	0	0	2	0	0	98,560	100,980	222,102	108,724	68,500	69,174	4,000	11,900	207	2,003	2,003	2,003	0
494	170,000	2	2	2	28	0	0	-1	-1	-2	-2	28,304	17,616	308	0	0	0	4,000	308	0	0	0	0	0
495	80,000	2	1	1	28	0	0	0	0	0	0	8,574	9,434	10,038	10,040	10,400	10,490	1,203	1,047	248	408	294	276	1
496	50,000	1	1	1	41	-1	-1	-1	-1	-1	-1	508	672	226	390	220	320	1,000	390	1,000	220	640	1,000	0
497	200,000	2	3	2	47	0	0	0	0	0	0	203,183	202,961	194,449	196,814	200,526	198,717	7,521	7,000	7,000	7,128	8,000	7,100	0
498	20,000	1	2	2	23	0	0	2	0	0	0	16,440	20,417	18,333	18,848	30,190	19,664	7,403	0	820	1,025	1,113	104	0
499	250,000	2	1	1	49	-1	-1	-2	-1	-1	-1	66	0	0	120	-6	1,639	0	0	120	6	1,645	0	0
500	20,000	1	1	1	38	0	0	0	2	2	0	15,912	17,272	20,565	20,705	20,255	19,933	1,623	3,916	750	0	800	850	0