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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
22,401	260,000	2	5	1	28	0	0	0	0	0	0	237,212	228,643	231,156	223,415	158,739	159,210	8,006	7,550	8,080	4,645	5,047	4,528	0
22,402	150,000	2	2	2	28	2	2	2	2	2	2	137,564	137,327	146,648	147,865	149,356	145,262	3,500	13,000	5,200	5,300	400	5,000	1
22,403	100,000	2	1	2	28	1	-2	-2	-2	-2	-2	-4,894	-4,894	-4,894	-4,894	-4,894	-4,894	0	0	0	0	0	0	0
22,404	180,000	2	2	1	28	0	0	0	0	0	0	85,557	73,121	68,650	67,895	68,442	70,131	3,200	2,500	3,000	2,500	3,000	5,000	0
22,405	150,000	2	1	2	26	0	0	0	0	0	0	136,736	125,651	116,684	101,581	77,741	77,264	4,486	4,235	3,161	2,647	2,669	2,669	0
22,406	230,000	2	2	2	27	0	0	0	0	0	0	175,050	164,054	127,369	108,702	77,703	79,123	10,000	10,000	4,000	3,000	5,000	5,000	0
22,407	160,000	2	2	2	29	0	0	0	0	0	0	36,370	35,996	35,275	34,873	35,677	34,942	4,002	5,390	6,000	5,000	5,000	4,000	0
22,408	360,000	2	2	1	30	0	0	0	0	0	0	20,992	40,125	44,454	48,382	51,951	55,957	20,000	5,000	5,000	5,000	5,000	3,000	0
22,409	150,000	2	3	1	28	0	0	0	0	0	0	146,325	140,902	131,798	115,350	105,770	111,850	5,125	10,104	10,017	4,000	15,000	8,000	0
22,410	360,000	2	1	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
22,411	10,000	2	2	2	37	-1	-1	-1	-1	0	0	6,993	4,165	5,794	9,576	7,818	7,580	6,495	5,794	9,585	7,580	152	390	0
22,412	20,000	2	2	2	35	0	0	0	0	0	0	15,852	16,861	17,884	18,590	18,959	19,347	1,579	1,602	1,308	677	692	1,577	1
22,413	50,000	2	2	1	35	0	0	0	0	0	0	34,265	34,175	33,392	28,340	24,384	22,643	2,000	2,000	2,000	2,000	1,000	1,000	0
22,414	50,000	2	2	2	37	1	2	0	0	0	0	26,305	25,583	26,649	27,584	28,135	28,878	0	1,481	1,416	967	1,156	1,000	0
22,415	60,000	2	2	1	37	1	2	2	2	2	2	49,335	48,241	52,222	52,777	51,332	55,489	0	4,763	2,000	0	5,000	2,000	1
22,416	20,000	2	3	2	37	2	2	2	2	0	0	12,443	13,947	14,331	12,495	12,787	13,583	2,000	902	500	500	1,000	700	0
22,417	130,000	2	2	2	39	2	2	2	0	0	2	108,879	111,115	107,185	108,569	112,541	114,885	5,500	0	5,399	8,000	5,000	0	0
22,418	50,000	2	3	2	36	0	0	0	0	0	0	48,831	46,763	44,302	42,942	20,103	20,163	2,002	4,228	1,603	900	700	810	0
22,419	350,000	2	2	1	36	0	0	0	0	0	0	50,889	45,881	36,578	37,717	58,311	58,467	10,000	9,000	10,000	30,000	9,000	1,800	0
22,420	210,000	2	2	1	40	0	0	0	0	0	0	41,826	42,820	44,156	44,864	45,768	48,204	1,520	1,856	1,564	1,468	3,000	2,000	0
22,421	10,000	2	2	2	23	0	0	0	0	2	0	8,536	8,617	7,902	9,166	8,885	9,185	1,117	1,302	1,566	0	429	182	0
22,422	20,000	2	2	1	34	1	2	2	2	0	0	17,970	17,389	20,491	19,803	19,734	19,613	0	3,700	0	1,000	2,000	710	0
22,423	80,000	2	1	1	33	0	0	0	0	0	0	65,484	66,798	68,120	70,088	71,345	72,314	3,000	3,000	3,109	3,000	3,000	3,000	0
22,424	110,000	2	2	2	33	0	0	0	0	0	0	83,762	84,677	87,748	99,201	78,281	77,772	3,200	4,521	20,000	2,710	2,800	2,700	1
22,425	180,000	2	1	2	40	-2	-2	-2	-2	-2	-2	0	0	1,040	258	0	0	0	1,040	258	0	0	0	0
22,426	360,000	2	3	2	37	-1	-1	-1	-1	-1	-1	646	0	740	871	1,980	0	0	740	871	1,980	0	0	0
22,427	250,000	2	2	1	33	-1	-1	-1	-1	-1	-1	484	0	242	28,932	0	100,000	0	242	28,932	0	100,000	0	0
22,428	180,000	2	2	1	34	0	-1	-1	-1	-1	-2	13,954	5,589	4,312	2,490	0	0	5,589	4,312	2,490	0	0	150	0
22,429	190,000	2	2	2	35	0	0	0	0	0	0	66,859	68,204	70,009	65,845	67,347	70,096	3,054	3,529	3,000	2,600	4,000	3,000	0
22,430	150,000	2	1	2	35	-1	2	2	2	2	2	15,349	12,834	25,740	20,995	21,353	14,453	0	15,600	0	758	0	2,580	0
22,431	90,000	2	2	1	35	0	0	0	2	2	2	37,003	38,082	41,150	41,677	42,191	43,371	2,000	4,000	1,500	1,500	2,000	2,000	0
22,432	230,000	2	1	2	39	-1	-1	-1	-1	-1	0	4,612	2,906	23,777	78,287	8,986	11,666	2,906	23,820	78,287	35,890	11,000	10,180	0
22,433	120,000	2	3	1	47	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,434	100,000	2	3	1	36	2	0	0	2	0	0	99,298	101,972	115,335	112,016	112,906	120,101	5,220	16,608	0	4,233	9,200	21,000	1
22,435	60,000	2	3	2	45	0	0	0	0	0	0	26,350	23,908	24,215	17,728	18,087	17,730	1,413	1,500	1,173	532	597	469	0
22,436	360,000	2	1	2	38	0	0	0	2	0	0	254,900	259,974	268,459	271,691	277,226	283,210	9,300	14,200	9,200	10,000	10,403	11,900	0
22,437	310,000	2	2	1	38	0	0	0	0	0	0	302,623	310,142	308,006	239,008	245,493	250,797	12,000	12,000	8,500	10,000	9,000	8,500	0
22,438	280,000	2	2	2	37	-1	-1	-1	-1	-1	-1	12,693	13,214	13,466	12,619	13,985	12,603	13,214	13,466	12,619	13,985	12,603	16,921	0
22,439	30,000	2	3	2	38	2	2	2	2	2	-1	11,403	8,151	8,892	8,563	-510	390	0	2,500	0	0	1,290	930	0
22,440	260,000	2	2	1	38	0	0	0	0	0	0	81,745	83,371	85,128	86,910	88,637	90,682	2,984	3,100	3,200	3,172	3,473	6,994	0
22,441	180,000	2	2	1	36	-1	-1	-1	-2	-2	-2	1,252	23	-820	-1,140	0	0	23	3	0	2,000	0	150	0
22,442	330,000	2	2	2	36	0	0	0	0	0	0	257,156	257,576	256,014	245,244	239,441	242,025	10,037	10,109	10,053	10,014	9,001	9,001	0
22,443	400,000	2	3	1	46	-1	-1	2	0	0	-1	260	58,257	42,948	25,962	15,316	6,813	60,064	42	1,202	9	6,813	4,682	1
22,444	90,000	2	2	1	36	0	0	2	0	0	0	86,155	92,406	90,049	86,984	67,076	66,533	8,600	0	4,100	5,000	5,000	5,000	0
22,445	200,000	2	1	2	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
22,446	280,000	2	3	2	38	-1	-1	-1	-1	0	0	6,491	-1,277	8,413	19,825	22,085	12,316	4,041	16,830	19,862	12,098	19	7,428	0
22,447	350,000	2	1	1	37	-2	-2	-2	-2	-2	-2	1,140	0	4,100	0	0	0	0	4,100	0	0	0	0	0
22,448	50,000	2	2	1	42	0	0	0	0	0	0	47,867	40,937	28,868	44,751	27,557	29,125	2,083	1,840	31,000	977	2,003	1,214	0
22,449	50,000	2	2	2	44	-1	-1	-1	-1	0	0	390	390	390	18,015	17,150	17,102	390	390	18,015	400	342	3,334	0
22,450	120,000	2	2	1	41	-1	-1	-1	-1	0	0	4,591	0	28,466	21,455	15,685	6,737	0	28,466	21,455	0	0	200	0
22,451	80,000	2	2	2	38	0	0	0	0	0	0	17,816	18,095	17,374	14,298	12,259	10,498	3,000	2,000	1,000	2,000	2,000	2,000	0
22,452	90,000	2	2	3	36	0	0	0	0	0	0	91,552	88,751	54,704	37,660	32,074	18,372	55,000	5,023	5,030	11,000	9,765	10,000	0
22,453	50,000	2	2	3	44	0	0	0	0	0	0	42,941	44,002	43,378	28,048	28,477	29,056	1,800	2,122	1,600	1,000	1,000	1,000	0
22,454	180,000	2	1	1	44	0	0	0	2	0	0	123,100	125,674	145,212	141,409	142,861	166,960	6,102	23,200	0	5,295	26,550	6,045	0
22,455	200,000	2	3	1	31	0	0	0	0	0	0	202,139	202,431	201,911	201,971	201,351	201,933	7,000	7,000	7,000	7,000	7,000	7,000	0
22,456	420,000	2	2	1	31	0	0	0	0	0	0	147,344	116,483	90,368	85,616	81,461	77,925	4,153	4,031	3,040	3,026	3,017	3,079	0
22,457	270,000	2	2	1	31	-1	-1	0	0	0	0	6,894	14,246	43,615	33,336	36,045	28,725	14,305	43,000	1,740	16,045	2,000	5,000	0
22,458	50,000	2	3	1	49	0	0	0	0	0	0	46,970	36,260	29,311	27,932	28,274	27,605	3,005	2,000	2,000	2,000	1,000	2,000	0
22,459	30,000	2	1	1	41	0	0	0	0	0	0	26,300	27,308	28,425	29,233	21,575	22,029	1,450	1,560	1,350	1,000	801	1,000	0
22,460	170,000	2	2	1	36	2	2	2	2	2	2	15,570	15,031	16,784	17,711	17,131	18,197	0	2,500	1,500	0	1,500	1,000	0
22,461	170,000	2	2	1	42	0	0	0	0	-2	-2	52,262	36,518	20,533	-919	-919	-919	1,985	1,000	16,000	16,000	16,000	24,288	0
22,462	150,000	2	6	2	40	0	0	0	0	0	-2	157,548	164,305	156,201	149,975	0	0	160,812	3,173	3,749	0	0	0	1
22,463	20,000	2	2	2	38	1	4	3	2	0	0	21,769	21,139	20,521	19,817	14,932	10,812	0	0	0	448	380	345	0
22,464	120,000	2	2	1	40	0	0	0	0	0	0	105,124	109,399	109,397	36,850	37,739	38,381	6,020	3,900	1,700	1,500	1,400	1,400	0
22,465	50,000	2	2	1	41	2	2	2	2	2	0	17,028	20,543	21,919	20,828	20,272	18,816	3,828	2,000	600	0	637	700	1
22,466	500,000	2	3	2	44	0	0	0	0	0	0	206,766	196,931	190,584	124,514	211,301	200,525	20,077	20,972	5,045	100,055	10,018	10,197	0
22,467	40,000	2	2	1	36	2	2	2	2	0	0	7,129	8,850	9,733	9,375	6,003	2,435	3,147	1,172	0	500	1,015	1,000	1
22,468	70,000	2	2	1	48	-1	-1	-1	-1	0	-1	3,838	1,930	6,384	4,286	2,333	930	1,930	6,384	4,292	0	930	1,422	0
22,469	30,000	2	2	1	44	0	0	0	0	0	0	28,467	29,792	29,739	24,950	25,248	25,109	1,814	1,459	1,373	871	890	1,375	1
22,470	70,000	2	3	1	48	1	2	0	0	0	0	9,518	9,217	10,557	11,576	12,383	13,180	0	1,500	1,200	1,000	1,000	500	1
22,471	20,000	2	3	1	49	0	0	0	0	0	0	17,543	17,888	18,577	18,111	19,114	17,038	2,100	1,700	3,500	2,000	1,000	1,000	1
22,472	140,000	2	3	1	45	-1	-1	-1	-1	-1	-1	1,352	381	2,281	437	1,320	300	381	2,290	437	1,320	300	0	0
22,473	200,000	2	2	1	39	3	2	2	2	2	0	117,868	114,483	118,855	125,357	121,853	124,731	0	6,216	10,000	0	5,000	4,552	1
22,474	90,000	2	3	1	42	0	0	0	0	0	0	34,672	35,270	36,150	36,528	37,128	37,348	1,562	1,832	1,600	1,000	1,000	0	0
22,475	30,000	2	3	2	44	1	2	2	-2	-2	-2	3,213	3,000	0	0	0	0	0	0	0	0	0	0	0
22,476	260,000	2	2	1	41	-2	-2	-2	-2	-2	-2	8,154	1,365	717	717	2,325	1,117	1,365	717	717	2,325	1,117	891	0
22,477	100,000	2	2	1	36	1	-2	-1	0	0	0	0	0	19,928	23,255	23,968	24,531	0	19,928	4,000	1,100	1,100	1,400	0
22,478	150,000	2	5	2	36	1	-2	-2	-2	-1	-1	0	0	0	0	1,966	500	0	0	0	1,966	500	754	0
22,479	50,000	2	3	2	44	2	0	0	2	2	2	23,268	24,377	27,164	26,429	28,291	27,702	1,500	3,500	0	2,300	0	1,500	1
22,480	200,000	2	2	1	31	-1	2	-1	2	2	-1	2,480	150	206	56	56	440	0	206	0	0	880	440	0
22,481	480,000	2	1	2	34	-1	-1	-1	0	-1	-1	19,810	3,478	7,782	4,720	4,440	96,628	3,495	8,037	4,523	4,462	96,665	6,865	0
22,482	150,000	2	4	1	36	-2	-2	-2	-2	-2	-2	7,160	5,253	0	0	0	0	5,279	0	0	0	0	0	0
22,483	80,000	2	1	1	38	-1	-1	-1	-1	-1	-1	2,226	6,259	1,393	1,627	5,189	10,747	6,259	1,393	1,627	5,189	10,747	4,412	0
22,484	310,000	2	3	1	39	-1	0	0	0	0	0	11,819	14,300	18,731	23,078	27,354	31,725	3,000	5,000	5,000	5,000	5,000	5,000	0
22,485	200,000	2	3	1	46	-1	-1	-1	-1	-1	-1	14,617	1,261	8,187	1,261	1,261	1,261	1,261	8,187	1,261	1,261	1,261	1,261	0
22,486	20,000	2	2	1	43	0	0	0	0	0	0	11,511	12,521	13,851	14,558	14,847	15,157	1,205	1,535	1,242	531	549	552	0
22,487	480,000	2	3	1	41	0	0	0	0	0	0	44,018	74,152	107,675	110,289	100,520	37,080	35,176	45,000	12,022	14,000	14,000	10,000	0
22,488	200,000	2	2	2	35	0	0	0	-1	-1	-1	6,512	4,312	0	2,412	1,396	0	2,000	0	2,412	1,396	0	396	0
22,489	20,000	2	3	1	45	-1	0	0	0	-1	-1	1,649	2,301	2,840	0	1,740	0	1,071	1,000	0	1,740	0	0	0
22,490	300,000	2	1	2	30	-1	-1	-1	-1	0	0	515	200	208	2,609	2,040	1,341	200	208	2,610	0	0	0	0
22,491	230,000	2	2	1	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,492	50,000	2	2	1	35	0	0	0	0	0	0	7,378	7,543	7,754	7,825	7,132	7,319	1,121	1,168	1,075	218	1,100	0	1
22,493	50,000	2	3	1	39	0	0	0	0	0	0	49,575	48,208	47,619	19,929	15,693	13,766	2,067	3,000	1,171	2,000	2,000	2,500	0
22,494	110,000	2	3	1	40	0	0	0	0	0	0	105,055	105,886	108,819	79,027	80,709	82,406	4,058	4,913	3,000	3,000	3,000	3,100	0
22,495	70,000	2	3	1	49	2	2	2	0	0	0	16,127	20,035	19,416	17,153	17,866	19,413	4,500	0	2,000	1,000	2,000	691	1
22,496	50,000	2	3	3	46	-2	-1	0	0	0	0	-1,494	2,590	3,506	19,792	19,422	19,830	7,084	1,000	19,286	664	689	761	0
22,497	50,000	2	3	1	32	0	0	0	0	0	0	33,231	34,544	35,976	15,996	32,714	16,720	1,868	2,300	1,239	600	600	600	1
22,498	440,000	2	2	1	46	0	0	0	0	0	0	177,425	180,641	181,557	149,944	113,135	105,280	7,700	8,610	6,907	3,727	3,800	4,001	0
22,499	150,000	2	2	2	38	-1	-1	-2	-2	-2	-2	1,242	0	0	0	0	0	0	0	0	0	0	0	0
22,500	420,000	2	2	1	37	0	0	0	-1	0	0	36,032	41,932	9,778	158,901	161,876	165,378	7,022	1,846	163,862	6,000	6,000	6,000	0

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