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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
2,001	10,000	1	2	2	22	0	0	0	0	0	0	8,602	8,728	9,721	9,609	9,503	9,771	1,158	1,151	339	344	425	195	1
2,002	20,000	1	1	1	52	0	-1	-1	-1	0	-1	19,965	390	390	780	780	10,400	390	390	780	0	10,400	0	0
2,003	50,000	2	1	2	23	-1	0	0	0	0	0	15,036	15,790	18,202	18,601	19,138	18,319	1,300	2,701	700	847	655	700	0
2,004	50,000	2	2	2	33	2	0	0	0	0	0	27,752	28,787	29,800	30,393	31,031	33,020	1,487	1,500	1,081	1,121	2,500	0	1
2,005	320,000	2	2	2	35	0	0	0	0	0	0	98,697	100,572	103,621	103,720	100,136	102,167	3,891	5,240	3,616	3,770	4,264	3,345	0
2,006	20,000	1	2	2	34	-2	-2	-2	-2	-2	-2	2,199	1,530	750	2,280	1,500	780	1,530	750	1,140	3,000	780	0	0
2,007	50,000	1	2	1	40	0	0	0	0	0	0	48,219	48,978	49,257	19,641	20,053	19,613	2,037	2,316	690	715	718	690	0
2,008	340,000	1	1	1	49	-1	-1	-1	-2	-1	2	1,960	1,052	6,730	1,346	3,684	745	1,228	7,270	2,000	4,325	0	11,271	0
2,009	360,000	2	2	1	32	1	-2	-2	-2	-2	-2	-301	-301	-301	-301	-301	-301	0	0	0	0	0	0	1
2,010	300,000	2	2	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,011	40,000	2	2	2	26	0	0	0	0	2	2	31,475	32,663	33,813	34,952	36,447	35,515	2,000	2,000	2,000	2,500	0	1,500	0
2,012	150,000	1	1	1	51	0	0	2	0	0	0	128,968	138,260	134,573	136,026	97,517	47,027	12,900	0	5,399	4,224	1,830	1,889	0
2,013	20,000	2	2	2	40	2	2	0	0	0	3	18,278	17,696	19,008	19,083	21,871	21,236	0	1,612	687	3,100	0	0	1
2,014	30,000	2	3	1	35	1	-2	-1	0	0	-1	-5	-5	2,605	893	895	2,328	0	2,610	18	2	2,333	1	0
2,015	80,000	2	2	1	27	-2	-2	-2	-2	-2	-2	390	0	780	0	0	0	390	780	0	0	0	0	0
2,016	390,000	2	3	1	38	-2	-2	-2	-2	-1	-1	241	0	0	0	739	0	0	0	0	739	0	0	1
2,017	20,000	2	2	2	22	1	2	2	2	2	2	5,613	5,377	6,920	6,911	6,655	7,191	0	1,638	251	0	647	0	1
2,018	200,000	1	2	1	42	0	0	0	0	0	0	68,670	69,702	70,015	72,073	71,690	73,661	4,000	4,000	5,000	2,563	5,000	5,000	1
2,019	80,000	2	3	1	35	0	0	0	0	0	0	49,544	50,418	51,810	28,964	13,059	13,488	1,970	2,355	1,500	1,000	646	2,000	0
2,020	50,000	2	2	1	36	2	0	0	0	0	0	50,922	50,367	41,627	42,297	43,031	45,837	1,715	1,991	1,661	1,566	3,526	0	1
2,021	230,000	2	2	1	38	0	0	0	0	0	0	10,906	9,692	9,162	10,466	9,426	8,099	1,364	1,393	2,003	1,000	1,000	500	0
2,022	190,000	2	2	2	31	0	0	0	0	0	0	147,586	155,228	160,588	162,241	165,794	168,951	10,000	7,891	5,743	6,102	6,000	6,307	0
2,023	260,000	1	3	1	36	-1	0	0	0	0	0	154,462	153,799	77,156	73,658	70,273	67,100	7,425	2,795	2,779	2,947	3,400	5,000	0
2,024	100,000	2	1	1	39	-1	-1	-1	-1	-1	-1	29,449	55,139	34,181	12,592	71,340	32,453	55,139	34,181	12,592	71,340	32,453	37,035	0
2,025	140,000	1	2	2	41	0	0	0	0	0	0	132,758	83,498	84,837	85,663	79,852	81,090	4,002	3,900	3,000	2,892	3,059	3,003	0
2,026	20,000	2	2	1	42	2	0	0	0	0	0	12,426	13,143	14,152	14,435	14,802	15,256	1,225	1,234	517	600	700	710	1
2,027	80,000	1	2	2	30	0	0	0	0	0	0	69,392	64,149	53,200	29,707	28,427	10,072	3,046	1,874	2,000	1,000	1,000	199	0
2,028	360,000	1	1	2	32	0	0	0	0	-1	-1	304,907	309,972	315,730	113,412	2,500	0	12,557	13,738	5,053	2,500	0	0	0
2,029	70,000	1	2	2	31	0	0	0	0	2	0	46,079	47,232	48,618	51,134	50,222	48,874	2,200	2,500	3,600	0	1,754	1,892	1
2,030	30,000	2	2	1	24	2	2	0	0	0	0	31,214	28,983	28,301	31,072	24,147	4,007	0	1,400	3,561	483	80	0	1
2,031	500,000	2	1	1	39	0	0	0	0	0	0	358,020	360,047	369,045	382,231	204,593	211,655	15,000	15,000	20,000	10,000	10,000	10,000	0
2,032	320,000	2	2	2	30	2	-1	-1	-1	-1	-1	416	416	416	416	1,829	1,833	416	416	416	1,829	1,833	2,148	0
2,033	500,000	2	1	1	34	0	0	0	0	0	0	32,715	60,927	76,088	110,294	108,964	103,548	30,007	30,000	50,000	5,000	5,000	30,000	0
2,034	240,000	2	1	1	27	1	-2	-1	-1	0	0	0	0	402	14,350	14,129	10,222	0	402	14,350	1,129	1,222	204	0
2,035	50,000	2	1	2	25	-1	-1	-1	-1	-1	-1	574	801	686	527	312	442	801	686	527	312	442	8,016	0
2,036	120,000	2	2	1	39	0	0	0	0	0	0	31,611	32,264	32,786	33,018	27,114	26,287	1,562	1,500	1,059	988	922	826	0
2,037	250,000	2	1	2	32	0	0	0	0	0	0	26,465	30,762	32,833	34,055	34,321	23,166	5,000	3,000	2,500	1,000	3,050	4,000	0
2,038	180,000	2	2	1	39	0	0	0	0	0	0	65,710	58,159	60,188	61,090	62,450	63,911	2,500	3,000	2,500	2,500	2,500	3,000	0
2,039	10,000	2	2	2	22	-1	-1	-1	-1	0	-1	5,208	654	9,954	9,719	6,547	654	654	9,954	9,919	0	654	264	0
2,040	200,000	2	3	1	53	0	0	0	0	0	0	98,426	91,948	17,042	10,075	5,107	7,789	52,306	1,000	212	102	7,786	4,000	0
2,041	120,000	2	1	2	29	-1	-1	-1	-1	-1	-1	380	380	380	380	380	380	380	380	380	380	380	2,880	0
2,042	230,000	1	2	1	38	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	0
2,043	330,000	2	1	1	36	1	-2	-2	-1	-1	-1	0	0	0	1,983	0	207	0	0	1,983	0	207	49,974	0
2,044	50,000	2	2	2	28	0	0	0	0	0	0	28,457	29,491	30,508	31,599	32,262	32,904	1,492	1,509	1,600	1,170	1,177	1,217	1
2,045	130,000	1	2	2	32	0	0	-2	-2	-2	-2	27,495	0	0	0	0	0	0	0	0	0	0	0	0
2,046	110,000	1	2	2	26	2	2	2	2	2	2	58,112	56,620	60,732	61,938	63,097	64,492	0	5,700	2,800	2,300	2,600	2,300	1
2,047	30,000	2	3	2	40	-1	0	0	-1	2	2	2,208	7,808	0	196	46	5,346	7,006	0	196	0	5,300	0	0
2,048	120,000	2	1	2	25	0	0	-1	0	0	-1	8,676	10,599	5,814	4,426	3,038	5,184	5,000	5,814	0	0	5,184	7,048	0
2,049	120,000	2	1	2	28	-2	-1	-1	-1	0	0	398	954	0	170	170	0	958	0	170	0	0	0	0
2,050	210,000	2	2	1	40	0	0	0	0	0	2	42,820	44,156	44,864	45,768	48,204	49,453	1,856	1,564	1,468	3,000	2,000	2,000	0
2,051	30,000	1	2	1	47	1	2	0	0	2	2	15,148	14,620	15,322	16,469	16,063	17,295	0	1,253	1,400	0	1,500	0	0
2,052	50,000	1	3	2	27	2	2	2	2	2	2	54,529	53,143	53,782	50,982	51,740	49,062	1,800	3,900	300	3,400	0	4,000	0
2,053	140,000	2	2	2	42	-1	-1	-1	0	-1	-1	176	395	1,204	700	748	-784	395	1,204	0	748	0	2,688	0
2,054	140,000	1	3	1	37	2	2	2	2	2	2	136,184	138,932	140,185	136,438	144,979	139,314	6,400	5,000	0	10,800	0	5,300	0
2,055	50,000	1	2	1	55	0	0	0	0	0	0	50,528	50,541	49,345	20,238	18,646	19,034	2,100	1,305	1,201	663	684	652	0
2,056	130,000	1	3	1	46	1	2	0	0	0	0	26,582	25,956	25,144	23,235	13,277	13,895	100	2,000	1,000	700	1,000	2,000	1
2,057	80,000	2	2	2	30	1	2	0	0	0	0	6,393	6,148	7,311	7,303	7,456	7,605	0	1,266	258	267	269	278	1
2,058	50,000	2	3	1	51	0	0	2	0	0	0	44,766	48,047	46,640	40,551	19,398	0	4,000	0	811	1,000	0	0	0
2,059	100,000	1	1	1	35	1	2	2	2	2	0	17,365	18,102	17,514	20,207	19,745	20,263	1,310	0	3,000	0	1,000	1,000	0
2,060	220,000	1	2	1	48	-1	-1	-1	-1	-1	-1	61,614	45,669	11,086	4,564	6,549	6,413	45,889	11,134	4,578	6,593	6,440	12,249	0
2,061	260,000	2	2	1	28	-1	-1	-1	0	-1	-1	711	711	5,514	1,989	711	8,503	711	5,514	0	711	8,503	3,011	0
2,062	320,000	1	1	2	40	0	0	0	0	0	0	304,702	307,943	314,201	319,204	325,758	319,898	20,000	12,868	11,721	12,000	13,000	11,728	0
2,063	80,000	2	2	1	30	0	0	0	0	0	0	5,123	7,864	9,701	8,969	8,529	8,737	3,000	2,005	1,013	1,000	350	500	0
2,064	140,000	1	1	2	55	0	0	0	0	0	0	65,640	66,998	68,201	68,866	65,781	66,850	2,800	3,000	2,500	2,350	2,400	2,400	0
2,065	180,000	1	2	1	26	0	0	0	2	-1	-1	175,539	138,825	51,686	2,594	171,716	181,693	3,826	7,000	0	171,716	13,400	0	1
2,066	80,000	1	4	2	23	1	-1	-1	-1	0	0	-24	3,032	3,318	1,278	2,541	15,452	3,056	3,324	1,278	2,003	15,000	13,004	0
2,067	250,000	1	2	2	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,068	80,000	1	1	2	33	0	0	0	0	0	0	75,454	77,738	77,235	76,835	34,751	0	4,100	2,000	0	0	0	0	0
2,069	30,000	1	3	1	50	0	0	0	0	0	-1	28,339	24,232	15,626	9,330	4,372	1,419	1,681	2,000	0	0	1,419	12,000	1
2,070	120,000	2	2	1	26	-1	-1	-1	-1	-1	-1	13,587	11,433	7,823	0	4,913	7,023	11,433	7,823	0	4,913	7,023	2,176	0
2,071	120,000	2	2	2	29	0	0	0	0	0	0	82,064	83,847	85,558	86,491	88,136	89,886	4,000	4,000	3,250	3,195	3,210	4,200	0
2,072	20,000	1	2	1	29	2	2	2	0	0	0	8,024	11,718	11,238	12,735	14,359	19,076	4,000	0	2,000	2,000	5,000	0	0
2,073	50,000	1	2	2	40	0	0	0	0	-1	0	26,566	14,851	4,013	2,027	15,090	14,078	3,000	1,000	41	30,525	477	688	0
2,074	250,000	1	2	1	50	-2	-2	-2	-1	-1	-1	390	390	390	8,042	16,014	5,607	390	390	8,042	16,014	5,607	390	0
2,075	260,000	1	1	2	37	0	0	0	0	0	0	112,053	108,596	100,005	101,759	100,698	99,222	5,000	5,000	5,000	5,000	5,000	5,000	0
2,076	180,000	2	1	2	27	-1	2	-1	-1	-1	2	980	980	376	0	2,202	150	0	376	0	2,202	0	819	0
2,077	20,000	1	3	1	49	-1	-1	-1	-1	-1	-1	390	678	0	780	0	378	678	0	780	0	378	0	0
2,078	150,000	1	2	1	55	1	2	2	0	0	0	76,516	78,505	76,652	77,688	79,440	81,126	3,800	0	2,800	3,000	3,000	3,200	1
2,079	260,000	1	1	2	34	-1	-1	-1	-1	-1	-1	6,776	3,198	2,123	11,774	6,166	3,583	3,222	2,125	11,892	6,192	3,601	3,403	0
2,080	230,000	1	1	1	43	1	2	2	2	2	2	9,462	9,701	10,277	13,148	12,834	13,861	1,000	1,000	3,000	0	1,200	0	0
2,081	70,000	2	1	2	24	0	0	0	0	0	0	69,572	71,233	66,844	50,410	44,958	46,655	2,828	2,337	1,702	1,800	2,600	2,000	0
2,082	160,000	2	1	1	33	-1	-1	-1	-1	0	0	7,429	7,165	1,849	4,715	799	0	8,000	2,000	4,755	0	0	0	0
2,083	50,000	2	2	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,084	170,000	1	2	1	37	-1	-1	-1	-1	-2	-1	490	-10	4,910	0	0	1,000	0	4,920	0	0	1,000	1,030	0
2,085	210,000	2	3	1	39	0	0	0	0	0	0	106,028	107,312	65,968	67,307	46,511	47,583	6,000	5,000	2,697	2,000	2,012	1,172	0
2,086	230,000	1	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,087	110,000	1	2	1	36	2	2	2	2	2	2	57,135	55,648	59,518	57,964	66,995	65,762	0	4,803	0	10,000	0	7,195	1
2,088	80,000	2	2	1	39	0	0	-1	-1	-1	-1	44,002	43,156	22,478	5,011	4,674	0	2,300	22,478	5,011	4,674	0	0	0
2,089	90,000	2	2	1	54	-1	-1	-1	-1	-1	-1	692	392	332	14,579	2,091	506	394	332	14,579	2,091	506	417	0
2,090	90,000	2	1	1	41	2	2	2	2	2	2	78,700	80,348	81,630	82,890	84,709	86,252	3,500	3,200	3,200	3,300	3,100	3,100	1
2,091	250,000	2	1	1	42	-1	-1	2	0	-1	2	744	2,244	1,372	686	1,522	686	2,186	0	0	1,522	0	4,389	0
2,092	270,000	1	2	2	31	1	2	2	2	2	0	16,616	16,911	14,692	13,907	10,660	10,683	2,500	0	1,000	0	2,000	1,000	0
2,093	20,000	1	3	2	23	0	0	0	0	0	0	10,103	11,139	12,106	12,349	11,420	11,641	1,205	1,172	415	404	400	400	0
2,094	80,000	2	5	2	34	1	2	-1	-1	-1	0	2,898	1,457	1,261	1,261	2,522	1,261	0	1,261	1,261	2,522	0	780	0
2,095	20,000	1	1	2	23	2	2	0	0	0	0	15,077	15,534	16,540	17,267	17,475	17,838	1,000	1,273	1,000	631	650	803	0
2,096	150,000	2	2	1	36	0	0	0	2	0	0	83,853	87,227	96,253	93,562	96,510	63,417	5,000	11,700	0	5,000	2,500	5,000	0
2,097	80,000	2	3	1	37	1	2	2	0	0	0	99,396	100,495	97,982	100,261	102,147	91,829	3,560	0	3,912	3,832	3,508	2,800	1
2,098	130,000	2	2	1	47	0	0	0	0	0	0	46,096	37,939	39,138	40,023	40,536	41,697	2,167	2,000	2,000	1,469	2,000	2,000	0
2,099	320,000	2	1	2	28	-1	0	-1	-1	-1	-1	18,506	12,237	913	5,356	58,545	7,357	1,062	1,116	5,384	58,837	7,393	5,926	0
2,100	50,000	2	1	2	24	2	2	2	0	0	0	43,379	46,097	44,187	43,165	37,967	36,327	3,628	8	1,500	1,490	1,303	2,000	1

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