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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
23,001	230,000	2	2	1	46	-1	-1	-1	-1	-1	-1	782	316	0	632	316	2,398	316	0	632	316	2,398	1,783	1
23,002	50,000	2	1	1	46	1	-2	-1	-1	0	0	10,372	-110	1,684	3,697	1,397	0	110	1,794	3,697	1,392	0	0	0
23,003	60,000	2	3	2	40	-1	-1	-2	-2	-2	-2	728	0	0	0	0	0	22	10,785	0	0	0	0	0
23,004	250,000	2	1	1	32	1	-1	0	0	0	0	-154,973	59,514	220,765	180,488	173,140	170,233	225,066	198,031	6,069	4,310	5,752	4,638	0
23,005	450,000	2	1	2	46	-2	-2	-2	-2	-2	-2	2,656	1,861	-30	3,332	873	1,110	1,861	0	3,362	873	1,110	4,688	0
23,006	260,000	2	2	2	33	2	2	2	0	0	0	258,150	265,961	258,903	131,150	214,180	153,755	20,485	27	2,914	159,658	5,592	5,837	1
23,007	380,000	2	2	1	45	0	0	0	0	0	0	220,208	225,537	230,898	237,118	240,452	245,499	9,000	9,000	10,068	8,768	9,087	9,133	0
23,008	240,000	2	1	2	38	-2	-2	-2	-2	-2	-2	3,816	3,816	3,816	3,816	816	3,816	3,816	3,816	3,816	816	3,816	816	0
23,009	30,000	2	3	1	34	-2	-1	-1	-1	-1	-1	14,840	8,435	6,991	17,176	8,053	10,363	10,483	6,998	17,186	8,054	10,375	6,929	1
23,010	90,000	2	2	1	43	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,011	230,000	2	2	1	43	0	0	0	0	0	0	226,319	230,825	234,832	217,987	169,529	172,143	9,309	8,795	8,337	6,015	6,292	6,080	1
23,012	60,000	2	2	1	45	0	0	-1	0	0	0	57,966	3,751	72,334	73,396	12,271	24,278	1,900	72,334	4,000	2,000	14,000	2,000	0
23,013	170,000	2	2	1	38	0	0	0	-2	-2	-2	9,550	5,556	0	0	0	0	1,055	0	0	0	0	0	0
23,014	440,000	2	1	1	41	-1	-1	-1	0	0	0	3,982	12,516	15,869	20,849	331,985	185,315	16,282	16,031	23,613	320,008	5,721	5,376	0
23,015	120,000	2	2	1	37	-1	-1	2	0	-1	0	15,591	17,156	17,227	18,560	10,067	15,594	7,227	683	8,560	10,067	10,000	7,223	0
23,016	240,000	2	1	1	37	0	0	0	0	0	0	180,517	175,125	176,674	160,551	150,735	154,200	8,022	6,161	5,730	5,486	5,987	5,568	0
23,017	260,000	2	1	1	42	-1	-1	-1	-1	-1	-1	2,788	4,046	2,800	2,800	2,979	8,247	4,058	2,800	2,800	2,979	8,247	0	0
23,018	300,000	2	2	2	43	0	0	0	0	0	2	36,062	37,055	38,354	39,634	21,597	481	1,897	2,196	2,476	3,439	0	1,248	0
23,019	190,000	2	4	1	34	-1	-1	-1	-1	-1	-1	7,251	11,990	39,360	5,090	2,787	23,405	11,996	39,382	5,090	2,787	23,405	978	0
23,020	110,000	2	1	1	43	0	0	0	-2	-2	-2	33,794	10,570	-28	-28	-28	-28	6,725	0	0	0	0	0	1
23,021	280,000	2	2	1	38	0	0	0	0	0	0	242,864	237,821	223,180	237,301	201,226	207,802	11,000	11,000	20,000	10,000	10,000	15,000	0
23,022	220,000	2	2	1	40	-1	-1	-1	-1	0	0	1,129	227	0	13,137	13,637	9,744	227	0	13,137	1,500	214	0	0
23,023	280,000	2	1	2	36	-1	-1	-1	-1	-1	-1	4,126	7,001	12,984	-5	1,411	5,654	7,065	13,046	5	1,416	5,654	6,055	0
23,024	70,000	2	2	1	39	3	2	2	2	2	2	20,392	19,772	22,234	21,579	22,720	23,704	0	3,100	0	1,500	1,500	0	1
23,025	500,000	2	2	1	36	0	0	0	0	0	0	352,986	352,870	350,017	347,410	337,015	332,360	13,016	13,172	15,200	12,000	13,617	13,000	0
23,026	130,000	2	2	2	36	0	0	0	0	0	0	118,410	87,199	90,782	94,261	96,694	98,982	5,001	5,001	5,000	4,000	4,000	10,001	0
23,027	610,000	2	1	2	43	0	0	2	0	0	0	403,546	418,882	413,942	420,120	427,886	437,131	25,002	8,000	16,385	16,000	16,000	34,000	0
23,028	210,000	2	1	2	35	-2	-2	-2	-1	-1	-1	6,518	14,265	9,718	11,285	8,115	27,977	14,272	9,890	11,297	8,115	27,977	8,013	0
23,029	210,000	2	2	1	45	0	0	0	0	0	0	203,273	188,955	183,774	152,509	136,376	131,656	6,515	7,113	6,011	4,471	4,513	4,261	0
23,030	80,000	2	3	0	37	-2	-2	-2	-2	-2	-2	600	0	0	0	0	0	0	0	0	0	0	0	0
23,031	150,000	2	1	1	33	2	2	2	2	2	2	105,610	106,885	108,706	105,470	111,687	113,747	4,500	5,000	0	8,000	4,000	4,700	1
23,032	160,000	2	1	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,033	150,000	2	5	1	34	0	0	0	0	0	0	14,967	17,705	19,394	18,956	20,684	22,237	3,000	2,000	2,000	2,000	2,000	1,000	0
23,034	130,000	2	3	1	45	-1	-1	-1	2	-1	-1	780	0	780	390	540	11,040	0	780	0	540	11,040	953	0
23,035	210,000	2	2	1	40	-2	-2	-1	-1	-2	-2	2,245	1,789	4,292	2,388	4,090	2,375	1,794	4,326	2,395	4,102	2,382	2,614	0
23,036	360,000	2	2	1	42	-1	0	0	0	0	-1	64,268	45,659	18,875	7,742	5,572	131,869	2,339	4,564	2,200	1,000	131,869	3,862	0
23,037	500,000	2	2	1	45	-2	-2	-2	-2	-2	-2	443,118	155,322	67,515	68,639	70,302	40,721	155,484	67,533	72,049	70,430	40,721	133,611	0
23,038	220,000	2	1	2	33	-1	2	-1	-1	-1	-1	652	326	1,070	1,163	2,044	204	0	1,070	1,163	2,049	204	4,953	0
23,039	320,000	2	2	1	46	-2	-2	-2	-1	-1	-1	15,176	24,845	12,680	5,522	44,743	18,931	24,969	12,743	5,542	44,956	19,011	8,138	0
23,040	220,000	2	1	1	41	8	7	6	5	4	3	246,915	243,234	238,172	232,446	227,800	225,044	0	0	0	0	0	0	1
23,041	80,000	2	2	2	32	0	0	0	0	0	0	50,189	57,701	66,736	74,626	74,092	59,274	10,000	10,000	10,104	5,000	5,000	5,000	0
23,042	210,000	2	5	2	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,043	160,000	2	1	1	32	0	0	0	0	0	0	111,907	106,109	89,231	67,134	55,773	46,485	3,805	2,993	2,293	1,838	1,687	2,735	0
23,044	160,000	2	1	2	33	-1	-1	-2	-2	-2	-2	699	0	26,808	0	0	0	0	26,808	0	0	0	0	1
23,045	440,000	2	1	1	36	0	-1	-1	-1	0	0	14,234	11,061	19,669	18,613	13,669	24,849	11,066	19,669	33,152	0	20,000	7,046	0
23,046	90,000	2	2	1	36	1	-1	-1	-1	-1	-1	0	950	628	284	1,055	2,607	950	628	284	1,055	2,607	0	0
23,047	230,000	2	3	1	37	0	0	0	0	0	0	225,800	228,342	189,966	142,377	143,828	143,698	8,440	6,100	7,000	5,356	5,400	5,200	0
23,048	180,000	2	1	2	33	1	-1	-1	-1	-2	-1	0	4,163	7,683	0	0	9,500	4,163	7,683	200	0	9,500	0	0
23,049	440,000	2	2	1	32	2	0	0	0	0	0	339,410	324,469	324,109	287,932	287,892	276,902	11,500	11,129	10,300	11,098	11,200	12,000	0
23,050	200,000	2	1	1	41	1	-1	0	-1	2	0	2,217	61,328	2,877	160,944	156,864	160,066	61,634	2,877	160,944	0	5,900	13,000	1
23,051	220,000	2	2	1	41	-2	-2	-2	-2	-2	-2	24,435	2,131	36,010	1,050	9,522	2,340	2,142	36,204	1,055	9,569	6,995	492	0
23,052	360,000	2	2	1	39	-1	2	2	-1	-1	-1	1,220	330	165	5,773	3,598	3,598	170	0	5,773	3,598	3,598	6,208	0
23,053	120,000	2	1	2	27	-1	-1	-2	-2	-2	-2	934	0	0	0	0	0	0	0	0	0	0	0	1
23,054	20,000	2	1	2	27	0	0	0	0	0	0	5,635	5,735	4,941	4,236	3,200	1,375	1,186	1,300	1,246	264	375	700	0
23,055	230,000	2	1	2	28	-1	2	0	0	0	0	2,376	2,178	27,460	22,515	20,109	13,700	0	27,446	1,400	0	274	0	0
23,056	30,000	2	2	2	29	-2	-2	-2	-2	-2	-2	647	1,222	249	5,051	1,188	375	1,222	249	5,051	2,202	375	264	0
23,057	160,000	2	1	2	29	0	0	0	0	0	2	157,067	155,760	153,047	122,831	124,794	116,746	5,708	7,424	4,251	6,010	5,000	4,000	1
23,058	170,000	2	2	2	29	0	0	0	0	0	0	69,314	65,083	67,062	68,188	56,454	58,453	2,330	3,028	2,847	2,600	3,400	2,045	0
23,059	140,000	2	1	2	29	1	-1	-1	-1	-1	-1	0	1,216	2,677	2,985	3,739	1,242	1,216	2,698	6,069	3,889	1,242	3,061	0
23,060	160,000	2	1	1	33	-1	2	2	-2	-2	-1	7,845	2,956	3,161	600	65,000	2,206	0	3,161	0	65,000	2,206	339	1
23,061	500,000	2	1	2	36	0	-1	-1	-1	-2	-2	13,302	1,040	3,662	0	1,770	3,384	1,051	3,722	0	1,770	3,384	206	0
23,062	80,000	2	3	1	31	0	0	0	-1	0	0	62,636	61,808	22,227	48,215	45,618	37,799	5,000	4,000	50,012	10,000	10,000	7,177	1
23,063	150,000	2	1	1	32	0	0	0	0	0	0	23,364	22,846	25,779	22,303	16,981	16,837	1,450	5,779	1,300	700	1,000	1,000	0
23,064	30,000	2	1	2	46	0	0	0	0	2	0	18,910	20,592	21,949	24,116	23,430	25,044	2,000	2,000	2,535	0	2,000	2,300	0
23,065	180,000	2	2	1	47	-1	-1	-2	-2	-2	-2	11,900	4,256	4,000	4,000	4,000	4,000	4,256	4,000	4,000	4,000	4,000	4,000	0
23,066	150,000	2	2	1	41	2	2	2	2	2	2	68,571	69,845	71,434	72,365	73,377	75,052	3,000	3,300	2,700	2,800	3,000	2,800	1
23,067	320,000	2	1	2	32	-1	0	-1	-1	-1	-1	13,122	6,796	7,788	6,751	8,354	12,271	1,500	8,000	7,000	8,500	13,000	15,000	0
23,068	440,000	2	1	2	33	0	0	0	0	0	0	164,269	160,608	150,150	139,178	123,627	48,175	5,666	5,802	3,577	2,955	12,000	1,025	0
23,069	200,000	2	2	1	38	-2	-2	-2	-2	-2	-2	1,430	6,002	2,400	2,185	6,718	2,298	6,002	2,400	2,185	6,718	2,298	2,851	0
23,070	200,000	2	2	1	45	-1	2	2	2	0	0	8,934	5,264	6,769	2,487	1,857	0	0	2,491	0	0	0	4,313	0
23,071	230,000	2	1	1	35	0	0	-1	-1	-1	-1	6,012	0	1,897	0	89	2,398	78	1,897	0	89	2,398	671	1
23,072	350,000	2	1	2	38	-2	-2	-2	-2	-2	-2	10,354	29,812	15,209	9,260	2,120	2,459	29,916	15,217	9,280	2,128	2,459	11,409	0
23,073	100,000	2	1	2	31	-2	-2	-2	-2	-2	-2	1,500	3,794	-1,678	-1,478	1,058	5,556	3,794	0	200	4,058	5,738	21,173	0
23,074	360,000	2	3	2	45	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,075	210,000	2	1	2	31	0	0	0	0	0	0	202,064	206,107	174,581	176,527	181,127	172,851	6,000	6,000	4,000	5,000	4,000	0	0
23,076	360,000	2	1	1	32	0	0	0	0	0	0	317,024	313,710	299,059	281,436	274,358	270,877	11,200	12,112	11,500	9,600	10,005	9,651	0
23,077	200,000	2	1	2	32	-1	-1	-1	0	0	-1	14,279	3,904	24,274	5,196	4,996	16,890	3,904	24,277	4,996	0	16,890	6,077	0
23,078	230,000	2	1	1	34	-2	-2	-2	-2	-2	-2	711	-1	-1	-1	-1	-1	0	0	0	0	0	0	0
23,079	180,000	2	5	1	41	-1	-1	-1	-1	-1	-1	22,777	20,311	20,726	22,111	25,560	2,461	20,328	20,789	22,169	25,560	2,461	10,947	0
23,080	170,000	2	2	2	47	0	0	0	0	0	0	34,804	35,525	36,948	38,031	38,698	39,524	1,600	2,000	2,000	1,600	1,600	1,700	0
23,081	50,000	2	2	1	40	0	0	2	0	0	0	6,732	9,052	8,763	9,924	9,967	10,176	2,441	0	1,313	356	369	508	0
23,082	180,000	2	2	2	37	1	2	0	0	0	0	37,095	32,881	33,627	128,051	106,834	105,551	0	3,042	109,470	4,000	4,000	7,028	0
23,083	100,000	2	1	1	47	1	-2	-1	2	2	2	-84	-474	800	410	20	-370	0	3,000	0	0	0	2,500	1
23,084	150,000	2	1	2	28	0	0	0	0	0	0	82,559	84,681	87,308	89,316	91,458	89,063	3,500	4,000	3,500	3,500	3,500	3,500	0
23,085	180,000	2	1	2	33	-2	-2	-2	-2	-2	-2	8,492	5,199	9,973	10,069	13,190	20,127	5,199	9,973	10,083	13,279	20,127	9,422	0
23,086	280,000	2	2	2	33	0	0	0	0	0	0	55,709	51,834	41,426	35,212	40,052	46,510	9,441	2,691	3,001	6,010	10,000	6,655	0
23,087	150,000	2	2	2	40	-2	-2	-2	-2	-2	-2	8,482	3,493	4,724	5,749	345	349	3,514	4,724	5,749	345	349	24,026	0
23,088	100,000	2	2	1	36	2	2	2	2	2	2	78,063	79,346	77,977	79,071	76,918	81,713	3,500	3,300	3,000	0	6,500	3,000	1
23,089	70,000	2	2	1	37	0	0	0	0	2	0	66,447	66,759	68,200	72,972	71,248	50,610	2,391	2,518	5,950	0	1,782	1,985	1
23,090	220,000	2	2	1	38	2	0	0	0	0	0	166,513	163,731	167,204	169,009	169,554	178,683	7,400	7,600	6,100	6,205	12,000	7,500	0
23,091	240,000	2	2	1	41	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,092	710,000	2	4	2	32	0	0	0	0	0	0	377,249	382,116	391,305	195,642	189,101	182,062	11,000	12,000	8,000	7,000	7,000	6,500	0
23,093	470,000	2	2	2	33	-2	-2	-2	-2	-1	-1	0	0	0	0	779	0	0	0	0	779	0	0	1
23,094	80,000	2	2	1	46	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	1
23,095	180,000	2	3	1	49	0	0	0	0	0	0	162,567	163,900	145,992	124,841	125,596	113,105	5,821	5,000	5,935	4,263	4,200	4,283	1
23,096	250,000	2	2	1	32	0	0	0	0	2	2	195,044	198,294	202,571	226,423	221,296	234,762	8,000	7,478	27,349	0	17,000	0	0
23,097	690,000	2	3	2	34	0	0	0	0	0	-1	390,757	397,292	390,166	360,568	331,674	160,287	14,724	19,118	7,415	20,348	160,671	91,323	0
23,098	340,000	2	1	2	45	0	0	0	0	0	0	68,288	70,573	69,808	66,670	63,277	62,027	15,000	13,500	13,000	13,000	13,000	13,000	0
23,099	220,000	2	2	2	47	0	0	0	0	0	0	103,078	111,729	115,173	116,513	119,370	121,516	10,000	6,500	5,000	5,000	5,000	5,000	0
23,100	60,000	2	3	2	44	2	2	2	2	2	2	11,847	62,478	55,887	70,562	71,322	58,821	55,887	0	20,783	2,500	0	3,000	1

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