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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
3,701	50,000	2	1	3	48	0	0	-1	-1	-2	-2	83,400	80,000	4,990	3,596	1,386	4,775	1,600	4,990	13,616	1,310	4,789	1,345	0
3,702	200,000	2	1	2	29	-2	-2	-2	-2	-2	-2	9,344	723	723	1,038	2,035	3,664	723	723	1,038	2,035	3,664	723	0
3,703	80,000	1	1	2	29	1	-1	-1	-1	-2	-2	-54	36,656	5,114	0	0	0	36,710	5,114	0	0	0	0	0
3,704	140,000	2	2	1	46	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	780	0
3,705	20,000	2	1	3	22	0	0	0	0	0	-2	14,993	16,244	18,300	18,100	-1,900	0	1,800	2,800	0	0	1,900	0	1
3,706	80,000	2	3	2	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,707	110,000	1	2	1	30	0	0	0	0	0	0	107,372	109,156	111,795	54,358	58,499	61,445	5,000	5,000	3,000	5,000	6,000	3,000	0
3,708	140,000	2	1	2	27	0	0	0	0	0	0	143,536	141,849	131,491	94,362	85,863	83,974	5,341	4,000	3,500	3,000	13,000	2,300	0
3,709	300,000	2	1	2	31	0	0	0	0	0	0	32,608	39,029	38,177	54,867	66,276	78,169	20,018	6,028	25,030	20,023	20,000	10,000	0
3,710	50,000	2	2	2	29	0	0	0	0	-2	-2	47,411	19,817	15,688	0	0	0	1,300	1,210	0	0	0	0	1
3,711	180,000	2	5	1	39	0	0	0	0	0	0	84,484	79,099	77,640	78,369	80,010	83,683	3,007	2,804	2,802	2,901	5,000	80,000	0
3,712	290,000	2	2	1	39	0	0	0	0	0	0	212,943	216,910	213,931	212,770	211,098	202,491	16,923	7,714	7,283	7,407	10,000	6,000	0
3,713	60,000	2	2	1	36	1	-2	-2	-2	-1	2	0	0	0	0	982	832	0	0	0	982	0	1,500	0
3,714	100,000	2	2	1	38	1	2	0	0	2	0	12,893	12,447	14,967	16,773	16,427	19,053	0	3,000	2,000	0	3,000	2,000	0
3,715	30,000	1	2	1	41	0	0	0	-2	-2	-2	29,866	30,900	0	0	0	0	1,900	0	0	0	0	0	0
3,716	220,000	2	3	2	27	2	2	2	3	2	0	150,739	153,827	156,531	154,721	150,627	154,034	7,000	7,000	2,300	0	5,600	4,500	0
3,717	230,000	2	2	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,718	30,000	2	1	2	29	1	-2	-2	-2	-2	-1	0	0	0	0	0	4,443	0	0	0	0	4,443	890	0
3,719	20,000	2	2	1	47	0	-1	-1	-1	-1	0	1,343	1,547	1,539	1,066	18,187	18,212	1,547	1,539	1,066	18,660	771	1,000	0
3,720	50,000	1	2	2	30	-1	-1	2	2	-1	-1	780	780	780	0	390	1,320	780	0	0	390	1,320	0	0
3,721	80,000	2	2	1	46	1	-2	-2	-2	-2	-1	0	0	0	0	0	650	0	0	0	0	650	0	1
3,722	90,000	1	1	2	29	0	0	2	0	0	0	24,802	27,551	20,559	17,228	6,531	8,411	3,200	0	1,000	1,000	2,000	0	0
3,723	80,000	1	1	2	31	0	-1	-1	0	0	0	19,824	5,000	19,037	12,344	26,344	1,011	5,000	19,037	0	14,000	0	3,949	0
3,724	50,000	2	3	2	23	2	0	0	0	0	0	37,350	39,740	40,779	41,793	42,916	44,199	3,000	2,000	2,000	1,800	2,000	2,000	1
3,725	50,000	2	2	2	29	-2	-2	-2	-2	-2	-2	5,520	0	0	0	0	0	0	0	0	0	0	0	0
3,726	20,000	1	3	2	53	2	2	-2	-2	-1	-1	19,369	3,888	3,167	-129	9,703	9,871	3,900	3,179	773	9,832	10,084	4,380	0
3,727	250,000	2	1	1	38	-1	-1	-1	-1	-1	-1	532	1,106	771	625	1,099	326	1,106	771	625	1,099	326	326	0
3,728	120,000	2	2	2	24	-1	-1	-1	-1	-1	-1	889	1,742	1,077	902	1,077	1,271	1,742	1,077	902	1,077	1,271	1,595	0
3,729	110,000	2	2	2	28	1	2	0	0	0	2	112,597	107,799	108,464	110,737	114,581	111,219	0	4,000	4,000	8,500	0	4,000	1
3,730	160,000	1	1	2	33	-1	-1	-2	-2	-2	-2	100	0	0	0	0	0	0	0	0	0	0	0	0
3,731	80,000	2	3	1	52	2	0	0	-1	0	0	82,198	80,531	42,334	39,137	39,074	40,103	3,543	1,139	40,003	2,000	2,100	24	0
3,732	410,000	1	2	1	36	-2	-2	-2	-2	-2	-2	41,116	38,144	31,177	27,185	13,818	8,477	5,071	3,041	3,096	3,845	212	3	0
3,733	100,000	2	2	1	43	-1	-1	-1	-1	-1	0	21,293	70,962	9,217	1,845	41,194	40,325	70,973	9,226	1,845	41,194	2,920	1,374	0
3,734	750,000	2	2	1	43	-1	-1	-1	-2	-1	-1	72,495	99,628	74,635	63,749	85,067	83,208	99,664	74,640	63,758	85,072	83,215	124,063	0
3,735	30,000	1	2	2	47	0	0	0	0	0	0	29,554	28,893	29,537	30,087	17,534	15,145	1,895	1,539	1,089	718	400	5,000	0
3,736	80,000	1	2	2	33	1	2	0	0	0	0	19,073	16,106	57,525	54,990	52,458	54,093	3,895	50,000	2,000	2,000	2,344	1,235	0
3,737	430,000	2	1	2	31	-2	-2	-1	0	0	0	10,226	5,671	52,983	70,672	52,378	56,360	5,873	52,983	35,002	10,203	7,500	10,000	0
3,738	480,000	1	1	1	44	0	0	0	0	0	0	350,110	316,685	312,615	316,685	302,248	311,651	14,082	15,023	15,098	10,008	15,045	20,164	0
3,739	360,000	2	3	1	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,740	150,000	2	1	1	37	0	0	-1	-1	-1	-2	26,416	18,915	16,047	17,633	0	0	2,497	16,047	18,776	0	0	0	0
3,741	130,000	1	1	2	28	0	0	0	0	0	0	89,418	83,196	75,028	65,086	60,346	52,272	4,000	2,338	2,000	2,018	2,000	1,700	0
3,742	40,000	1	2	1	47	1	2	2	3	2	0	37,611	36,726	40,985	40,085	39,354	40,322	0	4,898	0	0	1,800	3,000	0
3,743	280,000	2	1	1	34	-1	0	0	0	0	0	11,584	12,211	10,247	10,247	6,170	11,170	7,011	3,000	0	123	5,000	0	1
3,744	40,000	1	2	1	45	2	2	2	2	2	0	33,547	36,991	35,965	37,246	36,781	20,650	4,000	0	2,000	0	1,200	0	0
3,745	120,000	2	1	2	26	-2	-2	-1	0	0	0	10,415	7,172	110,688	100,552	89,147	88,388	5,771	120,055	5,073	3,508	3,707	3,016	0
3,746	290,000	1	1	1	39	-1	-1	-1	-1	-2	-2	1,757	3,555	2,256	2,830	1,682	1,235	3,579	2,262	2,830	1,682	1,235	1,280	0
3,747	250,000	1	3	1	39	-1	-1	-1	-1	-1	-2	1,976	3,314	0	800	3,576	0	3,318	0	800	3,576	0	0	0
3,748	200,000	1	1	1	43	-1	-1	-1	-1	-1	-1	1,144	2,480	3,372	1,081	2,384	6,595	2,506	3,380	1,085	2,394	6,601	29,708	0
3,749	80,000	1	2	2	32	0	0	0	0	0	-1	81,115	77,649	40,630	23,697	6,557	32,763	5,000	1,200	0	5,000	37,000	3,000	0
3,750	130,000	2	2	2	27	0	0	0	0	0	0	18,776	21,458	22,760	23,215	23,706	21,951	3,000	2,000	778	811	2,000	2,865	0
3,751	290,000	2	2	1	37	-1	0	0	0	0	0	1,428	2,741	4,029	5,451	6,357	7,246	1,500	1,500	1,500	1,000	1,000	1,000	1
3,752	180,000	2	1	2	29	-1	-1	-1	-1	-2	-2	1,010	3,070	307	0	0	0	3,394	307	0	0	0	0	0
3,753	360,000	2	1	1	31	-2	-2	-2	-1	0	-1	-5	-5	-5	4,232	3,189	7,511	0	0	4,237	16	7,548	4,105	0
3,754	140,000	2	2	1	37	-1	-1	-1	-1	2	-1	316	586	5,842	9,422	8,956	316	586	5,842	8,956	0	316	316	0
3,755	350,000	2	1	1	41	-1	-1	-1	-1	-1	-1	57,956	15,987	36,582	8,197	14,494	54,284	15,987	36,607	8,243	14,494	54,284	6,702	0
3,756	260,000	1	1	2	36	-2	-2	-2	-2	-2	-2	0	0	0	0	8,867	763	0	0	0	8,867	763	748	0
3,757	40,000	1	1	2	26	0	0	0	0	0	0	18,338	20,033	21,687	22,327	22,816	23,436	2,000	2,000	1,000	1,000	1,000	1,500	0
3,758	180,000	2	1	2	27	1	-2	-2	-2	-2	-2	-200	-200	-200	-200	-200	-200	0	0	0	0	0	0	1
3,759	80,000	1	3	1	27	0	0	0	-1	0	0	22,381	11,420	7,021	6,157	7,606	3,432	1,500	3,000	6,157	1,500	138	59	1
3,760	500,000	2	1	1	45	-1	-1	-1	-1	-1	-1	3,852	2,395	4,730	4,628	5,127	3,400	2,403	4,730	4,628	5,127	3,400	1,720	0
3,761	80,000	1	4	2	27	-2	-2	-2	-2	-2	-2	46,089	4,840	0	0	0	0	4,840	0	0	0	0	0	0
3,762	30,000	1	3	1	57	0	0	0	0	0	0	20,976	22,332	23,654	24,952	26,551	29,598	2,000	2,000	2,000	2,000	4,500	0	0
3,763	220,000	2	2	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	3,422	0
3,764	70,000	2	2	2	22	0	0	0	0	0	-1	68,247	68,263	22,551	16,008	0	13,180	2,120	1,010	328	0	13,180	2,000	0
3,765	510,000	1	1	1	41	-1	-1	-1	-1	-1	-1	3,196	16,447	3,317	10,771	5,552	2,253	16,447	3,317	10,771	5,552	2,253	96	0
3,766	20,000	2	2	2	22	0	0	0	0	0	0	18,011	19,389	17,628	16,694	19,040	18,631	2,000	1,494	2,000	5,000	2,000	1,094	0
3,767	100,000	2	2	1	40	2	2	2	2	2	2	47,243	48,294	49,213	49,827	51,005	53,142	2,000	1,900	1,600	2,000	3,000	0	1
3,768	340,000	2	2	1	30	0	0	0	0	0	0	338,272	339,191	325,675	285,417	284,834	284,549	15,000	15,000	15,000	12,000	12,500	11,000	0
3,769	180,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,770	290,000	2	0	2	38	1	-1	-1	-1	-1	-1	0	1,437	3,070	1,406	2,196	1,481	1,437	3,078	1,406	2,196	1,481	0	0
3,771	80,000	1	2	2	53	0	0	0	0	0	0	80,577	78,781	78,363	48,902	49,996	-1,719	3,261	2,342	1,630	1,759	0	52,085	0
3,772	280,000	1	1	1	42	-2	-1	-1	0	0	-2	1,751	22,046	63,729	55,664	31,014	28,903	22,909	64,167	1,113	32,000	578	1,768	0
3,773	180,000	2	1	2	40	-2	-2	-2	-2	-1	0	0	0	0	0	11,855	2,520	0	0	0	11,855	0	18,066	0
3,774	140,000	2	1	1	66	1	-2	-2	-2	-1	2	0	0	0	0	825	675	0	0	0	825	0	23,715	0
3,775	500,000	2	1	2	32	-1	-1	-1	-1	-1	-1	103,880	39,356	301,441	37,945	104,491	35,234	39,560	302,961	38,139	104,673	35,387	177,258	0
3,776	230,000	1	2	2	34	0	0	0	0	0	0	151,778	152,966	157,188	158,490	161,456	164,677	5,556	7,200	5,820	6,100	6,500	5,100	0
3,777	250,000	2	2	1	26	1	3	2	2	2	0	631	631	631	1,231	1,068	6,816	0	0	600	0	6,000	5,000	1
3,778	10,000	1	2	2	24	0	0	0	2	0	0	5,803	6,849	8,371	8,090	8,261	8,773	1,300	1,800	0	450	800	0	0
3,779	230,000	1	1	1	39	0	0	0	0	0	0	220,706	227,741	183,268	186,989	159,345	162,695	11,200	6,200	6,237	7,000	6,000	6,100	0
3,780	70,000	1	1	2	29	0	0	0	0	0	0	63,603	65,513	59,389	54,064	58,891	58,347	7,666	3,800	1,200	5,000	4,000	3,000	0
3,781	140,000	2	1	1	39	-2	-2	-2	-2	-2	-2	4,654	5,525	5,088	4,480	2,338	4,250	5,525	5,088	4,480	2,338	4,733	22,566	0
3,782	430,000	2	1	1	48	-1	-1	-2	-2	-2	-1	9,900	0	0	0	0	2,299	0	0	0	0	2,299	37,980	0
3,783	120,000	2	1	2	28	-1	-1	2	0	0	-1	200	1,986	1,117	425	-267	1,451	1,986	0	0	0	2,210	0	1
3,784	20,000	2	2	2	25	0	0	0	0	0	0	16,654	12,801	14,155	19,975	19,975	0	2,000	2,000	7,000	0	0	0	0
3,785	30,000	1	1	2	32	0	0	2	0	0	0	29,250	30,496	29,702	28,839	29,375	32,729	3,600	0	1,500	1,300	4,000	0	0
3,786	80,000	1	3	2	43	7	6	5	4	3	2	81,071	79,283	76,767	75,393	74,731	23,207	0	0	0	0	0	2,000	1
3,787	400,000	2	1	2	39	0	0	0	0	0	0	404,924	359,634	360,270	325,340	328,627	329,948	13,521	12,374	11,643	11,868	18,000	15,000	0
3,788	200,000	2	1	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,789	30,000	1	5	2	23	-2	-1	-1	-1	0	0	2,700	899	-1,581	28,419	29,016	30,908	899	0	30,000	1,055	2,376	0	0
3,790	50,000	2	2	2	46	1	2	0	0	0	0	50,471	49,399	50,556	29,759	30,381	30,440	0	2,247	1,054	1,090	1,261	1,143	0
3,791	250,000	1	1	1	46	-1	-1	-1	-1	-1	-1	1,197	-19	3,121	2,372	502	1,979	0	3,140	2,387	504	1,989	19,150	1
3,792	120,000	1	1	2	28	-1	0	0	0	0	0	8,922	43,070	47,023	53,576	57,529	61,392	35,000	5,000	8,000	5,000	5,000	4,000	1
3,793	80,000	1	3	1	45	1	-1	0	0	-1	-1	-1,213	35,789	36,751	390	390	390	38,677	3,000	0	390	390	1,170	0
3,794	430,000	2	1	1	33	-2	-2	-2	-2	-2	-1	1,837	373	1,198	0	538	77,543	373	1,198	0	538	77,543	584	0
3,795	120,000	2	1	2	24	0	0	0	0	0	0	75,796	76,004	67,187	49,924	33,188	19,826	3,700	2,023	2,016	2,000	1,200	1,000	0
3,796	20,000	2	2	2	22	0	0	0	0	0	0	20,386	20,033	28,679	14,768	18,192	20,372	1,510	1,300	1,086	3,677	2,500	573	0
3,797	20,000	2	2	2	32	0	0	0	0	0	0	129,106	127,610	107,828	102,937	98,525	77,711	4,420	3,650	3,120	3,200	2,900	2,000	0
3,798	80,000	1	1	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	150	0	0	0	30,000	150	657	0
3,799	20,000	2	2	2	44	0	0	0	-1	-1	-1	7,678	10,475	-10	190	6,160	402	3,347	0	200	7,018	6,073	15,000	0
3,800	140,000	2	2	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0

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