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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
9,801	50,000	1	2	2	23	0	0	0	0	0	0	19,766	14,066	11,524	10,812	11,643	12,458	1,300	1,162	1,000	1,000	1,000	1,000	0
9,802	190,000	2	1	2	27	0	0	0	0	0	0	72,656	38,054	39,410	38,288	39,276	36,885	2,000	2,000	1,500	1,500	1,300	1,302	1
9,803	20,000	2	2	2	22	0	0	0	2	2	2	15,034	16,285	20,498	19,509	20,038	18,982	1,500	4,500	0	1,600	0	1,000	0
9,804	240,000	2	2	1	42	1	2	0	0	-1	-1	15,100	14,557	24,893	14,782	2,381	2,381	0	14,782	0	2,381	2,381	0	0
9,805	150,000	1	2	2	32	0	0	0	0	0	0	80,437	84,560	35,726	27,886	32,415	39,531	7,000	3,000	3,000	5,000	8,000	2,000	0
9,806	180,000	2	2	1	35	0	0	0	0	0	0	8,694	7,607	6,801	6,759	6,918	9,777	1,500	2,000	1,000	3,000	4,000	2,000	0
9,807	180,000	1	2	2	36	0	0	0	0	0	0	136,613	133,557	129,909	133,043	133,835	132,587	6,600	6,000	6,000	6,000	5,000	6,000	0
9,808	70,000	1	1	2	31	0	0	-2	-2	-2	-2	45,450	0	0	0	0	0	0	0	0	0	0	0	0
9,809	230,000	2	1	2	32	-1	0	-1	-1	-1	-1	441	28,641	713	1,344	3,786	6,571	28,200	720	1,344	4,674	6,571	1,814	0
9,810	360,000	1	1	2	27	-1	-1	-1	-1	-1	-1	5,810	4,036	2,310	1,300	0	348	4,041	2,310	1,300	0	348	1,080	0
9,811	120,000	2	2	2	33	0	0	0	0	0	2	52,266	53,351	54,425	54,925	59,010	60,191	2,522	2,559	2,000	5,000	2,300	0	0
9,812	90,000	1	3	1	49	2	2	2	2	2	2	74,766	76,470	77,514	78,730	80,316	82,321	3,500	2,900	3,100	3,000	3,500	6,500	1
9,813	110,000	1	2	1	32	0	0	0	0	0	2	110,198	107,710	83,913	47,369	48,905	46,046	3,851	3,021	1,649	3,513	0	1,664	0
9,814	100,000	2	3	1	53	0	0	0	0	0	0	36,838	37,785	32,905	29,866	30,503	28,518	1,607	1,385	971	1,018	984	810	0
9,815	90,000	1	1	2	26	1	2	2	0	0	0	58,518	52,526	45,640	41,539	39,373	32,080	3,006	99	1,500	1,500	2,015	1,200	0
9,816	50,000	2	1	1	35	1	2	2	2	0	0	47,438	46,400	49,276	48,286	47,915	48,386	0	3,700	0	2,000	6,000	0	0
9,817	50,000	2	2	2	53	0	0	0	-1	-1	2	7,343	7,969	8,832	10,931	11,578	10,547	1,139	1,002	13,359	800	0	426	0
9,818	180,000	2	1	1	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,819	50,000	1	2	1	41	0	0	0	0	0	0	36,696	46,041	47,890	8,412	9,412	0	10,000	3,012	1,000	1,000	0	0	0
9,820	20,000	2	3	2	26	0	0	0	0	0	0	13,804	14,578	15,893	16,330	16,517	16,944	1,300	1,563	1,000	600	700	2,000	0
9,821	20,000	1	2	2	26	2	2	2	2	2	3	36,060	31,741	30,013	25,938	28,447	24,288	0	2,600	0	6,500	0	0	0
9,822	20,000	2	2	1	23	1	2	2	2	2	3	7,979	8,700	9,907	9,599	14,422	18,885	1,000	1,500	0	5,000	5,000	900	0
9,823	20,000	1	3	2	49	0	0	0	-1	0	-1	19,363	19,609	-391	19,413	12,223	2,110	1,200	160	20,394	347	2,110	12,996	0
9,824	50,000	2	3	1	48	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	0	1
9,825	210,000	1	2	1	46	-2	-2	-2	-2	-2	-2	0	1,828	765	0	0	0	1,828	765	0	0	0	0	0
9,826	490,000	1	4	1	51	-1	-1	-1	-1	-1	2	4,770	16,917	739	-11	5,132	2,724	17,143	742	0	5,143	13	5,744	0
9,827	280,000	2	1	2	28	1	-1	-1	0	-1	-1	0	5,072	4,872	4,284	4,322	9,887	5,072	4,900	0	4,322	9,887	49,300	1
9,828	200,000	2	3	2	54	-2	-2	-2	-2	-2	-2	880	1,948	3,635	1,186	0	0	1,948	3,635	1,362	0	0	0	0
9,829	100,000	2	2	2	24	1	-1	-1	-2	-2	-1	0	670	0	0	0	150	670	0	0	0	150	477	1
9,830	250,000	1	1	2	56	-2	-2	-2	-2	-2	-2	777	-3	772	-8	-8	1,726	0	775	0	0	1,734	0	0
9,831	240,000	1	2	2	54	-1	-1	-1	0	-1	2	7,832	64,445	11,680	4,060	17,903	15,961	64,461	11,680	0	17,964	61	620	0
9,832	80,000	2	2	1	26	0	0	0	0	0	0	75,405	75,681	72,263	50,312	49,878	50,101	3,000	2,200	1,730	1,800	2,500	3,000	0
9,833	100,000	1	3	1	67	2	2	2	2	2	2	16,918	20,511	19,944	22,915	23,472	23,016	4,145	0	3,260	1,000	0	2,286	1
9,834	30,000	2	3	1	41	-2	-2	-2	-2	-2	-2	0	18,393	7,501	11,216	14,333	0	18,393	7,501	11,216	14,387	0	0	0
9,835	180,000	2	1	2	42	-2	-2	-2	-2	-2	-2	177,061	180,778	3,647	1,593	1,228	1,006	8,000	3,653	32	0	1,006	0	0
9,836	80,000	2	1	2	32	0	0	0	0	2	2	60,918	62,445	63,905	67,943	68,811	70,526	2,500	2,500	5,100	2,100	3,000	3,000	0
9,837	110,000	2	2	1	46	-2	-1	0	0	0	0	1,495	83,590	82,293	78,622	78,430	78,120	86,367	2,846	2,755	2,838	2,808	2,740	0
9,838	180,000	2	2	1	30	0	0	0	0	-1	-1	39,259	41,054	25,590	5,817	13,623	-2,202	3,000	6,000	1,000	13,623	388	77,001	0
9,839	150,000	2	2	1	29	2	2	2	2	2	2	99,986	103,662	103,978	105,272	106,437	109,108	6,800	3,500	4,500	3,000	4,600	2,500	1
9,840	50,000	2	2	1	52	0	0	0	0	0	0	15,377	17,121	17,832	18,532	19,233	20,650	2,000	1,300	1,000	1,000	2,000	0	0
9,841	230,000	2	2	2	23	-1	-1	2	2	-2	-1	1,050	2,203	2,005	0	0	780	2,203	0	0	0	780	0	1
9,842	340,000	1	1	1	41	-1	-1	-1	-1	-1	-1	624	2,431	595	1,193	25,235	5,868	2,431	595	1,193	25,235	5,868	2,387	1
9,843	30,000	1	2	2	25	1	2	2	2	2	2	26,623	27,703	26,753	30,107	30,614	27,190	1,800	0	4,100	900	0	40,925	1
9,844	270,000	2	2	1	45	0	0	0	0	0	0	17,074	28,137	32,602	9,462	8,835	8,054	15,000	5,000	5,000	5,000	5,000	1,500	0
9,845	50,000	2	1	2	36	-1	-1	-1	-1	-1	-1	11,684	45,135	34,539	7,000	6,000	0	45,135	34,539	7,000	6,000	0	0	0
9,846	130,000	2	3	1	43	0	0	0	0	0	2	74,020	71,527	66,370	43,882	41,063	29,215	5,000	3,000	2,500	4,100	0	5,000	0
9,847	200,000	2	1	2	27	-1	0	-1	0	0	0	31,789	22,289	29,815	35,442	8,321	20,718	22,091	29,851	283	1,387	20,057	51,281	0
9,848	360,000	1	1	1	46	0	0	0	0	0	0	14,591	14,828	14,250	13,780	15,077	14,009	3,005	3,024	4,004	4,008	3,008	2,024	1
9,849	500,000	1	2	2	27	0	0	0	0	0	0	131,519	127,055	122,368	108,543	93,906	82,288	6,662	12,105	8,610	3,555	4,073	2,666	0
9,850	100,000	2	1	2	25	0	0	0	0	0	0	11,801	12,905	14,378	14,838	15,447	16,539	1,600	2,000	1,000	1,000	1,500	0	0
9,851	270,000	2	2	1	50	0	0	0	0	0	0	22,821	24,949	26,526	27,778	29,322	30,677	2,500	2,000	2,000	2,000	2,000	2,000	0
9,852	100,000	1	2	1	52	0	0	0	0	0	0	64,254	21,178	101,565	82,087	81,201	77,928	2,211	81,565	2,625	3,931	2,900	2,800	1
9,853	20,000	2	2	2	25	0	0	0	0	0	0	17,950	17,330	18,560	14,509	17,972	15,352	2,000	2,000	1,000	6,000	1,000	3,000	0
9,854	50,000	2	2	1	45	0	0	0	0	0	0	47,823	48,468	50,955	49,813	49,290	50,603	3,144	3,878	3,000	2,500	2,000	1,787	0
9,855	200,000	2	2	2	32	-1	-1	-1	-1	-1	-1	2,147	1,173	912	1,140	293	0	1,173	912	1,140	293	0	308	0
9,856	170,000	1	1	1	44	1	2	0	0	0	0	84,947	78,724	68,387	51,511	33,939	34,330	2,000	2,000	3,057	2,000	5,000	2,000	1
9,857	20,000	2	1	2	28	2	0	-1	0	0	0	18,540	19,726	8,564	19,775	19,878	19,898	2,000	8,568	19,000	800	1,000	20,000	1
9,858	70,000	1	3	1	50	2	3	2	2	2	0	56,781	55,327	52,927	30,432	16,546	16,722	2	3	2,214	0	600	800	1
9,859	260,000	2	1	2	38	-1	-1	-2	-2	-2	-2	252	0	0	0	0	0	0	0	0	0	0	0	0
9,860	200,000	2	1	1	28	-1	-1	-2	-2	-2	-2	1,760	0	0	0	0	0	0	0	0	0	0	0	0
9,861	190,000	2	1	2	25	0	0	0	0	0	0	106,223	103,922	106,082	95,645	89,762	91,835	7,500	16,027	9,000	2,919	3,220	22,000	0
9,862	220,000	1	3	1	58	0	0	0	-2	-2	-1	22,599	23,875	0	0	0	52,884	1,875	0	0	0	52,884	105,660	0
9,863	170,000	2	3	2	30	0	0	2	0	0	0	38,903	37,979	37,069	37,960	38,796	39,267	5,144	0	1,508	1,600	1,264	1,391	0
9,864	290,000	2	1	2	47	0	0	0	0	0	0	281,950	263,710	262,786	254,495	247,060	220,298	11,900	11,000	7,900	9,050	6,900	6,000	0
9,865	60,000	2	1	2	25	0	0	0	0	0	0	31,493	32,634	30,312	22,999	23,484	24,438	2,000	2,000	1,000	1,005	1,500	2,000	0
9,866	100,000	2	3	1	50	0	0	0	0	0	2	36,925	38,324	39,680	41,687	43,607	43,739	2,000	2,000	2,680	2,600	1,000	5,261	1
9,867	130,000	2	3	1	44	-1	2	2	-1	0	-1	632	316	0	632	316	316	0	0	948	0	316	316	0
9,868	360,000	1	1	1	40	-2	-2	-2	-2	-2	-1	1,126	3,449	3,168	1,469	1,833	1,449	3,455	3,168	1,469	1,833	1,449	0	0
9,869	30,000	2	2	1	38	3	2	0	0	0	-1	3,379	1,715	1,170	780	390	150	0	1,100	0	0	150	780	0
9,870	20,000	1	3	2	28	-1	0	0	0	0	0	16,122	16,787	14,459	14,743	16,351	17,126	2,000	2,000	2,000	2,000	2,000	2,000	1
9,871	110,000	2	1	2	37	2	2	2	2	2	2	600	600	600	600	600	600	0	0	0	0	0	0	1
9,872	130,000	2	2	2	43	0	0	0	0	0	0	87,289	81,818	41,268	31,836	33,559	10,390	5,000	2,000	2,000	2,000	2,000	2,000	0
9,873	50,000	2	2	2	23	0	0	0	0	0	0	49,026	48,983	38,417	27,038	26,254	26,352	1,748	1,408	1,000	1,000	1,000	1,000	0
9,874	110,000	1	2	1	48	0	0	0	0	0	0	107,767	108,561	108,895	78,194	76,385	76,858	5,700	5,000	2,700	2,901	3,000	3,000	0
9,875	80,000	2	1	2	25	0	0	0	0	0	0	78,327	79,322	76,290	58,987	57,947	58,077	3,000	2,454	2,059	2,100	2,149	1,956	0
9,876	150,000	2	2	1	34	-2	-2	-2	-2	-2	-2	316	1,801	1,139	2,246	5,435	466	1,801	1,139	2,246	5,435	466	316	0
9,877	80,000	2	2	1	29	1	2	2	0	0	0	56,340	57,022	55,081	55,350	55,906	57,538	2,600	0	2,200	2,028	3,000	2,200	0
9,878	320,000	1	1	2	35	0	0	0	0	0	0	164,511	177,809	155,421	166,507	170,930	171,359	15,000	34,000	12,000	5,000	81,000	4,100	0
9,879	170,000	2	1	2	35	-1	-1	-1	-1	-1	0	897	861	3,749	1,487	1,939	588	861	3,761	1,495	1,939	0	10,613	0
9,880	60,000	2	1	2	26	0	0	0	0	0	0	41,525	33,907	27,517	27,506	28,115	28,815	1,815	1,760	1,100	1,052	1,200	1,100	0
9,881	180,000	1	1	2	23	2	2	2	2	2	2	157,074	158,088	166,492	168,487	172,662	172,027	5,000	12,552	6,200	7,000	2,304	6,180	1
9,882	470,000	1	2	2	29	0	0	0	0	0	0	59,235	47,091	34,901	33,953	34,188	35,444	3,106	5,017	3,007	2,001	2,093	10,076	0
9,883	70,000	2	3	1	47	1	-2	-1	2	0	0	30,950	33,087	42,935	28,346	27,279	28,976	3,107	48,323	0	2,001	3,000	3,003	0
9,884	280,000	2	2	1	41	0	0	0	0	0	0	40,483	42,538	44,561	45,450	46,715	47,642	2,718	2,741	1,630	2,000	1,705	1,572	0
9,885	210,000	2	1	2	26	-1	-1	-1	-2	-1	-1	231	1,608	0	0	312	0	1,624	0	0	312	0	0	0
9,886	300,000	1	1	2	30	0	0	0	0	-1	-1	185,327	29,446	21,689	12,500	12,500	12,500	1,500	5,000	3,500	12,500	12,500	12,500	0
9,887	140,000	2	2	1	42	0	0	0	0	0	0	158,495	160,681	144,194	144,802	147,311	150,207	5,530	6,600	5,100	5,460	5,460	5,100	0
9,888	450,000	1	1	1	41	-1	-1	-1	-1	-1	-1	70,825	17,236	8,680	113,233	5,907	0	17,913	9,278	114,865	6,411	0	0	0
9,889	160,000	2	2	1	38	0	0	0	0	2	2	105,313	109,030	109,731	116,452	114,481	121,885	5,416	4,002	8,565	0	9,502	0	0
9,890	50,000	2	3	1	45	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,891	50,000	1	1	2	42	-1	-1	0	0	0	0	12,751	19,660	14,659	14,951	14,195	14,471	22,660	1,300	519	518	515	528	0
9,892	50,000	1	2	1	32	0	0	0	0	0	0	50,669	48,942	27,836	40,346	38,668	20,016	1,613	1,484	3,675	698	1,000	706	0
9,893	150,000	2	1	2	25	0	0	2	2	2	2	129,911	140,013	137,279	143,848	146,986	149,805	12,200	1,000	10,400	5,600	5,400	5,000	1
9,894	90,000	1	1	1	53	0	0	0	0	0	0	23,551	23,607	22,132	63,204	19,412	18,099	2,400	1,582	770	1,696	820	520	0
9,895	270,000	2	2	1	42	0	0	0	0	0	0	225,245	211,517	165,608	223,292	220,582	218,090	10,000	118,000	113,300	9,000	8,000	10,000	0
9,896	70,000	1	1	2	36	0	0	0	0	0	0	65,275	68,595	67,916	56,766	50,395	42,214	5,000	3,000	3,000	3,000	7,000	7,000	0
9,897	360,000	1	2	2	33	-1	-1	-1	0	-1	-1	9,582	2,119	10,549	4,409	2,567	6,234	2,139	10,580	110	2,578	6,265	0	0
9,898	200,000	2	2	1	34	1	-1	-1	-1	0	0	2,500	9,814	0	4,379	1,699	0	9,814	0	4,379	0	0	0	1
9,899	250,000	2	1	1	42	0	0	-1	-1	0	-1	249,406	256,400	13,600	3,274	2,446	26,710	11,400	13,600	3,274	0	26,710	12,000	0
9,900	360,000	2	2	2	34	0	0	0	0	0	0	205,363	207,315	211,278	215,020	218,771	222,172	8,000	8,000	8,000	7,766	7,803	7,971	0

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