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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
27,701	30,000	2	2	2	25	0	0	0	0	0	-2	15,493	16,427	17,379	23,100	0	0	1,500	1,279	10,000	0	0	0	0
27,702	30,000	2	1	2	25	2	2	2	2	2	0	29,335	29,869	26,425	28,034	27,375	23,466	4,000	0	4,400	0	2,000	2,000	1
27,703	30,000	2	2	1	25	0	0	0	2	0	0	25,530	26,600	29,765	28,933	29,205	29,630	1,500	3,600	0	978	2,300	0	0
27,704	110,000	2	1	2	25	2	2	2	-1	-1	0	2,729	4,382	1,972	1,426	5,660	5,660	4,340	5	1,426	5,660	0	0	1
27,705	50,000	2	1	2	24	1	2	2	2	2	0	33,385	35,538	34,686	39,097	38,171	39,396	3,000	0	5,000	0	2,000	5,000	0
27,706	130,000	2	2	2	24	0	0	-1	0	0	0	135,466	126,091	128,636	103,400	40,638	11,104	4,139	137,549	3,519	1,180	0	0	0
27,707	50,000	2	2	2	25	0	0	0	0	0	0	47,431	48,306	35,150	25,104	20,560	8,614	2,000	1,542	1,475	1,000	350	386	1
27,708	150,000	2	1	2	25	0	0	0	0	0	0	87,822	83,850	56,931	96,867	95,085	69,199	2,575	2,569	45,000	5,000	3,312	1,598	0
27,709	30,000	2	2	2	25	0	0	0	0	0	0	21,020	21,207	21,403	21,074	21,289	21,425	2,000	2,000	1,500	2,000	1,000	1,000	1
27,710	50,000	2	2	2	23	0	0	0	0	0	0	15,167	16,393	14,195	14,859	9,446	7,246	1,523	1,353	1,017	1,000	1,000	0	0
27,711	20,000	2	2	1	23	0	0	0	0	0	0	17,049	16,178	17,218	18,630	19,029	19,579	15,000	1,600	2,000	1,000	1,000	531	0
27,712	230,000	2	2	2	24	0	0	2	0	0	0	64,929	65,093	59,349	56,418	52,950	49,439	6,000	0	3,000	2,000	1,500	3,000	0
27,713	280,000	2	1	2	25	-2	-2	-2	-2	-2	-2	985	500	500	0	500	4,778	505	500	0	500	4,778	4,898	0
27,714	50,000	2	2	2	24	0	0	0	0	0	0	5,819	8,044	3,469	2,121	821	3,821	2,555	1,200	1,000	0	3,000	0	0
27,715	130,000	2	2	2	23	0	0	0	0	0	0	44,930	40,688	40,880	37,851	37,816	39,849	6,000	6,000	4,000	10,000	5,000	8,002	0
27,716	20,000	2	1	2	25	1	-1	-1	-1	-1	-1	0	891	789	0	728	169	891	789	0	728	169	0	0
27,717	80,000	2	3	1	26	0	0	0	0	0	0	69,489	70,336	71,755	66,175	67,573	69,083	2,600	2,571	2,500	2,500	2,600	3,000	0
27,718	100,000	2	1	2	24	0	0	0	0	0	0	84,895	71,271	71,053	70,405	71,109	73,905	3,513	3,169	3,002	2,022	3,907	7,145	0
27,719	90,000	2	2	2	24	2	0	0	2	0	0	89,346	89,466	93,755	89,706	89,221	91,596	4,100	8,245	0	3,450	7,200	0	1
27,720	20,000	2	1	2	24	-1	-1	-1	-1	-1	-1	440	4,023	440	440	440	440	4,023	440	440	440	440	440	0
27,721	140,000	2	2	1	24	2	-1	-1	-1	-1	-1	1,536	696	696	696	696	696	696	696	696	696	696	696	1
27,722	150,000	2	1	2	24	-1	-1	-1	-1	-1	-1	291	291	291	291	658	441	291	291	291	658	441	1,197	1
27,723	140,000	2	1	2	24	2	0	0	0	2	0	778	982	1,206	5,430	4,460	8,429	980	1,000	5,000	0	5,000	10,000	0
27,724	50,000	2	2	2	24	2	0	0	0	0	0	23,497	24,197	25,226	26,238	26,760	27,318	1,395	1,424	1,436	958	989	1,128	0
27,725	30,000	2	3	2	24	1	-2	-1	0	0	0	0	0	1,469	2,432	827	0	0	1,469	1,008	300	0	0	0
27,726	110,000	2	2	2	22	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	2,990	0
27,727	80,000	2	1	2	23	-1	-1	-2	-1	-1	-1	326	-326	0	652	0	326	0	652	652	0	326	652	0
27,728	30,000	2	2	1	23	0	0	0	0	2	0	21,710	23,021	23,851	26,067	25,357	25,887	1,670	1,500	2,609	0	930	946	1
27,729	90,000	2	2	2	23	0	0	0	-2	-1	0	28,120	32,429	0	0	2,522	2,575	5,000	0	0	2,522	94	111	0
27,730	80,000	2	2	2	25	0	0	0	0	0	0	47,836	49,038	53,158	48,269	48,019	46,908	2,000	5,000	2,000	2,000	2,000	2,000	0
27,731	30,000	2	2	2	25	3	2	2	2	2	2	9,095	10,297	9,988	11,708	11,223	12,079	1,500	0	1,892	0	1,042	700	1
27,732	20,000	2	1	2	24	0	0	0	2	0	0	19,335	20,094	19,495	18,845	19,023	17,928	1,415	3,600	0	700	4,500	1,900	0
27,733	30,000	2	2	1	24	0	0	0	0	0	0	3,740	4,616	5,837	6,778	6,912	7,057	1,100	1,300	1,200	247	256	258	0
27,734	80,000	2	1	2	24	1	2	0	0	0	0	2,254	620	4,220	8,540	8,540	8,540	0	3,600	4,500	0	0	4,932	0
27,735	90,000	2	2	2	23	0	0	0	0	-1	-1	88,015	69,701	52,046	42,541	8,571	4,653	5,640	16,021	13,280	8,571	19,653	12,000	0
27,736	50,000	2	2	2	25	0	0	0	0	0	0	46,895	45,929	44,709	28,179	28,877	29,217	2,000	1,740	1,400	1,000	1,000	1,100	0
27,737	20,000	2	1	2	22	2	0	0	0	0	2	13,718	15,033	15,751	17,068	17,891	17,463	1,550	1,268	1,585	1,408	0	1,700	1
27,738	10,000	2	2	2	22	0	0	0	0	0	0	6,488	7,502	8,519	9,376	9,562	9,762	1,282	1,299	1,156	342	354	793	0
27,739	80,000	2	3	2	23	0	0	0	0	0	0	66,909	67,465	65,470	57,187	29,058	26,790	2,451	3,017	1,557	1,500	1,000	1,239	0
27,740	60,000	2	2	2	25	0	0	0	0	0	0	75,932	60,693	50,324	58,688	30,099	16,810	3,121	3,000	12,000	30,000	12,000	28,618	1
27,741	50,000	2	1	2	25	0	0	0	0	0	0	50,051	46,768	48,124	48,171	19,401	19,412	1,754	2,500	1,781	2,000	695	1,000	0
27,742	30,000	2	3	2	22	0	0	0	0	0	0	30,136	20,741	21,906	23,183	13,273	3,027	1,335	1,500	1,700	750	200	200	0
27,743	30,000	2	2	2	23	2	2	2	2	2	2	34,048	33,053	33,506	41,931	38,638	35,343	0	1,800	9,851	0	1,183	5,132	0
27,744	10,000	2	1	2	24	0	0	0	0	0	0	6,632	7,095	7,565	8,854	9,229	8,376	2,000	2,000	2,000	1,000	1,000	1,000	0
27,745	50,000	2	1	2	26	-1	-1	-2	-2	-1	0	5,052	0	0	0	4,400	9,318	0	0	0	4,400	5,000	7,000	0
27,746	290,000	2	1	2	24	0	0	-2	-2	-1	0	11,157	0	0	0	2,700	1,350	0	0	0	2,700	0	1,350	0
27,747	100,000	2	1	1	24	0	0	0	0	0	0	10,376	36,404	37,813	38,881	39,634	40,493	26,404	2,000	2,001	1,700	1,650	1,800	0
27,748	40,000	2	3	1	26	2	2	2	2	2	0	33,811	34,654	35,597	36,211	35,334	36,170	1,700	1,800	1,500	0	1,500	1,500	1
27,749	130,000	2	2	2	26	2	0	0	0	0	0	130,535	127,155	126,264	128,318	96,428	98,156	6,000	5,200	5,000	3,500	3,622	3,920	1
27,750	100,000	2	2	1	26	0	0	0	0	0	0	1,962	4,911	5,933	6,942	7,102	9,966	3,000	1,106	1,115	275	3,000	412	0
27,751	360,000	2	1	2	27	-2	-2	-2	-2	-2	-2	0	0	0	0	0	300	0	0	0	0	300	0	0
27,752	110,000	2	1	2	23	0	0	0	0	0	0	78,793	79,182	76,460	60,136	41,872	38,158	3,400	4,000	2,951	1,600	1,540	1,400	0
27,753	150,000	2	2	2	23	0	0	0	0	0	0	58,757	59,555	59,684	59,501	59,075	59,171	2,714	2,812	2,599	2,143	2,208	2,112	0
27,754	100,000	2	1	2	23	-1	-1	-1	-1	-1	-1	4,802	4,802	4,714	11,642	4,897	3,722	4,806	4,718	11,734	4,901	3,723	3,723	0
27,755	50,000	2	1	2	23	1	2	0	0	0	0	50,638	49,484	45,095	9,299	3,054	0	0	2,155	1,000	1,500	0	3,294	1
27,756	50,000	2	2	2	22	0	0	0	0	-2	-2	50,180	38,404	29,775	0	0	0	2,100	1,800	0	0	0	0	0
27,757	50,000	2	2	1	22	0	0	0	0	0	0	47,718	48,719	47,725	46,467	14,767	15,085	2,106	2,200	2,000	1,000	700	800	0
27,758	60,000	2	2	2	23	0	0	0	0	0	0	48,413	52,587	54,733	55,618	56,827	58,040	5,000	3,000	1,888	2,000	2,000	3,000	1
27,759	40,000	2	2	2	23	0	0	0	0	2	2	18,653	20,035	21,406	24,735	24,050	43,317	2,000	2,000	4,000	0	20,000	2,000	0
27,760	50,000	2	3	1	25	2	2	0	0	0	0	51,243	49,805	50,654	41,776	17,083	9,412	0	2,025	2,062	2,016	1,022	1,388	1
27,761	80,000	2	3	2	25	0	0	0	0	0	0	79,986	80,012	78,748	76,722	70,370	64,510	3,000	3,010	2,700	2,300	2,500	2,000	0
27,762	50,000	2	2	1	24	0	0	0	-1	0	0	20,173	15,509	7,085	10,358	8,606	2,740	1,500	2,008	10,358	1,000	1,000	4,438	0
27,763	10,000	2	2	2	22	-1	-1	2	0	0	2	3,646	7,374	6,714	4,432	6,652	6,095	4,000	0	2,000	3,000	0	3,870	0
27,764	50,000	2	2	2	24	0	0	0	0	-2	-2	30,344	47,000	33,034	0	0	0	20,002	1,000	0	0	0	0	0
27,765	180,000	2	2	1	24	0	0	-2	-1	-1	-2	6,272	0	0	1,000	2,190	0	0	0	1,000	2,190	0	384	0
27,766	80,000	2	2	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,767	50,000	2	1	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
27,768	50,000	2	2	1	25	-1	-1	-1	2	0	-1	8,731	2,463	8,514	5,797	2,413	33,353	2,463	8,514	0	0	33,353	5,868	0
27,769	30,000	2	1	2	22	-2	-2	-2	-2	-2	-2	8,066	4,869	3,781	1,991	3,951	2,612	4,869	4,000	1,991	3,951	2,612	2,668	0
27,770	50,000	2	5	2	23	0	0	0	0	0	0	48,473	49,454	47,893	30,707	50,741	49,663	2,100	2,021	1,562	26,004	1,800	2,000	0
27,771	80,000	2	2	2	24	0	0	0	0	0	0	77,883	78,749	77,025	66,725	21,604	9,352	3,500	4,000	2,784	1,882	1,000	457	0
27,772	150,000	2	2	2	26	0	0	0	0	0	0	69,169	67,855	74,494	74,204	75,678	74,235	3,083	10,000	2,554	2,566	2,600	3,016	0
27,773	120,000	2	1	2	24	-1	-1	-1	-1	-1	-1	2,946	384	1,914	390	0	780	384	1,920	390	0	780	0	1
27,774	80,000	2	2	1	24	2	2	-1	0	0	0	3,177	-13	4,229	4,161	4,042	6,807	0	4,242	1,032	1,000	2,812	2,248	1
27,775	240,000	2	2	2	24	0	0	0	0	0	0	75,830	50,787	51,524	31,783	33,993	36,783	1,480	1,601	1,400	3,000	3,180	37,102	0
27,776	30,000	2	2	2	24	0	0	2	2	0	0	27,465	30,386	31,105	30,270	29,963	29,661	3,700	1,500	0	1,050	1,250	2,200	0
27,777	150,000	2	1	2	25	0	0	0	0	0	0	30,305	40,190	39,743	48,971	38,291	569	10,190	10,000	10,003	0	0	0	0
27,778	50,000	2	1	2	25	0	0	0	0	0	0	41,892	43,875	45,052	44,938	40,655	40,930	3,000	2,200	2,000	2,000	2,000	3,000	0
27,779	50,000	2	2	1	24	0	0	0	0	0	2	25,562	33,879	33,441	32,697	33,693	33,029	10,000	2,000	1,500	3,000	1,500	9	0
27,780	230,000	2	1	2	24	-1	0	0	0	-1	-1	5,883	7,923	5,418	0	2,000	987	7,000	1,000	0	2,000	987	1,951	0
27,781	90,000	2	2	2	24	0	0	0	0	0	0	84,137	85,684	87,396	67,761	65,602	65,902	3,210	3,503	2,420	2,400	2,400	2,694	0
27,782	230,000	2	1	2	25	-2	-2	-2	-2	-2	-2	264	264	264	264	264	264	264	264	264	264	264	264	0
27,783	90,000	2	1	2	25	0	0	0	0	0	0	6,090	7,477	8,848	10,135	11,731	8,138	1,500	1,500	1,500	2,000	1,500	1,000	0
27,784	230,000	2	2	1	25	0	0	0	0	0	0	9,167	10,468	10,722	11,543	10,058	20,158	1,392	2,000	1,000	0	10,100	2,253	0
27,785	230,000	2	2	2	25	0	0	0	0	0	0	95,544	95,311	94,489	93,143	87,654	90,172	4,200	4,500	4,114	3,500	4,000	3,000	0
27,786	420,000	2	2	2	25	0	-1	0	0	0	0	17,685	28,206	122,212	117,835	112,705	111,357	30,553	100,000	4,013	3,822	4,086	3,800	0
27,787	50,000	2	1	2	25	0	0	0	0	0	0	30,587	30,440	30,367	30,621	30,150	30,246	1,800	1,900	1,800	1,500	1,450	1,500	0
27,788	70,000	2	2	2	24	0	0	0	0	0	0	67,897	62,826	62,595	40,327	48,673	46,158	3,000	2,916	2,004	15,006	3,000	2,200	0
27,789	200,000	2	4	2	25	-2	-2	-2	-2	-2	-2	3,302	0	0	-5	-5	-5	0	0	0	0	0	0	0
27,790	30,000	2	1	2	25	0	0	0	0	0	0	27,396	27,994	28,631	28,935	28,954	29,155	1,753	1,786	1,486	1,170	1,200	1,205	0
27,791	60,000	2	2	2	24	2	2	0	0	2	2	47,210	46,155	46,838	50,044	50,923	52,158	0	1,725	4,000	2,000	2,200	2,100	1
27,792	230,000	2	1	2	25	-2	-2	-2	-2	-2	-2	248	248	248	248	248	248	248	248	248	248	248	248	0
27,793	100,000	2	2	2	25	0	0	0	0	0	0	100,778	98,987	101,368	100,466	97,117	99,252	4,000	4,000	4,000	3,500	3,700	4,000	0
27,794	420,000	2	3	2	25	2	2	2	0	0	0	68,394	72,874	71,035	57,503	56,467	53,995	5,620	0	2,000	1,892	1,979	2,226	0
27,795	100,000	2	2	2	25	-2	-2	-1	0	0	0	880	880	2,926	60,540	60,929	64,121	880	2,926	58,801	2,200	5,000	3,000	0
27,796	160,000	2	3	2	26	0	0	2	-1	-1	-1	19,542	24,035	17,561	17,094	4,353	4,906	10,000	0	17,098	4,353	2,500	0	0
27,797	260,000	2	1	2	26	0	0	0	0	0	0	238,110	244,368	245,186	254,614	176,211	180,845	10,368	15,186	14,614	7,211	7,850	6,912	0
27,798	280,000	2	2	1	26	0	-1	-1	-1	-1	-1	6,056	804	4,712	1,728	2,076	1,709	1,200	4,720	1,728	2,076	1,709	7,508	0
27,799	70,000	2	2	2	24	0	0	-2	-1	-1	0	36,175	0	0	680	69,257	68,557	0	0	680	71,867	9,812	2,900	0
27,800	50,000	2	1	2	26	2	2	2	2	2	0	47,068	46,010	49,333	49,708	45,112	42,063	0	4,070	1,551	0	1,528	3,273	1

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