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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
7,901	210,000	2	2	1	40	-1	-1	-1	-1	-1	-1	12,555	560	5,287	2,000	900	406	560	5,287	2,000	900	406	900	0
7,902	60,000	2	2	1	29	2	2	2	2	2	2	56,252	57,760	58,250	56,352	57,930	16,563	3,000	2,100	0	2,801	0	3,619	1
7,903	20,000	2	2	1	40	0	0	0	0	0	0	14,492	15,304	16,035	16,517	16,781	17,142	1,349	1,080	562	500	456	218	1
7,904	230,000	2	2	2	36	1	-2	-2	-2	-1	-1	2,404	681	4,048	0	5,092	7,452	687	4,053	0	5,092	7,464	2,485	0
7,905	90,000	2	1	1	50	0	0	0	0	0	0	58,979	64,004	65,298	65,233	66,717	67,562	6,000	3,000	2,300	2,500	3,000	2,500	0
7,906	170,000	2	1	1	35	-1	-1	-1	-1	-1	-1	736	316	1,970	1,132	1,132	1,397	1,289	1,970	1,132	1,132	1,397	1,397	0
7,907	70,000	2	2	2	22	0	0	0	0	0	0	57,889	33,868	33,390	26,457	27,165	27,562	1,592	1,497	947	1,134	1,000	1,021	0
7,908	50,000	1	2	2	29	0	0	2	2	2	0	24,043	26,806	26,077	27,898	27,315	27,709	3,165	0	2,257	0	1,000	2,000	0
7,909	140,000	2	1	1	48	-2	-2	-2	-2	-1	-1	5,349	2,210	5,472	0	544	0	2,216	5,472	0	544	0	0	0
7,910	50,000	2	3	2	55	0	0	0	0	0	0	47,860	47,294	45,136	29,378	29,750	30,327	1,936	3,654	1,038	1,222	1,217	946	0
7,911	270,000	2	1	2	45	0	0	0	0	0	0	96,131	98,635	39,177	110,453	111,230	113,670	4,204	2,819	93,694	3,948	4,199	3,309	0
7,912	170,000	2	2	1	49	2	2	0	0	0	0	164,210	159,883	126,712	87,369	76,552	78,277	0	6,400	3,600	3,000	3,000	3,100	1
7,913	180,000	2	1	2	27	0	0	0	0	0	0	95,757	98,098	101,255	101,341	98,419	85,259	3,880	5,114	3,238	3,401	2,980	3,000	0
7,914	80,000	2	1	2	29	-1	-1	-1	-1	-1	-1	928	4,844	3,305	3,287	630	2,436	4,844	3,326	3,287	630	2,436	1,882	0
7,915	450,000	2	1	2	37	-1	0	0	0	0	0	71,985	85,047	74,354	57,628	57,381	14,870	15,000	1,879	20,000	20,000	5,000	50,893	0
7,916	400,000	1	1	2	29	-1	-1	-1	-1	0	-1	6,748	7,777	20,192	17,337	5,396	516	7,777	20,192	17,337	0	516	53,871	0
7,917	400,000	2	2	2	35	-1	2	-1	-1	-1	2	1,908	952	333	4,928	8,235	3,317	0	333	4,928	8,235	0	1,708	0
7,918	60,000	1	3	2	25	0	0	0	0	0	0	57,530	59,869	59,942	28,934	27,461	28,504	3,869	2,742	1,200	1,461	1,504	1,683	0
7,919	110,000	1	1	2	25	0	0	0	0	0	0	51,139	53,797	56,394	58,341	60,242	62,234	3,500	3,500	3,500	3,000	3,000	3,000	0
7,920	60,000	2	2	2	24	0	0	0	0	0	0	27,295	27,403	23,837	23,078	22,618	23,950	1,724	1,600	1,000	1,000	2,500	1,300	0
7,921	140,000	1	1	2	37	0	-1	0	0	0	0	3,351	64,555	63,796	55,234	52,959	50,617	64,555	2,898	1,890	2,000	2,000	1,900	1
7,922	20,000	1	2	1	24	0	0	0	0	0	0	10,085	11,416	12,520	12,714	13,059	13,193	1,500	1,600	700	700	500	1,000	1
7,923	50,000	1	1	2	30	0	0	0	2	2	2	60,762	58,791	59,529	55,405	55,904	52,160	2,300	4,400	0	4,000	0	4,000	1
7,924	30,000	2	3	2	53	0	0	0	0	2	0	21,101	21,831	23,457	24,972	24,432	25,126	1,374	2,000	1,908	0	1,100	1,000	0
7,925	210,000	2	2	2	26	0	0	0	0	0	0	193,345	160,508	156,422	146,954	137,937	134,581	8,000	6,005	5,200	5,500	5,000	5,500	0
7,926	50,000	1	2	2	36	2	2	2	2	2	2	32,899	34,076	34,522	33,668	35,323	36,588	2,000	1,300	0	2,200	2,000	1,500	1
7,927	200,000	1	1	2	30	-1	-1	-1	-2	-1	2	15,176	2,693	6,632	0	734	584	2,715	6,632	0	734	0	22,489	0
7,928	120,000	2	3	1	50	0	0	0	0	0	0	119,231	120,651	73,115	64,398	42,588	42,863	3,825	2,276	1,909	1,510	1,663	1,445	0
7,929	200,000	2	1	2	29	-1	-1	-1	-1	-2	-1	8,972	0	65	0	0	5,162	0	65	0	0	5,162	0	1
7,930	180,000	2	2	1	35	-1	-1	-1	-1	-2	-1	1,866	590	360	0	0	414	590	360	0	0	414	0	0
7,931	440,000	2	2	1	47	1	-1	-1	-1	-1	-1	-6	1,160	1,807	-11	2,220	165	1,166	1,891	0	2,231	165	1,573	1
7,932	150,000	2	2	2	22	0	0	0	-1	0	0	7,600	8,749	10,652	32,330	15,681	6,173	1,300	3,652	33,866	410	200	776	0
7,933	130,000	1	1	1	70	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,934	50,000	2	2	1	26	0	0	0	0	0	0	14,661	11,586	9,275	11,181	2,931	27,209	3,000	1,000	5,000	0	25,000	5,000	0
7,935	180,000	2	2	2	28	1	2	-1	-1	-1	0	7,445	1,706	1,600	0	22,357	21,541	0	1,600	0	22,357	1,500	785	1
7,936	80,000	2	2	2	24	0	0	0	0	0	0	77,139	78,690	57,259	56,939	59,066	60,008	3,010	2,100	2,000	3,000	2,500	2,100	0
7,937	170,000	2	1	2	29	-2	-2	-2	-1	0	0	0	0	0	10,232	9,677	0	0	0	10,232	194	0	0	0
7,938	150,000	2	1	2	25	-1	0	-1	-1	-1	-2	18,836	5,312	740	10	0	0	2,000	740	1,410	0	0	0	0
7,939	240,000	1	2	2	35	0	0	0	0	0	0	179,662	180,787	181,379	170,318	128,076	64,634	7,003	8,000	8,000	2,500	2,400	2,600	0
7,940	140,000	1	2	2	24	0	0	0	2	2	2	125,080	127,751	136,996	140,813	142,170	144,587	4,688	11,421	7,580	5,000	4,913	0	1
7,941	50,000	1	3	0	50	0	0	0	0	0	0	9,404	10,745	12,058	13,256	14,437	16,985	1,500	1,500	1,400	1,400	2,800	0	0
7,942	20,000	2	2	1	36	0	0	0	0	0	0	9,845	5,419	6,098	6,840	8,560	13,410	3,000	2,000	1,000	2,000	5,000	0	0
7,943	240,000	2	1	1	38	-1	-1	-1	0	0	-1	8,213	20,000	44,384	28,734	13,200	43,791	20,000	44,384	750	2,000	81,800	1,050	0
7,944	30,000	2	2	1	45	0	0	0	0	0	0	30,226	31,237	13,511	13,781	14,070	14,350	1,676	1,223	493	511	514	532	0
7,945	50,000	2	2	2	29	2	2	2	0	0	2	5,804	6,855	6,599	6,577	7,120	6,857	1,300	0	236	650	0	810	1
7,946	20,000	2	2	1	37	0	0	2	0	0	0	17,450	20,358	19,722	19,616	19,228	19,878	3,200	0	830	750	1,000	282	1
7,947	20,000	2	2	1	50	7	6	5	4	3	2	22,858	22,246	21,623	21,000	20,388	19,915	0	0	0	0	0	994	1
7,948	310,000	2	2	1	48	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,949	200,000	1	2	2	39	0	0	-1	0	0	2	13,124	11,774	6,328	4,714	42,184	39,576	1,058	6,336	10	39,585	39	1,087	0
7,950	330,000	1	3	2	48	1	-1	-1	-1	-1	-1	0	571	0	11,942	300	-200	571	0	11,942	300	0	0	0
7,951	100,000	2	3	1	53	0	0	0	0	0	0	99,768	100,098	75,296	73,774	75,603	77,807	3,919	3,010	3,000	6,000	3,500	3,000	0
7,952	50,000	2	3	2	35	0	0	0	0	0	0	33,507	32,401	7,087	7,227	7,378	7,527	1,108	1,118	258	267	271	1,147	0
7,953	120,000	1	2	2	30	0	0	0	0	0	0	77,413	70,630	61,181	52,187	49,327	41,096	5,000	3,000	2,000	2,000	1,500	1,500	0
7,954	160,000	1	1	1	42	0	0	0	0	0	3	69,896	71,971	73,996	75,065	82,472	80,984	3,810	3,831	2,900	8,800	0	0	0
7,955	170,000	1	1	1	62	0	0	0	0	-1	-1	12,980	12,724	11,888	10,802	1,477	1,302	1,550	1,000	216	1,477	1,302	1,302	0
7,956	50,000	2	3	0	27	2	0	-1	-1	-2	-2	49,929	49,667	780	0	0	0	1,750	780	0	0	0	0	0
7,957	30,000	2	2	2	23	-1	-1	-1	-2	-2	-2	390	780	0	0	0	0	780	0	0	0	0	0	0
7,958	150,000	1	1	2	29	0	0	0	0	0	0	146,330	147,720	148,748	104,123	132,321	37,683	4,979	3,592	2,556	2,300	1,427	1,000	0
7,959	320,000	2	2	2	33	-1	-1	-1	-1	-1	-1	16,003	1,933	8,835	3,728	764	5,468	1,939	8,835	3,751	764	5,468	749	0
7,960	50,000	2	2	1	58	1	2	2	2	2	2	32,113	31,319	33,688	32,849	34,950	35,658	0	3,200	0	2,795	1,431	0	0
7,961	20,000	2	1	2	26	0	0	0	0	0	0	18,362	19,669	16,479	16,694	17,334	17,063	1,640	1,506	721	1,000	1,000	600	0
7,962	20,000	1	2	2	25	4	5	4	3	2	0	20,014	19,432	18,840	18,248	17,816	18,021	0	0	0	0	636	1,200	1
7,963	50,000	1	2	1	34	0	0	0	0	0	0	45,398	37,433	30,609	30,432	30,254	30,088	2,008	2,000	1,500	1,501	2,105	2,219	0
7,964	160,000	1	3	1	46	-1	-1	-1	-1	-1	-1	1,672	766	762	762	762	762	766	762	762	762	762	762	0
7,965	20,000	2	2	2	34	0	0	0	0	0	0	19,727	20,330	20,199	19,609	19,957	2,361	2,000	1,200	0	348	0	420	0
7,966	130,000	1	2	1	27	0	0	-1	0	0	0	53,119	48,994	17,285	12,448	12,855	11,795	3,106	22,511	600	1,005	1,004	1,006	1
7,967	150,000	2	2	2	24	1	-1	-1	-2	-2	-2	0	10,437	4,044	594	0	0	10,437	4,156	600	0	0	9,240	0
7,968	20,000	2	2	2	23	0	0	0	0	0	0	16,622	18,913	15,868	16,188	14,891	3,044	3,015	5,086	5,000	3,202	5,000	694	0
7,969	20,000	1	3	1	45	0	0	2	2	2	2	10,574	13,097	12,595	13,157	12,803	13,851	3,010	0	1,070	0	1,260	0	1
7,970	70,000	2	3	1	56	0	0	-2	-2	-2	-1	16,976	0	0	0	0	1,000	5,000	0	0	0	1,000	1,770	0
7,971	50,000	1	1	2	26	-1	0	0	0	0	0	18,017	18,561	19,204	19,588	20,024	18,694	1,629	1,272	656	706	954	700	0
7,972	200,000	1	2	1	40	0	0	0	0	0	0	63,182	44,876	38,764	37,618	35,737	40,710	1,765	10,007	2,019	5,027	15,031	7,088	0
7,973	320,000	2	2	2	30	-1	-1	-1	-1	0	0	3,720	4,206	15,610	10,556	11,863	5,619	4,206	15,610	10,556	8,000	5,600	2,604	0
7,974	50,000	1	3	2	34	-1	2	2	-2	-2	-2	780	780	0	0	0	0	0	0	0	0	0	0	0
7,975	70,000	1	2	2	25	0	0	0	0	0	0	23,018	24,044	25,059	25,559	26,094	26,612	1,400	1,415	915	947	952	986	0
7,976	200,000	2	3	2	33	-2	-2	-2	-2	-2	-2	0	0	0	0	1,246	-3	0	0	0	1,246	0	1,266	0
7,977	250,000	2	2	1	29	-2	-2	-2	-2	-2	-2	0	256	258	258	258	258	256	258	258	258	258	258	0
7,978	70,000	2	1	2	25	0	0	0	0	0	0	66,738	68,601	65,615	66,429	67,858	69,723	3,005	3,000	2,500	2,500	3,000	1,400	1
7,979	90,000	2	2	1	36	-1	-1	-1	-1	-1	-1	685	0	490	850	1,000	1,360	0	490	850	1,000	1,360	0	1
7,980	400,000	1	1	2	32	0	0	0	0	0	2	21,930	20,489	20,734	16,476	17,857	14,656	5,028	5,030	2,012	4,014	37	2,013	0
7,981	130,000	2	1	2	33	-1	0	0	0	-1	-1	2,629	9,995	7,267	2,518	16,202	2,505	9,900	4,300	2,000	16,202	2,505	2,348	0
7,982	110,000	2	1	1	40	0	0	2	0	0	0	52,691	55,000	52,277	52,055	52,437	55,560	5,000	0	2,000	3,000	5,000	2,000	0
7,983	150,000	1	1	2	38	1	2	2	2	0	0	139,005	135,350	148,041	143,259	142,519	142,162	0	15,000	0	5,099	5,472	5,000	0
7,984	330,000	2	1	2	28	-2	-2	-2	-2	-2	-2	1,127	13,030	14,922	17,722	3,390	0	13,030	2,500	3,000	3,390	0	0	0
7,985	30,000	2	3	2	21	2	2	2	0	0	0	28,309	31,229	29,752	27,262	27,262	24,265	3,700	0	0	0	0	0	0
7,986	360,000	2	1	2	32	-1	-1	-1	-1	0	-1	42,524	53,303	3,924	43,900	88,865	12,104	53,563	3,924	43,900	50,000	12,104	960	0
7,987	50,000	1	1	1	54	0	0	0	0	0	0	48,768	49,419	17,303	17,647	18,016	18,375	2,173	1,287	631	653	658	832	0
7,988	60,000	2	2	2	24	2	2	2	2	2	2	27,583	26,860	28,601	29,819	30,192	31,045	0	2,500	2,000	1,000	1,500	0	1
7,989	200,000	2	2	2	27	-2	-2	-2	-2	-2	-2	264	264	264	264	264	264	264	264	264	264	264	0	0
7,990	180,000	2	1	2	43	-2	-2	-2	-2	-2	-2	0	0	0	5,436	100	9,330	0	0	5,436	100	9,330	0	0
7,991	50,000	1	3	2	52	0	0	0	0	0	0	48,946	98,823	50,031	20,413	18,336	18,405	2,047	3,167	682	662	1,000	1,000	0
7,992	80,000	2	3	1	38	-1	-1	-1	0	0	-2	330	0	330	330	0	0	0	660	0	0	0	0	0
7,993	50,000	2	2	2	23	2	2	2	3	2	2	31,805	32,988	34,935	34,076	34,685	33,976	2,000	2,800	0	1,300	0	3,700	1
7,994	270,000	2	3	1	30	-1	-1	-2	-2	-1	-1	3,842	3,934	0	0	3,353	764	3,934	0	0	3,353	764	35,532	0
7,995	100,000	2	2	2	23	-1	-1	-1	-1	-1	-1	694	650	687	620	0	627	656	687	620	0	627	3,620	1
7,996	170,000	2	2	2	38	0	0	0	0	0	0	151,050	148,362	142,223	126,060	123,978	120,689	6,000	5,012	5,000	5,000	5,000	5,000	0
7,997	30,000	1	1	1	30	0	0	0	0	0	0	10,024	12,855	14,634	16,378	16,961	19,669	3,000	2,000	2,000	1,000	3,000	1,000	0
7,998	230,000	2	2	2	38	0	0	0	0	0	0	104,364	106,549	108,719	111,039	113,365	115,625	3,867	3,941	4,123	4,267	4,300	4,084	0
7,999	200,000	2	1	1	34	-1	-1	-1	-1	-1	-1	7,448	5,471	4,506	10,067	9,273	2,931	5,473	4,506	10,137	9,521	2,931	10,381	0
8,000	130,000	1	1	2	36	0	0	0	0	-2	-2	127,790	128,272	6,230	0	0	0	6,000	1,400	0	0	0	0	1

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