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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
1,701	50,000	2	3	1	51	0	0	0	0	0	-1	20,454	21,899	20,895	11,241	-861	38,040	2,100	2,000	1,000	0	39,500	1,500	0
1,702	70,000	2	1	1	40	0	0	0	0	0	0	51,959	40,519	31,310	28,929	29,535	28,160	1,597	1,407	972	1,007	1,028	913	0
1,703	150,000	2	1	2	30	0	0	2	0	0	2	44,795	43,700	19,543	34,648	24,241	19,339	10,000	20	30,000	19,800	0	5,000	1
1,704	320,000	2	1	2	29	-1	-1	-1	-1	-1	0	179,226	-200	200	0	10,000	210,000	0	400	0	10,000	200,000	0	0
1,705	60,000	2	1	2	24	0	0	0	0	0	0	60,381	39,798	38,344	37,311	37,428	38,187	1,639	1,590	1,500	1,354	1,377	1,514	0
1,706	20,000	1	3	2	32	0	0	2	2	2	0	3,677	6,002	5,758	12,619	12,274	15,049	2,400	0	7,000	0	3,000	4,000	1
1,707	230,000	1	1	2	35	2	2	2	2	2	2	117,277	119,823	120,988	121,464	123,740	120,937	5,800	4,500	3,800	5,000	0	4,500	0
1,708	310,000	2	2	1	29	0	0	0	-1	0	0	74,955	77,730	78,497	72,529	76,345	79,072	4,000	5,000	72,529	5,000	4,000	4,000	0
1,709	230,000	2	1	2	36	-1	-1	-1	0	0	0	1,545	306	8,389	7,465	6,549	576	306	8,389	9	0	0	342	0
1,710	200,000	2	1	1	40	-2	-2	-2	-2	-2	-2	2,552	8,064	32,082	6,914	1,905	3,244	8,084	32,105	7,186	1,905	3,244	9,768	0
1,711	100,000	2	1	2	30	0	0	0	0	2	0	28,383	32,903	42,283	51,539	50,583	52,588	5,000	10,000	10,000	0	2,846	1,936	1
1,712	310,000	1	2	1	64	-1	-1	-1	0	-1	-1	1,920	0	10,124	10,130	7,958	0	0	10,124	6	7,958	0	0	0
1,713	180,000	1	3	1	33	2	2	0	0	0	2	159,999	156,038	159,924	162,775	174,719	178,651	0	8,000	7,000	15,000	7,000	0	1
1,714	390,000	2	1	1	38	0	0	0	0	0	0	164,418	167,501	134,282	128,701	131,529	135,242	9,000	7,027	5,000	5,000	6,000	5,000	0
1,715	20,000	2	1	2	26	1	-2	-1	-1	-1	-1	0	0	450	-150	750	568	0	450	0	900	568	1,769	0
1,716	50,000	2	2	1	26	0	0	0	0	0	0	45,663	43,522	43,193	18,768	19,182	19,447	2,300	2,349	800	835	726	361	0
1,717	140,000	1	1	2	29	0	0	0	0	0	0	142,087	255,846	140,057	100,177	100,873	98,363	5,528	4,500	3,500	4,000	4,000	4,000	0
1,718	170,000	1	1	2	37	-1	-1	-1	-1	-1	-1	4,334	1,343	1,078	1,392	1,606	9,955	1,343	1,078	1,392	1,606	9,955	4,382	1
1,719	250,000	2	2	1	45	-2	-2	-2	-2	-2	-2	100,323	37,494	41,300	0	0	0	2,500	5,300	0	0	0	0	0
1,720	50,000	2	3	1	40	2	2	0	0	0	0	49,157	47,990	38,426	7,816	7,859	7,979	0	2,050	500	500	400	400	1
1,721	250,000	2	1	2	36	0	0	0	0	0	0	130,360	133,799	137,119	141,367	133,174	136,481	5,000	5,000	5,847	5,000	5,000	5,018	0
1,722	90,000	1	1	2	27	0	0	0	2	2	2	56,608	57,897	63,686	65,233	66,637	67,882	2,800	7,400	3,200	2,600	2,500	2,500	0
1,723	90,000	1	2	1	44	2	0	0	0	0	0	89,875	92,338	87,511	47,796	48,306	49,054	4,000	4,200	1,700	1,800	2,083	1,827	1
1,724	160,000	2	1	2	27	0	0	-2	-1	-1	-1	13,234	0	6,000	15,866	4,168	2,067	0	6,000	15,866	4,168	2,067	11,826	0
1,725	360,000	1	2	2	29	0	0	0	0	0	0	114,527	119,487	113,438	112,940	122,122	121,547	20,046	5,046	10,000	10,048	10,043	5,014	0
1,726	330,000	2	1	2	26	0	0	0	0	0	0	58,667	38,323	32,726	43,579	28,908	20,777	2,213	5,000	20,000	1,000	672	1,200	0
1,727	50,000	2	3	1	54	1	2	0	0	0	0	64,069	59,153	56,275	53,936	51,740	49,043	0	2,031	1,918	1,993	1,614	1,789	0
1,728	60,000	2	2	1	42	2	2	0	0	0	0	57,598	50,821	19,638	18,919	16,853	29,682	0	2,000	2,000	1,000	20,000	10,000	1
1,729	10,000	2	3	2	42	0	0	-1	-1	-1	-1	4,908	5,665	381	390	0	780	1,275	381	399	0	780	0	0
1,730	70,000	1	2	1	41	1	2	2	2	0	0	34,779	35,921	36,536	35,651	36,427	37,169	2,000	1,500	0	1,500	1,500	3,000	0
1,731	150,000	2	1	1	31	-2	-2	-2	-2	-2	-2	2,977	1,408	0	0	0	0	1,408	0	0	0	0	4,400	1
1,732	250,000	2	2	2	33	0	0	0	0	0	0	255,223	47,070	48,130	49,625	51,500	0	1,600	1,650	2,100	3,000	0	94,825	1
1,733	130,000	2	3	1	33	0	0	0	0	0	0	122,199	125,283	120,957	41,771	42,648	43,495	5,100	3,085	1,493	1,548	1,556	1,700	0
1,734	130,000	1	1	2	27	0	0	0	0	0	0	84,664	72,079	24,934	17,810	11,705	10,007	2,039	2,007	1,000	1,000	600	2,000	0
1,735	100,000	2	2	1	36	-2	-2	-2	-2	-2	-2	2,205	0	1,983	3,543	0	0	0	1,983	3,543	0	0	2,645	0
1,736	130,000	1	2	2	37	0	0	0	-2	-2	-2	131,446	102,650	0	0	0	0	5,000	0	0	0	0	0	0
1,737	80,000	2	2	2	29	2	0	0	0	0	0	77,416	75,500	69,313	67,972	66,800	68,693	2,661	2,509	2,500	3,000	3,000	3,000	1
1,738	380,000	1	1	2	41	0	0	2	0	0	0	350,341	357,703	344,460	347,754	334,891	340,728	28,400	0	12,800	12,500	12,500	12,000	0
1,739	20,000	2	2	2	23	0	0	0	0	0	0	17,257	17,417	14,462	14,750	15,215	16,209	1,230	1,239	527	702	1,400	0	1
1,740	20,000	1	2	2	25	0	0	3	2	2	-1	15,789	21,698	21,054	20,355	19,980	3,470	6,500	0	0	10,000	25,065	177	0
1,741	140,000	1	1	1	54	0	0	0	0	0	0	139,406	140,295	134,000	74,388	92,555	86,993	5,545	4,200	3,105	86,417	3,936	48,390	1
1,742	180,000	1	1	2	33	-1	-1	-1	-1	-1	-1	2,217	0	8,264	0	3,278	0	0	8,264	0	3,278	0	4,646	0
1,743	230,000	2	1	2	29	-2	-2	-2	-2	-2	-2	-5	-5	2,969	3,419	0	1,841	0	2,974	3,425	0	1,841	200	0
1,744	90,000	1	1	2	32	-1	-1	-1	-1	-1	2	6,546	1,485	25,558	1,443	1,677	1,480	1,498	25,572	1,443	257	0	58	0
1,745	160,000	1	2	2	29	-1	-1	-1	-1	-1	-1	7,002	6,696	6,062	4,203	5,780	12,575	7,229	6,085	4,230	5,797	12,589	6,233	0
1,746	50,000	2	1	2	22	0	0	0	0	0	0	49,459	49,281	50,071	10,104	9,208	10,075	2,300	2,000	1,000	500	1,000	500	0
1,747	140,000	2	2	2	29	-2	-2	-2	-2	-2	-2	945	945	0	0	0	0	945	0	0	0	0	0	0
1,748	250,000	2	2	1	31	0	0	0	0	0	0	42,441	43,061	29,385	27,677	86,250	65,710	4,000	3,000	901	63,000	2,700	2,000	0
1,749	120,000	2	2	2	24	-1	-1	-2	-1	-1	-1	100	0	0	618	9,614	39,133	0	0	618	9,614	39,133	1,500	0
1,750	120,000	2	1	2	27	0	0	0	0	0	0	79,072	80,795	82,451	84,177	85,945	87,813	3,000	3,000	3,100	3,122	3,300	3,060	0
1,751	260,000	2	2	1	40	0	0	0	0	0	0	243,196	258,720	178,102	77,215	79,331	81,483	20,008	7,500	3,000	3,500	3,605	3,750	0
1,752	10,000	1	2	2	38	2	2	3	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
1,753	60,000	2	2	1	38	-2	-2	-2	-2	-2	-2	4,764	30,500	0	0	52,829	41,404	30,500	0	0	52,829	41,404	22,401	0
1,754	60,000	2	2	1	29	0	0	0	0	0	0	33,147	54,511	56,167	28,609	27,660	27,059	24,511	6,000	17,000	1,984	1,100	1,600	0
1,755	50,000	1	2	2	27	0	0	0	0	0	0	17,771	18,794	19,062	19,443	19,849	20,287	1,311	1,299	680	703	750	626	0
1,756	130,000	1	3	1	34	0	0	0	0	0	0	5,444	5,927	7,106	7,106	8,106	9,106	1,321	1,500	0	1,000	1,000	598	0
1,757	130,000	1	1	2	34	0	0	0	0	0	0	31,179	30,569	28,659	26,952	15,852	0	2,002	1,400	600	1,000	0	0	0
1,758	360,000	2	1	2	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,759	80,000	2	2	1	36	0	0	0	0	0	0	20,366	21,084	22,411	23,624	23,964	25,661	1,352	1,679	1,892	870	2,096	0	0
1,760	50,000	1	2	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,761	290,000	2	1	1	33	1	2	-1	-1	-1	-1	7,064	1,875	1,814	8,537	25,576	13,475	0	1,814	8,537	25,576	13,475	6,000	0
1,762	200,000	1	1	1	53	0	0	-2	-2	-1	-1	195,050	0	0	0	1,000	0	0	0	0	1,000	0	0	0
1,763	20,000	1	2	2	27	0	0	0	0	0	-2	18,290	20,144	19,106	19,292	0	0	2,458	1,200	386	1,000	0	0	0
1,764	500,000	1	1	2	33	-1	-1	-1	-2	-1	-1	5,379	2,062	10,515	4,158	7,958	-196	2,065	10,556	4,170	7,963	196	7,083	0
1,765	130,000	2	1	2	26	1	2	2	2	2	2	22,415	21,146	23,647	22,984	24,315	23,155	0	3,500	0	2,000	0	2,000	0
1,766	30,000	2	1	2	27	0	0	0	0	0	0	23,447	24,563	25,650	26,222	26,800	27,554	1,500	1,500	1,000	1,000	1,200	4,271	1
1,767	20,000	2	1	2	24	2	2	2	0	0	0	7,919	8,637	9,339	10,029	10,615	11,285	1,000	1,000	1,000	900	1,000	500	1
1,768	70,000	2	2	2	26	0	0	0	0	0	0	30,139	8,241	8,398	8,864	9,301	10,702	2,000	2,000	2,000	2,000	3,000	1,500	0
1,769	200,000	1	1	2	27	-1	-1	-1	-1	-1	-1	4,890	3,630	4,882	10,955	10,435	1,665	3,630	4,882	11,034	10,435	1,665	3,765	0
1,770	50,000	2	2	1	46	-1	-1	-1	-1	-1	-1	569	1,436	3,220	6,592	5,085	1,050	1,440	3,224	6,621	5,396	1,050	0	1
1,771	360,000	1	2	1	56	-1	-1	-1	-1	-1	-1	750	1,224	3,206	291	951	2,941	1,236	3,537	291	951	2,941	291	0
1,772	50,000	2	3	1	56	0	0	0	0	0	0	33,197	34,961	28,913	29,093	29,306	29,506	2,407	2,960	1,029	1,059	1,073	1,200	0
1,773	180,000	2	3	1	26	0	0	0	-2	-2	-2	32,023	20,233	0	0	0	0	10,000	0	0	0	0	0	0
1,774	50,000	1	2	2	25	2	2	0	0	0	2	7,180	6,922	7,849	8,018	8,884	8,593	0	1,200	300	1,000	0	1,000	1
1,775	120,000	2	1	2	28	-2	-2	-2	-2	-2	-2	-8	2,046	0	409	872	1,539	2,054	0	409	872	1,539	580	0
1,776	80,000	2	2	1	37	2	2	2	2	2	2	15,234	16,893	17,834	17,250	18,470	18,023	2,200	1,500	0	1,500	0	1,600	1
1,777	330,000	2	1	1	47	1	-2	-2	-2	-2	-1	2,246	13,990	20,992	681	0	5,180	13,990	21,060	681	0	5,180	3,820	0
1,778	40,000	1	3	1	43	0	0	0	0	0	0	41,094	36,554	37,568	38,314	39,141	40,231	1,611	1,625	1,371	1,444	1,765	1,283	1
1,779	50,000	1	2	2	26	0	0	0	0	0	0	27,570	28,820	29,400	5,124	6,874	7,654	2,000	1,200	1,000	2,000	1,000	1,979	0
1,780	80,000	1	3	1	48	0	0	0	0	0	0	71,515	70,287	61,892	26,779	25,464	25,993	3,679	2,305	924	1,069	1,100	1,110	0
1,781	450,000	1	1	1	41	-1	-1	-1	-2	-1	-1	697	500	0	0	461	-3	505	0	0	461	3	0	0
1,782	30,000	2	3	1	48	0	0	0	0	0	0	27,947	27,035	27,876	26,640	25,896	25,481	2,000	1,800	1,500	1,500	1,500	1,500	0
1,783	160,000	1	2	1	28	0	0	2	2	0	0	62,312	66,965	67,648	66,020	67,386	68,336	5,856	2,311	0	2,377	2,000	1,881	0
1,784	80,000	2	1	2	22	-1	-1	0	0	-2	-2	10,439	11,501	12,113	-33	2,748	90	11,501	1,000	33	2,871	90	0	0
1,785	400,000	1	2	1	34	0	0	0	0	0	2	52,271	56,788	60,049	60,876	65,178	45,933	6,000	5,000	1,902	5,000	0	5,000	0
1,786	220,000	1	2	1	60	-1	-1	-1	-1	-1	-1	1,994	1,598	6,944	7,161	1,534	11,248	1,606	6,978	7,196	1,541	11,304	483	1
1,787	40,000	2	2	1	25	0	0	2	2	2	2	21,590	24,326	23,642	25,936	25,384	26,905	3,400	0	3,000	0	2,100	0	1
1,788	280,000	2	2	2	27	-1	0	0	0	2	0	82,742	153,791	85,601	108,984	105,275	117,635	10,077	27,785	30,000	23	20,000	3,406	0
1,789	50,000	2	1	2	25	0	0	0	-2	-2	-2	50,380	38,712	0	0	0	0	4,000	0	0	0	0	0	0
1,790	110,000	1	2	2	26	0	0	0	0	0	0	106,417	103,587	56,676	47,332	45,171	47,092	9,026	6,000	2,000	2,000	3,000	4,006	0
1,791	180,000	2	1	1	44	1	-1	-1	-1	-1	-1	2,788	5,646	13,647	30,848	15,520	558	5,646	13,901	30,848	15,520	558	26,733	0
1,792	200,000	2	1	2	26	0	0	0	0	0	0	18,630	15,996	16,304	14,973	20,542	15,810	1,502	1,200	300	7,000	8,000	4,000	0
1,793	390,000	2	1	2	33	0	0	0	0	0	0	85,538	79,875	82,853	82,747	44,143	38,488	3,500	4,502	3,518	2,003	3,001	3,000	0
1,794	400,000	2	1	2	29	-1	0	0	0	0	0	5,154	6,016	7,056	7,310	9,943	12,849	1,060	1,100	310	3,000	3,000	6,100	0
1,795	120,000	2	3	2	37	-1	-1	-1	-1	-1	-1	776	1,616	776	776	776	776	1,616	776	776	776	776	776	1
1,796	200,000	1	1	2	34	1	-2	-2	-2	-2	-2	-800	-2,685	-6,144	-7,905	-10,213	-11,060	0	0	0	0	0	0	0
1,797	280,000	1	2	1	33	0	0	0	0	0	0	207,982	196,055	182,099	185,925	188,224	186,529	8,644	6,445	15,934	7,016	6,753	6,008	0
1,798	230,000	2	1	2	27	0	0	0	0	0	0	105,217	107,857	110,177	60,137	62,035	64,034	4,326	4,533	2,337	3,035	3,034	3,101	0
1,799	280,000	2	1	1	36	-1	-1	-1	-1	-1	-1	21,251	33,746	8,689	41,652	9,031	14,106	33,840	8,689	41,652	9,031	14,106	6,680	0
1,800	130,000	1	3	2	28	0	0	0	0	0	0	132,258	133,781	133,834	132,336	132,614	132,208	6,900	7,000	7,000	6,000	5,500	6,000	0

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