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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
2,301	200,000	2	1	1	44	2	0	0	0	0	0	188,553	192,100	126,343	125,700	126,448	81,008	8,011	5,203	4,000	5,000	3,001	3,000	0
2,302	230,000	2	1	1	30	-1	-1	0	0	0	0	2,212	17,402	32,450	17,285	9,766	9,981	17,402	20,013	346	5,000	8,000	5,000	1
2,303	60,000	2	1	1	29	0	0	0	3	2	2	51,855	53,220	59,244	57,889	59,017	56,637	2,200	7,000	0	2,013	7,577	13	0
2,304	180,000	1	2	2	32	1	2	2	0	0	0	172,842	177,065	163,930	136,145	133,843	134,352	8,500	0	7,000	5,000	8,000	5,000	1
2,305	80,000	1	2	1	26	0	0	0	0	0	0	51,751	43,280	44,234	45,276	39,808	40,598	2,000	2,000	1,668	2,000	1,453	1,664	0
2,306	220,000	2	1	1	44	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,307	30,000	2	2	1	26	0	0	0	-1	2	-1	10,540	9,766	-2,643	2,596	1,123	2,390	1,081	0	6,712	0	2,780	0	0
2,308	30,000	2	1	2	30	1	-2	-1	-1	-1	-1	0	0	4,990	4,322	1,955	980	0	4,990	4,322	1,955	980	7,490	0
2,309	30,000	1	2	2	25	0	0	0	0	0	0	8,864	10,062	11,581	12,580	13,716	14,828	1,500	2,000	1,500	1,500	1,500	2,000	0
2,310	150,000	1	2	1	40	0	0	0	0	0	0	54,021	55,154	56,280	57,397	58,599	60,668	2,003	2,044	2,054	2,127	3,044	3,150	0
2,311	30,000	2	2	1	47	1	2	0	0	0	0	23,709	23,047	24,056	24,380	24,835	25,423	0	1,698	1,022	1,000	1,000	1,000	0
2,312	180,000	1	2	2	26	0	0	0	0	0	0	93,169	58,983	60,506	58,458	60,770	61,628	4,500	4,000	4,000	4,000	4,000	4,000	0
2,313	30,000	1	1	2	56	2	0	0	0	0	0	27,033	27,772	28,740	29,313	29,019	28,916	1,480	1,448	1,021	1,040	1,216	1,270	0
2,314	240,000	2	1	2	28	0	0	0	0	0	0	236,772	201,463	187,916	149,293	150,614	150,911	10,000	7,000	10,040	7,000	6,000	5,000	0
2,315	120,000	2	2	2	31	0	0	0	0	0	0	26,307	27,361	28,878	30,428	31,818	34,293	1,483	2,000	2,000	2,000	3,000	3,000	0
2,316	150,000	2	3	1	43	0	0	0	0	0	-2	17,541	19,021	7,861	7,691	0	0	2,000	2,000	2,000	0	0	0	0
2,317	180,000	2	1	1	47	1	-2	-1	-1	-1	-2	0	0	1,154	2,000	0	0	0	1,154	2,000	0	0	415	0
2,318	50,000	1	2	1	46	0	0	0	0	0	0	44,573	60,540	15,993	16,327	16,863	17,282	2,200	2,600	600	800	700	700	0
2,319	360,000	2	1	2	26	1	-2	-2	-1	-1	-2	-200	-200	0	3,000	0	0	0	200	3,000	0	0	0	1
2,320	30,000	2	3	3	60	-1	-1	-2	-2	-1	-1	2,365	-581	-581	-2,054	1,473	14,510	0	0	0	5,000	14,510	0	0
2,321	50,000	1	2	1	24	-1	-1	-1	0	0	0	390	918	19,583	19,593	19,364	19,893	918	19,583	1,000	1,000	1,000	1,000	0
2,322	30,000	2	2	1	39	-1	3	2	0	-1	3	1,742	1,560	780	780	2,057	1,737	0	0	0	2,057	0	0	0
2,323	50,000	2	1	2	53	0	0	0	0	0	0	50,777	51,086	50,321	20,141	18,039	19,349	2,504	2,059	666	1,000	2,008	1,513	0
2,324	90,000	1	2	2	30	0	0	0	-2	-2	-2	46,927	40,000	0	0	0	0	4,000	0	0	0	0	85,000	0
2,325	200,000	2	2	2	39	7	6	5	4	3	2	195,156	190,843	186,029	181,866	179,272	148,704	0	0	0	39	85	3,054	1
2,326	50,000	1	3	2	52	0	0	0	0	0	0	47,479	49,344	19,596	19,194	19,201	19,199	29,456	1,300	675	694	704	798	0
2,327	80,000	2	2	2	40	0	0	0	0	0	0	33,918	50,878	51,787	52,422	53,608	50,312	20,000	2,400	2,000	2,100	2,500	2,000	0
2,328	50,000	2	2	2	41	0	0	0	-2	-2	-2	45,408	36,025	0	0	0	0	2,025	0	0	0	0	0	0
2,329	200,000	2	2	2	23	-1	-1	-1	-1	-2	-1	964	-36	1,000	0	0	43,527	0	1,036	0	0	54,677	872	0
2,330	90,000	2	2	1	36	0	0	0	0	0	0	89,309	88,544	88,888	48,534	49,874	32,078	5,000	3,500	2,000	2,100	1,000	1,000	0
2,331	240,000	1	1	2	28	0	0	0	0	0	0	199,671	193,523	187,389	181,348	174,998	168,176	7,000	7,000	7,000	6,500	6,000	6,000	0
2,332	90,000	2	1	2	29	-2	-2	-2	-2	-2	-2	1,709	2,522	3,426	3,426	2,921	2,197	2,522	3,426	3,426	2,921	2,197	3,087	1
2,333	10,000	1	1	2	23	2	2	2	2	-2	-1	2,724	5,520	5,275	0	0	150	3,000	0	0	0	150	275	0
2,334	210,000	2	1	1	38	-1	-1	2	2	-1	-1	2,360	4,707	4,465	0	9,306	5,855	4,465	0	0	9,306	5,855	9,840	0
2,335	140,000	2	2	2	26	0	0	0	0	-1	-1	12,436	14,910	13,780	13,710	488	-1,450	3,380	1,200	2,000	500	0	0	0
2,336	50,000	2	1	1	29	0	0	0	0	0	0	29,719	30,754	31,939	33,102	33,918	35,197	1,815	2,000	2,000	1,500	2,000	1,500	0
2,337	50,000	2	2	1	28	0	0	0	0	0	0	36,380	51,418	43,095	29,717	30,368	29,113	30,000	2,052	1,034	1,100	1,088	883	1
2,338	230,000	2	3	1	45	-1	-1	-2	-1	0	-1	1,633	8,410	5,722	10,371	9,998	1,328	8,435	5,955	10,371	0	1,332	0	0
2,339	150,000	2	2	2	27	-1	-1	-1	-1	0	0	4,914	6,237	3,280	11,167	15,915	16,268	6,237	3,280	11,167	10,000	686	352	0
2,340	240,000	1	2	1	36	0	0	0	0	0	0	10,767	144,915	142,909	143,531	144,893	144,121	140,013	5,206	5,008	6,011	5,250	5,033	0
2,341	80,000	1	2	2	25	1	2	2	2	0	0	81,774	79,597	47,168	45,312	46,263	47,341	0	3,667	0	1,680	1,848	1,863	0
2,342	140,000	2	3	2	33	1	-2	-2	-1	-1	-1	0	0	0	4,647	250	4,654	0	0	4,647	5,423	4,404	0	0
2,343	290,000	1	2	1	50	0	0	0	0	0	0	88,713	79,214	81,301	84,033	86,513	90,056	3,459	4,000	5,000	4,000	5,000	5,000	0
2,344	80,000	1	5	1	29	0	0	0	0	0	0	80,534	78,179	79,348	81,099	80,540	67,069	3,006	2,641	2,827	2,671	2,611	2,417	0
2,345	400,000	1	2	1	34	0	0	0	0	0	0	372,724	394,443	398,634	210,628	203,102	85,374	28,000	14,547	8,078	6,500	5,000	3,012	0
2,346	20,000	1	3	3	46	0	0	-1	0	-1	-1	20,393	19,908	20,310	15,617	219	1,205	1,425	20,310	1,020	219	1,205	109	0
2,347	360,000	1	1	2	30	-1	-1	-1	-1	-1	-1	11,487	307	400	589	956	1,383	307	400	589	956	1,383	448	0
2,348	260,000	2	2	2	25	0	0	0	0	-1	0	16,373	15,249	15,018	15,520	3,491	5,651	5,006	5,000	5,000	3,491	3,000	2,000	1
2,349	30,000	1	1	2	28	1	2	2	0	0	0	10,056	9,815	7,576	5,746	3,900	1,944	2,000	0	144	128	39	1,944	0
2,350	130,000	1	2	2	27	0	0	0	0	-1	0	131,406	125,858	118,536	34,394	66,701	58,437	5,000	3,572	3,153	69,200	2,500	10,000	1
2,351	490,000	1	1	1	41	0	0	0	0	0	0	95,997	98,047	100,412	102,736	105,083	107,334	3,600	4,000	4,000	4,000	4,000	4,000	0
2,352	580,000	1	1	1	42	0	0	0	0	0	0	264,482	267,508	255,409	256,321	250,358	236,608	9,431	8,842	7,663	7,814	7,794	7,887	0
2,353	20,000	1	2	1	34	0	0	2	0	0	0	12,619	14,896	14,360	14,921	15,328	16,474	2,800	0	800	800	1,400	1,000	1
2,354	180,000	2	1	2	32	0	-1	0	0	0	-1	64,008	3,414	3,844	5,344	4,000	10,395	3,414	1,500	1,500	0	10,395	3,600	0
2,355	90,000	2	1	2	26	-1	-1	-1	-1	-1	-1	1,224	3,120	1,712	5,000	0	4,210	3,128	1,712	5,000	0	4,210	750	0
2,356	90,000	1	2	2	25	0	-1	-1	0	-1	-1	2,908	1,051	2,422	1,051	1,051	83,573	1,052	2,422	0	1,051	83,573	3,098	0
2,357	440,000	2	1	1	54	2	0	0	0	0	0	276,955	198,150	183,825	185,971	189,968	193,799	8,752	8,200	6,700	7,000	6,870	7,000	1
2,358	280,000	2	2	1	52	0	0	0	0	0	0	50,667	50,400	50,108	49,425	48,977	48,459	2,007	2,007	1,370	1,407	1,359	1,381	0
2,359	230,000	1	1	2	29	0	0	0	0	0	0	121,344	121,415	25,210	21,433	18,203	13,931	6,317	5,516	2,015	2,014	2,019	5,536	0
2,360	300,000	1	2	2	35	0	0	0	0	0	0	276,536	206,885	169,901	170,540	152,188	101,485	26,531	10,017	9,123	10,259	5,079	3,816	0
2,361	20,000	2	2	1	41	-1	2	-1	-1	0	0	6,565	4,460	1,500	8,745	5,316	4,058	0	1,500	8,745	0	0	1,664	0
2,362	80,000	2	2	2	26	0	0	0	-1	0	0	27,041	27,797	5,958	11,341	5,259	4,278	5,879	1,000	11,360	486	478	0	0
2,363	20,000	1	2	2	24	8	7	6	5	4	3	24,348	24,025	23,391	22,757	21,834	21,200	0	0	0	0	0	0	0
2,364	220,000	1	1	2	34	-1	-1	-1	-2	-2	-2	17,875	3,431	-344	-344	-601	-601	3,431	0	0	0	0	0	1
2,365	210,000	2	2	1	44	0	0	0	0	0	0	73,487	75,456	86,171	87,895	89,022	90,868	3,748	13,000	3,081	3,217	3,312	3,151	0
2,366	130,000	1	3	2	49	2	0	0	0	0	0	60,273	61,839	62,370	63,429	26,779	27,521	2,536	1,857	1,681	971	1,186	1,698	1
2,367	400,000	1	1	1	66	0	0	0	0	0	0	258,070	77,910	61,440	44,590	12,270	0	47,000	1,500	0	0	0	0	0
2,368	120,000	2	1	2	25	-1	-1	-1	-1	-1	-1	9,642	12,557	3,938	1,110	9,848	3,301	12,557	3,938	1,110	9,848	3,301	0	0
2,369	460,000	2	2	1	33	0	0	0	0	0	0	128,302	59,254	52,099	45,512	39,041	33,571	2,371	2,008	1,560	1,457	1,299	769	0
2,370	230,000	2	1	1	42	-1	-1	-1	-1	-1	-1	2,915	4,203	167	3,351	1,644	1,733	4,203	200	3,351	1,644	1,733	4,737	0
2,371	210,000	1	2	2	28	0	0	0	0	0	0	187,992	193,623	187,501	167,142	170,910	174,336	8,500	8,600	6,500	6,500	6,300	7,900	0
2,372	30,000	2	2	2	23	-2	-2	-2	-2	-2	-2	318	0	0	0	0	0	0	0	0	0	0	0	0
2,373	50,000	2	3	1	39	0	0	0	0	0	0	41,250	40,813	10,695	8,841	8,140	8,267	1,501	1,297	448	449	419	415	0
2,374	250,000	2	1	2	29	-1	-1	0	0	0	0	1,181	1,545	2,319	1,856	4,356	7,026	1,545	1,000	1,500	2,500	3,000	1,379	0
2,375	50,000	2	2	2	25	3	3	2	2	2	2	35,592	36,518	36,822	37,421	38,424	39,035	1,800	1,200	1,500	1,750	1,390	0	1
2,376	40,000	1	2	1	38	2	2	2	2	2	2	33,152	33,623	34,773	33,917	36,704	40,404	1,300	2,000	0	3,500	4,471	0	1
2,377	230,000	1	2	1	35	0	0	2	0	0	0	28,827	36,326	35,448	36,551	37,460	38,831	8,000	0	2,000	1,500	2,000	1,500	0
2,378	210,000	1	1	2	33	1	-2	-2	-2	-1	-1	0	0	0	0	700	0	0	0	0	700	0	0	1
2,379	60,000	1	2	2	30	0	0	0	2	2	2	15,145	16,618	18,475	17,919	19,167	18,750	2,000	2,100	0	1,500	0	1,500	1
2,380	500,000	2	1	1	41	0	0	0	0	0	0	190,730	194,336	197,284	199,489	201,484	204,017	8,501	8,001	6,701	6,321	6,401	6,379	0
2,381	110,000	2	2	2	28	0	0	0	0	0	0	81,449	83,241	84,960	86,045	88,060	93,394	4,000	4,000	3,400	3,400	7,000	3,450	0
2,382	400,000	1	1	1	44	0	0	0	0	0	0	95,719	96,369	92,336	91,816	57,477	66,203	4,652	3,565	2,731	10,031	16,027	25,000	0
2,383	280,000	1	1	1	51	-1	-1	-1	-1	-1	-1	1,323	445	393	294	223	13,635	445	393	294	223	13,635	16,192	0
2,384	60,000	1	2	1	35	0	0	0	0	-1	-1	22,226	18,597	13,801	8,038	7,340	-153	1,292	2,245	161	7,340	0	20,341	0
2,385	100,000	1	3	1	47	0	0	-1	-1	-2	-2	3,933	2,162	856	-1,267	-363	-2,389	1,000	1,000	0	5,100	0	0	0
2,386	230,000	2	2	2	42	0	0	0	0	0	0	64,489	58,611	54,463	53,008	52,835	40,015	3,100	5,000	5,000	10,000	3,000	5,000	0
2,387	80,000	2	3	2	24	1	-2	-1	-1	-1	-1	0	0	2,455	2,500	1,307	1,550	0	2,455	2,500	1,307	1,550	896	0
2,388	110,000	2	2	1	43	0	0	0	0	0	0	45,021	45,782	46,187	47,105	45,253	46,144	2,100	1,800	1,638	1,490	1,957	2,000	0
2,389	390,000	1	1	1	47	-1	-1	-1	0	0	-1	9,361	-25	18,401	13,200	6,385	7,088	0	18,426	34	31	7,088	0	0
2,390	150,000	2	2	2	39	1	2	2	0	0	2	21,019	19,890	19,271	19,037	20,448	19,345	1,602	0	1,000	1,709	0	1,000	0
2,391	180,000	1	2	2	29	1	2	2	-2	-1	2	5,265	5,002	0	0	1,378	978	0	0	0	1,704	0	2,690	1
2,392	500,000	1	1	2	32	1	-1	-1	-1	0	0	-218	466	1,267	155,951	159,749	167,416	1,000	1,267	155,000	6,000	10,000	8,000	0
2,393	50,000	1	3	1	32	2	3	2	2	2	2	39,589	40,160	40,796	41,526	42,209	44,960	1,500	1,600	1,700	1,500	3,600	0	1
2,394	20,000	2	3	2	49	0	0	2	0	-1	-1	8,503	11,352	10,198	10,400	1,150	0	3,008	0	600	1,150	0	0	0
2,395	130,000	2	2	2	24	1	-2	-1	-1	-1	-1	-10	-10	3,362	-3	998	937	0	3,372	0	1,001	939	1,013	0
2,396	110,000	2	3	1	27	0	0	0	0	0	0	61,152	60,833	61,245	47,316	47,175	47,141	2,326	3,000	1,807	1,698	1,911	1,808	0
2,397	200,000	1	2	1	29	0	0	0	2	2	2	45,982	46,328	47,534	48,367	49,366	47,539	2,078	3,900	1,900	1,904	12	5,224	0
2,398	50,000	2	2	1	47	0	0	0	0	0	0	48,991	43,412	33,995	29,759	29,766	29,665	2,000	1,500	1,050	1,100	1,100	1,200	0
2,399	130,000	1	1	2	29	0	0	0	0	0	0	126,974	122,107	108,542	89,356	91,024	89,779	5,988	4,560	3,300	3,509	3,500	3,415	0
2,400	260,000	1	2	2	28	0	0	2	0	0	0	149,814	184,419	163,036	159,348	160,198	104,389	107,000	0	5,000	5,000	6,000	60,000	0

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