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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
8,101	100,000	1	2	2	30	0	0	0	0	0	0	83,312	58,651	37,913	38,582	39,408	40,593	2,900	2,000	1,600	1,600	2,000	1,700	0
8,102	50,000	1	2	2	39	0	0	0	0	0	0	47,378	48,333	48,638	49,207	49,599	50,594	2,105	1,800	1,735	1,938	1,960	2,000	0
8,103	360,000	1	1	1	48	0	0	0	0	0	0	167,922	159,433	126,114	18,258	6,989	7,691	6,206	10,030	1,061	1,011	3,016	189,853	0
8,104	550,000	2	5	2	52	-2	-2	-2	-2	-2	-2	277,376	266,532	256,321	19,753	464	8,199	6,001	6,016	19,753	464	8,199	0	0
8,105	260,000	2	2	1	39	2	0	0	2	2	2	136,007	139,215	146,127	143,637	154,531	147,016	5,400	9,500	0	12,766	0	0	1
8,106	500,000	2	1	1	34	-2	-2	-1	2	2	-2	0	0	3,500	3,500	0	0	0	3,500	0	0	0	0	1
8,107	130,000	1	1	2	27	-1	-1	-2	-2	-2	-2	1,960	0	0	0	0	0	0	0	0	0	0	0	0
8,108	30,000	1	2	2	39	0	0	0	0	0	0	28,708	28,285	26,702	20,115	18,426	18,013	1,514	1,278	671	870	879	0	0
8,109	160,000	2	1	2	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,110	420,000	2	2	1	40	-2	-2	-2	-2	-2	-1	3,976	2,892	2,890	3,391	2,409	4,270	2,916	7,898	3,401	2,416	4,281	3,785	1
8,111	50,000	2	3	1	22	2	2	2	2	2	2	40,189	43,434	44,316	45,189	46,214	48,904	3,900	1,900	1,900	1,900	3,600	0	0
8,112	30,000	2	1	2	36	1	2	0	0	0	0	25,747	25,048	26,060	26,578	27,133	27,783	0	1,433	951	983	1,099	750	1
8,113	50,000	2	2	2	32	0	0	2	0	0	0	40,253	40,757	33,922	30,097	29,013	28,167	5,806	6	1,000	1,000	1,200	1,100	0
8,114	160,000	2	1	1	39	1	-1	2	2	-2	-2	-5	776	186	0	0	0	781	0	0	0	0	0	1
8,115	120,000	2	2	2	26	3	3	2	2	3	2	12,034	12,548	12,056	13,958	13,468	6,144	1,000	0	2,400	100	0	57,258	0
8,116	50,000	2	1	2	28	0	0	0	0	0	0	46,471	43,507	44,016	43,396	41,470	48,676	1,807	2,016	1,796	1,570	10,000	1,778	0
8,117	130,000	1	2	2	42	0	0	0	-2	-2	-2	130,888	133,400	0	0	0	0	6,000	0	0	0	0	0	0
8,118	150,000	1	1	2	42	2	0	0	0	0	0	143,896	147,475	75,423	70,034	44,311	20,056	6,482	3,440	2,046	4,311	5,056	1,169	1
8,119	450,000	1	1	1	48	-1	2	-1	-1	-1	-1	5,514	1,509	949	575	3,489	0	0	949	575	4,929	0	0	1
8,120	150,000	1	1	1	29	-1	-1	-1	0	0	-2	46,745	20,853	90,787	11,232	0	0	20,995	91,269	56	0	0	0	0
8,121	90,000	2	2	2	53	0	0	0	-2	-2	-1	30,045	30,000	0	0	0	439	1,000	0	0	0	439	20,959	0
8,122	130,000	1	1	2	28	0	0	0	0	0	-2	92,174	93,991	54,735	31,682	0	0	4,086	2,635	1,700	0	0	0	0
8,123	130,000	1	2	2	30	0	0	0	0	0	2	131,801	129,141	132,221	131,743	131,986	131,430	4,800	5,250	5,050	5,700	5,100	5,012	0
8,124	390,000	2	2	1	41	-2	-1	0	0	0	0	3,983	25,146	197,534	179,690	170,173	164,339	25,146	185,059	9,137	6,513	5,058	6,000	0
8,125	200,000	1	2	2	29	2	2	4	4	4	4	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
8,126	300,000	2	2	1	50	0	0	0	0	0	0	23,436	22,055	18,497	8,426	11,291	14,449	1,350	2,008	301	3,000	5,000	5,000	0
8,127	140,000	2	2	1	42	0	0	0	0	0	0	19,080	18,807	18,624	19,652	23,477	22,330	4,344	4,548	3,760	5,854	3,039	3,866	0
8,128	200,000	2	1	2	35	-1	-1	-1	-1	-1	-1	909	2,708	3,514	2,297	928	0	2,711	3,514	2,297	928	0	2,308	0
8,129	30,000	1	2	2	30	0	0	0	0	0	0	27,020	27,985	28,782	24,082	17,060	0	1,703	1,500	1,000	1,000	0	0	0
8,130	30,000	1	3	2	24	2	2	2	0	0	-2	28,470	31,407	30,200	30,000	0	0	3,407	0	0	0	0	0	0
8,131	160,000	2	1	2	37	0	0	0	0	0	0	153,002	157,427	158,160	156,314	145,663	113,486	7,812	6,700	5,000	5,049	3,825	3,570	0
8,132	210,000	2	2	2	37	0	0	0	0	0	0	31,090	58,054	44,624	43,339	44,245	45,125	28,008	15,000	1,552	1,605	1,615	1,698	0
8,133	310,000	2	2	2	51	-2	-2	-2	-2	-2	-2	107	0	0	235	0	0	0	0	235	0	0	584	0
8,134	400,000	2	2	1	33	0	0	-2	-2	-2	-2	9,940	0	11,451	101	551	19,982	0	11,451	104	600	20,015	0	0
8,135	50,000	2	3	1	35	2	2	2	2	0	0	49,873	50,796	49,727	21,826	10,208	10,100	2,200	568	0	516	400	300	1
8,136	80,000	1	2	1	33	0	0	-1	-1	-1	0	28,496	16,984	1,155	-144	57,245	49,947	1,000	1,155	0	59,000	2,061	1,390	0
8,137	340,000	2	1	2	33	-1	-1	-1	-1	-1	-1	592	7,102	7,796	1,653	6,185	415	7,102	7,796	1,653	6,185	415	2,247	0
8,138	140,000	1	1	2	27	-2	-1	0	0	0	0	25,001	138,430	135,573	98,172	93,677	95,276	141,472	8,000	5,075	4,000	4,000	5,000	0
8,139	380,000	1	1	1	39	2	0	0	0	0	0	127,449	130,506	132,838	136,616	140,240	143,914	6,600	6,000	6,000	6,000	6,000	6,005	1
8,140	50,000	2	2	1	34	1	2	2	0	0	2	51,046	52,337	51,170	51,526	50,524	48,510	2,400	0	3,000	6,000	0	2,000	1
8,141	10,000	1	2	2	35	0	0	0	0	0	0	7,026	8,106	9,363	9,559	9,855	10,042	1,200	1,400	500	600	500	200	0
8,142	30,000	2	2	2	28	-1	-1	-2	-1	-1	-1	5,688	-378	-378	920	5,448	0	0	0	1,298	5,448	0	10,000	0
8,143	360,000	2	1	1	50	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,144	150,000	2	2	1	47	-1	-1	-1	-1	-1	2	316	316	316	0	782	316	316	316	0	1,098	0	0	0
8,145	50,000	1	1	2	23	0	0	2	2	0	0	15,336	18,681	19,463	16,894	17,667	19,211	3,600	1,400	0	1,200	2,000	1,000	0
8,146	120,000	1	2	3	42	0	0	0	0	0	0	3,135	4,422	5,540	6,442	7,182	8,057	1,500	1,200	1,000	1,000	1,000	1,000	0
8,147	250,000	2	1	2	35	-2	-2	-2	-2	-2	-2	661	661	268	0	0	0	0	268	0	0	0	0	0
8,148	20,000	1	1	2	24	0	0	0	0	0	0	13,359	14,438	15,461	16,200	16,936	17,273	1,300	1,270	1,000	1,000	619	800	1
8,149	30,000	2	1	1	30	0	0	2	2	0	0	15,199	17,728	19,129	18,527	18,758	19,285	3,100	2,000	0	679	837	721	1
8,150	260,000	1	1	2	27	0	0	0	0	0	0	158,711	129,796	101,721	76,699	56,738	39,134	30,000	4,132	3,410	2,600	1,800	1,200	0
8,151	250,000	2	1	2	30	0	0	0	0	-1	-1	21,550	23,932	37,329	26,339	4,836	9,655	3,500	15,054	7,885	4,836	9,655	5,000	0
8,152	260,000	2	2	1	41	-1	-1	-1	-1	-1	-1	2,699	3,543	500	3,540	2,957	917	3,543	505	3,540	2,957	917	0	0
8,153	150,000	2	2	1	35	0	0	0	0	0	0	128,278	131,715	133,625	49,019	44,801	39,742	7,000	6,000	1,800	1,600	2,000	1,700	0
8,154	160,000	2	2	2	33	-1	-1	-1	0	0	0	11,859	0	11,354	13,012	17,388	24,140	0	11,354	2,000	6,000	13,000	11,000	0
8,155	80,000	1	2	2	30	0	0	0	-2	-2	-2	79,813	82,150	0	0	0	0	3,750	0	0	0	0	0	0
8,156	500,000	2	1	2	38	1	-2	-2	-2	-2	-2	27,794	29,712	65,437	30,368	6,265	44,196	30,199	70,403	30,455	36	45,225	35,217	0
8,157	110,000	2	2	2	29	1	2	2	2	2	2	21,068	16,412	16,809	8,682	8,861	8,623	1,102	1,000	0	602	0	1,000	0
8,158	100,000	1	1	2	28	0	0	0	0	0	0	97,032	99,895	26,333	28,110	2,226	0	5,341	7,009	1,777	2,000	0	0	0
8,159	360,000	2	1	1	35	0	0	0	0	0	0	101,953	125,238	205,209	125,982	128,161	136,447	25,238	4,385	11,939	5,681	10,447	8,010	0
8,160	330,000	1	2	1	65	-2	-1	-1	-2	-2	-2	0	2,500	0	0	0	0	2,500	0	0	0	0	0	0
8,161	70,000	2	3	1	32	0	0	0	2	0	0	10,856	10,822	13,627	10,852	12,676	14,463	2,000	3,000	0	2,000	3,000	4,000	0
8,162	140,000	1	1	2	29	-1	-1	2	0	0	-1	1,712	2,304	978	652	326	1,052	2,314	0	0	0	1,052	652	1
8,163	200,000	1	1	2	31	0	0	0	0	0	0	151,819	154,914	157,776	160,520	163,878	167,872	6,000	5,769	5,411	5,603	6,367	4,500	0
8,164	50,000	1	2	1	49	2	0	0	0	0	0	47,585	47,582	21,391	21,867	19,774	20,486	2,500	1,300	2,000	700	1,000	2,600	1
8,165	290,000	1	1	1	56	0	0	0	0	0	0	222,000	226,917	415,700	232,732	220,460	224,780	10,013	8,501	15,018	10,001	7,997	7,624	0
8,166	30,000	1	2	1	57	0	0	0	0	0	-1	29,204	20,564	16,341	7,593	7,828	1,366	1,400	1,000	1,000	235	1,366	0	0
8,167	180,000	2	1	2	31	0	0	0	0	0	0	21,760	22,794	23,801	24,117	24,468	25,106	1,689	1,693	1,009	888	1,045	1,077	0
8,168	30,000	1	2	1	38	1	2	2	0	-1	-1	16,063	17,512	16,800	16,600	11,959	12,957	2,000	0	0	11,959	1,200	0	0
8,169	180,000	2	1	1	47	0	0	0	0	0	0	174,648	104,179	84,940	65,613	67,256	71,934	5,000	13,000	3,000	2,700	6,000	5,000	0
8,170	240,000	1	1	1	39	-1	-1	-1	-1	-1	-1	2,688	2,688	2,688	2,688	2,688	2,688	2,688	2,688	2,688	2,688	2,688	2,688	0
8,171	130,000	2	5	1	27	0	0	0	0	0	0	133,792	127,622	129,795	122,416	124,653	126,995	5,000	5,000	5,000	5,000	5,000	4,000	0
8,172	230,000	1	1	1	32	1	-2	-2	-2	-2	-1	0	0	0	0	0	150	0	0	0	0	150	990	1
8,173	500,000	1	1	2	43	0	0	0	-1	-1	-1	504,644	512,650	0	3,887	0	7,413	22,650	0	3,887	0	7,413	0	1
8,174	360,000	1	2	2	33	1	-1	-1	-2	-2	-2	197,746	151,600	741	-659	-659	-659	156,108	741	659	0	0	0	0
8,175	50,000	1	2	2	23	2	2	0	0	0	0	52,156	51,041	50,205	20,218	20,263	19,864	0	1,310	705	750	730	700	1
8,176	200,000	1	1	2	31	-1	-1	-1	0	0	-1	3,702	25,548	10,594	7,969	2,865	5,625	25,678	10,623	25	16	6,000	19	1
8,177	230,000	1	3	1	45	0	0	0	0	0	0	203,135	208,225	178,559	172,772	175,057	177,113	10,000	6,528	6,000	6,500	7,000	10,000	0
8,178	70,000	2	2	1	32	3	3	4	4	5	6	31,507	33,699	35,839	37,954	39,787	41,601	3,000	3,000	3,000	3,000	3,000	0	1
8,179	50,000	1	2	2	29	2	2	2	2	2	2	39,634	40,697	41,526	42,045	42,822	43,962	2,000	1,800	1,500	1,600	2,000	1,700	1
8,180	500,000	1	1	1	46	-1	-1	-1	-2	-2	-1	10,678	6,914	813	17,280	26,162	2,518	6,944	813	17,280	26,162	2,534	2,553	0
8,181	140,000	1	2	1	28	0	0	0	0	0	0	110,384	106,389	97,978	98,857	101,264	103,524	3,729	3,539	3,538	4,000	4,097	3,631	1
8,182	140,000	2	2	2	23	-1	-1	-1	0	0	0	396	396	21,570	24,986	25,256	25,091	396	21,570	4,500	1,050	1,183	6,000	0
8,183	130,000	1	2	2	32	0	0	0	2	0	0	109,292	111,908	111,465	93,557	95,582	96,226	4,500	11,350	0	3,500	4,200	3,000	1
8,184	160,000	2	3	1	48	0	0	2	0	0	0	153,390	158,421	152,835	152,638	142,454	128,895	15,102	0	6,000	5,300	4,784	4,500	0
8,185	50,000	2	3	2	58	1	-1	2	0	0	0	0	9,587	8,845	8,867	9,074	9,254	10,587	331	317	350	331	500	0
8,186	20,000	1	3	1	41	0	0	0	2	0	0	13,225	13,655	14,461	13,221	12,591	12,631	1,700	2,100	0	458	1,000	1,000	1
8,187	360,000	2	2	1	42	0	0	0	0	0	0	118,368	124,934	131,328	137,605	140,729	146,194	10,000	10,000	10,000	5,500	8,000	6,000	0
8,188	160,000	2	2	1	51	0	0	0	2	0	0	67,610	69,908	78,087	75,255	78,593	59,816	4,000	10,000	0	5,000	3,000	3,000	1
8,189	250,000	2	1	1	37	-2	-1	2	2	-1	0	0	2,886	2,325	177	8,068	5,587	2,886	202	0	8,068	620	0	0
8,190	130,000	2	2	2	25	-2	-2	-2	-2	-2	-1	668	1,017	1,298	550	-286	55,138	1,200	1,300	964	1,698	60,549	5,000	1
8,191	190,000	1	1	2	36	1	2	2	2	2	2	153,364	149,482	160,000	155,932	166,414	169,625	0	13,000	0	13,000	6,100	0	1
8,192	180,000	2	2	2	25	-1	-1	-1	-1	-1	-1	2,984	154	2,111	1,027	596	589	154	2,115	1,027	596	589	1,115	0
8,193	80,000	1	2	2	43	0	0	0	0	0	0	78,144	78,940	80,238	50,642	50,533	50,758	3,318	3,463	1,600	1,770	50,000	1,753	0
8,194	240,000	1	1	2	40	-1	-1	-1	-1	-1	-1	1,643	7,060	650	4,770	2,515	37,405	8,000	5,000	5,000	0	40,000	22,669	0
8,195	50,000	1	2	2	35	0	0	0	0	0	0	48,064	49,399	49,943	18,568	18,740	19,036	2,500	2,000	1,000	1,000	1,000	1,000	0
8,196	160,000	2	2	2	50	-1	2	-1	0	-1	2	3,139	1,473	1,863	390	930	390	0	1,863	0	930	0	0	0
8,197	90,000	2	2	1	49	-2	-2	-2	-2	-2	-2	264	0	528	0	528	264	0	528	0	528	264	0	0
8,198	310,000	2	2	1	37	-2	-2	-2	-1	0	0	100,648	-2,000	3,500	159,028	162,372	165,588	716	6,000	159,028	5,899	5,921	6,130	0
8,199	60,000	1	1	2	27	0	0	0	0	2	2	39,068	40,107	41,137	43,644	44,498	45,417	1,970	2,000	3,500	1,700	1,800	0	0
8,200	240,000	1	1	2	29	0	0	0	0	0	-1	61,888	12,310	12,073	9,643	-8,074	108,493	5,022	4,014	113	6,423	120,000	15,000	0

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