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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
24,101	30,000	1	2	2	24	0	0	0	2	0	0	14,597	15,614	18,246	17,660	17,768	18,151	1,568	3,200	0	700	670	1,500	1
24,102	20,000	1	3	1	27	-2	-2	-2	-2	-2	-2	-2,000	780	0	-1,000	0	1,222	2,780	2,000	1,000	1,000	1,222	1,800	0
24,103	50,000	1	2	1	29	1	2	0	0	0	2	23,451	22,781	24,108	25,203	26,681	26,117	0	2,000	1,800	2,200	0	2,250	1
24,104	460,000	1	1	2	29	0	0	0	0	0	0	428,369	436,349	449,078	457,587	240,651	245,605	16,833	21,000	20,000	8,000	8,000	8,100	0
24,105	340,000	1	2	1	30	-2	-1	0	0	0	0	326	7,132	16,684	25,749	30,085	30,406	7,132	10,000	10,000	5,000	1,007	6,000	0
24,106	10,000	1	2	2	23	0	0	0	0	0	0	4,304	5,324	6,509	7,313	6,469	6,988	1,100	1,279	1,083	500	1,000	1,000	0
24,107	50,000	1	2	2	24	0	0	0	0	2	0	11,772	13,014	11,199	12,693	10,764	10,031	1,469	1,600	2,000	0	350	509	0
24,108	110,000	1	2	2	24	0	0	0	0	0	0	74,349	70,338	71,796	73,253	74,138	75,691	3,101	3,187	3,244	2,700	2,748	3,331	0
24,109	50,000	1	2	2	22	2	2	2	0	0	0	45,614	50,781	45,429	28,927	19,896	19,475	5,991	41	1,617	816	1,003	1,004	0
24,110	100,000	1	1	2	27	-1	-1	-1	2	-1	0	194	678	1,032	516	998	482	1,000	1,032	0	998	0	800	1
24,111	80,000	1	1	2	27	-1	-1	-1	-1	-1	-1	400	600	600	100	900	2,934	600	600	100	900	2,934	0	0
24,112	500,000	1	2	2	28	0	0	0	0	0	0	33,758	33,048	45,422	46,483	39,598	40,622	1,626	13,000	2,100	37,000	1,234	3,512	0
24,113	360,000	1	1	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,114	280,000	1	2	1	29	-2	-2	-1	2	2	-2	-650	-650	2,057	650	3,072	3,330	0	2,707	3	3,072	3,330	499	0
24,115	300,000	1	2	1	29	0	0	0	0	0	-2	8,857	8,102	12,214	27,299	0	0	3,000	5,000	21,312	0	0	0	0
24,116	20,000	1	3	2	27	-1	-1	-1	-1	-2	-2	390	0	780	0	0	0	0	780	0	0	0	0	0
24,117	460,000	1	4	2	28	-1	-1	0	-1	-1	-1	1,358	55,022	50,394	3,917	1,695	22,231	55,071	1,263	3,934	1,702	22,238	513	0
24,118	500,000	1	1	2	28	0	0	0	0	0	0	92,442	96,905	111,219	251,573	300,336	269,964	7,036	20,042	150,122	75,182	11,486	11,162	0
24,119	500,000	1	1	2	27	0	0	0	0	0	0	252,881	224,633	486,367	616,836	250,600	296,217	30,032	271,636	30,876	60,044	50,539	100,562	0
24,120	360,000	1	1	2	28	-1	-1	0	0	0	0	9,179	10,977	14,190	16,328	17,383	17,194	10,977	8,500	4,000	1,700	371	1,150	0
24,121	50,000	1	2	2	27	-2	-2	-2	-2	-2	-2	3,043	2,432	3,754	11,985	19,332	0	2,446	3,754	12,053	19,332	0	0	0
24,122	30,000	1	1	2	29	0	0	-2	-1	0	0	27,720	0	0	22,015	22,649	24,583	0	0	22,015	1,000	2,300	1,200	0
24,123	140,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,124	50,000	1	1	2	29	-1	-1	-1	-1	-1	-1	759	360	360	360	360	360	360	360	360	360	360	360	0
24,125	20,000	1	1	2	29	0	0	0	0	0	0	22,819	19,296	20,183	20,036	19,965	20,061	1,700	2,000	1,600	1,000	1,500	1,000	0
24,126	20,000	1	3	1	29	0	0	0	0	-2	-2	14,171	11,136	20,649	-1,001	-1	-1	2,000	10,000	0	1,000	0	0	0
24,127	80,000	1	2	2	27	2	2	0	0	0	0	58,324	56,789	58,276	60,102	61,423	72,197	0	2,400	3,000	2,500	11,576	39	1
24,128	230,000	1	2	1	28	0	0	0	-1	0	0	231,357	233,543	99,033	237,008	184,695	185,116	10,000	7,000	237,008	6,488	6,605	6,800	0
24,129	110,000	1	2	2	27	0	0	0	0	0	0	107,339	109,029	106,974	97,327	60,454	59,062	3,873	5,051	3,645	1,984	3,000	2,356	0
24,130	90,000	1	2	2	27	0	0	0	0	0	0	64,497	49,929	41,498	36,492	24,636	5,298	2,297	2,406	1,400	493	106	0	0
24,131	200,000	1	1	2	28	2	-1	3	2	-1	-1	833	932	662	311	355	1,266	932	0	0	355	1,200	0	0
24,132	60,000	1	1	2	25	0	0	0	0	0	0	55,656	58,740	59,257	56,229	46,624	36,594	4,041	2,227	14,682	1,634	2,024	978	0
24,133	50,000	1	2	2	29	1	2	2	2	2	2	38,916	37,990	42,382	43,190	42,198	46,572	0	5,000	1,800	0	5,232	1,800	1
24,134	130,000	1	1	2	29	0	0	0	0	0	0	78,337	81,029	83,032	83,362	84,592	86,027	4,000	4,200	2,912	2,500	2,300	2,500	0
24,135	260,000	1	2	1	29	-1	0	-1	-1	-1	-1	30,903	1,520	1,593	149	1,959	1,255	1,200	1,758	152	1,960	1,255	4,460	0
24,136	180,000	2	4	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	2,150	0	0	0	0	2,150	0	1
24,137	240,000	1	2	2	29	0	0	0	0	0	0	90,440	92,433	94,548	96,375	98,453	100,549	3,500	3,600	3,500	3,500	3,500	3,500	0
24,138	150,000	1	0	2	28	0	0	0	0	-1	-1	15,855	27,241	20,818	9,864	3,957	2,205	18,056	4,065	1,058	3,976	2,216	0	0
24,139	260,000	1	1	2	28	-2	-2	-2	-2	-2	-2	825	650	825	644	819	1,294	650	1,000	644	1,000	1,300	825	0
24,140	100,000	1	1	2	29	-1	0	-1	-1	0	-1	711	1,141	210	780	390	930	1,000	780	1,930	0	930	0	1
24,141	50,000	1	2	2	29	0	0	2	0	0	0	13,778	15,837	16,285	17,009	18,223	18,778	2,600	1,000	1,300	1,500	1,000	1,000	0
24,142	150,000	1	1	2	27	0	0	0	0	0	0	149,340	152,460	141,196	105,802	106,478	107,096	10,000	6,040	5,750	3,000	5,000	35,000	0
24,143	40,000	1	1	2	27	0	0	0	0	0	0	33,077	34,055	32,644	29,645	22,930	0	1,554	3,071	1,384	1,047	0	0	0
24,144	20,000	1	2	2	24	0	0	0	0	0	0	17,172	18,179	19,061	20,182	19,982	19,482	1,597	1,479	1,600	400	0	298	0
24,145	30,000	1	1	2	28	0	0	0	0	0	0	29,234	29,383	29,851	29,978	29,378	29,230	2,000	2,000	2,000	1,200	1,500	3,000	0
24,146	280,000	1	1	2	28	-2	-2	-2	-2	-2	-2	10,296	1,820	0	5,970	8,628	2,036	3,543	1,195	5,970	8,628	2,306	768	0
24,147	430,000	1	1	2	29	0	0	0	0	0	0	402,396	384,100	375,827	330,644	353,036	355,121	14,000	13,400	30,696	53,036	12,752	15,980	0
24,148	70,000	1	2	2	29	0	0	0	0	0	2	17,103	18,312	19,516	20,685	22,142	23,340	1,500	1,500	1,500	1,800	1,700	0	1
24,149	30,000	1	3	2	29	0	0	0	0	0	0	27,904	28,547	29,398	29,864	30,115	15,818	1,500	1,700	1,500	1,010	1,000	1,000	0
24,150	30,000	1	2	2	27	0	0	0	-2	-2	-2	7,956	10,529	28,870	29,391	29,724	30,400	5,000	28,872	1,500	1,000	1,078	1,000	0
24,151	80,000	1	1	2	29	-1	-1	0	0	0	0	2,170	17,562	17,709	15,631	13,402	13,197	17,568	3,015	2,008	1,009	2,005	507	0
24,152	50,000	1	1	2	27	0	0	0	0	0	0	47,189	48,182	49,479	49,704	19,380	18,653	1,778	2,075	1,300	700	677	691	0
24,153	230,000	1	1	2	27	0	0	0	0	0	0	24,874	19,500	11,717	7,540	9,941	6,113	2,000	2,000	3,540	5,000	3,113	90,417	0
24,154	230,000	1	1	2	29	0	0	2	2	0	0	41,154	44,121	43,286	39,215	39,814	40,437	4,000	2,500	0	3,000	3,000	5,000	0
24,155	110,000	1	2	2	29	2	2	2	2	0	0	55,700	58,362	56,598	51,908	48,647	47,862	5,000	2,500	0	2,000	2,000	1,854	1
24,156	200,000	1	2	2	29	3	2	2	4	4	4	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
24,157	50,000	1	1	2	28	0	0	0	0	0	0	44,619	44,645	44,841	44,950	44,577	44,816	2,150	2,300	2,250	1,700	2,000	1,700	0
24,158	60,000	1	1	2	28	0	0	0	2	2	2	30,567	31,274	34,455	35,094	34,233	36,521	1,519	3,700	1,500	0	3,000	0	0
24,159	20,000	1	5	2	28	-1	-1	-1	-1	-1	-2	780	1,180	0	410	0	-2,000	1,180	0	410	1,000	2,000	2,000	0
24,160	320,000	1	2	2	29	2	0	0	0	0	0	172,655	168,256	165,530	161,152	158,468	145,399	10,000	10,000	10,000	10,000	20,000	0	0
24,161	220,000	1	1	2	28	0	0	0	0	0	0	150,544	155,328	156,136	158,416	161,212	156,790	12,000	6,000	6,000	6,000	6,000	12,000	0
24,162	470,000	1	1	2	29	-1	0	0	0	0	0	215,666	209,106	207,970	212,373	193,628	184,908	7,395	8,037	9,048	10,000	6,115	5,750	0
24,163	60,000	1	1	2	29	0	0	0	0	0	0	11,976	13,462	15,231	16,966	17,878	19,085	2,000	2,000	2,000	1,500	1,500	1,500	0
24,164	330,000	1	2	1	29	0	0	0	0	0	0	25,131	16,610	17,586	12,580	16,254	8,213	1,200	1,157	1,331	4,005	299	701	0
24,165	110,000	1	2	2	28	2	2	2	2	2	0	109,241	111,541	113,676	114,223	110,876	107,710	5,600	5,400	4,000	0	4,000	3,700	1
24,166	80,000	1	2	1	29	4	3	2	2	2	2	12,237	11,756	11,281	12,785	12,283	13,184	0	0	2,000	0	1,100	0	1
24,167	290,000	1	1	2	30	0	0	0	0	0	0	243,992	241,283	243,722	235,297	243,312	242,827	11,091	12,000	9,000	12,000	11,000	10,050	0
24,168	20,000	1	2	2	22	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
24,169	30,000	1	1	2	28	2	2	2	2	0	0	9,799	10,056	9,815	7,576	5,746	3,900	2,350	2,000	0	144	128	39	0
24,170	80,000	1	3	2	27	0	0	0	0	0	0	58,323	60,741	62,813	65,151	66,568	70,168	4,000	3,662	4,000	2,500	4,509	2,309	0
24,171	50,000	1	2	1	28	0	0	0	0	-2	-1	28,249	19,304	5,742	0	-30,481	58	1,196	2,000	8	0	40,058	49,163	1
24,172	150,000	1	2	2	28	-2	-1	-1	-1	-2	-2	88,609	4,635	2,160	-2	-2	-2	4,660	2,166	0	0	0	901	0
24,173	20,000	1	3	2	28	1	2	2	2	0	0	18,534	17,944	20,199	19,492	19,888	14,087	0	2,860	0	549	441	502	0
24,174	140,000	1	2	2	24	0	0	0	0	0	0	103,884	105,697	101,636	97,298	77,081	72,592	4,000	4,000	3,800	3,000	3,300	2,300	0
24,175	260,000	1	1	2	30	-1	0	0	0	0	0	182,329	181,133	177,351	175,130	182,154	188,264	10,000	10,000	10,000	10,000	10,000	17,000	0
24,176	120,000	1	2	2	30	-1	-1	-1	-1	-1	-1	2,494	1,991	1,497	998	697	-103	1,997	1,506	1,001	699	0	897	0
24,177	110,000	1	2	1	30	0	0	0	-1	2	2	35,283	26,000	9,000	63,853	59,308	60,576	1,500	1,500	63,853	1,500	2,062	0	0
24,178	140,000	1	1	2	30	0	0	0	0	0	0	132,970	136,435	138,696	139,673	141,573	140,474	6,334	6,600	5,500	4,821	5,188	5,600	0
24,179	100,000	1	1	2	27	1	2	0	0	0	0	108,762	101,941	99,264	90,972	100,306	100,536	25	4,902	4,118	30,018	5,060	3,663	0
24,180	360,000	1	1	2	30	-1	-1	-1	-1	0	0	9,939	14,212	44,803	118,712	34,244	21,269	14,226	46,012	129,567	685	425	4,137	0
24,181	70,000	1	2	1	30	0	0	0	0	0	0	68,671	60,808	62,648	46,342	46,904	48,558	2,500	3,182	1,800	1,300	2,000	2,000	0
24,182	210,000	1	1	1	30	0	0	0	0	0	0	129,890	135,229	106,382	79,423	78,981	81,884	12,112	4,513	3,400	5,000	5,000	10,000	0
24,183	200,000	1	2	2	30	-1	-1	-1	-1	-1	-1	15,140	18,028	16,456	15,370	14,966	16,230	18,044	16,474	15,392	14,972	16,240	14,960	0
24,184	200,000	1	2	2	28	0	0	0	0	0	0	162,439	92,626	73,816	79,033	79,539	80,584	4,000	3,000	6,500	3,013	5,000	3,000	0
24,185	160,000	1	1	2	28	0	0	0	0	0	0	157,921	144,659	154,012	151,403	115,731	113,635	6,000	25,409	30,000	5,000	5,000	4,500	0
24,186	120,000	1	1	2	31	1	-2	-2	-2	-1	-1	-190	-620	-1,050	-1,910	240	1,010	0	0	0	2,150	1,200	551	1
24,187	180,000	1	2	2	32	1	2	0	0	0	0	173,179	168,499	170,856	177,544	172,432	173,940	0	7,326	10,000	7,000	8,000	10,000	0
24,188	240,000	1	2	2	29	0	0	0	0	0	0	210,522	224,877	208,870	107,964	227,939	232,618	20,000	8,403	4,978	220,000	8,638	8,584	0
24,189	120,000	1	2	2	27	0	0	0	0	0	0	113,556	114,844	117,777	119,086	70,013	102,991	4,200	4,773	3,776	3,200	1,882	4,000	1
24,190	200,000	1	2	2	28	0	0	0	-1	-1	-1	99,216	100,142	34,162	712	712	862	5,300	3,000	8,712	712	862	704	0
24,191	280,000	1	1	1	30	0	0	0	0	0	0	166,037	166,291	162,992	134,154	161,057	167,490	12,126	39,102	5,000	30,000	10,000	10,000	0
24,192	20,000	1	3	1	30	0	0	-1	-1	-1	-2	16,925	12,216	1,179	1,536	-301	-301	1,000	1,179	1,536	0	0	0	1
24,193	20,000	1	2	1	30	1	2	2	2	2	2	17,005	15,451	18,067	17,469	19,905	19,763	0	2,874	0	2,712	1,566	818	1
24,194	260,000	1	2	2	29	-1	2	2	-2	-1	2	8,832	1,528	0	0	5,987	5,837	15	0	0	5,987	0	27,887	1
24,195	220,000	1	2	2	29	-1	-1	-1	-1	-1	-1	326	326	326	326	326	322	326	326	326	326	322	646	0
24,196	30,000	1	2	1	30	-2	-1	-1	-2	-2	-2	5,678	20,762	2,462	13,019	4,679	0	20,774	2,476	13,263	4,793	0	0	0
24,197	80,000	1	2	1	29	0	0	-1	-1	-1	0	80,832	40,283	317	401	34,985	37,004	2,000	450	500	35,000	3,000	2,000	0
24,198	80,000	1	2	2	30	2	2	2	2	2	2	66,995	67,794	69,607	70,864	71,902	73,407	2,500	3,500	3,000	2,800	2,800	0	1
24,199	140,000	1	1	2	30	-1	-1	-1	2	2	-1	1,800	1,885	4,158	2,021	-372	628	1,885	4,158	0	0	2,000	0	0
24,200	220,000	1	3	1	30	2	-1	-1	-1	-1	-1	780	390	0	780	0	780	390	0	780	0	780	390	1

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