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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
21,001	30,000	1	2	1	36	1	-1	-1	-1	0	0	0	780	0	1,170	780	0	780	0	1,170	0	0	0	0
21,002	280,000	1	3	1	40	2	0	0	0	0	0	178,220	184,848	188,411	191,291	189,029	192,023	10,000	9,000	8,000	6,738	6,974	7,600	1
21,003	260,000	1	2	1	37	0	0	0	0	0	0	128,602	118,109	21,557	23,186	14,117	15,797	3,203	6,015	5,055	2,011	4,078	4,522	0
21,004	200,000	1	2	2	32	2	0	0	0	-2	-2	160,106	162,743	81,890	0	0	0	7,600	4,000	0	0	0	0	1
21,005	80,000	1	2	2	32	2	0	0	0	0	2	79,237	65,301	67,253	67,352	74,448	72,928	3,000	4,005	2,500	10,000	0	5,000	1
21,006	200,000	1	1	2	45	0	0	0	0	0	0	14,027	16,016	16,905	11,791	7,983	6,327	5,006	3,024	2,017	173	1,002	3,197	0
21,007	20,000	1	5	1	28	0	0	0	-2	-2	-2	9,278	10,400	0	0	0	0	1,400	0	0	0	0	0	0
21,008	200,000	1	2	1	47	-1	-1	0	0	0	0	42,114	227,075	217,016	200,316	169,815	88,071	235,728	10,000	5,210	4,009	3,186	55,152	1
21,009	60,000	1	3	2	41	-1	-1	-1	-1	-1	-1	866	29,123	26,766	-1,644	6,398	5,556	29,687	30,000	0	20,009	10,000	10,000	0
21,010	50,000	1	2	1	38	0	0	0	0	0	0	46,509	47,072	47,637	44,429	27,279	27,318	2,000	2,000	2,000	944	1,118	1,000	0
21,011	50,000	1	2	1	42	0	0	0	-1	0	0	1,345	1,545	-306	18,394	18,760	19,166	1,000	0	18,700	663	700	820	0
21,012	50,000	1	2	2	41	0	0	0	0	0	0	50,516	44,187	20,314	19,707	19,566	19,916	2,721	1,750	1,200	1,000	1,000	1,000	0
21,013	200,000	1	3	2	43	3	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
21,014	130,000	1	3	2	38	2	2	0	0	0	0	114,726	107,602	106,907	94,152	96,365	97,413	20	4,544	3,200	3,500	3,585	2,519	1
21,015	130,000	1	2	2	41	0	0	0	0	0	0	131,762	106,130	66,523	55,678	20,290	14,802	3,466	2,781	1,702	602	492	515	1
21,016	50,000	1	2	2	32	-1	2	2	-1	-1	-2	780	390	0	780	0	0	0	0	780	0	0	0	1
21,017	160,000	1	1	2	33	2	2	2	0	0	0	146,129	158,066	156,898	154,725	115,841	111,615	15,000	4,000	8,000	4,000	4,000	4,000	1
21,018	50,000	1	2	2	32	1	2	2	0	0	0	48,793	50,194	49,101	47,549	48,817	45,928	2,500	0	1,800	2,000	2,000	2,000	1
21,019	10,000	1	2	2	46	0	0	0	0	0	0	8,866	9,844	9,319	18,202	9,287	0	1,143	1,218	1,000	372	0	0	0
21,020	200,000	1	2	2	35	0	0	0	0	0	0	87,750	89,618	91,499	93,317	96,110	98,906	3,000	3,000	3,000	4,000	4,000	5,000	0
21,021	360,000	1	1	2	38	-2	-2	-2	-2	-2	-2	12,325	14,118	38,645	5,235	4,710	6,392	14,123	38,722	5,235	4,710	6,392	12,576	0
21,022	230,000	1	1	1	37	-2	-2	-2	-2	-2	-2	1,464	1,742	3,267	800	2,458	1,880	1,742	3,267	800	2,458	1,880	2,414	0
21,023	200,000	1	1	2	34	-1	-1	-2	-2	-1	-1	3,253	3,969	-8	2,315	4,255	2,010	4,005	326	2,323	4,264	2,028	1,857	0
21,024	50,000	1	3	1	43	0	0	0	0	0	0	27,620	28,923	29,955	30,666	31,275	31,940	1,767	1,799	1,510	1,119	1,169	2,000	1
21,025	90,000	1	2	1	34	0	0	0	0	0	0	106,053	101,023	97,045	102,372	100,794	98,277	3,547	3,580	13,000	7,000	6,000	7,000	0
21,026	270,000	1	1	2	36	-2	-2	-2	-2	-2	-2	11,464	1,879	6,896	8,583	880	4,861	1,879	6,909	8,587	880	4,861	3,212	0
21,027	50,000	1	2	1	41	0	0	0	0	-2	-2	49,999	51,043	51,400	0	0	0	2,263	2,400	0	0	0	0	0
21,028	50,000	1	2	1	39	2	3	2	0	0	0	17,150	16,582	17,014	17,721	18,184	20,008	0	1,000	1,592	1,055	2,421	0	1
21,029	20,000	1	2	1	39	0	0	0	0	0	0	16,621	7,309	17,120	18,130	18,491	18,893	1,200	10,000	1,301	662	700	1,000	0
21,030	50,000	1	3	1	35	0	0	0	0	0	0	50,500	50,181	49,630	50,153	30,914	29,200	2,000	2,200	1,968	1,106	1,040	1,069	1
21,031	390,000	1	2	1	39	-1	2	-1	-1	0	0	7,831	3,844	5,797	7,657	4,086	5,795	8	5,806	7,667	95	5,804	4,721	0
21,032	50,000	1	2	2	36	4	3	2	0	0	0	51,689	50,567	48,454	49,843	51,355	29,276	3	0	2,183	2,695	29,276	4	0
21,033	160,000	1	3	2	38	1	-2	-2	-1	0	0	0	0	0	700	700	0	0	0	700	0	0	0	0
21,034	20,000	1	2	1	36	3	2	2	2	2	2	17,500	16,926	19,260	18,653	20,041	19,582	0	2,921	0	1,702	0	1,594	1
21,035	230,000	1	2	2	36	-2	-2	-2	-2	-2	-2	3,245	1,855	2,577	8,001	2,970	-1	1,864	2,590	8,039	2,984	0	381	0
21,036	50,000	1	1	2	46	0	0	0	0	0	0	49,386	49,487	50,401	49,148	30,036	29,873	2,000	2,500	2,040	2,000	1,037	2,000	0
21,037	50,000	1	3	2	40	0	0	0	0	2	2	55,397	55,877	57,335	59,595	55,949	51,225	2,000	2,356	3,494	2,000	0	1,725	0
21,038	80,000	1	3	1	37	0	0	0	0	0	0	51,925	51,544	49,430	46,864	46,473	48,191	3,018	2,113	3,007	2,000	3,000	20,000	0
21,039	240,000	1	2	1	42	-1	-1	-1	-1	0	0	795	1,916	1,530	2,961	5,962	7,336	1,921	1,534	2,961	3,001	2,024	1,000	0
21,040	90,000	1	3	1	39	0	0	0	0	0	0	93,757	91,359	88,616	56,887	46,700	47,272	4,000	2,625	2,511	1,501	1,391	1,393	1
21,041	260,000	1	3	1	44	0	0	0	0	0	0	250,416	257,987	260,104	253,488	145,630	148,720	11,000	7,100	135,546	4,500	4,590	4,501	0
21,042	50,000	1	2	2	47	0	0	0	0	0	0	48,017	47,913	49,225	18,858	19,166	19,834	2,488	2,800	1,610	918	1,214	468	0
21,043	350,000	1	1	1	41	0	0	0	0	0	0	24,297	25,299	26,329	27,343	27,886	28,470	1,411	1,441	1,455	998	1,033	1,038	0
21,044	20,000	1	2	2	42	0	0	0	0	0	0	15,717	16,724	18,051	18,759	19,132	19,684	1,276	1,603	1,311	684	860	874	0
21,045	110,000	1	3	1	41	0	0	0	0	0	0	53,497	51,110	48,995	46,772	33,220	31,858	2,510	2,509	2,031	1,507	2,032	1,521	0
21,046	80,000	1	3	1	34	-1	-1	0	0	-1	0	5,173	10,809	8,673	11,590	5,973	5,878	10,826	3,683	5,034	5,981	2,895	3,789	0
21,047	230,000	1	2	1	34	1	-2	-1	2	2	0	0	0	33	33	33	1,133	0	33	0	0	1,100	704	1
21,048	370,000	1	2	2	39	0	0	0	0	0	0	377,259	310,284	278,781	256,794	156,583	17,909	15,198	14,177	15,118	15,020	10,000	308,000	0
21,049	100,000	1	2	1	38	-1	-1	-1	2	0	0	7,798	864	3,302	2,430	805	3,415	864	2,438	821	1	3,110	2,206	1
21,050	490,000	1	2	2	35	2	2	0	0	0	0	427,020	370,428	337,432	286,247	256,618	188,154	0	13,932	11,771	10,187	8,013	7,014	1
21,051	50,000	1	2	2	42	2	2	2	2	-1	0	22,591	21,523	24,538	22,402	9,528	8,447	0	3,701	554	10,026	421	6,106	0
21,052	200,000	1	3	2	41	-2	-2	-2	-2	-2	-2	20,950	182	3,150	0	0	0	182	3,165	0	0	0	94	0
21,053	70,000	1	2	1	37	2	2	2	2	2	2	60,514	61,923	62,740	63,090	64,470	65,828	3,000	2,400	2,000	3,000	2,508	0	1
21,054	210,000	1	2	1	38	-1	-1	-1	-1	-1	-1	326	0	2,684	0	10,652	326	0	2,684	0	10,652	326	0	0
21,055	50,000	1	3	2	33	0	0	0	0	0	0	47,834	47,821	48,442	42,550	16,324	17,556	1,866	2,007	1,915	589	1,500	1,000	0
21,056	50,000	1	3	2	34	0	0	0	0	0	0	49,454	49,157	49,773	48,398	32,584	33,322	1,792	2,208	1,513	1,149	1,245	1,271	0
21,057	100,000	1	1	2	34	0	0	2	2	2	2	18,185	24,932	24,246	26,839	26,109	27,686	7,100	0	3,000	0	2,000	0	1
21,058	160,000	1	2	2	38	4	3	2	2	3	2	99,340	96,860	99,911	103,928	101,540	99,587	0	5,500	6,700	0	27	2,800	1
21,059	30,000	1	2	1	32	-2	-2	-2	-2	-2	-2	5,066	6,367	2,109	5,930	4,192	0	6,367	2,115	5,933	4,192	0	0	0
21,060	220,000	1	1	2	34	0	0	2	2	0	0	170,352	182,711	183,825	142,216	118,269	14,960	15,206	6,000	0	5,193	546	1,485	1
21,061	150,000	1	3	2	29	-1	-1	2	-1	-1	-1	820	3,191	1,965	1,300	936	901	3,431	0	1,300	936	901	911	0
21,062	300,000	1	2	2	31	0	0	0	0	0	0	281,829	285,038	291,480	298,378	131,103	128,742	10,208	12,507	15,056	5,027	5,007	5,063	0
21,063	390,000	1	2	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,064	180,000	1	1	1	36	-1	0	0	0	0	0	170,619	172,057	177,813	178,907	139,825	118,621	6,063	8,431	6,845	4,465	4,287	4,060	0
21,065	300,000	1	1	2	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,066	150,000	1	1	1	37	0	0	0	0	0	2	112,695	97,907	100,826	103,297	111,784	108,887	3,515	5,002	5,189	14,002	8	4,009	0
21,067	80,000	1	2	1	36	0	0	0	0	0	0	77,870	79,472	81,757	77,200	77,669	79,667	2,900	3,900	2,750	2,800	3,200	2,964	1
21,068	250,000	1	2	2	31	1	-2	-2	-2	-2	-1	0	0	0	0	0	1,026	0	0	0	0	1,026	1,026	0
21,069	350,000	1	1	1	37	-2	-2	-2	-2	-2	-2	916	1,123	604	4,523	617	1,902	1,133	607	4,545	620	1,911	4,690	0
21,070	380,000	1	1	1	40	0	0	0	0	0	0	231,759	233,357	236,292	237,176	236,379	239,221	10,000	9,000	10,021	10,000	10,000	10,000	0
21,071	450,000	1	1	2	34	-1	-1	-1	-1	-1	-1	583	-16	2,312	192	1,630	14,099	0	2,328	192	1,638	14,169	1,122	0
21,072	340,000	1	1	2	35	0	-1	-1	-1	0	-1	62,896	16,480	27,050	29,103	58,997	12,518	16,591	27,283	29,255	58,276	12,565	13,507	0
21,073	70,000	1	2	1	44	0	0	0	0	0	0	14,202	15,149	15,481	15,266	13,489	11,837	1,500	1,585	1,500	1,000	600	1,500	0
21,074	320,000	1	2	1	37	0	0	0	0	0	0	367,670	374,631	348,144	311,004	254,598	227,869	13,200	13,006	11,500	9,000	10,000	8,000	1
21,075	180,000	1	1	1	48	-1	-1	-1	-1	-1	0	325	1,260	325	1,000	1,100	1,100	1,260	325	1,000	1,100	0	0	0
21,076	360,000	1	1	1	43	0	-1	-1	-1	-2	-2	38,324	3,374	3,620	0	0	0	3,390	3,638	0	0	0	0	0
21,077	230,000	1	1	1	46	1	2	2	2	2	2	189,724	193,112	197,039	200,300	203,018	199,689	8,000	8,500	8,000	7,500	0	6,622	1
21,078	280,000	1	1	2	36	1	2	0	0	0	0	314,318	307,569	286,773	275,447	245,409	211,351	0	13,500	14,500	10,000	9,000	12,000	0
21,079	50,000	1	2	2	34	0	0	2	0	0	0	46,413	50,056	49,072	49,724	19,801	14,301	4,729	86	2,198	1,198	600	1,000	0
21,080	260,000	1	2	1	34	0	0	0	0	0	0	186,189	176,135	130,369	68,014	68,529	69,741	6,203	5,704	2,411	2,412	3,100	3,600	1
21,081	230,000	1	2	2	41	-1	0	0	0	0	0	23,216	25,548	23,769	17,270	13,903	1,953	10,014	1,602	1,017	332	9	3,626	0
21,082	240,000	1	1	2	41	-2	-2	-2	-2	-2	-2	-317	63,435	697	-3	635	1,269	63,752	700	0	638	1,275	421	0
21,083	140,000	1	1	1	44	0	0	0	2	0	0	90,547	92,536	96,535	98,041	100,504	103,874	3,500	5,500	4,000	5,000	5,000	5,000	0
21,084	360,000	1	1	1	43	0	-1	-1	-1	0	0	30,769	13,532	840	68,110	55,905	42,239	13,952	864	124,037	1,679	1,163	1,126	0
21,085	320,000	1	1	1	44	-1	-1	-1	-1	-1	-1	1,329	4,526	11,906	14,202	6,956	4,839	4,526	11,911	14,425	7,063	4,839	6,271	0
21,086	310,000	1	1	1	36	-1	-1	-1	-1	-1	-1	8,517	6,734	6,031	14,884	5,467	12,510	6,765	6,076	14,972	5,512	12,570	9,215	0
21,087	60,000	1	2	2	42	0	0	0	-1	0	0	78,291	70,154	69,940	60,170	29,261	30,233	3,000	1,405	60,941	1,056	2,100	1,101	0
21,088	380,000	1	2	1	38	0	0	0	0	0	0	365,427	363,267	372,261	375,423	359,527	361,201	14,008	17,000	13,070	15,000	13,000	14,000	0
21,089	40,000	1	5	2	37	0	0	0	0	-1	0	36,712	37,403	18,688	-620	32,760	12,500	1,596	1,006	0	17,000	2,000	780	0
21,090	150,000	1	2	1	40	0	0	0	0	0	-2	74,985	76,745	19,472	20,650	0	0	3,400	1,600	1,700	0	0	0	0
21,091	360,000	1	3	2	40	-1	-1	-1	0	0	0	2,569	316	4,919	5,559	5,353	5,401	316	4,919	1,000	110	1,025	2,684	0
21,092	200,000	1	1	1	36	-1	-1	-1	0	0	0	4,585	33,282	16,175	104,872	22,897	29,339	33,485	16,254	100,551	12,077	20,182	21,104	0
21,093	260,000	1	5	1	42	0	0	0	0	0	0	204,017	182,048	63,074	262,317	201,344	191,829	8,000	7,100	200,140	6,500	6,000	6,500	0
21,094	430,000	1	3	2	38	-2	-2	-2	-2	-2	-2	37,693	3,390	5,930	33,736	23,558	8,118	3,507	5,960	39,507	11,838	8,158	8,509	0
21,095	200,000	1	2	1	36	0	0	0	-2	-1	0	5,440	7,268	0	0	42,362	43,094	2,000	0	0	87,000	1,566	1,830	0
21,096	380,000	1	1	1	40	0	0	2	0	0	0	95,972	123,558	114,785	161,444	163,071	160,076	30,027	0	50,005	20,042	20,000	20,000	0
21,097	110,000	1	2	2	37	0	0	0	0	0	0	112,091	112,380	86,544	77,131	60,895	60,936	4,625	3,112	2,467	2,182	2,190	2,182	0
21,098	200,000	1	1	1	42	2	2	2	2	2	2	168,289	172,001	175,281	177,895	180,078	184,048	8,000	7,500	7,000	6,600	7,000	7,100	0
21,099	270,000	1	1	2	34	1	2	0	0	2	0	20,979	17,228	20,924	22,448	15,490	17,343	0	4,000	2,000	0	2,000	2,000	0
21,100	120,000	1	1	1	31	-1	-1	-1	-1	-1	-1	1,216	416	416	416	416	416	416	416	416	416	416	566	0

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