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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
25,501	140,000	2	3	2	29	0	0	2	0	0	0	177,535	170,477	149,237	132,330	122,464	54,494	14,500	0	5,000	8,000	10,000	9,472	0
25,502	200,000	2	1	2	31	1	-1	-1	-2	-2	-2	0	896	0	0	0	0	896	0	0	0	0	0	0
25,503	250,000	2	1	1	31	-1	-1	-1	-1	-1	-1	2,198	7,404	3,186	5,161	0	13,714	7,404	3,186	5,161	0	13,714	3,224	0
25,504	260,000	2	1	1	32	1	-2	-2	-2	-1	-1	0	0	0	0	238	0	0	0	0	238	0	0	0
25,505	220,000	2	2	2	28	-1	-1	-2	-2	-2	-2	3,700	0	0	0	0	0	0	0	0	0	0	0	1
25,506	110,000	2	2	2	29	0	0	0	0	0	0	50,268	24,243	25,349	26,265	27,045	27,572	1,400	1,500	1,400	1,100	1,000	1,000	0
25,507	210,000	2	2	2	27	0	0	0	0	0	0	83,381	85,097	86,928	89,471	91,282	93,309	3,100	3,200	4,000	3,300	3,500	3,500	0
25,508	380,000	2	2	1	30	0	0	0	0	0	0	295,618	232,987	105,800	52,296	196,448	168,405	13,437	6,068	2,462	168,159	5,248	5,540	0
25,509	120,000	2	1	2	26	1	-1	-1	-1	-1	-2	-93	936	0	680	0	0	1,029	0	680	0	0	1,381	0
25,510	60,000	2	1	2	25	0	0	0	0	0	0	56,136	57,280	56,969	58,695	57,453	61,153	2,100	2,100	2,685	2,300	4,800	3,400	0
25,511	100,000	2	2	2	24	3	2	2	2	2	2	81,601	79,689	85,389	83,121	88,304	90,746	0	7,000	0	6,600	4,000	3,200	1
25,512	20,000	2	1	2	24	0	0	0	0	0	0	19,167	18,925	18,340	18,317	18,747	19,328	1,585	1,700	1,570	1,000	1,000	1,000	0
25,513	30,000	2	2	2	25	0	0	0	0	0	0	19,309	20,009	21,034	22,050	22,490	22,961	1,325	1,350	1,366	806	834	836	1
25,514	50,000	2	1	2	26	0	0	0	0	0	0	48,338	48,283	40,989	26,695	18,884	20,131	3,008	2,024	3,000	1,000	5,000	1,500	0
25,515	200,000	2	1	2	26	0	0	0	0	2	2	71,574	74,755	76,945	82,914	83,733	80,498	5,000	4,000	8,000	2,900	0	5,700	1
25,516	210,000	2	1	2	25	-1	-1	-1	-1	-1	-1	390	390	390	390	390	780	390	390	390	390	780	1,473	0
25,517	240,000	2	2	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,518	150,000	2	3	2	33	0	0	0	0	0	0	9,516	9,998	8,336	6,462	5,872	1,242	1,100	1,074	1,000	1,000	1,000	0	0
25,519	330,000	2	1	2	34	-2	-2	-2	-2	-2	-2	4,577	8,400	626	626	1,348	5,879	8,400	626	626	1,348	5,879	8,954	0
25,520	280,000	2	2	2	34	-1	-1	2	-1	-1	-1	38	34,163	32,800	131,200	3,950	0	34,163	0	131,200	3,950	0	716	0
25,521	210,000	2	1	2	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,522	400,000	2	1	1	34	-2	-2	-2	-2	-2	-2	10,000	9,791	-209	13,796	0	0	10,000	0	14,005	2,000	0	0	0
25,523	200,000	2	1	2	33	0	0	0	0	0	0	147,178	150,573	140,844	144,245	135,946	135,736	7,300	6,550	7,200	5,300	5,400	5,240	0
25,524	60,000	2	2	1	32	0	0	0	0	0	0	59,738	59,389	57,656	58,290	58,213	57,076	2,700	2,100	2,100	2,200	2,100	3,000	0
25,525	50,000	2	2	1	34	0	0	0	0	-2	-2	2,791	4,563	5,000	0	0	0	2,000	1,200	0	0	0	0	0
25,526	360,000	2	1	2	31	-2	-2	-2	-2	-2	-2	304	8,288	21,865	44,440	3,904	0	8,288	21,888	44,640	3,904	0	0	0
25,527	300,000	2	1	2	31	-2	-2	-2	-2	-2	-2	1,555	1,599	900	11,019	3,452	57,848	1,603	902	11,117	3,462	58,418	16,994	0
25,528	10,000	2	2	2	33	-2	-1	0	0	2	2	-216	2,784	5,723	8,607	8,336	10,209	3,000	3,000	3,000	0	2,000	0	0
25,529	420,000	2	1	1	32	-1	-1	-2	-2	-2	-2	8,871	358	0	0	20	0	358	0	0	20	0	0	0
25,530	220,000	2	3	2	32	0	0	0	0	0	0	209,259	192,365	184,198	171,391	178,742	164,793	7,000	15,000	6,000	10,000	10,000	7,000	0
25,531	130,000	2	2	1	34	2	2	2	2	2	2	28,967	30,776	33,071	32,336	34,186	34,588	2,500	3,000	0	2,600	1,000	1,500	1
25,532	200,000	2	1	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,533	50,000	2	1	2	33	2	2	2	2	2	2	31,652	34,207	35,666	34,798	36,208	37,466	3,400	2,301	0	2,300	2,000	2,000	0
25,534	300,000	2	2	1	33	0	0	0	0	0	0	248,832	255,686	262,075	276,110	279,623	285,719	11,000	12,000	20,002	10,002	11,002	26,002	0
25,535	120,000	2	2	1	44	-1	-1	-1	-1	-1	-1	390	0	780	337	1,234	0	0	780	337	1,234	0	0	1
25,536	360,000	2	1	2	35	-1	-1	-1	-1	0	0	1,475	13,466	17,584	17,354	37,703	22,490	14,200	17,631	17,741	25,203	10,000	216	0
25,537	50,000	2	3	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,538	230,000	2	1	2	37	1	-2	-2	-2	-1	2	-152	-152	-152	-152	42,668	130	0	0	0	42,820	0	1,000	0
25,539	50,000	2	2	1	37	0	0	0	0	0	0	48,596	39,623	28,964	9,522	2,650	-581	2,152	2,091	1,034	500	17	26,500	0
25,540	30,000	2	2	1	38	0	0	0	0	0	0	28,751	23,819	15,367	10,159	9,859	8,360	2,588	1,553	1,033	381	384	404	0
25,541	150,000	2	3	1	45	2	2	2	0	0	0	179,441	169,947	153,522	150,779	49,198	50,277	7,333	4	4,104	15,000	2,000	2,200	1
25,542	70,000	2	3	1	44	0	0	0	0	0	0	9,195	2,301	3,344	4,303	4,243	5,248	1,041	1,084	1,043	1,000	2,000	2,000	0
25,543	320,000	2	1	2	35	0	0	0	0	0	0	44,566	41,007	41,733	34,534	36,170	31,775	2,054	4,027	3,002	3,008	1,059	551	0
25,544	330,000	2	1	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,545	120,000	2	2	1	37	0	0	0	0	0	0	106,469	108,606	107,945	111,622	115,301	117,873	5,400	4,000	5,500	5,500	5,500	1,000	0
25,546	360,000	2	1	1	36	-2	-2	-2	-2	-2	-2	13,686	1,992	604	0	3,960	0	1,992	604	0	3,960	0	2,313	0
25,547	30,000	2	2	1	40	1	2	0	0	0	0	29,002	28,236	28,395	29,409	25,267	25,800	0	1,812	1,826	904	940	1,143	0
25,548	150,000	2	3	2	39	0	0	0	0	0	-1	60,115	48,412	37,033	25,032	12,500	12,500	1,662	1,783	1,282	250	12,500	12,500	0
25,549	30,000	2	2	2	49	2	2	2	2	2	2	17,667	18,577	17,991	20,182	19,560	21,241	1,500	0	2,500	0	2,000	0	1
25,550	150,000	2	2	1	46	0	0	0	0	0	0	77,066	68,414	41,692	30,936	31,021	-1,514	2,094	1,558	1,005	1,162	1,408	113,260	0
25,551	470,000	2	1	1	37	-1	0	0	0	0	0	12,572	5,363	5,660	42,003	39,994	41,816	5,305	3,500	38,007	3,000	3,507	2,500	0
25,552	410,000	2	2	1	42	0	0	0	0	0	0	407,873	412,650	415,917	389,659	342,329	344,974	18,026	18,026	14,095	12,037	15,026	13,026	0
25,553	390,000	2	3	2	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	498	1
25,554	320,000	2	2	1	37	0	0	0	0	0	0	202,442	187,475	164,694	148,160	132,230	121,191	8,211	6,100	6,094	5,035	4,446	5,028	0
25,555	450,000	2	3	2	40	-1	0	0	-1	-1	0	10,815	4,603	5,266	4,425	15,091	6,341	4,000	5,000	4,425	15,091	0	2,277	0
25,556	70,000	2	2	2	42	1	2	0	0	0	0	70,803	67,344	59,018	48,033	48,833	49,736	10	2,200	2,100	1,900	1,841	1,945	0
25,557	50,000	2	2	1	44	0	0	0	0	0	0	5,358	6,221	7,241	8,249	8,414	8,590	1,109	1,129	1,137	302	312	313	0
25,558	100,000	2	3	1	46	0	0	2	2	0	0	80,402	86,137	84,998	85,627	78,245	79,929	8,000	1,100	3,000	3,000	3,100	3,100	0
25,559	110,000	2	1	2	28	0	0	0	0	0	0	91,286	91,850	84,849	84,362	59,391	59,129	8,080	14,298	2,519	6,616	1,953	5,300	0
25,560	280,000	2	2	2	28	0	0	0	0	0	0	119,587	122,015	130,286	130,705	132,964	136,400	4,411	10,282	3,006	2,659	3,436	1,000	0
25,561	500,000	2	1	2	28	0	0	0	0	0	0	302,089	279,409	258,310	221,792	201,215	183,739	10,049	10,106	9,021	7,029	9,093	10,018	0
25,562	360,000	2	1	2	30	0	0	0	0	0	0	146,277	102,869	102,283	86,370	86,432	73,607	6,029	5,487	5,043	10,084	5,059	5,040	0
25,563	180,000	2	2	1	30	-1	2	2	-2	-1	0	2,759	2,414	0	0	1,245	546	13	0	0	1,245	0	0	0
25,564	480,000	2	2	2	31	0	0	0	0	0	0	241,989	217,460	242,500	185,344	164,256	168,433	9,960	30,902	7,410	6,368	7,323	5,837	0
25,565	450,000	2	1	1	39	-1	-1	-1	-1	-1	0	3,664	4,587	4,562	5,001	39,243	25,512	4,595	4,562	5,001	39,292	0	62,597	0
25,566	80,000	2	1	2	26	0	0	0	0	0	0	76,157	79,874	80,171	80,136	79,151	78,465	5,000	3,500	3,000	2,800	3,000	3,000	0
25,567	290,000	2	2	2	25	0	0	0	0	0	0	78,719	71,559	66,658	68,627	61,578	59,274	2,510	2,500	3,000	3,000	3,000	3,000	0
25,568	500,000	2	2	2	27	0	0	-1	0	0	0	195,140	190,529	135,943	128,438	106,591	85,215	11,613	176,596	6,506	5,178	3,031	3,466	0
25,569	200,000	2	1	1	37	-1	-1	-1	-1	0	0	9,212	0	261	8,203	13,203	9,691	0	261	8,203	5,000	0	13,185	0
25,570	130,000	2	3	1	43	2	3	2	2	2	2	19,690	19,085	18,491	20,579	19,950	21,625	0	0	2,400	0	2,000	0	1
25,571	360,000	2	2	2	34	0	0	0	0	0	0	282,674	277,569	246,380	236,139	241,056	246,297	12,200	10,500	8,500	8,750	9,200	9,800	0
25,572	300,000	2	2	1	34	0	0	0	0	0	0	59,900	62,391	66,156	66,621	68,030	70,101	3,500	5,017	5,000	2,000	2,500	8,128	0
25,573	70,000	2	2	2	41	0	0	0	0	0	0	72,593	72,526	70,138	51,781	29,117	29,264	4,000	36,500	2,300	1,500	2,000	3,000	1
25,574	80,000	2	3	1	44	-1	-1	-1	-1	-1	-1	817	1,131	817	1,907	1,962	1,865	1,131	1,000	1,907	2,000	2,000	700	0
25,575	30,000	2	1	2	36	2	2	2	0	0	0	23,338	25,747	25,048	26,060	26,578	27,133	3,120	0	1,433	951	983	1,099	1
25,576	280,000	2	2	2	30	0	0	0	0	0	0	237,345	195,808	369,761	197,666	152,084	149,887	12,873	135,477	6,480	4,026	4,153	3,014	0
25,577	210,000	1	3	2	46	0	0	0	0	0	0	46,743	50,936	53,107	53,717	53,255	55,160	5,000	4,000	2,350	2,000	3,000	3,000	0
25,578	80,000	2	3	1	41	0	0	0	0	0	0	59,184	58,316	56,942	58,004	59,187	61,950	2,665	2,108	2,051	2,092	3,690	2,371	0
25,579	260,000	2	1	2	37	-2	-1	-1	-1	-1	-1	3,821	1,316	2,609	1,017	1,012	959	1,316	2,609	1,017	1,012	959	935	0
25,580	120,000	2	3	1	36	0	0	0	0	0	0	9,826	10,838	11,876	12,853	13,109	13,015	1,181	1,219	1,196	452	460	463	1
25,581	150,000	2	1	2	32	2	0	0	0	0	2	35,099	35,601	36,488	35,729	38,117	37,259	1,887	2,003	2,000	3,419	13	2,088	0
25,582	180,000	2	2	1	31	1	-1	2	-1	0	0	0	200	100	300	200	499	200	0	300	0	399	100	0
25,583	140,000	2	2	1	34	-1	0	0	0	0	0	56,702	53,584	54,794	55,951	57,103	58,210	3,000	3,000	3,000	3,000	2,500	2,500	0
25,584	370,000	2	3	1	34	0	0	0	0	0	0	104,114	233,130	222,640	184,330	169,078	167,940	210,000	9,413	7,900	6,000	6,000	7,000	0
25,585	30,000	2	2	1	35	2	3	2	2	2	2	27,223	26,474	25,344	25,634	24,924	26,546	0	2,000	1,000	0	2,026	0	1
25,586	160,000	2	2	2	33	0	0	0	0	0	0	140,122	140,225	140,745	139,923	140,815	139,935	6,500	5,211	5,000	5,000	5,000	5,000	0
25,587	60,000	2	2	3	33	-1	-1	-1	2	-1	-1	4,260	780	390	390	390	390	780	390	0	390	390	2,405	1
25,588	230,000	2	1	1	34	2	2	2	2	2	2	186,163	190,784	195,724	198,707	201,634	205,949	9,000	9,300	7,500	7,500	7,500	7,500	1
25,589	80,000	2	2	1	37	0	0	0	0	0	0	69,767	73,197	44,195	45,458	48,679	49,895	5,000	3,000	2,000	4,000	2,000	2,000	0
25,590	360,000	2	2	1	37	-1	2	2	-2	-2	-2	5,748	550	0	0	0	0	0	0	0	0	0	0	0
25,591	130,000	2	2	1	42	2	2	2	0	0	0	130,623	131,926	128,380	126,792	103,497	96,991	6,400	0	4,535	3,900	4,300	3,700	1
25,592	500,000	2	1	2	35	-1	-1	-1	-1	0	-1	2,398	4,583	13,519	43,251	34,279	8,657	4,583	13,519	43,251	0	8,657	10,649	0
25,593	360,000	2	2	1	47	0	0	0	0	0	0	93,431	93,784	93,753	87,660	78,206	70,147	3,389	3,357	2,973	2,819	2,468	2,503	0
25,594	120,000	2	3	1	38	0	0	0	0	0	0	118,016	117,738	120,127	119,719	118,042	120,682	5,720	5,820	5,670	4,250	4,450	4,470	0
25,595	150,000	2	2	2	36	0	0	0	0	0	0	80,321	82,038	83,734	80,569	56,672	65,196	3,052	3,136	8,046	2,300	9,621	0	0
25,596	120,000	2	2	1	37	-1	-1	-2	-2	-2	-2	18,486	0	0	0	0	0	0	0	0	0	0	0	0
25,597	190,000	2	1	3	35	0	0	0	-1	-1	2	111,776	107,177	61,892	191,260	144,062	140,871	21,238	2,000	191,260	6,000	0	20,400	0
25,598	230,000	2	3	1	43	-2	-2	-2	-2	-2	-2	416	1,099	2,508	976	416	416	1,099	2,508	976	416	416	416	0
25,599	50,000	2	3	3	43	0	0	0	0	0	0	45,807	46,847	48,090	48,125	4,080	0	1,800	2,000	1,000	1,000	0	0	0
25,600	20,000	2	3	2	45	-1	-1	-1	-1	-1	0	390	350	360	370	780	390	350	400	400	800	0	390	0

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