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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
5,101	360,000	2	1	1	48	-2	-2	-2	-2	-1	-1	2,119	-3	-3	-3	711	875	3	0	0	714	879	1,519	0
5,102	140,000	2	2	1	35	-1	-1	-1	-1	-1	-1	4,694	4,340	4,332	4,058	2,929	4,345	4,340	4,332	4,172	5,544	4,345	2,178	1
5,103	130,000	1	1	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,104	240,000	2	1	1	33	-2	-2	-1	0	-1	-1	9,187	4,740	5,240	7,795	3,771	1,891	5,005	5,240	4,101	3,771	1,891	46,438	0
5,105	70,000	2	3	2	40	0	0	0	0	0	0	60,525	60,932	60,190	25,126	24,718	27,726	14,011	14,494	6,019	7,010	8,007	5,008	0
5,106	80,000	1	2	3	45	0	0	0	0	0	0	28,219	29,276	30,210	30,505	31,184	28,641	1,816	1,750	1,045	1,123	1,038	2,008	0
5,107	20,000	2	5	3	35	0	0	0	0	0	0	17,962	17,858	17,972	16,592	15,369	16,247	1,336	1,211	1,500	1,300	1,500	1,000	0
5,108	180,000	2	2	2	29	0	0	0	2	0	0	172,271	179,760	180,488	142,201	141,826	125,974	11,600	9,635	0	5,245	5,172	3,726	1
5,109	80,000	1	2	2	25	0	0	0	0	0	0	63,771	62,642	60,005	53,384	55,060	54,583	2,500	2,500	1,900	2,500	2,500	2,000	0
5,110	300,000	2	2	2	39	0	0	-2	-2	-2	-2	8,386	341	341	341	341	343	341	341	341	341	343	1,977	0
5,111	70,000	1	2	2	31	0	0	-1	-1	-2	-2	62,737	40,745	1,880	0	0	0	4,030	2,500	0	0	0	0	0
5,112	180,000	2	1	1	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
5,113	150,000	1	2	1	33	0	0	2	2	2	2	87,721	87,396	79,424	76,350	79,721	77,028	7,200	3,000	0	6,000	0	3,000	0
5,114	30,000	2	3	2	36	2	2	2	2	2	2	25,437	26,734	26,011	27,353	26,776	28,620	2,000	0	2,078	0	2,291	0	1
5,115	180,000	2	1	2	24	0	0	0	0	0	0	130,780	121,531	112,378	93,411	95,559	94,356	4,700	4,500	3,300	3,600	3,900	3,500	0
5,116	20,000	1	2	2	31	5	4	3	4	3	2	21,763	21,145	20,930	20,182	19,836	11,998	0	549	0	0	0	0	0
5,117	30,000	1	2	2	29	2	2	2	0	0	0	20,501	25,151	24,453	24,849	25,399	27,020	5,000	0	1,100	1,100	2,200	1,200	0
5,118	500,000	1	1	2	38	-2	-2	-2	-2	-2	-2	0	2,326	1,164	0	0	0	2,326	1,164	0	0	0	28,666	1
5,119	290,000	2	1	2	29	0	0	0	0	0	0	62,029	46,716	39,340	22,587	24,219	26,647	3,000	2,000	2,000	2,000	3,000	2,000	0
5,120	500,000	2	2	1	47	0	0	0	0	0	0	182,516	104,838	112,662	66,679	70,090	73,728	5,000	10,000	5,000	5,000	5,000	5,000	0
5,121	150,000	1	2	2	37	-1	0	0	0	0	0	69,012	63,265	64,131	64,942	61,803	58,987	2,500	2,500	3,780	2,200	2,000	2,000	0
5,122	200,000	1	1	1	37	-1	2	-1	-1	-1	-1	446	123	123	200	123	280	0	123	200	123	280	151	1
5,123	50,000	2	2	2	23	0	0	0	2	0	0	20,821	11,864	13,094	12,434	12,429	12,505	1,190	2,000	0	600	594	610	0
5,124	180,000	2	1	1	47	1	-2	-1	-1	-2	-2	-12	-12	3,300	0	0	0	0	3,312	0	0	0	0	1
5,125	150,000	2	1	1	40	1	-1	-1	0	-1	-1	-15	17,671	14,517	1,870	3,495	0	17,686	14,517	0	3,495	0	21,754	0
5,126	210,000	2	2	2	34	1	-1	-1	-1	-1	-2	0	1,075	229	799	0	0	1,075	229	799	0	0	2,247	1
5,127	30,000	2	5	2	23	2	2	-1	-1	-1	-1	2,826	2,068	16,952	15,336	24,336	436	0	16,952	16,104	14,000	486	0	0
5,128	360,000	1	3	1	51	-1	-1	-1	-1	-1	-1	3,019	2,438	1,008	1,250	0	860	2,444	1,008	1,250	0	860	0	0
5,129	60,000	2	2	1	38	1	2	2	2	0	0	22,212	21,568	24,209	23,524	24,491	25,033	0	3,000	0	1,500	1,100	1,000	0
5,130	230,000	2	2	2	25	-1	-1	0	0	0	0	2,045	44,711	45,742	38,502	30,581	32,738	44,711	4,000	4,000	3,000	3,000	2,000	0
5,131	260,000	1	3	1	39	0	0	-1	-1	-1	2	3,518	0	2,551	-139	2,311	47	0	2,551	0	2,450	0	5,800	0
5,132	210,000	2	2	2	34	-1	-1	-1	-1	-1	-1	8,547	2,987	4,571	3,265	8,623	5,907	2,996	4,584	3,274	8,648	5,924	15,748	0
5,133	200,000	2	1	2	42	-1	-1	-1	-1	-1	-2	4,359	3,814	4,604	3,350	0	0	3,841	4,644	3,350	0	0	5,706	0
5,134	20,000	1	2	1	37	0	0	0	0	0	-2	16,436	17,584	18,166	8,190	8,190	0	1,418	1,000	3,144	0	0	0	0
5,135	30,000	1	3	2	53	2	0	0	0	0	0	28,033	28,675	28,997	29,214	28,933	29,134	1,788	1,500	1,173	1,100	1,100	1,000	0
5,136	180,000	2	1	2	32	2	2	2	2	2	2	73,618	76,990	78,181	82,645	84,739	83,282	4,500	3,000	5,700	3,500	0	3,200	1
5,137	50,000	1	2	1	28	2	0	0	0	0	0	42,435	44,030	43,979	31,508	16,519	19,231	3,000	2,000	2,000	2,000	3,000	1,000	1
5,138	200,000	1	3	1	43	0	0	0	0	0	0	146,206	150,404	154,977	157,166	160,870	164,101	5,404	5,854	5,000	5,000	4,600	5,000	0
5,139	140,000	2	1	2	27	0	0	0	0	0	0	16,437	18,848	21,209	25,503	27,918	37,186	3,000	3,000	5,000	3,000	10,000	4,000	0
5,140	250,000	2	1	2	42	-1	-1	-1	-1	-1	0	4,673	16,014	4,063	5,589	15,895	9,948	17,381	4,063	6,018	15,895	1,000	5,928	0
5,141	200,000	1	1	1	43	0	0	-1	0	0	0	202,225	-4,359	190,829	96,686	100,131	102,467	1,029	200,000	10,000	5,000	4,000	4,000	0
5,142	80,000	2	1	2	30	0	0	0	0	0	0	44,999	45,843	46,879	47,799	48,876	49,909	2,100	2,100	2,000	2,000	2,000	4,500	0
5,143	60,000	2	3	1	48	0	0	0	0	0	0	62,652	57,562	51,278	46,685	31,584	26,482	2,300	2,200	1,900	1,191	1,219	7,971	0
5,144	360,000	2	1	2	29	-1	2	-1	-1	0	-1	780	390	390	540	540	390	0	390	540	390	390	390	0
5,145	50,000	1	1	2	23	-1	-1	-1	-2	-2	-2	3,063	3,625	0	0	0	0	3,625	0	0	0	0	0	1
5,146	240,000	2	3	2	36	1	-2	-2	-2	-1	-1	-28	-28	-28	-28	1,522	6,820	0	0	0	1,550	6,900	4,100	0
5,147	330,000	2	2	2	30	-1	-1	-1	-1	-1	-1	13,204	12,500	865	15,387	5,945	896	12,500	865	15,500	6,000	896	0	1
5,148	50,000	2	2	2	25	1	2	2	2	2	2	13,750	15,224	14,687	16,135	15,737	17,316	2,000	0	2,000	0	2,000	0	1
5,149	110,000	1	3	2	33	1	2	0	0	0	-2	7,128	1,852	2,625	2,625	0	0	0	1,000	0	0	0	0	1
5,150	30,000	1	3	2	29	1	-2	-2	-2	-2	-1	0	0	0	0	0	7,035	0	0	0	0	7,035	0	1
5,151	20,000	1	2	1	36	1	2	2	0	0	0	5,566	6,527	6,274	6,470	7,366	8,044	1,200	0	300	1,000	800	0	1
5,152	20,000	1	1	2	43	0	0	2	-1	-1	0	13,361	18,302	13,348	512	18,141	11,575	6,020	141	1,048	23,261	134	0	1
5,153	160,000	1	1	2	31	0	0	0	0	0	0	136,809	77,080	160,336	92,820	91,449	89,559	6,000	5,000	15,000	5,000	7,000	10,000	0
5,154	80,000	1	2	2	24	0	0	0	0	0	0	79,047	81,120	69,986	46,965	46,518	47,330	3,837	2,800	2,008	1,700	2,000	1,800	0
5,155	180,000	2	1	1	47	-1	-1	-1	-1	-1	-1	8,059	11,622	16,379	9,795	8,414	6,557	11,680	16,466	9,844	8,456	6,589	5,823	0
5,156	80,000	1	2	2	27	-1	-1	-1	-1	2	-1	390	390	390	1,080	540	390	390	390	1,080	0	390	390	0
5,157	150,000	1	1	2	30	0	-1	-1	-1	-1	-2	4,785	2,087	1,200	4,100	0	0	2,087	1,212	4,100	0	0	0	0
5,158	130,000	1	1	2	29	0	0	0	0	0	0	81,907	83,620	85,327	87,021	88,843	90,618	3,034	3,096	3,112	3,222	3,250	3,357	1
5,159	240,000	1	3	2	32	-1	-1	-1	-1	-1	-1	4,717	11,980	0	473	11,483	11,886	11,980	0	473	11,483	11,886	690	0
5,160	400,000	2	1	2	28	-1	0	-1	0	0	0	1,416	1,548	22,085	21,021	19,761	12,613	1,052	22,085	420	56	687	800	0
5,161	500,000	1	2	2	32	-1	-1	-1	-1	0	-1	10,339	6,405	-4,617	16,879	5,195	290	6,405	99	22,480	0	580	36,753	0
5,162	20,000	1	1	2	22	0	0	2	0	0	0	18,523	17,889	16,473	19,004	19,254	16,287	3,500	0	3,000	574	539	342	1
5,163	240,000	1	1	2	35	-1	-1	-1	-1	-1	-1	446	2,852	-348	152	272	5,291	2,852	0	500	500	5,291	1,000	0
5,164	110,000	2	2	1	26	2	2	2	2	2	2	85,814	91,999	91,803	94,376	96,409	98,072	8,500	2,200	5,000	3,700	3,400	4,000	1
5,165	80,000	2	2	2	26	0	0	0	0	0	0	56,373	57,301	58,017	56,556	57,890	58,657	2,129	2,014	1,985	3,000	3,001	2,266	0
5,166	50,000	1	3	1	58	-2	-2	-2	-2	-2	-2	4,025	5,318	4,151	4,186	3,545	2,659	5,318	4,151	4,186	3,545	2,860	2,702	0
5,167	330,000	1	1	1	37	-1	-1	-1	-1	-2	-2	8,447	-1	176	0	0	0	0	177	0	0	0	0	0
5,168	200,000	1	3	1	40	0	0	0	0	0	0	187,431	192,558	196,537	76,167	76,810	72,039	8,124	8,339	5,004	2,961	2,579	2,761	0
5,169	230,000	2	5	1	32	-1	-1	-1	-1	-2	-2	11,000	0	8,100	-2,900	-2,900	-2,900	0	8,100	0	0	0	110,256	0
5,170	140,000	2	2	2	26	0	0	2	0	0	-1	28,282	148,806	139,462	125,046	46,364	83,460	125,000	6	4,578	1,427	87,179	26,291	1
5,171	360,000	1	2	1	34	1	-2	-2	-2	-2	-2	-62	-31	-31	-31	-31	-31	0	0	0	0	0	0	0
5,172	70,000	1	3	1	46	2	2	2	2	2	2	29,258	31,137	32,855	33,316	34,137	33,439	2,352	2,531	1,300	1,500	0	1,400	1
5,173	360,000	2	2	1	40	1	-2	-1	0	-1	-1	-242	-3,748	5,512	4,102	1,756	4,400	649	10,000	0	1,756	4,400	0	0
5,174	260,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,175	80,000	2	3	3	29	-1	0	0	0	0	0	76,121	70,109	58,186	56,234	53,229	45,519	2,456	2,053	1,812	1,819	1,686	1,224	0
5,176	180,000	2	2	2	48	-1	-1	-1	-1	-1	-1	10,000	10,000	10,000	10,000	20,000	10,338	10,000	10,000	10,000	20,000	10,338	20,894	0
5,177	190,000	2	1	2	30	-1	-1	-1	0	-1	-1	6,544	18,191	18,205	14,442	31,465	2,589	19,699	18,295	9,900	31,465	2,589	22,041	0
5,178	190,000	1	1	1	50	2	2	2	2	2	2	69,518	71,443	72,413	73,366	74,830	76,237	3,500	2,600	2,600	2,650	2,650	3,000	1
5,179	260,000	1	1	1	39	0	0	0	0	0	0	259,394	264,334	263,431	253,596	258,387	259,118	9,876	10,020	9,900	9,331	9,307	9,676	0
5,180	200,000	1	2	2	27	0	0	0	0	0	2	233,637	175,918	181,089	183,180	192,223	189,681	7,000	8,100	6,600	12,000	0	6,054	1
5,181	340,000	2	1	2	47	0	0	0	0	0	0	326,065	339,260	332,032	280,450	282,510	281,197	20,070	12,747	9,582	20,070	18,092	20,102	1
5,182	200,000	2	2	1	47	-1	-1	0	0	0	0	528	13,921	14,943	14,692	14,733	14,820	13,921	1,528	500	528	655	284	0
5,183	150,000	2	1	1	36	-1	-1	-1	-1	-1	-1	13,447	17,877	25,172	4,694	6,292	13,943	17,914	25,349	4,694	6,324	14,433	17,378	0
5,184	100,000	1	2	1	40	0	0	0	-1	-1	-1	99,958	76,554	58,610	9,779	12,273	2,701	2,975	2,789	9,779	12,273	3,105	16,828	0
5,185	100,000	2	2	1	45	0	0	2	0	0	0	87,590	103,301	100,818	75,860	77,656	78,274	17,200	247	3,000	3,000	3,000	3,000	1
5,186	200,000	2	5	2	34	-1	-1	-1	-1	-1	-1	13,943	8,943	1,662	2,553	1,977	3,175	8,964	1,662	2,553	1,977	3,175	1,804	0
5,187	230,000	1	1	2	39	0	0	0	0	-2	-2	38,395	39,943	20,650	0	0	0	2,500	2,000	0	0	0	0	0
5,188	200,000	1	1	1	40	-2	-2	-2	-2	-2	-2	-7	1,765	5,074	19,268	5,606	2,534	1,772	5,099	19,364	5,634	2,547	33,300	0
5,189	140,000	1	1	2	28	2	2	2	2	2	2	113,780	115,297	114,448	114,653	115,720	116,690	5,800	3,500	4,500	4,000	4,000	4,500	0
5,190	30,000	1	2	2	24	0	0	0	0	0	0	26,931	27,791	28,792	29,121	29,368	13,174	1,598	1,599	928	600	627	1,500	0
5,191	100,000	2	2	2	30	1	-2	-2	-1	2	0	0	0	0	1,378	1,209	3,174	0	0	1,378	0	2,000	2,000	0
5,192	50,000	1	2	1	41	-1	-1	-1	0	-1	-1	390	390	780	390	390	390	390	780	0	390	390	1,170	1
5,193	330,000	2	1	1	41	-1	-1	-2	-2	-2	-2	4,122	0	0	0	0	0	0	0	0	0	0	0	0
5,194	500,000	2	1	1	36	2	0	0	0	0	0	197,231	175,599	176,947	178,647	176,380	172,666	8,500	8,341	6,600	6,925	7,225	6,653	1
5,195	500,000	2	2	2	31	-2	-1	-1	-1	0	0	4,543	8,723	17,058	19,858	19,974	22,774	9,001	10,000	3,000	10,000	6,000	10,000	0
5,196	50,000	2	2	2	28	0	0	0	0	0	0	47,605	47,553	47,205	45,686	43,629	46,909	2,300	2,000	2,000	2,000	4,000	0	0
5,197	50,000	2	1	2	25	0	0	0	0	-1	0	16,762	19,126	13,918	8,239	6,376	10,077	4,029	4,031	3,000	6,376	5,000	0	0
5,198	50,000	2	2	1	42	0	0	0	0	0	0	47,971	47,627	47,750	48,194	48,111	48,664	2,087	2,100	1,900	1,900	1,900	1,900	0
5,199	20,000	1	2	1	51	0	0	2	0	0	0	16,849	18,686	18,877	19,252	19,415	19,954	2,116	800	682	701	858	394	0
5,200	70,000	2	3	2	24	1	2	2	0	0	0	69,346	70,864	68,645	28,929	28,597	28,237	3,200	13	1,008	1,103	1,100	850	0

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