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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
28,701	180,000	2	3	1	35	0	0	0	0	0	2	175,200	175,285	60,790	50,479	28,739	18,037	7,002	1,807	2,000	4,000	0	33,000	1
28,702	140,000	2	2	2	35	0	0	0	0	0	0	84,873	82,471	84,235	82,432	81,465	83,160	4,000	4,010	3,800	3,200	3,100	3,000	0
28,703	260,000	2	1	1	37	1	2	2	2	0	0	58,261	59,706	60,969	59,400	60,315	63,230	3,000	2,800	0	2,500	4,000	4,000	0
28,704	220,000	2	1	1	36	-2	-2	-2	-2	-2	-2	0	0	2,337	-602	-1,184	-2,047	0	2,337	58	0	0	3,500	0
28,705	100,000	2	3	1	42	-1	-1	-1	-1	-1	-1	1,651	631	3,611	631	631	0	631	3,611	631	631	0	2,113	0
28,706	280,000	2	1	1	39	-1	-1	-1	-1	-1	-2	1,451	9,152	335	2,300	0	0	9,152	335	2,322	0	0	9,436	0
28,707	100,000	2	2	2	40	-1	-1	-2	-2	-1	-1	1,573	-28	-28	-28	2,816	2,118	0	0	0	2,844	2,118	0	0
28,708	290,000	2	3	1	46	-1	0	0	-1	-1	0	73,612	44,236	3,253	766	168,322	169,676	2,207	1,000	766	168,342	7,000	5,100	0
28,709	360,000	2	1	1	48	0	0	0	0	0	0	202,783	202,036	202,918	202,197	199,002	197,781	10,000	10,000	10,000	7,500	8,000	8,000	0
28,710	290,000	2	3	1	46	0	0	0	0	0	-1	7,874	9,236	10,326	11,000	11,000	11,417	1,500	1,400	1,000	0	11,417	500	0
28,711	60,000	2	2	1	39	0	0	0	0	0	0	32,734	32,234	32,136	31,204	30,330	29,934	1,506	1,881	1,422	1,021	1,500	1,056	0
28,712	80,000	2	1	2	44	0	0	2	2	3	2	41,630	48,893	47,831	57,000	55,489	57,450	8,000	0	10,000	0	3,000	2,500	1
28,713	180,000	2	2	1	42	0	0	0	0	0	0	132,986	126,825	109,319	111,343	91,966	82,280	6,167	5,800	5,700	3,600	3,000	3,234	0
28,714	200,000	2	1	2	37	-1	-1	-1	-1	-1	-1	454	2,015	3,603	16,158	0	836	2,500	3,700	16,200	0	836	1,589	0
28,715	170,000	2	1	2	44	-1	-1	-1	-1	-1	-1	2,500	804	2,016	3,957	4,956	482	804	5,991	3,957	5,444	482	626	0
28,716	780,000	2	2	2	41	-2	-2	-2	-2	-2	-2	101,957	61,715	38,686	21,482	72,628	182,792	62,819	39,558	22,204	82,097	184,322	25,695	0
28,717	340,000	2	1	3	42	-1	-1	-1	-1	-1	0	139,808	176,743	34,402	205,931	265,431	270,237	873,552	1,215,471	889,043	621,000	20,000	145,000	0
28,718	200,000	2	5	1	39	-2	-2	-2	-2	-2	-2	20,218	25,242	3,930	0	0	0	25,267	3,930	0	0	0	0	0
28,719	350,000	2	1	1	45	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	291	291	291	291	291	0
28,720	360,000	2	2	1	39	0	0	-2	-1	0	0	366,965	-17,710	-17,706	301,085	307,035	63,451	12,709	1,393	319,494	13,079	2,438	2,599	1
28,721	130,000	2	2	1	41	-1	0	-1	-1	-1	-1	2,538	1,866	1,349	1,609	635	849	1,177	1,349	1,609	635	849	2,893	0
28,722	310,000	2	2	1	44	-1	0	0	0	0	0	67,423	67,729	113,788	106,919	100,656	93,846	10,000	56,000	5,000	4,000	3,300	5,000	0
28,723	110,000	2	2	1	46	0	0	0	0	0	0	107,281	109,551	48,942	49,959	50,951	52,019	4,560	1,808	1,825	1,817	1,882	1,893	0
28,724	260,000	2	2	1	44	1	-1	-1	-1	-1	-1	-6	1,100	2,527	1,698	0	5,062	1,106	2,527	1,698	0	5,062	0	0
28,725	290,000	2	1	1	44	-2	-2	-2	-2	-2	-2	7,886	9,636	10,060	3,946	7,388	4,482	9,636	10,060	3,948	7,388	4,482	8,106	0
28,726	200,000	2	1	1	37	-1	-1	0	-1	0	0	1,382	23,942	18,143	11,770	22,155	13,235	23,994	10,112	11,770	12,155	3,000	30,075	0
28,727	130,000	2	2	1	40	0	0	0	2	0	0	54,137	28,019	29,927	24,555	24,873	26,583	2,600	3,500	498	3,000	3,300	3,000	1
28,728	60,000	2	1	2	28	0	0	0	-1	-1	0	38,991	13,115	2,958	4,556	19,213	18,825	10,008	2,950	4,556	19,938	800	900	0
28,729	20,000	2	2	2	30	0	0	0	0	0	0	21,302	18,842	19,370	19,355	17,155	18,660	1,300	1,800	1,106	435	1,599	1,000	0
28,730	300,000	2	2	1	31	0	-1	-1	-1	0	0	3,565	316	316	17,597	15,257	9,482	316	316	17,597	2,000	2,690	2,000	0
28,731	70,000	2	3	1	39	0	0	0	0	0	2	124,493	125,680	129,498	131,216	136,744	133,413	4,800	5,900	6,000	9,200	0	4,859	0
28,732	240,000	2	2	1	35	-1	2	-1	-1	-1	-1	528	264	264	264	264	414	0	264	264	264	414	264	1
28,733	60,000	2	1	2	29	-1	-1	-1	-1	0	-1	5,557	7,587	7,058	8,127	4,557	2,992	7,587	8,028	8,127	15	2,992	7,695	0
28,734	240,000	2	1	2	28	1	-2	-1	-1	-1	-1	0	0	1,522	2,141	590	176	0	1,522	2,141	590	176	1,720	0
28,735	200,000	2	3	1	29	-1	-1	-2	-2	-2	-1	161	0	0	0	0	1,063	0	0	0	0	1,063	1,089	0
28,736	500,000	2	1	2	31	0	0	0	0	0	0	47,177	55,947	57,052	62,051	70,198	72,924	10,000	3,000	6,000	10,000	10,000	4,313	0
28,737	140,000	2	2	3	28	0	0	0	0	0	0	138,901	140,732	140,661	100,656	49,783	49,310	5,600	5,500	2,650	36,000	1,000	620	1
28,738	210,000	2	2	1	29	0	0	0	0	0	0	42,140	31,938	45,502	41,704	40,509	41,305	2,000	20,020	1,672	1,600	1,600	2,000	0
28,739	240,000	2	2	1	31	-1	-1	-1	-1	-1	-1	184	0	2,500	12,500	749	2,829	0	2,500	12,500	749	2,829	2,900	0
28,740	240,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	0	2,999	0	0	0	0	2,999	0	0	0	0	0
28,741	160,000	2	1	2	28	-2	2	0	0	0	0	4,145	3,930	5,859	10,299	11,825	13,121	0	2,000	5,008	3,007	2,000	2,000	0
28,742	50,000	2	1	2	29	0	0	0	0	0	0	28,889	21,803	20,990	16,236	9,759	8,789	1,368	1,330	1,160	330	314	364	0
28,743	400,000	2	1	2	29	-1	-1	0	0	0	0	16,666	62,545	98,214	84,142	70,732	68,674	62,545	53,704	4,142	5,010	66,676	66,660	0
28,744	440,000	2	2	2	29	-1	-1	-1	-1	0	0	23,147	88,848	42,045	400,321	229,680	265,404	70,554	45,213	400,972	5,456	100,267	7,530	0
28,745	150,000	2	1	1	30	0	0	0	0	0	2	114,797	117,393	120,002	122,013	131,426	134,676	4,500	4,500	4,000	11,000	5,000	3,500	0
28,746	100,000	2	2	1	27	1	-2	-2	-2	-2	-1	0	0	0	0	0	4,747	0	0	0	0	4,747	1,198	1
28,747	120,000	2	1	1	32	-1	-1	-1	-1	-1	0	497	0	1,085	193	1,549	1,549	0	1,085	193	1,549	0	787	0
28,748	50,000	2	2	1	28	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	0
28,749	150,000	2	1	2	32	2	2	2	2	0	0	118,348	120,800	123,379	122,881	123,954	131,543	5,900	6,000	3,000	4,600	9,800	5,100	1
28,750	360,000	2	1	2	30	-2	-2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	0
28,751	260,000	2	2	1	29	0	0	0	0	0	0	246,509	251,197	243,167	231,463	105,518	93,193	7,012	6,310	5,871	3,130	2,966	3,230	0
28,752	240,000	2	2	1	43	0	0	0	0	0	0	244,103	240,733	236,553	241,215	230,480	234,610	9,102	8,602	9,013	8,195	8,202	7,902	1
28,753	180,000	2	2	3	41	0	0	0	0	0	0	141,137	130,282	109,327	77,752	66,202	58,557	5,481	4,399	3,008	2,150	2,147	2,120	0
28,754	210,000	2	2	1	42	-1	-1	-1	-1	-1	-1	2,201	3,571	987	2,467	3,319	5,387	3,571	987	2,469	3,319	5,387	1,607	0
28,755	70,000	2	2	2	34	-1	-1	-1	-1	0	0	2,226	1,245	-1,000	11,019	11,632	7,864	1,245	0	12,019	1,000	157	7,851	0
28,756	500,000	2	1	2	35	0	0	0	0	0	0	3,994	11,230	10,925	11,795	14,384	15,806	11,160	1,244	1,114	2,703	3,435	402	0
28,757	500,000	2	2	2	48	-1	0	0	0	0	0	30,252	47,506	28,171	26,498	45,212	35,223	38,009	28,005	22,000	33,000	22,000	10,000	0
28,758	180,000	2	1	2	28	0	0	0	0	0	0	51,085	48,531	55,352	63,055	75,046	65,184	5,014	10,000	10,000	15,057	10,010	10,036	0
28,759	120,000	2	2	1	31	0	0	0	0	0	0	45,716	44,610	45,428	34,401	34,360	35,523	2,000	1,732	2,041	1,000	1,500	1,000	0
28,760	200,000	2	2	1	33	0	0	0	0	0	0	15,126	14,633	14,918	16,992	8,967	8,494	3,000	2,000	5,000	2,000	1,000	2,000	0
28,761	140,000	2	2	1	33	0	0	0	-2	-1	0	89,226	90,212	-1,037	-1,037	66,441	68,365	3,133	0	0	68,383	3,000	3,096	0
28,762	20,000	2	3	2	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,763	220,000	2	1	1	39	-1	-1	-1	-1	-1	-1	419	419	419	419	419	419	419	419	419	419	419	419	0
28,764	290,000	2	1	1	32	-2	-2	-2	-2	-2	-2	4,340	3,686	3,094	8,164	1,509	8,262	3,686	3,112	8,164	1,509	8,262	2,032	1
28,765	260,000	2	2	2	37	-1	-1	-1	-1	-1	-1	188	188	189	192	188	0	188	189	192	188	0	526	0
28,766	220,000	2	1	2	34	0	0	0	0	0	0	135,132	136,108	133,534	27,484	23,728	21,039	7,245	6,121	1,551	875	1,800	300	0
28,767	80,000	2	3	0	40	2	2	3	2	-1	-1	1,140	5,395	4,415	1,375	779	5,889	5,000	0	0	885	5,889	4,239	0
28,768	160,000	2	2	1	41	0	0	0	0	0	0	13,512	13,453	13,420	13,873	13,833	13,818	1,206	1,329	1,098	374	400	364	0
28,769	500,000	2	1	2	37	0	0	0	0	0	0	80,846	74,776	73,558	71,055	61,248	40,737	3,032	3,200	1,946	1,734	2,000	4,128	0
28,770	230,000	2	2	1	42	-2	-2	-1	-1	-1	0	-138	-69	231	4,749	33,389	34,928	0	300	4,749	38,000	5,000	3,000	0
28,771	120,000	2	3	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,772	360,000	2	1	1	38	-2	-2	-2	-2	-2	-2	2,410	7,830	4,024	6,643	1,947	2,066	7,954	4,044	6,715	1,956	2,076	2,003	0
28,773	220,000	2	1	2	39	-1	-1	-2	-1	-1	-1	300	-200	-200	4,040	4,040	-1,269	0	0	4,240	0	0	0	0
28,774	120,000	2	1	2	32	-1	2	0	-1	-1	-1	1,192	696	1,210	1,799	1,594	1,255	0	1,179	1,799	1,594	1,255	1,133	0
28,775	360,000	2	2	2	33	-1	-1	0	0	0	0	3,231	9,523	11,357	12,123	9,743	9,567	9,666	2,000	1,000	0	0	536	0
28,776	120,000	2	1	1	42	-1	-1	-1	-1	-1	-1	344	881	1,778	1,885	607	687	881	1,781	1,885	607	687	1,203	1
28,777	50,000	2	1	1	32	0	0	0	0	0	2	27,447	28,187	29,220	30,547	32,329	31,677	1,500	1,491	1,818	2,600	0	1,400	0
28,778	290,000	2	2	1	35	0	0	0	0	0	0	285,679	277,275	199,437	154,369	110,016	27,774	10,050	8,007	4,005	2,500	13,000	2,060	0
28,779	230,000	2	2	1	38	-1	0	0	0	0	0	1,129	2,117	2,283	3,227	4,227	4,616	1,029	1,056	1,000	1,000	389	215	0
28,780	200,000	2	1	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,781	370,000	2	6	1	48	0	0	0	0	0	0	250,264	252,955	254,111	257,816	255,491	255,320	10,004	9,498	10,827	9,002	9,040	9,004	0
28,782	50,000	1	2	2	40	0	0	0	0	0	0	60,131	49,486	41,463	39,577	32,474	32,303	3,000	2,000	2,174	2,000	2,000	1,500	0
28,783	50,000	2	5	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,784	20,000	2	3	2	44	0	0	0	0	0	0	18,783	19,660	14,561	15,017	15,119	4,077	1,230	1,354	1,200	302	82	83	0
28,785	260,000	2	1	1	36	0	0	2	0	0	0	131,971	139,305	89,200	79,702	79,025	79,997	10,000	0	3,012	3,000	3,000	4,000	0
28,786	230,000	2	5	1	42	-1	-1	-1	-1	-1	-1	390	390	390	390	240	930	390	390	390	240	1,080	0	0
28,787	200,000	2	2	1	36	-1	-1	-1	-1	0	-1	8,812	15,189	6,205	37,658	696	1,430	15,234	6,225	38,150	2	1,434	2,265	0
28,788	340,000	2	1	1	36	0	0	0	0	2	0	29,879	26,968	31,051	34,917	32,110	33,984	1,459	4,674	5,032	360	6,360	4,116	0
28,789	220,000	2	5	1	32	0	0	0	0	0	0	84,942	56,366	4,252	6,129	6,423	7,208	2,500	1,500	2,000	500	1,000	1,000	0
28,790	340,000	2	1	1	36	-1	-1	-1	-1	-1	0	4,490	4,834	17,716	12,010	14,111	6,995	4,834	17,716	12,636	14,111	0	5,666	0
28,791	200,000	2	3	1	42	-1	-1	-1	-2	-1	0	535	10,468	0	0	400	400	10,468	0	0	400	0	0	0
28,792	180,000	2	3	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,793	50,000	2	2	2	43	0	0	0	0	0	0	24,847	26,043	26,724	20,903	19,225	19,536	2,000	2,000	2,020	2,000	1,000	800	0
28,794	80,000	2	1	2	38	0	0	0	0	0	0	77,204	73,940	47,627	48,482	49,153	46,995	2,938	1,853	1,708	1,824	1,704	1,641	0
28,795	160,000	2	2	1	31	-1	-1	0	0	-2	-2	1,133	31,964	24,805	0	0	0	31,964	1,003	0	0	0	0	0
28,796	80,000	2	2	1	48	0	0	0	0	0	0	77,627	80,712	48,428	52,391	23,359	24,597	5,000	5,000	5,000	3,000	2,000	3,000	0
28,797	30,000	2	1	2	37	-1	-1	-1	-1	-1	-1	264	264	264	0	528	0	264	264	0	528	0	0	1
28,798	230,000	2	1	2	42	-2	-2	-2	-2	-2	-2	107	529	135	108	830	2,536	529	135	108	830	2,536	0	0
28,799	400,000	2	2	2	42	-1	-1	-1	-1	0	0	3,608	4,032	9,885	65,207	59,247	53,752	4,052	9,939	65,243	1,239	5,366	10,435	0
28,800	200,000	2	3	2	42	1	-1	-1	-1	-1	2	-105	5,237	2,297	-3,903	11,989	11,839	10,000	2,509	0	24,000	0	27,000	0

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