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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
2,101	260,000	2	2	1	34	0	0	0	0	0	0	135,489	138,509	138,076	110,044	111,906	104,073	5,007	5,003	5,004	4,052	4,010	3,835	0
2,102	140,000	2	1	2	35	2	2	2	2	2	2	56,528	57,973	58,679	59,379	60,636	61,656	2,800	2,100	2,100	2,200	2,000	2,400	0
2,103	10,000	2	3	1	53	1	4	3	2	2	2	4,479	4,272	4,064	3,856	4,390	4,171	0	0	0	900	0	900	1
2,104	180,000	1	1	2	30	0	0	0	0	0	0	139,804	136,528	57,096	52,694	50,276	52,945	7,000	6,000	3,500	3,500	3,500	3,900	0
2,105	250,000	1	1	1	71	0	0	0	0	0	0	177,484	177,946	159,849	145,461	141,487	147,705	6,243	5,446	4,721	4,385	7,805	200	0
2,106	20,000	1	1	2	23	-1	2	2	2	2	2	15,383	16,142	15,586	17,322	16,908	17,564	1,300	0	2,000	0	1,240	0	1
2,107	50,000	1	3	2	28	0	0	0	0	0	0	48,963	50,381	50,287	20,406	20,206	19,690	2,500	1,293	839	870	940	865	0
2,108	120,000	2	1	1	38	1	-2	-1	0	0	-2	0	0	4,050	4,050	0	0	0	4,051	0	0	7	7	0
2,109	160,000	2	2	1	49	1	2	2	2	2	2	58,943	60,210	60,755	59,180	62,835	61,670	2,800	2,120	0	4,611	0	2,213	0
2,110	60,000	2	2	2	22	0	0	-1	-1	0	0	11,718	4,878	18,347	15,707	18,976	6,355	1,000	37,325	20,800	3,500	1,232	113	0
2,111	130,000	1	2	2	31	0	0	0	0	0	0	116,437	112,881	96,191	88,934	90,633	91,459	4,911	3,533	3,301	3,607	5,516	7,020	0
2,112	320,000	1	2	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	700	860	0	0	0	700	860	2,420	1
2,113	50,000	2	2	1	43	0	0	0	0	0	0	35,268	34,807	31,071	30,258	29,579	28,396	1,600	1,400	1,500	1,200	1,500	1,200	0
2,114	50,000	1	2	2	33	0	0	0	0	0	0	48,058	49,348	41,707	29,358	29,860	30,461	2,097	1,456	1,200	1,100	1,076	1,200	1
2,115	70,000	2	2	1	44	2	2	2	2	2	2	12,662	13,661	13,145	14,123	13,754	14,724	1,500	0	1,200	0	1,200	0	1
2,116	80,000	2	2	1	44	0	0	0	0	0	0	76,992	73,036	17,576	5,616	25,439	25,833	2,000	1,000	4,554	21,000	1,000	1,000	0
2,117	230,000	1	2	2	27	-1	-1	-1	-1	0	0	416	568	1,427	14,947	13,255	8,226	568	1,427	14,947	437	1,000	900	1
2,118	20,000	1	3	2	43	-1	-1	2	0	0	0	390	1,736	1,170	780	780	0	1,736	0	0	0	0	0	1
2,119	20,000	2	3	2	39	0	0	2	2	3	2	12,241	16,020	16,457	20,906	20,289	20,407	4,000	1,000	4,750	0	600	0	0
2,120	360,000	1	2	2	42	0	-1	-1	-1	-1	-2	10,000	10,000	141	7,054	-2,946	-2,946	10,000	141	7,054	1,941	0	0	0
2,121	90,000	2	1	2	28	-2	-2	-1	0	0	0	-1,886	-2,086	34,347	35,042	46,098	46,658	0	36,633	1,328	11,696	1,350	1,337	0
2,122	160,000	2	2	1	34	2	2	2	0	0	0	77,290	72,681	66,526	66,893	66,637	67,877	4,500	2,500	3,000	3,000	4,000	2,305	0
2,123	50,000	1	1	2	36	1	2	2	2	0	0	49,845	51,215	47,074	18,853	19,405	19,237	2,505	2,300	0	1,000	800	1,000	0
2,124	220,000	2	1	2	27	0	0	0	0	0	0	164,855	168,607	152,765	152,953	156,065	145,846	6,102	7,000	6,500	5,573	7,000	8,000	0
2,125	350,000	1	1	2	42	2	0	0	0	0	0	320,982	322,788	272,799	117,867	117,518	119,718	12,618	11,127	4,327	4,261	4,150	4,153	1
2,126	120,000	2	1	2	29	-1	-1	-1	0	-1	-1	3,945	5,795	10,863	1,601	1,126	4,802	5,894	10,863	0	1,126	4,802	9,751	0
2,127	210,000	2	1	2	30	1	2	0	0	0	0	73,903	72,153	73,634	75,095	76,886	78,604	0	2,674	2,687	3,000	3,000	3,000	0
2,128	100,000	2	2	1	31	2	2	0	0	0	2	17,606	17,040	19,139	19,325	20,855	20,372	0	2,700	800	2,000	0	1,000	0
2,129	50,000	2	3	2	52	0	0	0	0	0	0	34,781	34,458	33,311	18,033	18,740	19,408	1,725	1,800	3,000	1,000	1,000	657	1
2,130	340,000	2	1	2	26	-1	0	0	0	0	-1	58,363	106,270	159,464	155,685	137,838	6,556	56,270	59,503	3,330	40	6,556	16,390	0
2,131	140,000	1	1	1	57	2	2	2	2	2	3	108,660	105,504	113,177	113,622	116,396	115,826	0	10,970	3,805	4,747	1,932	8,337	1
2,132	50,000	1	2	2	42	0	0	0	0	0	0	47,691	48,738	48,565	48,301	50,851	51,153	3,304	2,300	2,000	3,500	3,000	4,000	0
2,133	50,000	1	2	2	31	1	2	0	0	2	0	16,617	16,061	17,082	18,969	18,524	18,947	0	1,294	2,181	0	731	586	0
2,134	90,000	2	1	2	27	0	0	0	0	0	0	56,754	58,835	59,461	60,974	62,339	63,648	3,000	2,200	2,500	2,500	2,500	2,600	0
2,135	160,000	1	2	1	66	2	2	2	2	2	2	67,771	69,535	70,848	71,739	73,090	74,490	3,400	3,000	2,600	2,600	2,700	2,800	1
2,136	250,000	1	2	2	27	0	0	0	0	0	0	34,799	25,831	24,448	20,492	18,812	17,663	2,027	2,000	1,007	1,031	2,000	10,000	0
2,137	50,000	1	1	2	23	1	-2	-2	-2	-2	-1	0	0	0	0	0	19,553	0	0	0	0	19,553	389	0
2,138	300,000	2	2	1	36	0	0	0	0	0	0	141,486	79,474	80,813	111,116	13,534	10,379	6,000	5,000	30,303	2,011	856	1,010	0
2,139	230,000	2	2	2	34	1	-2	-2	-2	-1	0	-2	-2	-2	-2	794	796	0	0	0	796	2	0	0
2,140	260,000	1	1	1	43	1	-2	-2	-1	0	0	0	0	0	14,855	13,650	0	0	0	15,055	0	0	0	1
2,141	60,000	2	1	2	22	2	0	0	0	0	-1	58,841	60,970	58,082	59,882	19,663	29,343	3,700	1,400	2,000	500	30,000	1,100	0
2,142	140,000	1	3	1	41	-1	-1	-1	0	-1	-1	2,139	0	1,686	1,686	205	6,689	0	1,686	0	205	6,689	0	0
2,143	70,000	2	3	3	49	2	0	0	0	0	0	92,033	79,841	80,149	47,735	48,737	50,225	3,078	13,489	7,000	1,771	2,300	7,600	1
2,144	20,000	1	3	1	41	2	0	0	0	0	0	18,738	18,986	20,110	19,584	16,539	19,466	1,376	1,500	593	2,701	4,261	941	1
2,145	20,000	2	2	1	27	3	2	0	0	2	3	4,899	4,675	5,685	6,490	6,837	6,435	0	1,095	900	596	0	0	1
2,146	170,000	1	4	1	28	0	0	0	-1	-1	-1	171,098	166,176	169,759	11,760	0	4,902	14,000	5,695	11,760	0	4,902	6,000	0
2,147	150,000	2	3	0	55	-1	-1	-1	-1	-1	-1	1,080	17,493	9,160	2,939	3,396	1,870	17,498	9,160	2,939	3,396	1,870	6,800	0
2,148	50,000	1	2	2	26	0	0	2	0	0	0	13,117	16,887	16,323	16,752	17,229	18,931	4,000	0	1,000	900	2,000	379	0
2,149	60,000	1	1	1	49	2	0	0	0	0	0	60,289	57,426	25,820	25,793	28,224	28,968	1,580	1,500	1,100	3,000	1,200	1,100	1
2,150	230,000	2	1	2	29	-1	-1	-1	-1	-1	-1	1,960	11,055	2,269	9,818	690	5,369	11,055	2,269	9,818	690	5,369	4,285	0
2,151	100,000	1	2	2	30	0	0	0	0	0	-1	31,373	32,155	32,331	29,035	19,576	33,825	1,602	1,451	4	41	34,938	292	0
2,152	150,000	1	1	2	24	-1	-1	-1	-1	-1	-1	1,050	3,258	3,664	1,461	2,348	3,626	3,258	3,735	1,461	2,348	3,626	3,089	0
2,153	70,000	1	2	2	51	0	0	0	0	0	0	67,880	66,658	58,486	29,171	17,725	17,693	3,028	3,199	1,267	642	651	1,665	0
2,154	150,000	1	1	2	25	0	0	0	0	0	-1	52,952	95,134	31,578	26,089	16,624	5,107	60,086	2,000	2,000	5,000	6,000	9,000	0
2,155	50,000	2	2	2	25	0	0	0	0	0	0	23,529	27,889	22,800	21,930	23,183	17,613	4,820	1,500	1,000	2,000	1,000	500	0
2,156	110,000	2	1	2	29	2	2	2	2	2	2	95,690	105,101	105,676	106,506	103,591	109,276	11,000	3,800	4,000	0	8,800	0	1
2,157	290,000	2	1	2	25	0	0	0	0	0	0	305,823	303,701	296,384	248,801	241,983	230,925	15,000	10,500	10,000	15,000	7,844	23,333	1
2,158	310,000	2	2	2	42	0	0	0	0	0	0	128,166	102,808	94,484	95,087	80,331	66,813	3,844	5,000	5,000	6,000	6,000	7,000	0
2,159	80,000	2	2	1	38	0	0	0	0	0	0	74,236	63,120	53,897	54,292	55,430	57,011	2,125	2,000	2,000	2,010	2,500	1,336	0
2,160	220,000	1	1	1	54	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,161	230,000	2	2	1	62	0	0	0	0	0	0	167,635	170,085	172,204	173,045	176,163	179,625	6,474	7,726	5,601	6,100	6,427	6,000	0
2,162	360,000	1	1	1	52	0	0	0	0	0	0	236,171	228,951	220,826	191,655	162,435	132,093	8,500	7,800	6,665	5,670	4,461	3,100	0
2,163	320,000	1	1	1	48	-1	-1	-1	-1	-1	-2	25,840	13,260	13,217	17,967	-13	-13	13,326	13,289	18,064	0	0	0	0
2,164	20,000	1	1	2	30	0	0	2	0	0	0	14,406	20,653	19,995	19,391	19,120	19,158	6,500	84	7,171	1,000	1,000	2,000	0
2,165	360,000	2	2	2	35	-1	-1	-1	-1	-1	-1	61,793	79,467	26,943	148,307	71,373	7,406	79,651	26,943	148,307	71,373	7,406	3,021	0
2,166	360,000	2	2	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,167	440,000	2	1	1	37	-1	-1	0	-1	-1	-1	10,858	46,104	21,349	11,569	-1,401	1,773	50,004	20,000	12,000	0	3,773	0	0
2,168	400,000	1	2	1	49	2	2	2	2	3	2	175,904	179,579	186,539	196,029	192,680	195,226	8,000	11,500	14,100	4	6,804	5	1
2,169	180,000	1	2	1	35	1	2	0	0	0	0	32,082	31,293	31,570	33,370	33,370	0	0	1,400	2,200	0	0	0	0
2,170	230,000	2	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,171	200,000	2	1	2	29	0	0	0	0	0	0	9,078	11,612	12,100	13,900	15,900	0	3,000	1,500	2,000	2,000	0	0	0
2,172	230,000	1	1	1	34	0	0	0	0	0	0	22,954	11,225	10,669	13,498	12,482	9,949	1,700	1,380	8,000	1,000	4,000	1,000	0
2,173	50,000	1	2	1	53	0	0	0	0	0	0	47,824	48,954	46,716	18,685	19,076	19,466	1,948	1,835	669	692	707	695	0
2,174	270,000	1	1	2	36	-2	-2	-2	-2	-2	-2	15,986	16,635	15,913	14,192	10,559	7,672	2,008	1,513	1,019	515	302	3,050	0
2,175	440,000	2	2	2	29	0	0	0	0	0	0	485,921	234,046	214,092	201,210	186,455	169,455	20,000	7,822	8,000	6,000	16,000	4,000	0
2,176	340,000	1	1	1	53	-1	-1	-1	-2	-2	-1	3,780	3,295	1,461	1,903	1,492	4,409	3,295	1,461	1,903	1,492	4,409	3,396	0
2,177	320,000	1	2	2	35	0	0	0	0	0	0	12,233	16,490	20,011	17,918	18,627	19,167	7,000	4,100	1,000	1,000	1,000	1,000	0
2,178	500,000	2	2	2	36	-1	-1	-1	0	0	0	339	0	28,119	29,698	32,229	27,912	0	28,119	2,000	3,200	3,000	785	0
2,179	30,000	2	2	1	33	-1	-1	-1	0	0	0	29,568	3,663	26,539	28,352	17,596	7,576	3,701	27,209	5,024	523	1,000	0	0
2,180	120,000	2	3	2	55	0	0	0	0	0	0	102,735	80,762	77,846	77,404	75,056	75,951	3,000	3,000	2,655	2,664	3,000	3,000	0
2,181	310,000	1	1	2	37	0	0	0	0	0	0	10,513	11,228	12,222	12,468	11,809	12,044	1,193	1,187	433	428	431	445	0
2,182	110,000	2	3	2	31	0	-1	-1	-1	-1	-2	2,705	2,487	2,500	2,500	0	0	2,487	2,700	2,500	0	0	0	0
2,183	400,000	1	2	2	31	0	0	0	0	0	0	185,677	189,682	194,509	199,284	203,502	195,769	7,000	8,000	8,000	7,500	9,000	5,000	0
2,184	150,000	2	1	1	55	-1	-1	-1	-2	-2	-2	2,070	7,620	0	0	0	0	7,620	0	0	0	0	0	0
2,185	50,000	1	1	1	42	0	0	0	-2	-2	-2	47,454	30,680	-220	-1,000	-1,000	0	3,000	220	780	0	1,000	0	0
2,186	270,000	1	2	1	27	0	0	0	0	0	0	21,256	19,819	19,200	18,527	18,413	18,010	1,618	1,569	631	652	637	541	0
2,187	30,000	2	3	1	39	0	0	0	0	-1	0	14,517	3,670	3,280	2,890	15,839	13,680	2,500	2,500	2,500	15,839	666	0	1
2,188	30,000	1	1	1	57	0	0	2	3	2	0	23,978	26,749	28,085	27,344	26,768	27,454	3,478	2,073	0	0	1,129	1,163	1
2,189	20,000	1	2	2	24	0	-1	-1	-1	-1	-1	10,700	510	900	704	540	150	510	390	1,094	2,420	150	780	0
2,190	50,000	2	2	2	22	0	0	0	0	0	0	18,471	19,483	19,431	19,307	19,361	19,738	1,329	1,307	683	857	856	834	0
2,191	100,000	1	2	1	50	0	0	0	0	0	0	101,430	87,429	108,011	104,261	102,451	99,947	5,001	64,401	4,000	4,500	4,200	3,200	0
2,192	200,000	2	1	2	29	1	-2	-1	-1	-1	-1	0	0	3,941	16,405	-150	2,327	0	3,941	16,405	0	2,477	0	0
2,193	500,000	1	1	1	38	0	0	0	0	0	0	419,487	389,605	309,466	246,519	247,263	251,389	13,000	20,000	15,000	9,322	10,000	10,000	0
2,194	190,000	1	2	1	43	0	0	0	0	0	0	90,580	72,260	80,337	84,221	91,805	100,053	10,000	10,000	10,000	9,000	10,000	22,000	0
2,195	130,000	1	2	1	47	-1	-1	-1	-1	-1	-2	5,837	21,038	722	4,399	0	0	21,038	729	4,399	0	0	5,239	0
2,196	50,000	1	2	2	23	0	0	2	0	-1	-1	17,792	20,036	18,664	18,416	416	416	2,956	0	368	416	416	416	0
2,197	10,000	1	3	2	22	0	0	0	0	0	0	9,363	5,062	6,021	6,763	7,648	8,367	1,200	1,200	1,000	1,000	1,000	0	0
2,198	1,000,000	2	1	1	47	0	0	0	-1	0	0	964,511	983,931	535,020	891,586	927,171	961,664	50,784	50,723	896,040	50,000	50,000	50,256	0
2,199	150,000	2	3	1	35	-1	-1	-1	-1	-1	-1	11,500	4,998	4,996	4,998	4,998	49,398	4,998	4,996	5,000	4,998	49,398	4,552	0
2,200	20,000	1	2	1	37	0	0	-1	-1	-2	-1	17,219	14,640	19,400	0	0	17,666	2,000	19,400	0	0	17,666	0	1

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