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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
4,101	120,000	1	1	2	32	-1	-1	-1	-1	-1	-1	890	390	390	1,480	0	6,477	390	390	1,480	0	6,477	0	1
4,102	130,000	1	2	1	43	-2	-2	-2	-1	0	0	0	0	0	96,963	99,004	101,833	0	0	96,963	3,554	4,435	3,304	0
4,103	240,000	2	1	2	36	-1	-1	2	0	-1	2	5,367	6,959	6,649	5,149	13,750	5,777	6,959	15	0	7,013	0	726	1
4,104	90,000	2	2	2	26	0	0	0	0	0	0	11,181	11,237	9,442	5,318	11,928	15,558	3,194	8,823	0	7,000	6,660	10,000	0
4,105	210,000	1	2	2	25	2	0	0	0	2	0	7,474	8,625	3,511	4,950	4,727	5,494	1,500	1,500	1,500	0	1,000	1,000	1
4,106	90,000	2	2	2	23	-1	-1	0	0	0	0	803	16,983	18,644	12,718	12,984	13,247	16,983	2,000	500	424	431	1,000	0
4,107	420,000	2	1	1	40	-2	-2	-2	-2	-2	-2	1,794	7,748	2,950	17,827	23,711	63,784	7,786	2,965	18,048	23,831	64,101	30,731	0
4,108	290,000	1	1	1	63	0	0	0	0	0	2	183,800	187,658	193,030	195,356	207,180	211,614	6,820	8,500	7,020	15,000	8,000	0	1
4,109	390,000	1	1	2	29	0	0	2	0	0	0	43,062	47,142	46,088	47,016	48,332	62,205	5,100	0	2,000	2,071	15,000	2,300	0
4,110	230,000	1	1	2	32	-2	-2	-2	-2	-2	-2	489	0	1,257	0	1,169	641	0	1,257	0	1,169	641	0	0
4,111	90,000	2	2	1	29	0	0	0	0	0	0	13,770	14,024	9,232	4,173	4,408	5,846	1,522	3,010	1,500	1,500	1,500	2,000	0
4,112	280,000	2	2	1	45	1	-2	-1	-1	-2	-2	0	0	3,288	0	0	0	0	3,288	0	0	0	2,942	0
4,113	280,000	2	1	2	28	-2	-2	-2	-2	-2	-2	21,670	15,767	15,288	4,923	19,616	5,191	15,846	15,364	9,948	19,693	5,216	488	0
4,114	30,000	2	3	1	25	-2	-1	0	0	2	0	0	20,249	3,765	29,393	26,408	27,653	20,657	1,000	26,408	0	1,653	823	0
4,115	20,000	1	2	1	38	-1	0	0	0	0	0	18,596	19,245	19,744	14,999	15,121	19,283	1,342	1,231	524	741	5,000	1,000	0
4,116	180,000	2	1	1	43	-1	-1	-1	0	-1	-1	36,484	24,049	89,271	1,946	11,859	506	24,049	91,272	162	11,859	506	1,304	0
4,117	70,000	2	3	2	26	0	0	0	0	0	0	7,139	8,361	10,030	11,578	13,408	12,302	1,500	2,000	2,000	2,000	1,000	2,000	1
4,118	230,000	2	2	1	34	-1	-1	-1	-1	-1	-1	2,007	3,220	6,163	2,765	2,050	1,197	3,229	6,191	2,782	2,055	1,200	1,710	0
4,119	50,000	1	2	2	36	0	0	2	0	0	0	17,003	18,157	17,301	16,486	17,681	17,825	3,000	1,000	1,000	2,000	1,000	2,000	0
4,120	250,000	1	2	1	47	-1	-1	-1	-1	-1	-1	10,735	19,147	4,192	5,947	5,453	0	19,269	4,192	5,966	5,453	0	0	0
4,121	140,000	1	1	1	47	0	0	0	0	0	0	109,259	108,015	107,209	106,353	100,653	99,546	5,400	5,211	4,000	4,000	4,000	3,600	0
4,122	140,000	2	2	1	41	0	0	0	0	2	0	43,616	44,710	45,661	50,880	49,934	51,106	2,100	2,000	6,000	0	2,000	4,200	0
4,123	130,000	2	1	2	25	-1	-1	-1	-1	-1	-1	1,088	1,521	6,042	1,085	947	495	1,521	6,044	1,619	947	495	0	0
4,124	120,000	2	2	1	40	-2	-2	-2	-1	0	0	73,900	0	0	3,663	3,663	0	0	0	3,663	0	0	0	0
4,125	60,000	2	2	2	43	1	2	0	0	3	2	44,193	43,205	47,476	54,735	53,584	54,703	0	5,000	8,100	0	2,150	0	1
4,126	80,000	2	3	2	32	0	0	0	0	0	0	77,385	79,038	80,899	79,387	81,593	80,254	2,900	3,200	3,000	3,500	3,100	6,200	0
4,127	240,000	2	1	1	41	-1	-1	-1	-1	-1	-1	4,420	16,829	4,745	2,430	7,792	33,196	16,920	4,774	2,442	7,829	33,361	1,076	0
4,128	50,000	1	3	1	32	0	0	0	0	0	-2	46,727	47,973	48,990	49,261	0	0	2,000	2,005	1,745	0	0	0	1
4,129	270,000	2	1	2	33	-2	-2	-2	-2	-2	-2	12,091	0	6,743	338	0	432	0	6,743	338	0	432	3,042	0
4,130	170,000	2	1	1	52	-1	-1	2	-1	-1	-1	2,939	5,447	416	7,509	6,387	1,516	3,000	5	7,509	6,387	1,666	3,023	0
4,131	50,000	1	2	1	51	0	0	0	0	0	0	42,462	43,684	42,256	6,501	6,638	7,027	1,928	1,200	300	242	500	500	1
4,132	230,000	2	5	1	29	0	0	0	0	0	0	123,436	127,873	129,832	133,273	139,818	65,649	7,000	6,000	6,000	10,000	30,000	3,044	0
4,133	390,000	2	1	2	26	-2	-1	-1	0	0	0	5,044	1,248	199,466	200,701	210,885	213,137	1,248	201,925	6,195	30,000	8,000	8,000	0
4,134	200,000	2	2	1	39	0	0	2	0	0	0	151,955	158,956	149,765	131,741	134,488	137,240	9,201	5,000	4,500	4,600	4,700	5,319	1
4,135	500,000	2	2	1	27	0	0	0	0	0	0	174,725	178,556	182,274	185,523	183,530	187,150	6,630	6,831	6,500	6,500	6,500	5,900	0
4,136	30,000	2	1	2	25	3	2	0	0	0	0	14,190	12,900	11,006	5,584	5,268	4,112	0	2,046	0	0	0	915	1
4,137	450,000	2	1	2	33	-1	-1	-1	-1	-1	-1	30,627	3,693	6,696	2,461	4,192	4,378	4,008	6,696	5,000	4,192	4,378	71,100	0
4,138	50,000	1	2	2	25	0	0	-1	-1	-1	0	11,014	11,092	692	1,184	24,119	24,027	1,402	694	1,186	34,029	1,002	1,023	0
4,139	50,000	2	1	2	26	0	0	0	0	0	0	48,150	47,684	47,528	48,525	45,790	46,764	1,797	2,113	2,500	1,742	1,817	2,000	0
4,140	220,000	1	1	2	48	0	0	0	2	0	0	115,294	117,945	130,365	126,780	129,570	133,553	6,000	16,000	0	5,000	6,300	3,000	0
4,141	30,000	2	2	2	33	0	0	0	0	0	0	29,965	28,048	29,775	27,736	26,956	28,142	2,000	3,000	3,000	2,000	2,000	2,000	0
4,142	50,000	2	3	1	42	3	2	2	0	0	0	34,542	30,557	29,577	29,529	28,276	28,768	1,000	1,000	1,000	1,000	1,000	1,000	0
4,143	50,000	1	2	1	31	0	0	0	0	0	0	48,469	48,872	49,429	49,144	50,032	50,519	2,138	2,095	1,711	1,771	1,900	3,510	0
4,144	30,000	2	2	2	24	2	0	0	0	0	-2	28,510	28,481	28,045	27,259	0	0	2,000	1,200	0	0	0	0	1
4,145	200,000	2	1	2	42	-1	-1	2	-1	-1	-1	660	1,320	660	1,320	1,320	1,710	1,320	0	1,320	1,320	1,710	27,077	1
4,146	50,000	2	2	1	46	1	2	2	2	2	2	43,244	42,276	45,235	45,816	44,970	47,649	0	4,000	1,600	0	3,400	0	1
4,147	80,000	2	2	2	26	0	0	0	0	0	0	47,788	45,221	46,830	48,429	52,142	56,060	4,000	3,000	3,000	5,000	5,000	5,000	0
4,148	20,000	1	3	1	26	3	2	3	2	0	0	10,135	11,926	11,448	10,970	11,636	12,442	2,100	0	0	1,000	1,000	0	1
4,149	70,000	2	2	1	44	0	0	0	0	0	0	68,687	69,531	71,271	70,712	50,793	50,605	2,545	2,918	6,329	1,996	1,977	1,975	0
4,150	130,000	1	3	1	44	0	0	-2	-2	-2	-2	15,722	0	0	0	0	0	0	0	0	0	0	0	0
4,151	200,000	1	3	1	34	0	0	0	0	0	0	192,910	199,344	186,878	140,743	129,806	121,623	10,000	10,000	6,000	10,000	10,000	5,000	0
4,152	320,000	2	1	1	34	-2	-2	-2	-2	-2	-2	11,317	2,612	1,265	3,031	13,001	8,807	2,617	1,265	3,031	13,001	8,807	4,003	0
4,153	170,000	2	1	2	27	0	0	0	-1	0	0	61,785	17,848	14,000	124,208	122,955	116,191	3,848	4,000	124,208	5,000	5,000	5,000	0
4,154	280,000	2	1	2	30	-1	-1	-1	-1	-1	-1	8,527	13,219	10,132	29,142	20,644	1,647	13,244	10,157	29,187	20,669	3,003	3,250	0
4,155	10,000	2	2	2	34	0	0	0	0	0	-2	8,014	9,170	9,180	8,300	0	0	1,300	1,000	1,166	0	0	0	0
4,156	200,000	1	1	1	35	1	2	0	0	0	0	204,441	198,879	202,466	168,015	169,799	171,981	0	8,555	10,000	6,500	7,103	6,000	0
4,157	70,000	1	2	2	27	0	0	0	0	0	0	63,298	65,785	65,353	84,184	47,686	49,276	4,100	2,400	2,500	1,800	2,400	4,800	0
4,158	230,000	2	1	2	45	0	0	0	0	0	0	204,625	205,816	205,294	194,263	212,257	206,084	15,006	15,026	15,000	20,000	15,030	15,030	0
4,159	150,000	2	1	2	40	-1	-1	-1	-2	-1	-1	800	2,400	0	0	1,000	0	2,400	0	0	1,000	0	0	0
4,160	320,000	2	1	1	29	0	0	0	0	-1	-1	95,322	98,787	97,996	27,996	1,712	-216	5,000	2,000	2,000	2,000	0	10,000	0
4,161	50,000	1	1	2	25	4	4	4	4	3	2	35,906	37,038	38,151	37,264	36,396	35,659	2,000	2,000	0	0	0	3,001	0
4,162	200,000	2	2	1	44	1	2	2	2	0	0	2,667	2,478	6,406	6,216	5,258	7,002	0	4,000	14	2,000	2,000	2,000	1
4,163	200,000	1	2	1	39	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	1
4,164	160,000	2	2	2	29	-1	-1	-1	-1	-1	-2	2,248	-2	4,903	5,525	-10	-10	0	4,905	5,525	10	0	5,685	0
4,165	380,000	1	1	2	42	0	0	0	2	-1	0	1,837	4,791	6,697	2,700	1,218	1,533	3,000	2,000	0	1,218	700	500	0
4,166	50,000	1	2	1	51	0	0	0	2	2	6	11,583	16,051	25,725	25,017	34,385	33,248	5,000	10,000	0	10,000	0	10,000	1
4,167	500,000	2	2	1	51	-2	-2	-2	-2	-2	-2	8,864	1,462	18,653	45,391	1,460	580	1,462	18,661	45,402	1,460	580	1,588	0
4,168	150,000	1	3	1	34	0	0	0	0	0	0	38,808	39,879	40,589	41,551	42,420	43,105	2,000	1,674	1,636	1,690	1,544	1,751	0
4,169	90,000	1	2	2	33	0	0	0	0	0	0	56,291	58,385	60,412	61,710	63,020	64,274	3,000	3,000	2,300	2,300	2,300	2,379	1
4,170	60,000	1	2	3	46	0	0	2	2	2	2	24,677	26,963	28,210	27,473	29,176	28,242	3,000	2,000	0	2,289	0	1,500	1
4,171	140,000	1	1	2	27	-1	-1	-1	-1	-1	-1	13,497	15,680	3,400	3,218	16,478	4,078	15,688	4,000	3,218	17,000	4,500	4,448	0
4,172	220,000	2	1	2	40	-1	-1	-1	-1	-1	-1	13,654	12,312	23,031	7,229	3,942	2,132	12,312	23,031	7,234	3,942	2,132	5,809	0
4,173	450,000	1	3	2	41	0	0	0	0	0	0	262,138	242,290	221,480	201,670	181,345	160,000	10,027	8,517	7,020	6,821	6,027	5,010	0
4,174	200,000	1	2	1	48	0	0	-2	-2	-2	-2	205,150	0	0	0	0	0	0	0	0	0	0	0	0
4,175	140,000	2	1	2	34	0	0	2	0	0	0	30,996	33,690	33,430	32,768	29,701	24,377	3,200	1,500	1,800	2,000	2,000	1,000	1
4,176	290,000	2	1	1	46	0	0	0	0	0	0	6,615	8,494	10,336	15,127	19,685	29,275	2,000	2,000	5,000	5,000	10,000	5,000	1
4,177	260,000	1	1	2	34	0	0	0	0	0	0	87,281	96,870	115,398	146,597	159,844	145,729	15,000	20,084	50,029	20,139	15,147	12,025	0
4,178	60,000	2	1	2	27	0	0	0	0	0	0	61,015	58,160	51,237	29,999	28,972	29,444	3,016	5,011	1,005	1,000	14,000	3,104	0
4,179	280,000	1	1	2	31	-1	-1	-1	-1	-1	-1	12,740	17,239	14,496	16,185	8,962	8,756	17,352	14,575	16,266	9,007	8,800	20,947	0
4,180	310,000	2	3	1	40	0	0	0	0	0	0	69,569	71,437	71,464	72,299	50,967	51,153	3,366	2,400	2,212	1,985	2,422	1,407	0
4,181	80,000	2	3	1	50	0	0	0	0	0	0	6,627	9,503	11,966	14,493	20,328	23,506	3,000	3,000	3,000	8,000	3,506	3,000	0
4,182	150,000	2	1	2	33	0	-1	-1	-1	-1	-1	74,033	237	1,420	1,141	1,067	1,128	237	1,426	1,141	1,067	1,200	1,150	0
4,183	80,000	1	2	2	28	0	0	0	0	0	0	49,302	35,916	25,528	26,034	26,615	28,173	1,412	1,425	931	1,000	2,000	2,000	0
4,184	480,000	2	2	1	45	-1	-1	-1	-1	-1	-1	1,223	22,308	6,070	5,924	547	1,308	22,313	6,083	5,924	547	1,308	1,480	1
4,185	350,000	2	2	1	34	1	2	0	0	0	0	23,589	22,585	23,263	23,755	23,900	25,016	0	1,700	1,500	1,000	2,000	1,500	0
4,186	230,000	1	1	2	30	1	-2	-2	-2	-1	-1	0	0	0	0	625	514	0	0	0	625	514	3	0
4,187	180,000	1	3	2	46	0	0	0	0	0	0	109,114	71,952	16,765	14,611	16,209	25,653	2,835	1,500	1,000	2,000	10,000	20,000	0
4,188	50,000	1	2	1	32	0	0	0	0	0	0	50,764	50,428	49,564	21,002	20,230	19,462	2,200	1,500	1,500	2,000	1,700	2,000	1
4,189	310,000	2	2	1	43	1	2	2	2	2	2	266,629	270,414	264,482	280,240	285,805	272,059	9,500	0	20,000	10,000	0	9,755	1
4,190	10,000	1	1	1	41	0	0	3	2	2	2	6,859	9,751	9,451	9,169	10,056	8,559	3,000	0	0	1,002	0	500	0
4,191	280,000	1	1	2	25	0	0	0	0	0	0	9,895	7,402	7,701	8,951	6,916	8,790	3,011	3,007	3,019	2,004	3,044	93,462	0
4,192	50,000	1	2	2	52	0	0	0	0	0	0	50,557	49,214	50,156	20,186	17,966	19,659	2,283	2,225	1,008	757	2,601	700	1
4,193	50,000	2	2	2	51	2	0	0	2	2	2	10,728	11,751	13,247	12,737	13,732	13,362	1,504	2,000	0	1,200	0	494	1
4,194	10,000	2	1	2	22	1	3	2	2	2	2	8,352	8,078	7,800	8,672	8,388	9,248	0	0	1,000	0	1,000	0	0
4,195	290,000	1	1	1	43	0	0	0	0	0	0	294,475	295,310	290,951	237,255	241,778	236,917	12,021	11,212	8,503	9,047	9,003	10,014	0
4,196	240,000	1	1	2	33	1	-2	-2	-2	-2	-1	0	0	0	0	0	41,300	0	0	0	0	41,300	868	0
4,197	100,000	2	2	2	26	1	2	0	0	0	0	48,006	46,561	46,764	48,298	49,137	49,576	0	2,200	3,000	2,000	1,800	2,000	1
4,198	160,000	2	2	2	25	-1	-1	-1	-1	-1	-1	21,570	7,501	10,703	12,448	2,129	24,461	7,545	10,841	12,448	2,141	24,603	16,897	0
4,199	230,000	1	2	1	46	0	0	0	0	0	0	170,354	131,022	108,061	87,461	69,221	57,462	7,200	3,348	2,510	5,000	3,500	6,500	0
4,200	230,000	2	2	1	46	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	83	0

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