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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
29,101	320,000	2	3	1	52	-2	-2	-2	-2	-2	-2	650	2,080	218	0	2,355	0	2,080	218	0	2,355	0	0	0
29,102	80,000	2	2	2	56	0	0	0	0	0	0	49,350	49,533	49,339	50,415	45,859	43,152	2,000	2,000	2,000	2,007	1,600	1,900	0
29,103	180,000	2	2	1	58	-2	-2	-2	-2	-2	-2	0	0	750	1,576	1,504	0	0	750	1,576	1,504	0	1,000	0
29,104	60,000	2	2	2	51	0	0	0	0	0	0	38,788	18,251	19,289	19,033	20,793	23,530	2,065	2,000	2,000	2,000	3,000	3,000	0
29,105	440,000	2	1	1	54	0	0	0	0	0	0	293,717	254,498	169,622	169,140	152,404	138,447	9,700	6,323	5,700	4,800	4,000	4,500	0
29,106	50,000	2	3	1	50	1	-1	3	2	2	-1	0	1,381	1,214	1,494	457	5,523	1,381	0	457	0	5,523	10,379	1
29,107	160,000	2	1	2	50	-2	-2	-2	-2	-2	-2	1,902	14,706	706	706	316	1,096	14,846	1,096	706	316	1,096	316	0
29,108	50,000	2	2	1	51	1	2	2	-2	-2	-2	4,746	4,496	0	0	0	0	0	0	0	0	0	0	0
29,109	50,000	2	3	2	57	2	2	-2	-2	-2	-2	50,525	0	0	0	0	0	0	0	0	0	0	0	1
29,110	140,000	2	1	2	54	1	3	2	2	2	2	17,962	17,381	18,104	17,516	18,721	18,280	0	1,300	0	1,500	0	1,900	1
29,111	80,000	2	3	1	57	0	0	0	0	0	0	80,297	65,002	62,321	43,303	40,866	40,573	3,410	13,800	3,557	1,620	1,520	1,805	0
29,112	300,000	2	3	0	53	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,113	40,000	2	3	1	60	0	0	0	0	0	0	14,019	15,780	18,519	21,058	8,204	9,899	2,000	3,000	3,000	6,000	2,000	2,000	0
29,114	30,000	2	2	1	54	0	0	0	0	0	0	38,866	29,432	33,364	30,149	27,028	29,261	2,000	4,501	2,396	4,000	3,076	1,068	1
29,115	300,000	2	3	1	50	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	4,886	1
29,116	20,000	2	2	1	59	3	2	3	2	2	4	8,803	11,137	10,672	11,201	12,721	11,946	2,800	0	1,000	2,000	0	0	1
29,117	20,000	2	3	2	54	0	0	0	0	0	0	13,543	14,308	16,856	18,073	18,773	19,166	1,300	2,800	1,500	1,000	695	1,000	0
29,118	140,000	2	2	1	56	0	0	0	0	-1	-1	123,460	85,778	89,255	82,800	16,800	5,367	5,000	5,000	4,132	16,800	5,367	2,000	0
29,119	200,000	2	3	1	49	2	-1	2	2	2	0	570	52,439	51,040	56,205	54,723	58,657	52,439	0	6,000	0	5,000	2,286	1
29,120	200,000	2	1	1	50	-1	2	2	-1	0	-1	2,070	3,250	0	1,500	750	750	2,500	0	2,250	0	750	845	0
29,121	400,000	2	2	2	50	-1	-1	2	-1	-1	-1	15,986	4,359	1,783	129	3,170	657	4,359	0	129	3,170	657	1,160	0
29,122	290,000	2	3	1	50	1	2	2	2	2	0	173,564	176,233	171,993	183,510	179,061	182,891	7,000	0	14,367	0	6,700	7,000	0
29,123	210,000	2	3	1	53	0	0	2	0	0	0	88,680	86,225	84,144	86,894	88,779	90,641	7,350	0	4,000	3,153	3,268	3,202	0
29,124	50,000	2	2	1	54	0	0	0	0	0	0	46,137	46,975	47,500	47,921	17,125	16,686	2,000	2,045	1,466	600	604	608	0
29,125	20,000	2	3	2	56	0	0	0	2	0	0	11,471	12,188	15,074	14,426	14,526	15,026	1,214	3,100	0	500	500	0	0
29,126	360,000	2	1	2	54	-1	-1	-1	-2	-1	-1	4,463	3,270	0	0	621	0	3,270	0	0	621	0	0	0
29,127	70,000	2	3	1	53	2	0	0	0	0	0	70,659	61,100	62,497	47,581	48,805	50,018	3,000	3,200	2,000	2,000	2,000	2,000	1
29,128	80,000	2	2	1	52	1	2	2	2	2	0	82,904	80,954	80,070	74,172	68,002	58,032	0	7,000	4,007	0	3,000	3,000	0
29,129	230,000	2	3	1	66	-2	-2	-2	-2	-2	-2	0	5,580	500	1,614	0	2,800	5,580	500	1,614	0	2,800	0	0
29,130	30,000	2	2	2	52	0	0	0	0	2	0	19,629	20,639	22,302	23,208	21,822	16,624	1,340	2,000	1,800	0	641	463	0
29,131	500,000	2	1	1	52	0	0	0	0	0	0	76,701	71,680	67,260	76,145	74,831	111,826	2,540	3,334	15,012	2,822	40,025	20,067	0
29,132	260,000	2	1	1	51	1	-1	-1	-1	-1	-2	0	2,000	558	218	0	0	2,000	558	218	0	0	0	0
29,133	330,000	2	1	1	58	-2	-2	-2	-2	-2	-2	880	2,304	0	440	0	115	2,304	0	440	0	115	0	1
29,134	350,000	2	1	1	59	-2	-2	-2	-2	-2	-2	0	0	0	0	0	42,800	0	0	0	0	42,800	0	0
29,135	200,000	2	5	1	50	-2	-2	-2	-2	-2	-2	0	1,882	1,312	0	0	0	1,882	1,325	0	0	0	0	0
29,136	130,000	2	2	2	52	0	0	0	0	0	0	124,007	124,919	119,553	116,530	113,962	113,972	6,000	5,000	4,214	4,500	5,000	4,200	0
29,137	610,000	2	3	1	50	-1	-1	-1	-1	-1	0	10,579	11,299	7,380	3,755	20,515	11,497	11,299	9,710	3,769	20,515	0	1,070	0
29,138	330,000	2	2	1	51	0	0	0	2	0	0	208,263	200,865	194,176	184,986	173,688	164,579	10,000	10,500	8,000	6,000	6,000	6,000	0
29,139	70,000	2	2	1	51	2	2	2	2	2	2	42,815	43,913	44,911	45,772	46,611	47,508	2,100	2,000	1,900	1,900	1,800	1,900	1
29,140	110,000	2	3	2	51	0	0	0	0	0	0	111,255	110,615	112,071	89,274	91,413	95,541	4,112	4,519	4,000	4,000	6,000	4,000	0
29,141	120,000	2	1	1	51	0	0	0	0	0	0	117,287	120,290	116,082	118,405	99,081	106,300	6,500	6,000	6,000	4,000	9,000	0	0
29,142	480,000	2	1	1	52	-2	-2	-2	-2	-2	-2	105,286	86,619	18,802	34,863	73,914	47,938	87,170	18,802	34,874	73,921	47,938	56,447	0
29,143	80,000	2	2	2	52	0	0	0	0	0	0	88,819	77,304	79,545	55,119	45,630	45,630	2,990	3,714	1,500	1,000	0	0	0
29,144	200,000	2	1	1	52	-1	-1	-1	-1	-1	-1	16,964	317	1,169	3,175	153	0	317	1,169	3,178	153	0	0	0
29,145	20,000	2	2	1	51	0	0	0	0	0	0	11,156	13,263	13,357	14,427	14,894	15,112	2,300	1,300	1,300	700	600	600	0
29,146	230,000	2	3	1	70	-1	0	0	0	0	0	183,500	147,525	147,391	149,904	151,816	103,443	7,000	5,500	7,000	6,066	4,000	5,000	1
29,147	40,000	2	3	2	52	0	0	0	0	0	0	31,960	33,429	34,887	35,607	36,514	37,921	2,000	2,000	1,600	1,500	2,000	3,200	0
29,148	350,000	2	2	1	56	-2	-2	-2	-2	-2	-2	1,966	14,440	13,176	9,399	10,477	10,775	14,515	13,316	9,446	10,529	10,829	12,876	0
29,149	360,000	2	2	1	56	-1	-1	-1	-2	-2	-2	919	2,374	-7	-7	-7	-7	2,385	0	0	0	0	0	0
29,150	30,000	2	3	1	67	2	2	2	0	0	0	27,943	30,734	28,092	29,112	29,555	28,536	3,580	0	1,800	1,200	1,083	1,200	0
29,151	360,000	2	2	1	61	2	0	0	0	0	0	353,176	353,782	303,494	260,113	263,229	268,446	13,869	11,644	12,307	9,474	9,662	9,794	1
29,152	30,000	2	3	1	60	3	2	2	7	7	7	1,950	1,950	1,950	1,950	1,950	1,950	0	0	0	0	0	0	1
29,153	120,000	2	3	1	61	1	2	0	0	0	0	121,709	78,369	61,849	57,737	59,174	60,651	99	8,800	2,700	3,000	2,600	2,200	1
29,154	20,000	2	3	1	56	0	0	0	0	0	0	19,774	14,990	14,071	15,512	17,081	21,108	2,009	2,000	2,000	2,000	5,016	11	0
29,155	140,000	2	1	1	56	3	2	2	3	3	3	450	450	450	450	1,450	1,150	0	0	0	1,000	0	0	1
29,156	20,000	2	2	1	59	1	2	0	0	0	-2	19,328	18,711	17,657	20,000	0	0	0	1,700	3,000	0	0	0	1
29,157	80,000	2	3	1	54	0	0	0	0	-1	-1	68,519	69,493	70,656	72,290	390	390	2,500	2,671	3,308	390	390	390	0
29,158	360,000	2	3	1	56	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	253	0
29,159	50,000	2	3	1	56	0	0	0	0	0	-1	45,652	44,037	40,517	29,734	16,198	16,669	1,734	5,000	1,000	10,160	16,669	692	0
29,160	150,000	2	1	1	55	-1	-1	-1	-1	0	-1	14,149	18,734	17,822	32,353	25,007	16,708	18,734	18,040	32,353	25,000	16,708	168,381	0
29,161	20,000	2	2	2	53	2	4	4	3	3	2	17,474	18,396	17,826	18,547	19,118	18,679	1,500	0	1,300	1,170	0	1,600	0
29,162	10,000	2	3	2	53	2	2	2	2	0	0	9,917	6,615	8,355	8,000	9,000	10,000	3,400	2,000	0	1,000	1,000	9,000	1
29,163	100,000	2	2	2	56	-2	-1	2	-1	-1	-1	390	780	390	390	3,863	390	780	0	390	3,863	390	390	0
29,164	360,000	2	3	1	73	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,165	170,000	2	2	2	53	-2	-2	-2	-2	-2	-2	784	605	826	500	0	487	605	826	550	0	487	0	0
29,166	70,000	2	3	1	55	0	0	0	0	0	0	68,467	64,657	55,201	26,213	26,734	27,304	2,249	1,519	1,435	956	1,000	1,060	0
29,167	30,000	2	3	1	53	0	0	0	0	0	0	8,615	9,960	11,492	12,391	12,891	9,069	1,500	1,700	1,500	500	1,000	0	0
29,168	80,000	2	1	2	54	0	0	0	0	0	0	78,294	79,247	74,954	79,356	48,981	46,848	3,500	5,608	8,000	1,205	1,500	2,000	1
29,169	100,000	2	3	2	58	0	0	0	0	0	0	98,067	96,802	97,177	99,043	74,453	76,252	4,600	5,000	4,600	3,000	3,000	3,000	0
29,170	20,000	2	3	1	56	1	3	2	2	0	0	9,061	8,769	9,680	9,376	9,720	10,962	0	1,200	0	500	1,400	0	1
29,171	60,000	2	2	2	53	1	2	0	0	0	2	8,735	8,448	9,156	10,226	12,041	11,704	0	1,000	1,226	2,000	0	1,100	1
29,172	510,000	2	3	1	61	0	0	0	2	0	0	187,070	181,733	192,903	181,801	178,179	223,100	8,500	17,000	0	6,508	50,000	7,000	0
29,173	260,000	2	3	1	54	-1	-1	-2	-2	-2	-2	9,760	5,465	2,504	15,809	3,756	9,560	5,484	2,504	16,593	3,764	11,092	963	0
29,174	360,000	2	1	1	64	-2	-2	-2	-2	-1	-1	0	4,900	0	0	5,640	0	4,900	0	0	5,640	0	0	0
29,175	300,000	2	2	1	53	-2	-2	-2	-2	-2	-2	7,733	7,424	8,042	7,733	7,733	7,733	7,424	8,351	7,733	7,733	7,733	7,733	0
29,176	160,000	2	3	1	74	0	0	0	-1	-1	-1	79,201	69,376	66,192	16,905	0	19,789	3,783	2,268	16,905	0	19,789	26,442	0
29,177	240,000	2	2	1	56	3	2	2	-2	-2	-2	2,500	2,500	0	0	0	0	0	0	0	0	0	0	1
29,178	150,000	2	3	2	58	2	0	0	0	0	0	152,767	152,319	120,458	98,302	69,424	70,906	6,251	5,000	3,903	2,500	2,600	2,600	0
29,179	90,000	2	3	2	60	-1	-1	-1	0	0	0	1,933	63,201	5,322	27,878	27,243	27,799	63,201	5,322	26,400	545	556	1,274	0
29,180	500,000	2	2	1	73	-2	-2	-2	-2	-2	-2	0	2,826	2,652	2,835	8,896	3,850	2,826	2,652	2,835	8,896	3,850	711	1
29,181	140,000	2	2	1	60	2	2	0	0	0	0	113,079	109,796	112,144	114,789	115,590	118,221	0	5,600	6,000	4,200	4,500	4,600	1
29,182	170,000	2	3	1	57	0	0	0	0	0	0	163,452	163,148	161,315	164,366	124,387	120,529	7,300	8,000	7,800	4,600	5,000	5,100	0
29,183	280,000	2	1	1	56	-2	-2	-2	-2	-2	-2	4,320	4,789	9,957	12,492	3,464	3,936	4,811	9,957	12,492	3,469	3,936	3,845	0
29,184	30,000	1	1	2	30	0	0	0	0	0	0	26,061	27,104	28,076	25,991	25,429	26,234	1,780	1,752	1,666	800	1,161	3,128	0
29,185	120,000	1	1	2	34	-1	-1	2	-1	-1	-2	646	1,278	639	621	-18	-18	1,271	0	621	0	0	0	1
29,186	50,000	2	3	2	55	2	0	0	0	0	0	13,741	14,750	15,774	17,087	17,119	17,602	1,243	1,267	1,580	612	758	700	0
29,187	80,000	1	2	2	41	0	0	0	2	0	0	60,588	61,369	44,810	43,766	44,636	93,074	2,505	3,745	0	1,571	2,627	1,662	0
29,188	180,000	1	2	2	29	0	0	0	0	0	0	177,554	175,969	174,812	177,252	129,190	130,431	6,500	7,000	7,100	5,000	5,000	5,000	0
29,189	400,000	1	2	2	26	1	-1	-1	-1	-1	-1	938	348	292	12,677	1,650	1,516	350	292	12,677	1,650	1,516	12,017	0
29,190	50,000	1	1	2	28	0	0	3	2	2	0	13,258	18,647	18,064	19,462	18,854	20,380	5,635	0	2,000	0	2,000	2,000	1
29,191	60,000	1	3	2	24	0	0	0	0	0	0	17,054	16,963	17,298	17,889	17,847	17,827	1,600	1,300	1,277	625	644	639	0
29,192	200,000	1	2	2	29	-2	-2	-2	-2	-2	-2	13,765	14,304	29,399	15,817	6,155	9,955	14,304	29,404	15,825	6,155	9,955	19,773	0
29,193	50,000	1	1	2	29	0	-1	-1	2	0	0	50,085	2,127	6,093	5,850	9,558	15,371	3,000	4,000	0	4,000	6,000	0	1
29,194	20,000	1	3	1	28	0	0	0	0	0	0	16,066	17,477	17,041	18,239	17,919	17,398	2,000	1,400	1,500	1,000	1,000	1,000	1
29,195	130,000	1	2	3	22	0	0	-2	-2	-1	-1	25,200	0	0	0	500	0	0	0	0	500	0	0	0
29,196	10,000	1	2	2	22	-1	5	4	3	2	5	10,160	9,860	9,565	9,265	11,951	12,189	0	0	0	3,000	1,000	0	0
29,197	50,000	1	3	2	26	0	0	0	0	0	0	50,343	24,132	20,109	19,932	19,762	10,708	1,319	1,902	1,200	30	1,031	20,201	0
29,198	10,000	1	2	2	24	0	0	0	0	0	-2	7,521	8,519	8,142	8,235	0	0	1,145	1,148	1,021	0	0	0	0
29,199	200,000	1	3	2	27	-1	0	0	0	0	0	3,179	3,844	5,117	6,877	7,504	8,148	1,844	2,117	1,877	1,504	1,148	2,599	0
29,200	10,000	1	2	2	27	0	0	0	0	0	0	9,457	9,554	7,335	9,025	7,886	8,382	1,107	1,310	2,000	269	1,000	1,100	0