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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
3,101	400,000	2	3	1	41	0	0	0	0	0	0	18,487	12,366	13,010	12,620	17,945	20,030	2,620	1,000	0	13,945	7,116	1,280	1
3,102	280,000	1	2	2	28	-2	-2	-2	-2	-2	-2	1,799	1,768	1,848	-8	1,601	-3	1,782	1,857	0	1,609	3	1,077	0
3,103	360,000	2	2	2	41	0	0	0	0	0	0	158,277	203,726	293,675	196,475	2,475	0	50,000	100,000	0	0	0	0	0
3,104	260,000	2	1	2	29	1	-1	0	-1	-1	-1	15,502	16,832	16,832	16,332	16,332	-334	18,000	16,666	16,666	16,666	0	17,000	1
3,105	330,000	1	1	1	42	0	0	0	0	0	0	241,191	114,291	113,296	35,048	36,491	37,252	10,000	5,449	5,000	2,000	2,000	5,000	0
3,106	350,000	2	2	1	33	-2	-2	-1	0	0	0	-7,438	144,562	147,437	135,043	137,980	138,908	152,000	6,000	5,000	4,000	4,017	5,000	0
3,107	500,000	2	2	1	39	-1	-1	-1	-1	-1	-1	36,550	18,752	22,376	39,018	4,233	397	18,795	22,398	39,041	4,233	397	28,337	0
3,108	440,000	2	1	1	35	0	0	0	0	0	0	128,808	133,340	133,075	109,705	111,202	116,169	10,000	5,000	5,000	7,126	10,000	10,000	0
3,109	260,000	1	2	2	28	0	0	0	0	0	0	234,867	237,497	215,343	205,576	207,688	198,955	10,500	9,150	7,500	8,000	7,500	7,100	0
3,110	500,000	1	3	1	48	0	0	0	0	2	-1	36,875	26,031	32,389	32,830	17,191	72,198	1,192	32,382	2,011	0	72,198	10,000	0
3,111	100,000	1	2	1	35	0	0	0	0	0	0	81,415	80,759	79,755	81,209	60,720	74,375	4,000	3,000	3,004	2,278	15,000	3,000	0
3,112	70,000	1	3	1	47	0	0	0	0	0	0	67,670	62,529	59,024	26,008	28,210	18,296	2,730	2,490	1,000	5,746	2,000	143	0
3,113	440,000	1	1	2	43	0	0	0	0	0	0	58,108	51,013	48,337	49,532	53,714	56,818	2,400	3,000	2,000	5,000	4,000	4,000	0
3,114	220,000	2	1	1	44	-1	0	0	0	0	0	208,858	212,640	216,062	209,288	202,578	195,567	7,611	7,484	7,109	6,969	6,661	6,426	0
3,115	160,000	2	1	1	32	-1	-1	-1	-1	-1	-1	3,189	3,203	3,421	2,750	2,750	5,224	3,248	3,421	2,750	2,750	5,224	2,313	0
3,116	200,000	1	2	1	46	-1	2	-1	-1	2	-1	7,340	5,980	4,486	9,790	4,944	4,696	0	4,486	10,000	0	4,696	4,696	0
3,117	30,000	2	2	2	25	0	0	0	0	0	0	24,458	29,022	28,230	22,204	21,954	22,606	5,000	1,518	529	535	750	347	0
3,118	110,000	2	1	2	27	0	0	0	0	0	0	113,461	112,026	111,792	111,936	112,030	111,975	4,251	4,218	4,167	4,238	4,181	4,246	0
3,119	60,000	2	2	1	43	0	0	0	0	0	0	57,033	58,994	59,732	36,914	37,684	38,613	2,880	2,473	1,322	1,366	1,554	1,369	0
3,120	260,000	1	1	2	28	-1	-1	-1	-1	-1	-1	76,996	11,515	13,392	22,209	54,807	62,534	11,515	13,419	22,209	54,807	62,534	37,935	0
3,121	110,000	1	2	1	36	0	0	0	0	0	0	109,361	102,505	103,834	76,491	77,245	78,049	3,940	3,256	2,696	2,780	2,900	3,000	0
3,122	260,000	1	3	1	44	0	0	0	0	0	0	257,987	260,104	253,488	145,630	148,720	139,633	7,100	135,546	4,500	4,590	4,501	4,795	0
3,123	280,000	2	1	2	32	0	0	0	0	0	0	157,480	155,362	156,387	159,584	163,009	161,769	6,400	6,100	5,600	5,805	7,007	5,400	0
3,124	210,000	1	1	2	30	-1	-1	-1	0	-1	-1	462	562	1,864	932	932	1,014	1,032	2,234	0	932	1,014	1,000	0
3,125	80,000	2	2	1	37	0	-1	0	0	0	0	5,744	33,115	34,131	34,809	35,539	36,271	33,115	1,568	1,246	1,291	1,324	728	0
3,126	200,000	2	1	2	37	0	0	0	0	0	0	75,360	57,589	54,711	44,396	25,948	14,505	2,050	15,000	6,003	845	290	12,715	0
3,127	100,000	2	2	2	33	2	2	0	0	0	0	74,763	73,010	74,198	74,964	76,655	78,328	0	3,000	2,000	2,000	2,000	2,000	0
3,128	210,000	1	2	1	42	-1	-1	-1	-1	-1	-1	9,377	9,534	9,850	9,905	8,540	8,785	9,540	9,856	9,905	8,540	8,785	3,080	0
3,129	140,000	2	2	2	35	1	2	0	0	0	0	148,305	141,907	141,940	113,028	112,667	112,318	0	7,000	3,923	4,000	4,100	4,788	0
3,130	180,000	1	1	2	29	0	0	0	0	2	2	93,962	95,955	98,354	105,327	107,500	105,614	3,500	4,000	8,600	4,000	0	8,100	0
3,131	240,000	2	2	2	34	0	0	0	0	0	0	122,810	114,408	97,395	83,314	73,292	59,270	10,066	7,255	3,035	3,030	3,018	2,012	0
3,132	150,000	2	1	2	24	-1	-1	-1	0	0	-1	4,857	1,729	49,200	50,000	0	50,000	1,733	49,200	1,000	0	50,000	0	0
3,133	80,000	1	2	1	54	0	0	0	0	0	-1	105,365	108,702	108,486	94,119	18,809	40,619	5,030	2,698	2,172	376	40,619	25,311	1
3,134	210,000	2	2	1	37	0	0	-2	-2	-2	-2	22,908	32,513	6,192	2,885	8,419	2,810	32,513	9	8	8,444	3,118	0	1
3,135	180,000	2	1	2	28	0	0	0	0	0	-1	12,595	18,704	24,410	29,184	7,325	326	7,000	7,000	7,000	5,000	326	7,276	0
3,136	100,000	2	1	2	26	0	0	0	0	0	0	96,353	99,710	102,093	97,701	99,322	98,787	4,900	5,000	4,000	3,800	3,710	4,100	0
3,137	20,000	1	1	2	28	0	0	0	0	0	0	17,359	16,828	17,723	18,733	12,249	19,910	2,700	4,150	1,500	577	8,000	300	0
3,138	140,000	1	2	2	34	0	0	0	0	0	0	128,312	119,084	62,922	60,196	58,935	58,654	5,000	2,200	2,300	2,300	2,100	2,000	0
3,139	200,000	1	3	2	40	-2	-2	-2	-2	-2	-2	390	1,799	390	390	418	1,604	1,799	390	390	418	1,604	0	0
3,140	80,000	1	2	2	25	0	0	0	0	0	0	77,142	45,209	46,410	43,053	44,387	43,780	2,000	2,000	2,000	2,000	2,000	2,000	0
3,141	20,000	2	2	2	49	1	2	2	2	0	0	18,718	18,132	19,530	18,950	16,510	19,386	0	3,000	0	1,000	3,000	2,000	1
3,142	80,000	2	2	2	24	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	400	0
3,143	170,000	2	1	1	41	0	0	0	0	0	0	165,602	138,507	136,176	61,000	59,477	44,218	80,000	4,742	2,022	2,076	1,776	10,433	0
3,144	70,000	2	2	1	41	2	2	2	2	2	2	50,241	51,145	50,022	53,390	54,579	55,722	2,000	0	4,200	2,200	2,200	2,200	1
3,145	90,000	2	3	1	40	-1	-1	-1	-1	-1	-1	3,569	7,319	7,608	1,720	45,000	0	7,385	7,608	1,720	45,000	15,000	1,543	0
3,146	30,000	1	2	2	30	0	0	0	0	0	0	22,221	23,248	24,260	24,743	25,261	25,763	1,391	1,403	886	917	922	955	0
3,147	50,000	1	1	2	25	-1	-1	-1	-1	-1	-2	2,543	14,335	566	5,243	0	0	14,439	566	5,243	0	0	1,380	0
3,148	50,000	2	2	2	21	-1	-1	-1	-1	-1	-1	390	1,499	780	797	1,166	0	1,499	780	797	1,166	0	0	1
3,149	260,000	2	1	2	39	0	0	0	0	0	0	231,024	208,119	213,219	202,106	208,890	215,455	10,000	10,000	8,000	10,000	10,000	20,000	0
3,150	360,000	2	1	1	33	-1	-1	-1	-1	-1	-1	50,067	17,607	41,262	8,882	17,348	29,216	17,607	41,285	8,882	17,348	29,216	4,043	0
3,151	500,000	2	3	2	52	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,152	160,000	1	3	1	46	2	2	0	0	0	0	168,501	160,421	157,661	73,322	57,835	41,842	0	6,322	2,275	2,343	3,069	77,005	0
3,153	460,000	2	1	2	39	0	0	0	0	0	0	89,095	93,634	111,899	199,682	177,073	175,979	6,000	20,000	90,000	9,000	10,000	10,000	0
3,154	20,000	2	2	2	26	2	0	0	0	0	0	19,366	19,297	20,023	19,625	15,188	0	1,800	1,500	500	500	0	0	1
3,155	360,000	1	2	2	25	1	-1	2	0	-1	-1	0	1,647	1,488	490	1,697	789	1,647	5	2	1,705	792	0	0
3,156	300,000	2	1	1	38	-1	-1	-1	-2	-2	-2	1,008	228	0	0	0	0	228	0	0	888	0	0	0
3,157	70,000	2	2	1	28	1	3	2	2	2	0	29,836	30,856	30,658	31,850	31,207	32,037	1,800	600	2,000	0	1,500	1,500	1
3,158	50,000	2	1	2	26	0	0	0	0	0	0	26,808	44,361	32,088	20,100	15,117	18,501	30,040	2,037	592	5,003	5,012	2,023	0
3,159	150,000	2	3	1	51	0	0	0	0	0	0	113,647	117,322	119,935	124,913	128,108	131,382	5,001	4,000	6,006	5,000	5,008	0	0
3,160	390,000	1	2	1	42	-1	-1	-1	-1	-1	-1	1,565	1,733	2,472	2,626	989	4,647	1,733	2,492	2,637	992	4,667	277	0
3,161	280,000	1	1	2	37	0	0	0	0	0	0	251,486	245,307	218,043	196,016	195,307	168,946	9,352	8,077	7,171	8,014	6,235	4,445	0
3,162	50,000	2	3	1	28	0	0	-1	-1	-1	-1	3,377	4,256	4,207	694	238	0	1,000	4,207	694	238	0	0	0
3,163	280,000	2	1	2	38	1	-2	-1	-1	-1	-1	0	0	3,898	1,460	18,901	0	0	3,898	1,460	18,901	0	0	1
3,164	50,000	2	2	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,165	50,000	1	1	2	32	0	0	0	2	0	0	13,185	5,070	6,815	6,068	7,798	8,511	1,255	2,000	0	2,000	1,000	500	0
3,166	150,000	2	1	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,167	120,000	2	1	2	31	1	-1	-1	0	-1	-1	0	1,730	2,457	2,192	2,655	0	1,730	2,459	0	2,655	0	0	1
3,168	360,000	2	2	3	37	0	0	0	-1	-1	-1	10,764	8,874	3,501	328	0	770	1,052	1,002	328	0	770	11,309	0
3,169	20,000	1	2	2	33	-1	0	0	0	0	0	3,010	1,603	19,980	19,983	20,066	19,855	1,272	19,288	681	917	1,000	889	0
3,170	50,000	2	3	1	46	0	0	0	0	-2	-2	48,797	49,115	47,991	0	0	0	2,000	1,018	0	0	0	0	0
3,171	20,000	2	1	2	23	1	2	2	2	0	0	10,407	10,096	11,926	11,440	12,596	13,533	0	2,000	0	1,500	1,300	0	1
3,172	90,000	1	2	1	35	0	0	0	0	0	0	90,467	88,834	89,791	53,096	52,340	27,660	4,000	5,000	3,100	1,700	1,421	319	1
3,173	230,000	1	2	1	35	0	0	0	0	0	-1	176,853	180,639	180,117	179,717	124,117	182,717	10,000	5,000	0	5,000	189,600	10,000	0
3,174	20,000	1	2	2	22	-1	2	0	0	0	2	17,990	17,413	18,608	19,138	20,690	20,174	0	1,502	822	2,000	0	220	0
3,175	100,000	2	2	2	23	-2	-2	-2	-2	-2	-2	45,756	9,187	5,408	12,920	9,656	4,737	9,187	5,408	12,920	9,656	4,737	4,513	0
3,176	270,000	1	2	2	26	0	0	0	0	0	0	214,277	199,757	198,551	201,945	203,636	205,104	10,000	7,500	8,000	7,409	7,869	10,035	0
3,177	160,000	1	2	2	28	-1	-1	-1	-1	-1	-1	1,390	550	550	550	550	550	550	550	550	550	550	550	0
3,178	80,000	2	2	2	29	0	0	0	0	0	0	46,724	35,074	32,812	25,930	26,414	27,128	2,000	2,000	1,100	1,000	1,100	1,000	0
3,179	10,000	1	1	2	24	2	0	0	0	0	2	7,554	8,287	9,580	9,267	10,096	9,415	1,500	2,000	700	1,500	0	1,000	1
3,180	500,000	2	2	1	27	-2	-2	-2	-2	-2	-2	11,354	9,983	13,570	10,000	10,000	10,000	9,983	13,587	10,000	10,000	10,000	25,304	0
3,181	90,000	2	1	1	43	-1	-1	2	-1	-1	-1	16,139	7,199	4,367	7,660	21,175	4,009	4,367	9	7,660	21,175	4,009	7,452	0
3,182	150,000	2	3	1	59	-2	-2	-2	-2	-2	-2	11,067	12,367	10,557	9,974	11,507	1,926	12,405	10,557	9,974	11,507	1,926	5,512	0
3,183	50,000	1	3	1	49	0	-1	-1	-1	0	0	2,522	1,173	-88	2,912	390	390	1,173	0	3,000	0	0	780	0
3,184	260,000	1	3	1	48	0	0	0	0	-1	0	200,716	203,751	205,530	-170,000	171,696	174,151	8,812	9,158	0	497,000	10,000	7,000	0
3,185	50,000	2	2	2	22	-2	-1	0	0	0	0	836	10,214	10,057	9,221	8,808	3,861	10,214	2,000	0	423	3,861	3,665	0
3,186	30,000	1	1	2	28	-1	2	2	0	0	0	1,190	2,107	1,098	1,098	1,248	982	1,098	0	0	982	150	0	1
3,187	70,000	1	2	2	26	2	2	2	2	0	0	46,599	45,578	48,505	47,427	48,447	45,145	0	4,000	0	2,000	1,700	3,000	0
3,188	360,000	1	1	1	52	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,189	430,000	2	1	2	39	-2	-1	-1	-1	-1	-1	673	4,549	7,566	987	4,870	975	4,576	7,642	990	4,889	981	317	0
3,190	50,000	2	2	2	23	-1	0	0	0	0	0	1,291	2,075	2,895	2,698	2,500	2,296	1,100	1,181	300	300	300	250	0
3,191	150,000	2	5	2	26	0	0	2	0	0	0	22,683	24,349	2,130	2,130	32	-780	2,219	0	0	0	0	0	0
3,192	70,000	2	2	2	23	1	2	0	0	2	2	17,461	16,892	18,013	19,315	19,859	19,390	0	1,400	1,600	1,000	0	1,000	1
3,193	150,000	2	1	2	25	0	0	0	0	0	0	42,437	35,082	19,538	13,277	3,200	0	2,265	2,538	277	200	0	0	0
3,194	110,000	1	3	1	38	0	0	0	0	0	0	14,084	11,129	9,316	7,681	8,897	11,729	2,500	2,500	1,000	1,500	3,000	500	0
3,195	20,000	2	1	2	38	-1	0	0	3	2	2	3,527	4,556	5,867	5,495	5,126	5,899	1,241	1,700	0	0	1,000	0	1
3,196	20,000	1	3	2	39	0	0	0	0	2	2	7,824	9,000	9,867	11,929	12,091	12,245	1,307	1,174	2,236	500	500	0	0
3,197	50,000	1	1	2	31	-2	-2	-2	-2	-2	-2	11,479	12,002	3,508	339	1,655	679	12,002	3,508	339	1,655	679	1,600	0
3,198	10,000	1	1	2	33	0	0	0	0	0	0	8,417	6,281	8,567	10,046	10,063	10,132	1,700	4,700	2,502	1,500	3,000	0	0
3,199	20,000	1	2	2	24	0	0	2	0	0	0	15,703	19,775	19,096	19,612	20,164	19,771	4,663	0	1,000	1,000	5,000	0	0
3,200	180,000	1	2	2	34	1	-2	-2	-2	-2	-2	149,172	100,466	98,458	89,384	88,315	84,320	4,600	4,207	3,500	4,000	5,000	602	1

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