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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
3,801	10,000	2	2	2	22	0	-1	0	0	0	0	14,896	12,011	7,929	7,693	6,838	3,486	7,000	4,000	207	229	70	0	0
3,802	220,000	2	3	2	34	-2	-2	-2	-2	-1	0	99,518	-482	-482	-482	18	4,834	937	0	0	500	4,816	3,000	0
3,803	60,000	1	1	1	48	-1	-1	2	0	0	-1	282	61,573	32,122	31,423	2,914	1,470	62,773	0	0	0	1,470	58,587	0
3,804	80,000	1	3	1	59	1	2	0	0	-1	-1	21,723	21,097	22,140	18,349	3,540	0	0	2,000	0	3,540	0	0	0
3,805	30,000	1	2	2	25	0	0	0	0	-1	-1	29,745	16,309	5,235	3,122	11,446	1,914	2,500	1,517	2,000	11,446	1,914	6,699	1
3,806	140,000	2	2	1	27	1	2	2	0	0	0	139,058	140,243	132,693	135,638	132,105	134,851	4,900	0	5,200	5,000	5,100	4,800	0
3,807	20,000	1	2	2	26	0	0	0	0	0	0	4,491	5,906	7,298	8,515	9,869	11,196	1,500	1,500	1,500	1,500	1,500	1,500	0
3,808	100,000	2	3	2	46	0	0	0	0	0	0	94,657	81,175	63,464	45,910	46,996	42,935	3,000	2,009	3,000	2,000	2,000	1,701	0
3,809	220,000	1	1	2	35	0	0	0	0	0	0	158,882	164,258	161,778	165,741	175,823	29,765	8,000	5,669	7,599	14,800	2,303	2,000	0
3,810	80,000	2	1	2	40	0	0	0	0	0	0	27,432	27,902	28,447	23,537	7,613	3,356	1,833	1,378	1,328	195	269	56	0
3,811	80,000	2	3	2	46	0	0	0	0	0	0	76,184	78,306	79,835	40,499	41,346	42,348	3,345	3,344	1,447	1,497	1,686	1,509	0
3,812	130,000	1	2	2	28	2	2	0	0	0	0	70,952	69,264	70,184	8,518	11,296	6,514	0	3,000	2,000	3,000	2,000	0	1
3,813	300,000	2	1	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,814	60,000	2	2	1	42	0	0	0	0	0	0	58,264	57,923	58,987	17,350	17,937	17,298	3,200	3,000	800	1,000	1,000	1,000	0
3,815	360,000	2	1	1	32	-1	-1	-2	-1	0	0	249	0	0	685	685	1,530	0	0	685	0	845	53	0
3,816	10,000	1	2	2	24	-1	-1	-1	-1	-1	-1	12	12	12	12	12	12	0	0	0	0	0	1,393	1
3,817	50,000	1	2	2	32	0	0	0	0	2	0	32,813	34,973	35,603	37,595	29,818	24,416	3,000	1,700	2,600	0	10,000	6,000	1
3,818	50,000	1	2	1	48	0	0	0	0	0	0	42,156	40,584	33,777	18,815	17,033	17,450	4,022	1,347	1,013	1,000	700	1,000	0
3,819	200,000	1	2	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	28,027	0
3,820	30,000	2	2	2	24	1	2	2	0	0	0	15,164	16,607	17,032	17,448	18,507	19,046	2,000	1,000	1,000	1,500	1,000	1,000	1
3,821	220,000	1	1	1	42	0	0	2	2	-2	-2	3,208	9,134	8,820	1,502	4,505	3,766	6,000	0	0	3,003	31	4,007	0
3,822	200,000	2	1	2	41	-2	-2	-2	-2	-2	-2	5,954	10,464	7,165	6,946	9,776	2,007	10,464	7,165	6,966	9,776	2,007	1,603	0
3,823	80,000	2	3	2	27	1	4	3	2	0	0	84,718	82,861	80,581	51,537	51,381	48,866	0	0	0	1,790	1,890	1,740	1
3,824	200,000	1	2	1	39	-2	-2	-2	-2	-2	-2	15,109	3,139	12,840	3,950	7,688	2,241	3,155	12,848	3,950	7,690	2,241	2,795	0
3,825	240,000	2	1	1	34	-1	2	-1	-1	-1	-1	652	326	326	326	326	326	0	326	326	326	326	711	1
3,826	500,000	2	2	2	28	-1	-1	-1	0	0	-1	72,620	873	8,596	6,418	6,243	1,984	873	8,596	275	300	1,984	27,014	0
3,827	230,000	1	3	1	38	-2	-2	-1	-1	0	0	6,901	0	188	6,498	44,938	56,015	0	188	6,498	40,000	12,000	2,500	0
3,828	20,000	1	3	2	22	0	0	0	0	0	0	11,242	11,070	11,788	9,607	9,191	0	1,282	1,000	192	184	0	0	0
3,829	50,000	1	1	1	35	0	0	0	0	0	0	40,730	41,283	28,134	29,208	7,778	9,790	4,069	1,500	1,500	0	5,000	0	0
3,830	100,000	2	2	1	35	0	0	0	0	0	0	5,830	6,694	7,855	8,076	8,297	9,349	1,118	1,279	500	500	1,349	1,691	0
3,831	230,000	2	2	2	37	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,832	60,000	1	2	2	28	0	0	0	0	0	2	42,243	37,131	38,136	38,903	41,483	40,257	7,773	1,628	1,395	3,210	0	2,000	0
3,833	120,000	2	3	1	48	-1	2	-1	-1	0	-1	3,845	199	1,823	3,646	1,823	1,823	0	1,823	3,646	0	1,823	1,823	1
3,834	130,000	2	3	2	23	-1	0	0	0	0	0	5,719	15,578	19,887	11,659	11,735	8,541	10,000	5,000	2,000	2,000	2,000	1,000	0
3,835	50,000	2	3	1	25	2	2	0	0	0	0	31,097	30,322	31,142	29,391	30,099	28,041	0	1,833	1,000	1,000	10,000	10,000	1
3,836	400,000	2	1	2	30	-1	-1	-1	-1	-1	-1	14,013	5,422	15,941	5,776	5,448	15,435	5,460	16,020	5,805	5,475	5,634	6,182	0
3,837	240,000	2	2	2	27	-2	-2	-1	2	0	0	4,400	0	1,129	1,129	1,971	2,059	0	1,129	0	1,000	496	1,000	1
3,838	70,000	1	3	2	53	0	0	0	0	0	0	9,928	11,259	12,262	17,046	17,618	18,321	1,497	1,500	5,000	1,000	1,000	1,000	0
3,839	20,000	2	1	2	22	0	0	0	0	0	0	28,758	14,780	18,829	18,401	3,000	0	1,423	5,000	400	200	0	0	0
3,840	50,000	1	3	2	28	2	2	2	0	0	2	28,129	29,184	28,421	28,751	30,685	30,040	1,800	0	1,100	2,400	0	1,500	1
3,841	240,000	2	1	1	54	0	0	0	0	2	0	60,381	64,395	66,323	70,422	69,170	71,018	5,000	3,000	5,200	0	3,000	5,400	0
3,842	380,000	1	1	2	31	0	0	0	0	0	0	167,061	158,903	275,057	156,348	153,778	139,177	6,000	6,010	5,209	5,000	5,000	4,000	0
3,843	50,000	1	2	2	24	0	0	0	0	0	0	5,219	6,475	7,483	7,709	7,934	8,242	1,500	1,274	500	500	440	450	0
3,844	50,000	2	2	2	33	0	0	0	0	0	0	12,498	16,264	17,918	16,072	17,041	19,028	4,000	2,000	1,000	2,000	2,396	1,000	0
3,845	430,000	2	1	2	33	0	0	0	0	2	2	40,984	37,873	34,499	28,300	24,237	12,860	10,000	5,000	10,000	0	4,000	10,000	0
3,846	60,000	2	1	2	26	0	0	2	0	0	0	22,921	23,044	17,660	13,104	8,722	17,976	5,000	0	0	174	13,810	0	0
3,847	30,000	2	2	2	25	0	0	0	0	0	0	3,638	4,401	5,297	4,340	3,105	5,053	1,130	1,026	125	1,500	2,000	14	0
3,848	170,000	1	3	1	48	0	0	0	0	0	0	170,845	171,762	170,464	127,364	127,024	125,341	6,800	7,790	4,587	4,675	4,525	4,497	0
3,849	70,000	2	1	2	29	0	0	2	2	2	2	40,783	44,205	44,784	43,763	46,646	47,724	4,100	1,600	0	3,600	2,000	1,900	0
3,850	130,000	2	2	2	28	-1	-1	-1	-1	-1	-1	390	7,412	390	4,134	540	390	7,412	390	4,134	540	390	2,596	0
3,851	50,000	1	1	1	50	1	2	0	0	0	0	49,252	44,326	39,689	29,422	12,856	0	1,521	1,345	2,074	238	0	0	1
3,852	20,000	2	3	2	38	1	-1	-1	-1	-1	-2	0	3,796	5,081	888	0	0	3,796	5,081	888	0	0	0	1
3,853	50,000	1	3	1	48	-1	-1	-1	-1	-1	-1	1,058	1,726	390	390	390	390	1,726	390	390	390	390	390	1
3,854	20,000	1	3	2	28	2	0	0	0	2	0	14,043	13,266	14,340	15,301	14,916	15,515	1,600	1,600	1,500	0	1,000	500	0
3,855	110,000	2	2	2	32	-1	-1	-1	0	-1	-1	2,015	1,403	2,684	1,149	715	1,174	1,403	2,684	4	715	1,174	3,805	0
3,856	90,000	2	2	2	24	0	0	0	0	0	0	76,453	49,430	50,169	49,661	42,831	27,495	2,500	2,000	2,000	3,551	1,500	1,000	0
3,857	180,000	2	1	2	24	0	0	0	0	0	0	64,800	66,747	67,227	68,398	70,409	71,408	4,000	2,600	2,000	3,000	2,025	4,791	0
3,858	50,000	2	2	2	28	0	0	0	2	0	0	43,747	44,488	47,342	46,326	46,358	45,283	1,746	3,600	0	1,666	1,559	1,551	0
3,859	200,000	1	2	1	36	1	-2	-1	-1	-1	-1	-1	-1	296	299	278	4,575	0	297	303	279	4,597	0	0
3,860	20,000	2	1	1	32	2	2	2	2	2	2	11,337	14,372	11,411	11,653	7,833	7,945	6,000	0	744	0	620	0	1
3,861	50,000	1	1	2	44	0	0	0	0	0	0	51,671	50,272	49,293	47,154	50,069	50,442	1,928	1,595	1,526	13,000	1,569	2,614	0
3,862	170,000	2	2	1	39	0	0	0	2	0	0	114,007	117,677	124,636	121,232	124,199	129,346	7,000	10,500	0	5,000	11,000	4,500	1
3,863	380,000	1	1	1	48	0	0	0	0	0	0	356,375	347,165	318,600	284,972	285,249	266,406	40,000	20,000	20,000	20,000	10,000	20,000	0
3,864	30,000	1	2	2	39	1	2	2	0	0	0	1,623	2,441	3,244	4,034	4,812	6,210	1,000	1,000	1,000	1,000	1,500	0	1
3,865	30,000	2	2	2	23	0	0	0	0	0	0	19,594	20,619	21,631	22,062	22,707	23,312	1,346	1,358	789	1,000	981	1,010	0
3,866	160,000	1	3	1	36	-1	-1	-1	-1	-1	-1	4,030	6,720	0	8,484	2,060	0	6,720	0	8,484	2,064	0	798	0
3,867	60,000	2	3	1	39	2	0	0	2	0	0	29,565	31,123	34,134	23,552	24,020	26,615	3,000	3,638	0	1,000	3,000	0	1
3,868	450,000	2	1	2	31	2	-1	0	0	0	0	1,638	54,490	112,841	112,603	90,202	39,564	54,490	62,841	2,000	0	1,000	27,224	0
3,869	80,000	2	2	1	43	-2	-2	-2	-2	-2	-2	398	379	298	-300	-300	-300	381	607	0	0	0	598	1
3,870	90,000	2	1	2	26	1	2	2	-1	-1	2	23,812	15,616	11,988	32,658	30,885	26,639	0	1,525	35,011	3,000	0	2,000	0
3,871	30,000	1	2	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,872	50,000	1	2	2	25	2	0	0	0	0	0	48,885	49,133	48,468	42,840	30,378	29,706	2,200	2,500	2,070	1,266	2,000	1,068	1
3,873	30,000	1	3	1	49	2	2	2	2	2	2	26,343	27,127	26,393	29,646	30,390	29,755	1,500	0	3,712	1,363	0	1,141	0
3,874	50,000	1	3	1	52	1	2	0	0	0	0	32,119	29,498	26,196	23,806	16,818	14,438	0	6,900	0	0	0	0	1
3,875	320,000	2	1	1	34	-1	-1	-1	0	-1	-1	7,417	7,488	24,003	10,208	22,215	7,332	8,000	25,000	0	22,500	32,516	22,000	0
3,876	300,000	2	2	1	43	-1	-1	-2	-2	-2	-2	1,314	0	0	0	0	0	0	0	0	0	0	0	0
3,877	390,000	2	1	2	43	0	0	0	0	0	0	90,294	87,292	88,335	89,396	90,769	91,825	3,200	3,200	3,200	3,500	3,300	4,000	0
3,878	50,000	2	2	2	23	0	0	0	0	0	0	47,662	41,023	42,162	6,765	19,286	9,558	2,000	2,102	255	3,000	191	0	0
3,879	20,000	1	2	1	26	2	2	3	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
3,880	90,000	1	2	2	52	0	0	0	0	0	0	87,186	87,526	88,924	88,735	87,521	85,699	3,505	3,962	2,909	3,107	3,127	3,032	0
3,881	300,000	1	3	2	51	-1	-1	-1	-1	-1	-1	18,341	19,847	6,246	3,872	11,875	5,290	19,854	6,279	3,883	11,883	5,305	9,998	0
3,882	300,000	2	4	2	32	0	0	0	0	0	-1	54,053	65,235	64,747	65,150	-450	700	15,235	1,491	1,303	0	2,000	1,400	0
3,883	200,000	1	1	1	34	-1	-1	-1	-1	0	0	5,392	1,938	4,819	13,074	2,070	0	1,938	4,819	13,074	0	0	790	0
3,884	50,000	1	2	2	24	0	0	0	0	0	0	33,715	22,824	17,144	18,104	19,205	19,014	6,600	1,900	1,500	1,500	1,500	1,500	0
3,885	20,000	1	2	2	24	-1	-1	2	-1	0	0	390	780	390	780	780	0	780	0	780	0	0	0	1
3,886	390,000	1	1	2	35	-1	-1	-1	0	0	0	30,356	32,910	78,686	63,021	41,653	24,679	33,074	78,772	1,371	919	13,770	183,622	0
3,887	70,000	1	2	2	41	0	0	0	0	0	0	69,866	63,679	54,762	38,750	39,924	37,757	10,000	5,090	2,000	2,000	4,000	2,000	0
3,888	300,000	1	3	2	43	0	0	0	0	0	0	158,741	155,438	146,043	142,726	138,849	137,499	5,823	5,310	5,302	5,035	5,118	4,532	0
3,889	140,000	2	3	1	50	0	0	0	0	0	0	139,153	141,383	140,700	137,365	137,209	138,934	6,006	5,000	5,000	5,120	5,200	4,800	0
3,890	200,000	2	1	1	37	-1	0	0	0	0	0	97,821	97,934	44,716	42,073	42,867	33,876	4,220	2,029	2,073	2,867	3,876	2,295	0
3,891	80,000	2	3	2	28	-1	-1	-1	-1	-1	-1	2,147	612	2,110	2,298	1,196	390	612	2,110	2,298	1,196	390	0	0
3,892	80,000	2	3	1	45	0	0	-2	-2	-2	-2	80,250	0	0	0	0	0	0	0	0	0	0	0	0
3,893	170,000	2	1	1	36	-1	-1	-1	-1	-1	-1	1,218	2,434	1,537	2,156	1,898	2,656	2,434	1,537	2,156	1,898	2,656	1,626	0
3,894	50,000	2	1	2	29	0	0	0	0	0	0	50,187	51,318	47,091	41,660	47,368	49,317	3,000	23,000	1,120	6,000	2,675	0	0
3,895	100,000	1	2	2	27	0	0	0	0	0	0	82,609	81,989	82,466	78,234	75,615	76,849	3,106	3,000	2,805	2,739	3,085	2,958	0
3,896	30,000	2	2	2	22	0	-1	2	-1	-1	-1	1,924	7,096	2,982	1,732	3,836	2,461	7,096	0	1,732	3,836	2,461	3,704	0
3,897	30,000	2	6	1	49	0	0	0	0	0	0	26,305	27,307	13,294	14,069	14,518	15,025	1,500	1,500	1,000	676	900	900	0
3,898	320,000	2	2	1	36	-2	-1	0	0	0	0	73,024	66,537	58,762	43,112	67,290	62,132	2,904	2,973	1,579	40,020	3,127	1,206	0
3,899	70,000	2	2	2	25	0	0	2	0	0	0	41,511	44,525	43,514	44,489	45,617	46,702	4,000	0	2,000	2,000	2,000	3,000	1
3,900	50,000	2	2	1	24	0	0	0	0	0	0	49,387	50,284	50,639	48,563	49,628	48,293	2,000	1,727	1,846	1,777	1,665	1,500	0

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