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credit-card-clients

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train · 30k rows

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
29,401	200,000	1	1	2	28	-1	-1	2	-1	-1	-1	5,765	12,386	2,662	6,023	8,303	171,059	12,453	12	6,053	8,337	171,074	5,036	0
29,402	50,000	1	1	2	29	0	0	0	0	-1	-1	46,489	48,210	49,493	20,650	1,000	0	2,500	2,493	1,650	1,000	0	0	0
29,403	300,000	1	1	2	29	-2	-2	-2	-2	-2	-1	2,163	345	2,541	730	1,350	2,100	345	2,541	730	1,350	2,100	0	0
29,404	130,000	1	2	2	29	0	0	0	0	0	0	58,299	59,352	51,420	48,140	34,893	33,986	2,626	8,585	1,620	698	725	843	0
29,405	610,000	1	3	2	29	0	0	-1	-1	-1	0	8,965	7,988	3,428	6,384	65,809	62,950	7,062	4,017	6,434	68,290	2,045	8,007	0
29,406	120,000	1	2	2	29	0	0	0	0	0	0	115,698	118,277	121,004	118,774	91,369	88,015	6,000	6,513	3,740	3,215	3,300	3,405	0
29,407	60,000	1	2	2	27	0	0	0	0	0	0	58,982	59,063	58,440	59,593	59,642	60,165	2,097	2,141	3,000	2,064	2,672	2,000	0
29,408	50,000	1	2	2	29	0	0	0	-2	-2	-2	28,818	26,000	0	0	0	0	2,000	300	0	0	0	0	0
29,409	50,000	1	3	2	29	1	2	2	2	0	0	43,933	42,927	46,324	45,283	48,042	50,834	0	4,100	0	3,780	3,515	1,800	1
29,410	20,000	1	2	2	30	0	0	0	0	0	0	19,082	19,691	19,932	19,904	19,549	19,920	1,314	1,405	1,157	802	790	0	0
29,411	300,000	1	2	1	30	-2	-1	-1	-1	-2	-1	900	195	1,442	1,740	3,871	606	195	1,542	1,748	3,890	608	4,059	0
29,412	50,000	1	3	1	31	1	1	-2	-2	-2	-2	43,200	0	0	0	0	0	6,000	0	0	0	0	0	0
29,413	130,000	1	1	1	29	1	2	0	0	0	0	118,723	117,323	38,765	33,349	33,463	33,795	3,001	3,000	2,000	1,000	666	2,000	0
29,414	100,000	1	2	2	30	2	4	4	4	3	2	89,898	92,422	95,979	93,580	91,181	93,563	4,900	5,900	0	0	4,000	3,200	1
29,415	130,000	1	2	2	28	0	0	0	0	0	0	101,546	88,549	74,624	76,133	77,648	79,370	3,000	2,709	2,750	2,767	2,961	2,913	0
29,416	30,000	1	2	2	29	-1	-1	-1	-1	-1	0	390	390	390	390	1,438	719	390	390	390	1,438	0	1,588	0
29,417	10,000	1	2	1	29	0	0	0	0	0	0	8,099	9,727	5,732	6,576	7,472	8,359	2,000	3,000	1,104	1,000	1,000	2,000	0
29,418	50,000	1	2	2	28	0	0	0	0	0	0	48,591	48,896	48,587	37,211	28,248	28,430	2,300	2,000	1,432	988	1,600	1,600	0
29,419	10,000	1	2	1	30	3	2	2	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
29,420	230,000	1	2	2	30	0	0	0	0	0	0	115,141	101,832	92,396	84,297	49,681	46,224	5,028	5,000	4,000	2,029	2,000	2,500	0
29,421	210,000	1	2	1	30	-1	-1	-1	-1	-1	-1	820	820	820	820	820	820	820	820	820	820	820	970	0
29,422	140,000	1	5	2	30	-2	-2	-2	-1	-1	0	2,663	1,823	1,823	1,769	84,042	89,381	1,823	1,823	1,769	85,096	9,000	4,000	0
29,423	50,000	1	2	2	31	0	0	0	0	0	-1	47,533	48,640	49,483	40,850	0	800	2,200	2,000	3,000	0	400	20,000	0
29,424	310,000	1	1	2	30	-1	0	0	0	0	0	48,931	207,890	24,113	65,010	67,144	60,592	207,000	20,000	60,126	20,000	25,000	6,000	0
29,425	80,000	1	2	2	30	0	0	0	0	0	0	64,330	65,813	66,282	67,285	68,309	71,830	2,934	2,500	2,500	2,500	5,000	3,000	0
29,426	500,000	1	1	1	30	-1	-1	-1	-2	-2	-2	6,049	2,500	0	0	0	0	2,500	0	0	0	0	0	0
29,427	80,000	1	2	2	26	0	0	0	0	0	0	50,442	51,397	49,991	47,681	46,900	45,161	1,816	1,920	2,063	1,543	1,400	1,557	0
29,428	120,000	1	3	2	28	-1	3	2	-1	-1	-1	1,835	1,651	390	390	282	-108	0	0	390	282	0	3,087	1
29,429	50,000	1	2	2	26	0	0	0	0	0	0	45,253	44,840	45,880	46,893	47,827	48,829	1,724	1,764	1,777	1,711	1,772	2,043	0
29,430	50,000	1	2	2	30	0	0	0	0	0	0	16,397	17,378	17,523	18,467	17,865	18,234	1,572	1,617	1,561	759	779	908	0
29,431	200,000	1	1	1	30	-2	-2	-2	-2	-2	-2	3,207	4,347	2,897	1,432	1,200	-41	4,360	2,902	1,432	1,517	0	0	0
29,432	50,000	1	2	2	30	-1	0	0	2	0	0	1,382	2,496	4,533	4,279	4,592	0	1,300	2,254	0	313	0	0	0
29,433	130,000	1	2	2	30	-1	2	2	2	-1	-1	780	780	390	0	780	0	390	0	0	780	0	0	0
29,434	240,000	1	1	2	28	0	0	0	0	0	0	181,569	182,916	186,885	187,756	188,520	189,908	6,606	8,246	6,806	5,112	5,291	6,004	0
29,435	180,000	1	1	2	28	0	-1	-1	0	-1	-1	9,796	500	3,866	6,019	7,602	7,622	500	3,866	3,300	7,602	7,622	0	0
29,436	20,000	1	2	2	28	0	0	0	2	0	0	10,926	12,899	18,394	16,806	36,070	19,257	2,500	9,000	0	2,000	2,000	1,500	0
29,437	140,000	1	1	2	28	1	2	2	2	0	0	31,529	30,844	33,961	33,250	34,524	38,098	0	3,500	0	2,000	4,000	0	1
29,438	160,000	1	1	1	29	-1	-1	-1	-1	0	0	498	680	0	362	9,464	6,087	682	0	362	9,102	0	514	0
29,439	280,000	1	1	2	29	-2	-2	-2	-2	-2	-2	10,660	5,123	8,467	2,510	591	14,994	5,123	8,467	2,510	591	14,994	5,000	0
29,440	80,000	1	1	2	28	-1	-1	0	0	0	0	198	734	1,580	2,338	3,140	3,907	734	1,044	1,000	2,000	1,500	800	0
29,441	140,000	1	2	1	29	0	0	0	0	0	0	14,544	22,376	28,746	36,395	46,358	49,946	8,376	7,000	8,395	10,546	4,400	7,892	0
29,442	300,000	1	1	2	30	0	0	0	0	0	0	237,372	243,409	250,477	254,808	260,562	266,200	10,000	11,000	10,000	10,000	10,000	10,000	0
29,443	150,000	1	2	1	27	0	0	0	0	0	0	118,533	119,911	123,914	126,447	128,773	134,930	3,375	5,000	3,583	3,402	7,226	5,000	0
29,444	240,000	1	5	1	27	-2	-2	-2	-2	-2	-2	0	249	913	0	0	0	249	913	0	0	0	0	0
29,445	100,000	1	1	2	29	-2	-2	-2	-2	-2	-2	390	390	390	780	0	599	390	390	780	0	599	0	1
29,446	100,000	1	2	2	30	0	0	0	0	0	0	27,869	29,329	30,294	31,734	32,323	33,648	3,500	3,000	3,500	1,500	2,000	2,300	0
29,447	220,000	1	2	1	30	0	0	0	0	0	2	15,746	17,537	14,856	35,705	25,649	5,018	16,780	14,469	35,278	4,647	19	8,438	0
29,448	50,000	1	3	2	30	0	0	0	0	-1	-1	9,610	9,132	8,681	8,039	4,952	390	1,147	1,169	1,000	4,986	390	390	1
29,449	120,000	1	1	2	30	-1	2	2	-1	-1	-1	1,500	3,010	1,700	1,125	909	786	1,700	0	1,125	909	786	1,433	0
29,450	280,000	1	1	1	31	-2	-2	-2	-2	-2	-2	-6	-6	1,345	-5	-5	985	0	1,351	0	0	990	3,090	0
29,451	200,000	1	1	2	30	1	-1	-1	-1	-1	-1	0	1,870	1,000	0	1,275	543	1,870	1,000	0	1,275	543	0	0
29,452	10,000	1	2	2	29	2	2	0	0	2	2	5,948	5,716	7,132	8,477	8,292	9,861	0	1,500	1,500	0	1,604	212	1
29,453	10,000	1	2	2	30	0	0	0	0	0	2	8,107	8,724	9,191	9,800	10,072	9,766	1,298	1,155	1,154	1,206	0	399	1
29,454	50,000	1	1	2	29	0	0	0	2	0	0	5,249	14,427	19,819	18,567	23,535	28,620	10,000	6,000	0	5,630	6,000	5,000	0
29,455	70,000	1	1	2	30	0	0	0	2	0	0	2,329	55,664	59,529	57,571	57,871	60,872	55,000	5,800	0	2,250	4,500	0	1
29,456	20,000	1	2	2	30	1	-2	-2	-2	-2	-2	-300	-690	-1,080	-1,470	-1,860	-2,250	0	0	0	0	0	4,000	0
29,457	140,000	1	1	2	30	0	0	2	0	0	-2	90,313	103,560	78,842	67,003	0	0	15,037	5	2,007	0	0	0	0
29,458	200,000	1	4	1	46	0	0	0	0	0	0	103,138	94,638	88,227	82,087	75,285	78,872	3,929	4,000	4,000	3,000	13,000	13,000	0
29,459	280,000	1	2	2	42	-1	0	-1	0	0	0	22,821	23,169	82,073	61,638	44,868	29,804	1,118	82,267	1,528	997	1,049	13,004	0
29,460	70,000	1	1	2	45	1	2	0	0	0	0	73,958	72,097	46,445	46,759	21,265	14,379	67	3,006	4,659	1,000	1,000	0	0
29,461	210,000	1	2	2	26	0	0	-2	-2	-1	2	9,358	-27	-27	-27	3,073	2,878	0	0	0	3,100	0	2,003	0
29,462	50,000	1	5	2	27	0	0	0	0	0	-2	47,830	47,863	34,725	15,735	0	0	6,143	2,354	4,147	0	0	0	0
29,463	150,000	1	1	2	27	0	0	0	0	0	0	85,500	86,009	86,108	89,006	89,775	87,725	3,956	4,031	10,006	3,266	4,040	1,698	0
29,464	120,000	1	2	2	28	0	0	0	0	0	0	8,022	9,493	11,612	12,438	13,099	15,926	2,000	3,000	3,000	3,000	3,000	3,000	0
29,465	200,000	1	1	1	28	-1	-1	-1	-1	-1	-1	1,867	994	2,058	1,546	2,215	1,828	997	2,064	1,550	2,229	1,833	808	1
29,466	420,000	1	1	2	31	-1	0	0	0	-1	-1	31,065	25,918	20,899	14,966	5,676	134,038	2,004	3,000	1,041	5,676	135,687	4,192	0
29,467	50,000	1	1	2	29	1	2	2	2	2	2	5,931	5,690	8,023	7,748	8,269	7,992	0	2,600	0	800	0	800	0
29,468	270,000	1	1	2	31	0	0	0	0	0	0	9,526	10,418	6,436	7,196	7,137	5,587	1,116	1,500	2,000	1,000	194	1,005	0
29,469	130,000	1	2	1	31	-1	-1	-1	-1	-1	-1	2,280	1,725	3,895	1,500	450	5,289	1,725	3,895	1,500	450	5,289	0	0
29,470	210,000	1	1	2	31	0	0	0	0	0	2	82,940	84,583	86,357	88,149	93,654	82,166	3,024	3,134	3,228	7,000	0	3,000	0
29,471	240,000	1	2	2	31	1	-1	-1	-1	-1	-1	0	780	0	390	780	0	780	0	390	780	0	390	0
29,472	260,000	1	1	2	30	0	0	0	0	0	0	27,855	28,307	27,842	25,366	19,533	14,214	1,259	1,305	1,113	528	406	211	0
29,473	250,000	1	2	1	32	-1	-1	-2	-1	0	0	79,319	0	0	174,749	171,541	175,042	0	0	174,749	0	3,501	146,794	0
29,474	150,000	1	2	1	31	-1	-1	-1	0	-1	2	530	530	957	1,817	714	424	530	957	1,000	800	0	9,000	0
29,475	140,000	1	1	2	31	0	0	0	0	0	0	128,036	106,657	45,887	137,487	111,602	111,552	4,180	2,800	100,005	3,800	3,990	4,285	0
29,476	60,000	1	3	1	34	0	0	0	0	0	0	43,293	28,305	22,298	22,161	18,667	19,381	1,368	1,396	1,287	654	1,000	644	0
29,477	500,000	1	1	1	39	0	0	0	0	0	0	133,598	167,378	171,106	174,500	137,406	204,975	54,209	4,607	4,603	5,224	207,440	7,509	0
29,478	50,000	1	2	2	37	3	2	3	2	2	2	21,153	23,507	22,838	20,411	16,016	15,242	3,000	0	57	2,000	0	1,000	1
29,479	50,000	1	3	1	42	0	0	2	2	0	0	18,838	22,834	23,553	22,876	23,328	24,955	4,650	1,380	0	832	2,000	0	0
29,480	140,000	1	1	2	33	0	0	0	0	0	0	128,213	133,080	136,412	136,481	135,012	133,324	7,000	7,000	7,000	5,500	6,000	4,624	0
29,481	20,000	1	2	1	32	0	0	0	2	0	0	16,354	17,776	21,158	20,511	20,316	20,474	1,700	4,000	0	800	1,000	800	0
29,482	360,000	1	1	1	38	-1	-1	-1	-1	-1	-1	2,513	5,023	6,664	11,358	15,479	20,934	5,066	6,704	11,415	15,556	21,039	19,073	0
29,483	10,000	1	3	2	41	0	0	-2	-2	-1	-1	10,400	0	0	0	400	0	5,275	0	0	400	0	2,400	0
29,484	200,000	1	2	1	41	0	0	0	0	0	0	51,995	52,442	46,472	48,692	50,571	51,756	4,000	2,000	3,000	3,000	2,000	2,000	1
29,485	400,000	1	2	1	38	-1	-1	-1	0	-1	-1	3,380	3,395	5,856	6,401	389	21,447	3,411	8,863	1,032	390	21,448	1,001	0
29,486	180,000	1	1	1	32	0	0	0	-1	-1	-1	6,687	4,919	2,644	1,300	2,644	0	1,227	1,000	1,300	2,644	0	55,176	1
29,487	220,000	1	3	2	41	0	0	0	0	0	0	193,903	176,755	147,558	102,365	63,842	43,252	8,000	7,000	3,500	1,500	2,000	1,000	0
29,488	50,000	1	3	1	45	0	-1	-1	-2	-2	-2	5,339	1,189	0	0	0	0	1,189	300	0	0	0	0	0
29,489	100,000	1	5	1	45	0	0	0	0	0	0	94,502	95,697	98,222	90,500	82,586	22,620	5,000	5,000	3,203	2,103	50,000	0	0
29,490	50,000	1	2	2	47	0	0	0	0	-1	0	51,129	50,378	48,282	0	2,068	30,135	2,096	1,000	0	2,068	30,067	1,051	0
29,491	320,000	1	1	2	28	-2	-2	-2	-2	-2	-2	26,149	3,860	360	360	0	720	3,894	360	360	0	720	334	0
29,492	320,000	1	1	2	31	1	-2	-2	-2	-2	-2	-6,029	-9,119	-46,127	-50,616	-53,007	-94,625	185	28	12	208	8	14	1
29,493	310,000	1	2	1	31	-1	2	-1	-1	-1	-1	4,673	3,851	547	3,913	670	2,489	0	547	3,913	670	2,489	656	0
29,494	100,000	1	2	1	33	2	4	3	2	2	2	60,286	58,753	57,250	58,014	58,761	60,061	0	0	2,300	2,300	2,400	2,300	0
29,495	320,000	1	1	2	34	0	0	0	0	0	0	71,944	88,243	96,574	104,795	113,156	121,465	19,246	11,550	11,688	12,122	12,156	2,437	0
29,496	280,000	1	2	1	34	0	0	0	0	0	0	55,237	55,664	51,436	34,260	36,564	33,331	2,625	1,795	1,372	3,931	3,047	671	0
29,497	80,000	1	2	1	35	-1	-1	-1	-1	-1	0	1,692	2,694	1,130	397	42,857	41,864	2,702	1,246	397	42,860	7	118	0
29,498	200,000	1	1	1	41	1	2	0	0	2	2	150,406	151,415	156,476	163,330	162,163	170,867	5,000	7,500	11,000	3,000	11,365	7,000	1
29,499	70,000	1	2	1	37	0	0	2	0	0	2	23,546	26,630	25,922	27,177	28,930	28,329	3,800	0	2,000	2,200	0	2,100	0
29,500	50,000	1	1	1	40	0	0	0	0	0	0	47,695	48,879	44,765	31,240	20,343	12,349	2,017	3,000	2,000	3,007	1,003	1,500	0