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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
21,201	160,000	1	1	2	31	-2	-2	-1	0	0	0	2,930	459	2,613	22,315	26,911	35,239	466	4,171	22,137	20,000	12,198	0	0
21,202	20,000	1	2	2	30	3	2	3	3	5	4	15,556	16,987	18,406	20,795	20,175	21,265	2,000	2,000	3,000	0	2,000	0	0
21,203	130,000	1	1	2	48	0	0	0	0	0	0	102,771	104,003	102,744	31,384	30,057	29,206	4,843	2,608	2,005	1,180	1,100	1,234	0
21,204	490,000	1	1	1	43	2	-1	-1	-2	-1	-1	3,956	3,081	0	0	2,236	3,052	3,081	0	0	2,236	3,052	3,159	1
21,205	360,000	1	1	1	45	-1	-1	-1	-1	0	-1	2,369	1,367	8,570	5,625	3,684	2,804	1,367	8,570	5,625	0	2,804	2,473	0
21,206	150,000	1	2	1	40	0	0	0	0	0	0	172,935	46,462	42,407	28,265	25,402	21,514	35,749	3,016	1,201	601	2,002	1,020	0
21,207	70,000	1	1	1	44	1	2	2	2	0	0	14,960	11,080	12,695	11,482	8,896	10,074	0	3,116	0	1,000	2,000	0	1
21,208	360,000	1	2	3	32	-2	-2	-2	-2	-2	-2	10,591	-326	56,337	10,959	7,056	0	326	56,663	11,013	7,091	0	0	0
21,209	500,000	1	1	1	37	1	-1	-1	-1	0	0	271,115	15,074	16,205	21,770	60,827	18,524	15,873	16,205	21,976	50,000	7,000	21,769	0
21,210	250,000	1	2	2	38	-1	-1	-1	-1	-1	-1	2,395	29,636	23,850	8,220	0	8,420	29,658	23,938	8,220	0	8,420	0	0
21,211	50,000	1	2	2	38	0	0	0	0	0	0	46,005	46,234	17,266	18,253	18,618	37,495	1,266	1,298	1,285	650	825	1,582	0
21,212	250,000	1	2	1	45	0	0	0	0	0	0	142,001	135,291	138,084	100,574	40,066	38,765	5,084	6,399	5,000	2,000	1,615	2,000	0
21,213	20,000	1	1	2	40	2	2	2	0	0	2	15,563	16,995	16,433	17,443	19,254	18,804	2,000	0	1,289	2,100	0	2,000	0
21,214	360,000	1	3	2	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,215	80,000	1	2	2	41	0	0	0	0	0	0	80,920	80,956	73,875	75,949	44,167	45,362	3,500	4,000	3,900	2,000	2,000	1,500	0
21,216	140,000	1	1	2	44	0	0	0	0	2	0	72,763	75,064	76,892	79,522	79,623	80,895	3,905	4,025	4,924	2,381	2,926	3,108	0
21,217	140,000	1	2	2	36	0	0	0	0	0	0	123,474	125,565	120,847	121,040	107,310	105,958	4,409	4,505	4,100	3,800	4,000	3,900	1
21,218	50,000	1	2	2	37	2	2	2	2	0	0	72,034	75,711	75,322	71,640	71,114	67,519	7,300	3,200	0	3,000	5,400	5,000	1
21,219	160,000	1	2	2	34	0	0	0	0	0	0	144,953	112,501	115,108	104,295	61,950	0	6,000	5,950	5,128	3,500	0	0	0
21,220	50,000	1	2	2	49	0	0	0	0	0	0	41,638	28,145	24,569	26,244	11,540	13,348	2,000	2,000	2,500	1,000	2,000	1,014	0
21,221	200,000	1	2	1	41	2	2	2	2	2	2	1,075	11,201	1,383	976	1,126	563	11,000	980	0	563	0	413	0
21,222	80,000	1	1	2	38	1	2	2	2	2	2	67,046	68,439	69,258	70,526	71,774	70,503	3,100	2,500	3,000	3,000	0	2,800	1
21,223	140,000	1	2	2	33	-2	-2	-2	-2	-2	-2	0	935	1,490	0	3,938	0	935	1,490	0	3,938	1,160	0	0
21,224	90,000	1	2	2	34	0	0	2	0	-1	-1	77,846	50,281	14,033	12,628	20,172	73,512	5,700	0	2,000	20,172	73,512	3,000	0
21,225	40,000	1	2	1	47	0	0	2	2	3	2	34,664	37,611	36,726	40,985	40,085	39,354	3,524	0	4,898	0	0	1,800	0
21,226	10,000	1	2	1	38	1	2	2	0	0	0	4,437	5,355	6,113	8,012	8,873	9,229	1,150	1,000	2,000	1,000	500	500	0
21,227	500,000	1	2	1	33	0	0	0	0	0	-1	26,597	16,573	19,080	13,860	15,904	134,584	3,357	3,010	2,000	2,044	131,438	4,504	0
21,228	410,000	1	1	1	41	0	0	0	0	0	0	396,975	409,780	383,225	396,283	274,224	321,787	30,000	20,000	20,000	50,000	30,000	43,312	0
21,229	20,000	1	2	2	49	0	0	0	0	-1	-1	19,111	18,936	18,588	19,260	1,500	0	1,286	1,328	1,000	1,500	0	0	0
21,230	200,000	1	1	1	37	1	-2	-1	-1	0	0	0	0	250	4,188	1,399	1,196	0	250	4,188	0	0	0	0
21,231	50,000	1	1	2	32	0	0	0	0	0	0	49,571	48,765	49,453	49,827	48,930	48,748	1,773	2,110	2,324	2,000	1,920	2,000	0
21,232	150,000	1	1	1	44	-1	-1	-1	-1	-1	0	4,825	3,003	6,164	3,370	7,279	4,445	3,018	6,201	3,386	7,299	1,166	5	0
21,233	180,000	1	1	1	49	-1	-1	2	2	-2	-2	1,092	1,733	1,405	-434	-434	-434	1,733	0	0	0	0	0	1
21,234	80,000	1	3	2	33	1	-1	-1	-1	-2	-2	0	3,495	500	0	0	0	3,495	765	0	0	0	0	0
21,235	300,000	1	2	2	34	0	0	0	0	0	0	50,281	51,441	54,107	55,111	56,688	58,272	2,000	3,500	3,000	2,500	2,500	2,500	0
21,236	150,000	1	1	2	36	2	2	2	-2	-2	-2	167,094	86,193	-25,443	-46,627	-46,627	-46,627	5,068	9	0	0	0	0	1
21,237	220,000	1	3	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,238	120,000	1	2	2	35	0	0	0	0	0	0	90,972	93,452	95,943	99,340	101,783	104,929	4,000	4,000	5,000	5,000	5,000	3,400	0
21,239	360,000	1	1	2	43	-1	-1	-1	-1	-1	-1	59	4,465	300	966	1,730	0	4,465	300	966	1,730	0	969	0
21,240	550,000	1	5	1	37	0	0	0	0	0	0	452,600	364,447	318,029	91,903	91,010	70,045	16,025	14,407	3,512	3,506	2,512	125,020	1
21,241	260,000	1	1	2	39	3	2	0	0	0	0	235,799	124,838	116,164	106,976	96,938	98,502	13	4,276	3,716	3,600	3,604	105,642	0
21,242	80,000	1	3	1	45	0	0	2	0	0	0	8,133	10,978	10,511	11,529	12,332	13,128	3,000	0	1,200	1,000	1,000	1,000	1
21,243	160,000	1	1	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,244	190,000	1	2	1	48	0	-1	0	0	0	0	6,450	189,102	189,018	175,871	157,218	151,618	189,717	7,779	6,092	5,018	6,168	1,218	0
21,245	250,000	1	1	1	44	-1	-1	-1	2	-1	0	3,893	54,673	8,402	2,765	6,037	3,561	54,946	8,433	13	6,049	17	4,980	0
21,246	30,000	1	3	2	37	0	0	0	0	0	0	22,629	11,332	12,471	7,985	13,619	17,997	5,002	5,003	7,983	10,000	10,103	10,106	0
21,247	100,000	1	2	2	37	2	2	2	2	2	2	24,927	27,689	26,960	29,504	30,020	29,995	3,185	0	3,000	1,300	600	2,000	1
21,248	350,000	1	1	1	35	0	0	0	2	-1	2	15,193	19,734	5,338	3,042	2,418	2,233	5,197	3,000	0	2,500	0	5,000	0
21,249	120,000	1	3	1	45	0	0	-1	-1	0	0	24,591	16,160	225	3,550	3,550	3,550	3,000	225	3,550	0	0	0	0
21,250	350,000	1	1	1	43	-2	-2	-2	-2	-2	-1	2,878	0	850	7,980	22,703	2,093	0	850	3,990	45,406	2,093	2,090	0
21,251	340,000	1	2	1	49	0	-1	-1	0	0	0	9,983	43,418	388,126	358,617	333,690	302,528	43,418	388,126	12,500	11,000	11,000	11,180	0
21,252	360,000	1	1	2	39	-1	-1	-1	-1	-2	-2	2,758	1,448	3,740	0	0	0	1,448	3,740	0	0	0	3,942	0
21,253	410,000	1	2	1	47	-1	-1	-1	-1	-1	-1	40,390	9,760	9,712	11,756	4,128	12,424	9,760	9,712	11,771	4,128	12,424	8,702	0
21,254	170,000	1	2	1	42	0	0	0	0	0	0	162,880	164,824	132,485	120,267	117,453	115,778	8,000	6,107	6,000	4,500	4,500	4,500	0
21,255	110,000	1	2	2	38	0	0	0	0	0	0	95,925	98,331	100,751	102,496	80,116	69,391	4,000	4,000	3,500	2,500	2,290	2,060	0
21,256	30,000	1	3	2	51	0	0	0	0	0	2	24,070	25,358	26,447	26,946	28,957	29,408	2,000	1,800	1,300	2,400	1,000	1,000	0
21,257	200,000	1	2	1	54	0	0	0	0	-2	-2	41,190	40,921	17,702	-2,540	-6,491	-7,741	2,138	5,101	19	6	11	1	0
21,258	250,000	1	3	1	50	0	0	0	0	0	2	254,893	258,013	263,493	268,861	274,444	290,235	9,316	9,637	9,765	10,021	20,300	10,023	0
21,259	240,000	1	1	1	50	-1	-1	-1	-2	-1	-1	35,117	17,330	58,422	54,755	43,605	26,293	11,051	116,904	54,762	43,705	26,293	13,011	0
21,260	210,000	1	1	1	50	1	-2	-2	-2	-2	-1	0	0	0	0	0	484	0	0	0	0	484	0	0
21,261	30,000	1	3	1	52	0	0	0	0	0	0	28,541	28,889	30,050	29,797	18,464	12,235	1,502	2,002	1,025	1,230	1,042	0	0
21,262	30,000	1	3	1	51	0	0	0	0	0	-2	13,386	13,218	14,453	15,525	0	0	1,218	1,453	1,525	0	0	0	0
21,263	40,000	1	3	1	56	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
21,264	50,000	1	3	3	55	0	0	0	0	0	0	23,498	22,625	20,197	19,528	19,520	17,420	1,336	1,348	1,257	639	622	638	0
21,265	50,000	1	2	1	50	0	0	0	0	0	0	47,053	11,165	12,186	13,280	14,055	14,428	1,200	1,206	1,300	1,000	600	530	1
21,266	20,000	1	2	1	50	0	0	2	2	2	2	14,123	16,758	17,494	16,916	18,135	17,703	3,200	1,300	0	1,500	0	1,200	0
21,267	20,000	1	3	1	52	2	2	2	2	-2	-2	8,145	10,474	10,000	0	0	0	2,474	0	0	0	0	0	1
21,268	240,000	1	2	1	51	0	0	0	0	0	0	98,588	100,545	102,651	104,749	106,832	109,062	3,592	3,719	3,798	3,821	3,949	3,976	1
21,269	110,000	1	3	2	52	0	0	0	2	0	0	56,327	57,106	58,489	57,800	57,312	57,188	2,700	3,300	2,044	2,100	2,000	2,266	0
21,270	90,000	1	2	2	52	0	0	0	0	0	0	86,826	87,186	87,526	88,924	88,735	87,521	4,000	3,505	3,962	2,909	3,107	3,127	0
21,271	110,000	1	1	1	52	0	0	0	0	0	0	82,390	84,024	84,485	81,057	43,113	40,805	4,000	4,015	4,012	3,000	2,164	2,000	0
21,272	500,000	1	1	1	50	0	0	0	0	0	0	350,340	359,289	366,475	248,288	253,283	258,707	12,884	13,000	7,029	7,100	7,500	7,399	0
21,273	20,000	1	2	1	54	0	0	0	0	0	0	18,398	19,014	17,836	19,410	18,512	14,483	2,000	1,500	2,900	1,500	1,000	0	0
21,274	70,000	1	3	1	50	2	2	2	2	2	2	41,087	42,109	43,135	43,924	44,700	45,634	2,000	2,000	1,800	1,800	1,800	1,700	1
21,275	50,000	1	3	2	51	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
21,276	120,000	1	3	1	53	0	0	2	2	2	2	88,702	101,498	104,480	105,280	106,149	108,381	14,357	5,500	4,000	4,100	4,100	4,200	1
21,277	50,000	1	2	1	60	0	0	0	0	0	0	46,344	41,162	25,245	25,955	26,470	27,025	1,389	1,722	1,432	947	981	985	0
21,278	20,000	1	2	1	50	0	0	0	0	0	2	5,519	6,620	7,556	8,570	10,020	9,715	1,200	1,200	1,300	1,600	0	600	0
21,279	30,000	1	2	2	51	0	0	0	0	0	0	29,628	29,253	28,342	28,282	30,118	24,584	1,460	1,560	2,000	3,077	804	761	0
21,280	290,000	1	3	1	61	0	0	0	0	0	0	281,967	288,456	296,084	218,399	200,461	204,637	10,492	12,447	8,973	6,761	6,983	5,980	0
21,281	80,000	1	2	1	61	0	0	0	0	0	0	81,647	65,470	73,855	41,003	29,690	27,596	5,500	10,000	7,003	4,700	3,600	3,500	1
21,282	110,000	1	2	1	50	0	0	0	0	0	0	110,406	109,550	109,921	67,212	49,120	49,772	4,600	3,348	2,444	3,869	1,808	1,751	0
21,283	190,000	1	3	2	54	0	0	0	0	0	0	142,032	40,883	42,835	31,982	36,329	26,964	5,883	2,835	5,982	33,329	1,964	11,849	0
21,284	50,000	1	1	2	48	0	0	0	-1	0	0	56,672	53,540	53,321	49,263	29,063	26,644	2,500	1,066	50,045	992	1,000	1,000	0
21,285	50,000	1	3	1	51	0	0	0	0	2	2	38,302	39,299	40,703	44,350	43,517	46,821	1,634	2,038	4,685	0	3,982	0	0
21,286	20,000	1	3	1	52	2	0	0	0	0	0	16,290	17,301	19,012	19,959	19,962	19,988	1,289	2,000	1,300	658	680	1,000	0
21,287	110,000	1	3	1	57	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
21,288	350,000	1	2	1	50	0	0	0	0	0	0	83,134	84,087	86,492	91,898	189,555	192,627	3,969	4,131	7,261	103,801	6,007	6,008	0
21,289	60,000	1	3	1	52	0	0	0	0	0	0	57,470	58,713	60,251	57,251	27,896	28,499	2,200	2,500	31,000	981	1,035	1,059	1
21,290	20,000	1	3	2	59	2	2	2	2	0	0	7,451	5,119	5,546	6,302	7,193	8,075	2,000	1,500	1,000	1,000	1,000	1,000	0
21,291	430,000	1	1	1	51	0	-1	-1	-1	0	-1	4,704	9,714	13,247	27,555	17,389	2,919	9,723	13,298	27,570	0	2,919	96,117	0
21,292	260,000	1	2	1	51	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
21,293	140,000	1	2	1	52	1	2	0	0	2	0	31,511	30,705	31,809	34,374	33,522	34,481	0	1,600	3,100	0	1,500	1,500	1
21,294	360,000	1	1	1	50	-1	-1	-2	-1	-1	-2	1,858	0	0	3,000	0	0	0	0	3,000	0	0	1,033	0
21,295	280,000	1	2	1	50	-2	-2	-2	-2	-2	-2	5,622	4,554	4,373	7,774	3,355	16,441	4,573	4,396	8,055	3,417	16,557	41	0
21,296	10,000	1	2	1	50	0	0	0	0	0	-1	3,664	4,526	6,880	8,830	5,550	6,195	1,300	3,000	2,509	0	6,195	0	0
21,297	280,000	1	2	1	49	0	0	0	0	0	0	94,916	96,838	98,878	100,899	102,900	105,057	3,500	3,600	3,666	3,683	3,815	3,900	0
21,298	50,000	1	1	1	63	-1	-1	2	-1	-1	-1	264	528	264	264	264	264	528	0	264	264	264	264	0
21,299	50,000	1	2	2	56	0	0	0	-1	-1	0	37,624	44,915	46,665	390	430	390	8,000	26,390	390	430	350	3,581	0
21,300	280,000	1	2	1	53	0	0	0	0	0	-1	278,127	42,518	31,900	21,342	11,500	2,000	1,700	1,500	1,400	2,000	2,000	2,900	1

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