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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
29,601	150,000	1	1	2	32	-2	-2	-2	-2	-2	-2	833	1,601	9,253	33,062	2,328	4,121	1,606	9,297	33,243	2,336	4,140	10,859	0
29,602	290,000	1	2	2	34	0	0	0	0	0	0	14,543	12,190	14,483	16,589	18,306	22,204	2,000	3,000	3,000	3,000	5,000	3,000	0
29,603	60,000	1	2	1	37	0	0	0	-1	-1	-1	6,742	9,582	-27	15,273	14,766	14,687	3,000	18	15,300	5,000	15,132	6,500	0
29,604	50,000	1	2	2	37	5	4	3	2	0	0	19,859	19,268	18,687	17,956	17,710	18,710	0	0	0	354	1,000	1,000	0
29,605	20,000	1	3	1	38	0	0	0	0	0	0	17,224	16,533	17,557	18,666	19,037	19,434	1,267	1,291	1,400	681	703	600	0
29,606	500,000	1	1	1	37	0	0	2	0	0	0	474,934	507,062	491,956	430,637	376,657	356,636	40,024	325	15,296	12,137	12,312	14,113	0
29,607	90,000	1	2	1	45	-1	3	2	2	-1	-1	3,664	3,449	1,776	-1,170	390	390	0	0	0	1,560	390	930	1
29,608	280,000	1	1	2	37	-2	-2	-2	-2	-2	-2	7,523	1,567	-8	-8	1,680	0	1,574	0	0	1,688	0	198	0
29,609	40,000	1	2	1	40	1	2	0	0	0	0	34,364	33,512	34,549	35,572	36,481	37,889	0	1,577	1,600	1,500	2,000	2,000	1
29,610	220,000	1	1	1	39	-1	-1	0	-1	-1	-1	875	1,093	3,572	7,330	0	3,995	1,093	2,518	7,409	0	3,995	2,028	1
29,611	220,000	1	5	1	37	-2	-2	-1	-1	-1	0	44,253	1,966	6,189	1,850	6,938	5,034	1,966	6,203	1,850	6,938	101	2,932	0
29,612	50,000	1	2	1	33	0	0	0	0	0	0	97,190	48,290	49,633	48,707	19,623	13,673	1,787	2,130	1,184	13,604	496	523	1
29,613	20,000	1	2	3	47	-1	-1	2	2	-1	-1	390	780	390	0	780	0	780	0	0	780	0	0	1
29,614	200,000	1	1	1	39	0	0	0	0	0	0	192,257	192,560	198,501	194,782	191,172	193,267	7,004	10,061	7,071	6,514	7,081	10,121	0
29,615	20,000	1	2	1	32	2	0	0	2	0	0	18,390	19,468	20,844	19,362	19,402	19,607	2,000	3,000	0	850	920	750	1
29,616	60,000	1	1	2	39	1	2	0	0	0	0	60,037	50,524	58,025	59,724	28,575	39,402	0	9,000	3,000	1,200	11,500	3,000	1
29,617	280,000	1	3	1	45	-2	-2	-2	-2	-2	-2	14,493	1,589	-7	1,420	8,036	12,863	1,596	0	1,427	8,076	12,927	0	0
29,618	50,000	1	2	2	48	0	0	0	0	0	0	44,385	45,637	46,815	16,927	17,263	17,628	1,992	2,170	1,282	618	643	1,000	0
29,619	420,000	1	1	1	32	0	0	0	0	0	0	387,143	24,830	25,419	10,951	8,126	8,313	1,585	1,174	1,133	291	318	277	0
29,620	30,000	1	3	1	44	1	2	2	2	0	0	19,397	18,659	22,544	21,889	22,721	23,401	1,500	4,500	0	1,500	1,200	2,000	1
29,621	50,000	1	3	2	36	0	0	2	2	2	2	22,312	25,349	26,075	25,358	27,123	27,509	3,416	1,425	0	2,190	965	0	0
29,622	20,000	1	3	1	43	0	0	0	2	0	-1	18,100	17,926	19,485	19,503	19,566	1,320	2,000	3,000	1,200	1,000	1,400	0	0
29,623	110,000	1	2	1	39	2	3	2	2	2	2	39,733	38,862	40,995	40,106	42,492	43,197	0	3,000	0	3,300	1,463	0	1
29,624	230,000	1	2	1	39	0	0	0	0	0	0	20,307	19,864	17,789	14,416	14,445	14,452	2,000	2,263	2,000	2,000	2,000	2,000	0
29,625	60,000	1	2	1	45	0	0	0	0	0	0	20,959	20,822	17,973	18,403	17,898	17,388	1,500	1,500	2,000	1,000	1,000	1,000	0
29,626	360,000	1	1	1	36	-2	-2	-2	-2	-2	-2	1,814	6,545	0	0	0	0	6,545	0	0	0	0	259	0
29,627	50,000	1	2	2	42	0	0	0	0	0	0	49,165	46,466	47,145	47,658	48,209	48,579	1,800	1,814	1,717	1,658	1,858	2,000	0
29,628	110,000	1	2	2	35	0	0	0	0	0	0	106,612	110,828	109,937	47,250	48,543	47,848	6,100	3,000	2,000	2,000	2,000	2,000	0
29,629	150,000	1	2	2	29	0	0	0	0	0	0	104,165	93,850	94,944	100,940	100,339	102,567	5,000	4,380	8,528	5,000	4,000	5,000	0
29,630	180,000	1	1	2	29	-1	-1	-1	-1	-1	-1	1,124	18,213	4,390	1,016	4,745	0	18,213	4,390	1,016	4,745	0	0	0
29,631	80,000	1	2	2	30	-1	-1	-1	-1	-1	-1	5,092	4,623	1,944	15,361	13,286	5,848	4,623	1,963	15,361	13,286	5,848	0	0
29,632	50,000	1	2	2	30	0	0	0	0	0	0	46,652	45,235	23,299	22,672	21,440	19,304	2,014	1,600	1,400	429	386	57	0
29,633	170,000	1	2	2	31	-1	0	0	0	0	0	6,336	7,505	8,522	9,380	9,566	9,917	1,281	1,298	1,156	342	505	610	0
29,634	200,000	1	2	2	31	-1	-1	2	-1	-1	-1	5,433	20,516	7,973	6,202	8,549	6,251	20,710	23	6,228	8,574	6,269	6,411	0
29,635	210,000	1	1	2	31	0	0	0	0	0	0	36,042	37,141	38,179	39,243	39,740	40,574	2,000	1,936	2,000	1,450	1,472	3,500	0
29,636	20,000	1	2	2	32	0	0	0	0	0	-2	19,435	19,790	19,294	14,092	6,826	10,090	2,003	1,448	1,328	500	10,986	600	0
29,637	160,000	1	1	2	35	-1	2	2	-2	-2	-1	348	22	-304	-630	-956	476	0	0	0	0	1,908	326	0
29,638	50,000	1	3	2	45	0	0	0	0	-2	-2	46,842	48,356	41,150	0	0	0	2,356	2,150	0	0	0	0	0
29,639	340,000	1	2	2	30	0	0	0	0	0	0	233,770	216,978	181,217	172,862	171,353	170,048	8,100	8,000	6,102	6,628	6,517	4,500	1
29,640	220,000	1	1	2	32	-1	-1	-1	-1	-1	-1	5,359	4,217	2,900	3,392	1,421	915	4,217	2,907	3,397	1,421	915	906	0
29,641	200,000	1	2	1	37	-2	-1	-1	-1	0	0	500	598	1,946	11,900	6,344	4,747	598	1,950	11,921	4	3	1,201	1
29,642	320,000	1	1	2	29	0	0	0	0	0	0	225,892	209,493	170,336	173,806	177,425	181,003	9,429	6,189	6,309	6,510	6,600	6,395	0
29,643	110,000	1	1	2	29	2	0	0	0	2	0	77,831	79,365	81,485	86,309	84,028	86,114	3,430	4,000	7,100	0	3,600	3,142	1
29,644	200,000	1	1	2	30	3	2	2	-1	-1	0	1,130	566	0	560	558	558	0	0	560	558	0	0	1
29,645	160,000	1	1	2	31	1	2	0	0	0	0	56,432	55,371	56,316	59,331	60,227	61,778	0	2,000	3,500	2,000	2,200	3,000	0
29,646	310,000	1	2	1	34	0	0	0	0	0	0	89,600	83,373	80,533	70,343	58,365	51,454	3,100	3,604	2,366	2,018	2,000	1,700	0
29,647	70,000	1	2	1	29	0	0	0	0	0	0	78,244	19,275	11,231	10,694	27,908	11,192	2,009	1,404	3,016	20,001	2,000	5,002	0
29,648	80,000	1	2	2	29	-1	-1	-1	0	0	0	28,175	0	68,227	68,040	69,840	69,840	0	68,227	2,000	2,000	0	0	0
29,649	320,000	1	1	2	34	-2	-2	-2	-2	-2	-2	5,250	-3	988	6,420	7,174	-19	0	991	6,452	9,757	0	3,995	0
29,650	230,000	1	1	2	34	0	-1	0	0	0	0	56,449	219,192	226,596	225,791	226,638	226,265	231,788	11,621	9,027	9,015	9,000	9,014	0
29,651	260,000	1	2	2	36	2	0	0	0	0	0	334,214	310,546	288,566	291,597	214,353	216,238	12,000	11,000	11,000	8,000	8,500	8,300	1
29,652	50,000	1	3	1	41	5	4	3	2	0	0	54,090	52,955	51,847	50,307	27,707	28,479	0	0	0	0	974	31,100	1
29,653	210,000	1	3	2	48	0	0	0	0	-1	-1	85,107	83,658	73,664	38,405	38,395	5,062	33,658	30,003	1,000	38,395	5,062	13,061	0
29,654	60,000	1	3	1	42	0	0	0	0	0	0	19,489	20,496	21,702	22,360	19,760	0	1,336	1,542	1,200	500	0	0	0
29,655	30,000	1	2	1	48	0	0	0	0	0	0	26,393	28,622	29,846	25,571	40,188	27,544	3,006	3,000	2,000	3,000	8,150	2,000	1
29,656	480,000	1	2	1	44	-2	-2	-2	-2	-2	-2	29,112	43,015	17,223	10,127	8,416	14,658	43,111	17,223	10,135	8,416	14,658	27,350	0
29,657	240,000	1	2	2	43	0	0	0	0	0	0	236,238	225,318	202,513	198,720	192,574	195,682	8,763	7,539	8,267	7,012	8,010	8,499	0
29,658	20,000	1	2	1	44	0	0	0	0	0	0	18,015	18,344	19,672	19,652	780	0	1,400	1,630	1,000	0	0	0	1
29,659	50,000	1	3	1	41	0	0	0	0	0	0	49,782	50,741	48,468	39,203	28,913	26,636	1,816	1,753	1,433	990	967	1,071	0
29,660	50,000	1	2	1	37	0	0	0	0	0	0	44,270	42,398	44,346	44,098	48,698	26,955	5,000	3,000	5,000	5,000	5,000	6,000	0
29,661	50,000	1	1	1	35	-1	-1	-1	-1	-2	-2	6,290	3,770	10,060	0	0	0	3,770	10,060	0	0	0	0	0
29,662	500,000	1	1	1	37	-1	-1	-1	-1	-1	-1	14,817	2,480	122,750	4,599	10,094	43,150	3,904	123,000	10,052	10,105	43,168	16,915	0
29,663	70,000	1	2	2	31	0	0	0	0	0	0	35,515	36,619	37,725	38,792	39,447	40,361	2,000	2,000	2,000	1,600	1,700	1,700	0
29,664	40,000	1	1	2	31	0	0	0	0	0	0	33,075	34,221	35,866	36,691	31,672	27,945	2,000	2,500	2,014	250	2,000	500	0
29,665	420,000	1	1	2	32	-1	-1	-1	-1	-2	-2	1,100	1,183	2,736	0	0	0	1,183	2,736	0	0	0	0	0
29,666	20,000	1	2	1	36	2	2	2	2	2	2	25,238	25,274	25,026	23,073	22,857	21,143	2,000	1,700	0	1,653	0	1,940	0
29,667	300,000	1	3	1	41	-1	-1	-1	-1	-1	-1	1,556	118,157	11,409	11,907	3,965	18,327	118,816	11,488	11,967	3,983	18,416	6,260	0
29,668	110,000	1	2	2	38	3	2	2	0	0	0	78,480	80,604	78,326	44,890	41,394	42,727	4,000	0	2,000	1,500	2,000	2,000	1
29,669	70,000	1	2	1	42	4	4	4	4	4	4	59,130	59,831	61,873	63,359	64,221	65,706	2,272	3,614	3,100	2,500	3,100	1,000	1
29,670	110,000	1	1	2	39	0	0	0	0	-2	-2	18,310	19,327	20,650	0	0	0	1,327	1,650	0	0	0	0	0
29,671	220,000	1	2	1	40	2	2	0	0	0	0	222,418	206,473	208,464	175,407	175,170	174,726	4	8,027	6,218	6,220	6,316	6,504	0
29,672	20,000	1	1	2	37	0	0	0	0	0	0	14,320	14,595	16,350	17,322	18,319	19,297	2,000	2,000	2,000	2,000	2,000	2,000	0
29,673	120,000	1	3	1	39	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	0
29,674	150,000	1	3	2	44	0	0	0	0	0	0	65,903	35,916	34,409	93,241	67,549	62,479	5,011	3,045	70,092	2,521	3,000	3,000	0
29,675	110,000	1	3	1	40	0	0	0	0	0	0	91,275	93,357	94,938	79,368	74,778	75,996	4,500	4,100	2,612	2,666	2,700	2,659	0
29,676	320,000	1	3	1	36	-2	-2	-2	-2	-2	-2	5,360	726	6,992	3,741	10,138	15,745	726	6,992	3,755	10,138	15,745	16,740	0
29,677	50,000	1	2	1	28	-1	-1	-1	0	-1	-1	430	0	46,257	45,975	1,300	43,987	0	46,257	2,200	1,300	43,987	1,386	0
29,678	20,000	1	2	2	34	0	0	-2	-2	-1	0	16,912	-2	-1	-1	309	9,525	0	0	0	310	9,500	800	0
29,679	180,000	1	3	1	35	2	0	0	0	0	0	57,991	58,587	59,497	60,356	60,209	60,522	2,700	3,000	3,000	2,500	2,500	3,000	1
29,680	200,000	1	2	1	37	0	0	0	0	0	0	208,835	202,673	193,898	180,759	160,482	132,870	7,313	7,157	11,609	5,609	5,059	5,014	0
29,681	50,000	1	3	1	47	1	2	0	0	0	2	16,217	15,664	16,693	17,407	18,660	19,115	0	1,586	1,300	1,546	900	0	0
29,682	360,000	1	1	2	40	-1	3	2	-1	-1	2	499	499	499	13,136	9,160	2,752	0	0	13,169	2,784	12	14,293	1
29,683	30,000	1	2	1	30	0	0	0	0	0	0	28,130	27,836	28,998	29,480	29,500	0	1,750	2,000	1,200	1,000	0	1,500	0
29,684	230,000	1	1	2	31	-2	-2	-2	-2	-2	-2	0	0	0	0	100	2,405	0	0	0	100	2,405	0	0
29,685	280,000	1	1	2	32	-2	-2	-2	-2	-2	-2	3,981	1,350	3,735	13,956	5,911	1,356	1,355	3,754	14,025	12,820	1,362	5,274	0
29,686	50,000	1	3	1	32	0	0	0	0	0	-1	47,974	43,680	22,133	12,882	8,131	3,983	3,000	2,871	1,000	163	3,983	3,771	1
29,687	360,000	1	1	2	33	-1	-1	-1	-1	-1	-1	57,709	23,707	11,850	12,533	7,477	7,718	23,718	11,850	13,898	7,477	7,718	168,350	0
29,688	240,000	1	2	2	37	2	2	2	0	0	2	45,070	46,111	45,268	46,295	48,903	49,763	1,900	0	1,900	3,500	1,600	0	1
29,689	180,000	1	3	1	43	2	2	2	2	0	0	176,911	172,605	182,641	135,892	135,411	126,808	0	15,000	0	4,500	5,000	5,000	0
29,690	200,000	1	1	2	36	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	396	0
29,691	390,000	1	1	1	29	-2	-2	-2	-2	-2	-2	570	2,681	1,186	1,944	4,966	2,973	2,691	1,191	1,948	4,987	2,982	15,546	0
29,692	110,000	1	1	2	29	0	0	0	0	0	0	47,982	43,735	41,840	40,199	39,612	27,926	1,809	2,012	1,504	1,502	1,514	1,007	0
29,693	250,000	1	1	2	29	0	0	0	0	0	0	240,725	200,603	150,035	145,876	100,971	50,333	10,022	7,004	5,414	2,500	1,010	48,440	0
29,694	380,000	1	2	2	30	0	0	0	0	0	0	47,765	47,945	135,167	95,527	91,541	92,808	3,000	90,527	5,000	3,000	4,000	3,000	0
29,695	300,000	1	2	1	30	-1	-1	-1	-1	-1	-1	165	165	165	165	1,759	1,394	165	165	165	1,759	1,394	1,790	0
29,696	300,000	1	2	1	44	0	0	2	2	0	0	223,211	239,061	239,874	233,894	169,520	160,385	21,000	6,000	3,662	6,000	6,000	6,000	0
29,697	320,000	1	1	1	40	-2	-2	-2	-2	-2	-2	968	6,444	23,384	4,310	5,980	13,522	6,476	23,507	4,336	6,010	13,589	3,574	0
29,698	160,000	1	2	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,699	310,000	1	1	1	47	-2	-2	-2	-2	-2	-2	-1,874	-2,474	-2,474	-74	2,226	-484	0	0	2,400	2,300	0	0	0
29,700	50,000	1	2	2	32	0	0	0	0	0	-1	50,962	50,212	3,800	50,535	50,525	1,473	2,264	1,000	50,042	2,505	1,473	12,023	0