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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
22,701	500,000	2	2	1	41	0	0	0	0	0	0	275,956	277,193	284,198	285,419	261,073	233,343	15,000	13,000	10,000	10,000	10,000	10,000	0
22,702	340,000	2	3	1	47	0	0	0	2	0	0	169,842	158,469	154,170	135,951	123,353	110,723	7,000	14,000	0	4,000	4,000	5,000	0
22,703	500,000	2	2	2	34	-1	-1	-1	0	0	-1	2,730	3,926	17,501	17,194	9,030	2,180	5,606	17,501	2,194	1,030	2,180	2,012	0
22,704	240,000	2	2	2	31	0	0	0	0	2	2	173,628	177,556	179,549	225,556	219,642	232,652	8,000	7,000	50,000	0	16,302	0	0
22,705	80,000	2	2	2	34	0	0	0	-1	-1	-1	7,437	8,906	7,718	1,388	0	6,951	4,000	1,000	1,388	0	6,951	1,980	0
22,706	200,000	2	1	1	37	1	-2	-1	-1	-2	-2	-58	-58	2,786	0	116	0	0	2,844	0	116	0	0	0
22,707	230,000	2	2	2	31	-2	-2	-2	-2	-2	-2	-18	3,919	6,164	3,612	7,756	4,906	3,937	6,164	3,612	7,761	4,906	3,632	0
22,708	300,000	2	3	1	36	-2	-2	-2	-2	-2	-2	4,035	0	0	0	379	0	0	0	0	379	0	0	0
22,709	140,000	2	2	1	36	-1	-1	-1	-1	0	-1	165	341	165	1,031	487	863	341	165	1,031	0	863	487	1
22,710	300,000	2	1	2	33	-1	-1	-1	-2	-2	-2	3,854	142	0	0	0	0	142	0	0	0	0	0	0
22,711	360,000	2	3	2	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
22,712	320,000	2	3	1	35	0	0	0	0	0	0	157,249	148,123	142,852	133,583	129,049	128,325	6,000	6,048	6,000	5,000	5,000	5,000	1
22,713	380,000	2	2	1	30	0	0	0	0	0	-1	384,846	359,926	349,753	296,465	193,342	311,009	13,291	15,287	8,532	4,334	317,077	11,892	0
22,714	170,000	2	3	1	30	0	0	0	0	0	0	136,639	138,223	140,964	138,064	131,845	128,827	7,200	7,405	6,022	4,606	5,006	4,809	0
22,715	300,000	2	1	1	41	-1	-1	-1	-1	-1	-2	66,132	6,917	3,050	1,760	0	0	6,983	3,331	1,760	0	0	891	0
22,716	60,000	2	3	2	44	-1	-1	-2	-2	-2	-2	2,802	0	0	0	0	0	0	0	0	0	0	0	0
22,717	240,000	2	2	1	36	0	0	0	0	0	0	214,122	217,850	212,593	180,867	173,780	168,880	19,000	10,000	7,000	10,000	8,000	10,000	0
22,718	500,000	2	3	2	44	-2	-2	-2	-2	-2	-2	0	1,275	0	0	1,300	0	1,275	0	0	1,300	0	0	0
22,719	230,000	2	2	1	45	-1	-1	-1	-1	-1	0	12,047	17,091	8,743	31,886	14,893	8,343	17,094	8,786	32,467	14,893	0	8,968	0
22,720	290,000	2	5	2	35	0	0	0	0	0	0	33,278	33,694	32,453	27,981	14,096	10,240	1,600	1,700	2,015	2,000	1,000	1,000	0
22,721	60,000	2	2	1	35	0	0	0	0	0	0	59,449	58,548	53,054	47,933	29,254	29,981	2,300	2,600	2,000	1,200	1,200	1,500	0
22,722	100,000	2	2	2	35	0	0	0	0	0	0	98,118	99,577	95,736	98,679	67,007	67,485	3,500	4,000	5,700	2,507	2,500	3,000	0
22,723	270,000	2	2	2	36	-2	-2	-2	-1	-1	-1	-33	-33	24,646	1,585	15,376	497	0	24,679	4,893	15,376	497	5,373	0
22,724	280,000	2	2	2	35	0	0	0	0	0	0	259,637	259,593	261,595	267,359	236,734	231,064	10,028	12,500	13,106	231,064	15,004	8,004	0
22,725	100,000	2	2	1	38	3	2	2	3	3	3	750	750	750	750	750	750	0	0	0	0	0	1,500	0
22,726	100,000	2	1	2	32	-1	-1	2	-1	-1	-1	1,876	9,814	6,690	1,196	416	620	9,814	443	1,196	2,080	620	928	0
22,727	90,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,728	280,000	2	4	1	44	-2	-2	-2	-2	-2	-2	5,374	12,360	20,721	0	0	17,131	12,360	20,721	0	0	17,131	2,681	1
22,729	150,000	2	5	1	38	-2	-2	-2	-2	-2	-2	0	0	1,597	-3	1,764	718	0	1,597	0	1,767	718	0	0
22,730	70,000	2	2	1	40	-1	-1	2	-1	-1	-1	390	780	390	390	780	0	780	0	390	780	0	0	0
22,731	180,000	2	1	2	32	-1	-1	-1	-1	0	-1	1,160	2,884	1,165	4,685	1,165	3,472	2,889	1,165	4,685	0	3,472	799	0
22,732	190,000	2	1	2	33	0	0	0	0	0	0	153,962	161,376	162,437	117,364	100,765	112,095	10,000	6,000	30,000	5,000	13,000	34,000	0
22,733	500,000	2	2	1	38	0	0	0	0	0	0	15,050	20,852	26,741	27,854	30,961	54,017	7,000	7,000	2,000	5,000	25,002	3,000	0
22,734	190,000	2	3	1	47	1	2	0	0	0	0	194,487	189,894	185,512	169,728	143,260	136,901	92	7,791	4,000	2,865	40,000	0	0
22,735	210,000	2	1	2	32	-2	-2	-2	-2	-2	-2	524	4,581	248	1,448	398	150	4,581	300	1,448	398	150	2,043	0
22,736	60,000	2	1	1	38	-1	-1	-1	-1	-1	-1	6,842	15,772	23,011	9,941	12,688	8,719	15,772	23,011	9,941	12,688	8,958	6,484	0
22,737	200,000	2	3	1	34	0	0	0	0	0	0	198,482	182,115	154,994	153,386	144,067	110,946	5,014	4,699	7,543	3,970	3,146	6,941	0
22,738	470,000	2	1	2	32	1	-2	-2	-1	-1	0	0	0	0	200	34,325	37,325	0	0	200	34,325	3,000	77,412	0
22,739	260,000	2	1	2	30	0	0	0	0	0	0	235,961	222,409	215,056	212,791	177,159	143,920	7,988	7,979	6,807	5,247	5,240	5,000	0
22,740	140,000	2	1	2	30	-1	0	0	0	0	0	13,626	21,399	27,923	32,330	33,374	38,588	8,399	6,923	5,330	2,074	5,588	20,290	0
22,741	190,000	2	2	1	33	-2	-2	-2	-2	-2	-1	-2,650	-2,650	-2,650	-5,036	-5,036	93,493	0	1,941	0	0	98,529	3,188	1
22,742	80,000	2	2	1	36	0	0	0	0	0	0	73,873	61,134	49,746	49,033	48,553	48,377	2,006	8,199	2,000	1,700	2,000	2,000	0
22,743	310,000	2	2	2	37	0	0	0	-1	-1	-2	68,430	72,280	77,097	7,636	0	0	5,000	7,097	7,636	0	0	2,039	0
22,744	150,000	2	1	2	40	0	0	0	2	0	0	16,986	18,693	20,885	21,738	22,080	23,558	2,000	2,500	1,500	1,000	2,000	2,000	0
22,745	340,000	2	2	1	30	0	0	0	0	0	0	338,624	338,272	339,191	325,675	285,417	284,834	15,000	15,000	15,000	15,000	12,000	12,500	1
22,746	360,000	2	2	2	31	0	0	0	0	0	0	49,011	62,438	77,461	79,025	75,556	63,097	15,000	20,000	3,500	2,300	5,000	5,000	0
22,747	250,000	2	2	1	38	2	0	0	0	0	0	236,546	232,795	189,111	189,558	185,565	189,003	8,007	7,000	8,200	7,000	7,000	8,000	0
22,748	220,000	2	2	1	34	-1	-1	-1	-1	-1	-1	3,410	1,619	1,756	1,986	4,772	1,115	1,623	1,756	2,075	4,774	1,115	7,160	0
22,749	30,000	2	3	1	46	1	-2	-2	-1	0	0	0	0	0	14,071	14,350	14,650	0	0	14,071	514	532	543	0
22,750	210,000	2	3	1	41	-2	-2	-2	-2	-2	-2	16,486	15,725	18,210	10,784	41,477	6,879	15,728	18,213	10,784	41,477	6,879	9,498	0
22,751	350,000	2	1	1	32	-1	-1	-2	-2	-2	-2	30,625	60,003	7,147	9,950	22,117	4,874	60,396	7,147	9,950	22,117	4,874	0	1
22,752	270,000	2	2	1	33	-1	-1	0	0	0	0	1,481	3,952	25,237	44,395	44,741	45,209	3,952	22,438	20,000	1,587	2,000	4,000	0
22,753	200,000	2	2	2	34	0	0	0	-1	-1	-1	205,362	177,755	3,455	1,078	1,598	171,700	5,504	1,526	1,078	1,598	173,026	6,000	0
22,754	70,000	2	2	2	40	2	0	0	0	0	0	64,744	66,030	67,450	68,587	57,710	58,918	2,361	2,482	2,293	2,063	2,135	2,188	1
22,755	220,000	2	3	1	45	-1	-1	2	-1	0	0	1,196	8,087	3,606	4,656	8,960	13,264	8,087	13	4,656	5,000	5,000	0	0
22,756	230,000	2	2	1	39	0	-1	0	0	-1	0	5,650	3,798	6,701	10,382	4,842	5,792	3,798	3,000	5,000	4,842	3,000	3,000	1
22,757	120,000	2	2	1	35	0	0	0	0	-2	-2	22,148	21,120	4,746	0	0	0	1,550	1,000	0	0	0	0	0
22,758	360,000	2	2	1	30	0	0	0	-2	-2	-2	17,602	5,986	-29	-1,671	87,329	89,608	1,030	37	1,642	89,000	3,000	3,000	0
22,759	210,000	2	3	2	37	-1	-1	-1	-1	-1	-1	13,438	9,241	7,924	13,416	2,228	4,490	9,315	7,924	13,421	2,240	4,490	10,834	0
22,760	460,000	2	1	1	40	3	2	2	3	3	3	2,650	2,650	2,650	2,650	2,650	2,650	0	0	0	0	0	200	1
22,761	500,000	2	1	1	34	-2	-2	-2	-2	-2	-2	13,000	13,000	13,000	13,000	13,000	13,000	13,000	13,000	13,000	13,000	13,000	13,000	0
22,762	180,000	2	2	2	35	-2	-2	-2	-2	-2	-2	3,010	1,679	2,027	1,764	11,383	330	1,679	2,027	1,774	11,383	330	300	0
22,763	180,000	2	3	1	36	-2	-2	-2	-1	-1	-1	11,540	633	606	20,972	940	1,383	633	606	20,999	940	1,383	0	0
22,764	220,000	2	2	1	26	0	0	0	0	0	0	68,090	58,218	47,679	37,788	23,293	7,288	4,039	3,021	1,400	3,000	2,000	100,000	0
22,765	600,000	2	2	2	30	0	0	0	0	0	0	501,499	510,470	520,492	525,749	480,722	460,068	19,500	20,462	19,445	17,348	16,536	16,845	0
22,766	180,000	2	2	2	36	-1	-1	-1	-1	-1	-2	360	2,240	6,071	1,554	0	0	2,240	6,071	1,554	0	0	0	1
22,767	360,000	2	2	1	39	-1	-1	-1	-1	-1	-1	26,680	22,312	19,181	16,155	5,936	15,330	22,434	19,286	16,243	5,966	15,407	43,019	0
22,768	620,000	2	1	2	38	-1	-1	-1	-2	-1	0	1,966	35,703	1,241	-119	23,969	5,567	35,703	1,241	119	24,088	0	0	0
22,769	60,000	2	3	1	44	-1	0	0	0	0	0	63,236	64,683	66,510	58,622	47,317	48,726	2,500	3,000	2,292	1,526	2,000	2,000	1
22,770	100,000	2	1	2	32	0	-1	0	0	0	0	11,273	694	1,694	2,096	2,143	1,723	694	1,000	1,000	47	0	3,354	0
22,771	200,000	2	1	2	31	-1	-1	-1	-1	0	0	7,773	3,426	2,000	1,000	3,000	2,000	3,643	2,000	1,000	2,000	0	1,249	0
22,772	50,000	2	3	2	36	0	0	0	0	0	0	49,889	50,326	50,687	37,200	29,838	30,062	1,952	1,703	1,444	1,027	1,053	1,077	0
22,773	200,000	2	2	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	246	1
22,774	10,000	2	2	1	43	0	0	0	0	0	0	4,834	1,803	2,819	3,828	3,905	4,023	1,038	1,054	1,063	140	181	80	1
22,775	280,000	2	2	2	36	0	0	0	0	-2	-2	93,982	105,695	77,704	0	0	0	15,000	40,000	0	0	0	336	0
22,776	450,000	2	2	1	46	-2	-2	-2	-2	-2	-2	30,535	83,371	17,471	10,342	51,786	45,747	84,267	17,566	10,401	52,045	45,812	169	0
22,777	260,000	2	1	2	29	0	0	0	0	0	0	267,336	264,929	234,214	169,096	117,873	79,782	11,000	9,800	6,000	4,088	3,000	3,000	1
22,778	140,000	2	2	3	30	0	0	0	0	0	0	124,288	123,172	130,095	122,342	77,536	80,783	10,000	18,000	10,000	10,000	20,000	15,000	0
22,779	390,000	2	1	2	33	0	0	0	0	0	0	84,100	85,538	79,875	82,853	82,747	44,143	5,000	3,500	4,502	3,518	2,003	3,001	0
22,780	350,000	2	1	1	41	-2	-2	-2	-2	-2	-2	5,037	14,994	3,101	17,321	-22	4,443	15,069	3,116	17,414	0	4,465	9,434	0
22,781	50,000	2	3	1	44	0	0	0	0	0	0	47,497	47,122	46,789	37,465	27,450	28,025	2,306	2,400	2,000	983	1,018	1,030	0
22,782	120,000	2	2	2	46	0	0	0	0	0	0	68,168	69,187	68,466	42,941	40,718	41,613	2,650	2,884	2,018	1,411	1,504	1,500	0
22,783	80,000	2	2	1	45	0	0	0	0	0	0	17,613	19,009	20,361	18,722	12,514	8,905	2,000	2,000	1,009	0	2,000	0	0
22,784	160,000	2	3	3	36	-1	-1	0	-1	-1	-1	9,330	31,745	22,829	6,000	6,000	0	31,745	1,049	6,000	6,000	0	4,345	0
22,785	90,000	2	3	1	46	-2	-2	-2	-2	-2	-2	316	10,758	10,613	316	316	316	10,758	10,613	316	316	316	316	0
22,786	190,000	2	2	1	39	0	0	0	0	-1	0	180,201	181,443	155,045	95,145	86,025	87,836	7,000	7,000	3,100	92,101	3,200	4,300	1
22,787	100,000	2	3	1	40	2	2	0	0	0	0	13,278	12,773	16,179	17,597	18,499	20,531	0	3,950	2,000	1,500	2,500	4,800	1
22,788	210,000	2	2	2	35	0	0	0	0	0	0	147,812	135,624	125,469	103,409	75,498	72,020	5,000	7,000	5,000	4,000	2,447	3,000	0
22,789	160,000	2	2	2	33	2	2	3	2	0	0	161,771	172,632	168,541	164,310	162,681	163,005	15,000	0	0	6,100	12,300	6,100	0
22,790	240,000	2	3	1	35	0	0	0	0	0	0	238,166	236,686	186,613	189,470	119,525	121,178	8,522	9,100	8,244	5,000	5,000	4,011	1
22,791	20,000	2	1	2	36	-2	-2	-2	-2	-2	-2	223	0	0	0	0	0	0	0	0	0	0	0	0
22,792	220,000	2	2	1	36	2	2	2	2	0	0	192,654	195,725	197,466	189,149	187,531	187,856	8,500	8,200	0	7,000	7,000	7,200	1
22,793	260,000	2	1	2	44	0	0	0	0	0	0	279,670	286,796	295,631	299,692	164,332	183,033	11,778	15,000	8,526	20,000	20,000	20,092	0
22,794	500,000	2	1	1	34	0	0	0	0	0	0	250,263	247,516	245,012	243,417	233,968	209,220	29,000	29,000	30,000	30,000	6,110	6,200	0
22,795	200,000	2	2	2	34	-2	-2	-2	-2	-2	-2	0	0	0	445	2,309	-10	0	0	445	2,332	10	0	0
22,796	260,000	2	2	1	33	0	0	0	0	0	0	151,123	134,736	135,593	120,909	102,524	40,157	4,002	6,067	10,000	3,000	40,157	1,466	1
22,797	170,000	2	1	2	30	0	0	0	0	0	0	171,992	168,531	171,440	174,643	165,584	169,230	6,027	6,300	8,451	6,000	6,320	6,700	0
22,798	150,000	2	2	1	38	-1	-1	0	0	-1	-1	5,584	1,106	2,199	2,997	735	1,104	1,106	1,208	1,006	50,000	1,104	0	0
22,799	360,000	2	2	1	37	-2	-2	-2	-2	-2	-2	-5	-5	-5	-5	-5	-5	0	0	0	0	0	0	0
22,800	260,000	2	1	1	44	0	0	0	0	0	0	296,349	300,155	305,798	306,082	304,048	14,982	6,891	8,668	6,907	6,088	14,982	12,588	0

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