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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
29,001	50,000	2	3	1	36	0	0	0	0	0	0	48,032	48,175	48,691	49,108	19,809	11,314	1,771	2,123	2,675	552	1,000	1,000	0
29,002	50,000	2	3	2	30	0	0	0	2	-1	-1	16,986	6,929	8,743	1,000	5,557	5,027	1,186	2,000	0	5,557	470	0	1
29,003	240,000	2	2	1	31	1	2	2	2	0	0	6,900	6,641	10,495	2,813	3,805	5,730	0	4,000	1,000	1,200	2,000	0	1
29,004	440,000	2	2	2	34	0	0	-1	0	0	0	6,480	7,265	444,912	218,064	222,734	227,445	1,000	226,848	8,300	8,300	8,300	8,300	0
29,005	180,000	2	2	2	35	2	0	0	0	0	0	168,090	150,482	154,063	158,494	161,855	171,055	5,500	6,001	7,000	6,000	12,000	7,500	0
29,006	140,000	2	2	2	40	-2	-2	-2	-2	-2	-2	0	1,887	0	0	0	0	1,887	0	0	0	0	0	0
29,007	150,000	2	1	2	34	1	-1	-1	-2	-2	-2	0	53	0	0	0	0	53	0	0	0	0	0	0
29,008	100,000	2	2	2	35	0	0	0	0	0	0	100,207	94,080	75,428	76,450	77,503	64,119	4,026	3,100	3,050	3,000	2,300	2,700	0
29,009	190,000	2	2	1	40	0	0	0	0	0	0	124,082	125,032	129,167	130,331	132,958	135,814	4,500	6,147	4,800	4,800	5,000	10,600	0
29,010	200,000	2	1	1	40	1	-1	-1	-1	-1	-1	0	114,558	1,898	849	-171	14,686	114,558	3,796	849	0	14,857	0	0
29,011	260,000	2	1	1	41	0	0	0	2	0	0	157,551	160,759	351,026	170,671	169,689	159,066	7,312	18,934	23	3,729	4,226	514	0
29,012	580,000	2	2	1	34	1	2	0	0	0	0	420,115	405,932	437,254	477,809	486,721	498,316	0	38,001	50,000	16,881	18,887	16,846	1
29,013	100,000	2	2	2	36	0	0	0	0	0	0	101,513	98,736	99,072	91,809	77,499	76,997	3,600	5,006	2,910	2,755	5,000	5,000	0
29,014	400,000	2	1	1	40	-1	-1	-1	-2	-2	-2	3,716	4,318	273	743	516	200	4,318	273	743	516	200	422	0
29,015	350,000	2	1	2	32	-2	-1	-1	-1	0	0	24,522	18,876	5,571	10,978	9,326	13,255	18,970	5,594	11,024	9,317	13,321	4,019	0
29,016	140,000	2	2	1	43	2	2	0	0	0	0	90,632	88,637	90,859	92,734	48,461	49,067	0	4,200	4,261	2,182	1,844	1,652	1
29,017	90,000	2	2	1	46	-1	-1	-1	-1	-1	-1	1,829	2,793	696	546	846	846	2,793	696	546	996	846	696	0
29,018	180,000	2	1	1	40	1	-1	-1	-2	-2	-2	0	319	0	0	0	0	319	0	0	0	0	207	1
29,019	150,000	2	1	1	41	-2	-2	-2	-2	-2	-2	3,275	1,105	0	0	0	300	1,105	0	0	0	300	0	0
29,020	200,000	2	1	2	40	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,021	390,000	2	2	1	39	0	0	0	0	0	0	359,641	283,210	240,876	190,709	191,162	195,336	11,100	13,163	8,349	6,840	7,252	7,800	0
29,022	180,000	2	2	2	28	-1	-1	-1	-1	-1	-1	416	416	416	416	416	832	416	416	416	416	832	0	1
29,023	90,000	2	1	2	28	1	2	0	0	0	2	5,799	3,095	5,257	6,649	8,680	7,844	0	3,000	2,000	3,000	0	20,000	0
29,024	240,000	2	2	1	29	0	0	0	0	0	0	81,274	83,030	84,945	65,601	66,901	68,086	3,101	3,385	2,377	2,387	2,472	2,475	0
29,025	320,000	2	1	2	28	-1	-1	-1	0	0	0	331	1,081	6,144	14,977	9,473	8,002	1,085	6,146	9,473	0	5	1,386	1
29,026	90,000	2	1	2	28	2	3	2	0	0	2	88,627	86,357	84,131	85,225	90,347	85,725	0	0	3,400	6,500	0	3,301	1
29,027	200,000	2	1	1	40	-1	-1	-1	0	0	-1	5,853	6,549	9,389	18,475	1,016	4,934	6,567	9,421	14,068	3	4,948	7,770	0
29,028	210,000	2	1	2	41	-1	-1	-1	-2	-1	-1	194	6,479	-200	-200	23,560	0	6,479	0	0	23,760	0	0	1
29,029	160,000	2	2	1	31	3	2	2	0	0	2	166,573	158,760	140,777	136,066	143,005	129,960	2,000	5,000	4,600	14,650	0	5,100	1
29,030	100,000	2	1	2	28	0	0	0	0	0	0	77,007	80,708	84,401	85,786	65,345	67,205	5,000	5,000	4,200	3,000	3,000	3,000	0
29,031	240,000	2	1	2	29	0	0	0	0	0	0	236,883	241,574	244,010	239,778	191,762	196,015	8,636	9,303	8,159	5,449	5,900	5,323	0
29,032	50,000	2	3	1	50	0	0	0	0	0	0	12,164	13,475	14,197	15,207	15,509	15,834	1,521	1,243	1,253	555	575	579	0
29,033	50,000	2	2	1	50	0	0	0	0	0	0	21,956	20,439	20,691	17,081	16,234	16,330	2,000	1,306	1,206	1,000	697	532	0
29,034	20,000	2	3	1	52	0	0	0	2	0	0	10,248	11,271	13,513	12,999	14,456	16,313	1,501	2,743	0	1,686	2,089	0	1
29,035	320,000	2	1	1	50	-1	-1	-1	-1	-2	-2	885	2,116	11,481	0	0	0	2,116	11,481	0	0	0	240	0
29,036	60,000	2	3	1	50	-1	-1	-1	-1	-1	-1	2,811	297	734	399	670	0	297	737	399	670	0	9,398	1
29,037	230,000	2	1	1	49	-2	-2	-2	-2	-2	-2	1,034	299	8,994	1,796	3,970	7,214	299	8,997	1,808	3,970	7,214	3,684	0
29,038	170,000	2	1	1	50	-1	-1	-1	-1	-1	-1	1,978	2,191	3,185	0	582	3,779	2,191	3,185	0	582	3,779	75	0
29,039	400,000	2	1	1	49	1	2	2	-2	-2	-2	9,279	7,419	0	3,378	0	590	0	0	3,378	0	590	2,951	0
29,040	200,000	2	3	2	50	-1	-1	-1	-1	-1	-1	3,943	1,443	2,203	2,189	5,475	5,506	1,443	2,583	2,189	5,475	5,506	15,837	0
29,041	250,000	2	3	1	50	-2	-2	-2	-2	-2	-2	193,355	8,173	-11	-11	39,618	20,380	8,173	0	0	39,629	20,380	32,701	0
29,042	460,000	2	2	1	50	0	0	0	0	0	0	581,319	552,144	523,423	493,548	429,966	427,216	19,141	19,141	20,141	14,642	31,549	15,522	1
29,043	10,000	2	3	2	54	0	-1	-1	2	2	-1	1,083	390	390	390	0	780	780	780	0	0	780	0	0
29,044	50,000	2	2	1	50	0	0	0	0	0	0	32,570	34,713	39,803	41,790	44,351	46,194	3,000	6,000	3,000	3,500	3,500	1,600	0
29,045	150,000	2	2	1	50	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,046	290,000	2	2	1	50	0	0	0	0	0	0	272,799	261,286	246,740	224,260	233,251	226,100	10,109	10,126	7,095	30,227	40,213	40,211	0
29,047	50,000	2	3	1	58	0	0	0	0	0	0	7,308	7,987	8,582	9,719	9,692	9,663	1,200	1,500	1,300	500	500	500	0
29,048	120,000	2	3	1	65	0	0	0	0	0	0	58,436	60,202	61,042	61,253	57,695	2,530	2,740	2,407	1,421	0	0	840	0
29,049	250,000	2	1	1	53	-1	-1	-1	-1	-1	0	440	439	440	440	880	440	439	441	440	880	0	590	0
29,050	500,000	2	3	1	54	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,051	160,000	2	2	1	55	0	0	0	0	0	0	86,179	83,960	61,589	58,702	56,853	56,002	4,000	3,000	2,000	2,000	3,000	5,000	0
29,052	60,000	2	3	1	58	1	2	0	0	0	0	26,259	25,544	26,578	27,828	28,271	28,868	0	1,750	2,000	1,200	1,200	1,131	0
29,053	10,000	2	2	3	52	1	4	3	2	2	0	8,546	8,267	7,992	8,610	8,325	8,441	0	0	900	0	400	900	1
29,054	20,000	2	2	1	50	1	-1	-1	-1	2	-1	0	390	181	891	501	1,051	780	181	1,100	0	1,100	4,030	0
29,055	80,000	2	2	1	51	0	0	0	0	0	0	42,731	23,086	23,661	24,678	25,766	26,351	1,365	1,500	1,412	1,500	1,000	1,100	1
29,056	100,000	2	3	1	57	0	0	0	0	0	0	101,890	100,403	101,350	101,324	101,475	100,558	4,000	4,000	4,000	4,000	4,000	4,000	0
29,057	30,000	2	3	1	53	2	2	0	0	0	0	35,647	34,775	35,946	37,685	33,305	28,305	0	1,733	2,452	1,072	1,089	3,101	0
29,058	230,000	2	2	2	53	0	0	0	0	0	0	148,058	161,291	136,908	118,358	115,497	118,539	20,074	6,246	8,836	5,955	8,984	4,507	0
29,059	360,000	2	3	1	53	-2	-2	-2	-2	-2	-2	0	208	2,489	786	0	486	208	2,489	786	0	486	150	1
29,060	30,000	2	3	1	52	0	0	0	0	0	0	27,964	25,817	27,097	27,930	16,288	17,023	1,720	2,000	1,700	1,000	1,000	1,000	0
29,061	300,000	2	3	1	52	0	0	0	0	0	0	293,174	268,652	285,524	235,773	221,123	221,269	15,000	25,000	8,000	22,000	10,060	9,000	0
29,062	110,000	2	3	1	64	0	0	0	0	0	0	83,050	85,550	76,793	13,062	12,609	12,638	4,000	3,275	3,028	3,000	2,000	2,000	0
29,063	450,000	2	1	1	54	-2	-2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	0
29,064	330,000	2	3	1	53	0	0	0	0	0	0	287,021	191,065	290,451	192,123	196,860	-3,140	6,802	102,428	4,100	4,937	3,140	184,036	0
29,065	240,000	2	2	1	55	2	0	0	0	2	0	72,188	74,270	75,959	80,473	78,883	80,625	3,000	3,200	6,100	0	2,900	3,000	0
29,066	100,000	2	3	1	55	0	0	0	0	0	0	17,048	26,593	50,330	7,495	9,584	0	10,000	35,000	2,000	2,089	0	0	0
29,067	30,000	2	3	1	56	0	0	0	0	0	0	29,261	29,960	28,316	28,966	29,542	30,163	1,500	1,790	1,440	1,016	1,055	1,188	0
29,068	120,000	2	3	1	50	0	0	0	0	0	0	109,372	111,564	112,482	115,046	80,987	85,921	5,500	4,200	4,552	3,100	6,416	0	0
29,069	310,000	2	2	1	50	-1	-1	-1	0	-1	-1	316	316	6,464	7,016	4,351	17,016	316	6,464	1,000	4,351	17,016	1,206	0
29,070	290,000	2	1	1	51	-2	-2	-2	-2	-2	-2	0	22,888	783	40,720	4,352	504	22,888	783	40,720	4,352	504	720	0
29,071	230,000	2	3	1	52	-2	-2	-2	-2	-2	-2	986	3,915	2,233	1,410	0	0	3,939	2,244	1,421	0	0	236	0
29,072	270,000	2	2	1	52	0	0	0	0	0	0	43,210	45,670	47,625	49,332	22,950	25,561	3,500	3,000	3,000	3,000	3,000	4,000	0
29,073	160,000	2	5	2	52	0	0	0	0	0	0	157,018	135,516	117,895	86,943	23,433	20,000	5,000	5,000	2,200	500	1,000	0	0
29,074	280,000	2	2	1	51	2	2	2	2	0	0	258,764	279,451	280,882	218,619	201,679	195,934	25,000	7,500	0	6,500	7,000	6,000	0
29,075	20,000	2	2	1	54	1	2	0	0	0	0	14,930	14,404	15,558	16,166	8,824	0	11	1,392	1,000	176	0	0	1
29,076	400,000	2	1	1	55	-1	-1	-1	-1	0	0	153,951	193,159	72,201	199,209	179,290	9,780	193,358	72,356	199,209	411	0	126,743	0
29,077	50,000	2	3	2	56	0	-1	-1	2	0	0	26,242	2,946	6,152	4,419	4,419	1,473	3,006	6,152	0	0	0	0	0
29,078	130,000	2	2	1	52	0	0	2	0	0	0	50,662	51,562	47,928	45,456	42,704	2,552	4,600	0	1,500	0	2,000	0	0
29,079	100,000	2	3	0	56	1	2	0	0	2	2	28,625	27,969	28,812	31,134	30,444	32,460	0	1,500	2,700	0	2,400	0	0
29,080	400,000	2	2	1	55	-1	-1	2	0	-1	0	530	5,332	5,101	6,201	2,173	2,803	5,101	6	2,000	2,173	2,000	4,500	0
29,081	120,000	2	2	1	54	1	-2	-2	-2	-1	-1	-200	-200	-200	0	700	1,935	0	0	200	700	1,935	0	1
29,082	200,000	2	1	1	58	1	2	2	0	0	0	203,108	206,084	187,747	159,746	140,632	143,092	7,500	0	6,014	5,000	6,000	5,000	1
29,083	260,000	2	1	1	55	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,084	110,000	2	1	1	56	0	0	0	0	0	0	34,102	30,442	25,656	22,049	22,456	18,326	2,000	1,700	1,800	1,000	800	800	0
29,085	260,000	2	3	1	65	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,086	220,000	2	1	1	56	1	-2	-2	-2	-1	-1	0	0	0	0	5,889	300	0	0	0	5,889	300	165	0
29,087	60,000	2	3	1	61	0	0	0	0	0	0	28,208	29,230	30,739	30,841	28,069	27,941	1,495	2,004	2,009	1,211	2,000	1,201	0
29,088	140,000	2	3	1	56	-1	-1	3	2	2	5	11,106	13,627	13,125	14,600	16,066	17,521	3,000	0	2,000	2,000	2,000	3,000	0
29,089	100,000	2	3	1	50	0	0	0	0	0	0	16,469	17,885	19,587	21,256	22,895	24,514	2,000	2,000	2,000	2,000	2,000	2,000	0
29,090	360,000	2	2	2	51	1	-1	-1	-1	-1	-1	-28	15,500	2,145	9,944	4,540	8,024	15,528	2,145	9,944	4,540	8,024	4,421	0
29,091	160,000	2	2	1	52	-1	-1	2	-1	-1	-1	465	10,451	9,385	2,260	1,313	947	10,451	0	4,560	2,626	1,894	7,428	0
29,092	30,000	2	2	1	52	1	2	0	0	0	0	34,104	31,600	30,199	30,010	24,660	22,042	0	2,000	2,000	1,500	2,000	3,000	1
29,093	200,000	2	2	1	52	0	0	0	0	0	0	290,122	274,868	280,828	286,702	293,038	299,317	7,100	7,500	7,500	8,000	8,000	4,500	0
29,094	330,000	2	2	2	59	0	0	0	0	0	0	130,797	112,383	79,505	80,589	76,180	61,693	20,000	3,500	19,000	15,000	3,000	2,139	0
29,095	80,000	2	3	1	56	-1	0	0	0	-2	-2	1,407	2,445	3,377	-6	2,188	5,808	1,068	1,000	6	2,194	5,825	0	0
29,096	140,000	2	1	1	56	0	0	0	0	0	0	136,084	138,468	93,802	94,531	96,264	98,135	6,500	4,300	3,500	3,600	3,881	4,200	1
29,097	270,000	2	3	1	55	-2	-1	-1	-1	-1	-1	2,039	7,918	4,246	4,875	836	5,949	7,922	4,246	4,875	836	5,949	1,258	0
29,098	90,000	2	3	1	50	0	0	0	0	0	0	91,123	90,056	88,330	83,948	82,168	82,304	3,614	3,223	3,172	2,743	3,051	3,081	0
29,099	120,000	2	3	2	50	-1	-1	-1	0	0	0	6,574	1,374	45,802	53,231	25,888	27,114	1,374	45,812	10,000	900	3,000	3,000	0
29,100	50,000	2	2	1	50	0	0	0	0	0	0	49,068	47,947	49,293	41,941	39,643	39,273	1,848	2,194	1,842	1,544	1,396	1,420	0

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