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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
24,001	50,000	1	2	2	23	2	2	0	0	0	0	51,246	49,758	48,456	44,116	21,247	20,066	8	2,401	2,254	2,004	704	707	0
24,002	60,000	1	2	2	26	0	0	0	0	0	0	58,072	59,040	57,416	55,736	26,958	28,847	2,282	2,324	2,049	2,000	3,000	1,120	1
24,003	400,000	1	2	2	27	0	0	0	0	0	0	15,330	8,626	11,470	10,745	20,737	9,545	2,501	10,009	1,437	1,105	510	959	0
24,004	20,000	1	5	2	27	5	4	3	2	2	2	21,673	21,051	20,440	19,709	20,113	19,840	0	0	0	900	0	0	0
24,005	50,000	1	3	2	27	0	0	-2	-2	-1	-1	32,590	-100	0	0	70	120	0	100	0	70	200	100	0
24,006	110,000	1	2	2	27	0	0	0	0	0	0	102,551	103,550	105,089	107,164	105,988	108,617	5,500	6,000	6,000	4,000	5,000	4,000	0
24,007	30,000	1	3	2	23	0	0	-2	-1	0	0	4,443	370	380	590	7,704	20,204	430	400	601	7,504	15,005	5,674	0
24,008	230,000	1	2	2	27	0	0	0	0	0	0	34,592	23,689	27,652	8,430	9,811	9,865	1,816	5,105	1,293	2,000	528	3,000	0
24,009	20,000	1	3	3	23	0	0	0	0	0	0	18,455	19,990	20,215	19,298	19,807	12,294	2,000	20,000	1,612	1,121	702	1,000	0
24,010	30,000	1	1	2	24	0	0	0	2	0	0	6,003	4,912	6,214	3,311	4,430	906	1,440	2,259	0	1,500	425	895	0
24,011	90,000	1	2	2	25	0	0	0	0	0	0	91,151	88,937	91,097	52,285	46,430	47,404	3,453	3,868	1,960	1,658	1,718	2,200	0
24,012	30,000	1	2	2	25	2	0	0	0	0	0	24,279	25,281	26,568	29,872	23,504	25,724	1,713	2,000	4,000	0	3,000	1,000	1
24,013	20,000	1	3	2	24	4	3	2	0	0	0	20,569	19,927	16,371	17,291	18,001	18,706	0	0	1,500	1,000	1,000	836	1
24,014	20,000	1	2	2	24	2	2	2	0	0	-1	17,996	19,102	19,117	19,664	10,000	4,060	2,100	1,000	1,000	1,100	4,060	0	1
24,015	50,000	1	2	2	24	0	0	0	0	0	0	12,236	13,324	14,403	15,460	15,804	16,549	1,300	1,300	1,300	600	1,000	602	0
24,016	80,000	1	2	2	25	-1	-1	-1	-1	-1	-1	416	416	416	416	416	416	416	416	416	416	416	416	0
24,017	120,000	1	1	2	28	-1	-1	-1	-1	-1	-1	231	6,665	880	0	4,440	4,440	6,673	880	0	4,440	4,440	4,440	0
24,018	50,000	1	2	2	25	-1	-1	-1	-1	0	0	5,814	-73	11,427	191	7,391	6,554	0	11,500	191	7,200	2,000	7,000	0
24,019	200,000	1	1	2	26	0	0	0	0	0	0	50,124	51,122	52,533	52,772	53,441	22,246	1,830	2,235	1,447	1,069	445	9,332	0
24,020	150,000	1	2	2	25	0	0	0	0	0	0	140,662	144,334	148,016	150,128	94,834	97,487	6,000	6,000	5,176	5,000	4,002	3,628	0
24,021	360,000	1	1	2	24	2	0	0	-2	-2	-2	1,188	1,803	777	-3	-3	-3	1,003	783	0	0	0	0	1
24,022	60,000	1	1	2	25	0	0	2	2	2	0	56,918	61,210	52,757	29,209	26,403	26,969	5,914	17	3,106	0	1,104	1,134	0
24,023	80,000	1	2	2	25	3	2	0	0	-1	-1	79,977	78,091	80,288	82,150	319	85	0	3,456	3,750	319	85	322	0
24,024	320,000	1	1	2	25	0	0	0	0	0	0	146,183	148,703	169,920	174,315	173,032	176,016	6,206	25,006	10,025	6,506	7,006	8,006	0
24,025	140,000	1	2	2	25	2	0	0	0	0	0	142,697	137,269	133,767	120,287	117,183	119,575	5,010	6,377	5,604	4,160	8,239	0	1
24,026	20,000	1	2	1	26	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
24,027	110,000	1	2	2	26	0	-1	-1	2	0	0	60,808	196	3,290	3,089	3,601	3,396	196	3,290	0	563	296	200	0
24,028	190,000	1	2	2	26	0	0	0	2	2	2	45,694	52,361	43,563	40,909	50,758	36,922	9,000	8,000	0	12,000	3,000	0	0
24,029	130,000	1	2	2	25	0	0	0	2	2	2	113,290	112,561	119,435	105,382	49,643	46,812	5,650	12,421	0	7,000	0	2,000	0
24,030	160,000	1	1	2	26	0	0	0	0	-1	-1	138,825	135,233	130,038	79,027	6,666	6,666	6,800	5,600	3,715	6,666	6,666	6,666	1
24,031	260,000	1	1	2	26	0	0	0	0	0	0	250,303	198,350	189,510	178,738	182,973	187,233	7,065	7,054	6,500	7,000	7,001	10,000	0
24,032	80,000	1	1	2	26	-1	-1	-1	-1	-1	-1	7,412	945	1,096	162	6,600	1,780	945	1,096	163	6,600	1,780	0	0
24,033	50,000	1	2	2	25	0	0	2	2	4	3	28,651	41,897	43,032	47,242	46,212	45,205	14,200	2,100	5,215	0	0	0	1
24,034	100,000	1	1	2	26	0	0	0	0	0	0	91,189	93,383	96,301	90,858	92,724	96,030	3,500	4,300	4,400	4,000	4,700	5,000	0
24,035	20,000	1	2	2	27	1	2	0	0	2	2	7,326	7,060	8,240	9,582	9,279	9,971	0	1,296	1,638	0	844	0	1
24,036	210,000	1	2	2	27	1	-1	2	0	0	-2	0	628	232	1,067	-27	-27	628	0	1,000	0	0	0	0
24,037	160,000	1	2	2	28	0	0	0	0	0	-1	84,879	59,607	38,512	19,129	15,525	11,146	2,593	2,000	1,604	2,000	11,146	2,006	0
24,038	340,000	1	1	2	26	0	0	0	0	0	0	241,720	221,836	206,485	196,137	196,447	195,114	8,000	10,000	10,000	8,032	8,000	8,500	0
24,039	70,000	1	3	2	27	2	2	2	3	3	2	58,009	56,479	63,633	64,500	62,867	64,210	0	8,100	2,500	0	2,500	2,455	1
24,040	50,000	1	1	2	27	2	2	0	0	0	0	51,042	48,878	47,884	29,506	3,672	8,346	0	2,354	1,410	1,500	4,900	700	1
24,041	60,000	1	1	2	26	-1	-1	0	0	0	0	1,870	32,603	32,432	27,976	25,862	24,571	32,607	2,119	3,008	1,006	1,042	1,001	0
24,042	20,000	1	3	2	27	3	2	2	5	5	4	1,200	1,200	1,200	1,200	1,200	600	0	0	0	0	0	0	1
24,043	50,000	1	1	2	27	0	0	0	2	2	0	35,215	36,227	37,876	39,984	39,041	40,110	1,600	2,234	3,042	0	1,700	2,000	0
24,044	240,000	1	1	2	26	-1	-1	-2	-1	-1	-1	5,010	1,188	3,513	11,380	1,777	190	1,188	3,513	11,794	1,785	190	0	0
24,045	20,000	1	2	2	23	0	0	0	0	0	0	9,550	10,867	11,585	12,899	13,087	13,327	1,480	1,198	1,512	700	600	2,700	0
24,046	50,000	1	2	2	25	0	0	0	0	0	0	29,827	30,863	31,897	29,652	20,483	19,909	1,536	1,570	1,316	1,680	722	822	0
24,047	130,000	1	2	2	25	0	0	0	0	0	0	39,074	39,767	38,680	5,654	1,938	522	1,766	1,521	3,100	0	10	0	0
24,048	50,000	1	2	2	25	0	0	0	0	0	0	49,899	35,200	29,447	19,980	10,400	0	1,679	2,438	1,700	1,000	0	0	0
24,049	130,000	1	2	2	27	-1	-1	-1	-1	-1	-1	6,136	9,258	3,397	2,435	1,570	1,467	9,272	3,397	2,435	1,570	1,467	550	0
24,050	20,000	1	1	2	27	0	0	0	0	0	0	19,483	18,956	18,742	19,738	15,627	15,753	1,258	1,404	1,400	399	604	2,500	0
24,051	370,000	1	6	1	28	0	-1	-1	-1	-1	-1	64,268	2,868	3,788	9,424	2,468	2,468	2,868	100,332	9,456	2,468	2,468	2,468	0
24,052	110,000	1	3	1	27	0	0	0	0	0	-2	108,435	109,572	45,907	5,130	2,889	78,834	3,509	1,102	1,014	2,889	82,718	3,100	0
24,053	200,000	1	3	2	28	0	0	0	0	0	0	203,357	201,115	192,220	180,090	184,603	189,340	7,064	7,048	6,000	6,500	7,430	0	0
24,054	160,000	1	3	2	26	0	0	0	0	0	0	58,929	60,950	61,292	16,623	33,393	34,220	3,000	2,000	15,000	33,000	3,000	1,100	0
24,055	310,000	1	2	2	26	0	0	0	0	0	0	304,091	309,627	315,544	309,272	240,119	235,799	12,805	13,567	13,203	8,765	9,643	9,035	0
24,056	90,000	1	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,057	20,000	1	2	2	22	4	3	2	0	0	2	16,226	15,682	15,146	15,856	17,090	16,677	0	0	1,266	1,500	0	1,915	1
24,058	30,000	1	5	2	23	0	0	-2	-2	-2	-2	30,830	0	0	0	0	0	0	0	0	0	0	0	0
24,059	90,000	1	4	2	24	0	0	0	0	0	-2	35,865	32,764	25,348	9,580	0	0	1,546	1,176	1,000	0	0	0	0
24,060	240,000	1	2	2	28	0	0	-2	-2	-1	-1	44,996	-4	-4	-4	801	192,850	0	0	0	805	192,869	7,012	0
24,061	260,000	1	2	2	32	0	0	-2	-1	-1	-1	60,587	-83	-83	458	-7,941	156,600	0	0	541	4,538	166,000	6,000	0
24,062	120,000	1	2	2	27	0	0	0	0	0	0	29,344	33,474	29,029	26,523	20,554	19,348	5,053	1,789	2,037	659	802	640	0
24,063	80,000	1	2	2	27	1	2	0	0	-2	-2	83,062	81,150	82,150	0	0	0	0	3,800	0	0	0	0	0
24,064	160,000	1	1	2	27	-1	-1	-1	-1	-1	-1	5,574	3,327	5,958	55,914	23,285	29,170	3,353	7,916	56,116	23,302	11,580	9,976	0
24,065	130,000	1	2	2	27	0	0	0	-1	0	0	7,100	4,007	4,900	1,235	3,946	2,817	1,100	1,000	1,235	3,011	1,008	966	0
24,066	20,000	1	1	2	23	-1	-1	-1	-1	-1	-1	14,697	11,983	4,098	14,899	10,170	7,151	12,483	4,098	14,899	10,170	427	0	0
24,067	170,000	1	2	1	26	0	0	0	0	0	-2	30,779	30,751	23,602	16,633	0	51,269	1,675	1,500	1,007	0	51,269	1,865	0
24,068	110,000	1	3	2	27	0	0	0	0	0	0	45,443	55,567	65,753	65,379	65,467	64,596	15,567	15,753	5,379	5,467	4,596	3,405	0
24,069	50,000	1	2	1	25	0	0	0	0	0	0	26,339	27,699	28,513	29,341	29,928	29,533	1,800	1,565	1,393	980	994	1,024	0
24,070	70,000	1	2	2	26	0	0	0	0	0	2	65,329	64,584	63,600	60,540	26,890	18,923	3,000	4,000	2,000	4,030	0	1,000	0
24,071	80,000	1	2	2	25	0	0	0	0	-2	-2	77,901	79,605	79,207	0	0	0	3,600	2,407	0	0	0	0	0
24,072	50,000	1	1	2	25	0	0	0	-1	-1	-2	13,886	14,958	15,726	1,148	0	0	3,000	5,000	1,148	0	0	0	0
24,073	60,000	1	1	2	27	0	0	-1	-1	0	0	20,567	11,937	1,536	59,038	54,586	56,375	4,000	1,536	59,038	1,300	3,000	2,000	0
24,074	100,000	1	2	1	28	0	0	0	0	0	0	74,269	59,948	56,323	48,985	23,894	23,402	2,812	2,081	2,077	1,003	1,015	1,000	0
24,075	50,000	1	1	2	27	0	0	0	2	2	2	17,468	48,675	36,287	30,691	29,901	49,293	32,400	4,000	1,200	0	20,000	2,000	0
24,076	180,000	1	1	1	28	2	3	2	0	0	0	187,205	182,435	131,327	131,288	100,116	86,644	5	0	7,326	4,124	8,693	0	0
24,077	250,000	1	1	2	27	-1	-1	-1	-1	-1	0	73	2,244	3,119	1,860	10,094	4,896	2,265	3,119	1,943	10,094	2,896	5,074	0
24,078	140,000	1	2	2	27	0	-1	-1	0	0	0	24,048	1,999	109,104	110,336	67,197	67,910	2,014	110,330	5,012	5,000	3,000	5,000	0
24,079	200,000	1	1	2	28	-2	-2	-1	-1	0	0	6,905	8,674	6,449	14,392	14,792	8,016	4,628	6,454	14,392	600	164	0	0
24,080	70,000	1	1	2	29	0	0	0	2	0	0	32,938	33,635	35,287	36,002	37,096	37,999	1,548	2,200	1,600	2,000	1,500	3,000	0
24,081	160,000	1	2	2	28	0	0	-2	-2	-2	-2	7,169	581	0	972	-1	-1	581	0	972	1	0	0	0
24,082	50,000	1	1	2	28	1	-2	-1	0	0	0	0	0	16,248	17,105	16,842	21,842	0	16,248	1,600	337	5,000	5,000	0
24,083	30,000	1	2	2	28	1	2	2	0	0	0	26,026	27,300	26,577	28,120	29,659	30,394	2,000	0	2,000	2,000	1,200	1,000	0
24,084	110,000	1	1	2	28	0	0	0	0	0	0	102,282	104,196	105,922	108,820	66,883	68,083	5,200	5,000	5,000	2,100	2,000	2,000	0
24,085	180,000	1	1	2	27	0	0	0	0	0	0	20,793	18,795	23,194	44,070	39,003	26,424	10,053	12,057	30,035	863	72	37	0
24,086	150,000	1	1	2	28	0	0	0	0	0	0	24,942	83,333	75,249	61,949	67,280	64,374	80,284	6,254	6,119	33,333	4,374	6,814	0
24,087	110,000	1	2	2	28	0	0	0	0	0	0	111,425	95,724	97,712	99,687	100,937	103,138	4,300	4,422	4,493	3,800	3,975	3,773	0
24,088	90,000	1	1	2	27	0	0	0	2	0	0	84,404	86,109	92,140	88,296	88,357	85,506	3,100	8,100	0	3,200	3,000	3,500	0
24,089	110,000	1	1	2	28	0	0	0	0	0	0	107,800	105,820	104,780	98,139	72,176	74,011	4,000	4,000	4,100	3,000	3,000	3,000	0
24,090	40,000	1	2	2	28	-1	-1	-2	-2	-2	-2	3,333	-167	-5,187	-187	-187	113	167	4,982	5,000	0	3,335	27,000	0
24,091	130,000	1	6	1	37	-1	-1	-1	-1	-1	-1	1,390	2,196	7,533	4,656	840	390	2,196	7,533	4,689	840	390	390	0
24,092	40,000	1	1	2	28	0	0	0	0	0	0	38,941	39,039	24,501	15,143	15,731	9,728	2,002	1,607	1,580	2,500	1,500	33,000	0
24,093	180,000	1	1	2	27	2	0	0	2	0	0	10,070	11,392	14,688	14,040	13,440	13,440	1,500	3,500	0	0	0	0	0
24,094	210,000	1	2	2	28	2	0	0	-1	0	0	209,479	211,302	-4,244	205,759	151,849	150,221	10,000	2,572	213,509	6,022	5,817	4,048	1
24,095	200,000	1	4	2	28	-1	-1	-1	-1	-1	0	1,707	1,106	2,628	7,502	38,584	16,990	1,109	2,807	26,316	50,108	85	1,746	0
24,096	260,000	1	2	2	28	0	0	0	0	0	0	251,829	234,867	237,497	215,343	205,576	207,688	10,000	10,500	9,150	7,500	8,000	7,500	0
24,097	20,000	1	2	2	25	-1	-1	-1	-1	0	0	769	1,011	628	2,198	365	-34	1,500	700	2,500	0	0	2,000	0
24,098	150,000	1	2	1	29	0	0	-2	-2	-2	-2	14,075	0	0	0	0	0	0	0	0	0	0	0	0
24,099	250,000	1	2	2	26	0	0	0	0	0	0	123,148	135,439	42,090	61,558	80,894	93,938	15,447	12,004	21,558	20,894	15,000	20,000	0
24,100	80,000	1	1	2	27	0	0	0	0	0	0	74,640	72,565	63,342	51,529	41,484	34,097	20,024	10,000	4,000	2,000	3,000	2,500	0

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