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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
22,001	50,000	2	2	1	28	0	0	2	2	0	0	56,701	57,421	54,587	49,571	50,028	17,159	5,000	2,000	0	1,809	35,082	2,000	0
22,002	260,000	2	1	2	28	-2	-2	-2	-2	-2	-2	-28	5,735	693	1,557	685	11,625	5,763	703	1,564	688	11,683	6,997	0
22,003	250,000	2	2	2	29	0	-1	-1	-2	-1	-1	20,687	14,082	-38	-38	7,581	5,625	14,158	0	0	7,619	5,653	652	0
22,004	230,000	2	1	2	29	-2	-1	2	-1	-1	-1	3,764	10,943	6,588	4,571	2,526	5,375	11,142	1,430	4,571	2,526	5,375	3,133	0
22,005	240,000	2	1	2	26	-1	0	-1	-1	-1	-1	28,700	21,944	12,450	27,255	6,280	7,619	1,639	12,450	28,969	6,280	7,619	3,000	0
22,006	110,000	2	1	2	27	0	0	0	0	0	0	110,553	108,387	111,427	111,697	111,956	111,325	4,000	4,800	4,300	4,300	4,400	3,874	1
22,007	60,000	2	1	2	27	1	-2	-2	-1	-1	-1	0	0	0	150	1,179	778	0	0	150	1,179	778	496	0
22,008	80,000	2	1	2	24	0	0	0	-1	-1	0	42,377	32,482	20,782	11,632	64,989	62,392	2,008	1,000	11,632	64,989	1,470	5,027	0
22,009	230,000	2	2	2	28	0	0	0	0	0	0	111,295	112,425	95,155	72,983	70,329	69,340	4,473	5,000	2,624	2,360	3,100	1,600	0
22,010	210,000	2	1	2	28	0	-1	-1	-1	-1	-1	7,457	1,512	8,475	5,499	2,960	670	1,512	8,475	5,499	2,960	670	25,594	0
22,011	100,000	2	2	2	28	2	2	2	2	2	0	72,464	70,710	72,432	74,322	74,496	76,058	0	3,462	3,700	2,000	2,760	2,776	1
22,012	50,000	2	2	2	29	2	2	2	2	0	0	48,286	49,286	50,006	48,846	45,944	46,925	2,100	1,800	0	1,624	1,700	3,000	1
22,013	50,000	2	2	2	27	0	0	0	2	0	0	42,391	44,689	48,172	46,937	48,570	50,144	3,000	4,200	0	3,000	3,800	0	0
22,014	40,000	2	1	2	27	-1	0	0	-1	-1	0	27,025	32,228	38,904	4,235	87,230	72,647	6,000	8,040	4,235	87,230	3,000	10,000	1
22,015	90,000	2	2	2	24	0	0	-2	-1	-1	-2	3,386	-63	0	1,176	0	0	0	780	1,176	0	0	0	0
22,016	70,000	2	1	2	25	0	0	0	0	2	2	35,871	37,174	37,904	40,651	39,697	42,253	1,902	1,632	3,379	0	3,200	0	0
22,017	30,000	2	2	1	26	0	0	0	0	2	0	20,105	21,419	22,278	24,423	19,985	15,021	1,650	1,506	2,651	0	2,044	550	0
22,018	170,000	2	1	2	27	-1	-1	-1	-1	-1	-1	272	272	272	755	759	602	272	272	755	759	602	2,581	0
22,019	80,000	2	2	2	27	0	0	0	0	0	0	83,120	51,347	44,878	42,108	28,316	29,523	1,764	1,906	2,000	2,000	2,000	2,000	0
22,020	140,000	2	2	2	27	0	0	0	-1	-1	-1	16,037	17,066	21,199	390	0	390	2,000	5,000	390	0	390	780	0
22,021	30,000	2	2	2	25	0	0	2	0	0	0	5,293	8,107	7,738	10,179	11,902	13,109	3,000	0	3,000	2,000	1,500	1,000	0
22,022	40,000	2	2	2	25	0	0	0	0	0	0	26,133	26,896	27,961	28,995	29,612	30,434	1,500	1,500	1,500	1,100	1,300	1,200	1
22,023	50,000	2	1	2	26	1	-2	-2	-1	-1	-1	0	0	0	1,363	0	1,624	0	0	1,363	0	1,624	2,349	0
22,024	230,000	2	2	2	26	0	0	0	0	0	0	2,656	3,678	4,650	3,234	4,174	5,100	1,074	1,046	1,060	1,000	1,000	5,000	0
22,025	60,000	2	1	2	27	1	-1	-1	-1	0	0	0	3,947	5,691	21,001	17,931	2,439	3,947	5,691	21,028	0	0	841	0
22,026	60,000	2	1	2	27	0	0	0	0	0	0	62,321	61,015	58,160	51,237	29,999	28,972	3,000	3,016	5,011	1,005	1,000	14,000	0
22,027	250,000	2	2	2	29	0	0	0	0	0	0	46,948	46,351	33,227	33,732	32,245	37,589	2,500	10,000	3,000	3,000	8,000	0	0
22,028	240,000	2	1	1	29	0	0	0	-1	0	0	41,923	21,409	17,833	194,043	194,991	192,800	1,779	1,000	194,043	6,530	7,000	7,000	0
22,029	310,000	2	1	2	28	0	0	0	0	0	0	176,565	152,037	166,900	154,297	146,844	146,883	25,532	50,120	30,000	20,000	5,807	5,800	0
22,030	320,000	2	1	2	28	0	0	0	0	0	0	293,073	293,210	290,057	25,922	22,982	20,553	13,300	12,756	1,295	10,312	8,394	8,242	0
22,031	20,000	2	1	2	28	0	0	0	-2	-2	-2	12,031	13,446	0	0	0	0	5,000	0	0	0	0	612	0
22,032	300,000	2	1	2	28	0	0	0	0	-1	-1	10,291	19,617	19,326	10,662	10,162	10,250	19,326	10,000	1,940	10,200	10,500	10,000	0
22,033	50,000	2	2	2	28	0	0	0	0	0	0	10,051	14,149	21,514	25,359	30,400	39,678	5,000	10,000	5,000	5,780	10,000	10,000	0
22,034	570,000	2	1	2	28	0	0	0	0	0	0	33,675	29,865	33,337	32,646	30,465	31,126	3,000	5,000	3,016	3,000	4,000	4,000	0
22,035	160,000	2	1	2	28	0	0	0	0	0	0	118,695	125,186	131,648	137,902	145,046	152,551	10,000	10,000	10,000	10,000	10,000	6,000	0
22,036	230,000	2	2	2	28	-1	-1	-1	-1	-1	-1	7,539	6,500	6,500	45,914	1,465	600	6,500	6,500	45,914	1,465	600	958	0
22,037	250,000	2	1	2	28	0	0	0	0	-1	0	45,687	31,114	21,867	13,190	27,817	22,001	5,000	1,585	3,028	27,817	0	0	0
22,038	80,000	2	2	2	28	0	0	0	0	0	0	77,391	78,198	78,840	79,855	79,488	80,001	2,784	2,887	3,402	2,790	2,867	2,894	0
22,039	60,000	2	3	2	28	-1	-1	0	0	0	0	396	43,902	44,802	42,984	38,495	39,038	87,804	2,000	1,567	1,320	1,500	2,000	0
22,040	90,000	2	5	2	24	0	0	0	0	0	-1	17,584	18,377	18,496	11,716	3,163	30,483	2,000	1,300	2,000	67	30,483	2,905	0
22,041	150,000	2	1	1	25	-1	-1	-1	-1	-1	-1	8,319	5,056	2,441	4,471	2,441	0	5,056	2,441	4,471	2,441	0	3,987	0
22,042	90,000	2	3	1	25	0	0	0	0	0	0	25,806	16,919	17,566	8,718	6,432	2,655	1,619	1,266	1,048	1,032	1,655	0	0
22,043	150,000	2	1	2	25	1	-2	-2	-2	-2	-1	0	0	0	0	0	9,240	0	0	0	0	9,240	0	0
22,044	150,000	2	1	2	24	0	0	0	0	0	0	52,824	15,214	16,452	17,281	18,576	18,783	4,000	2,000	2,000	2,000	2,000	3,000	0
22,045	400,000	2	3	1	25	0	-1	-1	-1	-1	-1	12,570	958	4,465	14,272	1,965	958	958	4,465	14,272	1,965	958	6,405	0
22,046	200,000	2	1	2	25	0	0	0	0	0	0	198,890	200,299	181,617	181,994	150,013	150,283	8,058	6,900	7,022	5,300	5,368	5,520	0
22,047	210,000	2	1	2	25	0	0	0	0	0	0	66,517	63,828	60,713	61,949	61,908	59,914	3,000	2,500	6,259	5,000	3,000	5,000	0
22,048	140,000	2	2	1	28	-1	2	-1	-1	-1	-1	1,953	1,366	464	337	548	395	0	464	337	548	395	681	1
22,049	220,000	2	2	2	28	-1	-1	-1	-1	-1	-1	7,468	5,045	4,944	7,083	2,495	8,365	5,045	4,949	7,083	2,495	8,365	5,574	0
22,050	250,000	2	2	1	29	0	0	0	-1	-1	-1	227,762	191,424	18,016	15,353	325	325	35,018	1,000	20,000	325	325	318	0
22,051	120,000	2	1	2	29	-1	-1	-1	-1	-1	-1	328	413	3,007	1,927	1,838	2,472	417	3,012	1,927	1,838	2,472	2,341	0
22,052	200,000	2	2	1	28	1	-1	-1	-1	-1	-1	0	2,658	150	3,570	2,853	0	2,658	150	3,570	2,853	0	0	0
22,053	50,000	2	2	2	29	1	2	2	2	0	0	22,021	22,334	21,047	19,925	20,638	18,803	1,000	2,000	1,000	1,000	1,000	1,000	0
22,054	50,000	2	3	2	29	0	0	0	0	-1	0	50,148	50,761	35,777	7,464	42,705	43,662	1,840	1,311	2,000	42,705	1,569	2,822	0
22,055	230,000	2	1	2	29	-2	-2	-1	-1	-2	-2	20,517	12,883	10,867	10,100	3,068	21,064	12,903	10,880	10,125	3,076	21,162	3,224	0
22,056	100,000	2	1	1	29	2	2	-2	-2	-2	-2	1,526	0	0	0	0	0	0	0	0	0	0	0	0
22,057	50,000	2	2	1	29	1	2	0	0	0	0	26,293	25,492	19,680	19,271	19,659	19,915	0	1,609	2,000	1,000	715	883	0
22,058	330,000	2	1	2	27	0	0	0	0	0	0	37,587	39,183	39,305	40,251	41,683	38,978	2,000	2,000	3,000	3,000	3,000	1,500	0
22,059	90,000	2	1	2	27	-1	-1	-2	-2	-2	-2	3,000	0	0	0	0	0	0	0	0	0	0	0	0
22,060	150,000	2	2	1	27	0	0	0	0	0	0	5,877	6,640	7,408	8,147	8,054	7,819	1,268	1,284	1,271	426	283	484	0
22,061	70,000	2	3	2	28	2	2	2	2	2	2	24,799	24,102	26,305	27,570	28,021	27,436	0	2,600	2,000	1,200	0	1,500	0
22,062	80,000	2	1	2	28	0	0	0	0	0	0	71,126	71,009	69,504	68,262	70,547	73,040	4,000	5,002	4,500	3,000	3,000	10,000	0
22,063	130,000	2	2	2	28	0	0	-1	0	0	0	131,630	65,325	2,315	101,035	82,288	86,788	3,600	2,315	100,000	3,500	8,000	4,000	0
22,064	130,000	2	1	2	29	0	0	0	3	3	2	101,650	106,271	119,728	121,140	117,767	115,640	4,621	15,107	5,000	0	0	4,200	0
22,065	140,000	2	2	2	29	-1	-1	-1	-2	-2	-2	389	403	0	0	0	0	407	0	0	0	0	1,260	1
22,066	240,000	2	3	1	27	-1	-1	-1	-1	-1	-1	2,400	152	3,250	2,391	1,182	321	152	3,250	2,391	1,182	321	118	1
22,067	160,000	2	1	2	26	-1	-1	-1	0	0	0	2,659	3,859	10,709	8,677	4,318	2,659	3,859	10,709	1,000	100	1,000	2,856	0
22,068	50,000	2	1	2	26	-1	-1	-1	-1	-1	-1	651	651	1,072	1,713	651	646	651	1,072	1,713	651	646	651	1
22,069	500,000	2	1	2	27	-1	0	-1	-1	-1	-2	17,531	27,016	10,627	680	0	0	26,588	10,663	680	0	0	2,360	0
22,070	260,000	2	2	1	28	0	0	0	0	0	0	238,896	244,419	250,051	247,271	250,327	253,355	11,000	11,065	9,500	9,000	9,100	9,500	0
22,071	100,000	2	2	2	23	0	0	0	0	0	0	10,693	26,226	18,726	19,225	18,299	20,056	22,622	2,326	1,600	0	4,000	0	0
22,072	130,000	2	2	2	23	0	0	0	0	0	0	111,388	113,900	109,062	105,252	103,969	104,254	6,000	5,000	6,000	10,000	10,000	5,000	0
22,073	80,000	2	1	2	26	0	0	0	0	0	0	124,224	124,762	125,778	128,293	127,839	128,714	4,574	4,737	5,753	5,000	4,330	4,341	0
22,074	400,000	2	2	2	29	0	-1	-1	-1	0	-1	52,875	55,544	994	5,030	4,568	500	55,544	994	5,030	0	500	150	0
22,075	360,000	2	2	2	27	0	0	0	0	0	0	44,179	37,697	29,686	23,724	5,576	2,273	1,498	1,799	1,008	120	2,289	5,302	0
22,076	190,000	2	1	2	28	0	0	2	0	0	0	7,188	9,521	9,224	10,262	13,083	13,372	2,459	0	1,200	3,000	500	510	0
22,077	90,000	2	2	2	28	0	0	0	0	0	0	41,138	38,755	38,448	37,612	36,174	33,769	2,000	1,866	1,347	1,065	1,041	1,500	0
22,078	50,000	2	1	2	29	0	0	0	0	0	0	8,838	7,662	40,125	37,552	22,960	14,735	6,540	37,130	2,858	3,000	1,000	5,000	0
22,079	80,000	2	2	2	29	0	0	2	2	2	2	49,196	54,033	52,595	56,709	55,201	69,270	6,292	0	5,000	0	15,000	2,600	0
22,080	120,000	2	2	2	29	-1	-1	-2	-1	0	0	1,450	0	0	1,187	1,187	1,187	0	0	1,187	0	0	0	0
22,081	100,000	2	2	2	28	2	0	0	2	2	2	21,117	22,163	26,789	26,065	27,615	28,122	1,400	5,000	0	2,300	1,100	1,300	1
22,082	170,000	2	1	1	28	1	-1	-1	-1	-1	-1	0	1,295	0	376	0	376	1,295	0	376	0	376	0	0
22,083	90,000	2	1	2	28	0	0	0	2	2	2	38,355	39,413	41,181	41,701	44,000	45,651	1,700	2,404	1,500	3,000	2,500	600	0
22,084	400,000	2	1	2	27	-2	-2	-2	-2	-2	-2	0	0	0	0	18,014	0	0	0	0	18,014	3,710	0	1
22,085	230,000	2	1	2	27	0	0	0	2	0	0	79,108	70,757	76,049	68,989	54,450	39,862	3,187	7,100	0	2,700	2,000	1,572	0
22,086	260,000	2	1	2	28	0	0	0	0	0	0	207,593	205,105	209,805	203,532	199,611	94,363	7,011	11,932	4,709	6,087	0	1,600	0
22,087	110,000	2	2	2	29	0	0	0	0	0	0	56,073	59,635	63,179	66,637	68,037	70,448	4,500	4,500	4,500	2,500	3,500	5,800	0
22,088	500,000	2	2	2	28	-1	0	0	0	0	0	319,082	0	300,165	281,019	44,528	40,325	8,752	0	21,420	1,002	935	967	0
22,089	90,000	2	2	2	28	-1	-1	-1	-1	-1	-1	2,943	906	669	0	400	182	906	669	0	400	182	5,634	0
22,090	60,000	2	1	2	28	0	0	2	2	-1	-1	20,729	14,486	12,163	8,891	1,723	40,276	3,016	1,000	0	1,723	40,276	3,000	0
22,091	320,000	2	2	1	28	0	0	2	0	0	0	320,635	313,060	293,055	269,585	248,093	239,025	12,500	22	11,155	9,100	8,700	9,183	1
22,092	320,000	2	2	1	29	0	0	0	0	0	0	34,818	22,718	9,398	10,222	13,791	13,498	1,690	1,500	1,000	3,628	1,041	1,006	0
22,093	190,000	2	1	2	28	0	0	0	0	0	0	112,039	114,347	102,229	83,779	72,666	63,714	4,600	4,500	4,000	2,900	2,800	3,000	0
22,094	80,000	2	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
22,095	230,000	2	2	1	28	2	2	2	2	2	2	35,610	38,701	35,043	35,678	36,730	35,994	3,706	0	1,513	1,730	2,000	9,000	1
22,096	310,000	2	1	1	29	-2	-2	-2	-2	-2	-2	594	235	5,641	0	0	0	477	5,648	0	0	0	2,287	0
22,097	260,000	2	2	2	29	0	0	0	0	0	0	150,709	151,527	155,081	156,138	145,251	139,784	6,911	7,514	6,756	5,176	5,200	5,700	0
22,098	200,000	2	1	2	29	1	-1	0	0	-1	-1	0	928	1,280	1,675	97	138	928	1,000	1,000	97	138	0	0
22,099	200,000	2	1	2	29	0	0	0	-1	0	-1	65,199	21,489	0	1,762	1,768	860	6,532	0	1,762	6	1,257	8,308	0
22,100	200,000	2	2	2	28	0	0	0	0	0	0	50,925	51,519	53,693	55,506	63,261	52,979	2,455	2,629	2,442	10,000	1,502	1,517	0

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