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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
9,901	20,000	2	2	1	39	1	2	0	0	0	0	19,565	18,968	19,612	16,213	16,812	18,382	0	1,300	717	1,000	2,000	1,000	0
9,902	250,000	2	1	2	28	2	2	2	0	0	0	21,404	48,774	28,705	32,017	19,052	9,847	28,705	0	4,000	3,000	1,500	1,000	1
9,903	60,000	2	2	2	25	2	2	4	4	3	2	600	600	600	600	300	150	0	0	0	0	0	586	1
9,904	200,000	1	2	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,905	30,000	2	3	2	38	0	0	0	0	0	0	25,546	28,820	28,538	28,208	29,326	29,508	3,700	718	1,500	1,500	3,000	12,357	1
9,906	500,000	2	1	2	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,907	280,000	2	3	1	45	0	0	0	0	0	0	50,415	59,538	67,642	39,396	26,096	34,104	10,000	10,000	36,432	0	10,000	28,580	0
9,908	200,000	2	2	1	42	-1	-1	-1	-1	-1	-1	1,261	0	2,521	6,934	2,255	3,021	0	2,521	6,935	2,255	3,021	0	0
9,909	360,000	2	2	1	35	1	-2	-2	-1	-1	-1	0	0	0	3,602	1,197	0	0	0	3,602	1,197	0	474	0
9,910	50,000	2	3	2	44	2	2	2	2	2	0	42,115	41,164	43,658	44,644	43,798	44,912	0	3,500	2,000	0	2,000	2,000	1
9,911	60,000	1	2	2	30	0	0	0	0	0	0	57,041	58,268	59,568	61,298	29,587	27,267	2,148	2,303	2,669	1,032	1,000	1,300	0
9,912	110,000	1	2	1	42	-2	-2	-2	-2	-2	-1	100,534	90,201	77,817	64,246	65,746	57,715	3,678	1,948	1,285	1,500	60,589	1,620	0
9,913	200,000	2	3	1	44	0	0	0	0	0	0	34,760	37,871	39,879	42,946	46,141	46,305	4,000	3,000	4,000	4,000	3,000	3,000	0
9,914	70,000	2	2	2	39	2	0	0	0	0	0	67,607	69,623	71,030	30,087	29,742	29,191	3,700	3,700	1,300	1,300	1,100	1,200	0
9,915	220,000	2	5	1	37	2	2	2	0	0	0	189,976	189,665	171,669	167,294	172,042	162,565	15,510	0	5,500	7,250	6,500	3,500	1
9,916	20,000	2	1	2	24	-1	-1	-2	-2	-2	-2	379	0	0	0	0	0	0	0	0	0	0	0	0
9,917	220,000	2	1	2	27	-2	-2	-1	0	0	0	4,289	4,637	1,252	8,069	18,117	23,176	1,031	3,077	7,500	10,048	15,010	9,000	0
9,918	180,000	1	2	1	40	1	2	0	0	0	0	172,584	167,622	130,083	64,398	62,277	58,216	1,000	4,052	2,293	2,295	2,400	2,110	0
9,919	100,000	1	2	1	53	2	0	0	0	0	0	43,611	45,415	47,053	47,747	48,459	49,560	2,500	2,400	1,845	2,400	2,500	0	1
9,920	200,000	2	1	1	41	-1	-1	-1	-1	0	0	6,402	5,189	2,394	15,612	525	0	5,189	2,394	15,648	0	0	0	0
9,921	200,000	1	3	2	34	1	2	2	3	2	2	138,839	142,121	193,777	189,225	192,304	188,695	7,001	56,100	5	7,269	28	5,828	0
9,922	400,000	2	1	1	38	-2	-2	-2	-2	-2	-2	123	123	123	0	349	0	123	123	0	349	0	0	0
9,923	60,000	1	1	1	38	2	2	2	0	0	0	59,310	60,482	58,748	49,375	38,433	38,378	2,700	0	2,100	1,600	1,600	1,600	0
9,924	60,000	1	2	2	22	0	0	0	0	0	0	59,575	51,991	35,435	19,262	19,285	19,565	2,051	1,653	680	700	700	693	0
9,925	210,000	2	2	1	37	-2	-2	-2	-2	-2	-2	1,094	1,335	3,056	213	825	1,240	1,335	3,056	213	825	1,240	5,693	0
9,926	200,000	1	1	1	32	0	0	0	0	0	0	30,144	32,649	32,425	32,625	9,687	5,526	3,000	1,000	1,000	400	1,000	752	0
9,927	50,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	2,900	0	0	0	0	2,900	0	0	0
9,928	300,000	2	1	2	38	-1	-1	-1	2	-1	2	2,984	-46	154	154	1,626	976	0	200	0	1,626	0	0	1
9,929	510,000	2	1	1	48	-1	-1	-1	-1	-1	-1	9,686	19,121	9,891	8,600	3,365	6,011	19,121	9,922	8,600	3,365	6,011	3,301	0
9,930	160,000	2	1	2	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,931	50,000	2	2	1	36	-2	-2	-2	-2	-1	-1	3,477	1,909	1,726	991	5,777	5,968	1,909	1,726	991	5,782	5,968	2,045	0
9,932	220,000	2	1	2	32	-2	-2	-2	-2	-2	-2	21,332	27,844	33,260	9,142	15,687	9,148	28,567	34,393	9,203	15,765	9,194	11,317	0
9,933	20,000	1	2	2	22	1	3	2	2	0	0	6,792	6,540	7,278	7,013	7,398	8,775	0	1,000	0	500	1,500	0	1
9,934	410,000	1	1	2	31	-1	-1	-1	0	0	-1	4,182	0	4,120	4,120	0	3,086	0	4,120	0	0	3,086	4,320	1
9,935	50,000	2	2	1	25	-1	0	0	0	0	0	42,726	43,072	34,984	30,090	23,820	18,012	3,941	1,432	1,000	2,000	2,036	404	1
9,936	50,000	1	3	1	38	0	0	0	0	0	0	10,825	11,377	10,760	10,973	10,693	9,888	1,500	1,155	368	372	356	500	0
9,937	50,000	1	3	1	48	0	0	0	0	0	0	10,420	8,451	9,641	9,468	9,294	9,263	1,310	1,500	500	500	500	200	0
9,938	70,000	2	2	2	29	0	0	2	-1	0	0	4,059	5,791	208	4,170	4,563	5,331	2,000	0	4,170	1,000	1,000	1,000	0
9,939	120,000	1	2	2	25	0	0	0	0	0	0	120,633	118,741	104,754	79,227	77,751	69,889	4,622	3,384	2,589	3,000	2,460	1,300	0
9,940	170,000	1	2	1	30	-1	-1	-1	0	-1	-1	416	416	632	416	416	566	832	632	200	416	566	416	0
9,941	160,000	1	1	1	51	0	0	0	2	2	2	1,380	1,481	2,623	2,457	4,912	3,669	1,331	2,473	0	2,500	0	0	1
9,942	30,000	2	2	2	22	0	0	2	0	0	0	30,397	31,148	28,755	30,720	28,298	9,064	3,500	0	3,500	694	343	266	0
9,943	10,000	2	2	1	40	1	-1	0	0	0	0	0	1,912	3,071	4,012	9,882	5,857	1,912	1,200	1,000	1,000	1,000	0	0
9,944	160,000	2	2	1	33	0	0	0	0	0	0	189,935	183,501	175,363	172,417	165,800	158,671	8,113	6,395	10,000	6,160	5,772	5,854	0
9,945	20,000	1	2	2	33	0	0	0	2	0	0	17,439	18,498	21,335	33,247	17,261	17,601	1,340	3,177	0	1,546	776	646	0
9,946	250,000	2	1	2	35	-2	-2	-2	-2	-2	-2	0	0	26,267	26,599	2,948	2,065	0	26,267	532	2,948	2,065	13,780	0
9,947	30,000	2	2	2	26	2	2	2	0	0	2	23,064	25,479	24,705	25,202	26,608	25,926	3,100	0	791	1,699	0	1,000	1
9,948	180,000	2	1	2	29	0	0	0	0	0	0	123,154	126,078	78,070	50,730	48,039	47,665	5,200	3,045	3,500	2,700	2,720	2,000	0
9,949	240,000	2	2	2	34	-1	-1	-1	-1	-1	-1	3,403	2,858	3,619	3,262	3,228	3,127	3,502	4,099	3,500	3,228	3,127	2,221	1
9,950	30,000	2	2	2	25	1	3	2	2	2	2	16,368	15,825	15,274	17,018	16,608	18,020	0	0	2,000	0	2,000	0	0
9,951	50,000	2	1	2	28	1	2	0	0	0	3	4,323	3,851	2,808	3,325	3,989	3,610	0	602	569	718	0	0	0
9,952	280,000	2	2	2	24	-1	-1	-1	-1	-1	-2	1,481	11,884	-27	5,443	-13	-13	11,943	0	5,470	0	0	0	1
9,953	20,000	1	1	2	37	2	2	2	2	2	0	14,688	16,827	17,251	17,672	17,250	18,305	2,700	1,000	1,000	0	1,500	1,500	1
9,954	130,000	2	3	1	54	0	0	0	0	0	0	77,506	78,535	72,776	66,053	52,505	12,242	2,900	2,564	2,368	2,200	364	152	0
9,955	70,000	1	1	2	29	1	2	0	0	0	0	71,267	67,401	63,239	23,163	41,106	42,021	5	2,910	1,000	20,000	1,600	2,000	1
9,956	180,000	2	2	1	32	-1	2	-1	0	-1	-1	1,991	991	7,658	1,000	1,650	1,000	0	7,667	0	1,650	1,000	2,000	0
9,957	320,000	1	1	1	46	-2	-2	-2	-1	-1	-2	3,266	12,186	1,403	24,305	7,463	1,957	12,253	3,290	11,465	7,537	1,966	2,987	0
9,958	30,000	2	2	1	33	2	0	0	2	2	0	31,947	31,564	34,804	33,808	31,740	31,135	1,872	5,550	1,238	0	1,515	4,665	1
9,959	280,000	2	2	2	33	1	-2	-2	-2	-2	-1	0	0	0	0	0	35,833	0	0	0	0	35,833	1,500	0
9,960	80,000	2	2	2	50	0	0	-1	-1	-1	-1	8,985	5,305	2,992	2,984	2,992	2,992	2,000	2,992	2,984	3,000	2,992	2,992	0
9,961	140,000	2	2	2	27	0	0	0	0	0	0	136,899	139,889	142,460	142,020	139,879	140,810	5,200	6,000	5,500	5,900	5,200	5,000	0
9,962	180,000	1	2	1	27	0	0	0	0	0	0	181,219	183,311	183,936	181,370	179,904	172,758	7,000	8,021	6,315	6,432	6,409	6,008	0
9,963	20,000	1	2	2	55	2	2	2	2	-2	-2	11,736	11,180	780	0	0	0	780	0	0	0	0	0	0
9,964	420,000	2	1	2	29	0	0	0	0	0	0	105,582	97,913	75,353	78,322	77,048	23,007	23,004	20,002	7,096	20,261	3,068	10,009	0
9,965	200,000	2	1	2	29	0	0	0	-2	-1	0	53,493	3,123	3,221	3,287	63,687	65,034	1,060	1,000	66	65,437	2,422	2,418	1
9,966	140,000	2	1	2	25	0	0	0	0	0	0	45,068	44,158	48,437	50,667	52,888	54,060	5,000	5,000	3,000	3,000	2,000	2,000	0
9,967	170,000	2	3	2	33	0	0	0	0	0	0	166,348	162,319	165,592	167,482	171,106	164,042	7,354	7,464	6,127	6,550	6,100	10,000	0
9,968	30,000	2	2	2	24	0	0	0	2	0	0	18,220	20,606	22,880	22,217	23,694	24,151	3,000	2,620	0	2,000	1,000	1,000	0
9,969	50,000	2	1	2	26	1	-2	-2	-1	0	0	0	0	0	6,954	7,361	6,957	0	0	6,954	500	1,000	500	0
9,970	150,000	2	1	1	45	0	0	0	0	0	0	123,580	126,136	128,709	131,292	134,011	136,711	3,575	3,647	3,678	3,793	3,835	3,952	0
9,971	30,000	1	2	2	30	0	0	0	0	0	0	6,933	9,640	10,094	10,300	10,300	0	3,000	1,000	206	0	0	0	1
9,972	50,000	1	3	2	38	0	0	0	0	0	0	50,174	32,012	34,274	38,668	40,416	20,355	3,000	3,000	5,000	2,000	3,000	1,200	0
9,973	300,000	2	1	2	39	-1	-1	-2	-2	-2	-2	2,019	-1	-1	-1	-1	-1	1	0	0	0	0	2,774	1
9,974	80,000	2	3	0	34	0	0	0	0	0	0	59,451	29,668	22,740	13,099	6,551	0	1,834	2,124	0	0	0	0	0
9,975	50,000	2	1	2	27	0	0	0	0	0	0	39,607	40,399	36,712	33,485	37,712	40,065	5,014	5,000	5,000	5,000	5,000	5,000	0
9,976	110,000	2	2	1	41	0	0	0	0	0	0	100,143	98,338	92,457	79,496	72,458	72,168	4,000	4,000	3,530	4,000	4,000	5,000	0
9,977	110,000	2	1	2	32	1	-1	0	0	0	-2	0	1,670	11,693	7,903	-18	-18	1,670	10,200	0	0	0	0	0
9,978	390,000	2	1	1	34	-1	-1	0	0	0	-1	3,060	60,248	53,157	73,183	69,592	24,629	60,248	7,183	66,000	0	24,629	43,433	0
9,979	200,000	1	3	2	46	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	396	0
9,980	30,000	1	1	1	38	8	7	6	5	4	3	35,031	34,552	33,756	32,960	31,881	31,085	0	0	0	0	0	0	1
9,981	230,000	1	1	2	30	0	0	0	0	0	0	101,874	97,302	97,383	97,487	96,588	95,221	8,000	5,016	5,000	5,000	5,000	5,200	0
9,982	210,000	2	1	1	44	-2	-2	-2	-2	-2	-2	0	70	24,329	780	0	1,615	70	24,259	780	0	1,615	8,198	0
9,983	30,000	2	2	1	54	-1	-1	-1	-1	-1	-1	3,334	3,366	890	2,662	1,542	-2,695	3,366	890	2,662	1,542	0	6,000	0
9,984	130,000	2	3	1	41	0	0	0	0	0	0	101,885	72,686	70,672	64,530	63,041	56,493	3,500	2,389	2,368	5,000	1,964	1,707	0
9,985	130,000	1	3	2	37	1	-2	-1	0	0	0	-896	-896	2,604	2,604	1	1	0	3,500	0	0	0	0	0
9,986	480,000	2	1	2	27	-1	0	0	0	0	0	12,759	15,410	20,116	10,060	9,301	923	3,001	5,000	500	500	500	21,299	0
9,987	160,000	2	1	1	37	-1	-1	-1	-1	-1	-1	9,293	5,875	9,121	2,412	2,271	2,187	5,902	9,128	2,412	2,271	2,187	4,792	0
9,988	10,000	1	1	2	27	0	0	0	0	0	-1	6,599	7,736	8,492	8,138	4,990	1,598	1,400	1,000	1,009	1,000	1,598	0	0
9,989	360,000	2	2	2	33	-1	-1	-2	-2	-2	-2	8,552	1,118	1,227	1,541	1,389	390	1,118	1,227	1,541	1,389	390	390	0
9,990	260,000	2	2	1	28	0	0	0	0	-1	0	251,811	256,753	143,240	150,000	14,098	28,736	9,388	5,000	10,000	14,098	15,000	15,000	0
9,991	330,000	2	2	1	45	0	0	0	0	0	0	47,644	48,906	50,531	50,595	40,491	31,020	2,000	2,500	1,309	1,243	2,027	1,056	0
9,992	30,000	2	2	1	47	1	2	2	-2	-2	-2	5,163	2,475	0	0	0	0	0	0	0	0	0	0	1
9,993	80,000	1	2	1	31	2	0	0	-2	-2	-2	81,712	78,535	0	0	0	0	3,271	0	0	0	0	0	1
9,994	120,000	2	2	1	29	-1	-1	-1	-1	-1	-1	7,778	3,157	5,456	0	2,777	0	3,179	5,463	0	2,777	0	0	1
9,995	170,000	1	2	2	30	0	0	0	-1	-1	-1	6,383	7,189	-1	192	0	397	1,000	0	193	0	397	0	1
9,996	140,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	241	0	0	0	0	241	0	0	0	0	1,419	0
9,997	80,000	2	2	2	37	-2	-2	-2	-2	-2	-2	3,946	0	0	0	0	0	0	0	0	0	0	0	0
9,998	200,000	1	3	1	44	0	0	0	0	0	0	138,877	144,085	142,520	151,078	176,717	168,431	6,437	5,000	10,000	27,080	10,017	4,200	0
9,999	80,000	2	2	2	26	-1	2	2	-2	-2	-2	780	780	0	0	0	0	0	0	0	0	0	0	1
10,000	230,000	1	2	1	36	0	0	0	0	0	0	19,505	20,715	19,750	19,506	19,255	17,479	3,000	3,000	3,000	3,000	3,000	3,000	0

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