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credit-card-clients

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train · 30k rows

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
29,901	20,000	1	2	2	29	0	0	-2	-2	-2	-2	16,809	0	0	0	0	0	0	0	0	0	0	0	1
29,902	50,000	1	2	2	29	1	2	0	0	0	0	50,845	48,750	103,486	50,590	50,248	49,387	0	6,556	3,250	1,563	1,208	781	0
29,903	170,000	1	3	2	30	0	-1	0	0	0	0	10,392	168,088	168,955	161,351	126,198	124,746	168,096	6,409	7,335	4,448	4,519	5,003	0
29,904	260,000	1	1	1	30	-1	0	-1	-1	-1	-1	27,378	17,082	13,333	99	99	172,104	10,018	13,333	99	99	172,104	30,013	0
29,905	60,000	1	3	2	30	0	0	0	0	0	0	54,952	56,021	54,126	58,732	59,306	59,728	2,600	4,553	5,800	2,000	1,000	1,462	1
29,906	50,000	1	3	1	30	1	2	2	0	0	0	17,479	18,195	17,614	18,630	19,000	19,421	1,300	0	1,310	680	727	6,000	1
29,907	150,000	1	3	2	29	0	0	-1	-1	0	-1	106,556	108,706	26,068	20,546	27,228	3,270	46,060	81,620	184,133	17,322	3,279	6,222	0
29,908	240,000	1	1	2	29	0	0	2	2	2	0	64,826	72,951	62,848	60,645	57,554	57,375	10,589	34	4,400	0	2,000	1,900	1
29,909	140,000	1	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,910	360,000	1	1	2	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,911	310,000	1	2	2	30	-2	-2	-2	-2	-2	-2	167	-223	780	0	0	291	0	1,003	0	0	291	173	0
29,912	210,000	1	2	1	31	-1	-1	-1	-1	-1	0	326	326	326	326	652	326	326	326	326	652	0	326	1
29,913	450,000	1	1	2	31	-1	-1	-1	-1	-2	-2	5,000	5,000	5,000	0	0	0	5,000	5,000	0	0	0	0	0
29,914	230,000	1	1	2	34	-1	-1	0	0	0	0	23,396	25,723	49,223	66,006	47,412	29,290	25,748	30,029	27,417	1,016	640	260	0
29,915	390,000	1	1	2	32	0	0	0	0	-1	-1	60,425	49,480	46,201	38,770	3,914	6,568	1,781	2,188	1,000	8,572	6,568	11,416	0
29,916	10,000	1	2	2	32	2	0	0	0	0	0	9,299	9,576	9,028	9,644	9,790	9,990	1,132	1,384	1,000	196	200	0	0
29,917	330,000	1	2	2	33	0	0	0	0	0	0	50,999	50,055	47,398	40,334	34,443	33,898	2,000	2,007	2,000	2,000	2,000	2,000	0
29,918	30,000	1	1	2	33	-1	3	2	-1	0	0	31,724	30,923	29,928	29,498	27,025	0	0	0	31,200	541	0	0	1
29,919	190,000	1	1	2	33	0	0	0	0	0	0	144,706	137,502	127,014	120,826	112,211	110,396	6,388	6,112	4,202	4,200	4,200	5,000	0
29,920	50,000	1	3	1	37	-1	-1	2	2	-1	-1	3,057	3,427	3,207	0	1,250	5,245	3,000	0	0	1,250	5,245	0	1
29,921	50,000	1	5	1	45	2	0	0	0	0	0	71,927	73,514	75,373	50,947	51,020	0	3,000	3,428	2,002	1,023	0	0	1
29,922	410,000	1	1	2	34	0	0	0	-1	-1	-1	468,749	411,016	420,393	1,467	1,421	-15	17,259	18,600	1,474	1,428	0	0	1
29,923	150,000	1	2	1	35	1	-2	-2	-2	-2	-2	-18	-18	-18	-18	-18	-18	0	0	0	0	0	0	0
29,924	360,000	1	1	2	35	-1	-1	-1	-1	-1	-1	200	317	12,349	0	326	105	317	12,357	0	326	105	200	0
29,925	50,000	1	2	1	40	0	0	0	0	0	0	49,073	49,531	44,002	44,356	19,344	19,354	1,691	1,942	1,296	674	693	1,000	0
29,926	210,000	1	1	2	36	0	0	0	0	-1	-1	97,826	20,384	31,294	43,790	510	20,188	5,000	11,294	13,790	1,000	20,188	16,666	0
29,927	50,000	1	3	1	46	3	3	2	0	0	0	53,418	52,281	51,173	50,033	9,779	9,924	0	7	1,104	445	400	204	0
29,928	220,000	1	1	2	38	0	0	0	0	0	0	159,322	164,176	167,028	170,480	173,818	177,556	7,500	7,000	6,500	6,000	6,000	10,000	0
29,929	20,000	1	2	2	42	0	0	2	0	0	0	10,690	15,027	14,503	15,238	14,838	15,141	4,854	0	1,400	0	303	0	0
29,930	170,000	1	3	1	46	-1	-1	-1	-1	-1	0	1,804	1,804	1,804	1,804	3,608	1,804	1,804	1,804	1,804	3,608	0	1,804	1
29,931	20,000	1	2	1	43	1	2	2	2	2	0	6,216	7,268	7,009	8,102	7,136	5,243	1,307	0	1,400	0	182	400	0
29,932	60,000	1	2	3	41	0	0	0	0	0	0	61,118	50,643	44,004	26,940	9,971	-11,798	2,200	2,000	1,200	0	0	28,000	0
29,933	160,000	1	3	1	42	2	0	0	0	0	0	139,983	125,833	127,815	130,023	98,604	101,650	6,000	5,500	5,000	3,000	4,000	3,000	1
29,934	190,000	1	3	1	44	-1	2	-1	2	-1	0	291	291	582	291	582	291	0	582	0	582	0	291	0
29,935	360,000	1	2	1	45	-1	-1	-1	-1	-1	-1	18,552	836	836	836	986	986	836	836	836	986	986	611	0
29,936	50,000	1	2	1	48	0	0	0	-1	0	-1	48,187	48,344	46,895	49,161	6,690	5,665	46,895	1,775	51,209	428	5,665	8,745	1
29,937	130,000	1	3	2	40	0	0	0	0	0	0	129,548	129,438	129,388	127,628	64,345	62,373	6,000	6,000	5,161	2,239	3,000	2,291	0
29,938	320,000	1	1	1	44	-2	-2	-2	-2	-2	-2	14,075	6,813	13,482	2,975	2,029	888	6,818	13,482	2,975	2,029	888	1,332	0
29,939	30,000	1	2	2	38	2	2	2	2	0	0	19,992	21,055	22,120	21,471	21,598	23,241	1,700	1,700	0	782	2,000	1,100	0
29,940	100,000	1	3	1	37	0	0	0	0	0	-1	31,647	32,935	32,689	17,246	3,175	35,311	2,129	1,686	1,043	409	62,380	945	0
29,941	20,000	1	2	1	48	1	2	0	0	0	0	20,733	20,109	20,126	18,928	18,761	18,787	2	2,019	11,309	2,000	700	1,002	0
29,942	50,000	1	2	2	45	0	0	0	0	2	0	20,638	19,834	19,387	22,574	20,483	20,121	1,314	1,340	5,000	0	729	793	0
29,943	130,000	1	3	1	45	-1	-1	-1	-1	-1	-1	1,475	1,826	2,831	2,756	1,585	1,215	1,826	2,831	2,756	1,585	1,215	2,402	1
29,944	500,000	1	2	2	38	0	0	0	0	-1	0	31,504	27,546	20,189	12,058	14,692	8,274	12,160	6,056	3,063	14,725	206	9,363	0
29,945	80,000	1	2	2	39	3	2	0	0	0	0	75,635	73,830	74,968	23,867	23,130	0	0	2,968	1,867	463	0	0	1
29,946	30,000	1	2	1	42	0	0	0	0	0	0	28,658	28,281	29,826	28,572	9,072	0	1,656	3,000	1,000	500	0	0	0
29,947	230,000	1	1	2	44	-2	-1	-1	-1	-1	-1	5,419	3,288	806	1,467	9,192	4,388	3,306	806	1,500	9,216	4,388	0	0
29,948	50,000	1	3	1	46	0	0	0	2	0	0	11,401	12,506	14,774	14,233	14,744	15,252	1,300	3,000	0	1,000	1,000	3,000	0
29,949	290,000	1	1	1	32	-1	-1	-1	-1	0	0	31,933	38,752	200	1,956	910	0	39,032	201	1,961	4	0	0	0
29,950	280,000	1	1	1	39	0	0	0	0	0	0	55,050	51,417	47,069	40,939	44,290	70,573	1,652	2,144	1,666	5,015	32,013	12	0
29,951	220,000	1	1	1	32	-1	2	-1	-1	0	0	528	264	264	292	528	264	0	264	292	500	0	264	0
29,952	160,000	1	1	2	30	0	0	0	0	0	0	143,457	134,345	77,045	69,659	70,186	75,249	5,237	3,034	3,010	5,011	10,006	8,070	0
29,953	210,000	1	2	2	30	-1	-1	-1	-1	0	-1	4,206	3,980	7,509	1,252	626	626	3,980	7,509	1,252	0	626	626	0
29,954	170,000	1	1	2	30	0	0	0	0	-2	-2	129,848	89,684	31,050	0	0	0	5,115	2,500	0	0	0	0	0
29,955	180,000	1	2	2	30	0	0	0	0	2	-1	51,323	44,638	28,674	14,834	1,415	47,417	2,124	1,588	1,526	66	57,317	70,052	0
29,956	410,000	1	1	2	32	-1	2	-1	-1	0	-1	380	190	190	380	190	1,539	0	190	380	0	1,539	0	0
29,957	150,000	1	1	2	30	0	0	0	-1	0	-1	2,384	4,176	5,877	1,610	1,180	2,980	2,000	2,000	2,000	1,000	3,000	0	0
29,958	500,000	1	2	2	31	0	0	-1	0	0	0	29,566	25,560	294,257	278,725	89,161	87,863	6,025	294,318	10,254	7,524	5,009	2,333	0
29,959	230,000	1	3	2	31	0	-1	-1	-1	-1	-1	4,261	25	221	417	613	-191	1,000	1,000	1,000	1,000	0	0	0
29,960	290,000	1	1	2	32	-1	-1	-1	-1	-1	0	23,234	1,571	108,157	35,379	18,711	3,110	1,575	108,168	35,811	18,711	0	157	0
29,961	10,000	1	2	1	29	0	0	0	0	0	0	9,406	9,968	9,385	5,163	780	0	3,009	2,000	2,009	0	0	0	0
29,962	260,000	1	1	2	33	-2	-2	-2	-2	-2	-2	0	263	0	1,368	101	955	263	0	1,368	101	955	0	0
29,963	50,000	1	2	2	30	1	-1	2	-1	-1	-2	-264	264	264	7,300	0	0	528	0	7,300	0	0	0	0
29,964	610,000	1	1	2	31	0	-1	2	-1	-1	-1	348,392	322,228	319,014	347,303	248,893	269,528	323,014	1,605	349,395	250,144	271,099	220,076	0
29,965	360,000	1	1	2	31	-1	-1	-1	0	0	-1	735	51	20,007	18,498	18,422	1,842	51	20,007	1,590	1,000	1,842	390	0
29,966	140,000	1	2	1	32	0	0	0	0	0	0	134,236	134,663	137,485	137,450	135,638	136,375	6,300	6,500	6,300	6,000	5,200	5,000	0
29,967	150,000	1	5	2	31	2	0	0	0	-2	-2	134,866	136,692	91,815	0	0	0	4,633	2,000	0	0	0	0	1
29,968	50,000	1	2	1	32	0	0	0	-1	2	0	50,564	49,710	0	50,551	40,590	39,384	2,686	0	50,551	0	1,600	1,500	0
29,969	20,000	1	2	2	34	0	0	0	0	0	-1	13,730	15,170	15,277	13,478	16,978	12,914	2,000	2,000	1,000	5,000	12,914	600	0
29,970	200,000	1	2	1	33	0	0	0	0	0	0	110,006	76,950	63,834	56,768	58,826	67,577	5,000	2,183	2,059	3,000	9,751	3,000	0
29,971	360,000	1	1	1	34	-1	-1	-1	0	0	-1	33,654	52,686	64,069	49,005	8,676	19,487	52,951	64,535	8,907	53	19,584	16,080	0
29,972	80,000	1	3	1	36	0	0	0	0	0	0	65,554	66,858	68,279	69,674	71,070	73,612	2,395	2,500	2,530	2,556	3,700	3,000	0
29,973	190,000	1	1	1	37	0	0	0	0	0	-1	21,628	20,893	5,869	29,223	19,616	148,482	2,000	3,869	25,128	10,115	148,482	4,800	0
29,974	230,000	1	2	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,975	50,000	1	2	1	37	1	2	2	2	0	0	10,904	9,316	4,328	2,846	1,585	1,324	0	3,000	0	0	1,000	1,000	1
29,976	220,000	1	2	1	41	0	0	-1	-1	-2	-2	45,075	8,840	1,369	5,924	1,759	1,824	8,840	6,643	5,924	1,759	1,824	7,022	0
29,977	40,000	1	2	2	47	2	2	3	2	2	2	52,358	54,892	53,415	51,259	47,151	46,934	4,000	0	2,000	0	3,520	0	1
29,978	420,000	1	1	2	34	0	0	0	0	0	0	131,939	136,721	140,011	141,695	144,839	147,954	7,000	7,000	5,500	5,500	5,600	5,000	0
29,979	310,000	1	2	1	39	0	0	0	0	0	0	238,973	237,196	233,854	219,409	216,540	210,675	10,029	9,218	10,029	8,049	8,040	10,059	0
29,980	180,000	1	1	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,981	50,000	1	3	2	42	0	0	0	0	0	0	43,998	49,123	49,397	50,360	19,971	19,694	10,000	4,000	5,000	3,000	4,500	2,000	0
29,982	50,000	1	2	1	44	1	2	2	2	0	0	38,671	36,772	33,101	28,192	22,676	14,647	2,300	1,700	0	517	503	585	0
29,983	90,000	1	2	1	36	0	0	0	0	0	0	7,752	9,112	10,306	11,328	12,036	14,329	1,500	1,500	1,500	1,200	2,500	0	1
29,984	20,000	1	2	1	44	-2	-2	-2	-2	-2	-2	1,822	2,872	2,712	2,882	9,235	1,719	2,890	2,720	2,890	9,263	1,824	1,701	0
29,985	30,000	1	2	2	38	-1	-1	-2	-1	-1	-1	315	923	2,939	1,993	1,907	3,319	923	2,977	1,999	3,057	3,319	1,000	0
29,986	240,000	1	1	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,987	360,000	1	1	2	35	-1	-1	-2	-2	-2	-2	2,220	0	0	0	0	0	0	0	0	0	0	0	0
29,988	130,000	1	1	2	34	0	0	0	0	0	0	23,292	14,077	15,546	108,047	93,708	97,353	3,000	2,000	93,000	4,000	5,027	4,005	0
29,989	250,000	1	1	1	34	0	0	0	0	0	0	279,640	252,913	243,075	245,750	175,005	179,687	65,000	8,800	9,011	6,000	7,000	6,009	0
29,990	150,000	1	1	2	35	-1	-1	-1	-1	-1	-2	3,425	9,009	-3	780	0	0	9,054	0	783	0	0	0	0
29,991	140,000	1	2	1	41	0	0	0	0	0	0	138,325	137,142	139,110	138,262	49,675	46,121	6,000	7,000	4,228	1,505	2,000	2,000	0
29,992	210,000	1	2	1	34	3	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
29,993	10,000	1	3	1	43	0	0	0	-2	-2	-2	8,802	10,400	0	0	0	0	2,000	0	0	0	0	0	0
29,994	100,000	1	1	2	38	0	-1	-1	0	0	0	3,042	1,427	102,996	70,626	69,473	55,004	2,000	111,784	4,000	3,000	2,000	2,000	0
29,995	80,000	1	2	2	34	2	2	2	2	2	2	72,557	77,708	79,384	77,519	82,607	81,158	7,000	3,500	0	7,000	0	4,000	1
29,996	220,000	1	3	1	39	0	0	0	0	0	0	188,948	192,815	208,365	88,004	31,237	15,980	8,500	20,000	5,003	3,047	5,000	1,000	0
29,997	150,000	1	3	2	43	-1	-1	-1	-1	0	0	1,683	1,828	3,502	8,979	5,190	0	1,837	3,526	8,998	129	0	0	0
29,998	30,000	1	2	2	37	4	3	2	-1	0	0	3,565	3,356	2,758	20,878	20,582	19,357	0	0	22,000	4,200	2,000	3,100	1
29,999	80,000	1	3	1	41	1	-1	0	0	0	-1	-1,645	78,379	76,304	52,774	11,855	48,944	85,900	3,409	1,178	1,926	52,964	1,804	1
30,000	50,000	1	2	1	46	0	0	0	0	0	0	47,929	48,905	49,764	36,535	32,428	15,313	2,078	1,800	1,430	1,000	1,000	1,000	1