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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
6,601	20,000	1	2	2	24	1	3	2	2	3	2	7,719	7,455	7,187	8,367	7,945	7,669	0	0	1,300	0	0	1,000	0
6,602	290,000	1	3	1	50	0	0	0	0	-1	0	62,381	32,320	22,528	10,502	82,823	52,624	1,778	1,565	212	82,902	2,008	1,177	0
6,603	50,000	2	2	2	38	0	0	0	0	0	0	33,801	27,027	24,459	23,161	22,282	20,537	1,433	1,319	773	787	757	615	0
6,604	200,000	2	2	1	40	0	0	0	0	0	0	22,065	23,382	21,522	8,815	4,280	0	2,000	1,128	4,280	0	0	0	0
6,605	20,000	2	3	3	27	0	0	2	2	-1	-1	17,973	20,482	19,693	11,932	1,280	0	2,800	0	239	3,380	0	0	0
6,606	100,000	1	1	1	43	0	0	0	0	0	0	43,970	45,756	46,680	47,926	49,028	49,561	2,500	2,000	2,000	2,001	2,014	1,605	0
6,607	260,000	2	1	2	36	0	0	0	0	0	0	107,350	110,114	112,189	114,503	117,031	112,857	4,500	4,000	4,000	4,200	8,790	4,200	0
6,608	20,000	2	2	2	27	4	3	2	0	0	0	21,750	21,127	20,332	19,932	19,932	7,080	0	0	0	0	0	0	0
6,609	10,000	2	2	2	22	0	0	0	0	0	2	5,964	7,145	8,144	8,861	10,104	9,803	1,284	1,283	1,000	1,535	0	1,000	0
6,610	420,000	1	1	1	47	-2	-2	-2	-2	-2	-2	46,179	82,842	77,628	52,294	0	0	84,459	79,192	57,145	0	0	0	0
6,611	130,000	2	3	2	27	0	0	0	0	0	0	29,645	28,193	30,790	21,200	21,810	13,629	2,000	5,000	5,000	1,000	4,000	6,587	0
6,612	150,000	2	1	2	25	0	0	0	0	0	0	36,497	38,190	39,322	40,260	41,458	42,251	2,287	2,071	1,591	2,000	1,632	10,000	0
6,613	120,000	1	1	2	33	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	291	291	291	291	291	0
6,614	30,000	2	2	2	25	0	0	0	0	0	0	7,244	8,265	9,436	10,123	10,335	10,691	1,142	1,313	1,000	375	528	600	0
6,615	260,000	2	2	2	31	0	0	0	0	0	0	166,071	137,702	77,683	163,040	86,008	88,575	7,000	3,000	7,152	8,000	4,000	4,000	0
6,616	60,000	1	3	2	34	-1	-1	-1	-1	-1	-1	326	326	326	326	476	326	326	326	326	476	326	326	1
6,617	70,000	2	3	2	52	0	0	0	0	0	0	105,991	67,243	67,533	28,653	29,253	26,185	2,777	1,751	969	1,004	938	1,122	0
6,618	110,000	1	2	2	26	2	0	0	0	0	2	28,290	30,516	39,584	43,581	48,458	17,129	3,000	10,000	5,000	6,000	0	2,000	0
6,619	180,000	1	2	2	37	-1	-1	0	0	0	-1	8,788	40,927	28,306	31,578	21,195	11,776	40,970	1,210	10,015	10,009	11,783	110,306	0
6,620	300,000	2	2	2	48	-2	-2	-2	-2	-2	-2	6,301	0	2,417	470	4,690	0	4,126	2,417	470	4,690	0	18,774	0
6,621	260,000	2	1	1	38	-2	-1	-1	-2	-2	-2	622	3,074	0	688	2,605	377	3,084	691	0	2,613	378	693	0
6,622	50,000	2	2	1	41	2	2	2	0	0	0	36,329	36,711	28,415	18,459	16,077	12,428	3,406	0	640	660	296	60	1
6,623	90,000	2	3	1	45	0	0	0	0	0	0	63,115	33,963	33,807	2,966	1,223	0	1,988	1,900	59	24	0	0	0
6,624	20,000	2	2	2	24	1	2	0	0	2	0	6,025	5,786	10,471	11,542	11,216	14,834	0	5,000	1,550	0	4,000	4,026	1
6,625	220,000	2	1	2	30	-1	-1	-1	-1	-1	2	2,731	3,403	5,990	7,767	42,731	33,266	3,403	5,990	7,767	40,645	0	4,622	0
6,626	240,000	1	1	2	27	0	0	0	0	-1	2	2,961	4,748	7,013	7,722	732	291	2,000	2,873	1,000	882	0	0	0
6,627	440,000	2	2	2	40	0	0	0	0	0	0	98,496	82,803	79,894	73,984	137,370	132,889	10,000	10,000	10,000	80,000	7,000	6,000	0
6,628	60,000	2	2	1	37	5	4	4	3	2	2	60,480	59,966	58,411	58,868	55,232	58,430	1,001	0	2,001	0	4,301	2,000	0
6,629	380,000	1	2	1	31	-1	-1	-1	-1	-1	-1	6,749	7,917	9,645	11,865	13,133	4,702	7,959	9,683	11,916	13,191	4,717	9,354	0
6,630	30,000	2	3	1	44	2	2	2	2	2	2	19,608	20,696	20,071	21,432	21,704	21,205	1,700	0	2,000	760	0	2,000	1
6,631	120,000	2	2	2	35	0	0	0	0	0	0	71,708	72,047	67,080	68,660	69,411	2,855	3,200	3,000	3,700	3,500	1,000	68,074	0
6,632	150,000	1	1	2	29	-2	-2	-2	-2	-2	-2	4,583	6,917	831	6,469	5,138	7,810	6,989	833	6,488	5,153	7,833	7,130	0
6,633	90,000	1	2	2	28	0	0	0	0	0	2	43,314	44,354	45,372	46,317	51,292	50,316	2,037	2,055	2,000	5,913	0	2,100	0
6,634	180,000	2	2	1	34	0	0	-2	-1	0	0	25,000	0	0	6,398	15,218	24,901	0	0	6,398	9,000	10,000	500	0
6,635	10,000	2	2	2	37	-1	0	0	0	0	-1	7,841	7,400	6,770	5,163	3,575	390	1,157	1,000	103	72	400	0	0
6,636	20,000	1	2	2	24	2	2	0	0	2	0	15,166	14,638	15,582	17,809	17,385	18,437	0	1,500	2,500	0	1,500	1,500	1
6,637	80,000	2	3	1	41	2	2	2	2	2	2	57,754	56,258	60,313	61,129	62,348	61,193	0	5,000	2,400	2,341	0	2,439	1
6,638	610,000	1	2	1	30	0	0	0	0	0	0	50,724	8,723	6,245	7,089	8,059	8,666	2,134	1,210	2,000	2,000	1,666	1,500	0
6,639	180,000	2	3	2	27	1	-2	-2	-1	-1	-2	0	0	0	8,081	0	0	0	0	8,081	0	0	0	0
6,640	50,000	1	3	1	53	1	-1	-1	0	0	-1	0	484	929	474	0	1,288	484	1,000	0	0	1,288	334	1
6,641	130,000	1	1	2	30	0	0	0	0	0	0	130,705	132,472	129,576	129,829	125,382	124,942	6,500	4,700	5,000	4,600	5,200	4,500	1
6,642	160,000	1	1	2	26	0	0	0	-1	-1	-1	135,233	130,038	79,027	6,666	6,666	6,666	5,600	3,715	6,666	6,666	6,666	6,666	0
6,643	200,000	1	1	2	29	0	0	0	2	2	2	137,218	141,808	151,020	152,040	164,405	161,525	6,808	11,620	5,000	15,000	0	4,089	0
6,644	20,000	1	1	2	29	0	0	2	0	0	0	14,897	17,512	16,926	17,368	17,959	19,023	3,170	0	1,000	1,000	3,000	0	0
6,645	50,000	2	2	2	56	0	0	0	0	0	0	47,060	48,481	49,505	17,612	19,461	18,660	2,180	2,204	656	2,159	678	851	0
6,646	30,000	2	2	1	46	1	2	2	2	2	2	27,882	28,937	30,128	30,548	31,326	30,688	1,800	1,980	1,200	1,400	0	800	1
6,647	140,000	1	2	1	29	0	0	0	0	0	0	130,767	134,946	130,470	132,038	131,961	124,256	6,696	5,000	4,866	5,300	5,055	5,000	0
6,648	160,000	1	2	1	45	1	2	2	2	2	2	11,569	11,092	12,900	12,396	13,692	13,323	0	2,000	0	1,500	0	2,000	0
6,649	410,000	1	1	1	33	-1	-1	-1	-2	-1	-1	3,244	8,339	0	0	1,759	2,624	8,339	0	0	1,759	2,624	0	0
6,650	320,000	2	1	2	30	0	0	-1	-1	-1	-1	8,144	7,824	7,500	7,500	7,500	7,500	7,500	7,500	7,500	7,500	7,500	42,562	0
6,651	50,000	2	2	1	36	0	0	0	0	0	0	47,404	48,786	49,768	27,838	84,810	27,785	2,148	2,130	1,200	1,012	2,034	973	0
6,652	110,000	1	2	2	29	0	0	0	0	0	0	107,221	109,494	111,954	111,771	111,703	111,864	4,000	4,300	4,164	4,500	4,200	5,000	0
6,653	530,000	2	3	1	50	0	0	0	0	0	0	219,884	223,526	206,593	275,847	163,157	164,838	10,000	10,000	10,000	7,000	7,000	5,000	0
6,654	80,000	2	2	2	40	0	0	0	0	0	0	46,982	38,738	31,923	25,885	20,195	19,494	1,728	1,411	1,009	605	2,012	209	1
6,655	190,000	2	1	2	26	2	0	0	0	0	0	204,297	106,428	109,736	111,487	114,878	118,541	6,355	6,500	5,000	5,117	5,644	4,767	1
6,656	500,000	1	2	1	58	-1	-1	-1	-1	-1	-1	4,101	11,076	3,834	-754	6,276	16,871	11,155	4,024	754	7,030	17,050	6,063	0
6,657	270,000	2	3	2	30	1	-1	-1	-1	-1	-1	0	2,900	2,000	2,000	0	4,759	2,900	2,000	2,000	0	4,759	0	0
6,658	20,000	2	2	2	26	2	2	0	0	0	0	17,368	16,801	17,789	17,419	17,628	18,125	0	1,281	771	640	790	761	0
6,659	90,000	1	2	1	39	0	0	0	0	2	2	27,764	27,690	27,593	25,833	25,318	22,684	1,500	1,500	1,500	1,500	0	1,755	1
6,660	10,000	1	2	2	44	1	2	2	0	0	0	6,898	7,642	5,381	3,791	3,791	0	1,019	0	0	0	0	0	0
6,661	320,000	2	2	1	36	0	0	0	0	0	0	4,062	5,143	5,988	6,988	7,988	0	1,155	1,000	1,000	1,000	0	2,500	0
6,662	190,000	2	1	1	33	0	0	-1	-1	-1	-1	42,740	46,046	10,725	1,582	-46	4,054	10,000	11,000	11,336	0	4,100	7,500	0
6,663	380,000	1	1	1	39	-1	-1	-2	-1	-1	-2	6,347	0	0	46,350	0	0	0	0	46,350	0	0	24,000	1
6,664	180,000	1	2	2	30	0	0	0	0	0	0	145,563	147,348	143,548	133,408	136,481	140,008	10,035	5,096	5,000	5,200	6,024	5,015	0
6,665	360,000	2	1	2	33	-1	-1	-1	-2	-2	-2	898	11,573	0	0	0	0	11,573	0	0	0	0	5,140	0
6,666	150,000	1	2	1	30	1	2	-1	-1	0	0	40,496	3,880	1,377	4,007	7,742	11,376	1,000	5,000	5,960	5,000	5,000	1,000	0
6,667	50,000	2	1	1	57	1	2	0	0	0	2	45,608	44,619	44,856	32,461	49,916	29,117	0	1,600	871	30,347	0	0	1
6,668	50,000	1	2	2	39	1	2	2	2	2	2	39,966	37,584	38,423	37,212	39,319	36,082	0	3,000	0	3,007	7	3,119	0
6,669	50,000	1	3	1	51	0	0	0	0	0	0	42,257	44,243	64,104	33,406	34,104	34,869	3,000	2,500	1,985	1,163	1,256	1,316	0
6,670	340,000	2	2	2	30	0	0	0	0	-1	-1	47,664	38,192	39,234	20,960	360	360	2,000	2,000	3,000	360	360	45,385	0
6,671	320,000	1	1	2	26	-1	0	0	0	0	-2	111,710	12,484	13,917	12,125	0	0	1,267	1,700	243	0	0	220,000	0
6,672	230,000	2	1	2	42	-1	-1	-1	-1	-1	2	326	326	326	1,458	952	476	326	326	1,458	952	0	326	0
6,673	120,000	2	1	2	31	-1	-1	-1	-1	-1	-1	643	586	3,660	5,754	5,666	5,666	586	3,660	5,754	5,666	5,666	6,246	0
6,674	30,000	1	1	2	34	1	2	2	2	2	0	26,921	27,809	21,658	22,794	22,289	22,916	1,700	0	1,800	0	1,000	1,000	0
6,675	240,000	1	1	2	34	-1	-1	-1	-1	-1	-1	21,027	27,568	9,166	6,855	8,089	9,052	27,994	9,212	6,949	8,134	10,043	28,012	0
6,676	240,000	2	2	1	32	1	-2	-1	-1	-1	-1	0	0	493	-5	574	3,509	0	493	0	579	3,509	1,198	0
6,677	210,000	1	1	2	30	0	0	2	0	0	0	99,342	99,506	100,117	101,212	101,197	103,175	4,900	4,100	3,600	4,500	4,000	3,900	0
6,678	20,000	1	3	2	24	1	2	0	0	0	0	17,231	15,897	16,232	16,555	16,104	16,055	0	1,300	573	576	600	1,900	0
6,679	20,000	2	2	1	42	0	0	0	0	0	0	16,560	17,278	18,289	18,653	19,195	19,580	1,293	1,304	668	843	853	790	1
6,680	110,000	2	1	2	25	1	2	-1	-1	0	0	4,382	1,972	1,426	5,660	5,660	0	5	1,426	5,660	0	0	0	0
6,681	130,000	1	2	1	39	0	0	0	0	0	0	88,014	88,951	90,672	89,252	91,118	95,105	3,245	3,217	3,177	3,286	4,200	2,500	0
6,682	80,000	2	2	1	28	0	0	0	0	0	0	77,857	80,002	82,020	73,904	75,558	77,279	4,000	4,000	3,000	3,000	3,000	3,000	0
6,683	20,000	1	2	1	36	1	2	0	0	0	0	12,564	12,077	12,779	13,033	13,308	13,985	0	1,212	466	485	900	1,000	1
6,684	10,000	1	1	1	38	-1	-1	2	0	0	2	4,711	9,617	9,307	9,665	10,470	10,169	5,000	0	500	1,100	0	1,000	1
6,685	180,000	1	2	1	37	-1	-1	-1	-1	-1	-1	5,480	11,834	17,380	8,329	20,406	9,772	11,850	17,552	8,333	20,406	9,772	9,315	0
6,686	280,000	2	2	2	29	0	0	0	0	0	0	140,888	143,746	55,506	56,741	57,983	59,185	5,040	3,000	2,000	2,000	2,000	3,000	0
6,687	220,000	1	1	2	29	2	2	2	2	2	2	124,820	126,740	121,910	89,608	53,535	36,312	6,300	0	6,000	2,500	0	1,500	1
6,688	260,000	1	2	1	42	3	3	2	2	0	0	215,521	210,695	213,758	208,821	213,083	217,340	0	8,000	0	7,800	7,800	8,300	1
6,689	30,000	1	2	1	40	1	2	0	0	-1	-1	15,526	14,923	10,936	11,436	1,520	0	0	1,000	500	1,520	0	0	0
6,690	50,000	2	2	1	29	-2	-2	-1	-1	-1	-1	21,523	1,481	19,766	19,661	16,740	13,272	19,505	20,509	1,513	1,515	1,539	20,217	0
6,691	150,000	2	3	2	47	0	0	0	0	0	0	153,720	150,540	153,103	152,060	151,470	151,974	7,000	7,000	5,200	5,500	6,300	5,100	0
6,692	160,000	1	3	2	38	0	0	0	0	0	0	47,269	45,688	47,690	48,712	49,525	50,389	2,767	2,769	1,791	1,928	1,960	1,461	0
6,693	20,000	1	2	2	26	1	-1	-1	0	0	0	0	132	10,067	10,144	10,400	0	132	10,200	540	600	1,000	0	0
6,694	280,000	1	1	1	42	0	-1	-1	0	0	0	18,958	2,640	182,251	173,922	160,553	147,124	2,676	189,570	6,084	5,798	4,627	3,589	0
6,695	50,000	1	2	2	24	0	0	0	0	0	0	6,716	7,737	8,741	8,911	8,943	9,140	1,290	1,294	464	324	345	500	0
6,696	300,000	2	1	2	43	1	-2	-2	-1	-1	-2	1,352	2,380	0	970	0	89	2,380	0	970	0	89	0	0
6,697	230,000	1	2	1	31	0	0	2	0	-1	-1	60,528	49,036	31,226	15,568	10,000	0	5,000	0	5,000	10,000	0	10,000	0
6,698	60,000	1	3	2	27	0	0	0	0	0	0	37,170	36,918	10,163	10,692	15,307	19,838	2,000	3,000	1,000	5,000	5,000	1,000	0
6,699	190,000	1	3	1	29	-2	-2	-2	-2	-2	-2	51,632	9,803	3,427	924	-876	-969	1,000	3,524	929	869	7	1,587	0
6,700	60,000	1	2	2	43	1	-2	-1	-1	-2	-2	0	0	780	0	0	0	0	780	0	0	0	0	0

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