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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
2,601	130,000	2	3	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,602	250,000	1	3	1	62	0	0	0	0	0	0	38,924	38,468	35,930	40,106	38,214	28,494	5,000	5,000	5,000	3,000	2,000	10,000	0
2,603	10,000	1	3	2	25	2	0	0	0	0	-2	4,693	5,371	6,327	6,055	0	0	1,300	1,600	400	0	0	0	1
2,604	340,000	1	1	2	30	0	0	-1	-1	-1	0	1,933	2,855	872	981	22,936	8,097	1,000	872	981	22,936	5,000	5,939	0
2,605	60,000	1	3	2	24	-1	0	0	0	0	0	15,527	16,882	18,190	27,465	27,643	27,816	2,000	2,000	10,000	991	1,010	989	0
2,606	50,000	1	2	1	47	0	0	0	0	0	0	48,308	48,019	48,647	26,894	10,875	15,878	2,200	2,068	3,048	418	12,004	5,001	0
2,607	170,000	1	2	2	34	-1	-1	2	0	-1	-1	7,885	7,190	6,854	3,142	5,000	0	2,336	0	0	5,000	0	0	0
2,608	490,000	1	3	1	51	-1	-1	-1	-1	-1	-1	389	376	467	78	399	10	377	481	1	711	1	1	1
2,609	20,000	2	2	1	26	0	0	0	0	2	0	17,679	16,720	17,705	19,228	18,804	19,316	1,300	1,277	1,800	0	1,000	1,000	1
2,610	550,000	1	2	1	47	0	0	0	0	0	-2	68,328	76,797	55,200	30,000	0	0	10,000	20,000	5,000	0	0	0	0
2,611	340,000	2	2	2	39	0	0	0	0	0	0	66,623	61,474	57,160	58,794	61,231	62,516	2,500	2,500	2,500	3,300	2,200	3,000	0
2,612	10,000	1	2	2	32	0	0	0	0	0	0	9,576	9,028	9,644	9,790	9,990	0	1,384	1,000	196	200	0	0	0
2,613	230,000	2	2	2	25	-2	-2	-2	-2	-2	-2	0	0	13,499	9,078	11,009	6,172	0	13,499	9,117	11,009	6,172	869	0
2,614	30,000	1	2	1	39	1	2	0	0	0	0	29,388	27,850	28,525	29,091	28,923	29,553	0	1,452	1,018	1,038	1,100	964	0
2,615	200,000	2	2	2	42	-1	-1	0	0	-2	-1	73,032	12,928	88,930	30,000	67,861	18,929	12,928	79,365	30,000	37,861	18,929	15,004	0
2,616	450,000	2	1	1	37	0	0	-1	-1	-1	-1	13,371	13,480	5,747	3,339	9,458	7,231	4,000	5,747	3,339	18,916	7,231	4,972	0
2,617	380,000	1	3	1	44	0	0	0	0	0	0	329,877	309,781	295,550	277,650	264,217	238,368	12,055	9,837	9,154	9,042	8,515	7,745	1
2,618	50,000	2	2	1	31	2	0	0	0	0	0	29,767	30,206	27,905	17,174	17,533	17,240	1,615	1,670	605	626	654	567	1
2,619	80,000	2	1	2	27	0	0	0	0	0	0	23,107	24,674	25,351	25,981	26,464	23,714	5,034	10,000	1,000	1,000	1,000	1,000	0
2,620	150,000	2	2	1	42	1	-2	-2	-1	-1	-1	0	0	0	11,068	0	189	0	0	11,068	0	189	3,307	1
2,621	50,000	2	2	2	44	0	0	0	0	-1	-1	49,006	49,139	47,608	3,990	390	0	2,000	1,000	3,600	390	0	4,870	0
2,622	210,000	2	1	2	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,623	100,000	2	2	2	24	0	0	0	0	0	2	59,712	61,743	63,714	65,056	73,062	71,738	3,000	3,000	2,400	9,100	0	4,000	0
2,624	100,000	1	2	2	38	0	0	0	0	0	-1	25,994	27,173	44,285	45,433	3,952	3,723	1,994	19,462	3,000	302	3,723	15,462	0
2,625	500,000	1	1	1	45	0	0	0	0	0	0	3,136	2,345	8,471	7,234	5,828	1,906	2,002	7,505	145	33	1,150	300	0
2,626	30,000	2	3	1	58	0	0	0	0	0	0	9,819	10,873	9,646	9,995	10,371	5,139	1,230	1,100	419	600	500	500	0
2,627	50,000	1	2	2	46	0	-1	0	0	0	0	53,541	29,308	20,274	19,945	20,472	21,000	31,483	1,408	3,000	1,000	869	5,000	0
2,628	50,000	2	2	2	23	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,629	420,000	2	2	1	36	-1	-1	-1	-1	-1	-1	3,663	4,338	3,400	2,535	3,216	4,652	4,338	3,400	2,535	3,216	2,652	2,500	0
2,630	30,000	2	2	1	32	2	2	0	0	0	-1	28,156	27,422	28,335	20,946	15,525	7,422	0	1,542	1,024	1,000	7,422	281	1
2,631	240,000	1	1	2	32	0	0	0	0	0	0	240,790	224,497	213,580	191,771	166,239	146,584	6,892	7,866	5,602	6,118	6,023	27,064	0
2,632	80,000	2	3	1	55	0	0	0	0	0	0	69,116	64,325	59,653	55,159	56,277	57,347	2,500	2,000	2,000	2,000	2,000	2,000	0
2,633	330,000	1	1	2	45	0	0	0	0	0	0	265,362	246,735	248,541	231,534	230,309	235,992	7,500	8,001	7,000	7,000	8,000	8,000	1
2,634	50,000	1	2	1	30	1	2	2	0	0	0	49,371	50,092	49,029	25,313	26,006	27,217	1,800	240	1,000	1,100	1,800	1,500	1
2,635	200,000	2	1	1	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	665	1
2,636	210,000	2	1	1	34	1	-2	-1	-1	2	-1	-300	-716	416	1,132	566	416	0	1,548	1,132	0	416	416	0
2,637	130,000	1	2	2	31	1	2	2	2	0	0	70,722	69,040	70,912	63,626	59,200	38,263	0	4,130	43	2,000	1,368	1,418	0
2,638	390,000	1	1	2	28	-1	0	0	0	0	0	10,439	25,143	35,165	44,543	45,631	45,793	15,007	10,529	10,000	1,773	2,000	1,592	0
2,639	100,000	1	3	1	40	0	0	-1	-1	-2	-2	12,878	7,702	2,377	0	0	0	2,000	2,377	40,000	0	0	0	0
2,640	140,000	2	1	1	33	0	0	0	0	0	0	85,314	87,042	90,165	91,318	94,847	35,773	4,000	5,000	2,000	4,000	5,000	6,000	0
2,641	80,000	2	3	1	35	2	2	2	2	2	0	70,002	71,389	73,788	74,463	72,834	74,190	3,100	4,204	2,790	0	3,043	2,625	1
2,642	50,000	2	3	1	42	1	3	4	3	2	0	44,498	46,740	45,718	44,696	43,848	44,718	3,240	0	0	0	1,600	1,845	1
2,643	50,000	1	2	2	25	0	0	0	0	0	3	21,316	23,038	24,720	26,370	29,332	28,574	2,375	2,375	2,375	3,547	0	0	0
2,644	360,000	1	1	1	39	1	-2	-2	-2	-1	-1	0	0	0	0	691	7,020	0	0	0	691	7,020	0	0
2,645	170,000	2	2	1	49	1	2	0	0	0	0	153,322	149,027	150,920	145,689	33,588	0	0	6,320	5,045	1,000	0	0	1
2,646	50,000	1	2	2	41	0	0	0	0	0	0	48,152	45,974	44,792	18,649	16,260	18,745	2,043	3,000	14,000	545	5,000	308	0
2,647	310,000	2	1	2	25	2	0	0	0	0	0	266,270	273,719	235,796	188,031	170,898	68,369	11,677	8,406	6,000	5,074	3,000	3,000	1
2,648	210,000	1	1	2	31	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	133	1
2,649	140,000	1	2	1	37	0	0	0	0	0	0	90,186	74,504	72,358	48,081	45,543	26,788	2,805	2,877	1,360	1,400	1,026	1,200	0
2,650	150,000	2	1	2	37	0	0	0	0	0	0	127,111	106,956	106,129	106,531	107,062	109,938	3,878	3,794	3,783	3,892	4,662	3,500	0
2,651	170,000	1	1	1	40	-1	-1	-1	-1	-1	0	2,000	2,210	3,000	2,000	5,000	3,000	2,210	3,000	2,000	5,000	0	4,000	1
2,652	260,000	2	1	2	25	-1	2	-1	0	0	0	148	75	12,117	9,620	8,690	11,744	7	12,117	2	0	3,054	6,972	1
2,653	170,000	2	1	2	26	0	0	0	0	2	0	99,387	102,141	103,972	108,405	102,303	99,767	5,250	5,100	7,500	0	3,900	3,600	0
2,654	310,000	2	1	2	35	1	-2	-1	0	0	0	0	0	4,488	4,696	84,522	86,206	0	4,488	264	80,000	2,950	3,055	0
2,655	50,000	2	3	2	23	0	0	0	0	0	2	34,364	34,212	33,886	32,929	34,549	33,458	1,861	2,004	1,324	3,768	1	1,141	0
2,656	260,000	2	1	1	35	2	2	-2	-1	0	0	1,013	0	0	6,895	3,718	0	0	0	6,895	0	0	0	1
2,657	100,000	1	1	2	27	0	0	2	2	2	2	36,014	39,321	39,145	39,494	39,896	28,256	4,200	900	1,400	900	6,440	500	1
2,658	40,000	2	2	1	25	0	0	0	0	2	2	40,633	40,311	39,380	41,389	40,628	41,389	4,300	2,000	2,938	0	3,700	0	0
2,659	180,000	2	1	1	46	1	2	2	2	2	2	82,505	86,302	84,020	97,554	95,878	112,141	6,000	0	15,000	0	18,000	0	0
2,660	50,000	1	3	1	41	2	2	2	0	0	0	26,184	29,261	28,444	28,878	27,655	24,480	3,500	0	1,100	1,100	2,000	1,000	0
2,661	200,000	1	1	2	29	-1	-1	-1	0	-1	-1	4,810	0	726	726	495	1,402	0	726	0	495	1,562	1,420	1
2,662	320,000	2	2	1	53	0	0	0	0	0	0	33,589	34,608	38,544	44,486	52,319	51,764	3,000	6,000	8,000	10,000	1,900	2,000	0
2,663	220,000	2	1	2	45	-1	-1	-1	-1	-1	-1	4,624	2,874	1,210	632	15,243	5,471	2,888	1,216	640	15,251	5,472	4,045	0
2,664	180,000	1	2	1	46	0	0	0	0	0	0	60,005	41,223	49,108	50,016	45,956	52,926	3,000	10,000	3,000	5,000	15,000	0	0
2,665	50,000	2	2	2	36	0	0	0	0	0	2	94,228	47,635	42,361	19,574	20,295	19,439	2,000	1,500	1,000	1,800	0	1,000	1
2,666	50,000	2	2	2	22	0	0	0	0	0	-1	29,637	30,805	30,336	13,378	-1,022	29,857	1,826	1,200	268	0	31,448	792	0
2,667	150,000	2	1	2	32	0	0	0	0	0	0	83,275	84,220	77,956	77,682	52,300	56,223	3,006	3,000	2,000	222	11,170	5,000	0
2,668	120,000	2	1	1	38	-1	-1	2	-1	-1	-1	6,856	17,329	2,047	8,568	8,814	17,180	19,600	0	14,150	9,000	17,000	0	0
2,669	30,000	1	2	2	34	0	0	0	0	0	0	29,302	30,052	29,349	29,476	30,014	29,785	1,530	1,416	1,142	1,102	1,106	3,450	0
2,670	10,000	1	5	1	43	-1	0	0	0	-2	-2	17,560	9,829	3,604	0	0	0	2,537	1,000	0	0	0	0	1
2,671	380,000	1	1	2	34	-2	-2	-2	-2	-2	-2	34,869	6,305	5,736	900	16,915	936	6,336	5,766	904	16,915	940	0	0
2,672	320,000	2	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,673	30,000	2	2	2	41	0	-1	-1	0	-1	2	1,448	1,261	630	240	690	150	1,261	630	0	840	0	780	0
2,674	470,000	1	2	2	29	0	0	0	0	0	0	72,830	49,502	47,771	52,979	119,678	94,721	4,003	4,003	8,003	70,003	5,030	6,003	0
2,675	80,000	2	3	1	40	0	0	0	0	0	0	75,768	78,069	79,196	25,722	26,261	26,784	3,500	2,934	897	929	935	984	0
2,676	20,000	1	2	1	60	-1	-1	2	0	0	0	8,570	10,651	9,944	10,142	9,591	10,400	2,620	0	500	380	1,000	0	0
2,677	120,000	1	1	1	51	0	0	2	0	0	0	125,702	130,461	131,281	128,594	117,561	116,732	8,300	4,500	4,260	4,595	4,311	4,280	0
2,678	150,000	2	1	2	37	1	-2	-1	0	0	0	0	0	584	596	596	0	0	584	12	0	0	0	0
2,679	200,000	2	2	2	43	0	0	0	0	0	0	180,680	184,436	188,181	190,775	196,449	192,085	8,155	8,302	7,225	10,153	6,987	5,262	0
2,680	20,000	1	2	2	40	0	0	0	0	0	-2	45,429	47,961	49,562	4,410	0	0	2,819	2,420	88	0	0	0	0
2,681	170,000	2	3	1	36	0	0	0	0	0	0	85,780	80,568	79,823	79,335	79,506	80,252	2,906	3,002	3,000	3,000	3,500	3,000	0
2,682	150,000	2	1	2	34	-1	-1	-2	-1	0	-1	900	0	0	740	740	545	0	0	740	0	545	550	0
2,683	160,000	1	2	2	30	-1	-1	-1	-1	-1	-1	632	0	632	316	0	316	0	632	316	0	316	316	0
2,684	280,000	2	1	2	32	-1	-1	-1	-1	-1	-1	45,536	11,509	2,110	2,121	6,789	14,959	11,509	5,000	2,121	6,789	14,959	16,067	0
2,685	60,000	1	1	1	42	2	0	0	0	0	2	39,986	41,036	42,449	43,243	48,537	47,606	2,000	2,100	1,800	6,000	0	2,000	1
2,686	100,000	1	3	1	44	0	0	0	0	0	0	39,649	43,608	46,899	47,447	48,035	40,484	5,000	5,000	1,554	1,595	1,686	1,200	0
2,687	360,000	1	2	2	48	0	0	0	0	0	-2	68,032	63,174	44,536	80,570	8,333	8,325	4,500	3,000	50,000	8,400	8,325	12,967	0
2,688	500,000	2	1	1	44	-2	-1	0	0	0	-1	71,921	367,979	294,969	189,612	128,459	167,105	368,199	6,486	234	90	167,116	372,495	0
2,689	290,000	2	1	2	30	0	0	0	0	0	0	284,239	284,692	230,891	232,778	235,004	226,959	11,000	10,000	8,000	10,000	8,000	7,500	1
2,690	160,000	2	1	2	31	-2	-2	-2	-1	-1	-1	0	0	0	150	150	150	0	0	150	150	150	178	0
2,691	50,000	1	2	1	47	0	0	0	0	0	0	22,923	23,264	23,879	23,960	24,067	24,253	1,400	1,400	850	871	974	962	0
2,692	250,000	2	2	1	35	0	0	0	0	0	0	27,107	36,565	39,711	47,523	52,726	57,649	10,000	10,000	10,000	6,000	6,000	5,000	0
2,693	350,000	1	1	1	42	-1	-1	-1	-1	-1	-1	3,800	3,138	4,150	3,750	1,362	8,210	3,138	4,160	3,750	2,272	8,210	9,731	0
2,694	100,000	2	2	1	22	0	0	0	0	0	0	99,415	101,507	99,511	99,813	95,816	96,884	4,600	3,478	3,461	3,461	3,684	3,510	0
2,695	30,000	1	2	2	33	1	2	0	0	0	0	31,956	30,425	30,615	29,304	28,996	28,970	0	1,753	1,200	1,041	1,194	1,100	0
2,696	450,000	2	1	1	36	1	-1	-1	-2	-2	-2	0	2,500	2,500	0	0	0	2,500	2,500	0	0	0	0	0
2,697	20,000	2	3	2	40	-1	-1	0	0	0	0	9,755	894	5,625	9,625	12,625	0	894	5,000	4,000	3,000	0	0	0
2,698	30,000	2	3	2	26	0	0	0	0	0	0	28,063	29,304	28,047	26,840	28,271	28,134	1,700	1,407	1,200	2,000	2,000	1,000	0
2,699	150,000	2	3	2	47	0	0	0	2	0	0	103,226	64,671	64,293	58,024	59,230	54,638	2,627	4,123	0	1,304	1,338	376	0
2,700	30,000	1	2	1	36	1	3	2	0	0	0	22,327	21,696	21,054	21,315	21,623	22,261	0	0	908	800	1,000	1,809	0

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