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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
7,301	10,000	2	1	2	26	0	-1	-1	0	0	0	9,459	231	3,364	6,129	9,009	9,188	231	5,000	3,000	3,000	329	340	0
7,302	100,000	1	1	2	32	-1	-1	-2	-2	-2	-2	4,270	0	0	0	0	0	0	0	0	0	0	0	0
7,303	390,000	2	1	1	34	-2	-2	-2	-1	-1	0	7,639	10,876	6,203	1,518	46,365	48,795	6,083	1,051	1,545	47,280	3,000	3,000	0
7,304	130,000	2	2	2	43	-1	-1	-1	-1	0	-1	2,048	2,529	11,929	5,722	3,076	5,250	2,529	11,929	5,722	0	5,250	3,526	0
7,305	180,000	2	2	1	37	0	0	0	0	0	0	78,089	75,159	76,602	76,896	78,588	77,770	3,333	3,310	2,900	3,040	3,500	2,300	0
7,306	50,000	1	2	3	51	0	0	0	0	0	0	79,502	65,237	64,426	18,430	18,020	17,991	4,000	1,565	641	648	654	649	0
7,307	80,000	2	2	1	30	0	0	0	0	0	0	64,596	64,871	61,000	48,300	47,300	3,500	4,424	1,600	0	1,500	1,500	1,500	0
7,308	30,000	2	3	2	33	1	2	2	0	0	2	24,457	25,474	26,241	25,388	26,377	27,794	1,716	1,500	911	1,400	2,000	0	1
7,309	150,000	2	1	2	30	-1	-1	-1	0	0	-1	7,015	0	6,700	6,700	7,427	13,583	0	6,700	0	727	13,583	4,973	0
7,310	230,000	1	2	2	46	1	-1	-1	-1	-1	-1	378	907	1,599	378	756	0	907	1,599	378	756	0	754	0
7,311	90,000	2	2	2	23	2	3	3	2	2	2	82,623	86,621	84,369	82,117	84,395	85,739	5,900	0	0	3,600	2,900	3,500	1
7,312	80,000	2	2	3	30	0	0	0	0	0	0	11,976	10,010	10,982	11,325	11,569	10,303	1,185	1,157	500	400	500	5,000	0
7,313	700,000	1	1	2	35	-1	0	-1	0	0	0	8,277	18,282	130,130	105,055	70,896	41,509	17,599	130,370	3,381	145	4,639	12,235	0
7,314	30,000	2	2	2	22	0	0	0	0	0	-2	27,447	28,623	28,700	29,300	0	0	1,923	1,000	600	0	0	0	1
7,315	90,000	2	1	1	28	-1	0	0	0	0	0	12,759	10,941	10,420	14,420	9,855	9,097	5,000	6,000	4,000	5,000	3,500	5,000	1
7,316	200,000	1	2	2	44	-1	-1	-1	-1	-1	-1	310	2,226	1,230	3,393	1,340	3,416	2,306	1,234	3,510	1,344	3,426	6,324	0
7,317	230,000	1	2	1	50	0	0	0	0	0	0	94,314	96,269	56,058	57,174	58,371	59,561	4,082	1,990	2,003	2,074	2,115	2,094	1
7,318	100,000	1	1	2	54	0	0	0	0	0	0	99,932	42,389	41,842	40,291	40,556	40,534	1,712	1,639	1,418	1,618	1,529	1,414	0
7,319	360,000	2	1	2	28	0	0	0	0	0	0	152,072	151,168	153,306	144,485	145,601	140,336	5,708	6,059	5,009	5,021	5,027	100,017	0
7,320	500,000	1	1	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,321	240,000	2	2	2	42	-1	-1	-1	-1	-1	-1	3,328	164,327	10,690	4,772	1,294	2,147	164,820	11,728	7,738	1,297	2,153	2,073	0
7,322	360,000	1	1	2	28	0	0	0	0	0	0	78,398	86,955	127,146	103,273	91,933	108,163	25,126	60,259	27,208	31,262	90,114	30,463	0
7,323	360,000	1	2	1	30	2	2	2	2	2	-2	2,500	2,500	2,500	2,500	0	0	0	0	0	0	0	0	1
7,324	320,000	1	1	1	43	0	0	0	0	0	0	110,032	110,045	112,393	111,541	114,934	118,228	4,028	4,000	5,000	5,000	5,000	5,000	0
7,325	50,000	2	2	1	40	0	0	0	0	-1	-1	21,696	8,987	9,604	9,800	500	0	1,383	1,000	196	500	0	0	0
7,326	140,000	2	2	2	31	0	0	0	0	0	0	50,822	52,468	52,238	53,368	56,488	58,542	2,473	2,000	2,000	4,000	3,000	2,000	0
7,327	360,000	2	2	1	30	0	0	-1	-1	-1	-1	6,419	5,290	1,330	2,255	4,164	0	1,067	1,341	2,255	4,164	0	211	0
7,328	180,000	2	1	2	27	-1	-1	-1	-1	-1	-1	641	1,812	5,307	28,004	957	0	1,812	5,347	28,004	957	0	455	1
7,329	330,000	2	1	1	40	-2	-2	-2	-1	-1	0	2,573	1,800	-910	-1,878	252,686	72,401	1,800	0	594	256,662	3,000	4,944	0
7,330	140,000	2	1	2	24	0	0	2	2	-2	-2	6,265	7,300	1,934	0	0	0	2,198	5	0	0	0	0	1
7,331	360,000	2	1	1	27	-2	-2	-2	-2	-2	-2	2,459	944	2,037	989	2,885	989	955	2,043	992	2,903	992	3,153	0
7,332	150,000	2	1	2	27	2	2	2	2	0	0	15,475	18,212	18,617	18,020	18,726	19,414	3,000	1,000	0	1,000	1,000	1,000	1
7,333	220,000	2	3	2	29	0	0	0	0	0	0	14,246	15,601	17,140	14,131	15,424	17,345	2,601	2,140	2,131	3,424	2,345	3,385	0
7,334	260,000	1	3	2	31	0	0	0	0	0	0	257,920	256,117	232,981	202,190	202,800	202,490	10,036	8,185	6,715	7,033	6,728	6,882	0
7,335	30,000	2	3	1	54	0	0	0	0	2	2	17,708	18,734	19,442	20,741	21,162	20,671	1,615	1,323	1,622	900	0	765	0
7,336	580,000	1	1	2	31	-1	-1	-1	-1	-1	-1	2,507	2,174	6,527	1,818	2,227	2,666	2,190	6,558	1,825	2,236	2,678	1,707	0
7,337	50,000	1	2	2	25	0	-1	-1	-1	-1	-1	1,582	300	591	441	741	441	300	591	441	741	441	291	0
7,338	230,000	2	1	1	36	-1	-1	2	-1	-1	-1	878	9,567	3,074	3,660	3,790	6,006	9,574	0	3,660	3,790	6,006	5,647	1
7,339	20,000	1	2	1	39	2	0	0	0	0	0	20,264	20,328	19,299	19,928	20,204	20,398	1,500	1,500	900	700	1,480	0	1
7,340	110,000	1	3	1	35	2	0	0	0	2	2	67,591	69,773	71,886	76,767	78,462	79,890	3,200	3,200	6,000	3,000	2,800	3,200	1
7,341	240,000	2	1	2	28	0	0	0	0	0	0	168,068	168,685	94,520	14,422	12,552	20,550	6,042	3,558	1,000	600	10,550	9,000	0
7,342	50,000	2	2	1	34	0	0	0	0	0	0	49,940	50,761	49,009	14,275	17,251	15,077	2,128	1,344	505	5,585	556	563	0
7,343	20,000	2	1	3	51	-1	-1	-1	-1	-1	-1	3,680	0	543	780	2,500	0	0	543	780	2,500	0	0	0
7,344	190,000	2	3	1	42	0	0	0	0	0	0	113,516	116,157	115,639	115,849	118,313	119,973	6,000	5,581	4,237	4,423	5,000	8,888	0
7,345	100,000	2	3	2	50	0	0	2	0	0	0	84,027	88,734	86,369	89,994	89,681	89,849	7,500	0	5,001	3,390	4,000	10,000	0
7,346	500,000	1	2	1	34	-2	-2	-2	-2	-2	-1	13,010	5,016	-32	6,443	0	265	5,041	0	6,475	0	265	5,099	0
7,347	170,000	2	1	1	40	-1	-1	-1	-1	-1	-1	511	997	2,446	720	236	210	1,001	2,446	720	236	210	52	0
7,348	150,000	2	2	2	23	0	0	0	0	0	0	7,795	13,821	6,640	5,831	10,514	5,432	7,000	1,000	1,070	6,000	2,432	116	0
7,349	30,000	1	2	1	48	0	0	0	0	0	0	46,780	38,099	38,600	29,400	30,000	0	1,899	1,400	1,188	600	0	0	0
7,350	80,000	1	2	2	41	2	0	0	0	0	0	80,140	80,627	80,668	49,233	48,737	48,280	3,253	3,211	1,691	1,721	1,800	1,576	1
7,351	340,000	2	3	1	49	-2	-1	-1	-1	-2	-2	20,452	18,816	24,010	5,320	16,612	21,373	18,832	24,099	5,320	16,612	21,373	44,729	0
7,352	210,000	2	2	2	30	0	0	2	2	2	0	89,670	94,043	85,022	90,779	84,209	70,162	7,500	103	10,000	0	3,000	2,000	0
7,353	30,000	2	1	2	23	0	0	0	0	0	0	28,239	29,974	29,841	27,592	17,569	4,059	2,500	1,011	301	37	17	0	0
7,354	230,000	1	1	2	27	-1	-1	-1	-1	-1	-1	3,257	1,816	1,816	1,806	764	3,368	1,816	1,816	1,806	774	3,368	1,027	0
7,355	20,000	1	2	2	23	0	0	0	0	0	0	18,497	15,172	17,488	17,923	16,838	18,535	1,900	2,900	1,000	800	2,000	1,000	0
7,356	70,000	2	3	1	26	0	0	0	0	0	0	71,147	72,227	71,078	50,777	50,841	50,682	3,800	3,200	1,950	2,000	1,828	2,200	0
7,357	310,000	2	1	1	66	0	0	0	0	0	0	259,874	236,662	220,421	224,801	229,520	234,145	8,874	7,984	8,029	8,324	8,435	8,552	1
7,358	80,000	1	2	2	36	0	0	0	0	0	0	19,211	20,237	21,268	23,903	24,367	24,964	1,337	1,368	3,003	1,000	1,000	2,000	1
7,359	150,000	2	2	2	27	0	0	0	0	0	0	146,778	139,111	134,382	134,593	91,112	68,482	6,554	10,000	4,749	3,304	2,285	700	0
7,360	20,000	1	3	1	49	0	0	0	0	-1	-1	13,881	12,170	13,237	10,790	390	780	1,218	1,285	608	390	780	0	0
7,361	220,000	2	2	1	54	-1	-1	0	-1	-1	2	264	1,138	3,874	264	3,105	2,074	1,138	3,000	264	3,105	0	264	0
7,362	150,000	2	1	2	30	0	0	0	0	0	0	150,426	151,052	143,488	142,419	145,100	153,229	5,520	5,200	5,100	5,300	10,900	0	0
7,363	530,000	1	1	2	30	0	0	0	0	0	0	214,022	393,664	235,392	232,640	239,004	236,657	20,000	10,000	10,000	10,000	9,000	10,500	0
7,364	150,000	2	2	1	28	-1	-1	-1	0	0	0	108	-218	63,174	43,374	43,950	44,501	0	65,748	1,537	1,585	1,597	1,615	0
7,365	150,000	2	1	2	29	-1	-1	-1	0	0	0	2,356	16,836	1,094	6,382	5,288	5,288	16,836	2,000	5,288	0	0	0	1
7,366	420,000	2	2	1	30	0	0	-1	0	0	-1	83,640	63,751	153,092	111,922	88,709	36,484	1,275	156,564	0	0	36,484	69,380	0
7,367	80,000	2	2	1	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,368	100,000	2	2	1	37	-1	0	0	0	0	0	87,055	84,712	76,202	72,368	71,384	70,346	3,000	3,403	2,656	2,500	2,600	3,000	0
7,369	30,000	2	2	2	27	2	2	2	2	2	2	15,191	16,144	16,383	16,518	16,907	17,279	1,500	800	700	800	800	800	1
7,370	50,000	1	2	1	37	0	0	0	0	-2	-2	23,607	24,921	25,775	0	0	0	2,000	1,800	0	0	0	0	0
7,371	330,000	2	1	2	39	-1	-1	-1	-2	-1	-1	1,972	1,586	0	0	1,588	0	1,586	0	0	1,588	0	0	1
7,372	140,000	2	2	2	36	0	0	2	2	0	0	134,783	142,708	143,475	136,331	135,778	135,910	12,800	5,000	0	5,100	5,000	5,000	0
7,373	50,000	2	2	1	34	0	0	0	0	0	0	95,380	48,764	50,711	50,389	49,030	50,045	2,140	3,082	1,760	1,926	1,980	1,750	0
7,374	360,000	1	2	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,375	180,000	1	2	2	38	-1	-1	2	0	0	0	54,198	54,173	52,687	52,096	51,508	50,867	4,400	0	2,000	2,000	2,000	3,000	1
7,376	130,000	2	2	1	27	2	0	0	2	0	0	54,921	55,055	54,804	52,439	52,609	52,739	2,000	6,844	0	2,071	2,115	1,640	0
7,377	130,000	2	2	2	31	1	2	2	0	0	0	120,890	122,275	109,903	80,909	71,679	66,169	5,200	47	3,000	2,800	2,713	2,000	0
7,378	20,000	1	1	2	24	2	2	0	0	2	2	18,199	17,623	18,317	19,525	19,084	19,601	0	1,300	1,500	0	1,600	0	0
7,379	260,000	2	1	2	30	0	0	0	0	0	0	89,538	82,621	78,236	49,417	21,226	23,174	4,000	2,092	1,333	769	2,300	0	0
7,380	50,000	2	2	2	51	0	0	0	0	0	0	57,595	54,503	51,217	47,919	44,593	38,475	1,996	1,804	1,664	1,560	1,370	1,335	0
7,381	320,000	2	2	1	29	0	0	0	0	0	0	145,907	150,336	110,569	106,095	92,573	89,650	30,236	5,004	4,086	5,033	5,020	3,006	0
7,382	70,000	2	2	1	37	0	0	0	0	0	0	49,775	50,600	47,585	48,493	49,559	51,079	2,000	2,500	2,000	2,000	2,500	2,050	1
7,383	180,000	2	1	1	47	-1	-1	-1	-1	0	-1	807	4,246	2,727	5,507	1,382	538	4,246	2,727	5,507	0	538	304	0
7,384	60,000	1	2	1	54	2	2	0	0	0	0	61,493	58,784	54,087	37,613	39,038	37,814	55	2,400	1,316	2,000	1,531	1,477	0
7,385	80,000	1	2	1	23	-2	-2	-2	-2	-2	-2	795	1,698	798	-2	748	708	1,703	800	0	750	810	1,310	0
7,386	10,000	2	3	1	49	0	0	0	0	0	0	6,904	7,841	9,635	17,622	8,991	0	1,206	2,000	176	360	0	0	0
7,387	150,000	2	2	1	33	1	2	0	0	0	0	42,932	42,010	46,007	47,978	49,100	50,181	0	5,000	3,000	2,000	2,000	2,000	1
7,388	50,000	2	3	2	55	0	0	0	0	0	0	45,698	49,270	48,186	20,127	18,988	19,942	6,000	2,044	3,150	1,000	3,000	905	0
7,389	150,000	1	3	2	41	0	0	0	0	0	0	64,425	57,073	32,516	21,018	21,320	143,489	1,745	1,269	0	1,545	135,000	5,000	0
7,390	350,000	1	1	2	38	0	0	0	0	0	-1	36,098	21,848	23,309	13,002	14,473	11,496	3,604	2,072	0	2,071	11,553	14,328	0
7,391	380,000	2	1	2	44	0	0	0	0	0	0	371,917	355,744	347,667	304,356	311,458	299,277	15,071	13,500	11,000	12,000	12,000	11,000	0
7,392	130,000	2	3	2	25	-1	-1	-1	-1	-1	-1	250	174	1,214	1,125	139	0	174	1,214	1,125	139	0	391	0
7,393	180,000	2	1	1	35	-1	-1	-2	-2	-2	-2	1,651	0	0	0	0	0	0	0	0	0	0	295	0
7,394	100,000	2	2	1	41	0	0	0	0	0	0	107,224	107,126	101,859	79,519	74,368	58,481	7,000	3,533	2,673	3,500	4,303	3,023	0
7,395	30,000	2	3	1	31	3	2	2	2	2	2	23,368	24,688	24,988	24,288	26,098	25,530	2,000	1,000	0	2,200	0	1,100	1
7,396	430,000	1	1	2	28	0	0	0	0	0	0	406,995	438,832	312,608	341,552	345,532	339,050	40,000	30,000	35,000	30,000	20,019	40,000	0
7,397	200,000	2	2	1	37	-1	2	-1	-1	-1	-1	2,681	1,273	2,192	430	430	6,136	0	2,192	430	430	6,136	2,923	1
7,398	360,000	1	2	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,399	80,000	2	1	2	32	-1	-1	-1	-1	-1	-1	1,147	1,147	1,147	1,147	1,100	5,053	1,147	1,147	1,147	1,100	5,100	18,500	0
7,400	40,000	2	1	2	26	2	2	2	2	2	0	27,255	26,532	29,089	28,522	28,914	29,482	0	3,000	200	1,000	1,200	1,300	1

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