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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
6,301	30,000	2	2	2	24	1	2	2	2	2	2	7,134	7,872	9,528	9,725	9,427	10,118	1,000	1,800	500	0	1,000	0	0
6,302	120,000	2	2	2	49	0	0	0	0	-2	-2	3,903	2,246	3,040	0	0	0	1,300	1,000	0	0	0	0	0
6,303	300,000	2	2	2	27	-1	-1	-1	0	0	-1	12,752	9,314	26,887	23,981	19,378	12,759	9,314	27,187	13,981	9,378	12,759	16,980	0
6,304	60,000	2	1	2	25	0	0	0	0	0	0	16,313	10,253	7,735	6,923	7,035	9,175	5,000	3,000	2,000	2,000	4,000	800	0
6,305	180,000	1	2	2	36	-1	-1	-1	-1	0	-1	100	100	109	1,863	1,763	591	100	109	3,626	0	907	1,208	1
6,306	30,000	2	1	2	43	1	2	2	2	0	0	17,775	18,688	21,488	20,847	21,162	21,809	1,500	3,433	0	800	1,000	1,000	1
6,307	360,000	1	1	2	35	-1	-1	-1	-1	-1	-1	15,798	16,630	15,687	38,750	15,802	15,730	16,713	15,766	38,944	15,881	15,809	30,594	0
6,308	150,000	1	1	1	49	-2	-2	-2	-2	-2	-2	15,472	14,860	19,601	13,262	14,329	34,193	14,877	19,608	13,280	14,329	34,193	7,880	0
6,309	70,000	2	1	2	28	0	0	0	0	0	0	20,335	21,699	22,460	20,345	42,123	19,852	2,000	1,500	3,000	721	1,200	2,000	0
6,310	150,000	2	2	1	44	0	0	0	0	0	0	61,951	55,504	22,050	17,360	17,360	12,000	15,000	1,200	0	0	0	0	0
6,311	440,000	2	1	1	33	-2	-2	-2	-2	-2	-1	0	0	0	0	0	100	0	0	0	0	100	300	0
6,312	500,000	1	1	1	52	1	-1	-1	-1	-1	-1	-5	43,528	104,315	71,776	60,753	0	43,533	104,406	71,776	60,753	0	8,200	0
6,313	260,000	1	2	2	29	1	2	0	0	0	0	263,943	258,331	261,518	194,791	198,894	197,564	0	7,700	6,000	6,130	7,500	6,500	1
6,314	360,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,315	140,000	1	1	2	28	0	0	0	0	0	0	132,880	133,904	134,552	135,151	136,327	136,647	6,400	7,000	5,000	5,200	5,100	5,000	0
6,316	10,000	1	1	2	24	0	0	2	0	0	0	4,216	6,476	6,224	6,347	12,856	8,078	2,500	0	227	239	3,412	0	1
6,317	200,000	2	1	2	32	-2	-2	-2	-2	-2	-2	2,580	-35	3,519	1,846	1,330	14,470	0	3,554	1,855	1,337	14,542	2,955	0
6,318	210,000	1	2	1	35	0	0	0	0	0	0	128,595	131,627	136,428	54,058	55,398	56,698	4,606	6,815	1,800	2,000	2,000	2,000	0
6,319	20,000	1	2	2	27	2	0	0	0	0	2	13,747	15,020	16,059	16,081	17,423	17,695	1,500	1,600	580	1,600	700	0	1
6,320	240,000	1	1	1	44	-1	-1	-1	-1	-1	-1	4,221	2,188	2,701	2,427	1,104	2,362	2,188	2,701	2,427	1,104	2,362	519	0
6,321	30,000	1	2	2	51	5	4	3	2	3	2	26,551	25,855	25,146	26,549	25,849	25,285	0	0	2,113	0	0	2,191	1
6,322	450,000	2	2	1	38	-2	-2	-2	-2	-2	-2	10,972	15,005	13,887	17,255	17,515	0	15,008	1,200	5,255	4,566	0	3,648	0
6,323	60,000	2	3	2	40	-1	-1	0	0	0	-1	24,496	20,329	15,219	16,158	14,295	10,930	20,391	1,200	3,658	0	10,930	11,677	0
6,324	100,000	2	2	2	30	0	0	0	0	0	0	58,335	56,745	56,058	51,573	47,665	43,756	2,801	2,300	1,613	1,594	1,654	1,222	0
6,325	500,000	1	1	1	49	-1	-1	-1	-1	-1	-1	12,939	28,805	41,027	36,073	46,096	103,065	28,954	41,027	36,073	46,096	103,065	154,321	0
6,326	50,000	1	3	1	51	-1	-1	0	0	0	0	636	2,228	3,287	4,843	6,379	6,878	4,600	1,500	2,000	2,000	1,000	3,000	0
6,327	80,000	2	2	1	35	-1	-1	-1	-1	-1	-1	997	40,297	6,597	665	10,117	0	40,297	6,597	3,465	10,117	0	665	0
6,328	20,000	2	2	2	22	2	2	2	2	0	0	5,743	7,487	8,114	7,835	8,605	10,948	2,000	900	0	900	2,500	0	1
6,329	500,000	1	1	2	43	0	0	0	0	0	0	141,323	143,548	146,487	139,155	142,337	145,411	5,000	5,015	5,000	5,000	5,000	5,000	0
6,330	140,000	2	1	2	31	0	0	0	0	0	0	71,066	55,271	50,706	48,847	47,437	42,576	2,042	1,958	1,501	1,619	1,514	1,553	0
6,331	500,000	2	2	2	29	0	0	0	0	0	0	455,042	364,288	261,185	215,575	174,736	118,438	12,564	10,000	6,476	5,489	5,000	5,000	0
6,332	50,000	1	2	2	24	2	0	0	0	0	0	43,247	45,036	44,384	19,524	35,268	16,099	3,000	1,300	642	612	1,192	600	1
6,333	170,000	1	1	1	60	0	0	0	0	0	0	170,359	178,514	98,196	100,108	95,629	89,472	11,700	3,600	3,500	3,500	3,300	3,500	1
6,334	220,000	2	2	1	44	0	0	0	0	0	2	136,838	142,250	149,864	155,828	178,160	175,140	10,000	10,000	10,000	25,000	0	20,000	0
6,335	70,000	2	2	1	33	2	2	2	2	3	2	63,963	65,350	66,279	70,580	69,180	70,392	3,000	2,600	6,000	0	2,500	1,165	1
6,336	360,000	2	2	2	34	0	0	0	0	0	0	122,193	109,382	109,845	105,271	96,644	94,973	5,004	4,031	3,082	7,018	2,755	1,813	0
6,337	430,000	2	1	2	29	0	0	-1	0	0	0	34,785	0	18,518	16,574	12,215	6,660	0	18,518	5	244	1,038	41,500	0
6,338	20,000	1	3	2	26	2	2	-1	-1	2	0	20,155	10,356	556	20,897	20,438	20,325	0	600	20,900	1	805	752	0
6,339	200,000	2	3	2	53	-1	0	-1	0	0	-1	784	1,972	2,577	2,652	-6	1,279	1,188	2,581	1,013	0	1,285	0	0
6,340	200,000	2	2	3	35	-1	-1	-1	-1	0	-1	1,992	8,287	9,427	2,040	16,338	2,076	8,290	9,427	2,240	16,000	2,076	833	0
6,341	80,000	2	2	2	25	0	0	0	0	0	0	78,401	76,930	77,977	58,469	58,722	59,770	3,562	3,112	2,076	2,279	2,175	2,300	0
6,342	130,000	1	1	1	35	2	0	0	0	0	0	77,578	79,724	81,221	34,289	38,550	40,600	4,000	3,500	5,000	5,000	3,000	9,900	0
6,343	150,000	1	1	1	49	-1	-1	-1	-1	-1	-1	6,338	8,460	1,682	7,898	3,336	975	8,470	1,682	7,898	3,336	975	0	0
6,344	150,000	1	3	1	53	2	2	2	2	2	0	17,790	18,209	18,608	20,294	19,828	20,396	1,000	1,000	2,000	0	900	2,000	1
6,345	190,000	2	2	2	27	2	2	2	0	0	0	4,686	5,459	6,214	7,104	8,973	10,809	1,000	1,000	1,000	2,000	2,000	2,000	1
6,346	450,000	2	2	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,347	80,000	2	2	1	31	-1	-1	-1	-1	-1	0	390	390	390	390	780	390	390	390	390	780	0	0	0
6,348	260,000	2	2	2	31	-1	3	2	2	2	0	82,274	80,426	78,536	94,069	92,447	95,925	0	0	17,000	0	5,015	4,293	0
6,349	80,000	1	1	2	34	2	2	2	2	2	2	62,423	63,827	64,682	65,614	67,007	68,349	3,000	2,500	2,600	2,600	2,600	2,000	1
6,350	500,000	1	1	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,351	260,000	1	1	1	43	-1	-1	-1	-1	-1	-1	76	773	0	1,703	329	248	826	0	1,703	329	248	702	0
6,352	260,000	2	1	2	30	2	0	0	0	0	0	94,114	96,689	101,023	93,738	96,218	102,547	5,000	6,000	5,000	4,000	8,000	5,000	1
6,353	50,000	1	1	2	33	2	4	3	2	0	0	24,947	24,529	23,840	22,790	23,001	24,557	249	0	0	1,500	2,100	0	0
6,354	360,000	2	1	1	46	1	-1	-1	-2	-2	-2	-8	859	-820	-813	-2,292	-2,292	867	0	7	0	0	0	0
6,355	170,000	2	1	2	53	-2	-2	-2	-2	-2	-2	-200	-200	-200	0	2,769	0	0	0	200	2,769	0	0	0
6,356	120,000	2	2	1	34	1	-2	-1	-1	-1	-1	0	0	369	0	7,490	941	0	369	55	7,490	941	280	0
6,357	50,000	2	2	1	26	0	-1	0	0	0	0	5,195	15,371	14,163	15,517	14,685	14,016	15,387	1,500	2,000	1,000	2,000	2,000	0
6,358	50,000	2	1	1	40	-1	2	-1	-1	2	2	465	465	760	1,360	518	3,518	0	760	600	0	3,000	0	1
6,359	310,000	1	1	1	48	0	0	-1	-1	-1	2	29,662	5,384	4,488	2,630	150	335	1,536	4,510	2,652	150	185	0	0
6,360	50,000	1	1	2	27	0	0	0	0	0	0	17,541	18,716	19,098	3,291	1,855	540	1,762	1,144	66	37	158	390	0
6,361	140,000	2	2	2	32	0	0	0	0	0	0	121,508	99,470	83,330	57,609	59,526	31,515	5,000	4,000	3,000	3,000	2,500	0	0
6,362	100,000	2	2	1	28	2	0	0	0	0	2	73,073	74,739	70,844	63,924	57,326	59,654	3,500	3,003	1,910	2,400	3,300	0	1
6,363	20,000	1	3	2	32	1	2	0	0	0	0	19,844	19,238	20,205	19,588	20,037	19,880	0	1,302	685	748	697	690	0
6,364	120,000	2	1	2	27	0	0	0	2	0	0	11,379	9,559	10,861	10,055	11,040	10,466	1,200	1,500	0	1,100	550	600	1
6,365	30,000	2	3	1	59	0	0	0	0	0	0	28,170	32,597	32,289	31,276	30,428	29,371	4,946	2,000	1,220	1,232	1,052	1,500	0
6,366	20,000	1	3	1	27	0	0	2	0	0	0	20,184	20,702	20,057	19,583	19,991	20,446	2,950	2	687	709	965	559	1
6,367	160,000	2	2	2	27	1	-1	-1	-2	-2	-1	0	1,519	0	0	0	2,755	1,519	0	0	0	2,755	966	1
6,368	180,000	2	2	1	37	1	-2	-1	0	0	0	-1,279	-2,329	2,115	2,329	850	0	0	4,444	214	0	0	0	0
6,369	40,000	2	1	2	26	0	0	0	2	2	2	20,936	20,647	21,561	18,438	20,619	17,582	3,000	4,000	0	5,000	0	8,000	0
6,370	80,000	2	2	1	34	0	0	0	0	-2	-2	49,005	49,551	45,930	0	0	0	2,141	2,150	0	0	0	0	0
6,371	120,000	1	2	2	31	3	3	2	2	-2	-2	113,722	110,525	103,632	-36	-18	-18	0	0	0	0	0	0	0
6,372	20,000	2	2	2	22	-1	-1	-1	-1	-2	-2	2,480	179	1,669	0	0	0	179	1,669	0	0	0	0	1
6,373	20,000	1	2	2	33	0	0	2	0	0	0	18,271	19,857	19,090	18,500	4,860	4,080	2,967	0	0	0	0	0	0
6,374	100,000	1	1	1	52	4	5	4	3	2	0	101,762	102,832	100,328	97,883	96,238	96,160	3,504	0	0	0	3,469	3,422	1
6,375	500,000	1	1	2	45	1	-2	-2	-2	-1	2	0	0	0	0	1,899	1,749	0	0	0	1,899	0	70,200	0
6,376	80,000	2	2	1	29	0	0	0	0	0	0	78,293	79,555	77,025	76,991	79,066	75,356	3,161	4,000	3,000	3,500	3,100	5,700	0
6,377	150,000	2	1	2	41	-2	-2	-2	-2	-1	-1	9,682	-399	0	0	399	150	399	399	0	399	150	200	0
6,378	30,000	2	3	2	26	0	0	0	0	-1	-1	27,594	29,717	28,812	28,762	10,404	8,578	2,595	1,200	1,020	10,404	51,000	0	0
6,379	120,000	1	1	2	34	1	2	2	-1	-1	-1	650	625	300	475	300	325	300	0	500	300	500	300	1
6,380	70,000	2	2	1	27	2	2	2	0	0	2	25,773	28,943	28,184	28,449	30,379	30,931	3,600	0	1,030	2,400	1,200	0	1
6,381	150,000	1	2	1	32	0	0	0	0	0	0	141,346	145,483	146,410	142,858	146,007	130,721	10,000	7,000	4,000	8,071	4,000	3,283	0
6,382	210,000	2	2	1	42	1	-2	-2	-1	0	0	0	0	0	6,622	6,506	6,511	0	0	6,622	298	1,000	1,179	0
6,383	80,000	2	2	1	30	1	2	0	0	0	0	82,891	80,997	81,380	75,374	77,158	78,710	0	3,299	2,699	3,000	2,987	3,100	0
6,384	90,000	1	2	2	29	0	0	0	0	0	0	86,294	88,412	89,853	69,362	70,537	56,775	4,400	4,111	2,100	2,200	2,510	2,000	0
6,385	20,000	2	2	2	22	0	0	0	0	0	0	17,807	18,520	39,053	20,055	19,606	19,925	1,298	1,909	1,666	5,000	703	775	0
6,386	240,000	2	1	2	36	1	-1	0	0	0	0	0	18,000	18,485	17,406	19,345	21,134	18,000	2,000	2,000	2,000	3,000	2,000	0
6,387	50,000	1	2	2	29	2	2	0	0	2	2	30,117	30,712	32,332	34,156	33,360	25,988	1,370	2,210	2,190	1,000	0	680	1
6,388	250,000	2	1	2	28	0	0	0	0	0	0	273,927	211,551	132,145	88,487	66,701	52,054	21,700	11,710	6,030	9,150	11,600	48,930	0
6,389	280,000	2	1	2	31	1	-2	-2	-2	-1	-1	0	0	0	0	710	7,611	0	0	0	710	7,611	4,750	0
6,390	10,000	1	3	0	40	0	0	0	0	0	-2	8,286	9,395	10,000	10,000	0	0	1,400	1,000	0	0	0	0	0
6,391	150,000	2	2	2	33	-1	0	0	0	0	0	46,006	45,425	32,139	53,639	51,873	64,675	2,000	3,000	40,009	5,000	20,000	62,339	0
6,392	330,000	2	2	1	47	1	-2	-2	-1	-1	-1	0	0	0	3,155	4,550	1,264	0	0	3,155	4,550	1,264	813	0
6,393	240,000	1	1	2	30	-1	-1	-1	-1	-1	0	5,354	4,790	900	6,849	26,249	6,633	4,790	900	6,849	26,249	2,200	3,000	1
6,394	130,000	2	2	2	34	0	0	-2	-2	-1	-1	42,063	0	0	0	150	1,000	0	0	0	150	1,000	0	0
6,395	450,000	1	1	2	37	0	0	0	0	0	0	16,259	15,026	17,363	11,708	11,329	4,749	6,000	4,000	6,000	5,000	2,000	2,092	0
6,396	50,000	1	1	2	26	-1	-1	-1	-1	2	2	526	526	526	1,913	1,226	1,752	526	526	1,913	0	1,052	0	1
6,397	70,000	2	3	1	24	0	0	0	0	0	0	68,083	50,822	31,179	28,686	10,806	11,673	3,012	5,000	2,000	3,000	3,000	0	0
6,398	80,000	1	2	2	26	0	0	0	0	0	0	33,490	35,908	29,995	27,297	21,524	23,005	5,000	1,318	1,200	2,000	2,000	2,000	0
6,399	50,000	1	1	2	24	-1	-1	-1	-1	-1	-1	236	4,324	1,861	0	1,780	2,581	4,324	1,861	0	1,780	2,581	2,140	0
6,400	30,000	1	3	1	33	2	0	0	0	0	0	29,742	30,266	45,414	21,331	21,987	22,452	1,406	1,366	1,000	1,000	980	1,000	1

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