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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
25,901	500,000	2	2	2	28	0	0	0	0	0	0	234,957	215,459	201,715	141,177	130,352	126,422	8,086	7,412	4,721	3,854	3,622	3,433	0
25,902	240,000	2	2	1	36	0	0	0	0	0	0	232,031	226,221	222,929	215,858	210,887	205,828	8,193	9,000	6,600	6,400	6,382	5,994	0
25,903	440,000	2	1	2	33	-1	-1	-1	-1	-1	-1	304	301	850	10,799	746	600	301	850	10,819	746	600	4,238	0
25,904	50,000	2	2	1	33	0	0	0	0	0	0	44,052	32,030	31,041	26,197	25,739	27,659	2,000	1,451	3,000	862	5,000	10,000	0
25,905	180,000	2	2	2	28	1	2	2	0	0	0	172,850	182,810	169,529	153,501	136,920	139,506	14,400	402	5,166	5,000	5,030	5,391	1
25,906	30,000	2	2	1	35	0	0	0	0	0	0	25,485	26,503	27,486	25,663	26,979	24,306	1,447	1,430	1,684	2,000	892	2,000	0
25,907	60,000	2	1	2	29	0	0	0	0	0	0	39,553	40,855	40,870	39,703	38,600	40,230	1,969	1,668	1,609	1,506	2,379	0	0
25,908	150,000	2	3	1	29	0	0	0	0	0	0	8,902	9,231	9,124	9,356	8,572	9,541	1,200	1,300	1,000	1,572	1,000	1,000	0
25,909	80,000	2	2	1	32	0	0	-2	-2	-2	-2	5,988	0	0	0	0	0	0	0	0	0	0	0	0
25,910	290,000	2	1	1	34	-2	-2	-2	-2	-2	-2	0	0	1,100	6,000	3,533	880	0	1,100	6,000	3,533	880	193	0
25,911	220,000	2	2	1	40	0	0	-2	-1	0	0	21,920	0	0	5,752	8,478	9,336	0	0	5,752	3,000	1,000	2,000	0
25,912	50,000	2	1	2	34	-1	-1	-1	-1	-1	-1	1,884	1,077	4,886	3,682	3,190	2,451	1,077	5,693	4,255	3,190	2,451	4,425	0
25,913	80,000	2	3	1	48	2	2	2	2	0	0	66,321	63,695	33,283	22,442	15,553	5,593	0	6,056	652	517	0	27	0
25,914	400,000	2	1	2	37	1	-1	-1	-1	-1	-1	6,914	72,574	42,176	75,513	57,104	53,542	73,036	42,386	75,865	57,379	53,787	13,833	0
25,915	150,000	2	1	1	33	-2	-2	-2	-2	-2	-2	-3	-3	-3	-3	-3	-3	0	0	0	0	0	698	0
25,916	250,000	2	1	2	34	2	0	0	0	0	0	212,681	193,296	194,659	196,481	196,256	195,370	9,917	7,350	7,231	6,603	6,797	7,557	0
25,917	120,000	2	2	1	34	-1	-1	-2	-2	-2	-2	1,800	0	0	0	0	0	0	0	0	0	0	0	0
25,918	300,000	2	1	2	28	-1	-1	-1	-1	0	0	16,094	2,259	0	12,880	14,895	9,386	2,259	0	12,880	2,500	200	280	0
25,919	500,000	2	2	2	39	0	0	0	0	0	0	24,893	12,569	7,652	7,187	10,861	15,893	12,260	7,016	3,007	5,009	7,028	6,755	0
25,920	240,000	2	2	2	36	-1	-1	-2	-2	-2	-2	1,000	0	0	0	0	0	0	0	0	0	0	0	0
25,921	240,000	2	2	2	29	0	0	0	0	0	-2	17,570	159,228	150,359	62,242	0	0	150,359	4,199	1,322	2,480	0	0	0
25,922	30,000	2	2	2	39	-2	-2	-2	-2	-2	-2	2,416	2,226	2,230	561	2,230	565	2,230	2,238	561	2,238	565	564	1
25,923	90,000	2	1	2	29	-2	-2	-2	-2	-2	-2	-240	-240	-240	-240	-240	-240	0	0	0	0	0	0	0
25,924	60,000	2	1	2	31	-1	0	-1	2	2	2	2,631	3,610	855	111	411	261	2,000	900	0	300	0	6,500	1
25,925	60,000	2	2	2	41	0	0	0	0	0	0	16,194	17,120	14,232	14,676	1,976	2,976	1,518	1,556	1,000	300	1,000	0	0
25,926	230,000	2	1	2	41	-1	-1	-1	-1	-1	0	177	0	376	47,992	3,099	2,389	0	376	48,042	3,099	0	0	0
25,927	290,000	2	1	1	40	0	0	0	0	0	0	192,432	192,512	193,999	157,500	147,150	146,936	8,000	9,008	6,000	5,000	5,200	5,100	0
25,928	430,000	2	1	2	42	-2	-2	-2	-2	-2	-2	9,777	75,276	5,999	38,845	0	1,111	75,276	6,008	48,845	0	1,111	1,140	0
25,929	230,000	2	2	1	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,930	140,000	2	3	1	48	1	-2	-2	-2	-1	-1	0	0	0	0	959	0	0	0	0	959	0	0	0
25,931	210,000	2	2	2	30	0	0	0	0	0	0	215,842	220,042	214,545	215,635	163,741	162,253	9,500	9,100	9,900	6,100	6,100	6,300	0
25,932	390,000	2	2	2	36	0	0	0	0	0	0	112,528	102,596	91,761	76,756	65,520	52,904	3,669	3,277	3,220	2,236	2,007	1,600	0
25,933	320,000	2	1	1	35	-1	2	-1	-1	-1	-1	6,793	3,659	232,702	3,529	14,212	1,166	5	232,702	3,529	14,212	1,200	8,200	0
25,934	50,000	2	2	1	44	2	2	2	0	0	0	26,587	29,730	28,565	26,601	26,391	27,165	3,600	0	1,500	1,000	1,200	1,200	1
25,935	100,000	2	1	2	30	0	0	-2	-1	0	0	41,150	0	0	74,550	75,731	75,975	0	0	74,550	3,000	3,000	3,500	0
25,936	260,000	2	3	1	40	-2	-2	-2	-2	-2	-2	-6	-6	1,302	2,752	1,114	2,212	0	1,308	2,765	1,119	2,218	625	0
25,937	260,000	2	1	1	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	36,150	0	0	0	0	36,150	0	0
25,938	100,000	2	1	2	30	0	0	0	0	0	0	77,388	78,502	81,233	82,990	84,210	85,987	3,000	4,000	4,000	3,500	3,287	4,000	0
25,939	340,000	2	2	1	37	0	0	0	0	0	0	36,006	12,144	17,164	15,821	12,317	14,850	5,000	10,326	5,000	10,000	5,000	5,000	0
25,940	150,000	2	2	1	36	0	0	0	0	0	-1	113,368	70,001	45,813	44,309	27,428	2,013	2,354	2,500	1,200	2,618	2,013	4,724	0
25,941	360,000	2	2	2	30	0	0	0	0	0	-1	7,410	6,783	7,672	8,380	4,581	3,853	1,115	1,161	1,026	1,523	3,872	2,626	0
25,942	210,000	2	2	1	34	-1	-1	-1	0	0	0	25,650	1,360	31,793	32,943	30,019	30,657	1,360	31,793	1,943	819	763	2,280	0
25,943	200,000	2	1	1	33	2	-1	-1	-1	-1	-1	1,076	696	316	1,076	316	1,226	696	316	1,076	316	1,226	696	0
25,944	310,000	2	1	1	41	0	0	0	0	0	0	20,876	21,999	7,426	6,092	5,074	3,865	2,016	1,200	1,100	1,000	300	1,000	0
25,945	260,000	2	1	1	32	-2	-2	-2	-2	-2	-2	1,009	2,403	1,880	0	1,000	0	2,403	1,880	0	1,000	0	189	0
25,946	210,000	2	2	2	41	-2	-2	-2	-2	-2	-2	0	0	769	771	0	695	0	769	771	0	695	1,892	0
25,947	330,000	2	2	2	39	-1	0	0	0	0	0	8,872	15,284	20,467	25,200	35,000	0	8,284	5,467	5,200	10,000	0	0	0
25,948	430,000	2	2	2	29	-2	-2	-2	-2	-2	-2	2,548	12,020	2,539	2,250	0	2,580	12,082	2,539	2,250	0	2,580	171	0
25,949	450,000	2	1	2	32	0	-1	-1	-1	0	0	46,437	7,875	0	1,000	17,446	11,062	7,875	0	1,000	16,446	0	0	0
25,950	150,000	2	2	1	32	-1	0	0	0	0	0	3,000	187,000	193,500	196,000	200,000	0	184,000	6,500	4,000	4,000	0	0	0
25,951	410,000	2	3	1	32	-2	-2	-2	-2	-1	0	388	388	388	388	110,345	116,128	388	388	388	110,345	8,000	4,200	0
25,952	90,000	2	2	1	48	0	0	0	0	0	0	43,810	44,504	46,174	47,193	48,105	49,327	1,723	2,393	2,090	2,000	2,000	1,803	0
25,953	280,000	2	1	1	36	-1	0	-1	-1	-1	-1	17,951	18,915	7,926	17,965	24,432	10,805	6,094	7,966	18,059	24,554	18,860	17,313	0
25,954	150,000	2	1	1	45	-2	-2	-2	-2	-2	-2	5,423	4,133	14,279	5,985	8,333	8,241	4,133	14,296	5,990	8,342	8,241	17,817	0
25,955	200,000	2	1	1	42	-1	-1	-2	-1	-1	-1	2,374	0	0	5,144	0	931	0	0	5,144	0	931	0	0
25,956	150,000	2	2	1	42	0	0	0	0	2	0	15,878	10,389	6,067	4,823	6,208	4,824	1,300	1,040	1,378	1,560	128	239	0
25,957	140,000	2	1	2	40	1	2	0	0	0	0	143,478	135,633	128,285	123,074	97,382	99,364	0	6,601	5,522	3,200	3,300	3,500	0
25,958	260,000	2	1	1	29	0	0	0	-2	-2	-2	71,864	54,050	0	0	0	0	3,090	0	0	0	0	141,516	0
25,959	160,000	2	2	2	30	0	0	0	0	0	0	151,620	150,984	152,705	102,160	102,969	105,149	7,300	6,004	5,170	4,000	4,000	4,200	0
25,960	310,000	2	1	1	45	0	0	0	0	0	0	91,532	93,351	96,218	97,722	101,082	103,202	3,340	4,370	4,000	5,000	3,899	3,761	0
25,961	80,000	2	3	1	47	-1	-1	2	-1	-1	-1	390	780	390	390	390	390	780	390	390	390	390	2,379	1
25,962	150,000	2	3	1	38	2	0	0	0	0	0	146,057	142,325	143,548	146,332	145,993	146,600	6,527	6,714	6,705	5,181	5,437	5,700	0
25,963	330,000	2	1	1	31	0	0	0	0	0	0	22,285	23,111	23,622	23,253	22,525	22,419	1,700	1,700	1,700	1,000	1,000	1,211	0
25,964	180,000	2	1	2	30	-2	-2	-2	-2	-2	-1	1,490	3,687	1,352	960	4,921	3,031	3,687	1,352	960	4,921	3,031	2,718	0
25,965	120,000	2	1	2	29	0	0	0	2	0	0	6,385	9,262	11,793	11,307	14,102	15,871	3,000	2,691	0	3,000	2,000	0	1
25,966	150,000	2	4	2	30	-1	-1	-1	-1	-1	-1	3,826	2,970	4,015	3,693	7,850	2,423	2,978	4,026	3,704	7,873	2,429	5,720	0
25,967	200,000	2	1	2	35	0	0	0	0	0	0	65,503	66,805	68,726	70,586	72,409	73,926	2,394	3,000	3,000	3,000	2,685	2,100	0
25,968	170,000	2	2	2	37	1	-1	-1	-1	0	0	0	213	2,592	13,199	3,685	986	213	2,592	13,204	0	986	0	0
25,969	50,000	2	2	3	45	0	0	0	0	0	0	44,797	50,215	49,420	46,434	45,349	40,755	46,012	3,000	1,590	1,285	1,544	1,761	0
25,970	80,000	2	2	1	41	-1	-1	-1	-1	-1	-1	264	264	264	264	264	414	264	264	264	264	414	264	0
25,971	20,000	2	3	2	31	-1	-1	-1	-1	-1	-1	1,550	1,550	1,826	6,497	8,185	3,755	1,550	1,826	6,497	8,185	3,755	3,220	0
25,972	360,000	2	2	1	31	0	0	0	0	0	0	350,752	354,823	358,920	363,999	292,332	294,752	13,016	13,016	13,625	11,019	9,439	8,651	0
25,973	200,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,974	50,000	2	2	1	33	0	0	0	0	-1	0	39,554	38,600	23,711	8,663	19,596	20,082	5,000	5,038	3,000	20,130	1,000	1,000	0
25,975	70,000	2	2	1	33	0	0	5	4	3	3	56,778	75,037	73,326	71,568	72,540	71,148	20,000	0	0	2,700	0	0	0
25,976	300,000	2	2	2	34	0	0	0	0	0	0	297,890	216,495	221,737	224,774	182,544	92,014	7,800	8,705	8,500	6,820	2,700	3,200	0
25,977	20,000	2	3	2	45	0	0	0	0	0	0	14,381	15,701	17,137	18,541	18,909	19,464	1,564	2,000	2,000	677	860	1,000	1
25,978	170,000	2	1	2	40	-2	-2	-2	-2	-2	-2	0	0	1,980	0	280	280	0	1,980	0	280	280	1,111	1
25,979	180,000	2	4	1	44	0	0	0	0	0	2	151,538	133,924	136,707	139,438	143,513	141,119	6,256	6,434	6,506	10,813	0	5,557	0
25,980	200,000	2	1	2	38	-2	-2	-1	0	0	0	0	0	69,084	71,857	72,755	34,125	0	69,084	3,450	2,348	1,486	30,000	0
25,981	320,000	2	2	1	44	-2	-2	-2	-2	-2	-2	-6	650	2,849	1,060	3,667	1,627	656	2,849	1,060	3,667	1,627	1,102	0
25,982	180,000	2	3	2	45	0	0	0	2	0	0	76,942	77,952	80,269	66,855	67,128	67,257	4,003	5,603	3	2,504	2,511	3,021	0
25,983	60,000	2	2	1	40	2	0	0	0	0	0	60,211	55,996	54,178	44,518	28,636	28,957	3,000	2,000	2,000	3,000	1,300	1,100	0
25,984	360,000	2	3	1	40	0	0	0	0	0	0	44,518	46,285	37,917	36,502	31,715	4,857	8,061	5,043	8,160	10,069	2,023	8,669	0
25,985	30,000	2	2	2	46	0	0	2	2	2	0	19,495	22,254	21,616	26,695	25,970	26,402	3,400	0	5,800	0	1,000	1,400	1
25,986	130,000	2	2	1	35	0	0	0	0	0	0	105,976	108,127	110,356	111,070	113,441	115,649	5,400	5,460	4,033	4,220	4,199	4,427	0
25,987	80,000	2	2	1	35	1	-1	3	2	0	-1	0	964	964	964	964	5,953	964	0	0	0	5,953	0	0
25,988	230,000	2	2	1	40	0	0	0	0	0	0	44,948	45,198	46,244	47,595	38,367	35,098	1,728	3,000	3,040	3,012	3,000	3,000	0
25,989	210,000	2	2	1	36	0	0	0	0	-1	0	4,879	5,373	6,811	10,161	2,922	1,461	3,000	3,000	5,000	2,922	0	1,461	0
25,990	270,000	2	3	1	35	0	0	0	-2	-1	0	60,227	61,650	0	248	163,248	163,412	3,000	0	248	163,000	5,925	4,782	0
25,991	280,000	2	2	2	37	0	0	0	0	0	0	213,581	197,238	193,638	161,264	148,863	155,006	9,000	10,000	8,000	5,500	8,500	5,500	0
25,992	50,000	2	2	1	36	0	0	0	0	0	0	30,803	30,578	30,362	30,764	30,065	30,179	1,477	1,546	1,453	1,039	1,066	1,421	0
25,993	360,000	2	2	1	38	-2	-1	-1	-1	-1	-1	0	212	3,748	-2	666	919	212	3,759	0	668	921	0	0
25,994	470,000	2	1	1	37	-2	-2	-2	-2	-2	-1	0	0	0	0	0	924	0	0	0	0	924	32,673	0
25,995	230,000	2	1	1	42	1	-2	-2	-2	-2	-2	6,087	16,041	29,977	5,608	0	0	16,050	29,989	5,608	0	0	0	0
25,996	80,000	2	2	1	47	2	0	0	0	0	0	80,019	81,145	79,171	63,448	46,989	47,867	3,111	3,667	3,063	2,000	2,000	2,428	1
25,997	200,000	2	1	2	29	-1	-1	-1	-1	-1	-1	3,215	78	2,012	6,577	551	2,130	676	2,012	6,577	551	2,130	1,887	0
25,998	200,000	2	2	1	32	0	0	0	0	0	0	166,428	157,908	150,977	140,358	130,373	131,885	6,026	6,007	5,000	5,000	5,000	6,000	0
25,999	50,000	2	3	2	30	0	0	0	0	0	0	48,134	52,136	19,758	5,520	5,204	4,703	5,261	1,132	2,138	172	200	168	0
26,000	20,000	2	2	1	33	0	0	0	0	0	0	10,001	20,844	5,760	3,343	1,510	0	2,000	1,500	1,007	7	0	0	0

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