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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
25,301	50,000	2	1	2	25	0	0	0	0	0	0	9,162	9,818	7,161	8,377	8,789	8,813	1,500	2,000	1,500	1,000	500	500	0
25,302	80,000	2	3	2	25	0	0	0	0	0	0	88,786	86,391	84,871	81,813	45,094	38,121	3,200	4,000	3,000	1,500	1,500	1,300	0
25,303	20,000	2	2	1	21	0	0	0	2	0	0	14,326	15,334	18,206	17,482	34,862	14,860	1,252	3,124	0	349	297	0	0
25,304	80,000	2	2	1	25	0	0	0	0	0	0	79,029	76,009	74,908	41,646	29,297	30,057	4,000	3,200	2,230	1,300	1,410	1,000	0
25,305	100,000	2	1	2	25	0	0	0	0	0	0	90,976	93,443	94,192	95,535	97,945	93,412	4,000	3,503	4,000	4,003	3,500	3,400	0
25,306	30,000	2	1	2	25	1	3	2	0	0	0	14,717	14,190	12,900	11,006	5,584	5,268	0	0	2,046	0	0	0	1
25,307	200,000	2	1	2	25	0	0	0	0	0	-2	183,516	179,534	134,572	61,450	-200	-200	6,700	7,000	3,000	0	0	0	0
25,308	60,000	2	2	2	25	0	0	0	0	0	0	34,992	36,106	37,220	38,253	39,369	36,592	2,000	2,000	2,000	2,000	1,400	1,400	1
25,309	170,000	2	2	0	24	-1	0	0	0	0	0	44,544	37,432	38,658	35,458	30,143	42,215	2,000	2,165	2,285	500	28,500	2,000	0
25,310	20,000	2	1	2	24	0	0	0	0	2	0	15,451	16,789	18,203	19,602	16,121	15,321	1,600	2,000	4,000	0	1,500	2,000	1
25,311	230,000	2	1	2	25	0	0	0	0	0	0	35,101	35,695	11,657	13,258	12,459	6,886	5,000	5,000	3,000	669	5,000	19,000	0
25,312	50,000	2	2	2	25	3	2	0	0	0	0	66,881	65,115	51,010	50,342	36,025	36,778	0	2,092	1,460	1,167	1,209	1,645	0
25,313	90,000	2	2	2	25	0	0	0	2	0	0	103,541	100,190	99,522	89,674	10,874	0	5,000	8,500	0	217	0	10,610	1
25,314	70,000	2	1	2	25	0	-1	-1	-1	-2	-2	5,328	212	41,069	-367	-367	-367	212	42,000	0	0	0	0	0
25,315	50,000	2	1	2	25	0	0	0	0	0	0	44,984	47,217	47,748	46,987	47,462	48,104	3,000	3,000	2,000	2,000	1,859	3,000	0
25,316	120,000	2	2	2	26	0	0	0	0	0	0	34,183	22,431	12,399	4,199	3,059	674	1,700	1,500	1,000	682	0	0	0
25,317	50,000	2	3	2	26	2	2	2	2	2	2	33,457	34,504	35,447	36,061	36,571	35,850	1,900	1,800	1,500	1,400	0	3,000	1
25,318	380,000	2	1	2	27	-2	-2	-2	-2	-2	-2	0	292	7,352	3,401	1,042	4,000	292	7,352	3,401	1,042	4,000	5,000	0
25,319	140,000	2	1	2	27	1	-1	-1	-1	-2	-2	0	2,051	446	0	0	0	2,051	446	0	0	0	1,593	1
25,320	200,000	2	2	2	27	0	0	0	0	0	0	157,768	108,932	110,405	90,226	88,789	92,188	6,000	5,000	10,000	5,000	5,000	5,000	0
25,321	60,000	2	2	2	26	0	0	0	0	0	-2	23,911	25,181	26,513	7,028	-1,073	-1,073	1,668	2,000	1,500	0	0	22,000	0
25,322	80,000	2	3	2	25	0	0	0	0	0	0	80,804	81,390	81,700	79,080	59,873	60,520	3,000	3,058	9,013	2,200	2,200	2,500	0
25,323	270,000	2	1	2	28	0	0	0	0	0	0	70,587	70,279	69,339	67,497	68,446	69,799	3,015	3,000	2,500	2,435	3,000	4,000	0
25,324	150,000	2	2	2	28	0	0	0	0	0	0	25,639	16,213	18,075	19,902	5,331	9,281	2,000	2,000	2,000	1,000	3,950	0	0
25,325	260,000	2	3	2	27	0	0	0	0	0	0	106,164	105,133	100,606	93,022	61,746	47,819	3,834	4,523	3,154	2,025	1,709	2,011	0
25,326	200,000	2	5	1	27	0	0	0	0	0	0	185,143	188,678	191,500	187,835	139,070	140,171	7,000	7,512	7,500	5,100	5,100	5,500	0
25,327	90,000	2	1	2	27	0	0	0	0	0	0	61,799	62,561	63,069	62,643	59,265	59,046	2,400	2,518	2,514	2,100	2,500	2,500	0
25,328	200,000	2	2	1	29	1	2	0	0	0	2	57,982	55,005	54,742	54,401	42,923	40,365	0	2,200	1,671	3,000	0	4,600	0
25,329	200,000	2	3	2	29	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	0
25,330	30,000	2	2	2	25	0	0	2	2	2	2	23,657	26,568	27,456	27,915	27,185	28,806	3,300	1,600	1,200	0	2,200	0	1
25,331	180,000	2	1	2	27	0	0	0	0	0	0	101,395	101,607	98,186	59,451	49,956	50,133	5,000	3,371	6,940	2,800	2,000	2,000	0
25,332	30,000	2	2	1	28	0	0	0	0	0	0	8,704	9,698	11,022	12,032	12,134	12,439	1,300	1,488	1,498	600	500	750	0
25,333	520,000	2	1	2	28	-1	0	0	-1	0	0	34,167	53,319	25,689	146,903	150,656	132,050	40,054	8,011	151,509	50,263	59,491	48,326	0
25,334	80,000	2	3	2	28	-1	-1	-1	-1	-1	-1	1,646	4,830	4,655	15,403	5,849	2,046	4,830	4,655	17,663	5,852	2,254	1,467	0
25,335	120,000	2	3	1	28	0	0	0	0	0	0	57,863	59,456	57,868	60,790	50,091	51,113	5,000	3,588	10,000	5,000	5,000	3,000	0
25,336	360,000	2	1	2	27	-1	-1	-1	-1	-1	0	660	660	658	1,095	4,948	3,861	663	661	1,100	4,953	19	1,264	0
25,337	50,000	2	1	2	27	0	0	0	0	0	0	44,402	44,977	46,546	46,033	48,656	41,674	2,000	3,000	2,400	3,023	5,000	0	0
25,338	200,000	2	2	2	27	0	0	0	0	0	0	108,422	106,437	109,068	112,286	77,062	0	3,900	4,345	6,000	3,950	0	0	0
25,339	30,000	2	2	2	24	0	0	0	0	0	0	23,729	27,889	29,500	29,639	27,546	6,718	10,000	2,061	1,200	551	0	0	1
25,340	50,000	2	2	2	24	0	0	2	0	-1	0	16,691	15,412	12,420	13,156	28,315	28,908	3,500	0	1,329	29,328	1,049	1,186	0
25,341	80,000	2	1	2	25	-2	-2	-2	-2	-2	-2	4,932	2,638	2,940	2,946	9,606	2,946	2,638	2,940	2,946	9,606	2,946	3,345	0
25,342	50,000	2	2	2	25	0	0	-1	-1	0	0	40,114	22,701	390	26,898	26,911	26,926	1,000	390	26,898	1,000	1,000	1,000	0
25,343	120,000	2	2	2	26	-1	-1	-1	-1	-1	-1	1,682	1,929	1,682	1,682	1,682	1,682	1,929	1,682	1,682	1,682	1,682	1,674	0
25,344	210,000	2	5	2	27	1	-2	-1	-1	-2	-2	0	0	780	0	0	0	0	780	0	0	0	0	0
25,345	80,000	2	2	2	22	0	0	0	0	0	0	76,405	77,043	79,524	75,773	29,126	8,671	2,780	3,745	1,628	596	173	2,114	0
25,346	50,000	2	1	2	25	0	0	0	0	0	0	48,408	47,563	41,319	25,110	20,478	20,258	1,774	2,100	1,609	1,000	1,000	1,000	0
25,347	300,000	2	2	2	25	-2	-2	-1	-1	-2	-2	1,800	1,800	2,148	1,800	0	2,635	1,800	2,148	1,800	0	2,635	750	0
25,348	100,000	2	1	2	26	0	0	0	0	0	2	2,405	3,420	4,286	5,302	6,829	6,574	1,214	1,080	1,096	1,623	0	394	0
25,349	80,000	2	2	2	26	-1	-1	-1	-1	-1	-1	390	390	390	0	780	0	390	390	0	780	0	0	1
25,350	130,000	2	1	2	26	-1	-1	-1	-1	-1	-1	1,094	1,271	1,205	1,798	299	1,280	1,293	1,205	1,798	299	1,280	3,368	0
25,351	80,000	2	2	2	27	0	0	0	0	0	0	20,540	8,985	8,941	8,564	6,281	6,965	1,985	2,287	2,287	281	965	18,000	0
25,352	160,000	2	1	2	27	1	-1	0	0	0	0	0	11,700	12,829	10,801	10,351	3,366	11,700	12,014	8,000	5,000	0	1,263	1
25,353	130,000	2	1	2	27	0	0	0	0	0	0	128,137	109,868	108,167	102,584	91,030	82,634	4,000	4,019	4,017	3,100	4,500	5,380	0
25,354	30,000	2	1	1	23	-1	-1	3	2	0	0	6,630	3,842	3,631	1,950	1,170	1,170	3,842	0	0	0	0	0	0
25,355	50,000	2	1	2	23	0	0	-1	0	0	0	9,861	6,486	2,636	4,652	6,390	8,880	1,000	2,636	2,500	2,128	2,880	390	0
25,356	20,000	2	2	2	22	0	0	0	0	0	0	19,583	16,810	17,941	19,327	19,155	19,422	1,300	1,409	1,795	623	512	185	0
25,357	140,000	2	2	2	23	0	0	0	0	0	0	21,001	16,400	20,729	15,583	7,218	7,365	4,000	5,000	2,000	0	147	1,000	0
25,358	180,000	2	1	2	25	-1	0	0	0	0	0	62,798	51,923	51,935	47,383	32,876	28,915	1,867	2,501	1,271	926	876	3,004	0
25,359	400,000	2	3	2	26	0	0	0	0	0	0	18,256	18,245	18,447	13,574	8,805	10,501	1,300	1,229	1,120	292	2,784	270	0
25,360	260,000	2	2	2	26	-1	-1	-2	-2	-2	-2	28	-288	-604	-920	-1,236	-1,552	288	1,236	316	316	316	316	0
25,361	260,000	2	2	2	26	0	0	0	0	0	0	264,249	264,434	263,847	262,723	222,464	222,837	9,800	9,800	9,413	7,114	7,532	8,427	0
25,362	180,000	2	2	1	26	-1	-1	-1	-1	-1	-1	2,406	2,410	2,057	2,392	1,483	2,161	2,410	2,057	2,392	1,483	2,161	2,181	0
25,363	160,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	1,900	0	2,018	0	0	1,900	0	2,018	0	0
25,364	20,000	2	2	2	25	2	2	2	2	0	0	17,496	16,923	20,319	19,543	19,534	19,320	0	4,000	0	391	386	249	0
25,365	30,000	2	2	1	25	0	0	0	0	0	0	28,848	27,932	27,474	28,351	26,389	26,992	2,000	1,524	1,401	917	1,000	2,000	0
25,366	250,000	2	2	1	25	0	0	0	0	0	0	13,358	19,102	23,681	20,869	25,490	31,258	6,000	5,000	4,000	5,000	6,000	5,000	0
25,367	80,000	2	1	2	25	0	0	0	0	0	0	40,764	41,765	42,251	46,475	48,156	50,419	2,000	1,776	5,000	3,000	5,000	2,500	0
25,368	90,000	2	1	2	24	0	0	0	-2	-2	-2	77,860	76,387	0	0	0	0	3,292	0	0	0	0	0	0
25,369	50,000	2	1	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	-2,000	0	0	0	0	0	2,000	0
25,370	210,000	2	1	2	27	-1	0	0	0	2	-1	39,397	38,683	39,210	38,986	689	2,040	2,000	1,985	1,300	0	2,040	4,081	0
25,371	200,000	2	1	2	27	0	0	0	0	0	0	8,666	9,737	16,013	28,720	23,607	24,135	1,224	6,500	15,000	3,607	684	5,000	0
25,372	320,000	2	2	2	28	0	-1	0	0	0	0	10,668	44,197	36,538	34,603	31,596	30,155	44,462	12,000	2,000	1,000	1,000	5,098	0
25,373	200,000	2	1	1	32	-2	-2	-2	-2	-2	-2	14,202	0	505	0	0	0	0	505	0	0	0	4,950	0
25,374	80,000	2	2	1	27	1	2	2	2	2	-1	3,970	1,603	3,740	2,000	0	2,096	0	2,191	0	0	2,096	0	1
25,375	140,000	2	3	2	26	0	0	0	0	0	0	33,236	32,971	31,206	31,730	30,535	28,301	1,785	2,012	1,536	837	989	782	0
25,376	80,000	2	1	2	27	0	0	0	0	0	0	78,178	77,637	73,966	71,447	66,994	66,813	3,437	3,300	3,050	5,000	2,700	2,300	0
25,377	200,000	2	1	2	29	0	0	-1	-1	-1	0	11,347	30,478	7,892	1,961	1,357	1,357	25,000	8,082	2,580	1,357	0	0	0
25,378	230,000	2	2	2	30	-1	2	-1	-1	-1	-1	2,374	2,165	2,154	1,966	1,966	1,966	0	2,154	1,966	1,966	1,966	177	1
25,379	230,000	2	1	2	28	0	0	0	-2	-2	-1	231,591	102,650	0	0	0	915	4,650	0	0	0	915	4,306	0
25,380	20,000	2	3	1	26	0	0	0	0	0	0	13,548	14,919	17,057	13,450	7,944	780	1,605	3,130	1,275	159	0	0	0
25,381	90,000	2	2	1	27	0	0	0	0	0	0	91,367	64,482	32,037	14,589	10,237	10,066	2,121	1,357	1,037	243	244	226	0
25,382	130,000	2	2	1	26	2	2	2	2	0	0	5,169	6,228	6,065	3,489	3,489	1,163	1,300	1,250	0	0	0	0	1
25,383	320,000	2	2	2	29	-2	-2	-2	-2	-2	-2	5,118	3,743	7,997	3,115	1,852	1,347	6,783	8,063	3,115	1,852	1,347	5,158	0
25,384	30,000	2	2	2	29	2	2	0	0	0	0	36,328	35,291	36,775	36,914	33,305	33,688	0	2,206	1,500	2,000	6,000	6,000	0
25,385	240,000	2	1	2	29	2	0	0	2	0	0	32,870	34,015	38,257	37,607	40,924	43,546	2,000	5,000	0	4,000	3,000	10,000	1
25,386	360,000	2	1	2	29	-1	-1	-1	-1	-1	-1	885	10,553	1,943	2,640	1,741	4,120	10,553	2,000	2,700	2,000	4,120	4,118	0
25,387	30,000	2	1	2	28	0	-1	-1	-1	-2	-2	13,568	3,166	821	0	0	0	3,166	821	0	0	0	0	0
25,388	240,000	2	3	2	28	2	2	2	0	0	0	242,837	246,989	204,769	62,670	10,408	10,848	10,000	0	2,806	500	562	303	1
25,389	320,000	2	1	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	1,999	1,999	0	0	0	1,999	1,999	1,999	0
25,390	410,000	2	1	2	28	0	0	0	0	-2	-1	210,866	109,320	11,546	858	0	1,117	2,444	3,056	968	0	1,117	0	0
25,391	220,000	2	2	2	29	0	0	2	0	0	0	43,596	45,765	41,308	39,770	31,840	33,173	6,000	2	3,006	2,000	2,000	1,500	0
25,392	240,000	2	1	2	26	-2	-2	-2	-2	-2	-2	0	0	343	315	6,000	0	0	343	315	6,000	0	188	0
25,393	200,000	2	1	2	26	-2	-2	-2	-2	-2	-2	2,232	3,967	1,348	20,836	1,321	561	3,967	1,348	20,836	1,321	561	2,905	0
25,394	80,000	2	5	2	25	0	0	0	0	0	0	72,732	74,120	74,071	41,008	32,152	32,748	3,201	4,016	2,109	1,151	1,685	1,342	0
25,395	20,000	2	1	2	25	0	0	0	0	0	0	17,977	17,776	18,886	19,551	18,964	19,676	2,000	1,700	1,300	662	1,000	747	0
25,396	20,000	2	1	2	24	-1	-1	-1	-1	-1	0	4,687	9,060	5,064	14,745	6,805	6,805	15,000	6,004	14,776	10,000	0	7,436	0
25,397	300,000	2	2	2	26	-1	-1	-1	-1	-1	-1	1,121	699	3,131	5,180	1,780	0	699	3,152	5,180	1,780	0	6,200	0
25,398	340,000	2	1	2	26	1	2	2	2	2	0	17,211	19,262	20,012	19,728	19,042	11,728	2,637	1,353	531	14	235	1,400	0
25,399	300,000	2	2	2	27	0	0	0	0	0	-1	15,024	12,128	9,775	7,347	4,026	4,851	1,200	1,164	1,069	81	4,851	3,333	0
25,400	350,000	2	1	2	26	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0

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