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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
4,301	20,000	1	3	1	51	-1	-1	-2	-2	-2	-2	2,300	0	0	0	0	0	0	0	0	0	0	0	1
4,302	150,000	2	2	1	37	1	2	2	0	0	0	108,784	110,405	106,317	30,906	31,457	32,134	4,800	0	1,240	1,200	1,200	1,300	1
4,303	360,000	2	1	1	31	-1	-1	2	-1	-1	-1	3,680	9,995	3,225	4,230	6,113	8,745	13,517	0	4,230	6,113	8,745	6,324	0
4,304	490,000	2	2	1	30	0	0	0	0	0	-1	26,088	24,092	24,488	16,995	-1,527	62,491	2,003	2,041	1,092	4	64,895	3,003	0
4,305	40,000	2	2	1	44	-1	-1	-1	-1	-1	-1	11,770	4,719	922	4,665	4,059	5,588	4,740	922	4,665	4,059	5,588	7,000	0
4,306	100,000	2	3	1	36	-1	-1	-1	-1	-1	-1	1,490	0	210	0	90	90	0	210	0	90	0	0	0
4,307	20,000	2	2	2	24	0	0	0	0	0	0	14,367	16,130	18,136	18,258	19,478	19,866	2,001	2,600	701	1,500	705	1,000	0
4,308	500,000	2	2	1	32	0	0	0	0	0	0	37,664	9,689	9,487	12,641	14,778	10,665	3,000	1,000	6,000	4,000	3,000	23,000	0
4,309	50,000	1	2	2	28	-2	-2	-2	-2	-2	-2	49,703	50,237	26,924	27,458	28,036	28,772	1,761	1,448	982	1,020	1,200	1,155	0
4,310	260,000	1	1	2	34	-1	-1	-1	-1	-1	-1	324	826	326	326	326	476	828	326	326	326	476	326	0
4,311	140,000	2	2	1	49	-1	-1	-2	-2	-2	-1	2,457	0	0	0	0	579	0	0	0	0	579	1,968	0
4,312	260,000	1	1	2	49	-1	-1	-1	-1	-1	-1	316	316	4,866	316	316	4,843	316	4,866	316	316	4,843	316	0
4,313	200,000	2	1	2	32	-1	-1	-1	-1	0	0	3,450	12,113	16,152	19,443	19,189	13,947	12,174	16,239	19,446	529	400	277	0
4,314	50,000	2	2	2	28	0	0	-1	0	0	-1	47,132	22,104	983	23,594	7,428	29,039	1,651	984	23,001	5,001	30,001	8,599	0
4,315	200,000	2	1	2	32	1	-1	-1	-1	-2	-2	0	2,300	15,093	0	0	0	2,300	15,093	0	0	0	0	0
4,316	20,000	2	2	2	26	0	0	0	0	0	0	6,690	8,628	8,515	6,584	3,403	3,748	2,600	1,500	1,500	1,000	402	0	0
4,317	10,000	1	3	2	24	0	0	0	0	0	0	4,050	5,426	6,743	8,544	9,858	1,303	2,000	2,000	2,000	2,000	1,000	0	0
4,318	30,000	1	2	2	34	0	0	0	0	0	-1	28,014	29,248	29,254	19,837	14,793	404	1,694	1,200	8,697	2,000	1,000	2,759	0
4,319	170,000	2	3	1	40	0	0	0	0	0	0	73,784	73,815	53,032	29,086	93,786	92,728	3,663	3,426	1,317	93,276	3,197	3,185	0
4,320	50,000	2	3	1	45	0	0	0	-2	-1	-1	4,410	4,055	0	0	6,553	19,653	4,050	0	0	6,553	13,100	0	0
4,321	420,000	2	1	2	34	-1	-1	-1	-1	-1	-1	13,207	6,184	6,692	1,039	1,039	1,503	6,222	9,723	1,045	1,042	1,509	9,215	1
4,322	70,000	2	2	1	30	0	0	0	0	0	0	8,432	9,596	10,637	11,965	12,178	13,962	1,300	1,200	1,507	1,000	2,000	1,000	0
4,323	300,000	2	2	1	31	-1	-1	-1	0	0	0	316	316	17,597	15,257	9,482	10,716	316	17,597	2,000	2,690	2,000	316	0
4,324	500,000	1	2	2	31	2	2	2	0	0	0	533,142	504,834	413,844	305,875	46,420	14,540	3,089	14,000	14,000	1,500	14,000	2,000	0
4,325	20,000	2	2	2	49	0	0	0	3	2	2	15,945	16,971	19,796	19,188	18,740	20,219	1,288	3,113	0	0	1,800	663	0
4,326	280,000	2	1	2	30	0	0	0	0	0	0	161,001	136,271	131,048	119,654	115,808	115,116	5,000	6,000	4,000	4,000	5,000	5,270	0
4,327	150,000	1	1	1	41	-1	-1	-1	-1	0	0	390	390	390	15,080	780	0	390	390	15,080	0	0	0	0
4,328	180,000	1	2	1	35	-1	-1	-1	-1	-1	-1	1,099	1,099	1,099	1,099	0	1,099	1,099	1,099	1,099	0	1,099	0	0
4,329	50,000	1	1	2	25	0	0	0	-2	-2	-2	50,401	46,275	0	0	0	0	5,000	0	0	0	0	0	0
4,330	150,000	2	2	2	24	1	-2	-1	-1	-1	-1	0	0	3,230	1,085	10,000	0	0	3,230	1,085	10,000	0	0	0
4,331	30,000	1	2	2	26	1	4	3	2	2	4	24,386	23,744	23,090	22,436	26,886	30,858	0	0	0	5,000	5,000	0	0
4,332	250,000	1	1	1	37	-2	-2	-2	-2	-1	-1	-207	-207	-207	-207	11,361	700	0	0	0	11,568	700	0	0
4,333	300,000	2	3	1	39	0	0	2	2	2	2	37,672	40,743	41,226	40,263	42,788	41,947	4,000	1,446	0	3,179	0	3,462	0
4,334	80,000	1	2	1	30	0	0	0	0	0	-1	110,692	105,273	103,223	97,871	38,640	14,734	3,500	4,000	2,600	3,000	19,707	50,000	0
4,335	50,000	2	3	1	58	0	0	0	0	0	0	50,019	18,458	19,318	15,949	14,986	19,401	1,400	1,229	687	2,000	5,000	1,000	0
4,336	120,000	1	3	1	36	-1	-1	-1	-1	-1	0	326	326	326	326	652	326	326	326	326	652	0	290	0
4,337	330,000	2	2	1	39	8	7	6	5	4	3	377,779	372,355	365,250	358,145	352,121	346,216	0	0	0	0	0	0	1
4,338	140,000	2	2	3	30	0	0	0	0	0	0	107,060	104,629	98,453	96,149	96,500	96,550	4,598	4,333	3,381	3,637	3,645	3,440	0
4,339	150,000	2	2	1	50	3	2	0	0	-2	-1	3,227	3,029	3,964	0	0	2,322	0	1,000	0	0	2,322	0	0
4,340	330,000	1	1	1	57	-1	-1	-1	-1	-2	-1	3,166	-206	3,429	0	0	749	552	5,726	0	0	749	799	0
4,341	380,000	2	1	1	34	2	2	2	2	2	2	322,199	331,518	337,703	343,612	351,089	358,401	16,001	13,150	13,000	13,150	13,300	13,000	0
4,342	50,000	1	2	1	32	0	0	0	0	0	0	46,253	46,117	46,919	17,459	17,825	18,193	1,998	3,000	625	647	664	649	0
4,343	120,000	2	1	2	26	0	0	0	0	0	0	104,546	105,326	111,987	112,652	114,337	115,105	4,000	10,000	4,000	5,000	4,200	4,500	0
4,344	150,000	2	2	1	37	0	0	0	0	0	0	135,211	142,398	121,570	130,780	130,780	0	10,109	10,000	10,000	10,000	20,000	16,100	0
4,345	130,000	2	2	1	38	0	0	0	0	0	0	127,626	128,136	88,423	90,235	92,154	85,510	5,400	3,100	3,100	3,200	3,000	3,100	0
4,346	160,000	2	2	2	27	0	0	0	0	0	-2	78,592	80,240	39,835	41,150	0	0	3,700	1,700	2,000	0	0	0	0
4,347	30,000	2	3	1	44	-1	-1	2	0	0	0	1,072	5,122	4,440	4,050	3,660	3,660	4,440	0	0	0	0	0	0
4,348	370,000	1	2	1	33	1	-2	-2	-1	2	2	0	0	0	361	211	3,659	0	0	422	0	3,448	0	0
4,349	180,000	2	1	1	51	-1	-1	-1	-1	-1	-1	513	396	396	396	396	396	396	396	396	396	396	792	0
4,350	50,000	1	2	1	54	2	2	0	0	0	0	48,580	47,112	30,246	26,953	27,249	27,521	0	1,500	1,000	986	986	996	0
4,351	170,000	2	1	2	34	-1	-1	-1	-1	-1	-1	326	326	326	326	476	476	326	326	326	476	476	326	1
4,352	60,000	2	2	1	25	0	0	2	0	0	0	34,733	37,460	36,558	37,945	38,782	39,582	3,600	0	2,000	1,600	1,600	1,340	1
4,353	20,000	1	2	2	34	-1	-1	-1	-1	0	0	13,936	8,643	1,973	17,711	13,747	13,901	8,735	1,973	17,711	2,000	5,000	5,000	0
4,354	20,000	1	2	2	23	1	2	2	2	2	0	16,332	18,111	18,325	18,391	14,235	18,955	2,500	1,000	600	0	5,000	1,300	1
4,355	50,000	2	1	2	25	0	0	0	0	2	2	35,427	36,307	36,989	38,559	39,958	38,313	2,000	2,000	3,000	3,000	0	3,090	0
4,356	150,000	2	3	2	52	0	0	-1	-1	-1	-1	5,678	3,608	694	-6	2,266	1,601	1,010	696	0	2,272	1,605	3,027	0
4,357	170,000	2	2	1	34	0	0	0	0	0	0	166,851	107,434	99,487	49,017	48,812	0	5,000	5,000	3,000	3,000	0	1,219	0
4,358	30,000	2	2	1	43	0	0	0	0	2	2	27,862	29,106	29,784	29,884	27,833	29,459	2,000	1,500	2,000	0	3,000	0	0
4,359	50,000	2	1	2	25	1	-2	-2	-2	-2	-1	0	0	0	0	0	550	0	0	0	0	550	0	1
4,360	100,000	1	2	2	25	-1	-1	-1	-1	-1	-1	416	416	0	416	416	1,850	416	0	832	416	1,850	0	0
4,361	500,000	1	1	1	53	-1	-1	-1	-1	-1	-1	107,782	10,961	11,525	3,228	9,146	2,430	11,016	11,602	3,244	9,191	2,442	7,992	0
4,362	180,000	1	1	2	35	-1	-1	-1	-1	-1	-1	326	326	10,726	24,104	326	326	326	10,726	24,104	326	326	326	0
4,363	280,000	1	1	2	33	-2	-2	-2	-2	-2	-2	640	-160	32,060	3,901	1,276	-2	0	32,220	3,920	1,282	2	3,446	0
4,364	50,000	2	2	2	27	-1	-1	-2	-2	-2	-1	1,500	0	0	0	1,075	4,249	0	0	0	1,075	4,307	0	0
4,365	360,000	2	2	1	49	0	0	0	0	0	0	338,321	329,178	320,709	310,208	289,883	279,709	12,323	22,023	12,023	10,023	10,823	7,523	0
4,366	170,000	1	1	1	44	-1	-1	-1	-1	-1	-1	6,569	29,039	1,716	2,442	14,605	2,895	29,069	1,721	2,442	14,605	2,895	9,608	0
4,367	90,000	1	2	1	36	4	3	2	0	0	0	62,737	61,413	59,823	29,526	25,903	26,563	0	0	1,300	1,000	1,000	1,500	1
4,368	50,000	2	2	1	25	0	0	0	0	0	0	49,772	50,261	50,630	30,192	30,297	28,541	2,082	1,726	1,013	1,061	1,135	886	0
4,369	20,000	1	1	1	24	-1	-1	-1	-1	-1	-1	625	702	316	316	316	316	709	316	316	316	316	316	1
4,370	220,000	2	2	1	34	0	0	0	0	0	0	109,815	91,363	93,091	91,706	91,748	93,261	3,634	3,566	3,394	3,659	3,700	3,183	0
4,371	200,000	2	4	2	25	-1	-1	-2	-1	-1	-2	2,017	0	381	1,060	429	0	0	381	1,060	429	0	398	0
4,372	70,000	2	1	2	29	0	0	0	0	0	0	66,648	66,638	57,404	33,045	30,137	21,832	3,000	5,137	968	2,500	6,000	5,000	0
4,373	400,000	2	1	1	28	0	0	-2	-2	-1	-1	181,178	86,663	62,200	38,000	150	193	4,000	2,000	1,000	150	193	3,690	1
4,374	90,000	2	1	1	36	-1	-1	-2	-2	-2	-1	9,999	0	0	0	0	1,980	0	0	0	0	1,980	0	0
4,375	50,000	2	3	2	54	4	4	3	2	2	0	51,300	50,222	49,097	50,036	49,145	47,639	0	0	2,000	0	1,900	2,000	1
4,376	60,000	1	3	1	31	1	2	0	0	0	0	69,311	60,059	54,851	38,863	39,135	39,049	0	2,293	1,367	1,407	1,410	1,400	1
4,377	50,000	2	3	1	47	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,378	100,000	1	1	1	52	1	2	2	2	0	0	21,509	20,877	24,122	23,440	28,843	31,353	0	3,600	0	6,000	3,000	0	1
4,379	180,000	2	2	1	34	2	2	2	2	2	2	95,008	97,088	98,093	99,578	101,828	103,986	4,500	3,500	4,000	4,000	4,000	4,000	1
4,380	210,000	2	1	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	35,910	0
4,381	430,000	2	1	1	35	-1	-1	-1	-1	-1	0	3,642	492	0	925	12,151	39,673	492	0	925	12,151	29,000	30,000	0
4,382	20,000	2	2	1	41	-1	-1	-1	-1	-1	-1	2,468	1,077	1,140	0	7,014	7,696	1,087	1,140	0	7,014	800	0	0
4,383	40,000	2	2	1	51	0	0	0	0	0	0	144,397	147,924	26,974	22,710	37,977	39,347	3,988	2,014	799	32,001	2,000	1,000	1
4,384	180,000	2	1	2	27	-2	-2	-1	-1	-1	0	12,275	6,491	37,424	0	5,758	18,091	6,491	37,433	0	5,758	18,000	1,000	0
4,385	140,000	2	1	2	28	-1	0	0	0	0	2	13,159	39,243	41,831	45,893	10,186	4,887	30,000	7,000	8,000	5,000	0	9,579	0
4,386	30,000	2	3	2	45	0	0	0	0	-1	-1	28,611	23,312	19,590	18,447	15,525	0	1,352	1,290	4,150	15,525	0	0	0
4,387	210,000	1	1	1	36	0	0	-1	-1	-1	-1	102,245	103,640	792	396	0	546	5,000	792	396	0	546	396	0
4,388	90,000	1	2	1	35	8	7	6	5	4	3	112,662	111,077	108,539	106,001	103,816	101,878	0	0	0	0	0	0	1
4,389	160,000	2	1	1	29	0	0	-1	-1	0	0	50,989	25,227	26,666	839	26,516	-150	1,695	28,800	839	26,500	0	0	0
4,390	130,000	2	2	2	27	1	-1	-1	0	0	0	-191	191	2,898	4,728	5,149	5,561	382	2,898	1,900	500	500	1,000	0
4,391	10,000	2	2	2	21	0	0	0	-1	-1	-2	8,660	9,756	8,560	780	0	0	1,800	1,300	800	0	1,900	0	1
4,392	170,000	1	2	1	39	0	0	0	0	0	0	143,339	125,864	112,300	110,371	113,685	98,489	20,000	6,000	5,000	5,000	3,000	2,000	0
4,393	20,000	1	2	2	29	0	0	0	0	0	0	15,760	17,092	17,781	17,289	17,710	18,217	1,593	1,282	700	700	800	500	0
4,394	50,000	2	1	2	29	0	0	0	0	0	0	38,242	28,797	16,068	16,387	16,882	17,350	1,799	2,000	582	754	893	943	0
4,395	360,000	1	1	1	59	-2	-2	-2	-1	0	-1	17,154	4,536	4,500	71,028	5,019	28,028	5,095	5,048	72,133	25	28,168	18,758	0
4,396	50,000	2	1	2	23	-1	-1	-1	0	0	-1	1,413	-60	550	390	0	780	0	1,000	230	0	780	0	0
4,397	80,000	2	1	2	25	-1	-1	2	-1	0	-1	390	5,640	390	780	390	390	5,250	0	780	0	390	390	0
4,398	160,000	1	1	2	32	-1	-1	-1	-1	-1	-1	5,315	8,145	2,480	1,920	2,192	8,187	8,300	2,480	1,920	2,192	8,187	552	0
4,399	380,000	1	1	1	37	0	0	0	0	0	0	173,252	113,001	74,275	47,723	67,463	36,751	10,069	12,712	10,000	20,000	16,751	29,000	0
4,400	220,000	2	1	2	32	0	0	0	0	0	0	33,710	33,702	31,682	33,407	35,128	37,826	8,959	1,300	2,000	2,000	3,000	20,000	0

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