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credit-card

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train · 24k rows

limit_bal float64 10k 1M	age float64 21 79	pay_0 float64 -2 8	pay_2 float64 -2 8	pay_3 float64 -2 8	pay_4 float64 -2 8	pay_5 float64 -2 8	pay_6 float64 -2 8	bill_amt1 float64 -165,580 965k	bill_amt2 float64 -69,777 984k	bill_amt3 float64 -157,264 1.66M	bill_amt4 float64 -170,000 892k	bill_amt5 float64 -81,334 927k	bill_amt6 float64 -209,051 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 527k	sex:1 float64 0 1	sex:2 float64 0 1	education:1 float64 0 1	education:2 float64 0 1	education:3 float64 0 1	education:4 float64 0 1	education:5 float64 0 1	marriage:0 float64 0 1	marriage:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
80,000	24	0	0	0	0	0	0	75,125	77,353	78,321	73,731	39,643	39,457	3,503	5,001	2,092	1,218	1,445	878	0	1	0	1	0	0	0	0	0	1	0	0
30,000	28	0	0	0	0	0	0	29,242	29,507	29,155	25,255	22,001	0	5,006	1,244	851	955	0	0	1	0	0	1	0	0	0	0	0	1	0	0
180,000	44	0	0	-1	-1	-1	-1	20,916	0	850	0	6,881	10,340	0	850	0	6,881	10,340	182	0	1	0	0	0	0	1	0	1	0	0	0
60,000	25	0	0	0	0	0	0	58,839	53,235	38,533	39,639	39,619	39,140	2,018	1,900	2,000	1,500	1,900	2,000	1	0	1	0	0	0	0	0	0	1	0	0
130,000	25	0	0	0	0	0	0	111,587	112,348	114,734	117,823	120,854	123,904	4,100	4,200	5,000	5,000	5,000	10,700	0	1	0	1	0	0	0	0	0	1	0	0
20,000	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	1	0	0	0	1	0	0	0	0	1	0	0
100,000	33	-1	-1	-1	-1	-1	0	7,067	-418	7,064	15,229	9,689	2,669	0	7,482	15,315	9,705	0	4,600	0	1	0	1	0	0	0	0	1	0	0	0
210,000	31	0	0	0	0	0	0	205,243	209,502	203,831	178,410	130,619	115,700	7,736	7,100	8,300	4,800	4,396	4,200	0	1	0	1	0	0	0	0	1	0	0	0
50,000	35	0	0	0	0	0	0	13,517	14,536	15,694	16,431	17,056	17,581	1,550	1,700	1,300	900	800	800	0	1	0	1	0	0	0	0	0	1	0	0
360,000	43	-2	-2	-2	-2	-2	-2	4,435	799	1,071	15,584	3,195	4,261	805	1,071	15,604	3,195	4,269	3,525	0	1	0	0	1	0	0	0	1	0	0	0
220,000	38	-1	-1	-1	-1	-1	-1	22,145	5,529	4,688	1,621	8,522	4,149	5,575	4,716	1,632	8,559	4,164	10,626	0	1	0	1	0	0	0	0	0	1	0	1
70,000	37	0	0	2	0	0	0	67,374	70,890	66,782	67,266	66,431	67,046	6,044	0	2,975	2,505	2,590	2,610	0	1	0	1	0	0	0	0	1	0	0	0
100,000	27	-1	2	0	0	0	0	17,553	10,628	5,836	6,746	7,889	0	0	1,000	2,000	3,323	0	0	1	0	1	0	0	0	0	0	0	1	0	1
80,000	30	2	0	0	-1	-1	-2	4,794	4,989	2,065	1,000	0	0	1,074	1,000	1,000	0	0	0	0	1	0	0	1	0	0	0	0	1	0	1
120,000	61	1	2	0	0	0	0	121,709	78,369	61,849	57,737	59,174	60,651	99	8,800	2,700	3,000	2,600	2,200	0	1	0	0	1	0	0	0	1	0	0	1
260,000	45	0	0	0	0	0	0	21,480	25,791	31,654	35,784	40,726	45,923	5,000	6,781	5,000	6,452	6,696	6,892	1	0	1	0	0	0	0	0	1	0	0	0
150,000	24	0	0	0	0	0	0	143,212	137,963	139,520	99,814	100,810	103,233	5,500	5,500	4,500	3,500	4,000	4,000	0	1	0	1	0	0	0	0	0	1	0	0
270,000	39	0	0	0	0	0	0	116,168	118,661	121,106	118,269	120,737	123,227	4,173	4,275	4,054	4,191	4,302	4,567	0	1	0	1	0	0	0	0	0	1	0	0
170,000	31	0	0	0	0	0	0	3,062	112,762	112,880	111,210	111,525	112,360	112,000	6,000	4,500	4,500	5,000	4,500	1	0	0	0	1	0	0	0	1	0	0	0
140,000	24	-1	-1	-1	-1	-1	0	16,343	1,462	4,326	6,380	48,866	23,797	1,462	4,326	6,398	48,866	3,500	2,000	1	0	0	1	0	0	0	0	0	1	0	1
110,000	29	0	0	0	0	0	0	101,006	104,474	106,332	106,906	108,952	110,444	5,300	5,300	4,000	4,100	4,631	4,404	0	1	0	0	1	0	0	0	0	1	0	1
430,000	48	0	0	0	0	0	0	32,263	32,802	25,645	25,045	25,568	26,144	1,794	2,399	884	914	987	869	1	0	0	1	0	0	0	0	1	0	0	0
360,000	39	0	0	-2	-2	-2	-2	12,768	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0
150,000	45	0	0	0	0	0	0	108,434	111,178	32,220	33,247	34,164	34,878	3,000	1,300	1,300	1,200	1,200	0	1	0	1	0	0	0	0	0	0	0	1	0
240,000	46	2	2	-2	-1	0	-1	456	0	0	2,240	1,681	2,267	0	0	2,240	0	2,267	3,074	0	1	1	0	0	0	0	0	0	1	0	0
200,000	33	-1	-1	-1	-2	-2	-2	846	4,292	0	0	0	0	4,974	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0
50,000	27	0	0	0	0	0	2	44,421	45,897	46,920	47,864	50,856	48,390	2,500	2,100	2,000	3,900	0	2,000	0	1	1	0	0	0	0	0	0	1	0	0
390,000	38	0	0	0	0	0	0	164,418	167,501	134,282	128,701	131,529	135,242	9,000	7,027	5,000	5,000	6,000	5,000	0	1	1	0	0	0	0	0	1	0	0	0
240,000	37	-1	2	-1	-1	-1	0	1,769	842	14,015	0	1,317	566	0	14,015	0	1,317	0	0	0	1	0	1	0	0	0	0	1	0	0	0
220,000	33	1	-1	-1	0	0	0	-117	487	2,879	4,483	6,087	-273	1,000	3,000	2,000	2,000	0	2,000	1	0	0	0	1	0	0	0	0	1	0	0
230,000	59	-1	0	0	0	0	0	208,459	206,331	203,813	201,331	198,999	191,671	7,536	7,277	7,100	7,120	6,844	6,945	1	0	1	0	0	0	0	0	1	0	0	1
320,000	29	-2	-2	-2	-2	-2	-2	9,161	26,156	13,185	17,439	66,408	14,333	28,524	13,270	17,562	66,751	14,405	52,677	1	0	1	0	0	0	0	0	0	1	0	0
100,000	47	0	0	0	0	0	0	43,175	42,669	42,238	41,646	40,976	40,503	1,680	1,722	1,603	1,406	1,598	1,502	0	1	1	0	0	0	0	0	0	0	1	0
480,000	46	-1	-1	-1	-2	-1	0	993	1,317	0	0	4,415	1,978	1,317	0	0	4,415	0	0	0	1	0	1	0	0	0	0	1	0	0	0
20,000	24	0	0	-1	2	0	0	10,476	7,279	688	688	688	1,320	1,000	688	0	0	650	0	1	0	0	1	0	0	0	0	0	1	0	0
420,000	32	0	0	0	0	0	0	546,485	228,070	184,810	131,304	110,930	84,193	18,546	8,931	4,940	1,796	3,100	133,131	0	1	0	1	0	0	0	0	1	0	0	0
160,000	55	0	0	0	0	0	0	155,389	152,162	154,715	155,026	79,051	81,089	6,911	6,500	4,270	2,518	2,994	0	1	0	0	1	0	0	0	0	1	0	0	0
380,000	40	0	0	0	0	0	0	231,759	233,357	236,292	237,176	236,379	239,221	10,000	9,000	10,021	10,000	10,000	10,000	1	0	1	0	0	0	0	0	1	0	0	0
50,000	29	0	0	2	2	2	0	24,043	26,806	26,077	27,898	27,315	27,709	3,165	0	2,257	0	1,000	2,000	1	0	0	1	0	0	0	0	0	1	0	0
230,000	26	-2	-2	-2	-2	-2	-2	416	371	416	416	566	416	371	461	416	566	416	0	1	0	1	0	0	0	0	0	0	1	0	0
50,000	35	0	0	0	0	0	0	47,816	49,694	48,543	46,366	9,076	9,812	3,000	3,000	3,019	3,000	1,000	2,000	1	0	0	1	0	0	0	0	0	1	0	0
80,000	38	0	0	0	0	0	0	19,277	20,060	20,977	20,695	18,587	20,767	1,400	1,306	1,019	685	2,500	0	1	0	0	0	1	0	0	0	1	0	0	0
80,000	26	0	0	0	0	0	0	67,229	24,772	20,000	20,000	20,000	0	2,089	6,000	200	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0
30,000	38	0	0	2	0	0	0	27,429	29,085	29,282	29,270	29,078	28,652	2,403	1,200	588	588	574	0	1	0	1	0	0	0	0	0	1	0	0	0
280,000	30	-1	-1	-1	-1	-1	-1	17,913	380	5,118	380	380	380	380	5,118	380	380	380	380	1	0	1	0	0	0	0	0	0	1	0	0
100,000	47	1	2	0	0	0	0	99,823	96,932	96,924	96,122	97,432	95,062	0	3,579	3,472	3,287	3,590	10,179	1	0	0	1	0	0	0	0	1	0	0	0
130,000	46	0	0	0	-2	-2	-2	125,557	124,900	0	0	0	0	2,498	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	0
120,000	50	0	0	0	0	0	0	118,492	119,637	102,228	75,558	47,536	44,749	6,141	4,474	2,647	1,367	1,322	1,500	0	1	0	1	0	0	0	0	1	0	0	0
30,000	23	0	0	2	2	2	-1	19,321	23,985	23,321	25,809	24,985	700	5,320	0	3,316	0	700	0	1	0	0	1	0	0	0	0	0	1	0	1
50,000	23	2	2	2	2	2	2	42,304	45,327	46,294	47,147	46,272	49,050	3,695	2,000	1,900	0	3,700	0	0	1	0	0	1	0	0	0	0	1	0	1
220,000	33	-1	-1	-1	-1	-1	-1	3,378	1,531	942	608	1,738	277	1,531	942	608	1,738	277	492	0	1	1	0	0	0	0	1	0	0	0	0
20,000	27	0	0	0	0	-1	2	20,443	19,038	38,730	-210	690	150	1,558	1,400	400	1,290	0	780	1	0	0	0	1	0	0	0	0	1	0	0
50,000	47	0	0	0	0	0	0	11,961	14,259	16,028	17,760	19,462	22,141	2,500	2,000	2,000	2,000	3,000	3,000	0	1	0	0	1	0	0	0	0	1	0	0
80,000	23	0	0	0	-2	-2	-2	8,766	4,777	0	0	0	0	1,600	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0
110,000	24	1	2	0	0	0	0	115,527	109,871	110,565	216,850	110,952	109,169	0	4,000	7,000	7,766	3,982	5,000	0	1	1	0	0	0	0	0	0	1	0	1
360,000	38	-1	-1	-1	-2	-2	-2	176	252	0	0	0	0	252	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0
70,000	26	2	0	0	0	0	0	66,087	67,510	69,007	61,845	60,184	66,801	3,120	3,303	2,800	2,200	7,600	0	0	1	0	1	0	0	0	0	0	1	0	1
30,000	22	0	-1	-1	-1	-1	-1	3,118	2,411	1,260	1,179	-101	890	2,414	1,260	1,181	101	991	579	0	1	0	1	0	0	0	0	1	0	0	0
460,000	28	-1	-1	0	-1	-1	-1	1,358	55,022	50,394	3,917	1,695	22,231	55,071	1,263	3,934	1,702	22,238	513	1	0	0	0	0	1	0	0	0	1	0	0
220,000	65	-1	-1	-1	-1	-1	-1	1,193	1,525	3,067	1,771	2,326	390	1,525	3,470	1,771	2,333	390	2,361	1	0	0	0	1	0	0	0	1	0	0	0
50,000	55	0	0	0	0	0	0	45,555	41,372	41,544	13,007	16,233	14,952	1,968	1,843	434	5,000	582	679	1	0	0	0	1	0	0	0	0	0	1	1
160,000	54	-1	2	-1	0	0	0	780	390	1,560	1,170	780	390	0	1,560	0	0	0	390	1	0	0	0	1	0	0	0	1	0	0	1
210,000	30	0	0	2	0	0	0	99,342	99,506	100,117	101,212	101,197	103,175	4,900	4,100	3,600	4,500	4,000	3,900	1	0	1	0	0	0	0	0	0	1	0	0
290,000	38	-2	-2	-2	-1	0	0	0	130	0	24,756	25,147	25,685	130	0	24,756	899	942	927	0	1	0	1	0	0	0	0	0	1	0	0
200,000	29	-1	-1	-1	-2	-2	-2	8,951	6,595	0	0	0	0	9,117	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	1
460,000	28	0	0	-1	-1	-1	0	17,919	13,041	9,681	3,284	732	2,732	1,500	9,681	3,284	732	2,000	0	1	0	1	0	0	0	0	0	0	1	0	0
350,000	55	-1	-1	-1	-1	-1	-1	3,297	11,634	12,952	39,274	5,474	14,837	11,637	12,991	39,278	6,000	14,837	931	1	0	1	0	0	0	0	0	1	0	0	0
70,000	42	0	0	0	0	0	0	70,730	58,103	68,197	50,756	50,843	46,727	3,500	15,000	3,000	2,000	1,840	1,798	1	0	1	0	0	0	0	0	1	0	0	0
30,000	26	0	0	0	0	0	0	30,244	29,640	30,451	29,391	30,042	28,436	1,701	1,600	1,500	1,095	1,500	2,000	0	1	0	0	1	0	0	0	0	1	0	0
130,000	27	1	-1	0	-1	-1	0	0	1,386	5,275	198	3,992	8,893	1,386	4,000	198	3,992	5,000	40,000	0	1	1	0	0	0	0	0	0	1	0	0
50,000	27	1	2	0	0	0	2	35,905	35,028	36,373	37,165	39,539	40,454	0	1,908	1,700	3,000	1,700	1,700	1	0	0	1	0	0	0	0	0	1	0	0
240,000	27	-2	-2	-1	2	0	0	4,400	0	1,129	1,129	1,971	2,059	0	1,129	0	1,000	496	1,000	0	1	0	1	0	0	0	0	0	1	0	1
230,000	49	-2	-2	-2	-2	-2	-2	1,034	299	8,994	1,796	3,970	7,214	299	8,997	1,808	3,970	7,214	3,684	0	1	1	0	0	0	0	0	1	0	0	0
80,000	47	-1	2	2	-1	-1	-1	4,166	3,908	0	3,521	0	14,206	0	0	3,521	0	14,206	7,500	0	1	0	1	0	0	0	0	1	0	0	0
260,000	31	0	0	0	0	0	0	3,113	3,117	2,924	2,784	2,413	902	1,300	1,100	1,000	300	0	1,261	1	0	0	1	0	0	0	0	0	1	0	0
130,000	25	-1	-1	-1	-1	-1	-1	1,088	1,521	6,042	1,085	947	495	1,521	6,044	1,619	947	495	0	0	1	1	0	0	0	0	0	0	1	0	0
260,000	42	0	0	0	0	0	0	204,017	182,048	63,074	262,317	201,344	191,829	8,000	7,100	200,140	6,500	6,000	6,500	1	0	0	0	0	0	1	0	1	0	0	0
310,000	28	0	0	0	0	0	0	106,468	108,955	112,374	54,762	58,189	57,170	8,000	6,000	5,000	5,000	4,000	5,000	0	1	0	1	0	0	0	0	0	1	0	0
110,000	26	0	0	0	0	0	0	45,028	46,276	47,527	48,735	49,925	50,967	2,000	2,000	2,000	2,000	2,000	2,500	0	1	0	1	0	0	0	0	0	1	0	0
500,000	49	-1	-1	-1	2	-1	0	396	396	5,792	396	792	396	396	5,792	0	792	0	5,857	0	1	0	0	1	0	0	0	1	0	0	1
300,000	47	-1	-1	-1	-1	-1	-1	514	2,392	148	148	148	0	2,392	148	148	148	0	747	0	1	1	0	0	0	0	0	1	0	0	1
20,000	53	0	0	0	0	0	0	12,197	13,292	14,362	14,821	15,143	15,737	1,600	1,600	1,000	710	1,000	1,000	0	1	0	0	1	0	0	0	1	0	0	0
80,000	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0
210,000	31	0	0	0	0	0	0	157,544	160,437	129,247	119,579	120,318	107,122	7,505	7,072	4,009	8,000	10,000	12,000	0	1	1	0	0	0	0	0	1	0	0	0
260,000	63	0	0	0	0	0	2	261,326	264,126	244,115	248,831	263,528	258,973	9,166	9,001	9,061	19,155	1	9,858	1	0	0	0	1	0	0	0	1	0	0	0
20,000	36	0	0	0	0	0	0	18,958	19,427	19,021	19,449	19,162	0	1,500	2,000	1,200	413	0	0	1	0	1	0	0	0	0	0	1	0	0	1
10,000	41	1	4	3	2	0	0	10,711	10,399	10,092	9,700	10,000	9,900	0	0	0	302	0	0	1	0	0	0	1	0	0	0	1	0	0	0
180,000	25	0	0	0	0	0	0	120,583	97,341	87,773	89,547	91,639	93,991	3,507	3,201	3,200	3,500	4,000	3,704	0	1	0	0	1	0	0	0	0	1	0	0
430,000	32	1	-1	-1	-2	-2	-2	0	2,500	0	0	0	0	2,500	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	1
360,000	37	-1	-1	-1	0	0	-1	4,644	1,417	3,588	2,589	1,549	1,278	1,417	3,588	0	0	1,278	1,998	0	1	1	0	0	0	0	0	1	0	0	0
50,000	42	0	0	0	0	0	0	38,516	28,604	28,089	27,864	27,173	27,457	1,754	1,500	1,500	1,000	1,100	1,208	0	1	0	1	0	0	0	0	1	0	0	0
260,000	46	-2	-2	-2	-2	-2	-2	0	135	0	0	109	945	135	0	0	109	945	9,300	0	1	0	1	0	0	0	0	1	0	0	0
500,000	36	0	0	0	0	0	0	70,016	70,837	63,488	32,050	46,393	35,207	2,568	2,000	1,285	15,000	1,520	6,994	0	1	0	0	1	0	0	0	1	0	0	0
440,000	35	-1	0	0	-1	-1	-1	3,091	3,853	4,012	821	821	821	1,150	1,084	821	821	821	821	0	1	0	1	0	0	0	0	0	1	0	0
30,000	24	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0
20,000	43	1	2	2	2	2	0	6,216	7,268	7,009	8,102	7,136	5,243	1,307	0	1,400	0	182	400	1	0	0	1	0	0	0	0	1	0	0	0
50,000	43	0	0	0	0	0	0	50,562	55,032	50,688	49,739	18,888	19,290	6,500	2,112	1,400	700	700	800	1	0	0	1	0	0	0	0	1	0	0	0
140,000	31	0	0	0	0	0	0	3,886	4,906	5,233	6,206	7,140	8,161	1,100	1,500	1,100	1,000	1,100	1,000	0	1	1	0	0	0	0	0	0	1	0	0
210,000	54	0	0	0	0	0	0	197,324	201,977	205,800	205,590	98,572	90,521	8,000	11,000	6,000	4,098	3,500	3,000	0	1	0	1	0	0	0	0	0	1	0	0
440,000	79	0	0	0	0	0	0	429,309	437,906	447,326	447,112	438,187	447,543	15,715	16,519	16,513	15,800	16,531	15,677	1	0	1	0	0	0	0	0	1	0	0	0