Datasets:

imodels
/

credit-card

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

End of preview. Expand in Dataset Viewer.

Port of the credit-card dataset from UCI (link here). See details there and use carefully.

Basic preprocessing done by the imodels team in this notebook.

The target is the binary outcome default.payment.next.month.

Sample usage

Load the data:

from datasets import load_dataset

dataset = load_dataset("imodels/credit-card")
df = pd.DataFrame(dataset['train'])
X = df.drop(columns=['default.payment.next.month'])
y = df['default.payment.next.month'].values

Fit a model:

import imodels
import numpy as np

m = imodels.FIGSClassifier(max_rules=5)
m.fit(X, y)
print(m)

Evaluate:

df_test = pd.DataFrame(dataset['test'])
X_test = df.drop(columns=['default.payment.next.month'])
y_test = df['default.payment.next.month'].values
print('accuracy', np.mean(m.predict(X_test) == y_test))

Downloads last month: 218

Edit dataset card

Size of downloaded dataset files:

5.28 MB

Size of the auto-converted Parquet files:

2.17 MB

Number of rows:

30,000