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imodels
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credit-card

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train · 24k rows

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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	marriage:1 float64 0 1	marriage:2 float64 0 1	marriage:3 float64 0 1	default.payment.next.month int64 0 1
60,000	38	-1	-1	-1	-1	-1	-1	6,842	15,772	23,011	9,941	12,688	8,719	15,772	23,011	9,941	12,688	8,958	6,484	0	1	1	0	0	1	0	0	0
200,000	49	-1	-1	-1	-1	-1	-1	1,248	0	94	1,712	9,549	1,060	0	94	1,712	9,549	1,060	0	0	1	1	0	0	1	0	0	0
50,000	39	0	0	0	0	0	2	47,990	43,288	44,569	47,291	50,398	23,675	1,997	2,278	4,000	4,000	0	0	1	0	0	1	0	0	1	0	0
250,000	49	1	2	2	0	0	0	260,260	262,132	240,448	186,817	185,488	184,091	13,000	0	6,672	7,000	7,000	9,000	0	1	0	0	1	0	0	1	0
130,000	44	0	0	0	0	0	0	83,648	72,031	59,850	49,099	49,015	49,265	3,100	2,300	2,000	1,900	2,200	1,800	1	0	0	0	1	0	1	0	0
500,000	54	2	2	2	0	0	0	518,950	539,418	519,267	518,741	516,139	514,975	39,000	0	19,000	19,000	18,000	15,000	1	0	1	0	0	1	0	0	1
500,000	51	1	2	2	0	0	0	231,300	235,865	230,713	235,401	238,828	243,477	9,838	0	10,018	8,845	8,800	9,000	1	0	1	0	0	1	0	0	0
50,000	24	1	-2	-1	-1	0	0	0	0	51,400	11,330	12,144	12,938	0	51,400	11,330	1,000	1,000	1,519	0	1	0	1	0	0	1	0	0
10,000	23	-2	-1	-1	-1	0	0	998	780	390	3,622	3,695	3,126	780	390	3,622	108	246	98	1	0	0	1	0	0	1	0	1
90,000	29	0	0	0	0	0	0	83,683	65,192	46,273	46,979	48,139	44,432	4,000	3,000	1,700	2,000	1,591	2,647	1	0	0	0	1	0	1	0	0
220,000	37	0	0	0	0	0	0	13,429	15,688	17,922	20,111	22,261	24,392	2,500	2,500	2,500	2,500	2,500	2,500	1	0	0	1	0	1	0	0	0
200,000	36	0	0	0	0	0	0	93,863	93,893	90,837	85,520	84,945	81,431	4,762	3,856	2,753	2,900	3,000	2,800	0	1	0	1	0	0	1	0	0
100,000	38	2	2	2	0	0	2	37,516	38,622	37,706	38,148	40,630	39,827	2,000	0	1,369	3,100	0	1,443	0	1	0	1	0	1	0	0	0
230,000	50	-2	-2	-2	-2	-2	-2	21,570	4,700	0	0	0	0	4,700	0	0	0	0	0	1	0	0	1	0	1	0	0	0
300,000	32	-2	-1	-1	-2	-2	-1	2,081	1,925	1,656	1,756	1,776	3,414	1,925	1,656	1,756	1,776	3,414	109	0	1	1	0	0	0	1	0	0
10,000	41	0	0	3	2	2	2	6,859	9,751	9,451	9,169	10,056	8,559	3,000	0	0	1,002	0	500	1	0	1	0	0	1	0	0	0
80,000	39	0	0	0	0	0	0	145,905	147,860	78,545	19,212	36,800	18,900	5,107	3,269	1,400	368	1,000	0	1	0	0	1	0	1	0	0	0
50,000	22	0	0	0	-1	0	0	29,632	9,856	9,541	5,411	4,782	3,192	6,016	9,021	6,000	4,000	2,500	5,000	0	1	0	1	0	0	1	0	0
200,000	35	0	0	0	0	-1	-1	27,561	17,365	9,889	0	9,002	728	5,000	1,015	0	9,002	728	10,000	0	1	0	1	0	1	0	0	0
310,000	51	-2	-2	-2	-2	-2	-2	107	0	0	235	0	0	0	0	235	0	0	584	0	1	0	1	0	0	1	0	0
150,000	37	0	0	-1	-1	-1	-2	26,416	18,915	16,047	17,633	0	0	2,497	16,047	18,776	0	0	0	0	1	1	0	0	1	0	0	0
30,000	42	0	0	0	2	0	0	26,300	26,295	26,167	25,413	25,122	20,448	1,700	3,102	1,000	1,015	700	1,000	0	1	0	0	1	0	1	0	0
360,000	27	-1	-1	-1	0	0	-1	949	40	175,512	74,334	46,985	50,276	40	175,539	1,372	0	50,276	13,460	0	1	1	0	0	0	1	0	0
70,000	31	0	0	0	0	0	0	63,441	29,091	29,802	30,395	31,034	31,668	1,789	1,500	1,089	1,130	1,150	1,200	1	0	0	1	0	0	1	0	0
80,000	35	0	0	0	0	0	0	28,590	27,635	26,808	27,680	26,658	27,324	1,500	1,600	3,400	1,300	3,000	2,000	0	1	0	1	0	0	1	0	0
180,000	29	0	0	0	2	2	0	100,534	102,971	108,232	108,628	94,416	178,120	5,364	8,633	3,600	0	3,700	9,603	0	1	0	1	0	0	1	0	0
50,000	23	0	0	0	0	0	-1	49,061	47,209	47,471	21,571	19,005	772	2,138	1,400	431	380	772	8	0	1	1	0	0	0	1	0	1
450,000	36	-1	-1	-1	-1	-1	-1	3,087	2,081	198	9,532	3,420	130	2,081	198	9,532	3,420	130	878	0	1	0	1	0	1	0	0	0
250,000	39	-1	-1	-1	2	2	2	12,368	1,742	40,292	39,600	21,304	1,185	1,742	39,600	7	1,185	0	54,416	0	1	1	0	0	0	1	0	0
30,000	34	0	-1	-1	0	0	-1	27,816	1,250	24,135	24,745	22,805	10,745	1,260	24,135	1,000	2,000	10,745	18,572	0	1	0	1	0	1	0	0	0
180,000	30	-1	0	0	0	0	0	56,951	57,941	58,994	60,047	61,389	63,048	2,100	2,150	2,200	2,500	3,000	1,000	1	0	0	0	1	1	0	0	0
50,000	24	1	3	2	0	-1	-1	52,935	50,946	22,740	2,314	1,823	18,839	0	0	0	1,823	18,839	641	1	0	0	1	0	0	1	0	1
240,000	37	-2	-2	-1	-1	-2	-1	-3	-3	1,130	3,525	0	2,116	0	1,133	3,525	0	2,116	7,442	0	1	0	0	1	1	0	0	0
170,000	29	-1	-1	0	-1	-1	-1	3,362	64,602	18,070	910	9,080	4,839	64,612	4,000	910	9,080	4,839	5,130	1	0	0	1	0	0	1	0	0
100,000	28	0	0	0	0	-2	-1	180,765	64,653	10,388	3,762	1,434	12,609	3,018	1,400	3,786	1,774	12,714	38,665	1	0	0	1	0	0	1	0	0
150,000	32	6	5	4	3	2	2	81,341	79,529	77,757	75,841	73,678	77,273	0	0	0	0	4,874	1,000	0	1	0	1	0	0	1	0	0
320,000	36	0	0	0	0	0	0	262,613	164,486	169,691	188,527	145,676	135,254	10,043	15,005	21,640	5,004	11,628	20,020	0	1	0	1	0	0	1	0	0
200,000	54	-1	-1	-1	-1	-1	-1	10,755	9,981	7,843	6,335	4,616	7,956	10,120	7,852	6,336	4,622	7,956	5,499	1	0	0	1	0	1	0	0	0
120,000	25	1	2	0	0	0	0	117,160	92,262	79,889	66,828	55,511	21,938	70	8,000	2,000	1,346	3,000	0	1	0	0	1	0	0	1	0	1
60,000	42	2	0	0	0	0	2	39,986	41,036	42,449	43,243	48,537	47,606	2,000	2,100	1,800	6,000	0	2,000	1	0	1	0	0	1	0	0	1
20,000	23	0	0	0	0	0	0	19,990	20,038	19,571	14,362	15,127	15,872	1,438	1,300	1,000	1,000	1,000	2,000	0	1	1	0	0	0	1	0	0
480,000	37	-1	-1	-1	-1	0	0	2,849	30,999	53,425	76,538	106,032	66,535	45,205	55,328	77,000	30,048	30,015	15,056	1	0	1	0	0	1	0	0	0
310,000	43	0	0	0	0	2	0	250,708	256,157	261,550	285,233	280,905	272,240	11,000	11,300	29,841	69	9,980	9,546	1	0	1	0	0	1	0	0	1
50,000	26	-1	-1	-1	-1	-1	-1	1,530	750	1,140	1,530	750	1,140	750	1,140	1,530	750	1,140	1,530	1	0	0	1	0	0	1	0	0
70,000	36	0	0	0	0	0	0	59,331	57,786	58,608	28,105	30,656	32,674	3,500	3,000	3,000	3,000	3,000	3,000	0	1	0	1	0	1	0	0	0
80,000	31	1	2	2	2	2	2	21,004	20,384	22,231	21,576	23,229	22,708	0	2,500	0	2,000	0	1,000	1	0	1	0	0	0	1	0	1
20,000	22	0	0	0	0	0	0	19,356	19,754	20,279	19,887	19,887	0	1,485	1,400	398	0	0	0	1	0	0	1	0	1	0	0	0
50,000	46	0	0	0	0	2	2	13,176	15,945	17,180	18,811	18,380	19,086	3,000	1,500	2,000	0	2,000	0	1	0	1	0	0	1	0	0	0
200,000	41	0	0	0	2	2	2	106,576	107,178	119,691	116,278	128,087	125,931	3,864	14,269	0	13,808	0	4,600	1	0	0	1	0	0	0	1	0
120,000	32	0	0	0	0	0	0	45,117	45,607	46,247	45,974	45,854	45,191	3,000	3,000	2,000	2,000	1,500	1,500	1	0	1	0	0	0	1	0	0
30,000	35	1	-2	-1	0	-1	0	0	0	12,403	17,849	4,935	6,491	0	12,403	8,359	4,935	3,000	1,000	0	1	0	1	0	1	0	0	0
500,000	40	0	0	-2	-2	-2	-2	18,110	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0
30,000	23	1	2	0	0	0	0	30,335	29,546	29,826	29,997	29,789	29,967	0	2,000	1,500	1,000	2,000	0	0	1	0	0	1	0	1	0	0
300,000	28	0	0	0	0	0	0	199,801	121,321	94,524	86,637	78,939	70,689	5,017	3,200	3,500	3,000	3,000	74,000	0	1	0	1	0	0	1	0	0
240,000	36	-1	-1	-1	-1	-1	-1	12,181	6,746	12,104	2,788	4,084	3,288	6,746	12,104	2,788	4,084	3,288	4,788	0	1	1	0	0	1	0	0	0
120,000	26	0	0	0	0	0	0	22,431	12,399	4,199	3,059	674	0	1,500	1,000	682	0	0	738	0	1	0	1	0	0	1	0	0
50,000	24	0	0	0	0	0	0	49,387	50,284	50,639	48,563	49,628	48,293	2,000	1,727	1,846	1,777	1,665	1,500	0	1	0	1	0	1	0	0	0
70,000	40	1	2	0	0	0	0	79,237	71,627	73,326	69,645	19,799	-1	0	2,986	20,150	500	0	0	1	0	0	1	0	0	1	0	0
90,000	39	2	2	2	2	2	2	26,493	30,034	29,268	31,776	32,456	31,800	4,000	0	3,000	1,500	0	2,600	1	0	0	1	0	1	0	0	1
500,000	43	-2	-2	-2	-2	-2	-2	274,261	209,672	179,618	152,069	110,763	69,267	11,375	5,066	5,145	5,145	5,117	5,086	0	1	1	0	0	0	1	0	0
390,000	46	-2	-2	-2	-2	-2	-2	14,315	7,097	6,548	8,976	909	17,682	7,097	6,548	8,976	909	17,682	12,710	0	1	0	0	1	1	0	0	0
130,000	27	0	0	0	0	0	0	29,078	30,110	31,119	31,891	32,429	33,035	1,506	1,515	1,287	1,200	1,341	1,663	1	0	0	1	0	0	1	0	0
20,000	23	2	0	0	0	0	-2	18,337	19,317	19,645	19,935	0	0	1,602	1,710	1,000	0	0	0	1	0	0	0	1	0	1	0	1
370,000	39	0	0	0	0	0	0	141,552	67,739	49,097	48,216	47,675	48,074	2,157	2,000	1,668	2,000	3,000	1,000	0	1	1	0	0	1	0	0	0
360,000	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	0
140,000	32	0	0	0	0	0	0	52,825	52,711	50,440	47,945	17,990	15,735	3,000	5,007	10,000	5,011	5,000	10,000	0	1	0	1	0	1	0	0	0
80,000	28	0	0	0	0	0	0	75,903	34,137	32,390	32,651	32,170	31,493	2,014	1,705	2,000	2,000	3,000	3,000	0	1	0	0	1	1	0	0	0
230,000	34	0	-1	0	0	0	0	56,449	219,192	226,596	225,791	226,638	226,265	231,788	11,621	9,027	9,015	9,000	9,014	1	0	1	0	0	0	1	0	0
140,000	28	1	2	0	0	0	0	86,761	84,546	87,251	88,227	90,170	92,044	0	5,000	3,300	3,500	3,500	3,550	0	1	1	0	0	0	1	0	1
100,000	45	0	0	0	0	0	0	99,626	101,446	21,300	20,091	19,299	9,346	4,600	1,429	600	600	1,000	1,000	1	0	1	0	0	1	0	0	0
200,000	27	0	0	2	0	0	0	25,334	26,203	25,652	25,162	24,995	23,901	2,204	1,004	1,004	1,013	2,018	4	1	0	0	1	0	0	1	0	0
130,000	48	0	0	0	0	-1	-1	23,575	17,719	12,167	6,500	6,788	6,887	1,300	1,200	1,000	6,788	6,900	13,041	0	1	0	1	0	1	0	0	0
250,000	26	-2	-2	-2	-2	-2	-2	16,884	10,397	5,291	4,671	4,400	6,011	2,000	1,000	1,010	2,000	6,011	2,325	0	1	0	1	0	0	1	0	0
50,000	29	0	0	0	0	0	0	51,234	51,227	50,936	49,823	50,990	50,998	2,300	2,100	2,000	2,000	2,100	3,000	1	0	1	0	0	0	1	0	0
330,000	32	-2	-2	-2	-1	-1	-1	28,106	1,323	-363	137	4,094	607	2,701	363	513	4,107	607	0	1	0	1	0	0	0	1	0	0
50,000	46	0	0	0	0	0	0	36,165	15,054	15,414	16,349	15,800	14,719	1,600	1,300	2,000	600	1,000	700	0	1	0	0	1	0	1	0	0
130,000	29	0	0	-2	-2	-2	-2	102,640	-10	-10	-10	-10	-10	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
150,000	30	0	0	0	0	0	0	69,955	59,380	57,431	52,754	52,430	41,770	1,873	1,897	1,552	1,649	2,005	11,064	0	1	0	1	0	0	1	0	0
30,000	50	2	0	0	0	0	0	11,479	12,981	14,450	14,903	16,500	18,715	2,000	2,000	693	2,000	2,500	668	1	0	0	1	0	0	0	1	1
80,000	29	2	2	2	2	2	2	41,355	40,395	43,231	42,236	44,924	44,072	0	3,800	0	3,400	0	3,816	0	1	1	0	0	0	1	0	1
150,000	28	-1	2	-1	2	0	-1	1,040	148	9,173	296	148	446	0	9,173	0	0	446	0	0	1	1	0	0	0	1	0	1
20,000	23	0	0	0	2	2	2	11,819	12,840	15,416	15,567	15,022	16,855	1,524	3,100	696	0	2,237	0	1	0	1	0	0	0	1	0	0
70,000	43	0	0	0	0	0	0	71,037	71,880	71,927	71,370	71,003	71,411	3,352	3,400	2,900	2,900	2,900	2,558	0	1	0	1	0	1	0	0	0
100,000	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0
180,000	46	-1	-1	-1	-1	-1	-1	390	390	390	0	390	930	390	390	0	390	930	135	1	0	0	1	0	1	0	0	0
20,000	22	0	0	2	2	2	0	18,743	19,879	18,872	21,178	20,329	20,853	3,000	0	3,000	0	1,000	400	1	0	0	1	0	0	1	0	0
140,000	33	0	0	0	-2	-1	0	89,226	90,212	-1,037	-1,037	66,441	68,365	3,133	0	0	68,383	3,000	3,096	0	1	0	1	0	1	0	0	0
50,000	36	0	0	0	0	0	0	44,917	46,230	49,319	50,401	18,919	19,469	2,061	4,150	2,232	750	929	611	1	0	0	0	1	1	0	0	0
200,000	40	1	2	2	0	-1	0	303,719	268,163	228,720	234,177	201,490	190,721	5,133	0	5,857	202,076	6,726	5,346	1	0	0	1	0	1	0	0	0
150,000	27	-1	3	2	-1	-1	-1	942	616	290	326	740	17,481	0	0	362	740	17,481	1,000	0	1	1	0	0	0	1	0	1
50,000	46	-1	-1	-1	-1	-1	-1	390	390	390	390	1,200	1,869	390	390	390	1,200	1,869	3,610	0	1	0	0	1	0	0	1	0
150,000	64	1	2	0	0	0	0	157,231	153,171	148,994	80,196	74,328	66,806	3	6,103	3,220	3,028	5,052	15,000	0	1	1	0	0	0	1	0	0
250,000	24	2	0	0	0	0	0	69,770	70,954	70,681	69,497	41,367	17,004	3,562	1,914	1,517	2,000	8,001	295	0	1	0	1	0	0	1	0	1
230,000	43	-2	-2	-2	-2	-2	-2	1,099	2,508	976	416	416	416	2,508	976	416	416	416	416	0	1	0	0	1	1	0	0	0
80,000	28	0	0	0	0	0	0	80,849	79,422	76,834	76,333	49,942	50,191	3,200	9,000	3,365	2,000	2,200	1,700	1	0	1	0	0	0	1	0	0
270,000	36	1	2	0	0	0	0	5,714	3,548	11,419	20,787	23,471	25,987	0	11,000	10,000	5,000	5,000	3,000	1	0	0	1	0	1	0	0	1
120,000	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	0
170,000	30	0	0	0	0	0	0	106,667	103,955	85,601	82,963	58,547	57,080	3,458	3,426	2,711	1,779	1,940	2,000	0	1	0	1	0	0	1	0	0
10,000	32	0	0	0	0	2	0	7,231	7,497	9,355	9,594	8,535	8,713	1,142	2,000	758	0	313	1,000	1	0	0	1	0	0	1	0	0
220,000	29	0	0	0	0	0	0	217,345	100,501	74,430	64,485	24,609	23,419	4,030	4,000	4,492	1,000	1,000	0	0	1	0	1	0	0	1	0	0