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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	education:5 float64 0 1	education:6 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
50,000	45	0	-1	-1	-2	-2	-2	5,339	1,189	0	0	0	0	1,189	300	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0
200,000	39	-2	-2	-2	-2	-2	-2	-200	-200	-200	0	60,800	0	0	0	200	60,800	0	0	1	0	1	0	0	0	0	0	1	0	0
150,000	53	-1	-1	2	-1	-1	0	8,706	2,484	70	90,000	9,068	2,349	2,508	0	90,000	9,068	0	1,985	0	1	1	0	0	0	0	1	0	0	0
30,000	34	0	0	0	0	0	0	19,101	17,444	12,676	9,171	5,928	7,746	1,653	1,110	0	109	7,849	0	1	0	0	1	0	0	0	0	1	0	0
50,000	27	2	-1	-1	-1	-1	2	390	390	780	216	1,080	540	390	780	216	864	0	390	1	0	0	1	0	0	0	0	1	0	0
200,000	28	1	-1	-1	-1	-1	-1	0	1,732	828	0	497	1,809	1,732	828	0	497	1,809	0	0	1	0	1	0	0	0	0	1	0	0
20,000	56	0	0	0	0	2	0	10,847	12,176	12,884	13,784	13,420	13,686	1,508	1,216	1,116	0	490	658	1	0	0	0	1	0	0	1	0	0	0
60,000	36	1	2	2	2	0	0	57,285	61,118	61,947	60,353	4,980	2,160	5,336	2,550	16	0	0	0	0	1	0	0	1	0	0	1	0	0	1
360,000	35	-2	-2	-2	-2	-2	-2	1,533	-12	2,493	-6	1,299	-2	24	2,505	0	1,305	0	0	1	0	1	0	0	0	0	0	1	0	1
180,000	43	-2	-2	-2	-2	-2	-2	0	0	0	5,436	100	9,330	0	0	5,436	100	9,330	0	0	1	1	0	0	0	0	0	1	0	0
220,000	51	0	0	0	0	0	0	44,076	40,353	36,314	32,320	27,803	25,370	2,000	1,600	1,600	1,000	3,000	1,000	0	1	0	0	1	0	0	1	0	0	0
50,000	32	1	3	2	2	2	2	14,949	14,424	15,888	15,335	16,485	16,070	0	2,000	0	1,400	0	1,600	1	0	0	1	0	0	0	1	0	0	1
270,000	29	0	0	0	0	-1	-1	14,728	20,865	24,812	12,674	9,486	2,460	10,000	5,000	3,900	9,486	2,460	0	0	1	1	0	0	0	0	0	1	0	0
30,000	23	1	2	0	0	0	0	10,764	10,454	11,862	12,104	12,351	8,000	0	2,000	242	247	2,000	0	0	1	1	0	0	0	0	0	1	0	1
150,000	25	0	0	0	0	0	0	142,827	126,317	75,324	78,773	95,375	57,663	5,000	4,000	5,000	40,000	3,000	2,880	0	1	0	1	0	0	0	0	1	0	0
200,000	37	0	0	0	0	0	0	191,876	121,296	121,473	123,943	127,552	130,380	4,305	4,408	4,489	5,660	6,000	0	0	1	1	0	0	0	0	0	1	0	0
50,000	27	1	2	0	0	0	0	47,568	46,482	44,546	40,745	19,910	17,786	0	2,000	1,241	633	616	2,500	1	0	0	1	0	0	0	0	1	0	1
200,000	31	-1	-1	-1	-1	-1	-1	261	6,229	5,815	851	2,029	1,997	6,229	5,815	854	2,029	1,997	10,342	0	1	1	0	0	0	0	1	0	0	0
100,000	52	0	0	0	0	0	-1	73,904	73,249	12,327	10,793	5,309	900	2,781	2,101	216	0	900	500	1	0	0	0	1	0	0	0	1	0	0
30,000	59	0	0	0	0	0	0	30,419	28,221	29,016	7,946	8,114	8,382	1,481	1,276	1,132	300	400	370	0	1	0	0	0	0	1	1	0	0	0
460,000	39	0	0	0	0	0	0	89,095	93,634	111,899	199,682	177,073	175,979	6,000	20,000	90,000	9,000	10,000	10,000	0	1	1	0	0	0	0	0	1	0	0
50,000	31	2	2	3	2	0	0	48,903	53,997	52,298	50,778	48,055	45,704	6,500	0	0	3,130	2,532	1,700	0	1	1	0	0	0	0	0	1	0	1
10,000	36	-1	-1	-1	-1	2	2	6,517	344	0	10,040	9,735	10,362	344	900	10,040	0	790	0	1	0	0	0	1	0	0	0	1	0	0
30,000	36	1	3	2	5	4	3	18,811	18,225	22,630	21,988	21,057	25,412	0	5,000	0	0	5,000	0	1	0	0	1	0	0	0	1	0	0	0
210,000	27	2	2	2	0	0	0	170,646	174,134	167,095	161,573	122,362	116,243	7,800	16	6,800	3,800	5,134	4,000	0	1	0	1	0	0	0	1	0	0	1
230,000	45	0	0	0	0	0	0	92,129	92,690	93,596	79,320	64,268	65,193	3,510	3,998	2,431	1,697	1,971	2,046	1	0	1	0	0	0	0	0	1	0	0
70,000	26	0	0	0	0	0	0	105,338	100,820	96,815	90,968	86,011	81,276	3,600	3,990	2,700	2,300	2,300	3,000	0	1	0	1	0	0	0	0	1	0	0
140,000	29	0	0	0	0	0	0	25,973	53,098	54,760	55,568	27,922	46,108	30,000	24,000	11,200	10,000	34,762	26,447	0	1	0	1	0	0	0	0	1	0	0
20,000	31	0	0	0	0	0	0	13,080	10,911	18,890	11,026	5,863	3,273	1,500	2,000	2,000	1,000	1,000	0	0	1	0	1	0	0	0	1	0	0	0
170,000	24	-1	-1	-1	-1	0	-1	1,471	6,040	1,471	3,398	1,929	11,966	6,040	1,471	3,398	2	11,966	10,051	0	1	0	1	0	0	0	0	1	0	0
400,000	49	1	-1	-1	-1	-1	-1	0	877	33,508	9,506	8,967	4,326	877	33,508	9,506	8,967	4,326	5,420	0	1	0	0	1	0	0	0	1	0	0
150,000	36	0	0	0	0	0	-1	113,368	70,001	45,813	44,309	27,428	2,013	2,354	2,500	1,200	2,618	2,013	4,724	0	1	0	1	0	0	0	1	0	0	0
300,000	34	-1	-1	-1	-1	-1	-1	37,505	57,210	36,667	34,252	25,583	28,676	57,210	36,679	34,263	25,583	28,676	37,173	0	1	0	1	0	0	0	1	0	0	0
230,000	25	-2	-2	-2	-2	-2	-2	0	0	13,499	9,078	11,009	6,172	0	13,499	9,117	11,009	6,172	869	0	1	0	1	0	0	0	0	1	0	0
50,000	26	0	0	0	0	0	0	38,189	28,440	23,228	21,482	18,029	18,705	3,000	1,436	1,162	2,184	871	500	1	0	0	1	0	0	0	1	0	0	0
290,000	38	-2	-2	-2	-2	-2	-2	555	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	0
310,000	36	0	0	0	0	0	0	52,191	36,758	29,180	22,426	18,592	14,976	3,012	5,000	2,000	5,000	5,000	3,000	1	0	0	1	0	0	0	1	0	0	0
260,000	41	-1	-1	-2	-1	-1	-1	1,145	-4	-4	2,177	158	0	4	0	2,181	158	0	0	0	1	0	0	1	0	0	1	0	0	0
220,000	36	-1	-1	-1	-1	-1	-2	4,952	1,734	819	3,750	657	0	1,734	827	3,750	0	0	0	0	1	1	0	0	0	0	0	1	0	0
400,000	31	0	-1	-1	0	-1	0	7,912	4,220	3,364	2,832	34,967	38,706	4,220	3,364	2,500	34,967	10,000	22,600	0	1	1	0	0	0	0	0	1	0	0
50,000	60	0	0	0	0	0	0	50,546	50,854	50,024	20,281	20,285	20,066	2,112	1,712	705	759	748	487	1	0	1	0	0	0	0	1	0	0	0
200,000	57	-1	-1	-1	0	0	0	1,964	2,684	11,764	9,830	669	-716	2,698	11,764	1,000	0	0	2,000	1	0	1	0	0	0	0	1	0	0	0
180,000	25	0	0	0	-2	-1	0	11,393	2,963	0	0	351	1,351	2,000	0	0	351	1,000	0	0	1	0	1	0	0	0	0	1	0	0
240,000	38	0	0	0	0	0	-1	138,151	111,189	75,880	46,407	12,697	215,281	6,021	3,004	4,006	5,000	215,281	8,000	0	1	1	0	0	0	0	0	1	0	0
70,000	50	0	0	0	0	0	0	68,725	70,413	70,004	38,102	28,931	29,143	3,220	2,220	28,931	1,000	1,050	1,052	1	0	0	0	1	0	0	1	0	0	0
220,000	41	1	2	-1	-1	-1	-1	6,516	194	3,619	7,069	4,092	0	0	3,655	7,069	4,092	0	0	0	1	0	1	0	0	0	1	0	0	0
80,000	28	-1	-1	-1	-1	-1	-1	2,147	612	2,110	2,298	1,196	390	612	2,110	2,298	1,196	390	0	0	1	0	0	1	0	0	0	1	0	0
180,000	29	-2	-2	-1	0	0	0	1,073	3,191	10,693	11,285	13,863	5,646	3,206	10,696	1,291	3,877	11,077	700	1	0	1	0	0	0	0	0	1	0	0
30,000	31	2	0	0	0	0	-1	23,559	23,381	540	150	-30	170	1,000	500	0	600	200	5,183	1	0	0	1	0	0	0	0	1	0	0
150,000	44	0	0	0	0	0	0	151,009	148,047	147,851	151,310	107,033	109,350	6,913	5,937	6,500	4,000	4,000	4,000	1	0	0	0	1	0	0	0	1	0	0
70,000	34	1	2	2	2	0	0	24,208	25,015	27,189	26,456	28,361	31,873	1,500	2,900	0	2,500	4,000	0	0	1	0	1	0	0	0	0	1	0	0
500,000	27	0	0	0	0	0	0	252,881	224,633	486,367	616,836	250,600	296,217	30,032	271,636	30,876	60,044	50,539	100,562	1	0	1	0	0	0	0	0	1	0	0
50,000	44	-2	-2	-2	-2	-2	-2	1,473	390	390	390	390	0	390	390	390	390	0	780	0	1	0	1	0	0	0	1	0	0	0
350,000	41	0	0	0	0	0	0	24,297	25,299	26,329	27,343	27,886	28,470	1,411	1,441	1,455	998	1,033	1,038	1	0	1	0	0	0	0	1	0	0	0
270,000	27	0	0	0	0	0	-1	11,306	11,263	13,021	4,144	2,291	36,491	1,500	2,000	2,000	1,000	37,500	1,000	0	1	1	0	0	0	0	0	1	0	0
80,000	42	0	0	0	0	0	0	50,320	49,816	49,457	49,071	48,242	47,746	1,784	1,898	1,985	1,629	1,655	1,687	0	1	0	0	1	0	0	0	1	0	0
20,000	31	1	5	4	4	3	2	21,703	21,087	21,461	20,835	20,219	20,487	0	1,000	0	0	760	0	0	1	0	1	0	0	0	0	1	0	0
210,000	44	0	0	0	0	0	0	36,612	40,534	42,889	42,936	44,936	47,166	4,534	3,000	1,000	2,000	2,230	1,026	0	1	0	1	0	0	0	1	0	0	0
410,000	42	0	0	0	0	0	0	407,873	412,650	415,917	389,659	342,329	344,974	18,026	18,026	14,095	12,037	15,026	13,026	0	1	0	1	0	0	0	1	0	0	0
290,000	38	0	0	0	0	0	0	144,160	147,451	150,617	153,351	156,213	158,938	6,000	6,010	5,600	5,700	5,700	6,000	0	1	0	1	0	0	0	1	0	0	0
30,000	25	0	0	0	0	0	0	26,277	25,896	27,460	27,735	27,711	28,643	2,000	2,000	2,000	2,000	1,500	1,500	0	1	0	0	1	0	0	1	0	0	0
360,000	31	-2	-2	-1	-1	0	0	0	392	827	136,198	138,722	141,629	392	827	137,101	5,000	5,119	5,376	1	0	0	0	1	0	0	1	0	0	0
150,000	31	-1	-1	-2	-2	-2	-2	12,420	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0
360,000	33	0	0	0	0	0	0	20,376	17,726	18,797	15,816	16,112	10,793	1,500	2,016	1,095	1,024	350	1,323	0	1	1	0	0	0	0	0	1	0	0
230,000	31	1	-1	-1	-1	0	-1	-22	227	3,480	3,555	1,850	1,580	249	3,480	3,555	0	1,580	520	0	1	1	0	0	0	0	0	1	0	1
500,000	57	-2	-2	-2	-2	-2	-2	18,726	29,914	8,340	16,561	15,662	28,935	29,914	8,340	16,561	15,701	28,935	10,000	1	0	1	0	0	0	0	1	0	0	0
230,000	30	0	0	0	0	0	0	115,141	101,832	92,396	84,297	49,681	46,224	5,028	5,000	4,000	2,029	2,000	2,500	1	0	0	1	0	0	0	0	1	0	0
70,000	24	0	0	0	0	0	0	68,083	50,822	31,179	28,686	10,806	11,673	3,012	5,000	2,000	3,000	3,000	0	0	1	0	0	1	0	0	1	0	0	0
120,000	31	-2	-2	-2	-2	-2	-2	140	140	4,836	3,780	7,501	3,300	140	4,836	4,034	7,501	3,300	0	0	1	0	1	0	0	0	0	1	0	1
100,000	47	0	0	0	0	0	0	139,550	70,620	70,000	70,298	69,677	69,672	3,500	2,600	3,000	2,500	2,500	2,500	0	1	0	0	1	0	0	1	0	0	0
50,000	37	0	0	0	0	0	0	44,320	45,211	45,559	46,164	46,685	47,272	2,021	3,259	1,754	1,665	1,723	2,099	1	0	0	0	1	0	0	1	0	0	0
80,000	37	-1	-1	-2	-2	-2	-2	1,330	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0
200,000	33	0	0	0	0	0	2	80,012	81,703	83,290	85,085	89,707	63,787	2,972	2,952	3,107	6,056	0	3,000	1	0	0	1	0	0	0	0	1	0	1
20,000	23	0	0	0	-2	-2	-1	11,967	5,252	-340	-780	-780	780	1,031	650	0	0	1,560	150	0	1	1	0	0	0	0	0	1	0	0
80,000	46	0	0	2	0	0	0	30,773	38,879	26,128	29,137	30,283	30,523	10,036	15	5,003	3,003	2,007	1,007	1	0	0	1	0	0	0	1	0	0	0
100,000	36	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	0	7,600	0	0	0	1	1	0	0	0	0	0	1	0	0
150,000	36	0	0	0	0	0	0	43,544	47,751	49,096	49,848	52,007	54,161	5,000	5,000	3,000	3,000	3,000	3,500	0	1	1	0	0	0	0	0	1	0	0
350,000	32	0	0	0	0	0	0	43,356	14,236	16,991	18,541	20,075	20,491	2,000	3,000	2,000	2,001	580	677	1	0	1	0	0	0	0	0	1	0	0
200,000	35	-2	-2	-2	-2	-2	-2	2,257	4,261	1,265	2,473	0	0	4,266	1,667	2,473	0	0	0	0	1	1	0	0	0	0	1	0	0	0
230,000	61	-2	-2	-2	-2	-2	-2	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	1,443	0	1	1	0	0	0	0	1	0	0	0
210,000	28	0	0	-1	0	0	-2	2,162	61	259,323	139,861	1,684	826	61	130,000	10,000	1,684	826	1,793	0	1	0	1	0	0	0	0	1	0	0
330,000	36	1	-2	-2	-1	-1	-1	0	0	0	469	150	3,661	0	0	469	150	3,661	3,800	0	1	1	0	0	0	0	1	0	0	0
170,000	57	-1	-1	-1	-1	0	-1	792	-2,604	396	792	396	396	0	3,396	792	0	396	396	1	0	0	1	0	0	0	1	0	0	1
310,000	35	0	0	-1	0	0	-1	14,332	8,257	11,505	17,264	10,919	3,185	1,041	11,512	7,271	5,000	3,215	15,558	0	1	0	1	0	0	0	1	0	0	0
80,000	29	2	0	0	0	0	0	80,100	79,368	81,130	49,407	49,067	50,234	3,500	3,700	1,800	1,900	3,000	2,000	0	1	0	1	0	0	0	1	0	0	0
50,000	24	-1	-1	2	0	-1	-1	18,965	21,647	20,731	13,555	2,338	41,191	3,000	15	587	2,338	41,191	18,957	0	1	0	0	1	0	0	1	0	0	0
150,000	27	-2	-2	-2	-1	0	0	-3,706	-6,108	32,662	59,350	41,136	28,596	3,449	46,128	60,260	30,218	17,000	20,133	0	1	1	0	0	0	0	0	1	0	0
110,000	28	0	0	0	0	0	0	41,799	43,152	44,625	45,579	46,843	48,062	2,027	2,500	2,000	2,000	2,000	1,600	0	1	0	1	0	0	0	1	0	0	0
310,000	30	-2	-2	-2	-2	-2	-2	167	-223	780	0	0	291	0	1,003	0	0	291	173	1	0	0	1	0	0	0	0	1	0	0
230,000	37	-1	0	0	0	0	-1	11,770	16,479	20,474	26,492	326	1,056	10,000	5,000	16,492	0	1,056	326	1	0	0	1	0	0	0	0	0	1	0
90,000	38	0	0	0	0	0	0	88,758	89,680	89,876	49,922	46,302	45,430	3,900	3,487	1,629	4,000	3,000	813	0	1	0	1	0	0	0	1	0	0	0
80,000	29	-1	-1	2	-1	-1	-1	6,441	14,342	6,187	7,757	8,451	6,625	14,349	5	7,761	8,460	6,630	6,218	0	1	0	1	0	0	0	0	0	1	0
280,000	32	1	-2	-1	0	0	-2	0	0	3,508	3,508	-200	-200	0	3,508	0	0	0	0	0	1	1	0	0	0	0	1	0	0	1
160,000	42	0	0	0	0	0	0	165,686	169,969	170,142	119,529	122,059	111,378	8,450	5,289	4,022	4,195	3,986	3,958	0	1	0	1	0	0	0	1	0	0	1
60,000	24	0	0	0	0	0	0	35,138	35,776	34,783	32,158	28,991	28,434	1,553	2,000	1,508	1,080	1,003	1,000	0	1	1	0	0	0	0	0	1	0	0
50,000	32	0	0	0	0	0	0	52,475	53,600	55,739	55,957	29,238	6,119	2,000	3,000	1,591	72	1,134	73,421	1	0	0	1	0	0	0	0	1	0	0
200,000	37	2	2	2	2	2	2	157,131	166,590	168,386	164,182	169,029	172,084	13,500	6,000	0	7,500	6,000	4,000	1	0	1	0	0	0	0	0	1	0	1
50,000	26	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0
70,000	25	0	0	0	0	2	2	73,939	70,488	51,152	35,122	28,633	28,039	3,000	2,000	4,500	1,200	0	1,200	0	1	0	1	0	0	0	0	1	0	1
160,000	36	-2	-2	-2	-2	-2	-2	-20	-20	3,640	2,935	1,603	14,129	0	3,660	3,135	1,650	14,200	1,500	0	1	0	1	0	0	0	1	0	0	1