segformer-b0-finetuned-segments-sidewalk-oct-22

This model is a fine-tuned version of nvidia/mit-b0 on the wellesley-easel/image-train, wellesley-easel/image-test dataset. It achieves the following results on the evaluation set:

• Accuracy Borders: 0.6097
• Accuracy Line filler: 0.8119
• Accuracy Marginal images: 0.6394
• Accuracy Miniatures: 0.7675
• Accuracy Painted initials: 0.6157
• Accuracy Pen flourished texts: 0.6003
• Accuracy Pen flourishing: 0.5235
• Accuracy Unlabeled: nan
• Iou Borders: 0.5591
• Iou Line filler: 0.7826
• Iou Marginal images: 0.5042
• Iou Miniatures: 0.4997
• Iou Painted initials: 0.5464
• Iou Pen flourished texts: 0.4909
• Iou Pen flourishing: 0.4539
• Iou Unlabeled: 0.0
• Loss: 0.2057
• Mean Accuracy: 0.6526
• Mean Iou: 0.4796
• Overall Accuracy: 0.6338

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 6e-05
• train_batch_size: 2
• eval_batch_size: 2
• seed: 42
• optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• num_epochs: 50

Training results

Training Loss	Epoch	Step	Accuracy Borders	Accuracy Line filler	Accuracy Marginal images	Accuracy Miniatures	Accuracy Painted initials	Accuracy Pen flourished texts	Accuracy Pen flourishing	Accuracy Unlabeled	Iou Borders	Iou Line filler	Iou Marginal images	Iou Miniatures	Iou Painted initials	Iou Pen flourished texts	Iou Pen flourishing	Iou Unlabeled	Validation Loss	Mean Accuracy	Mean Iou	Overall Accuracy
1.8075	0.1176	20	0.7553	0.1390	0.1369	0.5082	0.0004	0.0201	0.0372	nan	0.3627	0.1142	0.0961	0.0675	0.0004	0.0176	0.0358	0.0	1.9109	0.2282	0.0868	0.2654
1.5814	0.2353	40	0.6448	0.0468	0.3838	0.4182	0.0625	0.0058	0.0283	nan	0.3311	0.0446	0.1939	0.1272	0.0572	0.0057	0.0277	0.0	1.4522	0.2272	0.0984	0.2478
1.5444	0.3529	60	0.7341	0.0459	0.1813	0.1502	0.6252	0.0001	0.0066	nan	0.4451	0.0440	0.1473	0.0590	0.4220	0.0001	0.0066	0.0	1.1036	0.2491	0.1405	0.3336
1.1839	0.4706	80	0.7397	0.0392	0.2392	0.7926	0.1158	0.0036	0.0013	nan	0.4259	0.0390	0.1913	0.0855	0.1090	0.0036	0.0013	0.0	0.9065	0.2759	0.1069	0.2687
1.0629	0.5882	100	0.7516	0.2236	0.3468	0.7264	0.4003	0.0000	0.0010	nan	0.4341	0.2154	0.2516	0.2491	0.3159	0.0000	0.0010	0.0	0.8336	0.3499	0.1834	0.3577
0.9941	0.7059	120	0.7834	0.2615	0.1684	0.4760	0.6182	0.0000	0.0053	nan	0.4486	0.2531	0.1473	0.3356	0.4237	0.0000	0.0053	0.0	0.8483	0.3304	0.2017	0.3873
0.8275	0.8235	140	0.7235	0.2377	0.2337	0.7612	0.6699	0.0	0.0044	nan	0.4723	0.2330	0.1886	0.2411	0.4198	0.0	0.0044	0.0	0.7896	0.3758	0.1949	0.3856
0.7453	0.9412	160	0.6811	0.2303	0.2838	0.4838	0.6775	0.0338	0.0215	nan	0.4674	0.2252	0.2493	0.3048	0.4459	0.0336	0.0213	0.0	0.5992	0.3446	0.2184	0.3800
0.644	1.0588	180	0.6698	0.2288	0.5339	0.4997	0.4032	0.0214	0.0074	nan	0.4552	0.2268	0.2975	0.3972	0.3338	0.0213	0.0074	0.0	0.5316	0.3377	0.2174	0.3535
0.6028	1.1765	200	0.6823	0.2881	0.3771	0.7463	0.5449	0.0188	0.0227	nan	0.5002	0.2850	0.2978	0.1783	0.3438	0.0186	0.0225	0.0	0.5340	0.3829	0.2058	0.3815
0.6296	1.2941	220	0.7683	0.2222	0.2053	0.1118	0.5615	0.0146	0.0048	nan	0.4810	0.2204	0.1972	0.1070	0.4117	0.0145	0.0048	0.0	0.5120	0.2698	0.1796	0.3659
0.8554	1.4118	240	0.5745	0.2286	0.4511	0.7475	0.5611	0.0248	0.0225	nan	0.4593	0.2259	0.2823	0.2103	0.3802	0.0247	0.0224	0.0	0.4277	0.3729	0.2006	0.3513
0.4367	1.5294	260	0.6135	0.3293	0.5852	0.6492	0.5794	0.0615	0.0383	nan	0.4729	0.3243	0.3496	0.3694	0.4362	0.0603	0.0378	0.0	0.4257	0.4080	0.2563	0.3999
0.7337	1.6471	280	0.7197	0.3694	0.5413	0.6552	0.2631	0.1559	0.0126	nan	0.4739	0.3635	0.4016	0.2344	0.2479	0.1439	0.0126	0.0	0.3577	0.3882	0.2347	0.3855
0.6031	1.7647	300	0.6508	0.4684	0.4463	0.7751	0.4983	0.1094	0.0843	nan	0.5112	0.4568	0.3576	0.2191	0.3695	0.1049	0.0821	0.0	0.3417	0.4332	0.2626	0.4230
0.3842	1.8824	320	0.5900	0.4129	0.4386	0.7454	0.5408	0.0587	0.0431	nan	0.4921	0.3999	0.3515	0.2348	0.3844	0.0573	0.0425	0.0	0.3260	0.4042	0.2453	0.3898
0.293	2.0	340	0.5145	0.1619	0.4249	0.7126	0.5357	0.0418	0.0442	nan	0.4265	0.1613	0.3467	0.4806	0.4442	0.0413	0.0435	0.0	0.3022	0.3479	0.2430	0.3215
0.2692	2.1176	360	0.6393	0.3683	0.5449	0.7569	0.5238	0.1581	0.0994	nan	0.4906	0.3648	0.3822	0.4333	0.4513	0.1497	0.0960	0.0	0.3202	0.4415	0.2960	0.4229
0.586	2.2353	380	0.3920	0.1874	0.3127	0.7960	0.4519	0.0357	0.0348	nan	0.3599	0.1853	0.2808	0.2663	0.3593	0.0354	0.0343	0.0	0.2931	0.3158	0.1902	0.2667
0.4216	2.3529	400	0.5188	0.3016	0.7371	0.7835	0.4778	0.0311	0.1660	nan	0.4531	0.3001	0.4016	0.3725	0.4131	0.0310	0.1517	0.0	0.2792	0.4309	0.2654	0.3907
0.6542	2.4706	420	0.3593	0.3086	0.3897	0.7062	0.5499	0.0455	0.0679	nan	0.3396	0.3040	0.3200	0.5112	0.4466	0.0449	0.0651	0.0	0.2625	0.3467	0.2539	0.3070
0.2036	2.5882	440	0.6508	0.3899	0.4127	0.6628	0.4893	0.1187	0.0632	nan	0.5085	0.3864	0.3418	0.4605	0.4505	0.1147	0.0617	0.0	0.2502	0.3982	0.2905	0.3998
0.2088	2.7059	460	0.5910	0.2920	0.4144	0.7824	0.5513	0.1175	0.0509	nan	0.5009	0.2900	0.3547	0.4075	0.4673	0.1143	0.0499	0.0	0.2488	0.3999	0.2731	0.3759
0.7377	2.8235	480	0.6700	0.3121	0.3126	0.7447	0.5747	0.0865	0.0265	nan	0.4961	0.3111	0.2985	0.7088	0.5088	0.0848	0.0263	0.0	0.2396	0.3896	0.3043	0.3874
0.2826	2.9412	500	0.6256	0.4907	0.4382	0.8312	0.5495	0.1817	0.1991	nan	0.5437	0.4832	0.3745	0.2826	0.4638	0.1732	0.1858	0.0	0.2389	0.4737	0.3133	0.4561
0.5988	3.0588	520	0.4926	0.3465	0.6793	0.8082	0.6839	0.1214	0.1313	nan	0.4524	0.3456	0.4541	0.6884	0.5455	0.1174	0.1259	0.0	0.2371	0.4662	0.3412	0.4202
0.1758	3.1765	540	0.6453	0.4519	0.4226	0.7560	0.5740	0.1507	0.1462	nan	0.5321	0.4483	0.3822	0.4032	0.4745	0.1444	0.1399	0.0	0.2267	0.4495	0.3156	0.4434
0.1558	3.2941	560	0.4830	0.4657	0.6303	0.8186	0.5370	0.3321	0.2505	nan	0.4482	0.4633	0.4525	0.4182	0.4739	0.2778	0.2257	0.0	0.2450	0.5024	0.3449	0.4512
0.1813	3.4118	580	0.5648	0.4500	0.4136	0.7611	0.7295	0.1288	0.2054	nan	0.4901	0.4473	0.3843	0.6311	0.5430	0.1259	0.1941	0.0	0.2276	0.4648	0.3520	0.4538
0.1132	3.5294	600	0.6018	0.5737	0.6722	0.8120	0.6177	0.2442	0.3488	nan	0.5455	0.5666	0.4634	0.4095	0.5036	0.2321	0.3167	0.0	0.2151	0.5529	0.3797	0.5305
0.4475	3.6471	620	0.4518	0.3397	0.6281	0.8010	0.5121	0.0878	0.1173	nan	0.4240	0.3374	0.4368	0.3997	0.4419	0.0864	0.1133	0.0	0.2382	0.4197	0.2799	0.3697
0.1416	3.7647	640	0.6050	0.6913	0.5937	0.6516	0.7145	0.2692	0.2547	nan	0.5486	0.6589	0.4629	0.6256	0.5590	0.2496	0.2372	0.0	0.2050	0.5400	0.4177	0.5412
0.1126	3.8824	660	0.5710	0.5522	0.7008	0.8130	0.6034	0.1959	0.3027	nan	0.5243	0.5416	0.4673	0.4239	0.5174	0.1879	0.2746	0.0	0.2089	0.5341	0.3671	0.5057
0.2345	4.0	680	0.7699	0.5608	0.6266	0.6727	0.5744	0.2651	0.3010	nan	0.5999	0.5563	0.4561	0.6437	0.5255	0.2476	0.2726	0.0	0.2085	0.5386	0.4127	0.5545
0.4901	4.1176	700	0.3902	0.4594	0.6352	0.7804	0.5106	0.0960	0.0706	nan	0.3762	0.4509	0.4273	0.3733	0.4521	0.0931	0.0686	0.0	0.2282	0.4203	0.2802	0.3650
0.3098	4.2353	720	0.5980	0.5749	0.4625	0.7344	0.6248	0.2352	0.2628	nan	0.5337	0.5599	0.3939	0.4534	0.5263	0.2219	0.2435	0.0	0.2072	0.4989	0.3666	0.4923
0.157	4.3529	740	0.6675	0.5781	0.5765	0.7965	0.6787	0.2852	0.2300	nan	0.5860	0.5702	0.4584	0.7026	0.5813	0.2641	0.2143	0.0	0.2044	0.5447	0.4221	0.5311
0.2713	4.4706	760	0.6500	0.6266	0.4187	0.8360	0.6221	0.4583	0.4358	nan	0.5708	0.6194	0.3776	0.5403	0.5448	0.3828	0.3617	0.0	0.1938	0.5782	0.4247	0.5651
0.1054	4.5882	780	0.6249	0.5457	0.4668	0.7575	0.6390	0.2349	0.1219	nan	0.5341	0.5395	0.3995	0.6359	0.5509	0.2215	0.1180	0.0	0.2059	0.4844	0.3749	0.4713
0.1896	4.7059	800	0.6329	0.5457	0.5835	0.8084	0.6918	0.2350	0.3476	nan	0.5681	0.5387	0.4914	0.7545	0.5740	0.2206	0.3136	0.0	0.1920	0.5493	0.4326	0.5365
0.1055	4.8235	820	0.5859	0.6203	0.6965	0.8388	0.6621	0.3204	0.4332	nan	0.5366	0.6126	0.4834	0.4016	0.5339	0.2966	0.3759	0.0	0.2041	0.5939	0.4051	0.5665
0.1846	4.9412	840	0.7070	0.5698	0.5044	0.5564	0.6398	0.2159	0.2443	nan	0.5853	0.5633	0.4440	0.5538	0.5677	0.2031	0.2259	0.0	0.2017	0.4911	0.3929	0.5202
0.169	5.0588	860	0.4278	0.5357	0.6489	0.7875	0.6015	0.2953	0.1830	nan	0.4128	0.5281	0.4319	0.4924	0.4955	0.2644	0.1717	0.0	0.2186	0.4971	0.3496	0.4433
0.2677	5.1765	880	0.6296	0.5319	0.3520	0.5149	0.5633	0.2034	0.1772	nan	0.5270	0.5237	0.3292	0.4444	0.5044	0.1919	0.1692	0.0	0.2033	0.4246	0.3362	0.4507
0.0889	5.2941	900	0.6694	0.6491	0.7419	0.7612	0.5693	0.3711	0.3844	nan	0.5921	0.6412	0.4813	0.4648	0.5159	0.3358	0.3431	0.0	0.1925	0.5923	0.4218	0.5784
0.1322	5.4118	920	0.6485	0.7033	0.6341	0.6543	0.7620	0.4002	0.4072	nan	0.5809	0.6919	0.4944	0.5753	0.5763	0.3552	0.3701	0.0	0.1904	0.6014	0.4555	0.6072
0.4502	5.5294	940	0.4521	0.4879	0.6600	0.7752	0.4581	0.2063	0.0888	nan	0.4237	0.4841	0.4694	0.4279	0.4265	0.1942	0.0860	0.0	0.2296	0.4469	0.3140	0.3944
0.4282	5.6471	960	0.5822	0.4529	0.2034	0.6957	0.5614	0.2259	0.1726	nan	0.4919	0.4500	0.1995	0.5340	0.5047	0.2117	0.1641	0.0	0.2134	0.4134	0.3195	0.4135
0.1782	5.7647	980	0.6373	0.6400	0.6629	0.7884	0.7004	0.4099	0.4552	nan	0.5713	0.6330	0.5033	0.7194	0.5962	0.3682	0.3985	0.0	0.1762	0.6134	0.4737	0.5983
0.0859	5.8824	1000	0.6456	0.7125	0.7406	0.8328	0.6453	0.4034	0.4730	nan	0.5713	0.6992	0.4973	0.4803	0.5494	0.3630	0.4180	0.0	0.1813	0.6362	0.4473	0.6154
0.112	6.0	1020	0.5724	0.4895	0.3659	0.6206	0.6137	0.3714	0.2627	nan	0.5077	0.4856	0.3320	0.4782	0.5267	0.3267	0.2437	0.0	0.1921	0.4709	0.3626	0.4696
0.1272	6.1176	1040	0.6276	0.6054	0.4731	0.4692	0.6710	0.3446	0.2839	nan	0.5608	0.5948	0.4149	0.3750	0.5403	0.3083	0.2613	0.0	0.1812	0.4964	0.3819	0.5234
0.0875	6.2353	1060	0.5245	0.6226	0.5577	0.8034	0.6774	0.3097	0.2465	nan	0.4897	0.6105	0.4368	0.4604	0.5249	0.2867	0.2292	0.0	0.1935	0.5346	0.3798	0.5022
0.1456	6.3529	1080	0.5570	0.6679	0.5449	0.7337	0.6797	0.4253	0.3168	nan	0.5123	0.6494	0.4361	0.7009	0.5632	0.3669	0.2903	0.0	0.1812	0.5608	0.4399	0.5405
0.6459	6.4706	1100	0.6534	0.6469	0.5281	0.7908	0.5817	0.4029	0.3390	nan	0.5695	0.6380	0.4423	0.4665	0.5195	0.3570	0.3081	0.0	0.1781	0.5633	0.4126	0.5498
0.2315	6.5882	1120	0.6363	0.7349	0.5238	0.6955	0.7374	0.4726	0.3048	nan	0.5610	0.7209	0.4311	0.6218	0.5865	0.4117	0.2833	0.0	0.1805	0.5865	0.4520	0.5826
0.1239	6.7059	1140	0.6735	0.5484	0.5615	0.7873	0.5629	0.4814	0.3721	nan	0.5882	0.5449	0.4299	0.6759	0.5253	0.4131	0.3329	0.0	0.1787	0.5696	0.4388	0.5518
0.1192	6.8235	1160	0.7083	0.7479	0.6222	0.8405	0.6504	0.3605	0.3024	nan	0.5842	0.7352	0.4529	0.5539	0.5429	0.3363	0.2798	0.0	0.1849	0.6046	0.4357	0.5926
0.164	6.9412	1180	0.5772	0.5940	0.5957	0.7947	0.7015	0.3853	0.2790	nan	0.5317	0.5822	0.4773	0.6941	0.5605	0.3419	0.2600	0.0	0.1828	0.5610	0.4310	0.5321
0.0521	7.0588	1200	0.5594	0.7452	0.7773	0.7550	0.5510	0.5128	0.4799	nan	0.5226	0.7288	0.4246	0.7345	0.5091	0.4367	0.4256	0.0	0.1850	0.6258	0.4727	0.5951
0.342	7.1765	1220	0.4804	0.6311	0.6616	0.7602	0.6082	0.4365	0.3032	nan	0.4585	0.6213	0.4716	0.4228	0.5069	0.3753	0.2789	0.0	0.1890	0.5545	0.3919	0.5114
0.1206	7.2941	1240	0.5056	0.6291	0.5523	0.6649	0.6728	0.3651	0.2447	nan	0.4747	0.6189	0.4225	0.6544	0.5696	0.3264	0.2251	0.0	0.1960	0.5192	0.4115	0.4989
0.1074	7.4118	1260	0.6669	0.7867	0.5368	0.7476	0.6871	0.5233	0.4936	nan	0.5846	0.7665	0.4469	0.6782	0.5872	0.4436	0.4365	0.0	0.1699	0.6346	0.4929	0.6342
0.3285	7.5294	1280	0.5504	0.6356	0.5515	0.7354	0.5232	0.3559	0.2617	nan	0.5041	0.6309	0.4391	0.4419	0.4788	0.3210	0.2365	0.0	0.1980	0.5162	0.3815	0.4923
0.1306	7.6471	1300	0.6599	0.6567	0.4722	0.7113	0.5382	0.4262	0.2745	nan	0.5708	0.6498	0.3917	0.4310	0.5009	0.3824	0.2523	0.0	0.1927	0.5341	0.3974	0.5296
0.1634	7.7647	1320	0.6108	0.6312	0.4359	0.6420	0.6558	0.3881	0.3204	nan	0.5464	0.6234	0.3816	0.5543	0.5632	0.3511	0.2874	0.0	0.1852	0.5263	0.4134	0.5308
0.0995	7.8824	1340	0.6216	0.6667	0.5533	0.7305	0.7371	0.4071	0.3827	nan	0.5692	0.6550	0.4559	0.6877	0.5819	0.3654	0.3452	0.0	0.1747	0.5856	0.4575	0.5790
0.0889	8.0	1360	0.6088	0.7414	0.5544	0.6129	0.7065	0.4764	0.3598	nan	0.5528	0.6951	0.4601	0.6033	0.5845	0.4000	0.3309	0.0	0.1724	0.5800	0.4533	0.5833
0.1961	8.1176	1380	0.3761	0.5099	0.6783	0.6586	0.5734	0.2147	0.0922	nan	0.3653	0.5007	0.4544	0.3701	0.4738	0.2035	0.0898	0.0	0.2253	0.4433	0.3072	0.3964
0.0677	8.2353	1400	0.5847	0.6663	0.6432	0.6625	0.6528	0.3963	0.2488	nan	0.5362	0.6493	0.4813	0.4236	0.5501	0.3557	0.2333	0.0	0.1831	0.5507	0.4037	0.5365
0.0711	8.3529	1420	0.6579	0.6892	0.4598	0.7422	0.6624	0.3743	0.3337	nan	0.5739	0.6754	0.4124	0.4983	0.5588	0.3417	0.3055	0.0	0.1779	0.5599	0.4208	0.5602
0.4127	8.4706	1440	0.6583	0.7628	0.6346	0.7309	0.7095	0.5087	0.4862	nan	0.5866	0.7399	0.4965	0.7187	0.6104	0.4386	0.4335	0.0	0.1654	0.6415	0.5030	0.6377
0.2609	8.5882	1460	0.6848	0.7688	0.5650	0.8034	0.6723	0.4933	0.3829	nan	0.6000	0.7520	0.4681	0.5417	0.5737	0.4302	0.3440	0.0	0.1726	0.6244	0.4637	0.6139
0.087	8.7059	1480	0.6392	0.6736	0.5845	0.5682	0.6319	0.4959	0.3491	nan	0.5664	0.6629	0.4649	0.5639	0.5679	0.4290	0.3176	0.0	0.1776	0.5632	0.4466	0.5702
0.2058	8.8235	1500	0.5160	0.5262	0.2496	0.6996	0.5345	0.3556	0.1482	nan	0.4600	0.5201	0.2380	0.4771	0.4807	0.3118	0.1407	0.0	0.2195	0.4328	0.3285	0.4147
0.0888	8.9412	1520	0.4784	0.7632	0.7082	0.7279	0.7672	0.4440	0.3827	nan	0.4582	0.7377	0.4603	0.7121	0.5877	0.3931	0.3467	0.0	0.1891	0.6102	0.4620	0.5784
0.0483	9.0588	1540	0.5498	0.7738	0.6029	0.8221	0.6262	0.5504	0.4198	nan	0.5093	0.7526	0.4684	0.5409	0.5441	0.4512	0.3685	0.0	0.1797	0.6207	0.4544	0.5857
0.5767	9.1765	1560	0.6162	0.7132	0.4261	0.7254	0.4969	0.5004	0.2532	nan	0.5423	0.6915	0.3789	0.4282	0.4647	0.4199	0.2357	0.0	0.1871	0.5331	0.3952	0.5188
0.1153	9.2941	1580	0.5643	0.6115	0.5515	0.6617	0.6523	0.4134	0.2127	nan	0.5212	0.6018	0.4408	0.6476	0.5687	0.3637	0.1998	0.0	0.1912	0.5239	0.4180	0.5072
0.0458	9.4118	1600	0.5486	0.5898	0.5748	0.7092	0.6039	0.3991	0.2833	nan	0.5067	0.5831	0.4562	0.6514	0.5441	0.3521	0.2576	0.0	0.1933	0.5298	0.4189	0.5065
0.078	9.5294	1620	0.5898	0.7368	0.7035	0.7864	0.7292	0.5145	0.4312	nan	0.5518	0.7185	0.5150	0.7596	0.5917	0.4397	0.3863	0.0	0.1710	0.6416	0.4953	0.6149
0.1967	9.6471	1640	0.5463	0.6557	0.6260	0.7690	0.6416	0.4367	0.3206	nan	0.5084	0.6473	0.4499	0.7333	0.5677	0.3834	0.2921	0.0	0.1823	0.5708	0.4478	0.5394
0.1209	9.7647	1660	0.7085	0.7511	0.5097	0.7800	0.7012	0.5175	0.4391	nan	0.6168	0.7416	0.4444	0.6764	0.5940	0.4468	0.3900	0.0	0.1685	0.6296	0.4887	0.6291
0.0786	9.8824	1680	0.6523	0.7370	0.5632	0.7560	0.5844	0.4551	0.4283	nan	0.5709	0.7175	0.4484	0.7329	0.5470	0.4017	0.3715	0.0	0.1733	0.5966	0.4737	0.5896
0.0582	10.0	1700	0.6414	0.7632	0.5909	0.8093	0.6764	0.5316	0.5086	nan	0.5746	0.7509	0.4615	0.7694	0.6058	0.4634	0.4338	0.0	0.1685	0.6459	0.5074	0.6311
0.0483	10.1176	1720	0.6314	0.8037	0.5417	0.7698	0.7254	0.5414	0.4115	nan	0.5660	0.7691	0.4564	0.7536	0.6108	0.4614	0.3703	0.0	0.1715	0.6321	0.4984	0.6203
0.1294	10.2353	1740	0.5515	0.6656	0.5325	0.7377	0.6382	0.4068	0.2633	nan	0.5136	0.6544	0.4328	0.4643	0.5441	0.3640	0.2432	0.0	0.1954	0.5422	0.4021	0.5191
0.1508	10.3529	1760	0.5812	0.7512	0.6402	0.7764	0.7178	0.5311	0.4123	nan	0.5413	0.7305	0.4831	0.6699	0.5963	0.4472	0.3727	0.0	0.1711	0.6300	0.4801	0.6048
0.0559	10.4706	1780	0.4957	0.7737	0.7509	0.8319	0.7379	0.5461	0.4950	nan	0.4751	0.7580	0.4725	0.7787	0.6060	0.4643	0.4252	0.0	0.1863	0.6616	0.4975	0.6165
0.314	10.5882	1800	0.6633	0.7798	0.5717	0.8020	0.6552	0.5198	0.5134	nan	0.5917	0.7595	0.4724	0.6619	0.5789	0.4489	0.4508	0.0	0.1648	0.6436	0.4955	0.6347
0.0527	10.7059	1820	0.5510	0.7151	0.7182	0.7902	0.6479	0.5513	0.4393	nan	0.5183	0.7013	0.4848	0.7009	0.5662	0.4624	0.3927	0.0	0.1764	0.6304	0.4783	0.5936
0.4402	10.8235	1840	0.5466	0.6675	0.4789	0.8238	0.6022	0.4394	0.2968	nan	0.5035	0.6594	0.4184	0.4160	0.5096	0.3921	0.2713	0.0	0.1961	0.5507	0.3963	0.5178
0.065	10.9412	1860	0.5938	0.7045	0.5444	0.6437	0.6055	0.5027	0.3032	nan	0.5350	0.6825	0.4159	0.6355	0.5571	0.4334	0.2751	0.0	0.1850	0.5568	0.4418	0.5480
0.4109	11.0588	1880	0.5358	0.5310	0.5474	0.6797	0.5743	0.3846	0.1970	nan	0.5003	0.5254	0.4175	0.5810	0.5256	0.3439	0.1836	0.0	0.2131	0.4928	0.3847	0.4674
0.143	11.1765	1900	0.5031	0.6905	0.6724	0.7625	0.6534	0.5470	0.2463	nan	0.4788	0.6720	0.4655	0.4366	0.5395	0.4438	0.2312	0.0	0.1872	0.5822	0.4084	0.5353
0.0857	11.2941	1920	0.5711	0.6707	0.5375	0.6882	0.5995	0.4553	0.4000	nan	0.5258	0.6554	0.4321	0.6616	0.5473	0.3831	0.3383	0.0	0.1808	0.5603	0.4429	0.5490
0.1001	11.4118	1940	0.6688	0.7422	0.5224	0.7915	0.6742	0.4432	0.3899	nan	0.5954	0.7260	0.4451	0.7550	0.5947	0.3949	0.3448	0.0	0.1779	0.6046	0.4820	0.5978
0.0885	11.5294	1960	0.5682	0.7505	0.7036	0.7917	0.7301	0.5799	0.3999	nan	0.5350	0.7265	0.4967	0.7309	0.5955	0.4793	0.3617	0.0	0.1762	0.6463	0.4907	0.6114
0.1089	11.6471	1980	0.6331	0.7756	0.5672	0.7942	0.6717	0.5353	0.4924	nan	0.5691	0.7588	0.4716	0.7453	0.5930	0.4578	0.4143	0.0	0.1728	0.6385	0.5012	0.6250
0.2835	11.7647	2000	0.5547	0.7998	0.6584	0.7962	0.6602	0.5471	0.3443	nan	0.5230	0.7624	0.4900	0.5901	0.5641	0.4592	0.3108	0.0	0.1769	0.6230	0.4625	0.5873
0.0673	11.8824	2020	0.5531	0.7212	0.5838	0.7692	0.7246	0.5467	0.2957	nan	0.5132	0.6989	0.4626	0.7441	0.5977	0.4578	0.2705	0.0	0.1863	0.5992	0.4681	0.5668
0.0988	12.0	2040	0.6442	0.6852	0.5683	0.7977	0.6604	0.4599	0.3211	nan	0.5747	0.6761	0.4784	0.7403	0.5817	0.4036	0.2906	0.0	0.1871	0.5910	0.4682	0.5719
0.0443	12.1176	2060	0.5388	0.7968	0.5865	0.7509	0.7237	0.5097	0.4649	nan	0.5067	0.7756	0.4654	0.7353	0.5813	0.4428	0.4019	0.0	0.1809	0.6245	0.4887	0.6042
0.0907	12.2353	2080	0.6641	0.7856	0.6392	0.7377	0.6493	0.5793	0.4707	nan	0.5940	0.7699	0.5065	0.7260	0.5806	0.4831	0.4164	0.0	0.1651	0.6466	0.5096	0.6375
0.2443	12.3529	2100	0.6279	0.7988	0.6522	0.8008	0.6340	0.5913	0.5190	nan	0.5792	0.7798	0.5201	0.4813	0.5363	0.4835	0.4553	0.0	0.1686	0.6606	0.4795	0.6397
0.1034	12.4706	2120	0.6843	0.7966	0.5288	0.8001	0.5423	0.5691	0.4933	nan	0.5914	0.7757	0.4560	0.5088	0.5062	0.4704	0.4288	0.0	0.1664	0.6306	0.4672	0.6219
0.5893	12.5882	2140	0.5317	0.6664	0.7161	0.7344	0.5498	0.5046	0.3262	nan	0.5007	0.6551	0.4826	0.6755	0.5094	0.4087	0.2949	0.0	0.1951	0.5756	0.4409	0.5377
0.0807	12.7059	2160	0.6376	0.7711	0.4654	0.7920	0.6454	0.5652	0.5126	nan	0.5717	0.7451	0.4205	0.4705	0.5416	0.4706	0.4494	0.0	0.1715	0.6270	0.4587	0.6179
0.0755	12.8235	2180	0.6472	0.6780	0.5644	0.6780	0.6288	0.4436	0.3696	nan	0.5755	0.6657	0.4718	0.4901	0.5575	0.3975	0.3323	0.0	0.1746	0.5728	0.4363	0.5718
0.0856	12.9412	2200	0.5804	0.7255	0.6692	0.6004	0.7202	0.4855	0.2483	nan	0.5399	0.6989	0.5142	0.5918	0.5969	0.4156	0.2314	0.0	0.1838	0.5757	0.4486	0.5655
0.0625	13.0588	2220	0.5935	0.6889	0.4922	0.7725	0.6735	0.4737	0.3408	nan	0.5455	0.6683	0.4247	0.6949	0.5708	0.4113	0.3080	0.0	0.1787	0.5764	0.4529	0.5577
0.2591	13.1765	2240	0.5953	0.7422	0.6455	0.7788	0.6272	0.5217	0.3644	nan	0.5519	0.7095	0.4944	0.5380	0.5504	0.4467	0.3263	0.0	0.1775	0.6107	0.4521	0.5835
0.1259	13.2941	2260	0.7093	0.7983	0.6311	0.7357	0.7115	0.6864	0.5414	nan	0.6304	0.7717	0.5111	0.7261	0.6124	0.5355	0.4789	0.0	0.1626	0.6877	0.5333	0.6842
0.2349	13.4118	2280	0.6025	0.7645	0.5685	0.7733	0.6748	0.4783	0.2795	nan	0.5555	0.7410	0.4688	0.4101	0.5418	0.4275	0.2575	0.0	0.1873	0.5916	0.4253	0.5696
0.0692	13.5294	2300	0.6380	0.8543	0.7017	0.7747	0.6849	0.6123	0.4550	nan	0.5830	0.8049	0.5022	0.7441	0.6018	0.5023	0.4043	0.0	0.1689	0.6744	0.5178	0.6543
0.0954	13.6471	2320	0.5685	0.7079	0.5827	0.7735	0.7179	0.4689	0.3987	nan	0.5324	0.6857	0.4620	0.7351	0.5809	0.4135	0.3551	0.0	0.1757	0.6026	0.4706	0.5802
0.0949	13.7647	2340	0.5695	0.7124	0.4531	0.7844	0.6383	0.5271	0.3449	nan	0.5254	0.6910	0.3996	0.5420	0.5304	0.4361	0.3128	0.0	0.1787	0.5757	0.4297	0.5514
0.0344	13.8824	2360	0.6660	0.6909	0.5661	0.7167	0.5517	0.5421	0.3871	nan	0.5863	0.6851	0.4583	0.4955	0.5151	0.4558	0.3430	0.0	0.1866	0.5887	0.4424	0.5798
0.0716	14.0	2380	0.6700	0.7005	0.4058	0.7898	0.5885	0.5733	0.4318	nan	0.5899	0.6871	0.3717	0.4542	0.5115	0.4721	0.3820	0.0	0.1789	0.5942	0.4336	0.5855
0.1041	14.1176	2400	0.6126	0.7931	0.7262	0.7615	0.6963	0.6199	0.5150	nan	0.5657	0.7738	0.5004	0.7220	0.6017	0.5114	0.4516	0.0	0.1644	0.6749	0.5158	0.6526
0.0772	14.2353	2420	0.5901	0.7203	0.5105	0.7855	0.6783	0.5837	0.4726	nan	0.5442	0.7031	0.4280	0.7571	0.5792	0.4685	0.4063	0.0	0.1753	0.6201	0.4858	0.5994
0.2136	14.3529	2440	0.5990	0.7008	0.5012	0.7108	0.6358	0.5148	0.3721	nan	0.5391	0.6889	0.4233	0.6186	0.5610	0.4318	0.3313	0.0	0.1836	0.5764	0.4493	0.5646
0.0485	14.4706	2460	0.5729	0.8080	0.6969	0.7667	0.6514	0.6315	0.5102	nan	0.5315	0.7864	0.4846	0.6407	0.5781	0.5095	0.4419	0.0	0.1714	0.6625	0.4966	0.6343
0.2278	14.5882	2480	0.5998	0.6799	0.5039	0.6127	0.6383	0.4836	0.2747	nan	0.5395	0.6654	0.4241	0.6060	0.5750	0.4207	0.2523	0.0	0.1827	0.5418	0.4354	0.5392
0.0568	14.7059	2500	0.6641	0.7770	0.5396	0.7618	0.7227	0.5852	0.4774	nan	0.5916	0.7616	0.4507	0.7129	0.6122	0.4981	0.4226	0.0	0.1678	0.6468	0.5062	0.6404
0.0705	14.8235	2520	0.6722	0.7917	0.5589	0.7634	0.7355	0.4866	0.3542	nan	0.5931	0.7503	0.4662	0.6342	0.5974	0.4239	0.3232	0.0	0.1725	0.6232	0.4735	0.6171
0.0604	14.9412	2540	0.6280	0.7355	0.5854	0.6714	0.6031	0.5450	0.4637	nan	0.5658	0.7148	0.4656	0.6260	0.5552	0.4467	0.3986	0.0	0.1825	0.6046	0.4716	0.6008
0.2305	15.0588	2560	0.6061	0.8349	0.6133	0.7246	0.7137	0.5741	0.4452	nan	0.5590	0.7930	0.4992	0.6982	0.6019	0.4777	0.3939	0.0	0.1777	0.6446	0.5029	0.6321
0.0875	15.1765	2580	0.5900	0.7621	0.7347	0.7595	0.6047	0.5487	0.3366	nan	0.5429	0.7424	0.4799	0.5206	0.5504	0.4621	0.3077	0.0	0.1814	0.6195	0.4508	0.5872
0.1007	15.2941	2600	0.6253	0.8057	0.5009	0.7728	0.6527	0.5370	0.4523	nan	0.5653	0.7731	0.4288	0.5064	0.5605	0.4556	0.3954	0.0	0.1807	0.6210	0.4606	0.6108
0.1389	15.4118	2620	0.5667	0.7904	0.6343	0.7064	0.6330	0.5278	0.3209	nan	0.5205	0.7502	0.4795	0.6312	0.5634	0.4383	0.2935	0.0	0.1849	0.5971	0.4596	0.5748
0.0435	15.5294	2640	0.6546	0.7772	0.6524	0.7248	0.6809	0.6259	0.4435	nan	0.5940	0.7568	0.5139	0.6776	0.5988	0.5010	0.3920	0.0	0.1673	0.6513	0.5043	0.6385
0.0677	15.6471	2660	0.6809	0.8429	0.6792	0.7216	0.6981	0.6106	0.4533	nan	0.6088	0.8103	0.5405	0.5633	0.5955	0.5125	0.4027	0.0	0.1672	0.6695	0.5042	0.6629
0.0915	15.7647	2680	0.5588	0.7437	0.6587	0.5977	0.6320	0.5654	0.3526	nan	0.5246	0.7068	0.5072	0.4336	0.5461	0.4561	0.3197	0.0	0.1771	0.5870	0.4368	0.5742
0.1574	15.8824	2700	0.6517	0.8235	0.5987	0.6244	0.6738	0.6526	0.4966	nan	0.5897	0.7825	0.4721	0.5975	0.5866	0.5179	0.4397	0.0	0.1663	0.6459	0.4983	0.6500
0.1346	16.0	2720	0.5691	0.6940	0.6383	0.7662	0.6794	0.4942	0.3125	nan	0.5328	0.6741	0.4981	0.7344	0.5870	0.4304	0.2850	0.0	0.1852	0.5934	0.4677	0.5631
0.0513	16.1176	2740	0.6260	0.7357	0.4434	0.7758	0.5831	0.5115	0.4240	nan	0.5635	0.7189	0.3978	0.5461	0.5247	0.4266	0.3626	0.0	0.1829	0.5856	0.4425	0.5748
0.0137	16.2353	2760	0.5992	0.8101	0.6816	0.7996	0.6373	0.5615	0.5102	nan	0.5557	0.7783	0.5008	0.5269	0.5564	0.4797	0.4420	0.0	0.1714	0.6571	0.4800	0.6327
0.1328	16.3529	2780	0.4835	0.7630	0.7018	0.8136	0.6230	0.5688	0.3818	nan	0.4637	0.7194	0.4761	0.5085	0.5403	0.4709	0.3402	0.0	0.1944	0.6194	0.4399	0.5686
0.0447	16.4706	2800	0.6677	0.7106	0.5428	0.8042	0.6655	0.4898	0.3692	nan	0.5963	0.6912	0.4633	0.6569	0.5764	0.4323	0.3301	0.0	0.1805	0.6071	0.4683	0.5930
0.1562	16.5882	2820	0.5798	0.7057	0.4143	0.6629	0.6455	0.5800	0.4128	nan	0.5287	0.6836	0.3640	0.6162	0.5597	0.4604	0.3622	0.0	0.1855	0.5716	0.4468	0.5659
0.1305	16.7059	2840	0.5681	0.7451	0.5189	0.8041	0.6870	0.4464	0.3350	nan	0.5179	0.7058	0.4281	0.6974	0.5715	0.3999	0.3027	0.0	0.1985	0.5863	0.4529	0.5620
0.0704	16.8235	2860	0.6216	0.7840	0.6305	0.6397	0.6780	0.5613	0.3796	nan	0.5658	0.7475	0.4893	0.6340	0.5857	0.4633	0.3439	0.0	0.1683	0.6135	0.4787	0.6087
0.041	16.9412	2880	0.6279	0.6791	0.5798	0.6332	0.6756	0.5050	0.3925	nan	0.5716	0.6623	0.4706	0.6039	0.5821	0.4306	0.3515	0.0	0.1768	0.5847	0.4591	0.5845
0.0817	17.0588	2900	0.5667	0.7393	0.4656	0.7153	0.6286	0.4747	0.3320	nan	0.5202	0.7132	0.4048	0.5019	0.5383	0.4076	0.2998	0.0	0.2024	0.5603	0.4232	0.5466
0.0697	17.1765	2920	0.5816	0.7433	0.5403	0.6478	0.6245	0.5344	0.3414	nan	0.5287	0.7152	0.4308	0.6256	0.5593	0.4470	0.3112	0.0	0.1827	0.5733	0.4522	0.5639
0.0693	17.2941	2940	0.6219	0.7176	0.4700	0.6925	0.6218	0.5264	0.3604	nan	0.5540	0.6861	0.4161	0.6752	0.5544	0.4310	0.3273	0.0	0.1768	0.5729	0.4555	0.5672
0.0669	17.4118	2960	0.5730	0.7471	0.6399	0.7912	0.6717	0.4923	0.4755	nan	0.5292	0.7277	0.4768	0.7457	0.5901	0.4328	0.4121	0.0	0.1805	0.6273	0.4893	0.6032
0.0514	17.5294	2980	0.6631	0.8003	0.6048	0.7817	0.6841	0.5860	0.4538	nan	0.5919	0.7714	0.4900	0.6932	0.5929	0.4853	0.4053	0.0	0.1726	0.6534	0.5038	0.6402
0.0881	17.6471	3000	0.5963	0.7467	0.5088	0.7631	0.6875	0.5835	0.3702	nan	0.5427	0.7170	0.4339	0.6960	0.5804	0.4755	0.3332	0.0	0.1840	0.6080	0.4723	0.5873
0.0595	17.7647	3020	0.5536	0.6505	0.4365	0.5556	0.5668	0.4813	0.3307	nan	0.5029	0.6364	0.3811	0.5506	0.5211	0.4013	0.2937	0.0	0.2071	0.5107	0.4109	0.5127
0.0546	17.8824	3040	0.6777	0.8074	0.6312	0.6729	0.7055	0.5656	0.4494	nan	0.6036	0.7787	0.4891	0.6667	0.5964	0.4818	0.3986	0.0	0.1811	0.6442	0.5019	0.6469
0.1679	18.0	3060	0.5887	0.6598	0.5571	0.7229	0.4937	0.4553	0.3882	nan	0.5322	0.6442	0.4471	0.6339	0.4648	0.3967	0.3409	0.0	0.2035	0.5522	0.4325	0.5354
0.1392	18.1176	3080	0.5160	0.6796	0.5320	0.7791	0.5156	0.4658	0.3818	nan	0.4779	0.6581	0.4433	0.4723	0.4679	0.3969	0.3325	0.0	0.1997	0.5528	0.4061	0.5203
0.0245	18.2353	3100	0.5667	0.7951	0.6033	0.7668	0.6497	0.5510	0.4672	nan	0.5230	0.7662	0.4753	0.6020	0.5607	0.4616	0.3976	0.0	0.1957	0.6286	0.4733	0.6059
0.0612	18.3529	3120	0.6413	0.7788	0.5853	0.6536	0.6309	0.5245	0.2772	nan	0.5708	0.7446	0.4763	0.6275	0.5633	0.4433	0.2563	0.0	0.1876	0.5845	0.4603	0.5792
0.1809	18.4706	3140	0.5503	0.7194	0.5811	0.7357	0.5647	0.5557	0.3791	nan	0.5075	0.6915	0.4544	0.6834	0.5171	0.4434	0.3355	0.0	0.1937	0.5837	0.4541	0.5559
0.1449	18.5882	3160	0.6664	0.7980	0.5993	0.8089	0.5942	0.6431	0.4600	nan	0.5952	0.7710	0.4796	0.6652	0.5481	0.5069	0.4042	0.0	0.1803	0.6528	0.4963	0.6325
0.0642	18.7059	3180	0.7059	0.8080	0.5792	0.7798	0.6205	0.6641	0.5833	nan	0.6183	0.7876	0.4962	0.4713	0.5517	0.5323	0.5020	0.0	0.1709	0.6772	0.4949	0.6721
0.0685	18.8235	3200	0.6653	0.8159	0.6769	0.7354	0.6301	0.5637	0.5288	nan	0.5932	0.7900	0.5241	0.5120	0.5639	0.4778	0.4589	0.0	0.1782	0.6594	0.4900	0.6532
0.1072	18.9412	3220	0.6093	0.7676	0.6487	0.7192	0.6749	0.5020	0.4245	nan	0.5610	0.7442	0.5057	0.5176	0.5733	0.4380	0.3772	0.0	0.1896	0.6209	0.4646	0.6083
0.0286	19.0588	3240	0.6236	0.7994	0.6204	0.7151	0.6640	0.5830	0.4778	nan	0.5704	0.7619	0.4989	0.5886	0.5752	0.4782	0.4191	0.0	0.1808	0.6405	0.4865	0.6304
0.0987	19.1765	3260	0.6562	0.8199	0.6558	0.5889	0.7144	0.6617	0.4857	nan	0.5934	0.7788	0.5141	0.5819	0.6025	0.5151	0.4335	0.0	0.1680	0.6547	0.5024	0.6608
0.064	19.2941	3280	0.6415	0.7667	0.5341	0.7375	0.6048	0.5321	0.4147	nan	0.5690	0.7381	0.4503	0.6299	0.5541	0.4505	0.3677	0.0	0.1862	0.6045	0.4700	0.5961
0.1844	19.4118	3300	0.5628	0.6272	0.4223	0.6147	0.5705	0.4354	0.2255	nan	0.5082	0.6145	0.3805	0.4685	0.5138	0.3780	0.2109	0.0	0.2057	0.4941	0.3843	0.4876
0.1931	19.5294	3320	0.6253	0.7436	0.5681	0.6839	0.6838	0.4815	0.3612	nan	0.5612	0.7230	0.4809	0.6643	0.5969	0.4271	0.3244	0.0	0.1771	0.5925	0.4722	0.5879
0.068	19.6471	3340	0.6447	0.7731	0.6269	0.7921	0.5575	0.5322	0.4432	nan	0.5772	0.7470	0.4969	0.4862	0.5176	0.4528	0.3900	0.0	0.1825	0.6242	0.4584	0.6057
0.0822	19.7647	3360	0.5991	0.7496	0.6063	0.7596	0.6414	0.5591	0.4182	nan	0.5516	0.7185	0.4862	0.6698	0.5715	0.4617	0.3730	0.0	0.1803	0.6190	0.4790	0.5975
0.0862	19.8824	3380	0.5331	0.7045	0.7286	0.7428	0.6381	0.5269	0.4254	nan	0.5049	0.6817	0.5046	0.6429	0.5680	0.4466	0.3752	0.0	0.1919	0.6142	0.4655	0.5807
0.0592	20.0	3400	0.6285	0.7877	0.5732	0.7474	0.6270	0.5175	0.3622	nan	0.5715	0.7538	0.4648	0.5461	0.5624	0.4451	0.3262	0.0	0.1857	0.6062	0.4587	0.5923
0.162	20.1176	3420	0.5918	0.6550	0.5985	0.7381	0.6007	0.5231	0.3361	nan	0.5415	0.6399	0.4767	0.4691	0.5368	0.4410	0.3075	0.0	0.1863	0.5776	0.4266	0.5529
0.1402	20.2353	3440	0.5671	0.8070	0.5848	0.7340	0.6621	0.6069	0.4011	nan	0.5286	0.7731	0.4683	0.4917	0.5539	0.4897	0.3596	0.0	0.1862	0.6233	0.4581	0.6002
0.0366	20.3529	3460	0.6427	0.7819	0.5140	0.7005	0.6838	0.4955	0.4340	nan	0.5804	0.7494	0.4488	0.6349	0.5831	0.4295	0.3849	0.0	0.1756	0.6075	0.4764	0.6095
0.0997	20.4706	3480	0.6460	0.8403	0.5484	0.7701	0.6652	0.5469	0.4413	nan	0.5831	0.7926	0.4671	0.6289	0.5815	0.4665	0.3838	0.0	0.1765	0.6369	0.4879	0.6278
0.0187	20.5882	3500	0.5138	0.7832	0.7893	0.8227	0.6360	0.5404	0.5130	nan	0.4917	0.7540	0.5110	0.4660	0.5461	0.4557	0.4419	0.0	0.2080	0.6569	0.4583	0.6134
0.0418	20.7059	3520	0.6724	0.7894	0.6044	0.7644	0.5717	0.5768	0.4617	nan	0.5982	0.7584	0.4938	0.5266	0.5233	0.4705	0.4083	0.0	0.1779	0.6344	0.4724	0.6234
0.0591	20.8235	3540	0.6617	0.8013	0.5227	0.7861	0.5754	0.5501	0.3768	nan	0.5843	0.7623	0.4432	0.5303	0.5312	0.4624	0.3332	0.0	0.1867	0.6106	0.4559	0.5972
0.0992	20.9412	3560	0.6268	0.7168	0.4969	0.7435	0.6152	0.5524	0.5299	nan	0.5666	0.6992	0.4337	0.5243	0.5410	0.4545	0.4503	0.0	0.1744	0.6116	0.4587	0.6051
0.185	21.0588	3580	0.6061	0.7684	0.5508	0.7619	0.6352	0.5193	0.4135	nan	0.5542	0.7304	0.4642	0.5275	0.5572	0.4441	0.3641	0.0	0.1882	0.6079	0.4552	0.5920
0.0694	21.1765	3600	0.5745	0.6671	0.5286	0.6235	0.5231	0.3928	0.3220	nan	0.5244	0.6390	0.4330	0.4462	0.4842	0.3525	0.2911	0.0	0.1955	0.5188	0.3963	0.5150
0.1041	21.2941	3620	0.5789	0.7056	0.5925	0.7042	0.5716	0.4739	0.3646	nan	0.5309	0.6832	0.4735	0.5037	0.5157	0.4104	0.3266	0.0	0.1991	0.5702	0.4305	0.5532
0.202	21.4118	3640	0.5934	0.7424	0.6043	0.7631	0.6024	0.5308	0.3685	nan	0.5428	0.7200	0.4892	0.4941	0.5280	0.4434	0.3283	0.0	0.1932	0.6007	0.4432	0.5764
0.0356	21.5294	3660	0.5690	0.7363	0.6775	0.8060	0.4917	0.5392	0.4778	nan	0.5233	0.7191	0.4843	0.4648	0.4593	0.4420	0.4067	0.0	0.2061	0.6139	0.4374	0.5800
0.0917	21.6471	3680	0.5227	0.7362	0.4981	0.7056	0.6088	0.4596	0.3097	nan	0.4865	0.7060	0.4243	0.5046	0.5259	0.3980	0.2813	0.0	0.2127	0.5487	0.4158	0.5281
0.1491	21.7647	3700	0.6818	0.7252	0.6021	0.7389	0.6405	0.5491	0.4139	nan	0.6031	0.7111	0.4831	0.5450	0.5624	0.4705	0.3683	0.0	0.1770	0.6217	0.4679	0.6138
0.0613	21.8824	3720	0.6194	0.8202	0.5531	0.7664	0.6695	0.5771	0.5503	nan	0.5673	0.7886	0.4714	0.5501	0.5587	0.4820	0.4740	0.0	0.1810	0.6509	0.4865	0.6412
0.0646	22.0	3740	0.6156	0.8251	0.6490	0.7272	0.6220	0.6043	0.3393	nan	0.5640	0.7917	0.5098	0.4723	0.5393	0.4915	0.3088	0.0	0.2003	0.6261	0.4597	0.6046
0.0208	22.1176	3760	0.6673	0.7693	0.5139	0.7666	0.6132	0.5843	0.4326	nan	0.5935	0.7494	0.4497	0.4513	0.5349	0.4835	0.3859	0.0	0.1888	0.6210	0.4560	0.6116
0.1036	22.2353	3780	0.6047	0.7478	0.5507	0.7074	0.5988	0.5556	0.3769	nan	0.5500	0.7218	0.4619	0.4995	0.5352	0.4653	0.3397	0.0	0.1880	0.5917	0.4467	0.5776
0.1182	22.3529	3800	0.6148	0.7763	0.5702	0.6562	0.6283	0.5512	0.4313	nan	0.5621	0.7465	0.4691	0.4888	0.5473	0.4573	0.3842	0.0	0.1911	0.6041	0.4569	0.6009
0.0371	22.4706	3820	0.6579	0.7483	0.5232	0.6527	0.6102	0.4295	0.2972	nan	0.5778	0.7126	0.4488	0.4003	0.5304	0.3826	0.2742	0.0	0.1945	0.5598	0.4158	0.5647
0.1018	22.5882	3840	0.6041	0.8183	0.6083	0.6797	0.6496	0.6001	0.5539	nan	0.5548	0.7865	0.4803	0.5633	0.5682	0.4826	0.4719	0.0	0.1783	0.6449	0.4884	0.6400
0.0584	22.7059	3860	0.6365	0.7510	0.5597	0.7362	0.6458	0.5557	0.4461	nan	0.5746	0.7350	0.4627	0.5606	0.5714	0.4679	0.3945	0.0	0.1891	0.6187	0.4708	0.6090
0.3386	22.8235	3880	0.5468	0.7697	0.5911	0.5903	0.6844	0.4489	0.3628	nan	0.5114	0.7352	0.4647	0.5486	0.5779	0.4003	0.3275	0.0	0.1858	0.5706	0.4457	0.5686
0.0561	22.9412	3900	0.5693	0.7234	0.5650	0.6587	0.6173	0.4897	0.3811	nan	0.5282	0.7044	0.4594	0.4791	0.5438	0.4224	0.3388	0.0	0.1977	0.5721	0.4345	0.5620
0.0888	23.0588	3920	0.6362	0.7559	0.5665	0.6312	0.6649	0.5898	0.3987	nan	0.5779	0.7333	0.4748	0.4839	0.5699	0.4877	0.3572	0.0	0.1842	0.6062	0.4606	0.6057
0.1794	23.1765	3940	0.5361	0.7491	0.6482	0.7595	0.6278	0.6105	0.3587	nan	0.5027	0.7249	0.5055	0.5321	0.5420	0.4605	0.3273	0.0	0.2013	0.6129	0.4494	0.5749
0.0862	23.2941	3960	0.6217	0.7372	0.6451	0.7752	0.5805	0.5278	0.4364	nan	0.5643	0.7162	0.5030	0.5273	0.5327	0.4516	0.3839	0.0	0.1893	0.6177	0.4599	0.5966
0.0351	23.4118	3980	0.6113	0.8093	0.6189	0.7673	0.6163	0.5666	0.3273	nan	0.5612	0.7743	0.5051	0.5006	0.5439	0.4710	0.3001	0.0	0.1957	0.6167	0.4570	0.5920
0.0606	23.5294	4000	0.4895	0.8467	0.7431	0.7792	0.6257	0.5767	0.5085	nan	0.4669	0.8049	0.5167	0.5152	0.5470	0.4800	0.4375	0.0	0.1993	0.6528	0.4710	0.6131
0.1117	23.6471	4020	0.6609	0.7656	0.5254	0.6862	0.6854	0.4501	0.3532	nan	0.5918	0.7348	0.4618	0.4820	0.5698	0.4018	0.3198	0.0	0.1873	0.5896	0.4452	0.5936
0.0591	23.7647	4040	0.5806	0.6191	0.2811	0.6153	0.5184	0.3759	0.2886	nan	0.5195	0.6041	0.2684	0.4439	0.4647	0.3340	0.2607	0.0	0.2339	0.4684	0.3619	0.4760
0.0659	23.8824	4060	0.6263	0.7460	0.6311	0.7802	0.5040	0.5392	0.5027	nan	0.5618	0.7268	0.4881	0.4688	0.4741	0.4550	0.4262	0.0	0.1901	0.6185	0.4501	0.5995
0.0139	24.0	4080	0.6064	0.8098	0.6708	0.7765	0.6307	0.5887	0.5904	nan	0.5605	0.7806	0.5213	0.4613	0.5448	0.4904	0.5033	0.0	0.1909	0.6676	0.4828	0.6497
0.0916	24.1176	4100	0.5937	0.8004	0.6387	0.4300	0.6712	0.5549	0.3670	nan	0.5474	0.7703	0.4957	0.3594	0.5719	0.4708	0.3305	0.0	0.1904	0.5794	0.4432	0.5969
0.0389	24.2353	4120	0.6525	0.7129	0.5365	0.7411	0.6340	0.5620	0.4662	nan	0.5871	0.6977	0.4662	0.5282	0.5541	0.4762	0.4089	0.0	0.1808	0.6150	0.4648	0.6072
0.0403	24.3529	4140	0.5975	0.7245	0.5598	0.7581	0.6295	0.4973	0.2939	nan	0.5462	0.7023	0.4755	0.5532	0.5478	0.4266	0.2713	0.0	0.2031	0.5801	0.4404	0.5574
0.0767	24.4706	4160	0.5834	0.6656	0.3882	0.7494	0.5062	0.4012	0.3053	nan	0.5203	0.6488	0.3557	0.4888	0.4677	0.3573	0.2767	0.0	0.2138	0.5142	0.3894	0.5008
0.0374	24.5882	4180	0.6381	0.7239	0.5326	0.7790	0.5475	0.4485	0.3774	nan	0.5684	0.7086	0.4573	0.5180	0.5030	0.3951	0.3318	0.0	0.2095	0.5781	0.4353	0.5648
0.0338	24.7059	4200	0.6196	0.8088	0.6616	0.7844	0.5717	0.5660	0.4764	nan	0.5643	0.7798	0.5027	0.5422	0.5238	0.4752	0.4159	0.0	0.1830	0.6412	0.4755	0.6196
0.0581	24.8235	4220	0.6171	0.7694	0.4610	0.7765	0.6058	0.4846	0.3828	nan	0.5585	0.7436	0.4107	0.5132	0.5350	0.4223	0.3374	0.0	0.1965	0.5853	0.4401	0.5733
0.0918	24.9412	4240	0.6581	0.7329	0.5586	0.7625	0.5847	0.5729	0.3989	nan	0.5888	0.7193	0.4646	0.4748	0.5266	0.4692	0.3555	0.0	0.1880	0.6098	0.4499	0.5951
0.1006	25.0588	4260	0.4850	0.6704	0.4841	0.4047	0.6324	0.4739	0.2641	nan	0.4570	0.6529	0.4076	0.3777	0.5312	0.3919	0.2440	0.0	0.2071	0.4878	0.3828	0.4963
0.1117	25.1765	4280	0.6140	0.7606	0.4585	0.7476	0.5791	0.4797	0.3675	nan	0.5495	0.7353	0.4072	0.6097	0.5251	0.4100	0.3285	0.0	0.1959	0.5724	0.4457	0.5626
0.0656	25.2941	4300	0.5917	0.7822	0.5511	0.7659	0.6812	0.5235	0.3911	nan	0.5449	0.7481	0.4588	0.5728	0.5729	0.4445	0.3521	0.0	0.1946	0.6124	0.4618	0.5939
0.0632	25.4118	4320	0.5941	0.7024	0.6886	0.8112	0.4972	0.5369	0.4956	nan	0.5475	0.6897	0.5032	0.4286	0.4675	0.4495	0.4259	0.0	0.2124	0.6180	0.4390	0.5864
0.1296	25.5294	4340	0.6143	0.7401	0.4831	0.7332	0.5768	0.4888	0.3339	nan	0.5511	0.7169	0.4205	0.6465	0.5316	0.4214	0.2997	0.0	0.2093	0.5672	0.4485	0.5554
0.017	25.6471	4360	0.6214	0.8239	0.6351	0.7968	0.6338	0.5758	0.4557	nan	0.5720	0.7820	0.4944	0.5288	0.5528	0.4817	0.4017	0.0	0.1815	0.6489	0.4767	0.6271
0.0626	25.7647	4380	0.6096	0.7397	0.4142	0.7100	0.6158	0.4302	0.3631	nan	0.5472	0.7114	0.3738	0.5563	0.5398	0.3832	0.3253	0.0	0.2003	0.5547	0.4296	0.5536
0.0562	25.8824	4400	0.5382	0.6667	0.5408	0.7437	0.4544	0.4679	0.3324	nan	0.4942	0.6512	0.4337	0.4945	0.4273	0.3955	0.3006	0.0	0.2288	0.5349	0.3996	0.5057
0.0481	26.0	4420	0.6470	0.7941	0.6772	0.8151	0.4867	0.5697	0.4460	nan	0.5788	0.7683	0.5053	0.4266	0.4552	0.4719	0.3951	0.0	0.2008	0.6337	0.4501	0.6078
0.1181	26.1176	4440	0.6185	0.8259	0.6553	0.7584	0.6428	0.5691	0.4685	nan	0.5645	0.7946	0.4992	0.6382	0.5701	0.4830	0.4100	0.0	0.1887	0.6483	0.4950	0.6313
0.0955	26.2353	4460	0.6238	0.8080	0.6218	0.7940	0.6626	0.5683	0.4771	nan	0.5683	0.7798	0.4956	0.6408	0.5741	0.4799	0.4203	0.0	0.1894	0.6508	0.4949	0.6318
0.0419	26.3529	4480	0.6229	0.7772	0.4269	0.7931	0.5242	0.5259	0.3038	nan	0.5508	0.7280	0.3835	0.5810	0.4870	0.4288	0.2778	0.0	0.2083	0.5677	0.4296	0.5491
0.0435	26.4706	4500	0.5982	0.7836	0.5606	0.7854	0.6546	0.5434	0.4652	nan	0.5498	0.7521	0.4666	0.5704	0.5655	0.4572	0.4012	0.0	0.1992	0.6273	0.4704	0.6087
0.1927	26.5882	4520	0.6590	0.7113	0.4675	0.6427	0.5193	0.4884	0.3207	nan	0.5714	0.6878	0.4048	0.4885	0.4889	0.4201	0.2910	0.0	0.1995	0.5441	0.4191	0.5483
0.1172	26.7059	4540	0.6483	0.8118	0.6440	0.7806	0.5960	0.6026	0.3582	nan	0.5851	0.7789	0.5050	0.4865	0.5380	0.4878	0.3246	0.0	0.1931	0.6345	0.4632	0.6112
0.0875	26.8235	4560	0.6490	0.7809	0.5558	0.6747	0.6542	0.5180	0.4104	nan	0.5774	0.7490	0.4549	0.6394	0.5788	0.4565	0.3655	0.0	0.1808	0.6061	0.4777	0.6074
0.0863	26.9412	4580	0.5985	0.8198	0.6257	0.7668	0.6397	0.5946	0.3876	nan	0.5494	0.7803	0.4928	0.5272	0.5592	0.4874	0.3496	0.0	0.1896	0.6332	0.4682	0.6084
0.0579	27.0588	4600	0.6252	0.7397	0.6039	0.7715	0.5231	0.4704	0.3185	nan	0.5562	0.7137	0.4857	0.4537	0.4859	0.4099	0.2906	0.0	0.2087	0.5789	0.4245	0.5576
0.0805	27.1765	4620	0.5484	0.7807	0.5489	0.7046	0.6610	0.5095	0.3642	nan	0.5081	0.7438	0.4555	0.5045	0.5592	0.4383	0.3296	0.0	0.2034	0.5882	0.4424	0.5708
0.0375	27.2941	4640	0.6060	0.8189	0.6958	0.7501	0.6533	0.6065	0.4962	nan	0.5617	0.7809	0.5141	0.5676	0.5709	0.5029	0.4332	0.0	0.1957	0.6610	0.4914	0.6405
0.0469	27.4118	4660	0.6226	0.7543	0.5592	0.7682	0.5852	0.5505	0.4562	nan	0.5630	0.7295	0.4617	0.5549	0.5315	0.4535	0.3985	0.0	0.1837	0.6138	0.4616	0.5979
0.0485	27.5294	4680	0.6045	0.7154	0.5444	0.7374	0.5146	0.4876	0.4244	nan	0.5480	0.6947	0.4598	0.4867	0.4781	0.4111	0.3685	0.0	0.2073	0.5755	0.4308	0.5614
0.082	27.6471	4700	0.6211	0.7693	0.5586	0.5391	0.6518	0.4612	0.2906	nan	0.5620	0.7324	0.4647	0.4936	0.5711	0.4020	0.2674	0.0	0.1973	0.5560	0.4366	0.5676
0.0788	27.7647	4720	0.6157	0.7639	0.6897	0.6131	0.6254	0.5559	0.4185	nan	0.5666	0.7370	0.5014	0.5433	0.5640	0.4656	0.3695	0.0	0.1936	0.6118	0.4684	0.6073
0.0684	27.8824	4740	0.6247	0.7487	0.5175	0.7261	0.5315	0.4237	0.2682	nan	0.5539	0.7109	0.4421	0.4615	0.4905	0.3768	0.2468	0.0	0.1984	0.5486	0.4103	0.5377
0.0573	28.0	4760	0.6734	0.7945	0.6192	0.7093	0.6395	0.5122	0.4362	nan	0.6005	0.7645	0.4942	0.5158	0.5696	0.4491	0.3811	0.0	0.1912	0.6263	0.4719	0.6253
0.015	28.1176	4780	0.6185	0.7752	0.5949	0.7336	0.6215	0.5257	0.3893	nan	0.5583	0.7348	0.4879	0.4676	0.5474	0.4520	0.3500	0.0	0.1834	0.6084	0.4498	0.5942
0.0486	28.2353	4800	0.6449	0.8314	0.6295	0.8008	0.5985	0.6192	0.4839	nan	0.5832	0.7944	0.5102	0.4696	0.5319	0.4991	0.4230	0.0	0.1922	0.6583	0.4764	0.6381
0.1259	28.3529	4820	0.4914	0.6468	0.4758	0.5668	0.5150	0.3429	0.1426	nan	0.4571	0.6143	0.4009	0.3721	0.4674	0.3114	0.1365	0.0	0.2369	0.4545	0.3450	0.4428
0.0345	28.4706	4840	0.6171	0.7638	0.5020	0.7437	0.6516	0.4854	0.4429	nan	0.5622	0.7300	0.4405	0.5708	0.5614	0.4252	0.3860	0.0	0.1908	0.6009	0.4595	0.5944
0.1812	28.5882	4860	0.5856	0.7498	0.6362	0.7706	0.5207	0.4931	0.3476	nan	0.5377	0.7129	0.4914	0.4517	0.4796	0.4228	0.3147	0.0	0.2048	0.5862	0.4263	0.5584
0.0611	28.7059	4880	0.6240	0.7665	0.6100	0.7928	0.4938	0.5742	0.4032	nan	0.5616	0.7304	0.4842	0.4460	0.4634	0.4640	0.3610	0.0	0.1984	0.6092	0.4388	0.5833
0.0713	28.8235	4900	0.6236	0.7153	0.6259	0.6724	0.5725	0.5799	0.4707	nan	0.5650	0.6973	0.4867	0.4967	0.5214	0.4769	0.4145	0.0	0.1801	0.6086	0.4573	0.5996
0.0861	28.9412	4920	0.6499	0.7212	0.4809	0.7943	0.4804	0.5202	0.4536	nan	0.5761	0.7038	0.4325	0.4031	0.4485	0.4420	0.3893	0.0	0.2008	0.5858	0.4244	0.5730
0.0373	29.0588	4940	0.5716	0.7588	0.5336	0.6518	0.5908	0.5247	0.3772	nan	0.5227	0.7279	0.4450	0.4270	0.5280	0.4471	0.3361	0.0	0.1913	0.5726	0.4292	0.5637
0.0385	29.1765	4960	0.6501	0.8519	0.6409	0.7071	0.6734	0.5645	0.5580	nan	0.5899	0.8184	0.5040	0.5527	0.5853	0.4887	0.4714	0.0	0.1980	0.6637	0.5013	0.6637
0.0405	29.2941	4980	0.5704	0.8377	0.6972	0.7673	0.6162	0.6000	0.4421	nan	0.5311	0.7962	0.5022	0.5112	0.5440	0.4929	0.3920	0.0	0.2037	0.6473	0.4712	0.6175
0.0691	29.4118	5000	0.5398	0.7325	0.5735	0.6824	0.5860	0.4548	0.3331	nan	0.5015	0.7042	0.4680	0.4795	0.5222	0.3988	0.3010	0.0	0.2220	0.5574	0.4219	0.5394
0.0295	29.5294	5020	0.6374	0.7980	0.5558	0.7660	0.5847	0.5415	0.4195	nan	0.5757	0.7658	0.4767	0.4704	0.5268	0.4608	0.3713	0.0	0.1998	0.6147	0.4559	0.6014
0.1354	29.6471	5040	0.5395	0.7876	0.6499	0.6554	0.6122	0.5410	0.3184	nan	0.5044	0.7408	0.4964	0.4729	0.5406	0.4473	0.2901	0.0	0.2052	0.5863	0.4366	0.5647
0.2237	29.7647	5060	0.6817	0.7743	0.5962	0.6986	0.5071	0.5664	0.3759	nan	0.5953	0.7389	0.4778	0.5276	0.4834	0.4686	0.3360	0.0	0.1960	0.6000	0.4534	0.5941
0.0702	29.8824	5080	0.5799	0.7565	0.6050	0.6573	0.6367	0.5492	0.4174	nan	0.5343	0.7307	0.4889	0.5856	0.5660	0.4592	0.3682	0.0	0.2006	0.6003	0.4666	0.5897
0.0381	30.0	5100	0.6021	0.7683	0.5916	0.6969	0.5963	0.5026	0.3899	nan	0.5498	0.7344	0.4745	0.5487	0.5376	0.4279	0.3485	0.0	0.2020	0.5925	0.4527	0.5816
0.0649	30.1176	5120	0.6011	0.7462	0.4773	0.6493	0.5694	0.4602	0.3367	nan	0.5414	0.7149	0.4166	0.4838	0.5178	0.3957	0.3027	0.0	0.2101	0.5486	0.4216	0.5476
0.0444	30.2353	5140	0.5753	0.7752	0.6420	0.7118	0.6015	0.5385	0.4445	nan	0.5314	0.7433	0.4974	0.4820	0.5382	0.4549	0.3899	0.0	0.2020	0.6127	0.4546	0.5946
0.0472	30.3529	5160	0.6358	0.7923	0.5998	0.7370	0.6154	0.5315	0.4324	nan	0.5734	0.7588	0.4871	0.5143	0.5478	0.4549	0.3824	0.0	0.2070	0.6206	0.4648	0.6101
0.0346	30.4706	5180	0.6511	0.7830	0.5201	0.6695	0.6833	0.5337	0.4087	nan	0.5798	0.7444	0.4509	0.5653	0.5824	0.4558	0.3668	0.0	0.1890	0.6071	0.4682	0.6106
0.0626	30.5882	5200	0.5852	0.7299	0.4577	0.6097	0.6034	0.4244	0.3159	nan	0.5294	0.6952	0.4053	0.4835	0.5341	0.3774	0.2872	0.0	0.2141	0.5323	0.4140	0.5362
0.0914	30.7059	5220	0.6085	0.7484	0.6083	0.6220	0.6260	0.4827	0.3212	nan	0.5520	0.7069	0.4791	0.5306	0.5558	0.4166	0.2940	0.0	0.1926	0.5739	0.4419	0.5703
0.0702	30.8235	5240	0.5068	0.7519	0.6045	0.7224	0.6366	0.5338	0.4261	nan	0.4767	0.7160	0.4780	0.5259	0.5442	0.4431	0.3790	0.0	0.2057	0.5975	0.4454	0.5698
0.0814	30.9412	5260	0.5677	0.7665	0.6440	0.7476	0.6239	0.5668	0.4060	nan	0.5273	0.7336	0.4898	0.5087	0.5436	0.4662	0.3651	0.0	0.2135	0.6175	0.4543	0.5906
0.0501	31.0588	5280	0.5391	0.7410	0.6523	0.6268	0.5807	0.5142	0.3441	nan	0.5026	0.6989	0.4794	0.5550	0.5285	0.4329	0.3122	0.0	0.1997	0.5712	0.4387	0.5538
0.0601	31.1765	5300	0.6522	0.7523	0.4625	0.7229	0.6050	0.5274	0.4622	nan	0.5761	0.7187	0.4156	0.6099	0.5465	0.4473	0.4048	0.0	0.1896	0.5978	0.4649	0.5981
0.096	31.2941	5320	0.5986	0.7587	0.5626	0.6801	0.6223	0.4832	0.3430	nan	0.5453	0.7220	0.4747	0.5621	0.5556	0.4211	0.3103	0.0	0.1949	0.5784	0.4489	0.5694
0.0494	31.4118	5340	0.6233	0.7990	0.6358	0.7667	0.6029	0.5444	0.4485	nan	0.5680	0.7602	0.5070	0.5196	0.5403	0.4622	0.3951	0.0	0.1869	0.6315	0.4690	0.6139
0.1183	31.5294	5360	0.5386	0.7428	0.5530	0.7625	0.6112	0.5157	0.3914	nan	0.5002	0.7141	0.4722	0.4615	0.5266	0.4362	0.3461	0.0	0.2154	0.5879	0.4321	0.5606
0.0669	31.6471	5380	0.6034	0.7258	0.5705	0.7115	0.5823	0.5162	0.4056	nan	0.5459	0.7051	0.4758	0.5224	0.5294	0.4402	0.3595	0.0	0.1949	0.5879	0.4473	0.5747
0.025	31.7647	5400	0.6385	0.8188	0.6447	0.7824	0.6041	0.5288	0.5289	nan	0.5820	0.7863	0.4988	0.5852	0.5432	0.4554	0.4562	0.0	0.1978	0.6495	0.4884	0.6367
0.0397	31.8824	5420	0.6416	0.7923	0.6168	0.7702	0.5695	0.5527	0.4890	nan	0.5803	0.7713	0.4928	0.5038	0.5225	0.4675	0.4219	0.0	0.1965	0.6332	0.4700	0.6192
0.0122	32.0	5440	0.6992	0.8456	0.6589	0.7643	0.6603	0.5778	0.4673	nan	0.6194	0.8123	0.5106	0.5698	0.5842	0.4897	0.4128	0.0	0.1992	0.6676	0.4999	0.6610
0.0285	32.1176	5460	0.6042	0.7480	0.5077	0.7297	0.5889	0.5093	0.4037	nan	0.5486	0.7254	0.4422	0.4659	0.5250	0.4336	0.3573	0.0	0.2046	0.5845	0.4373	0.5732
0.0914	32.2353	5480	0.6047	0.7803	0.5785	0.7751	0.5668	0.5185	0.4368	nan	0.5508	0.7484	0.4791	0.5047	0.5160	0.4386	0.3830	0.0	0.2075	0.6087	0.4526	0.5899
0.0197	32.3529	5500	0.5988	0.7481	0.5428	0.6664	0.3877	0.4693	0.3330	nan	0.5321	0.7116	0.4495	0.4126	0.3750	0.3977	0.3004	0.0	0.2207	0.5352	0.3974	0.5251
0.0365	32.4706	5520	0.5172	0.6899	0.5788	0.6733	0.5143	0.4732	0.3345	nan	0.4785	0.6621	0.4607	0.4317	0.4766	0.3990	0.3025	0.0	0.2191	0.5402	0.4014	0.5167
0.0664	32.5882	5540	0.5940	0.7928	0.6731	0.7631	0.5575	0.5913	0.4714	nan	0.5466	0.7608	0.5066	0.4726	0.5112	0.4766	0.4124	0.0	0.1984	0.6347	0.4609	0.6094
0.0584	32.7059	5560	0.6206	0.7864	0.6494	0.7658	0.6084	0.5838	0.4722	nan	0.5668	0.7566	0.5013	0.4965	0.5447	0.4799	0.4149	0.0	0.2044	0.6410	0.4701	0.6211
0.118	32.8235	5580	0.5960	0.7941	0.6381	0.7419	0.6657	0.5574	0.4887	nan	0.5505	0.7562	0.4982	0.5449	0.5721	0.4646	0.4296	0.0	0.2042	0.6403	0.4770	0.6240
0.1149	32.9412	5600	0.6567	0.8320	0.5295	0.7532	0.6445	0.5337	0.4936	nan	0.5861	0.7888	0.4513	0.5455	0.5682	0.4612	0.4256	0.0	0.1911	0.6347	0.4783	0.6327
0.0412	33.0588	5620	0.5993	0.7651	0.6115	0.7354	0.5999	0.5314	0.3737	nan	0.5476	0.7335	0.4775	0.4631	0.5363	0.4541	0.3350	0.0	0.2106	0.6023	0.4434	0.5828
0.0445	33.1765	5640	0.5898	0.8046	0.6339	0.7831	0.6130	0.5992	0.4851	nan	0.5457	0.7611	0.4970	0.4700	0.5394	0.4903	0.4241	0.0	0.2125	0.6441	0.4659	0.6190
0.0313	33.2941	5660	0.6287	0.7506	0.3821	0.7144	0.6291	0.4920	0.4152	nan	0.5604	0.7090	0.3557	0.4553	0.5421	0.4293	0.3686	0.0	0.1942	0.5732	0.4275	0.5752
0.0989	33.4118	5680	0.5806	0.7455	0.5809	0.6716	0.5917	0.4625	0.3234	nan	0.5323	0.7030	0.4711	0.4688	0.5276	0.4000	0.2953	0.0	0.2058	0.5652	0.4248	0.5534
0.0505	33.5294	5700	0.6470	0.7720	0.5448	0.7367	0.6367	0.5472	0.4649	nan	0.5808	0.7380	0.4691	0.4532	0.5502	0.4631	0.4073	0.0	0.1923	0.6213	0.4577	0.6154
0.061	33.6471	5720	0.6422	0.7985	0.6346	0.7304	0.6258	0.6130	0.4974	nan	0.5836	0.7630	0.5008	0.4769	0.5508	0.4999	0.4331	0.0	0.2000	0.6488	0.4760	0.6373
0.0314	33.7647	5740	0.6029	0.7351	0.5035	0.6309	0.5715	0.5111	0.3033	nan	0.5443	0.6968	0.4358	0.4393	0.5139	0.4229	0.2789	0.0	0.1973	0.5512	0.4165	0.5470
0.0301	33.8824	5760	0.6056	0.8070	0.5729	0.7673	0.5652	0.5678	0.4230	nan	0.5482	0.7575	0.4700	0.4991	0.5143	0.4625	0.3757	0.0	0.2027	0.6155	0.4534	0.5956
0.0289	34.0	5780	0.6140	0.7963	0.6195	0.7338	0.6299	0.5596	0.4334	nan	0.5602	0.7537	0.4882	0.5646	0.5557	0.4696	0.3834	0.0	0.1988	0.6266	0.4719	0.6116
0.0783	34.1176	5800	0.5828	0.7635	0.6624	0.7145	0.4718	0.5236	0.3752	nan	0.5326	0.7187	0.4804	0.4949	0.4478	0.4363	0.3347	0.0	0.2168	0.5848	0.4307	0.5617
0.145	34.2353	5820	0.6158	0.7351	0.5010	0.7776	0.5667	0.4783	0.3966	nan	0.5525	0.7010	0.4348	0.4831	0.5099	0.4183	0.3524	0.0	0.2134	0.5816	0.4315	0.5667
0.0837	34.3529	5840	0.6193	0.8046	0.6312	0.7895	0.5773	0.6062	0.4474	nan	0.5620	0.7646	0.4929	0.5107	0.5243	0.4880	0.3949	0.0	0.2009	0.6393	0.4672	0.6149
0.049	34.4706	5860	0.6502	0.8211	0.6141	0.7875	0.5759	0.5730	0.4748	nan	0.5829	0.7765	0.4918	0.5097	0.5279	0.4786	0.4135	0.0	0.1889	0.6424	0.4726	0.6267
0.07	34.5882	5880	0.6192	0.8217	0.5997	0.7555	0.6699	0.5636	0.4968	nan	0.5637	0.7771	0.4871	0.5145	0.5701	0.4755	0.4352	0.0	0.1991	0.6466	0.4779	0.6345
0.0404	34.7059	5900	0.5774	0.7410	0.5949	0.6873	0.5610	0.5094	0.3778	nan	0.5286	0.7103	0.4861	0.4519	0.5095	0.4265	0.3373	0.0	0.2171	0.5784	0.4313	0.5628
0.0764	34.8235	5920	0.5825	0.7782	0.5359	0.6647	0.5841	0.5188	0.3129	nan	0.5310	0.7303	0.4545	0.4480	0.5233	0.4321	0.2859	0.0	0.2163	0.5682	0.4256	0.5569
0.03	34.9412	5940	0.5697	0.7536	0.4850	0.7030	0.5107	0.4874	0.3172	nan	0.5213	0.7057	0.4185	0.3998	0.4695	0.4096	0.2873	0.0	0.2211	0.5466	0.4015	0.5312
0.1253	35.0588	5960	0.6145	0.7799	0.5908	0.7600	0.5807	0.5233	0.3930	nan	0.5569	0.7386	0.4786	0.4425	0.5243	0.4482	0.3517	0.0	0.2122	0.6060	0.4426	0.5879
0.0669	35.1765	5980	0.6087	0.7467	0.5358	0.6281	0.6248	0.4905	0.4080	nan	0.5523	0.7101	0.4502	0.4550	0.5481	0.4246	0.3635	0.0	0.2025	0.5775	0.4380	0.5801
0.0549	35.2941	6000	0.5986	0.7642	0.5271	0.6867	0.5885	0.5061	0.4273	nan	0.5422	0.7283	0.4485	0.5091	0.5323	0.4332	0.3767	0.0	0.2069	0.5855	0.4463	0.5796
0.1198	35.4118	6020	0.5665	0.7173	0.5903	0.7417	0.5373	0.4867	0.3396	nan	0.5190	0.6877	0.4674	0.4662	0.4941	0.4175	0.3073	0.0	0.2214	0.5685	0.4199	0.5432
0.0377	35.5294	6040	0.6538	0.7767	0.5832	0.7668	0.5076	0.6046	0.5057	nan	0.5811	0.7507	0.4818	0.4778	0.4778	0.4857	0.4349	0.0	0.2018	0.6283	0.4612	0.6145
0.0574	35.6471	6060	0.5582	0.7975	0.6295	0.7307	0.6011	0.5316	0.4076	nan	0.5171	0.7580	0.4842	0.4747	0.5328	0.4561	0.3620	0.0	0.2077	0.6080	0.4481	0.5851
0.0848	35.7647	6080	0.6343	0.7903	0.5391	0.7208	0.6118	0.5251	0.4421	nan	0.5703	0.7533	0.4591	0.4977	0.5428	0.4523	0.3893	0.0	0.2030	0.6091	0.4581	0.6040
0.0299	35.8824	6100	0.5724	0.8162	0.5854	0.7369	0.6077	0.6153	0.4603	nan	0.5278	0.7754	0.4763	0.5082	0.5371	0.4919	0.4026	0.0	0.2040	0.6277	0.4649	0.6066
0.0673	36.0	6120	0.6175	0.8058	0.5487	0.7393	0.5731	0.5160	0.4234	nan	0.5578	0.7657	0.4658	0.5036	0.5213	0.4429	0.3706	0.0	0.2054	0.6034	0.4534	0.5927
0.0309	36.1176	6140	0.6340	0.7812	0.5825	0.7482	0.5671	0.5391	0.3761	nan	0.5699	0.7428	0.4800	0.4753	0.5156	0.4562	0.3370	0.0	0.1968	0.6040	0.4471	0.5886
0.0359	36.2353	6160	0.6018	0.8067	0.6430	0.7831	0.5650	0.6005	0.4600	nan	0.5516	0.7698	0.4987	0.4837	0.5156	0.4896	0.4026	0.0	0.2009	0.6372	0.4640	0.6113
0.042	36.3529	6180	0.6392	0.7108	0.5386	0.6994	0.5062	0.4671	0.3709	nan	0.5685	0.6825	0.4576	0.4549	0.4735	0.4052	0.3319	0.0	0.2124	0.5618	0.4217	0.5559
0.0234	36.4706	6200	0.5958	0.7494	0.5017	0.6696	0.5294	0.5067	0.3390	nan	0.5367	0.7129	0.4338	0.4373	0.4903	0.4257	0.3067	0.0	0.2146	0.5560	0.4179	0.5476
0.0227	36.5882	6220	0.5795	0.8202	0.6680	0.7573	0.6299	0.5773	0.5083	nan	0.5372	0.7741	0.4992	0.4997	0.5513	0.4804	0.4427	0.0	0.2016	0.6487	0.4731	0.6268
0.035	36.7059	6240	0.5909	0.8398	0.6260	0.7456	0.6305	0.6033	0.5172	nan	0.5439	0.7886	0.4919	0.5210	0.5528	0.4897	0.4473	0.0	0.1986	0.6505	0.4794	0.6332
0.0602	36.8235	6260	0.6484	0.7661	0.4964	0.6844	0.6204	0.5257	0.4306	nan	0.5779	0.7319	0.4357	0.4819	0.5469	0.4485	0.3797	0.0	0.1941	0.5960	0.4503	0.5983
0.0379	36.9412	6280	0.6458	0.8262	0.6758	0.7528	0.6137	0.6149	0.5061	nan	0.5868	0.7856	0.5138	0.4961	0.5495	0.5003	0.4419	0.0	0.1983	0.6622	0.4843	0.6473
0.109	37.0588	6300	0.5710	0.7760	0.5828	0.6716	0.6251	0.4996	0.3806	nan	0.5258	0.7328	0.4703	0.4769	0.5477	0.4302	0.3418	0.0	0.2038	0.5867	0.4407	0.5755
0.0255	37.1765	6320	0.6247	0.7802	0.6117	0.7249	0.5484	0.5326	0.4329	nan	0.5651	0.7454	0.4864	0.4578	0.5072	0.4513	0.3819	0.0	0.2067	0.6079	0.4494	0.5954
0.0387	37.2941	6340	0.6329	0.8448	0.6456	0.7578	0.6380	0.5931	0.5245	nan	0.5777	0.7994	0.5047	0.4722	0.5602	0.4966	0.4558	0.0	0.2070	0.6624	0.4833	0.6495
0.1184	37.4118	6360	0.6176	0.7493	0.5886	0.7276	0.5476	0.5356	0.4241	nan	0.5593	0.7219	0.4794	0.4742	0.5045	0.4466	0.3749	0.0	0.2158	0.5986	0.4451	0.5845
0.0566	37.5294	6380	0.5941	0.7625	0.6694	0.7475	0.5048	0.5453	0.3733	nan	0.5431	0.7347	0.4917	0.4960	0.4757	0.4493	0.3344	0.0	0.2166	0.5996	0.4406	0.5727
0.0498	37.6471	6400	0.6471	0.8022	0.6379	0.7516	0.6110	0.5909	0.5058	nan	0.5860	0.7746	0.5013	0.5299	0.5476	0.4878	0.4384	0.0	0.2035	0.6495	0.4832	0.6373
0.1512	37.7647	6420	0.6153	0.7711	0.5300	0.7795	0.5941	0.5785	0.4731	nan	0.5572	0.7425	0.4546	0.5410	0.5365	0.4709	0.4105	0.0	0.2025	0.6202	0.4641	0.6032
0.1109	37.8824	6440	0.5906	0.7701	0.5661	0.7107	0.6262	0.5301	0.4384	nan	0.5405	0.7388	0.4694	0.5390	0.5521	0.4471	0.3833	0.0	0.1955	0.6046	0.4588	0.5927
0.0445	38.0	6460	0.6119	0.7793	0.6119	0.7233	0.6214	0.5887	0.4286	nan	0.5604	0.7471	0.4902	0.4967	0.5482	0.4825	0.3807	0.0	0.2029	0.6236	0.4632	0.6075
0.0659	38.1176	6480	0.5996	0.7117	0.5112	0.5835	0.5736	0.4705	0.2718	nan	0.5403	0.6818	0.4338	0.4425	0.5215	0.4099	0.2510	0.0	0.2232	0.5317	0.4101	0.5328
0.031	38.2353	6500	0.6160	0.7982	0.6095	0.7677	0.6241	0.5135	0.4607	nan	0.5613	0.7575	0.4957	0.4770	0.5435	0.4476	0.4036	0.0	0.2005	0.6271	0.4608	0.6122
0.0851	38.3529	6520	0.6037	0.8053	0.6469	0.7582	0.6137	0.5943	0.4655	nan	0.5546	0.7718	0.5076	0.4839	0.5410	0.4875	0.4097	0.0	0.1969	0.6411	0.4695	0.6198
0.0342	38.4706	6540	0.6045	0.8181	0.7121	0.7871	0.5583	0.5829	0.5242	nan	0.5548	0.7849	0.5038	0.5188	0.5159	0.4847	0.4520	0.0	0.2088	0.6553	0.4769	0.6302
0.0832	38.5882	6560	0.5785	0.7714	0.6516	0.7239	0.5523	0.5098	0.4370	nan	0.5315	0.7388	0.4830	0.5376	0.5133	0.4401	0.3830	0.0	0.2059	0.6035	0.4534	0.5842
0.0542	38.7059	6580	0.6380	0.7669	0.5540	0.6933	0.5817	0.5007	0.4060	nan	0.5719	0.7373	0.4631	0.5252	0.5316	0.4352	0.3597	0.0	0.1981	0.5915	0.4530	0.5882
0.0924	38.8235	6600	0.6486	0.8094	0.6207	0.7761	0.5828	0.5863	0.5070	nan	0.5867	0.7720	0.5002	0.5106	0.5299	0.4852	0.4394	0.0	0.1894	0.6473	0.4780	0.6330
0.0733	38.9412	6620	0.6155	0.7949	0.5339	0.7036	0.6256	0.5483	0.4644	nan	0.5583	0.7609	0.4592	0.4975	0.5488	0.4651	0.4062	0.0	0.2043	0.6123	0.4620	0.6072
0.0247	39.0588	6640	0.6167	0.8219	0.6264	0.7525	0.6494	0.6065	0.4714	nan	0.5631	0.7832	0.4976	0.5175	0.5636	0.5005	0.4162	0.0	0.2031	0.6493	0.4802	0.6321
0.0531	39.1765	6660	0.5942	0.8124	0.6496	0.7631	0.6434	0.5588	0.5050	nan	0.5505	0.7773	0.5125	0.5102	0.5556	0.4724	0.4370	0.0	0.2140	0.6466	0.4769	0.6277
0.0417	39.2941	6680	0.6177	0.7754	0.5891	0.6224	0.6550	0.5365	0.3880	nan	0.5618	0.7408	0.4877	0.5193	0.5730	0.4553	0.3479	0.0	0.2126	0.5977	0.4607	0.5976
0.06	39.4118	6700	0.6720	0.7768	0.5421	0.5877	0.6933	0.5415	0.4220	nan	0.5970	0.7455	0.4707	0.5195	0.5900	0.4631	0.3771	0.0	0.2018	0.6051	0.4704	0.6209
0.0758	39.5294	6720	0.5921	0.7617	0.5160	0.6688	0.5823	0.4997	0.3531	nan	0.5385	0.7248	0.4428	0.4777	0.5249	0.4244	0.3188	0.0	0.2047	0.5677	0.4315	0.5605
0.0498	39.6471	6740	0.5902	0.7241	0.5466	0.7229	0.5525	0.5069	0.3726	nan	0.5369	0.6974	0.4595	0.4599	0.5050	0.4296	0.3350	0.0	0.2169	0.5737	0.4279	0.5569
0.0624	39.7647	6760	0.6441	0.7746	0.5856	0.6766	0.6254	0.5496	0.4466	nan	0.5802	0.7479	0.4859	0.4784	0.5539	0.4662	0.3941	0.0	0.2044	0.6147	0.4633	0.6129
0.0627	39.8824	6780	0.4661	0.6560	0.5740	0.7061	0.4967	0.4296	0.3220	nan	0.4388	0.6380	0.4515	0.4560	0.4621	0.3740	0.2904	0.0	0.2326	0.5215	0.3888	0.4876
0.0615	40.0	6800	0.6150	0.7979	0.6108	0.7756	0.6001	0.5718	0.5033	nan	0.5592	0.7692	0.4899	0.4979	0.5391	0.4827	0.4351	0.0	0.2007	0.6392	0.4716	0.6215
0.0595	40.1176	6820	0.6057	0.7745	0.5243	0.6801	0.6532	0.5306	0.4493	nan	0.5510	0.7406	0.4500	0.4743	0.5571	0.4558	0.3956	0.0	0.2055	0.6025	0.4530	0.5996
0.0509	40.2353	6840	0.6338	0.7465	0.5792	0.6749	0.5229	0.5054	0.3961	nan	0.5667	0.7170	0.4690	0.4880	0.4932	0.4357	0.3521	0.0	0.2097	0.5798	0.4402	0.5749
0.1217	40.3529	6860	0.5666	0.8390	0.6327	0.7331	0.6504	0.6003	0.5049	nan	0.5274	0.7875	0.4960	0.5450	0.5650	0.4924	0.4384	0.0	0.2035	0.6467	0.4815	0.6272
0.0307	40.4706	6880	0.5825	0.8461	0.6405	0.6941	0.6628	0.5841	0.4699	nan	0.5389	0.7916	0.5005	0.5169	0.5721	0.4875	0.4144	0.0	0.1902	0.6400	0.4778	0.6270
0.0787	40.5882	6900	0.5622	0.6930	0.4235	0.5160	0.6149	0.4361	0.2762	nan	0.5120	0.6615	0.3801	0.3911	0.5362	0.3841	0.2555	0.0	0.2092	0.5031	0.3901	0.5139
0.0578	40.7059	6920	0.6061	0.7658	0.5875	0.7410	0.6063	0.5717	0.4394	nan	0.5524	0.7319	0.4811	0.5032	0.5424	0.4767	0.3899	0.0	0.2007	0.6168	0.4597	0.5996
0.0562	40.8235	6940	0.6555	0.8126	0.6176	0.7208	0.6374	0.6012	0.4871	nan	0.5889	0.7746	0.5000	0.4947	0.5628	0.5017	0.4287	0.0	0.1958	0.6474	0.4814	0.6405
0.0581	40.9412	6960	0.5972	0.7923	0.6164	0.7374	0.6208	0.5584	0.4685	nan	0.5464	0.7579	0.4885	0.5174	0.5507	0.4755	0.4095	0.0	0.2095	0.6273	0.4682	0.6110
0.0485	41.0588	6980	0.5415	0.7993	0.6515	0.7660	0.6047	0.5239	0.4070	nan	0.5028	0.7596	0.4934	0.5269	0.5401	0.4506	0.3621	0.0	0.2148	0.6134	0.4544	0.5833
0.0329	41.1765	7000	0.4965	0.6945	0.6149	0.7422	0.5283	0.4533	0.3394	nan	0.4649	0.6701	0.4730	0.4754	0.4852	0.3941	0.3060	0.0	0.2269	0.5527	0.4086	0.5177
0.0576	41.2941	7020	0.5949	0.7918	0.6506	0.7356	0.6369	0.5643	0.4626	nan	0.5479	0.7578	0.4975	0.5308	0.5627	0.4771	0.4070	0.0	0.2067	0.6338	0.4726	0.6155
0.1071	41.4118	7040	0.6279	0.8093	0.5586	0.7604	0.6565	0.5572	0.4817	nan	0.5683	0.7724	0.4720	0.5050	0.5677	0.4775	0.4230	0.0	0.2009	0.6359	0.4732	0.6254
0.0259	41.5294	7060	0.6146	0.7363	0.4975	0.7057	0.5140	0.4694	0.3411	nan	0.5489	0.7076	0.4307	0.4565	0.4805	0.4089	0.3076	0.0	0.2183	0.5541	0.4176	0.5454
0.0575	41.6471	7080	0.5481	0.7074	0.5714	0.6556	0.5778	0.4815	0.3540	nan	0.5039	0.6847	0.4630	0.4809	0.5247	0.4172	0.3191	0.0	0.2180	0.5565	0.4242	0.5418
0.0632	41.7647	7100	0.6115	0.7699	0.5125	0.7102	0.6054	0.5354	0.4208	nan	0.5519	0.7376	0.4495	0.5015	0.5409	0.4507	0.3716	0.0	0.2093	0.5951	0.4505	0.5873
0.0296	41.8824	7120	0.6113	0.7562	0.5653	0.7685	0.5385	0.5063	0.3933	nan	0.5524	0.7281	0.4762	0.4789	0.4981	0.4315	0.3493	0.0	0.2170	0.5913	0.4393	0.5725
0.0741	42.0	7140	0.6033	0.8308	0.6531	0.7735	0.6430	0.5760	0.5612	nan	0.5557	0.7962	0.5125	0.5041	0.5597	0.4845	0.4796	0.0	0.2131	0.6630	0.4866	0.6460
0.0848	42.1176	7160	0.5693	0.7723	0.5764	0.7510	0.5742	0.5324	0.4595	nan	0.5231	0.7452	0.4727	0.4656	0.5198	0.4523	0.3984	0.0	0.2070	0.6050	0.4471	0.5848
0.1055	42.2353	7180	0.5113	0.7122	0.5319	0.6601	0.6059	0.4593	0.3221	nan	0.4758	0.6856	0.4452	0.4587	0.5321	0.4010	0.2930	0.0	0.2341	0.5432	0.4114	0.5251
0.1089	42.3529	7200	0.5515	0.7031	0.5384	0.6218	0.5792	0.4467	0.3050	nan	0.5066	0.6781	0.4526	0.4258	0.5184	0.3916	0.2795	0.0	0.2338	0.5351	0.4066	0.5262
0.0703	42.4706	7220	0.6010	0.7912	0.6491	0.7399	0.5764	0.5803	0.4854	nan	0.5480	0.7664	0.4965	0.4728	0.5249	0.4834	0.4239	0.0	0.2102	0.6319	0.4645	0.6131
0.052	42.5882	7240	0.5709	0.7961	0.5966	0.7284	0.6226	0.5233	0.4294	nan	0.5265	0.7584	0.4810	0.4782	0.5462	0.4502	0.3794	0.0	0.2059	0.6096	0.4525	0.5921
0.0953	42.7059	7260	0.6277	0.8154	0.6260	0.7292	0.5474	0.5402	0.4821	nan	0.5684	0.7715	0.4941	0.4858	0.5066	0.4523	0.4189	0.0	0.2020	0.6240	0.4622	0.6135
0.0528	42.8235	7280	0.6551	0.7972	0.4632	0.7103	0.5717	0.5429	0.4253	nan	0.5791	0.7536	0.4161	0.4852	0.5206	0.4574	0.3762	0.0	0.2072	0.5951	0.4485	0.5956
0.0776	42.9412	7300	0.5821	0.8379	0.6330	0.7189	0.6399	0.5967	0.4942	nan	0.5380	0.7887	0.4970	0.5133	0.5591	0.4914	0.4321	0.0	0.2127	0.6432	0.4775	0.6272
0.1088	43.0588	7320	0.5519	0.7432	0.5619	0.7628	0.4330	0.5213	0.3670	nan	0.5039	0.7107	0.4574	0.4495	0.4148	0.4330	0.3285	0.0	0.2303	0.5630	0.4122	0.5328
0.0247	43.1765	7340	0.5611	0.7354	0.5375	0.6102	0.6073	0.5022	0.3270	nan	0.5150	0.7024	0.4533	0.4407	0.5372	0.4280	0.2982	0.0	0.2108	0.5544	0.4218	0.5476
0.0882	43.2941	7360	0.6038	0.7489	0.4623	0.6823	0.5296	0.4801	0.3551	nan	0.5407	0.7144	0.4109	0.4336	0.4896	0.4133	0.3185	0.0	0.2240	0.5517	0.4151	0.5469
0.0937	43.4118	7380	0.5960	0.7453	0.5658	0.6965	0.6070	0.5096	0.4047	nan	0.5435	0.7185	0.4711	0.4578	0.5366	0.4376	0.3602	0.0	0.2064	0.5893	0.4407	0.5785
0.0401	43.5294	7400	0.6281	0.8110	0.6186	0.7028	0.6541	0.5866	0.5189	nan	0.5719	0.7793	0.4949	0.4785	0.5670	0.4931	0.4495	0.0	0.2003	0.6457	0.4793	0.6398
0.0523	43.6471	7420	0.6333	0.7962	0.5603	0.7112	0.6382	0.5657	0.5180	nan	0.5710	0.7674	0.4724	0.4840	0.5589	0.4797	0.4455	0.0	0.2050	0.6318	0.4724	0.6287
0.001	43.7647	7440	0.5973	0.7982	0.6460	0.7719	0.5781	0.5416	0.4652	nan	0.5467	0.7677	0.4974	0.4824	0.5265	0.4611	0.4056	0.0	0.2079	0.6283	0.4609	0.6066
0.0297	43.8824	7460	0.5736	0.7880	0.6109	0.7192	0.6270	0.5504	0.4052	nan	0.5296	0.7559	0.4879	0.4735	0.5495	0.4658	0.3615	0.0	0.2185	0.6106	0.4530	0.5912
0.0929	44.0	7480	0.6163	0.8123	0.5381	0.7317	0.6369	0.5692	0.4985	nan	0.5598	0.7779	0.4631	0.4760	0.5531	0.4769	0.4320	0.0	0.2089	0.6290	0.4674	0.6214
0.0255	44.1176	7500	0.5785	0.7567	0.5815	0.6867	0.6044	0.5093	0.4173	nan	0.5310	0.7307	0.4777	0.4671	0.5375	0.4388	0.3700	0.0	0.2156	0.5906	0.4441	0.5789
0.0239	44.2353	7520	0.5860	0.8079	0.6503	0.6881	0.6495	0.5543	0.4236	nan	0.5401	0.7712	0.4979	0.4952	0.5634	0.4695	0.3780	0.0	0.2160	0.6228	0.4644	0.6087
0.056	44.3529	7540	0.6161	0.8360	0.6428	0.7540	0.6658	0.6117	0.5297	nan	0.5648	0.7982	0.5036	0.5110	0.5700	0.5050	0.4616	0.0	0.2000	0.6652	0.4893	0.6500
0.025	44.4706	7560	0.6349	0.7576	0.5659	0.6553	0.6054	0.5269	0.3952	nan	0.5707	0.7289	0.4702	0.4804	0.5422	0.4498	0.3531	0.0	0.1990	0.5916	0.4494	0.5903
0.0379	44.5882	7580	0.6254	0.7073	0.4132	0.7001	0.5305	0.4992	0.3820	nan	0.5535	0.6835	0.3773	0.4548	0.4882	0.4265	0.3398	0.0	0.2113	0.5511	0.4154	0.5482
0.0634	44.7059	7600	0.5535	0.7481	0.5234	0.7622	0.5840	0.4989	0.4055	nan	0.5091	0.7149	0.4474	0.4736	0.5187	0.4270	0.3592	0.0	0.2251	0.5822	0.4312	0.5597
0.0511	44.8235	7620	0.5986	0.7737	0.5926	0.7391	0.5899	0.5365	0.4521	nan	0.5473	0.7417	0.4840	0.4748	0.5279	0.4535	0.3967	0.0	0.2178	0.6118	0.4533	0.5960
0.0958	44.9412	7640	0.5670	0.8099	0.6548	0.7466	0.6117	0.5535	0.4814	nan	0.5260	0.7703	0.5000	0.4918	0.5402	0.4642	0.4194	0.0	0.2082	0.6321	0.4640	0.6100
0.0551	45.0588	7660	0.5260	0.7826	0.5555	0.6686	0.6507	0.5317	0.4529	nan	0.4903	0.7431	0.4644	0.4907	0.5531	0.4477	0.3960	0.0	0.2159	0.5954	0.4482	0.5819
0.0826	45.1765	7680	0.5891	0.7914	0.6628	0.7530	0.6237	0.5504	0.4951	nan	0.5436	0.7597	0.5023	0.5137	0.5498	0.4678	0.4303	0.0	0.2108	0.6379	0.4709	0.6181
0.1026	45.2941	7700	0.4203	0.6347	0.5286	0.4243	0.5231	0.3727	0.2380	nan	0.3984	0.6131	0.4252	0.3352	0.4785	0.3330	0.2212	0.0	0.2503	0.4488	0.3506	0.4454
0.0343	45.4118	7720	0.5703	0.7294	0.4832	0.6954	0.5904	0.4995	0.4245	nan	0.5213	0.7023	0.4229	0.4645	0.5226	0.4245	0.3741	0.0	0.2066	0.5704	0.4290	0.5609
0.0556	45.5294	7740	0.5795	0.7684	0.5425	0.7471	0.5934	0.5288	0.4544	nan	0.5308	0.7368	0.4587	0.4660	0.5268	0.4464	0.3978	0.0	0.2144	0.6020	0.4454	0.5854
0.0755	45.6471	7760	0.5939	0.7629	0.5087	0.7412	0.5862	0.5446	0.4177	nan	0.5385	0.7312	0.4396	0.4671	0.5251	0.4557	0.3712	0.0	0.2098	0.5936	0.4411	0.5785
0.0306	45.7647	7780	0.6085	0.7703	0.6416	0.7697	0.5400	0.5559	0.4695	nan	0.5539	0.7445	0.4965	0.4808	0.5024	0.4662	0.4094	0.0	0.2182	0.6222	0.4567	0.6005
0.0358	45.8824	7800	0.6093	0.8060	0.6290	0.7432	0.5730	0.5626	0.4885	nan	0.5551	0.7716	0.4934	0.4961	0.5250	0.4715	0.4235	0.0	0.2101	0.6302	0.4670	0.6146
0.0433	46.0	7820	0.6364	0.7903	0.6041	0.7726	0.5762	0.5635	0.5199	nan	0.5749	0.7626	0.4898	0.4850	0.5266	0.4763	0.4466	0.0	0.2133	0.6376	0.4702	0.6241
0.038	46.1176	7840	0.6539	0.7773	0.5265	0.7155	0.5767	0.5036	0.4322	nan	0.5825	0.7449	0.4536	0.4662	0.5240	0.4365	0.3813	0.0	0.2079	0.5980	0.4486	0.5966
0.0287	46.2353	7860	0.6043	0.7488	0.4752	0.7099	0.5997	0.5295	0.3824	nan	0.5476	0.7189	0.4196	0.4602	0.5308	0.4456	0.3433	0.0	0.2137	0.5785	0.4332	0.5693
0.0539	46.3529	7880	0.5600	0.7293	0.5712	0.6443	0.5576	0.5126	0.3574	nan	0.5157	0.7054	0.4684	0.4401	0.5083	0.4315	0.3226	0.0	0.2094	0.5618	0.4240	0.5488
0.0725	46.4706	7900	0.6044	0.8350	0.6168	0.7527	0.6440	0.5557	0.4714	nan	0.5555	0.7919	0.4973	0.4847	0.5582	0.4706	0.4143	0.0	0.1995	0.6400	0.4716	0.6247
0.0554	46.5882	7920	0.6221	0.7687	0.5224	0.6942	0.5777	0.5111	0.4241	nan	0.5608	0.7374	0.4521	0.4597	0.5208	0.4337	0.3756	0.0	0.1979	0.5886	0.4425	0.5848
0.0222	46.7059	7940	0.6040	0.7683	0.6041	0.7019	0.5704	0.5342	0.4483	nan	0.5513	0.7395	0.4880	0.4855	0.5200	0.4465	0.3951	0.0	0.2087	0.6044	0.4532	0.5930
0.0252	46.8235	7960	0.5999	0.8360	0.6679	0.7280	0.6620	0.6026	0.5309	nan	0.5544	0.7979	0.5099	0.5223	0.5716	0.4976	0.4616	0.0	0.2101	0.6611	0.4894	0.6463
0.0221	46.9412	7980	0.6217	0.8451	0.6414	0.6933	0.6699	0.5871	0.5428	nan	0.5691	0.8031	0.5049	0.5156	0.5760	0.4924	0.4706	0.0	0.2051	0.6573	0.4915	0.6529
0.0161	47.0588	8000	0.5074	0.6835	0.5398	0.5790	0.5396	0.4173	0.2832	nan	0.4715	0.6582	0.4441	0.4304	0.4944	0.3665	0.2605	0.0	0.2220	0.5071	0.3907	0.4969
0.0702	47.1765	8020	0.5785	0.7541	0.5547	0.6612	0.6186	0.5144	0.3859	nan	0.5302	0.7219	0.4634	0.4955	0.5461	0.4362	0.3466	0.0	0.2042	0.5810	0.4425	0.5722
0.0418	47.2941	8040	0.5924	0.7623	0.6046	0.6907	0.5884	0.5423	0.4222	nan	0.5414	0.7330	0.4844	0.5062	0.5326	0.4531	0.3752	0.0	0.2081	0.6004	0.4532	0.5873
0.0321	47.4118	8060	0.6346	0.7736	0.6025	0.6846	0.6439	0.5698	0.4209	nan	0.5744	0.7437	0.4906	0.4987	0.5624	0.4727	0.3771	0.0	0.2029	0.6186	0.4650	0.6117
0.04	47.5294	8080	0.6090	0.8062	0.6090	0.7635	0.6411	0.5861	0.5067	nan	0.5572	0.7739	0.4940	0.5020	0.5579	0.4856	0.4421	0.0	0.2103	0.6459	0.4766	0.6293
0.1039	47.6471	8100	0.6351	0.7853	0.5386	0.7697	0.6051	0.5590	0.4883	nan	0.5713	0.7572	0.4620	0.4829	0.5389	0.4703	0.4254	0.0	0.2066	0.6259	0.4635	0.6147
0.1012	47.7647	8120	0.5944	0.7623	0.5480	0.7114	0.5955	0.5343	0.4248	nan	0.5415	0.7329	0.4617	0.4799	0.5331	0.4486	0.3764	0.0	0.2133	0.5958	0.4468	0.5837
0.0728	47.8824	8140	0.6293	0.8029	0.5802	0.7464	0.5977	0.5676	0.4915	nan	0.5687	0.7708	0.4805	0.4883	0.5377	0.4741	0.4277	0.0	0.2037	0.6308	0.4685	0.6199
0.0738	48.0	8160	0.5946	0.7945	0.6094	0.6946	0.6412	0.5582	0.4302	nan	0.5463	0.7606	0.4919	0.4921	0.5580	0.4662	0.3831	0.0	0.2052	0.6175	0.4623	0.6053
0.0354	48.1176	8180	0.6197	0.7591	0.5694	0.7338	0.5460	0.5451	0.4541	nan	0.5594	0.7359	0.4753	0.4686	0.5047	0.4562	0.3979	0.0	0.2112	0.6039	0.4497	0.5912
0.0313	48.2353	8200	0.5969	0.8007	0.6552	0.7538	0.5986	0.5995	0.5200	nan	0.5491	0.7741	0.5059	0.4970	0.5384	0.4894	0.4504	0.0	0.2100	0.6464	0.4755	0.6262
0.0496	48.3529	8220	0.5586	0.7033	0.5755	0.5800	0.5917	0.4672	0.3581	nan	0.5153	0.6830	0.4695	0.4332	0.5298	0.4056	0.3232	0.0	0.2219	0.5478	0.4200	0.5448
0.1667	48.4706	8240	0.5338	0.6787	0.4566	0.6494	0.5075	0.3999	0.3385	nan	0.4898	0.6577	0.3996	0.4198	0.4693	0.3553	0.3039	0.0	0.2410	0.5092	0.3869	0.5004
0.0416	48.5882	8260	0.6218	0.7967	0.5910	0.7615	0.5520	0.5492	0.4606	nan	0.5631	0.7639	0.4820	0.4758	0.5095	0.4608	0.4036	0.0	0.2140	0.6189	0.4573	0.6033
0.038	48.7059	8280	0.6325	0.7840	0.5938	0.7406	0.5904	0.5466	0.4701	nan	0.5725	0.7564	0.4867	0.4793	0.5322	0.4624	0.4120	0.0	0.2062	0.6226	0.4627	0.6118
0.0704	48.8235	8300	0.6148	0.7668	0.4678	0.7544	0.5346	0.4922	0.4015	nan	0.5516	0.7353	0.4148	0.4547	0.4924	0.4226	0.3563	0.0	0.2084	0.5760	0.4284	0.5654
0.0301	48.9412	8320	0.6015	0.8040	0.5877	0.7819	0.5575	0.5447	0.4744	nan	0.5485	0.7696	0.4822	0.4769	0.5103	0.4562	0.4129	0.0	0.2110	0.6217	0.4571	0.6020
0.0362	49.0588	8340	0.5344	0.6994	0.5778	0.6231	0.5068	0.4758	0.3347	nan	0.4937	0.6791	0.4646	0.4387	0.4734	0.4039	0.3032	0.0	0.2241	0.5360	0.4071	0.5212
0.0243	49.1765	8360	0.6025	0.7703	0.6306	0.7344	0.5450	0.5356	0.4306	nan	0.5495	0.7434	0.4946	0.4799	0.5045	0.4496	0.3811	0.0	0.2112	0.6070	0.4503	0.5888
0.0277	49.2941	8380	0.5818	0.7315	0.4725	0.6058	0.5576	0.4791	0.3636	nan	0.5271	0.7048	0.4149	0.4327	0.5078	0.4100	0.3266	0.0	0.2159	0.5417	0.4155	0.5434
0.0868	49.4118	8400	0.5274	0.7577	0.5552	0.6407	0.6307	0.5075	0.3725	nan	0.4907	0.7263	0.4598	0.4672	0.5470	0.4302	0.3353	0.0	0.2184	0.5703	0.4321	0.5570
0.0345	49.5294	8420	0.5943	0.7372	0.4551	0.6317	0.5884	0.4843	0.3590	nan	0.5362	0.7096	0.4062	0.4481	0.5265	0.4153	0.3231	0.0	0.2222	0.5500	0.4206	0.5511
0.0301	49.6471	8440	0.5982	0.7876	0.6257	0.7519	0.6101	0.5616	0.4756	nan	0.5492	0.7604	0.4966	0.4969	0.5420	0.4693	0.4165	0.0	0.2123	0.6301	0.4664	0.6115
0.0523	49.7647	8460	0.6184	0.7898	0.5753	0.7449	0.5800	0.5460	0.4537	nan	0.5600	0.7591	0.4765	0.4876	0.5270	0.4593	0.3984	0.0	0.2156	0.6155	0.4585	0.6023
0.0214	49.8824	8480	0.5848	0.7978	0.6088	0.7123	0.6281	0.5566	0.4613	nan	0.5384	0.7658	0.4903	0.4997	0.5523	0.4660	0.4054	0.0	0.2125	0.6214	0.4647	0.6070
0.0545	50.0	8500	0.6097	0.8119	0.6394	0.7675	0.6157	0.6003	0.5235	nan	0.5591	0.7826	0.5042	0.4997	0.5464	0.4909	0.4539	0.0	0.2057	0.6526	0.4796	0.6338

Framework versions

• Transformers 4.57.1
• Pytorch 2.9.1+cu128
• Datasets 4.4.1
• Tokenizers 0.22.1